diff --git a/dashboard.ipynb b/dashboard.ipynb index e7339fc..68910fe 100644 --- a/dashboard.ipynb +++ b/dashboard.ipynb @@ -36,7 +36,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -76,7 +76,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -91,7 +91,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -132,7 +132,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -166,7 +166,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -195,7 +195,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -206,7 +206,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -241,7 +241,7 @@ " 'zipcode_clean']" ] }, - "execution_count": 10, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -253,7 +253,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -479,7 +479,7 @@ "[5 rows x 27 columns]" ] }, - "execution_count": 11, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -1039,7 +1039,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -1063,14 +1063,14 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1092,7 +1092,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -1120,14 +1120,14 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 12, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1181,7 +1181,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 13, "metadata": { "scrolled": true }, @@ -1193,7 +1193,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 14, "metadata": { "scrolled": false }, @@ -1263,14 +1263,14 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 15, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1311,12 +1311,12 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1350,14 +1350,14 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 17, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4sAAAEZCAYAAAA+IrACAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAACWuklEQVR4nOzdd3hb5fXA8e+R5BXbUfYeBhIghEDYG8Jua6CMFihQzN4/VqGYrVCGgVL2pkBYBcoGQ9kJJCQhjIBCyCCJs/dw4r3e3x/vdaJ4D0lX43yeR49t6ereI/nq6j3vFGMMSimllFJKKaVUKI/bASillFJKKaWUij2aLCqllFJKKaWUakSTRaWUUkoppZRSjWiyqJRSSimllFKqEU0WlVJKKaWUUko1osmiUkoppZRSSqlGNFlUSqkkJyK3i8gaEVnRxGNjRGRJB/c7RERKRMTr/D1eRM7rbLzhJiJ9ReQrEdkkIve5HU97iMgNIvKM23EopZRKTJosKqVUHBCRB0RkvYhMFpGBIfefLiIPdmK/g4G/ATsZY/qFI9Z6xphFxpgsY0xtG+IIiMhL4Tx+O1wArAG6GmP+5lIMHWKMudMY02oCHo5E3eX/kVJKKRdosqiUUjFORPYG9gD6AROB6537/cA1wC2d2P1QYK0xZlVn44xjQ4GZxhjT3ieKiC8C8URdorwOpZRS4aXJolJKxb5tgInGmErgc2Bb5/47gHuNMcUtPVlE/CLygoisFpGFInKTiHhE5AjgU2CA0130+Rb2cYPTVbVIRE4PuT9XRH4UkY0islhEAiGP5YiIaS0REZHfATcApzhx/CQifxaR7xts9zcRecf5/XkReUJEPnW6j04QkaEh2+7oPLZORGaLyMnNHPt5IA/4u3PsI0QkzWnJXebcHhCRNGf7MSKyRESuc7rtPtfEPs8SkUkicr+IbBCR+SKyv3P/YhFZJSJ5bXkPncfPdP5va0XkZud/cITz2ObWPhFJF5GXnO02iMg0p4vtHcBBwCPOa3zE2d6IyKUiMheY69z3oBPDRhH5XkQOau5/5NzvF5F/i8hyEVkqtkuzt6X/t1JKqfihyaJSSsW+X4CDRCQDOBz4RUT2BHYwxrzShuc/DPixSeYhwJnA2caYz4DfA8uc7qJnNfP8fkAvYCA2sXpKRHZwHit19tcNyAUuFpHj2/PijDH/A+4EXnPi2BV4D9hGREaEbHoG8GLI36cD/3Bimw68DCAimdgk+BWgD/AX4DERGdnEsc9ynnePc+zPgBuBfYHRwK7A3sBNDd6PHtgWyQuaeVn7AD8DPZ04XgX2AoY5r+MREclytm32PRSRnYDHnNfaH/t/3NwNuYE85/HBznEvAsqNMTcCXwOXOa/xspDnHO/EupPz9zTndfdw4v6viKQ38z8CGAfUOK9rN+AoIObGpSqllOoYTRaVUirGGWNmAG8CU4AhwN3Ag8DlInK52MlZXhaRbg2f67TynAJcb4zZZIwpAu4D/trOMG42xlQaYyYAhcDJTmzjjTFBY0ydMeZn4D/YhLRTnFbU17CJFU6ilwN8ELJZoTHmK2fbG4H9xI7BPAYoMsY8Z4ypMcb8gH3//tTGw58O3GaMWWWMWQ2MZev3qw641Xk/ypvZxwLn+LXO6xjs7LPSGPMJUIVNsFp7D/8EvG+MmWiMqcJ2OW6uu2w1NkkcZoypNcZ8b4zZ2MprvcsYs67+dRhjXjLGrHXet/uANGCHpp4oIn2xlQ1XGmNKna7M9wOntnJMpZRScUKTRaWUigPGmPuNMbsaY07BJn9fY6/hF2BbG38F8pt4ai8gFVgYct9Cmm+dasp6Y0xpg+cPABCRfUTkS6eLazG2NatXO/bdknHAaSIi2GTtdScxrLe4/hdjTAmwzolrKLCP0xVzg4hswCaAbZ3AZwCN368BIX+vNsZUtLKPlSG/1ydiDe/LglbfwwFs/TrLgLXNHPNF4GPgVaf77D0iktJKnItD/3C6+v4qIsXO++an+f/nUCAFWB7yPj+Jbc1VSimVADRZVEqpOOK05lwI3AbsDPxsjKnGdh/cpYmnrMG2OA0NuW8IsLQdh+3udO0Mff4y5/dXsF1GBxtj/MATgLRj3/UatZYZY6ZgW+AOAk5j6y6oYFvrAHC6dPZw4loMTDDGdAu5ZRljLm5jLMto/H4tC/m73RPhtKKl93A5MKh+Q6crcs+mdmKMqTbGjDXG7ATsj21hPbOVmDff74xPvA7batzdGNMNKA6JpeE+FgOVQK+Q97mrMaZRd1+llFLxSZNFpZSKL//CdoEsAxYAezmJ0hhgfsONnW6QrwN3iEi2MwnM1UB7l0AYKyKpTkJxDPBf5/5sYJ0xpkLsrK2ndeRFYVvickSk4ffSC8AjQI0xZmKDx/4gIgeKSCp27OJUY8xibFfV7UXkryKS4tz2ajD+sSX/AW4Skd4i0gvb9TOSS0a09B6+ARzrTJCTiu0S22QyLiKHisgop+vxRmwlQf2yJSvZMjFSS3HUAKsBn4jcAnQNeXyr/5ExZjnwCXCfiHQVO2nSdiLS6W7ISimlYoMmi0opFSdE5FCgmzHmbQBjzLfY8YOLgUOBgmae+n/YSVTmY5feeAV4th2HXgGsx7auvQxcZIyZ5Tx2CXCbiGzCJlWvt+c1hahPPteKyA8h97+IbUFt2KoI9nXciu1+uge2qynGmE3YiVZOdWJegR3nmdbGWG4HvsNOUBMEfnDui5Rm30NjzC/Y/9+r2FbGTcAqbIteQ/2wyeVGbLfkCWxJch8E/iR2rc6HmonjY+AjYA62620FW3dTbep/dCa2m/NM7DnyBnYiHqWUUglAOrCslFJKKRUVTrfLVcDuxpi5Ifc/DywxxtzU3HMTkdOKvAEYboxZ4HI4SimlEpy2LCqllIplFwPTQhPFZCMix4pIF2fc6D+xrZ1F7kallFIqGbS4ULJSSinlFhEpwo7PO97dSFz3R2w3XMF2jz3VaLcgpZRSUaDdUJVSSimllFJKNaLdUJVSSimllFJKNaLJolJKKaWUUkqpRjRZVEoppZRSSinViCaLSimllFJKKaUa0WRRKaWUUkoppVQjmiwqpZRSSimllGpEk0WllFJKKaWUUo1osqiUUkoppZRSqhFNFpVSSimllFJKNaLJolJKKaWUUkqpRjRZVEoppZRSSinViCaLSimllFJKKaUa0WRRKaWUUkoppVQjmiwqpZRSSimllGpEk0WllFJKKaWUUo1osqiUUkoppZRSqhFNFpVSSimllFJKNaLJolJKKaWUUkqpRjRZVEoppZRSSinViCaLSimllFJKKaUa0WRRKaWUUkoppVQjmiwqpZRSSimllGpEk0WllFJKKaWUUo1osqiUUkoppZRSqhFNFpVSSimllFJKNaLJolJKKaWUUkqpRjRZVEoppZRSSinViCaLSimllFJKKaUa0WRRKaWUUkoppVQjmiwqpZRSSimllGpEk0WllFJKKaWUUo1osqiUUkoppZRSqhFNFpVSSimllFJKNaLJolJKKaWUUkqpRjRZVEoppZRSSinViCaLSimllFJKKaUa0WRRKaWUUkoppVQjmiwqpZRSSimllGpEk0WllFJKKaWUUo1osqiUUkoppZRSqhFNFpVSSimllFJKNaLJolJKKaWUUkqpRjRZVEoppZRSSinViCaLSimllFJKKaUa0WRRKaWUUkoppVQjmiwqpZRSSimllGpEk0WllFJKKaWUUo1osqiUUkoppZRSqhFNFpVSSimllFJKNaLJolJKKaWUUkqpRjRZVEoppZRSSinViCaLSimllFJKKaUa0WRRKaWUUkoppVQjmiwqpZRSSimllGpEk0WllFJKKaWUUo1osqiUUkoppZRSqhFNFpVSSimllFJKNaLJolJKKaWUUkqpRjRZVEoppZRSSinViCaLSimllFJKKaUa0WRRKaWUUkoppVQjmiwqpZRSSimllGpEk0WllFJKKaWUUo1osqiUUkoppZRSqhFNFpVSSimllFJKNaLJYieIyFkiMtHtONpKRH4RkTFuxxHLROQJEbnZheOeLiKftPD4eBE5L5oxqcYa/p9ExIjIMDdjSlYiUiIi27odh1LhJCLPi8jtbsfRkIgMcT5z3la2GyMiS6IVl3JPw3MitJzSWpnGLfFWbo8VMZUsikiRiJQ7J996ESkUkcFuxxUOzgla67y2+tsj0YzBGDPSGDO+Pc8RkWNFZIWI9Ai5748islRE/GEPMsIanGMrnC/mrPrHjTEXGWP+Ee24jDEvG2OOivZxYXPCU+q8J2tF5HMROaUdz4+pi6+I5Div6YcG9/cSkSoRKerovt38P8UT55wIikiZ8zl7XES6hTweEJGA8/sYEakLuS4uFZGxrR3DGJNljJkfuVexOdYiETki0sdRsU1EDhSRb0SkWETWicgkEdnLeSwmroENruVLReRfrSV3zvNaPceNMYucz1xt+CJWbmlQFmq1TNrg3CoRkQ0tnROR/K7UyvPoi6lk0XGsMSYL6A+sBB7uyE5ExBfOoMK0v8nOB6v+dlmEjhM2xpj3gS+A+wGcAt/jwMXGmGIXQ+uM+nNsNLAbcL274cSEXZ33ZAfgeeAREbnV3ZA6LVNEdg75+zRgQUd3FmufzVglIn8D7gauBfzAvsBQ4FMRSW3macvqr4vAgcC5InJ8M/vX/4OKKhHpCnyALY/0AAYCY4FKN+NqRv21/HDsNe/8zu5QP3MJ69jWyqQN7BqybbdoBKhiQywmiwAYYyqAN4Cd6u8TkTQR+aeILBKRlWK7DGY4j40RkSUicp2IrACec2qvXxeRF0Rkk9humHuG7C9fROY5j80UkRNCHjvLqTm8X0TWAQER6Ski74nIRhH5Ftius6/TifENEXlJRDYCZ4nI3iIyWUQ2iMhyEXkktJDl1PBcJCJzxbbAPioiEvL4+SLya8jr2t25f3PtoXOM75zXslJE/tVCmJcDvxeRo7FJ4wRjzHudfe1uM8asAD7GJo1A4y5AIvJ353+wTETOk5Buh862j4nIR05N2yQR6SciDzj/l1kislvIvlo73yaG/H2k8/xip7Zv8//Xefwc53+8XkQ+FpGhIY+1eH608p6sMca8CFwMXC8iPZ19+kXk3857sVREbpe21VjvKCKfiq2Jny0iJ4c85nc+m6tFZKGI3CQintD3w/m8rxeRBSLy+7a8hhAvAnkhf58JvNAgvvZeA5psQRCRvZzPkS/kvpNEZLrze4vXokQhtlA9Fvg/Y8z/jDHVxpgi4GRswnhGa/swxiwAvmHra78RkUtFZC4wN+S++s9iW74b/iYiq5xz+OwOvr7tROQLsS3wa0TkZdm6xbRIRK4VkZ/F1sL/W0T6OteITSLymYh0D9l+X7GtVRtE5CcJGSbgnGvznectEJHTOxKzCovtAYwx/zHG1Bpjyo0xnxhjfhaREcATwH7O98AGABHJFZEfxX7HLhanJb2ebGmp3OA8flbDg4pItoh8KSIPtfUaXs8YMwv4Gti5pfNWRF4EhgDvO/H/Xbb0zjhXRBYBX4Tc53Oe10NEnhP73bheRN5pKg4Rudy5tg5qT/wq9jU8Jxo81rBM02y5RES8InKfc24uEJHLmttva8cJOVb9d0OL5XYROUps2aRYbHlugoS0WkoLZa1kErPJooh0AU4BpoTcfTf2oj0aGIat3bsl5PF+2Fq/ocAFzn3HAa8C3YD3gNBm9nnAQdja77HASyLSP+TxfYD5QB/gDuBRoALb6nmOcwuHP2IT427Ay0AtcBXQC9gPW0N4SYPnHAPsBeyKLYgdDSAifwYC2IJxV+zrX9vEMR8EHjTGdMV+eF5vLjhjzBrgCie2Y7DJY9xzvrx+D/zWzOO/A64GjsCeb4c0sdnJwE3Y/1UlMBn4wfn7DSA0CW/tfKs/bi/gzZD9zgMOCHn8eOAG4ESgN7ZA8J8Gu2ny/GiHdwEfsLfz9zigBvs+7AYcBbTYDUREMoFPgVewn6G/AI+JyEhnk4ex78W22Pf2TCC0EL8PMBv7HtwD/LudBaaXgFOdL6IRQDYwtcE27b0GNMkYMw37OTsy5O4zsAlrvZauRYlifyAdeCv0TmNMCfARzvtjjAkYYwJN7UBEhmPP9ykNHjoe+//YqeFzaNt3g9+5/1zg0dCkrR0EuAsYAIwABmOvt6FOwr7O7YFjsa/7Bux57MG5forIQKAQuB37vXUN8KaI9HY+Ow8BvzfGZGPf1+kdiFeFxxygVkTGicjvQ88dY8yvwEVs6TnUzXmoFHtN6wbkAhc7125EZAj2vHgYew0fTYP/r9iKus+BScaYy40xpj0Bi8hO2Gvbj7Rw3hpj/gosYksr0z0huznE2b6p748XgS7ASOz18f4mYrgZOAs4xBij4xhVc+WS87FlsdHA7thrfbg0W253ylpvYHuX9cSWN/YPefx4Wi9rJQdjTMzcgCKgBNiALZguA0Y5jwn24rtdyPb7AQuc38cAVUB6yOMB4LOQv3cCyls4/nTgj87vZwGLQh7zAtXAjiH33QlMbONrO8t5TRtCbvs6MX7VynOvBN4O+dsAB4b8/TqQ7/z+MXBFC+/vEc7vX2ELx73aGP82zut/2e3zJEzn2Cbnffwc6Bby+PPA7c7vzwJ3hTw2zHnOsJBtnw55/P+AX0P+HgVsaMf5NtH5/UxgSsh2AiwBznP+/gg4N+RxD1AGDG3t/Ggmjs2vqcH9K4DTgb7YRDgj5LG/AF82jL3B808Bvm5w35PArc7nqRLYKeSxC4HxIfv8LeSxLk6c/drwP85xtvUBn2G/kAqAG7GJf1E7/ieLGjy+1WttcD5cV//5wBb+y4D+zt8B2nEtitcbNkFe0cxjBcCnTdw/BqjDXhM3Ou/pW0Bqg/f5sKbOW9r23VAO+EIeXwXs28bXVIRz3WziseOBHxtse3rI328Cj4f8/X/AOyHny4sN9vcxtjU803k/TiLkc6c3V8/tEdhr/hLsd/l7QF/nsa2uC808/wHgfuf36wn5Tm+w3fPY754ZwLXtjNE4n6H12Iqw2wFPE9s1dd4eEfJ3jrOvbZu4z4cteNcB3ZvY9xhgKbaidCLgd/t/p7cmz5UitpS362/nt+Hcqt/2odBzwtlmPFvKKVt9Jmi53PoFcGHIY0eE7reJWJo9TsixhtFKuR1b1poc8pgAi2ljWSuZbrHYsni8sTVzacBlwAQR6YfN6rsA3zvdNjYA/3Pur7fa2O6roVaE/F4GpId0ozhTRKaH7G9nbO1vvcUhv/fGXiRD71vYztc2xRjTLeRWX3Meuk9EZHsR+UDsxBAbsSd3rwb7avi66idpGYz9kmjNudia71kiMk1Ejmll+6ewXfj+ICL7t7JtrDve2Nr6McCONH5v6w1g6//N4ia2WRnye3kTf2+ePKcN51uTxzX2KhV67KHAgyH7WYe9yA0M2abJ80Ns98f6AeoHNXHs+lhTsOf8Oud4KcDykGM+ia1NbslQYJ/65zjPOx3bytMLSGXrz9DC5l6DMabM+TWL9nkB+2XyF2xL41baeQ1ozUvAsWInTDoZmygvD3m82WtRAlkD9GrmdfV3Hm/KMuea2BXbElOObc0O1dz/oi3fDWuNMTUhf4deM9tMRPqIyKtiu2JvxP7PG36G23pNGAr8ucHn40BsBUMptrLlIuznrlBEdmxvvCp8jDG/GmPOMsYMwl4nBmATwCaJyD5iu5CuFpFi7P+y/lxp7Xs6F8jAdm9tr92NMd2NMdsZY24yxtS18bxtSnOfucHAOmPM+mYe74bt3XWXid+5DZLB8Q3KpE9Di+WE3UO27UgPs+bKrW0pa3VEa+X2pspaoS3gbSlrJYVYTBYBMHZcwFvYLpkHYgsZ5cDIkJPVb+xA7s1Pa+v+nX7HT2MT0p5OgjqDrceGhe5vNbY2MXR21iHteEktaRj348AsYLhTeLqhQVwtWUwbxlIaY+YaY/6CLfDfDbzhdH1qRETOxb7uS5xYnpbmJ6qIG8aYCdha3H82s8lyIHScRYdn5m3j+RZ63MEhz5UGx16MrYULvchnGGO+aS0OY2fErR+g/nULm/4Re75/6xyvEtsKXX+8rsaYkS08vz7OCQ3izDLGXIz9PFdjL8b1hmBrpMPpTWzBa74xZqvKnQ5cA1pkjFmK7YZ8AvBXtu6CmiwmY8+VE0PvdK4tv8e25LfIKVy+gu3CudVDzTylLd8N4XKXE8cuzrX5DNp+bW5oMbZlMfTzkWmMKQAwxnxsjDkSm2TPwp6rKgYYOx7weWzSCE2fm69gWx8HG2P82MSv/lxp7Xv6aWyFx4fNfS+3U2vnbXOfrebuXwz0kJDxug2sx3Y5fE5EDmhmGxWj2lFOCJfOlLVKsZWFADiNS/VaK7dvdVynrBUaR4fLWokmZpNFsf4IdMd27avDXkDvF5E+zjYDxU660hGZ2AvhamdfZ7Plwt+IsVMDv4Wd5KKLMx4gr0HM46XBIPYOysY295c4tckXt+O5zwDXiMgezns4TJoYkCsiZ4hIb+d93eDc3Wj6YxEZANyL7Z5Qif3CW4vt0pcIHgCOFJHRTTz2OnC2iIwQO4b2lia2aav2nG+FwEgROdFpobkc2xpX7wns5DMjnX35xY5V7TSxkxacju3nf7cxZq3TOvYJcJ+IdBURj9gJEw7Z+qmSHnrDzh64vYj8VURSnNteIjLC+Ty9DtwhdhKHodjxoY1a/5qJMyAi41vbzmmhOYymx1e26xrQRi8Af8d2QX67k/uKO06iNxZ4WER+5/zPc4D/YmtsW02gnZbZU4Ff2njMTn03iJ0goagt22KvzSXABrFjDq9t4/OaUt8SfbTYcbXpYifjGSR2UpzjnESh0jmmLlngErETdf1NnElaxC7p9Re2jKtdCQxqUImajW19qxCRvbEzk9Z7GThCRE4WEZ/YSThGNzjsZdgxVB/Ilsma2nOuhmrtvF2JHTveJs53wkfYMejdnc/5wQ22GY/tSfK2iOzTgZhV8ngduMK5bnfDdtFvq5+w5aXRTrkjUP9AG8rthcAoETneKWtdSpTKWvEmFpPF90WkBJss3QHkGWPqCw3XYScjmeJ0pfgMO9V/uxljZgL3YWvCV2ILd5Naedpl2GbzFdhaxecaPD64Dftoi2uwXyybsIWg19r6RGPMf7Hv2yvO89/Bjp9q6HfAL857/SBwahNdeAEeA16tr11ymunPB64M+QD9InE6U58xZjW2gH9zE499hO2X/yX2vJvsPNTu6dLbc74ZO6HQn7FjvNYCw0O3Nca8jW0NftX5HMzAttp0xk/OufAbNrG6yhgTmhyfie02OhNba/wGtsWj3v7Y1p2Gt6OwBf9l2M/N3dgu5mDHb5ViJ5CZiD1nn21jvG3+rBljvjPGNOry1cFrQGvexraWvu0kqknH2AkybsC22G/ETiq0GDjcqXBqygBxuj1huwn1wBY026oz3w1tOZfqW1jGYidgKMYWNN5q9hmt7dCYxdgW/BuwFRaLsYV4j3P7G/Zzsw470UjDSc5U9GzCTq40VURKsUniDOz/COyYq1+AFSJS39X6EuA2EdmErWjcPImcMWYR8Afn+euwY6V3DT2g8117Afa8eNcpCHe0jNHaeXsXcJPY7nbXtHGff8X2DpmFHQN8ZcMNjDGfYicte09E9uhA3Cqy6mfArb+5VcH5NLZC+mfshEwfYlsEW6ogs4MTjZkD3Ia95s/FliVCNVtuDylr3YMta+0EfIdTxotQWSsuib0eqc5yahz/a4zZz+1YVGSInVFzBpDWYPyTijKxS1IcboxpaqZfV4nIPGzXlc/cjkW1TkQ+wU4K9mszj6/DTq4zPaqBKdVAa+eqUolA7DJZTxhjGvWKcx7/AbjNGPNOmI/rwfaAOd0Y82U49x3vYrFlMS4ZY5Zooph4ROQEEUkVO1X63cD7mii6zxgzOkYTxZOwNZ5fuB2LahtjzFEtJIpHYmfUmxvdqJRqrKVzVal4JSIZIvIHp0v2QOyM6U22cjo92kZgWyDDceyjRaSbiKSxZX6Qhss2JT1NFpVq2YXYLmLzsF0i2jN+VCURZwzl48Clzjg6FcdE5FXsLNDnJ2uXYqWUigLBdpVej00Cf6WJOSJE5G5sd9XrGk5Y1wn7Yct3a7CTqh1vjCkP074ThnZDVUoppZRSSinViLYsKqWUUkoppZRqRJNFpZRSSimllFKNaLKolFJKKaWUUqoRTRaVUkoppZRSSjWiyaJSSimllFJKqUY0WVRKKaWUUkop1Ygmi0oppZRSSimlGtFkMY6IiBGRF0P+9onIahH5IALHuiHc+1TJR89Zlaj03FZKKZUMNFmML6XAziKS4fx9JLA0Qsdqd+FERLyRCETFNT1nVaLSc1sppVTC02Qx/nwE5Dq//wX4T/0DItJDRN4RkZ9FZIqI7OLcHxCRZ0VkvIjMF5HLQ55zhoh8KyLTReRJEfGKSAGQ4dz3srPdOyLyvYj8IiIXhDy/RERuE5GpwE0i8nbIY0eKyFsRfTdUPNBzViUqPbdVQtMWdKUUxhi9xckNKAF2Ad4A0oHpwBjgA+fxh4Fbnd8PA6Y7vweAb4A0oBewFkgBRgDvAynOdo8BZ9Yfq8Gxezg/M4AZQE/nbwOc7PwuwCygt/P3K8Cxbr9vetNzVs9ZvYX7pue23pLh5pznPwIZzt+/d871DyJxrA48x+v2e6Q3vSX6TVsW44wx5mcgB1uL/WGDhw8EXnS2+wLoKSJ+57FCY0ylMWYNsAroCxwO7AFME5Hpzt/bNnPoy0XkJ2AKMBgY7txfC7zpHNM4xz9DRLoB+2Fr3lUS03NWJSo9t1WS0BZ0pZKYz+0AVIe8B/wTW4vdM+R+aWJb4/ysDLmvFvu/F2CcMeb6lg4mImOAI4D9jDFlIjIeW5MOUGGMqQ3Z/Dls7XgF8F9jTE3rL0clAT1nVaLSc1sluleBW5yup7sAzwIHOY+NBX40xhwvIocBLwCjncd2BA4FsoHZIvI4MAw4BTjAGFMtIo8Bpxtj8kXkMmNM/XMBzjHGrBM7LniaiLxpjFkLZAIzjDG3iIgAv4pIb2PMauBs7HmvlAoTbVmMT88Ctxljgg3u/wo4HTYXKNYYYza2sJ/PgT+JSB/nOT1EZKjzWLWIpDi/+4H1TsFkR2Df5nZojFkGLANuAp5vz4tSCU3PWZWo9NxWCU1b0JVKbtqyGIeMMUuAB5t4KAA8JyI/A2VAXiv7mSkiNwGfiIgHqAYuBRYCTwE/i8gPwDnARc5+Z2Mv3C15GTtOZmbbX5VKZHrOqkSl57ZKEtqCrlSSElspo1T4iMgj2G4p/3Y7FqXaQs9Zlaj03FadISIlxpgsERkEnGSMedBJ5K4xxhwjIg8Bq40x/3Duv98Ys5uIBLAT1vzT2c8M4BigC/AuthvqKhHpAWQbYxaKyHqgj9M99Y/AecaYY50W9OnA74wx4+tjahDn+8DuwJFaMaJUeGnLYgTk5Bd6gX7Yfvrp2Fnv0oFUbE3bxpBbcVFBbrVLoYadiHyPXX/sb27HojovJ7+wC7YWOQP7JZ/h3LzYWfLqz+NNwMaigtw6l0LtMD1nk0NOfmE37DU5CzvmKRN7ba7AtvyVOj+LiwpyN7gTZXjpuZ2YcvILBwA9sC14dSE/6xrct6moIHdtOI6pLegqEnLyC1OA7iG3btjW5zLnVgKsA9YUFeTWNrObiBIRA7xkjPmr87cPWA5MNcYcE+Zj3WCMuTOc+wwHbVnshJz8wsHAntjarGHYPvWDgQG0LxFfCfwWcpuLnap6blFBrv6DVETl5Bd6gJHA3sD22LEp2zg/e7djV3XY8VELsOfxLOBXYFpRQe6K8EWsVNNy8gvTseOhdge2w57H22LP5azmn9nIJmzhtci5zcNek38oKsjdFLaAlWpGTn5hFvZ6vINz2z7kZ3vO5TXATOy1eGb9raggd1lYA3aZtqDHrpz8wu7Abtjr8m7Y8kYvbHLYpY27McB6bBnjZ2xL83Tgx6KC3DXhjXhrIlKCLZfvb4wpF5HfA3cBSyKQLDZqNW/Dc7wNumWHnSaLbZSTXyjYk/z32AHde9C+gnRHrAemYidKGA9MjceWGxVbnAL1YcAB2Mkx9sK2uETSPOBrYCLwdVFB7pwIH08lgZz8wp7A0cD+2HN5F+yahZFisIXuSdjr8kfharlRyS0nvzAHuzzF77CF6gERPmQx9lyejp0Q5rOigtyyCB8zIkJa0I80xlS2tr2KHKesvA924qLdnVtOhA+7FHse/4A9l6eEs6HFSRYfAn4wxrwhIi8AvwAHOV2xe2AnOtsW2xp6gTHmZ6cr9hDn/iHAA8aYh5x9ngFcju1xOBW4BLgDuBYIAr8YY04XkXewjVDpwIPGmKdCYvoX9vvvQ2C0MeYE57EjgYuNMSeG7T3QZLF5The837PlAt7f3YhYhR1k/jb2wl7lcjwqTjg1e8cAx2MvLpmuBmRbH/8L/LeoIPc7l2NRcSQnv3A74I/O7QBsl2i31AKTsdfld7USRLVHTn7hvsCfsGWMHV0Opxz4Ansuv1NUkLvK5XhUnHASxAOw5/KJ2OTGTUuBd7Az5n7V2e6rTmK2P3ALcAa2S/SVbBm3+zB2tuuxzvIx/zLGjHaSxaMIWT4GO0RtGHAPcGLI8jFTjDEvNGxZFJEeocvHAIcYY9Y6XWNPMca8Xr98DDZ5XS0irwD/Mca835nXvdV7oMliY84F/FzsWkCRbnHpqI3Yi/qTRQW5E90ORsWenPxCHzY5vAB7sYrVMcr1ieO4ooJcHW+iGsnJL+wK/BU4H9jV5XBaMgN4GnghUcY9qvDKyS/cBbsExSnYbtKxqAb4FHgJmzjGZYujihxn+MrB2ATxBCLfEt5Ra7ATKr0JfNKRxDFkkqfvgEexS7h8wpZk8Ufs5E/zne0XAzsDVwHVxpg7nPt/BY7ElstuwDYAgZ0H4j/GmEATyWIA+/6CbaE92hgzRURqgLT67qciciO2VfM57JCJ4eGcFViTRYdTGDkPmyTu5HI47fUz8DjwUlFBbonbwSh35eQXDsQmiOcRuxfw5nwKPIDt3qcXpySXk1+4F3AhcCrut4a3RznwOvBUUUHuN24Ho9yXk1/4O+BWWlgXM0aVAK8AdxYV5C50OxjlLqfH3dnYlrVh7kbTbr9hl395vqggt83dlUOSxVuAK9iyfEx9sjgd20oYmiyOBK6m6RmBjwUGNLV8TGiy6MwufDtwVMjyMYGmZgQWkQHY5WOeAbYxxvy97W9LG96DZE8Wc/IL+2Cz/4uxix3Hs43YpPGeooLcdW4Ho6IrJ79wR+zMdCcRu62IbTUbO0bguaKC3HK3g1HRlZNf+HvsQvL7ux1LGEwGAkUFuZ+4HYiKvjhOEhuqwhZEby8qyF3udjAqygL+ns/VHJ03tibvRuxMvPFsBXZm38eKCnI3traxLh+TxMliTn5hLyAfmyS2dTameLER2zrzr6KC3GKXY1ER5kyMEMD2pXdz/FYkLMGOExinkzslvpz8wiOxNal7ux1LBEzCJo2fuR2IirwEShIbKsdWShcUFeSudjsYFWEBf0/spCuX1hmp2rny32llpMdTL4+WFANPAPcXFeSubG6jZhKzMWxJFntgu39uQ+MJbholi8aYIhE5Bbge2Lx8jNO99G7gOOxkPedgx14OxFag96aZlkVn/6cCVxpjwn7NSbpk0VkD8RLgNux6LolsHVAAPJBIazkqy2kVvxXb3TTV5XAiLQjkFxXkfuh2ICr8cvILd8K2JB/udixRMB74v6KC3BluB6LCL4GTxIbqZ4i8V8fnJqCA34MdI34nIS2JL9YcMeHmmnMOcS2uyCjDvs5743niyEguH5NUyWJOfuFBwCPY6dWTyQzgQh07kxicmccuxK7z083daKLuM+CCooLcBW4HojovJ78wA7gZuIbILnkRa2qA+4GxRQW5pW4HozovJ79wKDAOSLSCdGs2YGd2vLeoIDdsE2ooFwX8u2Nbjxv18Kg1nuU7Vj7fsxpfIlZQzwEuKyrI/dTtQNor0svHJEWymJNf6Acexs6ml6wM8CS2dUa7psapnPzCHbDr+STCWK6OKgWuw443SPwLWIJyWmAexa5BlawWAZcXFeS+63YgquNy8gv/gi1cx/u8B53xDXCaToITxwJ+P3atv4ux3SOb9HDN8V/fV3PyQVGLK/peBK4oKshd73YgsSLhk8Wc/MIDsdM/D3U7lhixHDi9qCD3S7cDUW3ntCZehb2Qp7scTqz4EjhXWxnji9Oa+CC2i5OynsV2TdUlCuKIM4v6o9jx4sq2Mp5XVJD7ptuBqHYK+A8EXsWOj2tRlfEV7VD5/BCDp9mEMgEsBy7WijwrYZNFZ425W7EDSBNt0o/OqsOO2fyHThoS+5yW8Rewg57V1kqw3VL/43YgqnXOjL2vA6PcjiUGzQRO0bGM8SEnv3A/4GVid61ENz0JXFlUkFvhdiCqDQL+a7Fj9to8i/pt1X+d/Gzt7/eLXFAx4yHg6o6sz5hIEjJZzMkv7Au8RXJ31WuLz7GtjM3OAqXc5Szg/BawnduxxLj7gOuS/YIey3LyC88EHiO+1kuMtnJsIfsptwNRTXMmybsJO9ZWK6KbNwNb+RHWKfxVGAX83bDjbNtdEV1m0mbvVPncDmGPKTZ9CpyczBM5JVyymJNfuDPwAdrttK2WA7lFBbk/uh2I2ppTuH4CyHA7ljjxKXCqrjEaW3LyCz3YZP5Kl0OJJ49ixzJqz48YkpNf2A94AzjA7VjiRBm28uNptwNRDQT8uwFv0omW8auqLv7u7bqD9gxfUDFtLnBsUUHubLcDcUNC9Td2JkyYhCaK7dEfmOCsb6ZiRE5+4a3YGj9NFNvuSGBaTn7hCLcDUVZOfmE68BqaKLbXpcBbzvhOFQNy8gsHAhPQRLE9ugBP5eQXPuB2ICpEwH8o8BWd7EJ9a8oLiTgjanOGA1OdPCPpJEzLYk5+4QXYLk7aLaRjqoFzigpyX3I7kGTmTGRzP3CF27HEsdXAkUUFuT+5HUgyy8kv7A68BxzodixxbCq2NlsXP3dRTn7hYOyEWjocoOMeKCrIvcrtIJJewH8ctgIvLBPlnV117c9f1u2WTMvR1QLXFBXkPuB2INGUEC2LOfmFF2O762mi2HEpwAs5+YVXux1IsnLGwjyHJoqd1Rv4Mie/cC+3A0lWzrjxiWii2Fn7AJNy8gv7ux1IsnLWT5yAJoqddWVOfuG/3A4iqQX8Z2C7noZtRvW7Up6J20XsO8gL3J+TX3iN24FEU9wnizn5hRdhx3eI27EkAAHuy8kvvMTtQJKNM3vv60Ce27EkiO7AZzn5hdplLMpy8gt7YMeP7uR2LAliOPB5Tn5hb7cDSTY5+YXbEobuemqzq3LyC+9zO4ikFPBfgp1Vvc0znrZFP1m/524yNxnH8d2bk1+YNMs/xXWymJNfeCG266kmiuH1iDO5ioqep4AT3Q4iwXQFPs7JL9zX7UCShbPu3Mfo0hjhNgL4xOnaq6IgJ79wOLZFcYjbsSSYq3PyC//pdhBJJeA/lwg2qtyX8niyTir3RE5+4aluBxENcTtmMSe/8M/YfteaKEZGLXaq4LfcDiTR5eQX3gHc4HYcLTF1tSwfdxW+7J70+dOtbJj4MiU/fYynix+A7gefScZ2e1GxZCbrPnkM8abQ67hrSek+gLqKEla/ezd9Tr4NEVc+rmuBA5J1FrNoyckv7AL8DzjI7VjaotE5/dWLlP02FUTwdulGzz9ciS+7Z6yd098CRxQV5G6K5kGTTU5+4Q7AF8AAt2NJYP8sKsi91u0gEl7AfyzwNhEcpmUMdUdV3bNorhmUE6ljxLBq4ISigtxCtwOJpLhMFp2xSBOIo5ki47RgUoUtmHwdzYMmk5z8wkuBR9yOozUbv32byhW/YarKNieLkpKBf5+tG0NXvX0H3Q85i5riVZQv+J4eh53Hui+eocuwfUgf4mpjUxGwt04UEhnOxExvAie4HUtbNTyn6yrL8KR1sY999x7VaxfR8+jLYvGc/gg76Y2uKRoBznjb74GBbsfSUQ3LG7Xlm1jz7t3UbFyJr2tfeh2fjzc9KxbKG3cVFeTGdEVpXAv49wLGY2eljahgXc7Xx1bdGRcVhRFQAfyuqCB3gtuBRErcdUPNyS8cBLxLHCWKAJu+e4+UnoM3/911n5MYcM4jDDj7YTK224vib/4DwMZpb9P7+OvpdvCZbPrxQwA2fPMq/v1OdqNVJhV40xngr8IsJ7/wOOAht+NoTc3GNZTPn0bWrke1uq14fJiaKkxNJeLxUb1+ObWb1rqdKALkAO/k5BemuR1IgrqJOEoUmzqn6xNFAFNdQX2nlRg8p38P3OvWwROZM3b8NeI4UYTG5Y2NU/5Les6uDLzgadJzdmXjlP/a+90vb1yfLN34oi7gry8rRzxRBNhZivYZyOrl0ThWDEoH3s/JL9ze7UAiJa6SxZz8wkzgfezagHEjzgsmvbGF7LDNnqUgJ79wG+w6ijH/GVz/+VN0G3NOo8LDph8+YNmzl7HmwweorSgBwL/vn1n7v0fY+N27ZO9+DBu+eoFuB53hRthN2R87xlmFUU5+4bHAWLfjaI/mzun1X73AksfOonTm+M3nbYye01fl5Bee7nYQCehu4BC3g+iMpsobZb9NJXPnwwHI3PlwyuZOAWKmvPF0Tn7hjtE8YMIL+NOxiWLUysoipN6b8uScaB0vBmUDr+bkFybk2pMxX1Bt4CFgtNtBtFcCFExGo4XssHEuJq8B3VwOpVVlv32LJ7Mbaf2GbXV/9m5/YOCFT9P/7IfwZvVg/RfPAJDad1v6n3kf/f5yFzXFK/Bm9QBg9bt3s+b9f1Jbuj7qr6GBc3LyC09xO4hE4Yzteok4Gjve3DkNduztoEueJ3OnMWz6/gMgps/pp3LyC5NpfbOI2iP/lROAuF86qqnyRm3pBnzOeevL6kFd6QYgZsobWcAbzphnFR53A7tH+6D7eWbu2YPitdE+bgzZDfveJ5y4SRZz8gtPBM5xO472SqCCydk5+YWnuXXwBHMPEBdrAFYunUn53KksefwcVr93DxULf2bN+//Em9kd8XgR8ZC969FULd+6QtEYQ/E3r+E/4C9smPQK3Q48jcyRh7Lx+/ddeiVbeVK7VndeTn5hCvAqdtbZuNHcOR0qc6cxlM2ZtNV9MXhOdwFe0a7VYRDwbzMt7eJHL/K+N6n1jWNXS+WNpsRQeWMkcTB2Py4E/EcC/+fGoUXIvDPl2WA0jmVqqlj+wlUse/Yylj1zCRu+fhmA9V8+y9KnL2LZs5ex6q3bqXN6PVUsmcmyZy9j+birqF6/DIC6ihJWvnYzYZ675cqc/MLccO4wFsRFspiTXzgAu7RA3EmgggnAwzn5hf3cDCDe5eQX/hG4wu042qr7IWcx6NJxDLr4WXof93fSh+5Cr2OvoaZky0zZZXMmk9Jr69yrdMbnZGy3J970LEx1JYgHROzv7vMDL+fkF0ZsdrgkcRNx2NOjuXO6et3SzduU/TaVlB6DtnpejJ7TI4mzLsAxJ+D3Aa94hP75Ka8eUJh6/cQMKsvcDqsjmq/c67b5ml1Tsg5PZretnhcj5Y2zne9H1VEBfw/geVzs6XGUZ9roTMojP1uzN4W+p97JgHMeof/ZD1G+4Hsql84iPWc0A859lAHnPEJKj4EUuzM+9/mc/MK4Gi7XmphPFp1Z9p4HerocSockWMGkB/CkmwHEs5z8Qj/wuNtxhMOG8c+x7N+XsuzZy6hY9DPdD9+yNm1ddQUlMz4nezdbudZ1r+NZ/fadbJgwjuzd/uBWyA0dANzodhDxKie/cHdifLmX9towYRzL/n2JPacX/ED3Iy7Y/FiMn9PX6FqinXIlsPn9G+lZeOD0tAuW7yLz5roXUsc0V97oMmwfSmd8DtiyRZdh+2z1vBgqbzyVk1/YK9oHTSBP4PJyLx6h282+F7+P9HFEBE+qnefS1NVAXS2IkLHN7ojH1gOnDdiBmk1r7PbRHZ/bC3gpJ78w5nOstor5pTNy8gvPBp51O45wqFj0Mxu/fZs+f7qV1W/fSfW6JSAefF170+PoS/Fl22tkXXUFq94YS9+T/4F4fVQsnsG6Tx5HvD56Hfd3Unq4PlHbX4sKcl9yO4h4k5Nf+AhwqdtxqM2qgJ2LCnLjrlDoJmfM7ffAzm7HojabA4wuKsgtdzuQuBLwDwZ+BTIbPmQM5Y/V/vG7e2tOicvlAELLG7XlG1nzbgE1G1fj69qbXn+8Hm9GNhCT5Y03iwpy/xTtg8a9gP907Phx19UaWTmi8vluVaREtIu8XSLmSmrWLyd791y6jzl7q8dXvTGWLiMOJmvkoVStnM/ajx9FUlLplfs31n/5b7oddEakz++riwpy74/kAaIlppPFnPzCrtgvwb5ux6K2sg4YXlSQu67VLRWweW3QKcRBa36S+bCoIDfhxhdEUk5+4Y3A7W7HoRr5R1FB7i1uBxFXAv63geNb2mReXf9vjqu6fVQpTnalouGEooLcd9wOIm4E/FnAXCBmhgk9XnPs13fX/CUqFS11FSWsevsOehxxIam9cwAo/uY1KlfMpfcJNzbqZlqxeAZlcyaTvdsf2PD1S4jHS/fDzsWb2T3coRUD2xcV5K4K946jLdYLrreiiWIs6gHc7HYQ8cIZG/cEsf95S0Z/cJZ+UG3gLFie73Ycqkl/y8kvdL3bSdwI+I+hlUQRYDvP8v1/TLtg3Z4y+9fIB6UctzlDkFTb/J0YShQBzvN+ONRDXW00juVJzyJ98CjK5/8AQEnwc8rmfUuvY69plChGeXyuH7gjEjuOtpgtvObkF47ApRmdVJtckpNfuK3bQcSJc3FhGmvVZg/ojJJtdht2qnsVe7qQIAWTiAv4U4AH27p5qtQO/W/q2O1u9Y2bEMGo1BajAO2K2hYB/0Dgb26H0VCK1A4531s4NVL7ry0r3jzTaV11JRULp5PScxDl879n49Q36HPSLXhSGi8P7sL43HNy8gtHR2rn0RKzySJwL5DidhCqWalAgdtBxDpnfJdOpBLbtkUrplqVk184ElvxoWLXmTn5hbu5HUQcOAv7uW8zEVLP9n18yMS0y6f6KdkQkahUqFsTaYKQCLodW1EUc67yvdEbIjPWrbZkHSv+cwPLnr2MFS9cRXrObnQZtjfrPn2CuqpyVr52E8ue+z/WfrxlRRaXJirzAHdGaufREpNjFp3xXd+6HYdqk32LCnIjVnsU73LyCy8iQWZATXArgG2KCnIr3A4kVuXkF74PHON2HKpVnxUV5B7pdhAxy7YqzgU6vNZqjfEsPav6unUT60ZFZCpFtdlfigpyX3U7iJgV8O8K/EAMN/z8vfr8b1+vPXRvt+OIAQcVFeROdDuIjorJE+wPnilaex0/dPxSM5xWxYRaXiCB9QPOcTuIWOV0o9FEMT4c4Sxtopp2Np1IFAF8UjfwxZS7Rtzje2J8pFpOFKCti625hRgtx9e7yfdSTLZ6uiCuWxdj7yQL+Hd+LPWhC35JO+fXM7yfTtELccw7Lie/cJjbQcSoc4HBbgeh2uzanPxCn9tBxCKh7lq3Y1Dtco3bAcQk26oYlgo8EXwn+74a823apd/3pHhNOPapGtkROM3tIGJSwD8E+KPbYbSmq5TvfJTnu+luxxEDDnJ6Tcal2EsW7ZecZErFiNtTntt3VtpZ8y/xvjvJS22N24GpJnmwixqrEM5Mble5HYdqlxy0YNJYwD94btqZB97le3pCNqXFboej2uTPOfmFWlHV2Il0slWxoT6yYc9v0y6pPVILxJFyizOjeEwTkVoRmS4iM0TkfRHpFvLYSBH5QkTmiMhcEblZnGk6ReQsEVntPHeWiLS13HAJEPPvC8AdKf+OyqyoceB8twPoqNhKFgP+XsBfQu9Kl+rt/p7y2gGz0s5anu975atUIjdlkeqws3PyC3u4HUSMGQMMdzsI1W6Xux1ADLrEJ3VD/uL78pCf0873vJJy+4QhsnKJ20GpFvnQSrymXBCJnXrF9H0q5V+7PJry4AShri4Sx0hiw4FT3Q6iDcqNMaONMTtj16K+FEBEMoD3gAJjzPbArsD+2GSv3mvGmNHAAcCNItJyRU/AnwGcF/ZXECG9pXiPveXXmW7HEQP+kpNfGJezicdWsmgvCKlNPZAitYMv8n1w8K9pZ2240/fMhC5UlEY5NtW8LthxIGqLuK1BSnJ7OLN+Kqjvtrf5XBYhe3/vzEMmpF7V/4vUqyfv6/nlFxejUy07R5eECRHwDwMOjdTuRfDkeqce8n3axT/3Z+2KSB0nSZ3udgDtNBmoX/P0NGCSMeYTAGNMGXAZTcz3YIxZC/wG9G9l/6cBPcMWbRT8M+XJjW7HEAOyaNAgFi9iLVk8s7UNvGL6nub74pAZaedWPpzy0HidwjpmaPc9R05+YU9sdycVn85yO4AYcjRNFEpE8G7rWbHfq6l3jPwp7fzgad7PpmiLSszpBkRsPvg4dD4Q8YXee8im0ZPSLvf90TPpu0gfK4kcnpNf6Hc7iLYQES9wOLY1EWAk8H3oNsaYeUCWiHRt8NwhQDrwcyuHuSw80UbPYFm1zwhZOM/tOGJARHo3RFrsJIsB/w5Amwd/esT0ONY7Zcz0tAu8z6XcPb4P61dHMDrVut1z8gt3cDuIGPFXQGv049cZ8TBGJkpa7f7ll9JRd6Y8u+/stLzFN/le+iqDyrJoBKbaRCvxAAJ+H1GsBPKI6fVAyqN7PJdy9wSdbyEsUoFj3Q6iFRkiMh1YC/QAPnXuF6C5iRrr7z9FRH4B5gMPGmOaX8Ip4B8JjA5DvFElgvwr5fHlbscRA/Z0ZhePK7GTLLahVbEpImQf6v1pzNS0S7PfSA18pWNpXKUFEysuuxmozfphW9SSmx0Xc1xbN0+V2qHn+T48+Je0syufSfnnhH6sWxnB6FTbHJOTX9i19c0S3oFAn2geUAQ51PvTIT+mXfjrYFm1NJrHTlAnuR1AK8qdcYdDscntpc79vwB7hm4oItsCJcaYTc5drxljRgIHAfeJSL8WjvOnsEYdRTvKon21jA7E4TClWEoWO5VoiJC+p2fOwRNSr+r7YWr+pB1k0YJwBabaLOmTpJz8wgG0o4VcxSztRmy7MGa390keofsR3h8OmZx2WfePUvMn7iq/zYlAbKpt0tFzGVxsleoqZaMmpF6Zear3i6luxZAgjs7JL8x0O4jWGGOKsROlXSMiKcDLwIEicgRsnvDmIeCeJp47GXgRuKKFQ8R60twsEXz/THlCu6LGwZInDcVGsmi7oOaEY1cipOzkWXTA/1Lzh45PvWrKbjJ3djj2q9pkeE5+4Y5uB+Gmf/iePfRgz08zdPxW3DvK7QBiwJ8782QRUkd4Fh34btot209Lu/gHHcPlmly3A4gBbW4hjwSP0K0g5Zl9Xku97asUaqrcjCWOZQC/dzuItjDG/Aj8BJxqjCnHJgc3ichsIAhMAx5p5ul3A2eLSOOKuoB/KDAqIkFHyV4ye+9ebEj2YWMD423YVmwki3BYuHcogifHs3Lft9Nu3WFK2qXfHez5qbUBwyo8wv6/jCd/9X120gupd4+al/bXDZ+kXjvpfG/hNzoJU1wanJNfOMLtIFwWtpkje0vx7g+mPrrnrLS83670vfG1LoEUVYc6674mp4B/R2CY22EA7OOZdfD0tAvmbSvLFrodS5yK2VY1Y0xWg7+PNca86PweNMaMMcbsYIwZZowZa4wxzmPPG2MuC3neMmNMv5AuqqHivuJHhIyClKd1Fu0IzswcCbGSLB4eyZ33k/V7vpB69y4/pl3w0zGeyd+3/gzVCRH9X8a0gN+Lkyx7xPTY3rP0gBtTXt5/etoF2dPTzv/pHt8T43eW+b+5HKVqu+QdtxjwjyACY7zSpXrYlb63Dvo17ayND6U8PL47G9eF+xiqkZ7E4YQYYRRTBexMqRjxeeo13c/xfvSN27HEodwkXw7mdx150uLiOg4dV8qIR0sY+VgJD07ZUlf38NQqdnjE3v/3T+28OpMW1bDL4yXs9XQJv62znaQ2VBiOfqkUJ8ftlMM9P+6WRVmyL6URVw0r7ieLAb9gFzCPuO5SsusjqQ/vMSPtnJmneT+bAmE461VDY5K4FntvoNH03iJ4u0nprif7vhrzQdpNw35LO2PJG6mBr07wfD0tjarmZz1TbkvmrqiHRHLnXjG9j/NOHvND2kUZb6Xe8tX2sljHmEdW8lbiwX5uB9CQCF1vSXlx/3dTb/o6ncpyt+OJI9lE+NoU4/btyJN8HrjvqHR+vTSLKedm8ui0amauruXLBTW8O7uany/K5JdLsrhmf7vM+X2Tq3jz5AzuPCydx6fZXtP/mFDJDQemIdL54p0I/rEp437s9I7iW1yVld1PFm2NZ1QXF82Sip3uTHl231lpZ82/2PvuJJ3aOqx6ALu6HYRL9mnLRj6pG7SnZ87B96c+vtestLPqvkm77Nt83ytfDZLVyyIdoGqXA+PpYh5mUSmQiZCxu+e3gz9OvS5nUtr/fXu45/vp0ThuEoqrWuww29vtAJqzq2f+QdPTLlii68+1S1yP2euwgH8I0LsjT+2f7WH3/nY1qOw0YURvD0s3Gh7/ror8A9NI89mvuT6ZNiVI8UJ5DZRVG1K8MG9dHUs31XFIji88rwU4wTNxpySvKOlNHJ3LsZAsunYhT5fq7a5Lee2AWWlnLb/O9x8dRxM+e7a+SUIa2d4niNBlgKzb+yLfBwdPTLtiwK9pZ815JuXe8Qd7fgrqJDmuyyZME2/FoYOjeTARZKCs3fvfqfeN/iXtnF/P9xZ+o5V4YbW72wG4IuDvBwx2O4yWpEv18A9Tr+9/uffNiW7HEieSdRK9PcKxk6INdfy4vJZ9BnmZs7aOrxfWsM8zJRzyfCnTltYCcP2BaVzwfgUPTK3isr1TufGLCv5xaHh7/3rE9L7G9/q0sO40/sRNJV4sJIs7uR1AitQOvtj3/kG/pp21/g7fMxO6UFHqdkxxrt1JU4LYubM7yJCq7Y/w/jhGJ8mJGcnXSh7w9wAGuHX4TKkYcWPKy/vPTstbeafvmQk6tiUs+ubkF/ZyOwgXxMUyRiJ0uTrlzQM/Tv37pEzKS9yOJ8Yl68RjnU4WS6oMJ71exgO/S6drmlBTB+srYMq5mdx7ZDonv1GGMYbR/bxMOS+TL/Mymb++jgHZHgxwyhtlnPFWOStLwlOPfZb3422TvFIwbhpWYiFZjJkPvldMv9N9XxwyI+3cyodSHp6gBfQO63TSFKfCmiTrJDkxYRe3A3BBTEzp7ZO6gaf5vjgkmHaevJxyxwRdzLnTkvG6HJbWmGjZwbPkgB/TLlw9Wn7TJb+apy2LHVBdaxPF00elcOKIFAAGdRVOHOFDRNh7oBePwJqyLVN5GGO4/atKbj44jbETKhk7Jo0zdknhoanhWf3FJ3WDLva+l8zrj27jdgBtpcliEzxiehznnXzI9LQLvM+l3D2hD+uTfU2Y9kq+QokdT9DuBczbSifJcY0miy4TIfsA7y+HTEi9qv8XqX/7Zh+ZOdPtmOJU8l2XY2TJjPZIlZpt3k69ZegNvpe/cjuWGNUzJ7+wQ2P34lyHu5IbYzj3vQpG9PJy9X5bupMev2MKXyywDXtz1tZSVQu9umwZpj/up2pyh/voniGUVYNH7K2suhOvooH/873TL4knm9RksU0C/mxgkKsxtECE7EO9Px0yNe3SrP+mjv1qsKxa6nZMcaJfTn5hD7eDiLKoFsR0kpyoibnKrCjY3u0AmiKCd1vP8v1fS7t9p+lp5//8F+/nU3Vcb7sk4/CAoW4H0BEipF/gKzx4fOpVk7MpLXY7nhiUXK2LAX86nVjKaNLiWl78uZovFtQw+okSRj9RwodzqzlntxTmrzfs/FgJp75RzrjjMzbPdlpWbRj3UzWX7GVnSL1631ROer2c6z+v4OK9UsLysgDSpHq7072ffxu2HcaXfvGyFIyEY82UDgv49wTiZoCrMVTPNEOnXlV9ycA5ZnDc1Ai4ZNeigtyf3Q4iagL+a4B73Q4DoNykzplUN3LZC7VH9ZhYN2pkHR6v2zHFsXVFBblRna3ZdQH/m8CJbofRFlXGV/R87VGL7q/5857lpHVxO54Y90FRQe6xbgcRVQH/ImJ8gpvWVBvv4jOqrt801ezk+vwOMeTCooLcp9wOImoC/hwgYZcXKjHpM3eufDZZz+8digpy57gdRGvc7oYa9kWfI0mElJGehQd+nHrd0C9Tr568m8zVcQXNi6v/bRjEzOsNmSRnl9/S/lqsk+R0Svec/MJUt4OIsoFuB9BWqVKTc4Hvw4N/STu78umUf47vy7pVbscUw2LmGhUVAX8KLk7UFC4pUjv41dTbh9/he2ZCEnfXayi5Whahn9sBRFKWVOyU65nyg9txuCQuGp7Ct2hKx3Rz+fgdIoJnG1mx39tpt7LcdJ/29+oL07+u2yVu1kuJkuQqmERwvGJneMT02F6WHnCj52Vu8L1cW0zmT5/U7rH+hdqjBs0w28bVeJ7y+d+z7vOnoK6OrF2Pwr/vn1k//jnK539Pap9t6HXM3wAomfEFdRWb6LrnH8NxWMGey81OriIig4BHsTM7e4APgGudvwcYYz50tgsAJcaYf4YjsAjq7nYA7eURuh/p/WHMEZ4fqn41QybmV5/f92ez3XC344oxyXZNHgAkRK8KEVJO931xyKHe6d/mVt45bD1dY2aYh0vX5ZgaVx0FCZ0sAtyW8pwUVu7ragwuncs54dhJpLndshh3hZKG+sv6vV5MLRj1Y9oF04/xTE7WmpGmJFvBpKvbAbQmnifJMXW1rPv0cfr8eSwDznuM0pkTqFo1n8qlvzLgnEcwpo6q1UXUVVdSOuMzsnfLDefh+zb3gNgBHm8B7xhjhmPH+2UBdwCjgT+EKwgRiVbBt1uUjhN2IqTu5Fl04HtpNw+flnbxD8d6vvnO7ZhiiF6T49wAWbf3tLRLKsd4psfEEA8Xr8stVs6KyCAReVdE5orIPBF5UERSRWS0iPwhZLuAiFwTrqAiKOGTxZ6yabcDPDNmuHV8F8/lIS09GCvnsiaLYdJdSkY/kvrw7jPSzpl5mvezqbHSXWTNhw+w+OHTWfbvSzbft378cyx79jLWfHDf5vtKZnzBxu/eDeehk222sphsWWxJPE2SU7V8Dr5u/Unp1g/xppA54mDK5k7F1NZgjMHUVCEeLxu/fYvsPY5DvGHtNNFSIfswoMIY8xyAMaYWuAo4D7gHOEVEpovIKc72O4nIeBGZLyKX1+9ERM4QkW+dbZ+sTwxFpEREbhORqcB+4XxRLfBH6TgR1VuKd3849ZE9Z6Xlzb3C++bEFGrCM997J7l4Te6Sk1+YTOM6M9wOIBJ8Utf/uZR7Rt6f8uh4tyd4cvG63OykIAlagddshWUiuSflyTK3ju3iudzsNTmWzmW3k8VuLh8/7LKkYqc7U57dZ1baWfMu8r73jYe6WlfjGXUEff48dvPfdZWl0WqNabFQEiu1JWEU17XYInQZIOv2vsj3wcET064Y8GvaWXOeSbl3/MGen352+xwGqNm0Fl/XLfUP3uxe1JVtoMsO+7P8+cvx+fsiaZlULZ9Dl+Fh78qS3sJjI4HvQ+8wxmwEioDbgdeMMaONMa85D+8IHA3sDdwqIikiMgI4BTjAGDMaqAVOd7bPBGYYY/YxxkwM0+tpnp11Ly5mZ2urdKkeflXKmwfOSsvb8GDKI+O7s3Gdm/G4eE2GVhKoBLsuJ2SyCLaXyAneSWOmpV0y3c2lvVy8Lrc0jjwRK/AS6prcnAGs3WuUzJ/rxrFdPJdbmlo2Zs5lt5PFhK3lTJfqYfkpr+4/Oy1v6d99r36dSnWlK3EM3hlvRmijl0SrNabZWopYqi0Jo7hOFhuKj0lyBP8+f2LA2Q/T47DzKP76JboddAabfvqY1e8UsOGbV8N1oJbOIQGa6kXQ3P2FxphKY8waYBW2xvhw7ILL00RkuvP3ts72tcCbHYy7IxL2muwV0+eP3m/G/JB2Ufqbqbd+NVyWFLkRh4vXZEiu63LCJov1esnG3SenXcbvPFNjaAhMVK7LLSVPiVWBZ7leYRsNIsh9KY/H0CRlUTmXW6r4iJlz2e0JbmKiW1AkpUjtkEt87w05PP2Tn/7SfcdNXUu9Vd03eaq7lUht9xLqupWCv9RI1/I6b3Z5XUpWZW1qWk1dChhpfe9ts6iiPO2GjSt3eO6TO34GeKautP/XD/6515isrsV/nfz08rsX/rbt/cNHzmbB5+E6JOvTstdDs7XijWpLROQqYCFQjS23HAjc5Wy/k4iMx/btfsAY8xB2ozOAy7EftqnAJc6+SoB/YT80fwOicUHPjMIxXNFwkpxPUvt8cXWf/lF9vaZyfVbpjEWDMrcrnwVQMn3BgNTekLnd3csAyn4r7uJJWdav626bihbeF9xx25t2m7noocJh3rSZS9IHZXZqPGZddY/qFs7lX4CTQu8Qka7Y6fqb+oIPrTSqxV6DBRhnjLm+ie0rnNrEaAnjcsuxSYQue8jcgz9J/Xvdyb1GFC6uTc/uVuKp6rbJU929ROqvyaZbmfFkl9f5sirqUrpU1ab56urCluC4cU0GWJrVW5LoupzwySKAV0zvx1Me7Hllt50++CwrpRfG4DFixGAEQQxGDIjBYOzFxv4um38XMGIQj8FInZjN9zvVXSH7QozZ/Pvabmv9C9YVbbNjVvWPYsTMWj93G0mDnTL+NV+AdfPXZ1dWLh6yW++KXyd+9MMeR52/97ffvFy4y3ar5/zWo29Wmdg462MQ56dznPoYBMEgRvAYgxgxdeJZ18J53KEKPKBSRJqqwAN7LtUnMdGuwANIivVkDZhPe5TUZmbePaXheeypw9Sfwx4DGDEeez7XNTp36wyC87gRI8YYj5HN55THIGKkzmOMiJE6AVZnrvXPWbtg2G4ptd+JMQRXz91WvDBa7p8nBtYsXJ9dU7Zo6P7ZlTM/K/x+r5P+us/kz974cLddBs+Z3at311JnX86+N3/m7Gesjs3nbv3jHufxcl/akng4l91OFl1pbXNDft9uJdWp6w5cmwVrW+l97qkzNVnlFHctY5O/zJR2K6G8WylV3UtMTbcS6vxlSHa58WRWkJJRSVpqDV1Sasn01OGXJsbO1VZX0QVDv7L1+wDc1C0bumUDdLl5ybz+N/fswcRlC/aZVFbKDmlpXNSzV6dfb7+y9S0tstpkbYmIFAHPAdsbYy6DzTNI7ggcin1ts0XkcWAYW2pLqkXkMWxtyQtsqS25pdMvpO1c62sfTSJ4M30be3lS03eJ5nGzRxmWv1xOTfHKfXzdfZTOXMOgiwbhSV0/GGDtxwsZcNYAPL4NvT2pdXhS1+/jzapDfMU9Pamdq5PypK5v6Tr5OVAgImcaY15wWkzuA54HVgL7tOEQnwPvisj9xphVItIDyDbGLOxU4B0T0xMdhdPUjLSZs7JL/oCUSml3WNrK9qnVpiy7jGJ/GSX+UlPWrZTK7iVUdSsxtd1KMV3LjGSX4+tSSWp6FekpNXTx1ZEtBr80aAlx45oM0K9sfUsPJ9p1OSlaY8DO0B7YNGv/L7sPxNjrB4amS5PhZPoayj4sZ0H60iN83X2sWLyaQRcNYuHAVcMAFr69kAEXDWBB6uqBNdl1/DZs1dGVfetYmLO2/6ohnfrKnNnCY4lWgQdJcC5PSU+bcWXf3p5Sj+dgD1uuU/XncaSzZTPYUPJpOTP9i4/2dfexZLk9l38duHI4wML/LWTApQOYkbpqUKW/jh93WfmHsm9qmbnj2v4ZnTuXW5ojImbOZbeTxaQomARTU+f8lpLS5r7tdR7xbcyk58ZMei6hfQ2MTSWatUtE1q0yI74aKd+GJppz15V1K8X0H5SeWnLHqpX9Xh4y1Pu3ZUspqqoiJ7XTS8u19L+NmdqSMNoQ5eO5xmdM1Luvi1cYcMYAiv5ZhKkzdD+oO+kD7VDCjd9vJGObDFK6267/GcMymHvTXNIHpZMxJCyNCzXNPWCMMSJyAvCYiNyM7dr/IXADtnCc73QtvauFfcwUkZuAT0TEg23FuRTbohNdgeJqAn4D7bzwxJlaqP2/vr1TcC4ebVGVIl3W+umy1g/tfXtSq015Vjkbu9pEs5TFUrf2TbP9R3vINH8pxl+GZJUb7/w1Zd02St2A/hmp6/+xcsXgV4bm1F6zbGlGmK7JkFzX5aSowKvXva6ux4UbNn79RHf/QdE6povX5ZYaGhKtAg8SuGVxpde78qJ+vX/7LSVl//Zcj8PNxXO5pd48MXMuu50sJkXL4pV9e23EFgIjrqlEs6qPl9KvPDxynHdM6LYL71/PgMAAzk71+BfeL5x6nbd26SNSe9tBrBnSw7uhW6kp71ZCZfdSp0WzFLLLjTercYtmVyBbti5BlbYQZszUloTRhigfzzVel8Y6Z++aTfaujSed7bpHV7rusWXIaP9T+4f70C0WOo0xi4Fjm3ioEtirheftHPL7a8BrTWyT1fYww6aSlif1iXt39ew+scLjOSRax6tKkYx1KWSs60pfEKq6ein71MNzR3m3imHh/esZcOsAzkv19Fh4v4dTrvex5FGpWz6GDQN7edf7S01Z91IqupXYniahiWZmBSnpVaSn1tDFV0uWx9BVGnePT6brckuvNSFdsqH4wJe7Zv+8yeuJWs8Pl67LzXYXSbgKPCvhWharoDLQq8fk97My90TkALfjAdfO5ZLmHoilc9ntZDHhWxbHd8mYvsrn29Ot4y9+fDGls0qpKalh1lWz6HN8H3oc0qPJmpLZt/zmTR+U7i3ZrcuAmTCgPbXnnjpTm1nhtGiWUppRZZY83/zmMVNbEkYt9u9KJF4TvvG0cWK52wFEWTkJnCwu93qXv5adtYdbx2/PNdmpvfbUjOzSYyH0aG+Lpq/WVGXaniYl3UvN6pcDvzTbSk7iXZc3uHBMVwnI0ytWZZw6oG8NIm6X7yKp2QI2JGQF3kYXjhkxb2RlTr2jV49+NSJj3I4lBrQ4oU+snMtuX0xiaNajyMjv3bOlaXEjbvDFg5u8P9w1JXUe8W7qQo9NXeixtBeANFurG0u1JWG0waXjRp3P/VmUoy3m1p2MsOUk0Bq4DZ3bv89CRMK+vkpbReuaDFDjldTiLHoXZ9F7MdJiV7YEvC4nTQVeqJFVVcMPKK8YP6lLxhi3Y4mgIrcDiLKEqLD8NTVl3sV9+2xY6/O2peIpWax0O4C2cDtZLHL5+BH1WnbW1FKPJ1k/FHFRWxJGSVMw8ZikShYrg3lBV9flc8EiYKeOPHFxcR1nvlPOihKDR+CC3VO4Yt80bv6igndn1+AR6JMpPH98BgOyPUxaVMPFhRWk+eA/J3VhWA8PGyoMp7xRxv9O7xL2ISwfZHb5bnFKimuJostarZxNsOvyamyy6mqFrRv+tWrNXvsPHbS0VmSg27FEyHy3A4iyFW4H0BnFHim+sk/v6d+lpx2AyHZuxxNj4qLRzO1CX1Fnnry4uI5Dx5Uy4tESRj5WwoNTth4C+c9vKpGxG1lTZitUJy2qYZfHS9jr6RJ+W2fv21BhOPqlUowJ77xhtVB7T8/uvVvfMmHFRW1JGK11O4Bo8RL9CW5cFNdf0h20qKNP9HngvqPS+fXSLKacm8mj06qZubqWaw9I4+eLs5h+URbHbO/jtgn2Wn3f5CrePDmDOw9L5/FpdhjSPyZUcsOBaWFPFCtEym/u3bNPWHcaX5LrmhworiXBK6Sb08WYzJvWrFvidhwRlGzJ4mK3A+iIOqi7v3u3rw8aMqjmu4z0QxK8a3RHxcV12e1C3zI6sdZicwUTsInkp/NrGOLfUuCIZsHksW7+b6pEtm19y4RUByxwO4go+83tAKLFm1wti8nWBRU60WWwf7aH3fvb5Qiz04QRvT0s3Wjomrbl+lpatWXkXYoXymugrNqQ4oV56+pYuqmOQ3LCX6a4rnfPqTUiQ8K+4/iRbAVsSKLrckN/Kindp19NTUtLWMWzZCtfLCXO1iWfkJH+0z5DB819tlvXg4xIT7fjiVGGODmX3S30BYrr6ESNSXMFE4CrPq7gniPSt5oOIFoFkwqR8me6dR0W1p3Gl9nBvGBSTVtOy+s+JRRfcrUsJmNhs8Mti6GKNtTx4/Ja9hlkr9E3fl7B4Ps38XKwmtsOtcsOXn9gGhe8X8EDU6u4bO9Ubvyign8cmtbSbjtkTkrKgi+6ZOwf9h3Hl+9b3yThJOPnd7Nnl68agDGJ+F2cXBUftqzs1nwM7bLE5116zKD+ky/r12fXCo9nB7fjiXGLgnnBTW4H0RaxUOgLy8U8tGDy3uxqBmZ72LWfd6ttolUwuaNn96l1ImGfvz+O/OB2AFEXKF5Cgs1Y1pwka1lMxgL2L53dQUmV4aTXy3jgd+mbWxXvODydxVdlc/qoFB751laSj+7nZcp5mXyZl8n89XUMyPZggFPeKOOMt8pZWRKe5cXO699nAyJhWagwjiXfdTnJk8XBNTWDji8pTbTWxU3BvOBqt4NwwQy3A2hJhUj51X16jf/9oAE9FrZjXfEk1+nv2miJhULftM7uILRg4vPAHV9Xbq65DhWNgkmxx7PhnazM3Tq9o/iWjIUSgJ/dDiAaPLFx3YiWZEwWg3RiWaPqWns9Pn1UCieOaDy3yGmjUnjz161XcDDGcPtXldx8cBpjJ1QydkwaZ+ySwkNTO9/z6ll/9qT1Xm+yX5NLgDluB+GCoNsBuO2WNesOSKurS6SkOS667UXAVLcDaM5LXbMn7zt00LpPM7uMQaTTq9QnkZiuAAgVC4W+yZ15csOCybx1dSxYb9j1iRJyHtjEko2G3Z8sZUVIIhjJgsl1vXv+hIi/0zuKbz+6HYBLvnM7gGhIoglu6kjGczlQXEMHX7cxhnPfq2BELy9X77elwm7u2i1rSr83u4Yde219Co37qZrc4T66Zwhl1eAReyur7thLqFfskeIHunfbvnN7SQg/BvOC4WmmjS/fAi2tLZnwUiDlX6vWhH8WP/fEbNIUYVPcDqChn9JSZx84ZOBPd/fsvl8Cz7wbSXFTmRULMxNNwQ7ybPcMM00VTEb19bLq2uzN2+Q8sInvLsikV5cthZNIFUyW+bzLJ2WkJ+tSGfUMyduymBzJYvJ0Q50dzAs2u15ogvsWaHdXokmLa3nx52pG9fEw+gm7bvadh6fx7x+rmb2mDo/A0G4enshN3/ycsmrDuJ+q+eSMLgBcvW8qJ71eTqoX/nNS5yqpL+3b5ycjcnCndpIYkvOaHCguJeD/CdjD7VDcdHB5xa47VFVPnJ2WemB7n7vk30vYNH0Tvq4+ht8xfPP9az9dy9rP1yIeIXvXbPqd0o/SuaUsG7cMT4qHQRcNIq1vGrWltSx+fDFD/zY0XBMJfhaOncShadiKD9fL7es8nrWX9e39SzAt9UDseqqqYya5HUBbuX7SESheR8A/G9ixvU9trmDyh+HNL6sUyYLJlX16z0Ok3RfjBLMgmBcsdjsIl8RczV8kJFHLYjJ2Qa3Xodr7A4f4MLd2bXR/S9fkLinCl3mZm/8+aKiP4MWdX5JvWnrazJ86UDhOUMl8Ln9DkieLAE+tWDVizJCB641I9/Y8r/uB3el5eE+WPL1lJY6SX0vY+ONGhv1jGJ4UDzUbbePt2v+tZchlQ6heU826L9bR/y/9WfXeKnof0ztciaIBvgjHjuJOoLiMgD8IuNalvgZq7unZfdJ/srNGo5VwnVUUzAvGTZdq95NFazIdSBabK5iEKroye6u/I1UwmZWaMu/XVB3Ui/1iTk6B4nlOxUdCzwDmNXhb3yohfOJ2AE0RkVps9xUfdvzOX40xG5zHRgIPA4OwvTVeAG43xhgROQu4FzsNezrwpDHm/mYOEzc1nk2phdpL+/YWrfXerNNzA8SxScD/uR2E23rU1fU8f8PGr5/q7j+oPc/L3CGTqtVbD9FZ98U6euf2xpNiP16+rk5R0gum2lBXVYd4hcpVldSsryFzx8yGu+2on4J5wTXh2lkcmoJLyeL/Mrt8f2Ovnt2qPHKIG8dPQF+6HUB7tPpFKiK1IjJdRGaIyPsi0i3ksZEi8oWIzBGRuSJyszjVRyJyloisdp47S0SuauEwcV9TdEWf3msQSZZCdEvecjsAl73rdgCR5sEkw3leC3zodhDNKDfGjDbG7AysAy4FEDuxwHtAgTFme2BXYH/gkpDnvmaMGQ0cANwoIoObPEKgeBFxNFNbQ/f06D6x3OMZ4XYcMWJWMC84y+0gXPQldvxx0rtsQ/GB2bV1nR4nVbWiitI5pcy7bR7z75pP2Xy7Okfv3N4sfW4paz9ZS88jerLqjVX0ObFPp+MOkaxdUOtF/fUX+XyLjho0YOq1fXrtUeWR7aJ9/AQWV3lPW2pdI18wgULieBD6N+npwWUpvmQfqwh2xr2P3A7CZWFLFitqDHs/XcKuT5Qw8rESbv3STlC5rtxw5IulDH+4hCNfLGV9uZ23YNKiGnZ5vIS9ni7ht3W2bLShwnD0S+Gd28CTHGMWvwnmBde6HUQbTAbqJxY4DZhkjPkEwNj11S4D8hs+yRizFrusQEtL/BSGN9ToWOn1rnyla1ayz34a6r9uB+CqQPEqYKLbYcQCAXlqxap0jOlUecvUGWpLa9n25m3pd0o/Fj+2GGMMGUMz2O6W7dgmfxuqVlfh625bHBc9tojFTy6mprjTxbzPO7uDOPcREJVx9KUiJZf27T3h2EH9+y7X8m241RFn53J7C32RKZgEitcDX7UzlphxbZ+eWmtpfRjMC3Z4yv0EMQVYFY4dpXnhi7xMfrooi+kXZvK/eTVMWVJDwcRKDt/Gx9z/y+LwbXwUTKwE4L7JVbx5cgZ3HpbO49Nst6F/TKjkhgPTwjVeBABvbMyiHGnvux1Aa8T2ZDgcW2kHMJIGY9OMMfOALBHp2uC5Q7BdUVta7uWdsAUbRef27zOPBq83ySV3smgle4+XzXauqhq+X3lFp7qZp3RPoeseXRERumzbBQRqN22Z8dgYw6r3VtHnuD6semcVfY/vS7f9urH2007Vv1URx+XEsAgUlwMfRPIQBszT/q6T9h86qOSrLhmHIBL+xcjVxGBecLnbQbRHmwt9USiYvNHWWGLJu1mZ0zZ6vbu6HUeMiMv/YVgFiusI08VcRMhKtUledR1U19pBaO/OriFvVzthSN6uKbwz29bWpnihvMZO4pTihXnr6li6qY5DcsI7NNmbHN1QYzlZzBCR6cBaoAfwqXO/YCeAaEr9/aeIyC/AfOBBY0xLlTtTsOMb48ZHmV2+X5iSsr/bccSQWcG8YNxMzx5BmiyGeGDVmj29xizr6PO77t6V0l9tA1flikpMrcGbveVrYcPEDWTvmo0300tdVZ0taXqwv3fcJ8G8YFlndpAgIlbOmpaeNnP/oYN+eahHtwPqRPpF6jiKV90OoL3akixGq2DyX+KsK2od1P2jZ/dubscRI8qJ3TFe0fZe65u0TW2dYfQTJfS5dxNHbutjn0E+VpbU0T/bfnT7Z3tYVWq/gK8/MI0L3q/ggalVXLZ3Kjd+UcE/Dg1/paAn8Se4mRHjY7zKne79Q4FUnKEB2DGGe4ZuKCLbAiXGmE3OXa8ZY0YCBwH3SUsFgkCxIY5apSqFiht69+zldhwxJm7+fxEVKF5MBCb5qa0z7PZkCce8snUO889vKpGxG1lTZq/N0Roi0FZdjMm8Ye36RW3ZdvHji5l/+3wqV1Qy66pZrJuwjm4Hd6NqdRVzb5zL4scXM+i8QZt7r9RV1rFh0gZ6HtYTgF5H92LRI4tY+d+V9DisR2fCfrIzT04gHwJhTZpXeb2r/jSg38Rz+vUZUeLx7BzOfatGaojDhpW2NDmUG2NGi11o/gNsweQhbMFkq6lzQwsmzoXjNWPMZSKyH1AoIh8ZY1Y0eZRA8RoC/k+AP3T85UTXM/6u31R6PDo1u/W/JF6TrqH/AauB3p3dkdcjTL8oiw0VhhNeK2PGqtpmtx3dz8uU8+ysc18trGFAtgcDnPJGGSke4b6j0uib1fkepF46lyxWra1i6dNL7fgVge5jutPrqF6sfHsl6yesx5dtL0t9/9SX7F2zo7V2V6gnwr3DSDDGFIvI5cC7IvI48DJwg4gcYYz5zBlX/hBwTxPPnSwiLwJXANe3cJingCvDH334Xd+715QakTFuxxFjXnc7gBgyDtgrnDt8cGoVI3p52Fi55b7FxXV8Or+GIf4t16X6IQJFGwyPT6vivqPTIzJEoD1O3lSy71Pdun670ufbu6XtBl/c9FQTgy9s+n5Pmodt8rfZ/HfmDpkMv314k9u2wyK0MtqyS2gUAn/u7K6qoOr2Xj0mv52Vubsu+xY1XwTzgqvdDqK92lxyNMYUA5cD14hICrZgcqCIHAGbJ7xptmAC1BdMWvJIW+NxWxVUPtbdn+N2HDHkJbcDiBmB4krCnHB0SxfGDPXxv99q6JvlYfkmWzu9fFMdfTK3/hgbY7j9q0puPjiNsRMqGTsmjTN2SeGhqVVN7brdPJ0csyheod+p/Rh+13C2vXlb1n2+joqlttNBr6N7Mewfwxj2j2Fk72qXvalfu6vvSX1Z98U6gHCv3RWqBHutigvGmB+Bn4BTjTHlwB+Bm0RkNnZ5jWk0f129GzhbRLKbeRwCxb8C48MZcyTMS/EVfdolQ5cu2tqvwbzgDLeDiCEvAJta3aqNlmyso3BuDeftnrrV/Vd9XME9R6QTemWK1hCB9np2+aoB2PkmYt0zwbygzg2xxVOd3cE7WZnf7pszeNnb2VmH0NJ3gAq3p90OoCPaVeiLeMHEtsjMbk9MbrmnZ/cptSKD3I4jRswmTifDiKDHsAPyO2x1aR0bKmwXpfJqw2cLatixl4fjtvcx7qdqAMb9VM0fd9i6wDHup2pyh/voniGUVYNH7K2sujPRNGBMh7+4U7qlkJGTAYA3w0vagDRq1rfQAz3ya3eFejmYF9wYiR2HizEmq8HfxxpjXnR+DxpjxhhjdjDGDDPGjDVOPzdjzPPGmMtCnrfMGNMvpItqcx4P+4sIs3P6912nEzE08qDbAcSUQPEmbMIYFlf+zyaFnpCs8L3Z1QzM9rBrv607X0RriEB7DampGXRcSWmsr8FZAzzjdhAxJVD8GbYs3m6zU1LmHzZ4wHc39+65d7VITngDU61YCLztdhAd0Wq1VlMFk5Dfg8CYZp73PPB8yN/LgJYHzAaKDQH/Q8CjrcXlpk0iG1/Pzhrldhwx5B6t9WsgULyCgP9V4MyO7mJ5iSHvnTJq66DOwMkjUzhm+xT2G+Tl5DfK+feP1QzxC//9c5fNzymrNoz7qZpPzrD3Xb1vKie9Xk6qF/5zUkanX1aIWsIwK2rV6ioqFlaQsV0GpXNLWfvZWtZPWk/GNhn0P7U/3kzv5rW7PKkeBl0wiBWvrgj32l2hYj4xcsHbwApau3675IWu2d+s83p1UputLQWeczuIGPQoW8b4dtgHc6rpkynsMcDL+CJb0VVWbbjj60o+OaNxJVa0hgh0RGDNuv3/l5k5L4bX0Hs/3maOjJJ/YbtWt8lGjxRf3af39Knpaftjh4yp6HskmBdsfixRDBM3Ble3KODPBBYD3d0OpTmX9+k14cvMLoe4HUeMWAJsF8wLhqePYyIJ+HcDfnA7jEgYlTO4ApH0zuyjtqKWBXctoPexvfHv6aemuGbzjHqr3lpFdXE1g87duvG+dHYpG3/YSI9De7DyrZWIV+h/an98/rB055oUzAvquI2mBPy3AGPdDqOhjR4pPmjIoIo6kb5uxxJjrgzmBbVlsSkB/6fAEZ3ZxfWfVfDiz9X4PFBRAxsrDb8f7uPrhbV0sRNVs2SjYUC28O35mfRzEkFjDEe/VMZrf+rCZR+Vc/PBaRRtMHy9sIY7Du/U5bRTxnfJmP5/fXuPdi2Alh0dzAt+4nYQMSfgTwGKgAEtbVYHdY909096xt91RyPS6XkUVIeVAIODecENbgfSEbG3XlqguJQY7tO7yutd9WWXjLAOko9z/9JEsRmB4h+BCW6HESGdqh0zNYbFjyym237d8O/pB8Dn9yEeQTxC90O6Uz6/fOvnRGbtrlC3hGtHCegBYJ3bQTT0f317T9dEsZFVhGFMUwK7rbM7uOuIdJZcnU3Rldm8+qcMDtvGx5snd2HVtfa+oiuzGdRV+OHCLYkiRGmIQAeMKSsfPbyqqlNrL0bIz2yZgV+FChRXAw+3tMnXGek/7zt00Oynu/kP0kTRdc/Ea6IIbZsN1Q33ABcCfrcDaejqPr1mIXJw61u2T11VHQvuWoCpMZhaQ9e9utL3hL6seHUFG6dvRHxCap9UBp07CG+m140ZIpuyFi2UtOZuIBFboTucLBpjWPrsUtL6p9Hrd1tWOqjeUE1KN1stv/GHjaQP3LqmPUJrd9X7LJgX/CIcO0pIgeKNBPz3AAVuh1Lv+7S0X39ISzsoUvtv7pq88s2VbPxxIyKCt6uXQecNIqV7Sqxck8FW4JW3vlmSChR/TcD/P+B30TxsFIcIdMjTy1ftcOiQgeuNSCz16ro+mBeMse5vMeUJ7GzWW61tvsznXX5R3z4LFqTqmrMxYhNwp9tBdEbsdUOtF/D/HVvQjhnzUnxFxw/sPwiRsCfZxhjqKuvwpnsxNYb5d86n/2n9qa2oJWtEFuIVVrxuVx3pd3I/Fj28iL5/7kv1mmo2BTfR/y/9Wf6f5XTdrWukJv5oythgXjAQrYPFrYD/I6JcMIm0UTmDi7HL6bRb6ZxSFty5gLRBW6aN7/unvmyYsoGKxXZW1NReqQw4a8Dm5LGuso6F9y8k55ocxCeUzi5l2YvLEK8w+OLBpPXr9GQRewXzgt91dicJLeDvAswjBsYu1kHdfkMHzSrzeHaK1DGauyanDUzDm2G7S6/9dC0VSysYeNbAWLkmrwNygnnBsM36mZAC/t2B7wB31q2IUQ9293/9TDd/xCpg2umrYF6wUUWr2ElZPjDG7BxyXwC7bNs/oxde54Qt5oD/OpxKvEqh4uZePad8lNllb0S6tPJMFT23BvOCne7R4KZYbVkEO5PbxUCOy3FsdkXf3suJ0OxRIoI33RZATK2tyUYge+ctk8d22a4LxdOK7R/RnSGyKSuB+6N1sDh3BTADSHE7kHARqO1oNVPm9pns/HzjdX/rl8poSoTW7qr3piaKbWDX97qDVro+RcN9PbpNLPN4wt7DI1Rz1+T6RBFsJcbmFkP3r8kAD2ii2AaB4h8I+N8gDGvVJZLL1xcf+Gp2drDE63F7Aj8DXOdyDO0m9mIgphOzhXfAA8DFr2ZnLS/o2X1Qra41G2tWAve5HURnxd6YxXp2rbob3A6j3nfpaTMX+nz7RvIYps7w282/MevyWWSNzKLLdltXDK3/aj3Zu9gCdf0MkWs/WUvPI3qy6o1VkZwhsinXBvOCxdE8YNwKFM8h8aaxj8sZvZpQA9zkdhBx5CngVzcDWOX1rnqha/au0ThWc9fklW+sZNbVs9gweQN9TrDX3Ri4Js8D4qZlJQbcAFS4HUQsEZCnVqxKw5gW1jKKipeCecEp7X2SiIwXkbtF5FsRmSMiBzn3j3Tumy4iP4vIcOf+M0Luf1JEvM79vxORH0TkJxH53LkvICLXhBxrhojkOLdfReQx7IR2g0XkWhGZ5hxrbMhzbhSR2SLyGbBDp96heoHiyj8O7H/VHb167JtIy7mZOsNvt/zGwvsXArDi1RXMyZ/D3JvmsvChhdSW2iJI6dxS5t40l3lj51G5shKA2tJaiv5ZRIz0nBwbzAuWuh1EZ8Vusmi9Ckx1OwiAv/XpVRHpQSfiEYb9Yxg7/GsHyueXU7Fky/fYqvdWgRf8+9mefxlDM9julu3YJn8bqlZX4etuG4kXPbaIxU8upqY4otf6r4J5wbhZuDxG3AYkzPTfAomyVEpBMC84y+0g4kaguAo4H1vz74rz+/WZ29Eu0O3V3DW575/6suO/drQTLH1uJ1hy+ZoMcImOVWyHQPFvhGGym0Qzqqpq+30rKt2c7GYj8PdOPN9njNkbuBK41bnvIuBBY8xoYE9giYiMAE4BDnDurwVOFzsRzNPAScaYXWlb6/MOwAvGmN2c34cDewOjgT1E5GAR2QM4FdgNOBEI20SJ754/623g83DtLxas/WQtaQO2DC/J3DmT4XcMZ/jtw0nrl8bqwtV2u/+tZchlQ+h7Ul/WfWHnYFv13ip6H9M7muPEmzMFeNLtIMIhtpPFQLEBzsHl2r//ZXb5fp3Xu3u0jufN9JK5YyYlwRIA1k9cz6afNjH4wsGNTv4ozBDZUCW2e7BqD7sgdL7bYYRRIiSLM4B/uB1E3AkUT8JOrBB1n3bJ+GF+asoB0T5uw2tyPf++fjZ+t3Gr+1y4JgP8R5cX6JB76eDi5onsgZWr9/AY41bl5thgXnBFC483V1FVf/9bzs/v2TKMaTJwg4hcBww1xpQDhwN7ANNEZLrz97bAvsBXxpgFAMaYtswCvdAYU98SepRz+xHb0rgjNnk8CHjbGFNmjNkIvNeG/bbHpUBCVBZVr6tm00+b6H7wlrmWsnfORry2/Ntluy5Ur3OmEI6N7v9NqQLOTZQ1yGM7WQQIFM8EbnTr8AbMLb16RHygcM3Gms3N6nVVdZTMLCG1fyqbft7Emg/XMPSKoXjSGv+7IjxDZFPGBvOCMyO18wT3IgmylEYCtCzWAmfrsi8dlo9dYzVqqqDyuj69ojZTY3PX5MoVlZu32fTjJtL6bz25kgvX5JXA5ZHaeUILFNcA55E43erDItOYrOvXrl/owqG/wI7Ba8laGq/D3QNY4/xe/wGtxZmXwxjzCnAcNpn6WEQOw05uNM4YM9q57WCMCTj3N5WQ1rB1mTl0uu7QboYC3BWy32HGmH87j0WsR0YwLzibBKmQXv7Kcvqd0q/Z6adibEhWc+5IpLJy7CeL1v3AeDcO/GLX7MnlHs+ISB+npriGBXcv2Nz3OmtkFl1Hd2X5S8uprail6N4ifrv5N5Y+v3Tzc+oq69gwaQM9D+sJQK+je7HokUWs/O9KehzWIxJhfodd1kR1hG0p/yuw3u1QOisBksV7dVKbTggUbyTKPQxu6t1zcrXINq1vGR7NXZNX/nclc2+cy9yb5lIyo4T+p/ff/BwXrskAFwTzgmta30w1KVD8HfAvt8OINaduKtm3T03NtCgechVwemstMcaYEmC5iBwOICI9sLONT2zuOSKyLTDfGPMQtkVvF2y3zT+JSJ/6/YjIUGwr5CHiXGuc/QMUAbs79+0ONHct+hg4R0SynG0HOsf4CjhBRDJEJBs4tqXX2UEPE+frUm6cvhFfVx8ZOU0vJxNjQ7KaEwTucuPAkRK7S2c0FPAPxf4Dmp8yMcyqoXrvnMHLauwFJNltAvYJ5gVdndwiGkSkFnuu+YAFwF+NMRucx0ZiL8iDsPVeLwC3G2OMiJyF7da0FFvr+KQxpvGMsQH/icCbEX8hEbRbzuCFcfy5mAHsGcwLVra6pWpZwP8v4KpIH2ZBim/hcQP790UkvfWtk8pzwbzgOW4HEfcC/hRshbSuSxdioc+3+JhB/XshEumFIA1wdDAv2KZER0R2Ah5lSwvjvcaYl0VkPHCNMeY7EekFfGeMyRGR64EzgGpgBXCaMWadiJyCXafQ4zx2qTFmioj8HrsungdYZYw5Uux78C7QB5gGHAj83jl+w6U8rsC2WAOUAGcYY+aJyI3AmcBCbM+MmeFe7mPUuFEDseWXWFovs81W/HcFG77ZgHgEU22orail6x5dGXzhYNZPXM+6L9exzd+3adTTzhhD0T+LGHLJEJa9uIw+x/Whak0VZXPK6PunvtF8CaXA3onUqgjxlCwCBPynAS9H63D39uj21Qv+rhGdnj1O1AHHB/OC77sdSDSISIkxpr5WcBwwxxhzh/NlMQO42Bjzidh1jN7EflE86iSLexpjLhORnsBsYDdjzOJGBwn4HwYui9JLCrvdcwYviGYrTxitx66pOM/tQBJCwO/Ddh2L6Npshw4e+N0an3fPSB4jDv0MHBDMazCQUnVMwD8QO86st9uhxJLre/cc/0FW5pgIH+bOYF7QteFGiWbUuFEnYMsmrs/w0hklv5aw9n9rGXrVUDb9vIkVr65gm/xt8HVtvOrf+q/XU1teS6+jerHwoYX0O7kfVWuqKPm5hP6n9W9i7xGTF8wLvhDNA0ZDvHRDtQLFr+AsPhppZSKlL3bNjnj30zhxY7Ikik2YDAx0fj8NmGSM+QTAGFOGTfgajRMwxqwFfgOau0pdDXwT9mijRExcdkOtBU7RRDGM7JivU7C19RHxctesyZooNrIcOEYTxTAKFC/FXuPj8doWMWNXr90/1Zj5ETzEROCWCO4/6QTzgm8DY1vdMI7E2JCs5jyeiIkixFvLIkDAL9gakxMieZi/9+45/qPI16bFg5eCecG/uh1ENNW3LDprLr0K/NsY8z8R+Rd21rMHG2y/HhiKnQ67vmVxCHZsxL7GmKZn8w34+2NnS+sXwZcTEXsOHTS30uMZ7nYc7fS3YF5QxyZFQsB/ELaFsXGVbyeUiGw6YOig0jqRuPuMRFApcHAwL/iD24EkpID/BuAOt8OIJV90yZh+Rd/eoyOw6zXAbsG8YFQny0oGo8aNEuA12rb0h+q8icBhwbxgtduBREJ8tSxC6CQhP0bqEOs8nrUfZXbZI1L7jyNTsWuqJZsMZyrttdhZ1urHUTQ3Sxoh958iIr8A87HrOjW/7EugeDnwB6A4DDFHlbi4zl4HvaiJYgQFir/GLnMU1vPi8r69f9REcSt1wGmaKEZQoPhO4N+tbpdEDisrHz2sqircay9uBH6viWJkBPOCBjiLCJaV1Wa/AMclaqII8ZgsAgSKS7HTIC9tbdOOuKZPrxnY2aqS2VLsOEVX17h0SbmzSO9QIBW7fhHYC8JW3eGcWdZKjDGbnLteM8aMxI7huk9aK+gGin/EDpKPq+5kEl9TzX9GclZ6RFeg+EXsQthhMT0tdda09LSor6kY464J5gXDvT5b3BGRWhGZLiIzROR9EekW8thIEflCROaIyFwRuVmcBYpF5CwRWe08d5aINDc500XAB1F4KXHj6RWrthdnorcwKAX+oDNSR1YwL1gG5GKHxKjIWIidnCnuZ7lvSXwmiwCB4iXAoYQ5YVzk8y2Zlp62Xzj3GYeWAUe1sjBuwjPGFGPXL7tGRFKwkysdKCJHADgT3jxEE8uJGGMmY9dVvKLVAwWKJ2On0Y6bBXU98dOyOBH4Y+jMpyKSIyIzQjcSkYCIXBP16DohJmMOFD9EGMbK1EHdRf361GK7givr8WBesPHsysmp3FnDbmdgHU6FnnNNfg8oMMZsD+yKneH0kpDnvuZUBh4A3Cgigxvt3Y7F/TMuLdkVi3rV1vU+u3jjz2HYVQW2FSbcLZWqCcG84HLgMOzSHyq81mATxYg0XMWS+E0WAQLFc4FDgMazTXbQ5X17LUQkNVz7i0MLgIMSbdrfjjLG/Aj8BJxqjCkH/gjcJCKzsdNTTwMeaebpdwNnS1taqQPF47HjcONikfg4WWdxMpDr1K7GBbHi/bocwFaidNiD3btNKvV4RoYnoITwKHE8e3KERWYSskBxBbYHkyY1jivXFx+UVVc3o/Utm1UFnBjMC34RrphU64J5wcXYhDFsZWW1OVGc7XYg0RDfhRKAQPE8bMK4sLO7CqamzpmXkpLMrYozgQODecFIznwW8+qXzQj5+1hjzIvO70FjzBhjzA7GmGHGmLHGmSXKGPO8MeaykOctM8b0C+mi2rJA8cfYmSVdWUW2PeJgNtSvsa3jG9vzJBEZLyJ3i8i3Tje2g5z7Rzr3TReRn0VkuHP/GSH3P+lMioSI/E5EfhCRn0Tkc+e+rVoCnS50Oc7tVxF5DDvh0WARuVZEpjnHGhvynBtFZLaIfAbs0Nk3KWICxVfQwUlC1ng9q5/1Z+8S5oji2U3BvOBlrS1Wnoycz9vh2NZEgJHA96HbGGPmAVki0rXBc4dg18NtvrUsULwJOBIoDF/U8UtAnlixKgVjOjIMoQb4SzAv+FG441KtC+YFF6AJY7gswTaqJM3Y8fhPFgECxQuwCWOnpsS/sm+vjcR7rX7HfQ8cEswLLnM7kKQWKH4HOIYYn/TGE9u9UN/HTpzQ0XGgPmPM3tjxd7c6912EnbBoNHbc6hIRGYFN7g9w7q8FTheR3sDTwEnGmF1p22x0OwAvGGN2c34fDuwNjAb2EJGDRWQP4FRgN+zMu3t18PVFR6D4Jmz3v3YlOef36zMHEX9kgoortcC5wbygzszZWHQmIQMIFJcDx2OHFSS9XSurdti7onJiO59WCpwczAu+FYmYVNsE84K/AfsC010OJZ7Nwa5vO8vtQKIpcRKjQPFCbOHq8448fXyXjOmrfL5kXcvra+yUv2vcDkRR38K4D/aiFJNiuBvq3diJmUpb2Ka1wmR9geZ7IMf5fTJwg4hcBwx1uiQfDuwBTHMKrocD22K/jL8yxiwAMMasa0PcC40xU5zfj3JuP2JbGnfEJo8HAW8bY8qMMRvZ0poSuwLFj2OT5TZNlPVFl4zpv6Wm6qQ2dvzy8cG84LNuBxKjojcJGdSPYcwDdMwo8ODK1bt7jFnexs3nA/s6a/8plzkNAgcB/3M7ljg0DduiuMjtQKItcZJFgEDxOuBo4MHWNm0ov3fPlPAHFBf+je133a7ueirCAsWzsQnjp61t6gZP7CWLlcCZwbxgfhu6660Fuje4rwd2DEL9vsC27PgAjDGvYMcvlQMfi8hh2FaMcc5EG6OdrskBmm/dqGHra256yO+hya0Ad4Xsd5gxpn4q/5hu0m1SoPgtbFe+FguXVVB1bZ9eXVvaJkmsAw4P5gV1Ns5WRG0SMrDLdgWKrwbOo42VH4kqy5js69auL2rDpp8Cewbzgp0Z56jCzOl1cyzwlNuxxJF/YxPFVW4H4obEShYBAsW1BIqvxK751abJQl7LzpqahJMpbMSOHzgvmBeMm1k4k0qgeAN2WY12V35EmsfEVNKyEjg0mBdsUzcxY0wJsFxEDgcQkR7A77AzpzbJaZ2Yb4x5CNuitwu2F8OfRKRP/X5EZCi2FfIQEdkmZP9gZ6Pb3blvd2CbZg73MXCOiGQ52w50jvEVcIKIZDiTJh3bltcbEwLFE7Fdaput/Li1d89vquz7nMwmAnsF84KT3Q4kXkRtErJ6geJ/Y2dYTeqx/adtKtmvd01NS0tf3IcdDpDQSwrEq2BesCaYF7wQ22LeUk+cZFcFXOiUlStb3TpBiTM3R2IK+PcGXqCFiSBqoXbvnMELk6yQ8i02UUzqL7u4EvDnYZPGmBjLddjgAd+tjo1u2+8BFwTzgivb8yQR2Qk7w2R9C+O9xpiXRWQ8cI0x5jsR6QV8Z4zJEZHrgTOAamAFcJoxZp2InAJcj614qwYuNcZMEZHfA3c6968yxhzptHK8C/TBFmAPxFYGAHzgLANQH98V2BYMsGtwnmGMmSciNwJnYif0WgLMNMb8sz2v3VUBvwe4AQgAm5fFWOjzLT5mUP9e2PcoGVUBtwD36kQ2cSLg7wY8j01Ok1KRz7fo2EH9ezf43JYD5wXzgq+4FZdqn1HjRu0AvIZdakZtMR84LZgXnOp2IG5L7GQRIOBPB/4BXE0TLakPdfd//XQ3/0FRj8sdBrgXO7tetdvBqHYK+AcAjxEDhZMjBg/4dqXPt7eLIWwArgjmBV9wMQbVUQH/wdgugEMADh88YNoqny+2J+yJnCDw12Be8Ce3A1HtFPALcD62m2tMVORF23W9e47/MCtzjPPnJGyimFSTfySCUeNGpWPP48uwQyGSmcFWJue3Mv9B0kj8ZLFewL8f8BwhrYwVIuX7DB1UXNeWAe7xbyG2BeYTtwNRnRTw/xl4GOjrVghHDR7w7XL3ksWPsbNEJvxCuAkt4M8Cbn81O2uvO3r12N/tcFxQB/wLW3mXtN2bEoKtyHsEu1ZuUqmCqgOGDppd4fE8CTwWzAsmSaEyMY0aN2pf4EnsUItkNB84J5gXnOB2ILEkeZJFqG9lvBnbyph+c68e49/JzhrjblARVwYUYLs3JfWg/IQS8PfAFjTz3Dj87wYNmLI0xbdvlA+7CFuw1insE8gez+28W5VHHsGOA0sW07Et41+5HYgKo4D/RGxF3gC3Q4mi1ypErk6/dYMuu5UgRo0b5cMuHRUAMl0NJnrKsWWqu7Q1sbHkShbrBfxDNoncesDQQScYkYazIiaKOuzMcDcG84K6CGuiCvjHYMfG7RfNw/5hUP/Ji1NSonXM9djX+IhWeCSuUeNGnYGdcCSRC9qLgJuAl3VsYoIK+LsA/wdcR+NZlxPJFOAGAsVfuh2IioxR40YNxq41nIczM3gCqsMOibgpmBdc4nYwsSo5k0XHqHGjdgbGYruOJFIf7XexJ36j6apFJIfGk2kEsOtQxc1EGfEYc0QF/H8AbsOu+xdxxwzq/83ClJRItwRVYmvp79QZ9ZLDqHGjumALJldh15ZMFMuw44Ge0C6nSSLg9wPXYltoEql1ZgowlkCxrtOXJEaNGzUMmzSeRuKsomCAD7Fl5ekuxxLzkjpZrDdq3KjdsBf1E4E0l8PpqFLgP8DjwbzgD81tFMvJoogI9pxstcY9VmKOOQH/Udga7cMieZg/Duw/aX5qSqQWT18OPAE8FcwLrojQMVQMGzVulAe7NMjfsAtIx6tF2GEAzzZMEmP5Wtwe8RhzVAX8fYCLgQuB/i5H0xlfA3dqkpi8Ro0bNQJbvjiV+C0rVwIvAfcF84K/uh1MvNBkMcSocaO6A6dj12jczeVw2mo6djDyy8G84KbWNm6pgAIcA0wFDgW6AecaY74WkZHYyYFSsbVKJxlj5orIGdgFkVOd511ijKkVkd9huw16gTXGmMMbFihEZIZzPICPgC+xXSmPB052bmnA28aYW53n1C8bsBhYDXyvBZRmBPx7AGdj38fe4d79CQP7TfotNTXcyeIkbEviWzpbr6o3atyovbBJ458IWW4jhpUCb2O7Nn0ezAvWNrVRLCeLWnEXAQF/CrZC+lLipwJkHXb5sacJFM90OxgVG0aNG9Ubu7TTeUC8LDu3CBgHPNrepbaUJovNclobz8Emj7E27qAEuybOk8G84LT2PLENyeL3xpi/icgfgKuNMUeIyMPAFGcdulRsgS0H263qRGNMtYg8hu2e8hHwA3CwMWaBiPRw1qML0HyyOB/Y31mf7ihsofBCbNfg95zjlGLXtNoH23f+B+AJLaC0IuD3AUdiu48cD2SFY7cnDeg3aU5aWJLFX7EF69d16QDVklHjRg3CDhk4FhgDpLga0NbqgM+wCeLbbZkgQSvukljAvzP2fT0RGOlyNA1VYs+Bl4A3CBRrt2nVpFHjRgm2F9OfsdcL12Zob8Z64L/Y+Tu+1pl6Oy5RB6x2WjAv+CPwf6PGjboGOBw4xLntQfTftxrgW+Bz5zY5mBes6uC+mvuw1N//lvPze2xCCDAZuFFEBgFvOYWTw7HvxTRbCU0GsArYF/jKGLMAwBizrg0xLTTGTHF+P8q5/ej8nYUdu5SNLayUAYjIe23YrwoU12ALgB8R8GcAx2EL3AcAgzq6W68tHHeEwRZm3wbeCeYF53Q0BpVcnMkHHgYeHjVuVFfgd9jE8Q9ADxdCWo+tIPsM+E8wL7g8zPv3GWP2dirubgWOAC4CHgytuBOREcApwAEhFXeni8hHwNOEVNy14Zg7AGcbYy5xKu6GA3vjVNyJyMHYirtTsb1v6ivuvg/nC094geIZwAzgFgL+HbBJ4x9xp3wBsBIoBN4HPiVQrLNBqlY5ydfnwOejxo26BDuj9QlALiHL1EXZb9jltT4CPu1EWVmF0GSxFc44kw+dG6PGjcrCFrTHYJPHPQl/DXcJMBeYgP0gTmhLF9M2WkvjltIewALn9/paxFqc88MY84qITMVeAD4WkfOwhYdxxpjrQ3ckIsfRdEJaw9YDo9NDfg/9YhLgLmPMkw32e2Uz+1VtFSgux7ZIv2b/9g/GXtzrb6Np4zXB0/Z/xTJgGray41vgu2BecEPbg1aqsWBecCPwOvD6qHGjvNhr8v7YVpqdgBHYCqxwMdhW8MnAN87PWZ2sqdaKOwWB4tnAXcBdzkyqe2PP5QOw/8NwV4TUAEHs9bj+2jyDQLF+v6oOc2Z3nujc/uZ0Va0/jw8AdiX8Ez0VY8/ln7EVd+N19v/I0GSxnYJ5wRJsrcXHAE5BZQAwBBja4Odg7Be3z7l5sMlY/W0dNkmbH/JzfjAvuCpS8RtjSkRkuYgcboz53Klt/h3wIHaMWyMisi0w3xjzkPP7LsAnwLsicr8xZpWzn2xsYeZREdkmtBsqUITT1UlEdge2aSbEj4F/iMjLTqwDgWrgK+B5ESnAvpfHYsdqqo4KFC9m6+SxC7YwOAgY2OA2CPv/9QCejDqzAXvOVmKT/aXAkga3OcG84NKovR6VlJwxgV85N2DzBDnbYJPHkdha7h6A37llYSv56q/NVdjWlRVN/FwB/ByBSg6tuFNbCxSXAeOdm3Ofvy+wIzAMW2kwBHveZDu3rtjzuQ67VlzobRWwMOS2CJjjVBwqFTHBvOBq7Mz879bfN2rcqIHA9s5tOHY+he4hNz/22lITcqvAXoOXO7cV2PJkMJgXXNhSDLE8Lrw9YiFmTRY7ySmoLHZuk1wOp63OxCZ09zl/jzXGzHNqpZtyCnCGiFRjP6i3OeMQbwI+EREPNqG71Bl3eAHwlnP/KuyYuTeBM0VkOrY2s8nuh8aYT5xuVZOdeEqAM4wxP4jIa9gJfRZiZ2ZT4WQLKj85txY9F/lolOowp5Z7nnOLyZYvrbhTbRIoXomtuJjgdihKdYZTebwUOyY2qbVnErFYoBPcKKWUUi4QkZ2AR9nSwnivMx5xPHCNMeY7EekFfGeMyRGR64EzsEnbCuA0p+LuFOB6bIthaMXd77ET3HiAVcaYI0UkA1vb3wdbcXcg8Hvn+A1r4a/AzngIWyru5oVMcLMQ24tgZjzV1CulEp9OIhY+miwqpZRSSimlEobO/h8+2g1VKaWUUkoplUh0ErEw8bS+iVJKKaWUUkrFjeYmEVvj/N7kJGLYJcbKsZOIHcaWScRGO7cdjDEB5/5wTCJWv99hxph/O4/FVLdPTRaVUkoppZRSCcMYUwIsd1oGCZlEbGJzzwmdRAzbLXQX7BJ2fxKRPvX7EZGh2FbIQ0Rkm5D9g51EbHfnvtYmETtHRLKcbQc6x/gKOEFEMkQkGzuJmKu0G6pSSimllFIq0ejs/2GgE9wopZRSSimllGpEu6EqpZRSSimllGpEk0WllFJKKaWUUo1osqiUUkoppZRSqhFNFpVSSimllFJKNaLJolJKKaWUUkqpRjRZVEoppZRSSinViCaLSimllFJKKaUa0WRRKaWUUkoppVQjmiwqpZRSSimllGpEk0WllFJKKaWUUo1osqiUUkoppZRSqhFNFpVSSimllFJKNeJzOwClVHL4/vvv+/h8vmeAndGKKqWUaqgOmFFTU3PeHnvsscrtYJRSCjRZVEpFic/ne6Zfv34jevfuvd7j8Ri341FKqVhSV1cnq1ev3mnFihXPAMe5HY9SSoHW7iulomfn3r17b9REUSmlGvN4PKZ3797F2N4XSikVEzRZVEpFi0cTRaWUap5zjdSymVIqZugFSSmVNERkj+OPP36b+r+rq6vp3r37roceeuiwcB8rPz+/X7j3Ge+8Xu8eO+64407Dhw8fedhhhw1bs2aNt/6x7777Ln3ffffdPicnZ+ehQ4fufO211/avq6sD4KGHHurZvXv3XXfcccedttlmm5Fjx47t49qLCLPZs2enDh8+fGTofVdfffWAW265pa9bMXVEPMbcknnz5qUcfvjh2w0dOnTnwYMH73z22WcPrqiokG+++Sbjtdde89dvl2ivWymlGtIxi0opV+TkF+4Rzv0VFeR+39o2GRkZdbNnz84oKSmRrKws8/bbb3ft27dvdTjjqPfQQw/1LygoWNGe59TU1ODzRemyHPCH9f0nUNzq+5+WllY3a9asmQAnnnhizr333tv77rvvXlFSUiInnHDCsAcffHDRiSeeuHHTpk2e3Nzc7e6+++7e119//WqAY489dv0LL7ywaMWKFd4RI0bsfPrpp68fNmxYWP93o8aNCut7EswLtvqexLK6ujqMMXi93tY3jpBfdxwR1v/JiFm/tvo/qaur4/j/b+9uY5q6/jiA/9piaSsVWxyPDorgpb23rFG3Km7LMmBMtkkopJtxm3OJuoFb0C2ObMO4uMWMDF+MKdNgNo0xxswBDszIHjKde+MkjMe2PBjJpKzC2oJAS/XS7gUrf7Gg238KCt/Pu96H9tzDuaf31/M7h+zsxE2bNvUWFBRc5Hme1q9fH1dQUBDDcZy7rq5u/gsvvDBwJ8ozrfc8AMD/ASOLADCnpKWlDXz11VcLiYiOHz+uzM3Ndfj3XblyRZSenp7AMAyr0+nU58+flxKNjR4YjUaVXq9PWrx4cfJHH300PrJVVlamTE5O1qjVanb9+vVxPM9Tfn5+jMfjEarVajYrKyueiCg9PT2B4zhNYmIiV1JSssh/vkwmW7Zt27bohx56SF1YWBj11FNPJfj3VVZWLsjIyBh/PZusWrVq2Gq1iomIysvLwx5++OGhnJycq0REcrnc+/nnn//+6aefRt18XmRk5GhsbKzn8uXL86a7zNNNr9cn5eXlxSQnJ2tUKpW2trY2hGhsFNbf5hiGYZubm4OJJm+LREQnT55cwLKsJikpiU1JSWGIAkfEli5dyrW1tYnb2trES5Ys4V566aVYjuPYixcvinfu3Bmh1Wo1DMOw27dvj/afU1hYGKlSqbSrV69mOjo6gqe1cu6i6upqeXBwsLegoMBORBQUFEQHDhy4fPz48UUffPDB4urqaoVarWbLy8sVRERms1n6T/sGoon3/I8//hgyIxcJAPAPIVgEgDnl5Zdfdpw4cULhcrkEZrNZlpKSMuzf984770TrdDpXe3u76cMPP7S+8sor4ymrnZ2dkrNnz7ZfuHDBXFJSEu3xeAT19fWSkydPKuvq6iwWi8UkFAp9Bw4cCCsrK7P6R9G++eabS0REx44d62ptbTU3NDSYDh48GGGz2URERG63W6jVat1NTU2WTz755I/Ozk5JT09PEBHRF198EbZx48Y/p7uO7jae5+mnn36SZ2dn9xMRtba2SpYvX+668RiO4zwul0vocDgmfE91dHSIPR6PcOXKle5pLPKM4Xle0NzcbC4uLr68e/fuaCKizz777IH8/PwrFovF1NTUZI6Pj782VVvs6ekJeuONN1QVFRUX29raTFVVVRdv95ldXV2SV1991W42m00tLS2Szs5OSVNTk9lsNpsaGhpk3377bci5c+dklZWVyubmZlNNTU1nY2Pj/LtfG9OjublZqtPpJrRHpVLpjYmJufbWW2/9sXbtWqfFYjFt3rzZSfTv+gaiiff8008/PTQT1wgA8E8h9wEA5pSVK1e6u7u7g8vLy5Xp6ekTUsl+/fVX+ddff91JRJSVlTW4ZcuWILvdLiIiysjI6JdKpT6pVMorlcrr3d3dQbW1tfKWlhaZTqfTEBGNjIwIw8PD+ck+t7i4OOL06dMLiYhsNtu81tZWSWRk5LBIJKKNGzc6iYiEQiE9//zz9vLycuXWrVvt9fX1IRUVFZfuYnVMK/9oq9VqFWu1Wld2dvZVIiKfzycQCASTnuPfXl1drUhMTJR3dXVJ9u7d2yWTyWbFYkm3u26j0egkIlq9evXwjh07xEREKSkpwyUlJVHd3d3idevWOZOTkz1TtcUzZ87M1+v1g2q1+hoRUURExOjtyhQVFXUtLS1tmIiotrZ2wc8//7yAZVmWiMjlcgktFotkcHBQ+Mwzz/TL5XIv0dj98R+r4p7h8/lIIBAEtK+/twcc/2/7hhvveQCAex2CRQCYc9asWdO/a9euB7/77ru23t7e8X7Q5wuMP/wPjcHBweM7RSIR8Twv8Pl8AqPRaN+/f7/1Vp9XU1MjP3v2rLyurs4il8u9er0+ye12C4mIxGKx98Y5S3l5efZnn302USKR+NauXeucN2/2ZFv6R1vtdrsoIyMj8eOPPw4vKirq5TjOfe7cuQnpeCaTSSyTybwKhcJL9L85iz/88MP83NzcpQaDYSA2NnbSwPx+EhERwQ8MDEyYFOhwOETx8fEeIiKJROIjGkuFHB0dFRARvf76647HH398uLKyMjQzM5MpKyvrmqotHjt2LHSyACcoKMjnX0CIiMjj8YwfJJPJxnf4fD7atm3bHzt27Jgwwr179+7wqQLd+11ycrL71KlTihu3ORwOoc1mE4tEooBO4t/2DTff8wAA9zKkoQLAnJOXl/fn22+/3aPX6yekMq5atWrwyy+/DCMaC/AUCgWvVCq9k78L0Zo1a67W1NQorFZrENHYnMf29nYx0djDuP8BvL+/XxQaGjoql8u9v/32m+RWKXsqlep6RETE9b1790Zt3rx51qWgEhGFhYWNlpaW/r5///4Ij8cj2LJli/3ChQvyqqoqORHR0NCQYOvWrbFvvvlmwAJB6enpwzk5Ofbi4uJZsQJlaGioNzw8/PqpU6fkRGNt6MyZM6GpqalTpieaTCaxRqPxFBUV9WZkZPQ3NDRIp2qLTz755PD58+flFotF7N9ORKRSqTwNDQ3ziYh++eUXmdVqnXTOYWZm5tWjR48uGhgYEBIRXbp0aZ7Vag1KTU0dOn369MKhoSGB0+kUfv/99wvvaMXMoKysrMGRkRHhvn37wojG0qbz8/MfNBqNf0ZGRl4fGhq67bPTrfoGAID7CYJFAJhzEhISru/cubP35u3FxcU99fX1MoZh2Pfffz/m8OHDt0wBXbFixUhRUZE1LS2NYRiGTU1NZfwLr7z44ot9Go2GzcrKis/NzR3geV7AMAz73nvvRet0uuFbve+6devsUVFR11asWDHy36703vXoo4+6NRqN+9ChQ4qQkBBfRUVF5549e6JVKpWWZVlu+fLlw++++27A34iIaNeuXbYTJ04scjqds+I77MiRI5f27NkTpVar2SeeeCKpsLCwh+M4z1THHz16VMkwDKdWq9mOjg7Ja6+9Zp+qLUZHR/OlpaVdBoMhMSkpiTUYDEuIiDZs2OB0Op0itVrN7tu374G4uLhJ21pOTs5Vo9HoeOSRR9QMw7AGgyGhv79f9Nhjj7kMBoNDq9Vyzz33XIJer581c++EQiFVVVV1VlRUKOLi4rTx8fHa4OBgb2lpqTUzM3Owvb1deuMCN5O5Vd8AAHA/EUyWdgUAcKc1NjZ26XS6WTlSdqdt2LAhdtmyZa7t27ejvgDmmMbGxkU6nU410+UAACDCnEUAgHsKx3EaqVTqPXjw4OWZLgsAAADMbQgWAQDuIa2treaZLgMAAAAAEeYsAgAAAAAAwCQQLALAdPF6vd7ZudY+AMAd8HcfOeUKzAAA0w3BIgBMl5a+vr5QBIwAAIG8Xq+gr68vlIhaZrosAAB+mLMIANOC5/lNNpvtkM1m0xJ+qAIAuJmXiFp4nt800wUBAPDDv84AAAAAAACAAPh1HwAAAAAAAAIgWAQAAAAAAIAACBYBAAAAAAAgAIJFAAAAAAAACIBgEQAAAAAAAAL8BWkJo6nWYomAAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1389,14 +1389,14 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 18, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1429,12 +1429,12 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1478,7 +1478,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -1503,7 +1503,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -1521,7 +1521,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -1540,7 +1540,7 @@ "dtype: int64" ] }, - "execution_count": 33, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -1552,7 +1552,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -1567,7 +1567,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -1578,7 +1578,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -1587,7 +1587,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -1601,7 +1601,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 27, "metadata": { "scrolled": true }, @@ -1669,7 +1669,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -1680,7 +1680,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -1706,7 +1706,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -1724,7 +1724,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -1735,12 +1735,12 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 32, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1769,7 +1769,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 34, "metadata": { "scrolled": true }, @@ -1813,7 +1813,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -1824,7 +1824,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 36, "metadata": { "scrolled": true }, @@ -1866,7 +1866,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 37, "metadata": {}, "outputs": [ { @@ -1883,7 +1883,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 38, "metadata": {}, "outputs": [ { @@ -2053,7 +2053,7 @@ " \n", " \n", "\n", - "

5 rows × 546 columns

\n", + "

5 rows × 545 columns

\n", "" ], "text/plain": [ @@ -2099,10 +2099,10 @@ "2003 0 0 0 0 \n", "2004 0 0 0 0 \n", "\n", - "[5 rows x 546 columns]" + "[5 rows x 545 columns]" ] }, - "execution_count": 60, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } @@ -2119,7 +2119,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -2134,7 +2134,7 @@ "Name: index, dtype: int64" ] }, - "execution_count": 61, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -2156,12 +2156,12 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 40, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2198,7 +2198,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -2209,7 +2209,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 42, "metadata": {}, "outputs": [ { @@ -2243,472 +2243,17 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### 2.5(b) Bail amount (for monetary bail only)\n", - "* Note that we need a new matched sample because cases with the same offenses could differ in bail type. \n", - "* We want a matched sample of monetary bail cases for each magistrate." - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "metadata": {}, - "outputs": [], - "source": [ - "# make sure to compute distance (see section 2.5(a))\n", - "\n", - "# create dataframe for matched dataset\n", - "columns = df_core.columns\n", - "df_matched = pd.DataFrame(columns = columns)" - ] - }, - { - "cell_type": "code", - "execution_count": 70, - "metadata": {}, - "outputs": [], - "source": [ - "n_cases = df_core.shape[0]\n", - "\n", - "for i in range(n_cases):\n", - " \n", - " # check that index \"i\" is present in df_core and that bail type is monetary\n", - " if (i in df_core.index) and (df_core.at[i,'bail_type'] == 'Monetary'):\n", - " \n", - " # find all cases with distance <= 0.01 \n", - " possible_idx = np.argwhere(distance[i,:] <= 0.01).flatten().tolist()\n", - " possible_idx = [item for item in possible_idx if (item in df_core.index) and (df_core.at[item,'bail_type'] == 'Monetary')]\n", - "\n", - " # check if every core_magistrate handled a similar case\n", - " df_possible = df_core.loc[possible_idx]\n", - "\n", - " if len(df_possible.bail_set_by.value_counts()) == len(core_magistrates):\n", - " \n", - " # add case to df_matched\n", - " df_matched = pd.concat([df_matched, df_core.loc[[i]]])\n", - " # record magistrate\n", - " magistrate = df_core.at[i,'bail_set_by']\n", - " # remove case from df_core\n", - " df_core.drop(i, inplace = True)\n", - "\n", - " # add the closest cases for each magistrate\n", - " for name in core_magistrates:\n", - " if name != magistrate: \n", - " idx = df_possible[df_possible['bail_set_by'] == name].index\n", - " j = np.argmin(distance[i, idx])\n", - " df_matched = pd.concat([df_matched, df_core.loc[[idx[j]]]])\n", - " df_core.drop(idx[j], inplace = True) \n", - " \n", - "# reset index \n", - "df_matched.reset_index(inplace = True)" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "number of matched cases: 820\n" - ] - } - ], - "source": [ - "print('number of matched cases: ', df_matched.shape[0])" - ] - }, - { - "cell_type": "code", - "execution_count": 72, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "bail_set_by\n", - "Bernard, Francis X. 164\n", - "E-Filing Judge 164\n", - "O'Brien, James 164\n", - "Rigmaiden-DeLeon, Marilyn 164\n", - "Stack, Patrick 164\n", - "Name: index, dtype: int64" - ] - }, - "execution_count": 72, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_matched.groupby('bail_set_by').index.count()" - ] - }, - { - "cell_type": "code", - "execution_count": 73, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
indexattorneyattorney_typeoffensesoffense_datestatuteoffense_typebail_set_bybail_amountbail_paid...18 § 290918 § 616118 § 730618 § 290575 § 373475 § 630818 § 3122.1 §§ A2 18 § 3126 §§ A218 § 512475 § 332218 § 2707.2
8005517Defender Association of PhiladelphiaPublic[Firearms Not To Be Carried W/O License, Carry...2020-05-10[18 § 6106, 18 § 6108][firearms and other dangerous articles, firear...O'Brien, James35000.03500.0...0000000000
8017218Robert Patrick LinkPrivate[Firearms Not To Be Carried W/O License, Carry...2020-06-13[18 § 6106, 18 § 6108][firearms and other dangerous articles, firear...Bernard, Francis X.300000.030000.0...0000000000
80212589Defender Association of PhiladelphiaPublic[Firearms Not To Be Carried W/O License, Carry...2020-10-19[18 § 6106, 18 § 6108][firearms and other dangerous articles, firear...Rigmaiden-DeLeon, Marilyn50000.05000.0...0000000000
80310032Shaka Mzee JohnsonPrivate[Firearms Not To Be Carried W/O License, Carry...2020-09-02[18 § 6106, 18 § 6108][firearms and other dangerous articles, firear...Stack, Patrick50000.05000.0...0000000000
8046771Defender Association of PhiladelphiaPublic[Firearms Not To Be Carried W/O License, Carry...2020-06-02[18 § 6106, 18 § 6108][firearms and other dangerous articles, firear...E-Filing Judge75000.00.0...0000000000
\n", - "

5 rows × 546 columns

\n", - "
" - ], - "text/plain": [ - " index attorney attorney_type \\\n", - "800 5517 Defender Association of Philadelphia Public \n", - "801 7218 Robert Patrick Link Private \n", - "802 12589 Defender Association of Philadelphia Public \n", - "803 10032 Shaka Mzee Johnson Private \n", - "804 6771 Defender Association of Philadelphia Public \n", - "\n", - " offenses offense_date \\\n", - "800 [Firearms Not To Be Carried W/O License, Carry... 2020-05-10 \n", - "801 [Firearms Not To Be Carried W/O License, Carry... 2020-06-13 \n", - "802 [Firearms Not To Be Carried W/O License, Carry... 2020-10-19 \n", - "803 [Firearms Not To Be Carried W/O License, Carry... 2020-09-02 \n", - "804 [Firearms Not To Be Carried W/O License, Carry... 2020-06-02 \n", - "\n", - " statute \\\n", - "800 [18 § 6106, 18 § 6108] \n", - "801 [18 § 6106, 18 § 6108] \n", - "802 [18 § 6106, 18 § 6108] \n", - "803 [18 § 6106, 18 § 6108] \n", - "804 [18 § 6106, 18 § 6108] \n", - "\n", - " offense_type \\\n", - "800 [firearms and other dangerous articles, firear... \n", - "801 [firearms and other dangerous articles, firear... \n", - "802 [firearms and other dangerous articles, firear... \n", - "803 [firearms and other dangerous articles, firear... \n", - "804 [firearms and other dangerous articles, firear... \n", - "\n", - " bail_set_by bail_amount bail_paid ... 18 § 2909 \\\n", - "800 O'Brien, James 35000.0 3500.0 ... 0 \n", - "801 Bernard, Francis X. 300000.0 30000.0 ... 0 \n", - "802 Rigmaiden-DeLeon, Marilyn 50000.0 5000.0 ... 0 \n", - "803 Stack, Patrick 50000.0 5000.0 ... 0 \n", - "804 E-Filing Judge 75000.0 0.0 ... 0 \n", - "\n", - " 18 § 6161 18 § 7306 18 § 2905 75 § 3734 75 § 6308 \\\n", - "800 0 0 0 0 0 \n", - "801 0 0 0 0 0 \n", - "802 0 0 0 0 0 \n", - "803 0 0 0 0 0 \n", - "804 0 0 0 0 0 \n", - "\n", - " 18 § 3122.1 §§ A2 18 § 3126 §§ A2 18 § 5124 75 § 3322 18 § 2707.2 \n", - "800 0 0 0 0 \n", - "801 0 0 0 0 \n", - "802 0 0 0 0 \n", - "803 0 0 0 0 \n", - "804 0 0 0 0 \n", - "\n", - "[5 rows x 546 columns]" - ] - }, - "execution_count": 73, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Checking the matched cases. \n", - "# The result of the following should give cases of similar offense types \n", - "# assigned to 5 different magistrates\n", - "\n", - "# enter any multiple of 5 as i\n", - "i =800 \n", - "df_matched.loc[i:i+4]" - ] - }, - { - "cell_type": "code", - "execution_count": 74, - "metadata": {}, - "outputs": [], - "source": [ - "# save\n", - "#df_matched.to_csv('matched_monetary.csv')\n", - "\n", - "#df_matched =pd.read_csv('matched_monetary.csv')" - ] - }, - { - "cell_type": "code", - "execution_count": 75, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "number of valid samples: 152\n", - "number of valid samples: 149\n", - "number of valid samples: 147\n", - "number of valid samples: 155\n", - "number of valid samples: 152\n", - "number of valid samples: 142\n", - "number of valid samples: 148\n", - "number of valid samples: 148\n", - "number of valid samples: 149\n", - "number of valid samples: 142\n", - "number of valid samples: 140\n", - "number of valid samples: 147\n", - "number of valid samples: 147\n", - "number of valid samples: 148\n", - "number of valid samples: 140\n", - "number of valid samples: 149\n", - "number of valid samples: 155\n", - "number of valid samples: 148\n", - "number of valid samples: 147\n", - "number of valid samples: 149\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "### matrix of differences (Just for core magistrates)\n", - "magistrates_list = ['Rigmaiden-DeLeon, Marilyn', 'Bernard, Francis X.', 'Stack, Patrick', 'E-Filing Judge', \"O'Brien, James\"]\n", - "magistrate_index = {}\n", - "for idx, person in enumerate(magistrates_list):\n", - " magistrate_index[person] = idx\n", - "\n", - "\n", - "df_monetary = df_matched[(df_matched['bail_type'] == 'Monetary')][['bail_set_by', 'bail_amount']]\n", - "n_magistrates = len(magistrates_list)\n", - "diff_matrix = np.zeros((n_magistrates, n_magistrates))\n", - "\n", - "for magistrate1 in core_magistrates:\n", - " for magistrate2 in core_magistrates:\n", - " if magistrate1 != magistrate2:\n", - " # select data for two magistrates\n", - " data1 = df_monetary[df_monetary['bail_set_by'] == magistrate1].bail_amount\n", - " data2 = df_monetary[df_monetary['bail_set_by'] == magistrate2].bail_amount\n", - " \n", - " # print number of samples with difference in bail amount\n", - " print('number of valid samples:', np.count_nonzero(data1.values - data2.values))\n", - " \n", - " # Wilcoxon signed rank test \n", - " statistic, pvalue = wilcoxon(data1, data2,alternative = 'greater')\n", - " # print number of samples with non-zero difference\n", - " \n", - " # save p-values\n", - " if pvalue < 0.01:\n", - " idx1 = magistrate_index[magistrate1]\n", - " idx2 = magistrate_index[magistrate2]\n", - "\n", - " diff_matrix[idx1, idx2] = 1\n", - " \n", - " \n", - "# plot\n", - "g = sns.heatmap(diff_matrix, linewidths=.5, annot = True, cbar = False)\n", - "g.set_xticklabels(magistrates_list, rotation = 90)\n", - "g.set_yticklabels(magistrates_list, rotation = 0)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " Interpretation \n", - "* Given a case with monetary bail, how does the bail amount differ by magistrate?\n", - "* If entry at particular row and column is white: Bail set by row-magistrate is likely to be higher than bail set by column-magistrate\n", - "* If X: bail set by row magistrate, Y: bail set by column-magistrate, P(X>Y) > 0.5\n", - " * first row: Bail set by Rigmaiden-DeLeon is likely to be higher than bail set by Stack, E-filing Judge, and O'Brien\n", - " * second row: Bail set by Bernard is likely to be higher than bail set by Stack, E-filing Judge, and O'Brien\n", - "\n", - "* Method: \n", - "* We used Wilcoxon Signed Rank test instead of a t-test because the distribution looks very different from a normal distirbution -- They are heavily skewed, there are outliers, and even log transform fails to make the distribution look normal. \n", - "* We used Wilcoxon Signed Rank test instead of Mann-Whitney, since the samples are pairedb" + "### 2.5(b) Bail amount" ] }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 58, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2722,14 +2267,14 @@ "source": [ "# Compare bail amounts by magistrate\n", "magistrates_list = ['Rigmaiden-DeLeon, Marilyn', 'Bernard, Francis X.', 'Stack, Patrick', 'E-Filing Judge', \"O'Brien, James\"]\n", - "df_plot = df_matched[['bail_set_by', 'bail_amount']]\n", + "df_plot = df_matched[df_matched['bail_type'] == 'Monetary'][['bail_set_by', 'bail_amount']]\n", "\n", "# Bail amount by groups\n", "plt.rcParams['font.size'] = 10\n", "sns.boxplot( y = df_plot[\"bail_set_by\"], x = df_plot[\"bail_amount\"], order = magistrates_list)\n", - "plt.xlim(0, 150000)\n", + "plt.xlim(0, 200000)\n", "plt.xlabel('bail amount')\n", - "plt.xticks(ticks = range(0, 150000, 50000), labels = ['0','50k','100k'])\n", + "plt.xticks(ticks = range(0, 200000, 50000), labels = ['0','50k','100k', '150k'])\n", "plt.ylabel('magistrate')\n", "plt.title('bail amount by magistrate')\n", "plt.show()" @@ -2787,12 +2332,12 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 49, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6kAAAEZCAYAAAB1imPvAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAACYPklEQVR4nOzdd3hb1fnA8e8rydvO3lNAAglgCHtDWlZbww9KmWWYvWdZYptRMBTKpmUTVtlbrDDCDiOQRCEhhCTOIHvZ8YiXzu+Pc50ojrclXUl+P8+jx9Kdr+Srq7OPGGNQSimllFJKKaUSgcftAJRSSimllFJKqQaaSVVKKaWUUkoplTA0k6qUUkoppZRSKmFoJlUppZRSSimlVMLQTKpSSimllFJKqYShmVSllFJKKaWUUglDM6lKKZWiROQWEVkhIkuaWDdWRBZ28LjDRKRcRLzO6wkicnpn4402EekvIp+LyFoRucvteNpDRK4WkcfcjkMppZRyg2ZSlVLKRSJyj4isFpFvRGRIxPK/i8h9nTjuMOBSYGtjzIBoxNrAGDPfGJNrjKlvQxxFIvJsNM/fDmcCK4BuxphLXYqhQ4wxtxpjWs34R6OAwOX/kVJKKbUJzaQqpZRLRGRXYCdgAPAlEHCWdwcuB67txOGHASuNMcs6G2cSGw5MN8aY9u4oIr4YxBN3qfI+lFJKdS2aSVVKKfdsBnxpjKkGPgY2d5b/E/iXMaaspZ1FpLuIPC0iy0VknohcKyIeETkAGA8McprlPtXCMa52mgSXiMjxEcsLROQnESkTkQUiUhSxzi8iprUMkIj8CbgaOMaJY4qIHCUikxpt9w8RedN5/pSI/FdExjvNdD8TkeER245y1q0SkZkicnQz534KKASucM59gIhkODXXi5zHPSKS4Ww/VkQWisiVTvPoJ5s45ski8pWI3C0ia0Rkjojs6SxfICLLRKSwLZ+hs/4k5/+2UkSuc/4HBzjr1tduikimiDzrbLdGRL53mjL/E9gHeMB5jw842xsROU9EZgGznGX3OjGUicgkEdmnuf+Rs7y7iDwuIotF5HexTce9Lf2/lVJKqWjRTKpSSrnnZ2AfEckC9gd+FpGdga2MMc+3Yf/7ge7YzO1+wEnAKcaYj4A/A4ucZrknN7P/AKAPMBiboXtERLZy1lU4x+sBFADniMjh7Xlzxpj3gVuBF504tgfeAjYTkdERm54IPB3x+njgZie2ycBzACKSg818Pw/0A44FHhKRrZs498nOfnc45/4IuAbYHRgDbA/sysa11QOAXtga2DObeVu7AVOB3k4cLwC7ACOAE7AZxlxn22Y/Qyfmh5z3OhD7fxzczDkLnfVDnfOeDVQZY64BvgDOd97j+RH7HO7E2vDZfO+8715O3C+LSGYz/yOAp4A6533tABwEJFy/Y6WUUqlJM6lKKeUSY8w04FVgIrZ57h3AfcCFInKh2EF/nhORHo33dWq1jgWuMsasNcaUAHdhM3ztcZ0xptoY8xkQBI52YptgjAkZY8LGmKnA/7AZ4U5xao1fxGboEJFtAD/wTsRmQWPM58621wB7iMhQ4BCgxBjzpDGmzhjzE/bzO6qNpz8euMkYs8wYsxy4kY0/rzBwg/N5VDVzjLnO+eud9zHUOWa1MeZDoAabsWvtMzwSeNsY86Uxpga4HmiuWXItNnM6whhTb4yZ1FotO3CbMWZVw/swxjxrjFnpfG53ARnAVk3tKCL9gb8AFxtjKpwm43djrzellFIq5jSTqpRSLjLG3G2M2d4Ycww2g/g59t58JrZ2dQZOX9VG+gBpwLyIZfNovjauKauNMRWN9h8EICK7icinTlPiUmztXZ92HLsl44C/i4hgM4kvORnSBgsanhhjyoFVTlzDgd2cJq9rRGQNNuPZ1oGhBrHp5zUo4vVyY8y6Vo6xNOJ5Qwaw8bJcaPUzHMTG77MSWNnMOZ8BPgBecJop3yEiaa3EuSDyhYhcJiIzRKTU+dy60/z/czj22loc8Tk/jK29VkoppWJOM6lKKZUAnNqrM4GbgG2BqcaYWmwzze2a2GUFtoZteMSyYcDv7ThtT6cJbeT+i5znz2Ob5g41xnQH/gtIO47dYJPaQWPMRGyN4z7A37GZsEhDG544TWd7OXEtAD4zxvSIeOQaY85pYyyL2PTzWhTxut0DLLWipc9wMRA5mnMWtrZ0E8aYWmPMjcaYrYE9sTXKJ7US8/rlTv/TK7CFID2NMT2A0ohYGh9jAVAN9In4nLsZY7Zp/S0rpZRSnaeZVKWUSgz/BoqcGrW5wC5OBm0sMKfxxk5z05eAf4pInjO40D+A9k4lcqOIpDsZmUOAl53lecAqY8w6saMQ/70jbwpb8+gXkca/N08DDwC1xpgvG637i4jsLSLp2L6pE40xC7BNgrcUkRNFJM157NKof2tL/gdcKyJ9RaQPtoltLKdeaekzfAU41Bl4KR0ooplCABH5g4jkO028y7CFE2Fn9VI2DLjVUhx1wHLAJyLXA90i1m/0PzLGLAY+BO4SkW5iB+PaQkQ63dxbKaWUagvNpCqllMtE5I9AD2PM6wDGmO+w/UMXAH8AipvZ9QLs4DxzsFPYPA880Y5TLwFWY2sTnwPONsb84qw7F7hJRNZiM3Mvtec9RWjI9K4UkR8jlj+DrTFuKpP4PHADtpnvTjj9V40xa7ED+BzrxLwEuB3bv7ItbgF+wA58FAJ+dJbFSrOfoTHmZ+z/7wVsrWo5sAxbg9nYAGymtgzb/PszNtQ+3wscKXau3ebm1f0AeB/4FdvEeR0bNwdu6n90EpAOTMdeI69gB3hSSimlYk46MH2cUkop1SlO89ZlwI7GmFkRy58CFhpjOjNHbNJxas3XACONMXNdDkcppZRyldakKqWUcsM5wPeRGdSuRkQOFZFsp1/wndja3RJ3o1JKKaXc1+JE7EoppVS0iUgJtv/l4e5G4rrDsM12BdsM+VijzZuUUkopbe6rlFJKKaWUUipxaHNfpZRSSimllFIJQzOpSimllFJKKaUShmZSlVJKKaWUUkolDM2kKqWUUkoppZRKGJpJVUoppZRSSimVMDSTqpRSSimllFIqYWgmVSmllFJKKaVUwtBMqlJKKaWUUkqphKGZVKWUUkoppZRSCUMzqUoppZRSSimlEoZmUpVSSimllFJKJQzNpCqllFJKKaWUShiaSVVKKaWUUkoplTA0k6qUUkoppZRSKmFoJlUppZRSSimlVMLQTKpSSimllFJKqYShmVSllFJKKaWUUglDM6lKKaWUUkoppRKGZlKVUkoppZRSSiUMzaQqpZRSSimllEoYmklVSimllFJKKZUwNJOqlFJKKaWUUiphaCZVKaWUUkoppVTC0EyqUkoppZRSSqmEoZlUpZRSSimllFIJQzOpSimllFJKKaUShmZSlVJKKaWUUkolDM2kKqWUUkoppZRKGJpJVUoppZRSSimVMDSTqpRSSimllFIqYWgmVSmllFJKKaVUwtBMqlJKKaWUUkqphKGZVKWUUkoppZRSCUMzqUoppZRSSimlEoZmUpVSSimllFJKJQzNpCqllFJKKaWUShiaSVVKKaWUUkoplTA0k6qUUkoppZRSKmFoJlUppZRSSimlVMLQTKpSSimllFJKqYShmVSllFJKKaWUUglDM6lKKaWUUkoppRKGZlKVUkoppZRSSiUMzaQqpZRSSimllEoYmklVSimllFJKKZUwNJOqlFJKKaWUUiphaCZVKaWUUkoppVTC0EyqUkoppZRSSqmEoZlUpZRSSimllFIJQzOpSimllFJKKaUShmZSlVJKKaWUUkolDM2kKqWUUkoppZRKGJpJVUoppZRSSimVMDSTqpRSSimllFIqYWgmVSmllFJKKaVUwtBMqlJKKaWUUkqphKGZVKWUUkoppZRSCUMzqUoppZRSSimlEoZmUpVSSimllFJKJQzNpCqllFJKKaWUShiaSVVKKaWUUkoplTA0k6qUUkoppZRSKmFoJlUppZRSSimlVMLQTKpSSimllFJKqYShmVSllFJKKaWUUglDM6nNEJGTReRLt+NoKxH5WUTGuh1HohKR/4rIdS6c93gR+bCF9RNE5PR4xqQ21fj/JCJGREa4GVNXJiLlIrK523EoFU0i8pSI3OJ2HI2JyDDnO+dtZbuxIrIwXnEpdzS+HiLTKa2ladySbGl21TZxy6SKSImIVDkX/moRCYrI0HidP5acL0e9894aHg/EMwZjzDbGmAnt2UdEDhWRJSLSK2LZYSLyu4h0j3qQMdTo+lriJAZyG9YbY842xtwc77iMMc8ZYw6K93lhfUarwvlMVorIxyJyTDv2T6ibvoj4nff0U6PlfUSkRkRKOnpsN/9Pyca5LkIiUul81/4jIj0i1heJSJHzfKyIhCPui7+LyI2tncMYk2uMmRO7d7E+1hIROSDW51GJTUT2FpGvRaRURFaJyFcisouzLiHug43u57+LyL9by1Q6+7V6jRtj5jvfufroRazc0Cgt1Gp6tNF1VS4ia1q6HmL5W6mF9qqxeNekHmqMyQUGAkuB+ztyEBHxRTOoKB3vG+dL3fA4P0bniRpjzNvAJ8DdAE5C8z/AOcaYUhdD66iG62sMsANwlbvhJITtnc9kK+Ap4AERucHdkDotW0S2jXj9d2BuRw+WaN/LRCYilwK3A5cD3YHdgeHAeBFJb2a3RQ33RWBv4DQRObyZ4+v/QsWViHQD3sGmR3oBg4EbgWo342pGw/18f+x974zOHlC/cynp0NbSo41sH7Ftj3gEqFRbuNLc1xizDngF2LphmYhkiMidIjJfRJaKbZ6Z5awbKyILReRKEVkCPOmU1r8kIk+LyFqxzV13jjheQERmO+umi8hfI9ad7JSU3i0iK4EiEektIm+JSJmIfAds0dn36cT4iog8KyJlwMkisquIfCMia0RksYg8EJm4c0q1zhaRWc42D4qIRKw/Q0RmRLyvHZ3l60tLnXP84LyXpSLy7xbCvBD4s4gcjM2sfmaMeauz791NxpglwAfYzCqwaTMrEbnC+fwXicjpEtG809n2IRF5zylZ/EpEBojIPWJbAfwiIjtEHKu1a+3LiNcHOvuXOqWb6/+3zvpTnf/vahH5QESGR6xr8dpo5TNZYYx5BjgHuEpEejvH7C4ijzufxe8icou0rXR+lIiMF1vrMFNEjo5Y1935Xi4XkXkicq2IeCI/D+e7vlpE5orIn9vyHiI8AxRGvD4JeLpRfO39/jdZWyIiuzjfIW/EsiNEZIrzvMX7UCoRm5i/EbjAGPO+MabWGFMCHA34gRNaO4YxZi7wNRvf+42InCcis4BZEcsavo9t+W24VESWOdfxKR18f1uIyCdiWx2sEJHnZOMa4hIRuVxEpoqteXhcRPo794m1IvKRiPSM2H53sbVza0RkikR0x3CutznOfnNF5PiOxKyiYksAY8z/jDH1xpgqY8yHxpipIjIa+C+wh/NbsAZARApE5Cexv7ELxGk50EA21Myucdaf3PikIpInIp+KyH1tvY83MMb8AnwBbNvSdSsizwDDgLed+K+QDS1SThOR+cAnEct8zn69RORJsb+Pq0XkjabiEJELnfvrkPbErxJb4+uh0brGaZpm0yUi4hWRu5zrcq6InN/ccVs7T8S5Gn4XWkyzi8hBYtMmpWLTc59JRC2ttJDWUonDlUyqiGQDxwATIxYXY38sxgAjsKWZ10esH4At5RwOnOks+z/gBaAH8BYQ2aRhNrAPtrT/RuBZERkYsX43YA7QH/gn8CCwDlvLe6rziIbDsBnyHsBzQD1wCdAH2ANbInpuo30OAXYBtsMmAA8GEJGjgCJsorwb9v2vbOKc9wL3GmO6Yb+4LzUXnDFmBXCRE9sh2ExrUnN+MP8M/NbM+j8B/wAOwF5rY5vY7GjgWuz/qRr4BvjRef0KEJnxb+1aazhvH+C1iOPOBvaKWH8YcDVwBNAXmwj5X6PDNHlttMObgA/Y1Xn9FFCH/Rx2AA4CWmxuIyI5wHjgeaAfcCzwkIg0ZDzux34WmwP7Ya/XyIzDbsBM7GdwB/B4OxNpzwLHOj+AWwO5wLeNtmnv979Jxpjvsd+xyOZNJ7Jxpril+1Aq2RPIxF7D6xljyoF3gQOd10XGmKKmDiAiI7HX/MRGqw7H/k+2brwPbftt6O4sPw14MDKz2A4C3AYMAkYDQ7H320h/w77PLYFDgfew39m+2N/TCwFEZDAQBG7B/m5dBrwqIn2d7899wJ+NMXnYz3VyB+JV0fErUC8i40Tkz5HXjjFmBnA2G1pK9XBWVWDvaz2AAuAccVoHOInd97D3wb7Y63Zy5AnFFhJ+DHxljLnQGGPaE7Bz39sH+IkWrltjzInAfDbUrN0RcZj9nO2b+g15BsgGtsHe4+9uIobrgZOB/Ywx2k+1a2suXXIGNi02BtgRe5+PlmbT7E5a6xVsa7re2PTGnhHr25LWUonAGBOXB1AClANrgFpgEZDvrBPsTX+LiO33AOY6z8cCNUBmxPoi4KOI11sDVS2cfzJwmPP8ZGB+xDqvE9OoiGW3Al+28b2djE3or4l47O7E+Hkr+14MvB7x2gB7R7x+CQg4zz8ALmrh8z3Aef45NmHep43xb+a8/+fidT3E8Ppa63yGHwM9ItY/BdziPH8CuC1i3QhnnxER2z4asf4CYEbE63xgTTuutS+d5ycBEyO2E2AhcLrz+j3gtIj1HqASGN7atdFMHOvfU6PlS4DjsRm0aiArYt1xwKeNY2+0/zHAF42WPQzc4HyXaoCtI9adBUyIOOZvEeuynTgHtOF/7He29QEfYX8Ii4FrsAUOJe34n8xvtH6j99roeriy4buBzXBUAgOd10W04z6UzA9sTemSZtYVA+ObWD4WCGPviWXO5/oakN7os/5jU9cubfttqAJ8EeuXAbu38T2V4Nw3m1h3OPBTo22Pj3j9KvCfiNcXAG9EXDPPNDreB9gWADnO5/E3Ir57+nD12h6Nve8vxP6WvwX0d9ZtdG9oZv97gLud51cR8ZveaLunsL8/04DL2xmjcb5Dq7GFcLcAnia2a+q6PSDitd851uZNLPNhE/1hoGcTxx4L/I4tpP0S6O72/04fm/yPStiQ1m54nNGG66ph2/sirwdnmwlsSKds9H2g5TTrJ8BZEesOiDxuE7E0e56Ic42glTQ7Nq31TcQ6ARbQxrSWPhLnEe+a1MONLYnMBM4HPhORAdiSjGxgktNcYA3wvrO8wXJjmwlHWhLxvBLIjGiucpKITI443rbYmpsGCyKe98XenCOXzWvne5tojOkR8WioKYg8JiKypYi8I3bAkTLsF6tPo2M1fl8NAwANxf44teY0bEn/LyLyvYgc0sr2j2Brhv4iInu04fiJ6nBjaybGAqPY9HNtMIiN/y8LmthmacTzqiZerx+UqQ3XWpPnNfbuGHnu4cC9EcdZhb25Do7YpslrQ2wz04aBD/Zp4twNsaZhr/dVzvnSgMUR53wYW3LekuHAbg37OPsdj63R6uMcM/L7M6+592CMqXSe5tI+T2N/xI7DlvpvpJ3f/9Y8Cxzq1IAdjc2gL45Y3+x9KMWsAPo0894GOuubssi5J3bD1jxVAeMabdPc/6Mtvw0rjTF1Ea8j75ltJrbp7gtim72XYf/vjb/Hbb0vDAeOavQd2RtbuFGBLeg5G/vdC4rIqPbGq6LHGDPDGHOyMWYI9l4xCJvxbJKI7Ca2qe5yESnF/i8brpXWfqcLgCxsM+L22tEY09MYs4Ux5lpjTLiN121TmvvODQVWGWNWN7O+B7Y1220mOceu6AoOb5QefRRaTCfsGLFtR1rTNZdmbUtaqyNaS7M3ldaKrO1vS1pLJQC3+qTWG2NewzZ93RubuKkCton4onQ3doCA9bu19fhOc5tHsRnh3k7GeBob9/+LPN5ybOlp5GjDw9rxllrSOO7/AL8AI51E29WN4mrJAtrQV9YYM8sYcxw2s3E78IqTwN6EiJyGfd/nOrE8Js0PgJIUjDGfYUus72xmk8VAZB+aDo8y3cZrLfK8QyP2lUbnXoAtdYz8cckyxnzdWhzGju7cMPDBFy1sehj2Wv/OOV81tsa94XzdjDHbtHK6Bdi+y5Fx5hpjzsF+l2uxPwINhmFL36PpVWxib44xZn7kig58/1tkjPkd29z7CGxT300yxV3EN9jr5YjIhWJH0f4ztvVCi5xE7fPYprIbrWpml7b8NkTLrU4c+c69+QTafm9ubAG2JjXyO5JjjCkGMMZ8YIw5EJu5/wV7vaoEYGx/z6ewmVVo+tp8HlvbOtQY0x2b4Wy4Vlr7nX4UW9DybnO/y+3U2nXb3HerueULgF4S0R+7kdXY5p1PishezWyjElA70gnR0pm0VgW2gBIAp0KrQWtp9o3O66S1IuPocFpLxZdbfVLFaRPeE9uMMoy9cd8tIv2cbQaLHcynI3KwN+DlzrFOYcMPziaMHWb7NewAKtlOf4/CRjFPkEaDI3RQHrZpRblTen5OO/Z9DLhMRHZyPsMR0kRnbxE5QUT6Op/rGmdxuIntBgH/wjYFqcb+0K7ENp9MdvcAB4rI9k2sewk4RURGi+0f3Zn5U9tzrQWBbcQOvOPD9l+LvPH+Fzuo0TbOsbqL7YfcaWIHwjge24/jdmPMSqc28EPgLhHpJiIesYNw7LfxrpIZ+cCOhLmliJwoImnOYxcRGe18l14C/il2YJDh2P6/z7YxziIRmdDadk5t1B9puv9su77/bfQ0cAW2qfdrrWybkpwM5o3A/SLyJ+f/7sf+vxfShsy7k6E9Fvi5jefs1G+D2ME3StqyLfbeXA6Uiu1Tenkb92tKQ+37wWL7TmeKHeRpiFPzdZiTQal2zrnJ/VnFh9hB4C4VZ/AfsVPjHceGftNLgSGNCm/zsLWN60RkV+xIuw2eAw4QkaNFxCd2gJcxjU57Praf3NuyYRCw9lyrkVq7bpdixwdoE+d34T3sOAM9ne/5vo22mYBtPfOa8/6VaspLwEXOPbsHthtEW03BppfGOOmOooYVbUizB4F8ETncSWudR5zSWiq64p1JfVtEyrGZtH8ChcaYhsTKldiBbiaKbbLyEXbajHYzxkwH7sKW/C/FJiy/amW387FNFJZgS1GfbLR+aBuO0RaXYX/Q1mITXy+2dUdjzMvYz+15Z/83sH3kGvsT8LPzWd8LHGuMqWpiu4eAFxpK1JwmEWcAF0d8eX+WJBx50hizHJuxuL6Jde9h+118inPNOavaPeVAe641YwepOgrbf28lMDJyW2PM69ia7xec78A0bA1VZ0xxroPfsBm6S4wxkZ/JSUA6MB1bQv4KtnanwZ7YmqzGj4OwmY1F2O/M7UCGs88F2FLQOdh+S89j+2G1RZu/Z8aYH4wxmzSr6+D3vzWvY2uHX49ootzlGDvwytXYVgpl2AGrFgD7OwVdTRkkThMzbJOsXtgEblt15rehLddTQ43SjdjBPUqxiZwOF0YYYxZgWy1cjS0sWYDNPHicxz+w351V2AFs2lNYqaJrLXbQrm9FpAL7ezANuNRZ/wm2UGWJiDQ0aT8XuElE1mJ/Y9YPTui07PiLs/8qbH/4jQpLnd/aM7GFO286ifCOpjFau25vA64V27TxsjYe80Rsi5hfsH28L268gTFmPHawmrfFmWVAJYyG0ZwbHq+7FMej2ILwqdhBvt7F1oC2NB+v7XxqzK/ATdj7/SxsWiJSs2n2iLTWHdi01tbADzhpvBiltVQMiL1XqpY4JawvGWP2bHVjlXTETjMwDcho1LdNxZmITMZmeJoatdpVIjIb20ToI7djUW0jIh9iB5ub0cz6VdhBmybHNTClGmntWlUq2Ymdbu6/xphNWgA6638EbjLGvBHl83qwBULHG2M+jeaxVWy50tw32RhjFmoGNbWIyF/Fzr/YE1ui9rZmUN1njBmToBnUv2FLeD9xOxbVdsaYg1rIoB6EHSVyVnyjUmpTLV2rSiUjEckSkb84zd4HY2cAaLJW12m9Nxpb4xqNcx8sIj1EJIMNY780nvpMJTjNpKqu6ixsM6bZ2KYn2txONcnpI/sf4Dynj6RKciLyAnYk6zOc/s1KKaWiS7DN0VdjM58zaKILlojcjm0WfKUxpr0zazRnD2z6bgV2oL7Dm+n2phKYNvdVSimllFJKKZUwtCZVKaWUUkoppVTC0EyqUkoppZRSSqmEoZlUpZRSSimllFIJQzOpSimllFJKKaUShmZSlVJKKaWUUkolDM2kKqWUUkoppZRKGJpJVUoppZRSSrlCRIyIPBvx2iciy0XknRic6+poH1PFhmZSlVJKKaWUUm6pALYVkSzn9YHA7zE6V7szqSLijUUgqmWaSVVKKaVUQtOaFqVS3rtAgfP8OOB/DStEpJeIvCEiU0Vkoohs5ywvEpEnRGSCiMwRkQsj9jlBRL4Tkcki8rCIeEWkGMhylj3nbPeGiEwSkZ9F5MyI/ctF5C4RmQJcIyJvRKw7UERej+WHoTSTqtR6mghSSqmEpTUtSqW2F4BjRSQT2A74NmLdjcBPxpjtsN/PpyPWjQIOBnYFbhCRNBEZDRwD7GWMGQPUA8cbYwJAlTFmjDHmeGf/U40xOwE7AxeKSG9neQ7wrTFme+BmYJSI9HXWnQI8Ec03rzbVoUyqJuZVitJEkFJKJS6taVEqRRljpgJ+7Hf73Uar9waecbb7BOgtIt2cdUFjTLUxZgWwDOgP7A/sBHwvIpOd15s3c+oLne/wRGAoMNJZXg+86pzTOOc/QUR6AHsA73Xi7ao26GhNqibmVarSRJBKGlpgqLoYrWlRKrW9BdxJRNqrDaojntcDPkCAcc73eIwxZitjTFHjHUVkLHAAsIfzPf4JyHRWrzPG1Eds/iRwAjZt+LIxpq4dMaoO6ExzX03Mq1SkiSCVTLTAUHUZWtOiVMp7ArjRGBNqtPwL4HhYn7FcYYwpa+E4HwNHikg/Z59eIjLcWVcrImnO8+7AamNMpYiMAnZv7oDGmEXAIuBabIZVxVhnMqmamFcpRxNBKglpgaHqSrSmRakUZYxZaIy5r4lVRcBOIjIVKAYKWznOdGxm8kNnn/HAQGf1I8BU57fsfcAnIjOc405sJcTngAXGmBltfEuqE3wd3dEYM1VE/DSfmP+bs90nIrJJYh6oFpGmEvMAWdiEflMuFJG/Os8bEvMraZSYF5GGxPyT2MT8SR19r6rLaUgEjQV6t7zpei0lgq5qacdGiaBKEZlAy4mgt4F1aCJIWS8A1ztNfLfDFsjt46xrKDA8XET+iC0wHOOsGwX8AcgDZorIf4ARbCgwrBWRh3AKDEXkfKcQscGpxphVTi3u9yLyqjFmJRsKDC8Ve0OfISJ9jTHL0QJD1XlPAGuMMSHn3tmgoabl5siaFidN0ZSPgTdF5G5jzDIR6QXkGWPm4dS0GGNqaWdNi4g01LQc0Kl3qVQXYozJbWLZBGCC83wVcHgT2xQ1er1txPMXgReb2OdK4MqIRX9ua0zY/M2jTW2voq/DmVSHJuZVKtJEkEoaWmCouhJjzEKguZqWJ5xak0raUNMiIg01LR6gFjgPmMeGmpYfgVOBs52alpm0raalr9a0KJVaRGQStovNpW7H0lV0NpPa5RLz/kDQg03MDcZ+fuFGj3rnsRJYVlJcYKJ1bhUfXSUR5FzLPYCezt8eQBqwFiiL+FtWUlyghTyJrcsWGPoDwXSgm3P+ph61wCrsPXllSXFBdTOHUgmsK9S0+APBbGzLhkxsAVFWxHMP9hpeASwvKS5Y15FzKBUP/kDQCwwA+gHp2N8Wj/MQ7O/Pauw1vToZ0spOV0MVR2K7ubVzJ5HyxjdnJ9FymTHmECeT+QS2/10lcKZT2l8ElBtj7nT2mQYcYowpEZFjgKuwF3AtcJ4xZqKI3A78H9CQmH8D22dwJjZRXWSMmdBMTMcCFxtjms3MNsVJvG+PzQRvjq0lGOL8HYhNyLdFNbaT9TxglhPzTOD7kuKCpe2JSakGIvIAtgnn461t6yTgt8Zez9s5f0cAvYBc7I9FW6wDFgO/Yq/hGcAUYEpJcUFle9+Dio6G+56IDAGOMMbc1+hefB+w3BjTUGB4tzFmh+buxUA28Ca2ue9GBYYishro5zQDPgw43RhzqFNgOBn4Uwv34reBHYEDOlq44g8E+2ObKDd+DKN94yusBBY4j9nAd8DEkuKCuR2JS6kGETUtBzqtFDbhDwR9wBbAVsCWzqPh+YB2nK4CWO485gMh5zG5pLhgTkffg1Jt5aSVt8Le23fEXsODsenkfrT9vlwLLAEWAj8DU9mQviiNctgqiXQok5os2pqYd0ovd8OWgO6NzZx2a2mfKJgOfOo8JpQUF6yM8flUCmgtEeQk5P+Ebba5AzYR39kWEy0JYzOuE4Ag8HFJcUFVDM+nIqRygWHEtfxn7PXcp637dtBS7ACAE53HdyXFBRUxPqdKcU6N0q7AH4H9gD2x/bZjaQW28OUb4P2S4oIfYnw+1QU4hd77Ye/Ju2MLvmN9Lc/DXscfAB+UFBcsjvH5VAJJ2UxqGxLzA4CjgaOwGdS21o7GgsGWHH0CvFRSXNBac0+l1vMHgtsAR2IzEDvQ9trRWKjCXsdB4J2S4oIFLsaiEkRbCgydxPwe2ATQn7EDPLl5LVdjR89+Hnhbm1eqtvIHgrnAYdhRtw/Gtlxx03zgdeA14MuS4oKwy/GoJOEPBAdhr+MCbGFhU03c42kqdkTed7DXcmpmYhSQwpnUpjg1pkdi+xKOpXNT8MTSz8DjwDMlxQUr3A5GJR5/INgXOAvb93uUy+G0ZDLwMPZa1lqpLqgNBYZbY6/lE3A/Md+cMmzN8fPARyXFBfUtb666In8guDNwJnYQM7cT881Zhm3S/7+S4oJP3Q5GJR5/IJiGLfQ+Azv3dqKmlWcDTwFPlRQXLHQ5FhUDXSKT6iSCLsD+cHR3OZz2qMEOiPI48KGWfip/IJgPXIzNnGa4G027rMEOoPNgSXHBbJdjUS5z+uUdCZwP7OVyOO21FDtf8V0lxQVL3A5GucsfCHbD3o/PwLZkSSaTgbuAF0uKC2pdjkW5zB8IjgBOB07GDhCaLMLYeVAfBV7XtHLqSOlMqj8Q3Aq4ATvvX6KWBLXVHOzoss/pF7Br8QeCgm1qcwm2X1MyC2ObUN5fUlzwgdvBqPhyEvRnABdiBzxKZlXYUbpv135SXY8/EOwHXAOcRuz75cVaw4j2j+hANV2PPxAcjU1fHoW7XSyi4Rfgn9iWAtriJcmlZCbVHwhuAVyPLd30uhxOtIWAq0uKC95xOxAVe/5A8FDgDhK7SW9HfQ1cXFJc8L3bgajYcvqbngXcRNunyEkW67Al+MUlxQWL3A5GxZbT3/Qy7FyJidqkt6PWAv8F/qmZ1dTnDwS3xFbkHEvyV+Q0NgubWX1Op9BLXimVSfUHgsOwmdNCYjuiaSL4EgiUFBd85XYgKvqcH497aGZ+vhRisE0nr9IEfmryB4J/AO4F8t2OJcaqsZnVm0qKC5a7HYyKLqef3tnYudf7uRxOrC3FzhP7tA5Mk3qcVgC3AyeSehU5jf0KnFdSXPCR24Go9kuJTKrTHPJC4FbsPH9dydvABSXFBfPcDkR1nj8QzAOuAy7CToDdVVQAt2H7+ekoqinAHwhuBtwJHOF2LHG2ErispLjgKbcDUdHhtGi5BzuVU1fyFTaBP8XtQFTnOWnl07Cts3q6HE68vQD8Q7tmJJekz6T6A8HNsQOy7Ot2LC5aC1xeUlzwsNuBqI7zB4J/xybqB7odi4vmAWeWFBd86HYgqmOcufSuwzaJzHQ5HDd9ApxRUlwwx+1AVMc4TXvvwSbsu6p64D/AdSXFBWtcjkV1kD8QHIXtQ7+P27G4qAzbEuIh7a+aHJI2k+qUCJ2LbbKQ7IMWRMt44GRtNplc/IFgDjYRcKLbsSQIgx3E48qS4oJNpixRicsfCA4HXgJ2dTuWBFEOXFJSXPCY24Go9vEHgnsBT9P1ak+b8zvw95Ligs/dDkS1nT8Q9AABbN/TrtQ6qyWfA8dpWjnxJWUm1UkIPUHyj3QaCyuAU3RgpeTgTI/0CjDa7VgSUAg4uqS44Be3A1Gtc5pEjqPrNSNri7eBU3Xe68Tn9D29CbiC1BtMprPqgZuBm3WWgcTnDwT7A88CB7gdSwJaDpyoswwktqTLpPoDwb2xk6qn2giR0XYPtl+UNmlIUP5A8CRsDWpX60fdHuXAaSXFBS+5HYhqmjPn6W3Y0U6TffqCWJoDFGihS+JyCsBfJ/nmO4238cCxJcUFq9wORDXNaQnwMl27+1BrDFCMbcquaeUElFSZVH8geBy2/2mG27EkibewPyRVbgeiNvAHglnAA8CpbseSRP6NLXRJnhtWF+APBIcALwJ7uh1LklgDHFFSXPCp24GojfkDwd2AN4H+bseSJOYCf9VBlRKPPxA8BzuieprbsSSJCdhreY3LcahGkiaT6g8Er8E2M9GS+vb5GjhUSzwTgz8Q7Am8gybqO+I5bJ9rnfMsAThN1T8GBrgdS5KpBc4qKS540u1AlOUPBI/C9j/tygN9dUQlcHhJccF4twNRlj8QvA3bB1W1zzTgYO2nmlgSPpPq9A95GDjF7ViS2C/An3SaGnf5A8GBwAek/nyRsfQWtp+qDqjkIn8guD22yV9ft2NJYrcB12jrAHf5A8FzgfvR/qcdVQ0cqeNguMsZIOkh4Cy3Y0li87EZVe2SkSASOpPqjHr6JrC/27GkgEXAn0uKC6a6HUhX5PR1+gQdKTIaPgEOKykuKHc7kK7IHwjujC1s6eV2LCngf9jBO7Q/lAv8geANQJHbcaSAWuxoqa+6HUhX5FTmPAMc43YsKWAlcEhJccFEtwNRCVxy6A8EM9AMajQNAj53EpgqjpwM6gQ0gxotfwQ+9geCmkmKM38guAfwEZpBjZbjsIOnqTjzB4JXoxnUaEkDXnTm+lZx5MxL/SaaQY2W3sB4fyC4u9uBqAStSXVGi3wNONTtWFLQUmCPkuKCuW4H0hX4A8FhwGeA3+VQUtEUYJ+S4oK1bgfSFfgDwX2BIJDrdiwp6J8lxQXXuh1EV+EPBE8FHnc7jhQUBs4oKS54wu1AugJ/ICjY1hiaQY2+1cAfdGAwdyVqTeoTaAY1VvoD72ktVOz5A8Fc7CBJfpdDSVXbAy/4A0Gv24GkOn8guCPwLppBjZVr/IHgBW4H0RX4A8FDgEfcjiNFeYBH/YHgn90OpIv4NwmaQTXhehY9eSHLXrkRgCXPXcGiJy9g0ZMXsPDBk1j22i0AVMz8ikWPncuS566gvqoMgNrVi1n+5u2uxe7oCXzgDwQ3czuQrizhalL9geAtwDVux9EFfAUcUFJcsM7tQFKRU8L5GnB4rM+18D+n4knPAo8H8XgZWHgPNcvmsPKDBzE16/B170efQy/Hk5HNuoXTWfXhQ4jXR59DLyet12DC68pZ/ubt9Dv6RkQStdyqRfeWFBdc7HYQqcofCA4CvgMGux1LijPA8SXFBf9zO5BU5TRX/xjIivW5mrwvL3Xuy/U1iMdLrwPPIWPQVlTM/IrSL57Dk5VL3yOuxZvVjdrVi1nz+dP0PezKWIcaC6XA7joATez4A8FLgTvdjqM5Zd+9TvWS3zA1lfQ78oaN1i1//VayRu5G7rb7s+T5AP2OKqLy128Iryun206HsvytO+ix9/Gk9UqIn5xfgT1LigtWuh1IV5RQKVJ/IHg6Mc6ghteVs/z1W/n90bP5/dGzqf59BhW/fMmix85l3u2HUr141vpt1y2czqInzmfxuIupXfX7+v2XvngdxoRjGWY87AU844wIp6LvFuKQQW3Q/7hbGXTK/QwsvAeAle/dT8/9TmbQaQ+SveUelH1rx7Mo+/51+h1ZRM/9z2Dt5PcAKP36RbrvcVSyZlABLvIHgjqiYQw4c/q+SYwyqE3dj9d8/gyLnjifRU9ewNIXr6NurU0bJHCJe7QIMM4fCB7kdiCpyB8Ijsa2bIl5BrVB4/vy6glP0mOv4xh0yv302Pt4Vk+wsxCtnfQ2Awr/Te6YP1Mx/TMA1nzxDD32OSFeoUZbd+AtZ8o1FWX+QPAY4F9ux9GcurIVVM35ntztN72VhasrWTdvCtkj97ALxIOpr8PUViMeL+sWTMOb0zNRMqgAWwKvaostdyRMqtQfCI4BHoz1eVZ9/AiZm+/E4DP+y6BT7yet91DS+wyn71+vJmPoNhttm6IJ+khHAne4HUSq8QeCxwFXuxlD7arfyRi6LQCZ/h2o/PVrAMTjw9RVOz8IPmpXL6Zu7Qoyh23nZrjR8IA/ENRB1qLvESBmg601dT/uttvfGHTqAww65X6yttiF0q9txWIKJuSbkoZtwj7E7UBSiTNTwBskwIBf4ZpK+7e6Em9ub7sw8RPqHTESO5iSJu6jyB8IjsL2pxa3Y2nO6o8focfYUxHZNMTKWd+QOXx7PBnZAHTf/SiWvXANVb99S87W+9k09p7Hxjvk1uwH3Ox2EF1RQuS0nNL654H0WJ4nXF3BugU/k7udLd0RbxqezFzS+gwlrfemaYIUTtBHulT7j0SPPxDcBdunOn5EWPbS9Sx+6iLWTn4fgPQ+w6iaZUdQr/zlS+rWrgDsD8KKd/5N6cSXydvxENZ8/nSqJPJ9wCv+QHCE24GkCn8geDYQs4ujuftxQ+IFwNSuY31aLDUT8k3pibZyibZ7sDUi8dPEfbnX/mey+tMnWfjQyaz+9HF67lcIJE1CvSMOBO5yO4hU4Q8EM4GXgBy3Y2lO5W/f4cnpQcaApn+KK6Z/TvbW+61/nbXZDgw8+V76HXkDlbMmkrX5ztSt+p3lr9/KyvfuI1ybMD3SAppWjr+E6JPqDwQfAs6J9Xlsf5D7Ses9jJplc8kYMIKe+5+JJz0TgCXPB+j5h9PIGDgyYvsHkbR0+hRcyupPH6fHPiekYqJoMbBtSXHBKrcDSWbOQEnTgOHxPG/d2hX48vpQX7GGpS9eS68Dz8ab3Z1VHz1CuKqMrBG7sXbS2wy9aOOubusWTKPy12/I2+EvrPniWcTjpecfT8Obk9QttL4E9ispLkj69vhucqaq+hLIiNU5Wrofr/78aSqmfYInI5v+x92GN7s7VXN/Ys1nT+HN7UWfQy9j+RvF9Pm/K/Bm5cUqRLddWVJcoC1dOskfCB4BxH3+zqbuy5UzvyJj6LbkbLUXFTO+oHzK+/Q/9p8b7Vc+7WPCVeVkDNqKsu9ew5OZS88DzsSTlhnvtxBNfyspLnjN7SCSnT8Q/A9wtttxtGT1Z09RMe1T8Hgx9TWY6iqyt9yDPodeRn1lKYsePZsh541DfBvXSYVr17HslZvof/RNLHvlRvr+9RoqZ36Fqa8lb8yfXHo3m1gJ7FBSXLDA7UC6CtdLav2B4KHEIYMKdrSxmiWzydvhLww65T4kLYOyiS83u316/80ZeNJdDDjuNupKl+DNtS2Flr95OyvevpP6itXxCDseBgIPuR1ECriVOGdQAXx5fQDw5vQge8s9qF70K2m9h9L/mJsZePK95Gy9H76eAzbaxxizvrR+zVfP03PsKeRufzBlk96Od/jRtjdwvttBJDNnYviniWEGFVq+H/fc9ySGnPsUOVuPZe2kd4CkKnGPlpv9geAObgeRzPyB4GDgUTfO3dR9uTz0Mdlb7glA9qi9qV7860b7hGvXUR76mLwdC1jz5XP0LvgHGUO2oeLnCfEOP9oe1P6pneMPBI8kwTOoAD33O5kh541jyDlP0Pf/riBz+Hb0OfQyACpnfkXWiF02yaAClH37Gt12OhTx+jB1NbYBjQimrjrO76BFvbFN2F3PO3UVrn7Q/kBwAHGcq8yX1wdvXh8yBm0FQPZWe1GzdHar+6Vwgj7SMU5nfNUB/kBwT+C8eJ83XLOOcHXl+ufr5v5Eet/h1FesAcCYMKVfv0DemI1bqVRM+4SszXfGm5WHqa0GEfuDUJtQPwgddZs/ENzc7SCS2OXA6FifpC3345xtxlL561cbLUvhhHxj6cDzTncY1U5OQvJpXOiH2tx92Zvbi+oFIQDWzZtCWs9BG+2XJAn1jhhAAo9Em+j8gWA/UmDapIoZn5Mzer9NltetXUnN4l/J3tIOppS306EsGfcPyie/R87WY+McZav2wIW0Xlflc/n8TwJ943Uyb25PfN36ULtyIWm9h9gfiT7DWt0vxRP0kR7yB4KflxQXLHY7kGTiDwQzgMdwodCnvnINy535xgiHydl6P7I234myH95k7Y9BALK33JOc/APX7xOuXUf5tI/of7QdB6DbLoez7OWi9dPSpIBs4HF/IPjHkuIC9/szJBEnc39tPM7V3P24dtXv67tUVM76lrReG48XkMIJ+aaMwvbpO9ftQJLQRcAf3Thxc/fl3umZrP7oEUy4HvGl0+tPG6bGbUio99j778CGhLonM4e+R8TlKxlrp/oDwedLigs+djuQJHQHtq96Uskctt1GY7gM+Htxk9v58nrT76ii9a9zRu1Nzqi9Yx1eZ9ziDwRfLSkuWOR2IKnOtT6pTjPft+J93pqlc1j5/n2Y+jp8PQbQ+y8XUz1/KqvGP0x9VSmejFzS+21G/2NsAt62k7+R/kffjHh9rFswjVUf/mfDPJNNDLiU5N4pKS441O0gkok/ELwJuM7tONQmzi0pLviP20EkE38g+C4Qt8Ehmrofr3rvPmpXLQTx4OvWl14Hn7e+6WTd2pWsev/+9Qmail++pPTL59cn5L3Z3eMVejwZYI+S4oJv3Q4kWfgDwT7Ab9ipUFTimIsd/6LS7UCShT8Q3Bv4nAQezbeLeqWkuOAot4NIda5kUp0hyacCW8f95KotDi4pLvjQ7SCSgT8QzAcmYaeOUImlHNhSWwa0jT8QPAo7cqRKPN+UFBfs6XYQycIfCN4HXNDqhsoN/y4pLrjU7SCSgT8Q9AE/Avlux6KaVFBSXPCu20GkMrf6pJ6CZlAT2R3aMbzN7kAzqIkqF7je7SCSgT8Q7IadpkMlpj10zIC28QeCI0mCAWa6sAt1qrA2Ox/NoCay+5yCBBUjcc+I+APBbODGeJ9Xtcv2xHB+xFThzImaMGOjqyadrgmiNrkMGNTqVspNtzkjL6uWFaMFh4nMBxS5HUSi8weCOcRpfADVYVsAJ7odRCpzo7bsEjQxlAxu0BKiVmktXeLzoYViLXISQzpaYeLbDDjZ7SASmT8Q3As4wu04VKuO8weC27gdRII7BzvliUps12haOXbimkn1B4J9gSvieU7VYZsDx7sdRKJy5i88xO04VJsco7WpLToNF6bpUB1yrT8Q3HSSQdWg6eFDVaLxoLWEzfIHgpmA9ttNDlugLQ9jJt41qecA3eJ8TtVx1zqDXKlNaS1q8vACAbeDSEROCfA/3I5DtdkwoNDtIBKRPxDcDUjoeSvURo7S+aybdQZ2blmVHK7V2tTYiFsm1RmI5/R4nU9FxQigwO0gEo0zou9hbseh2uUkfyA42O0gEtDRwHC3g1DtcobbASSoi9wOQLWLF0iJibmjyel3rp9LctkC7WYQE/GsSf0zMDSO51PRcbLbASSgS9E5y5JNGjrAQVM0MZR8dvEHgtu5HUQi8QeCA4Ej3Y5DtdtJ/kAw1+0gEswhaFo5GWklXAzEM5N6ZhzPpaLnEGdidAU4P6iaGEpOmkmN4A8EDwDGuB2H6pDT3A4gwZyKjuibjLLRGqjGTnE7ANUhB/gDQb/bQaSauGRS/YHgILTZaLJKQwdQinQUkON2EKpDtvYHgju5HUQC0Ux78jrBHwhmuB1EIvAHgoLNpKrkpOkLhz8Q7IdtdaiSj6AFDFEXr5rU07D9D1Ry0i/eBie5HYDqFP3/sX7ApEPdjkN1WC/gcLeDSBBjsaPRq+S0vz8Q1EGCrBOw06ap5HSKM/6OipJ4fZhaypnctvcHgmPcDsJtzg/pvm7HoTrlOB2FD7AJ+55uB6E6RZv8WtpcNLl5gePcDiJBnOx2AKpThmJ/W1WUxDyT6g8Etwf8sT6Pijmd9sAmhrSULLn1BQ52O4gE8Fe3A1CddoAz93hXp80jk1+Xb/LrDwRHAvlux6E67S9uB5BK4pHg1n9YatCEvQ6YlCr+5nYAbnL68B3udhyq04QuXmrvDwRHYKd/UMltJ+d/2ZUd5HYAKiq00CyK4pFJ1X9YahjdlUvtnUFK9nI7DhUV+7gdgMt2Awa5HYSKirFuB+AyTV+kjv3cDsBlB7odgIqKrf2BoM49HiUxzaT6A8EcYI9YnkPFVVfuj7kzkO52ECoqRnTxgToOdzsAFTV/cDsAl/3J7QBU1HTZQmBnnISu/l1OJVp4FiWxrkndEx2pLJV05ZLOPd0OQEVVV65N7crf41Qz2pm2osvxB4KZaE1yKtnb7QBctDvQze0gVNRo97goiXUmtSvXvKWirpy41UxqaumSmVR/IJgGjHE7DhVVY90OwCW7A9luB6GiZmRXLXCh636HU9UubgeQKmKdSe2yzTdSVL4/EOyq01Zos/XU0lVL7bcFMt0OQkVVV20mqCOhpp6ummbcye0AVFQN9geCfdwOIhXEOpM6KsbHV/EldMEfEX8guAXQ3+04VFRt7w8Eu2LzKk0MpZ6uWoC2tdsBqKjrqoWHY9wOQEXdGLcDSAUx6y/qDwSzgYGxOr5yzUi3A3DBrm4HoKLOA4wGvnU7kDjb1u0AVNRt5nYALhntdgAq6sa4HUDcFXXP+y3D411Gj++mh4dXfhveOn1ieHTfGWaYvw5fmtvhqQ7bAfjI7SCSXSwHNerqc16lqq44tLbf7QBUTAyj62VStfYp9XTzB4K9SooLVrkdSJzptZx6hrkdgAtG+yQ8dBCrhg7yruIA708AGENtNWmzFpq+y6eYLWq+CW+d/X14q8HzTP9BIOJyzKp1Y9wOIBXEMpOqE2ynpq6YSR3idgAqJrpigkgT9qnJD3SZTKo/EOwNdNl5u1NYV/yt3aqphSKkZVI7coQsGjmCRfzN+wUAxrB2Ldklc8zANZPCW4a/Dm/dfVJ4y+FryOuq44UkKq2oiwKtSVXt1RUzqYPdDkDFRJfKpPoDQQ8wyO04VEz4gR/dDiKOtLAlNWX6A8F+JcUFy9wOJI7a1S1OhLxuVOaPkdmM8czmNN4DoN7I0pV0WzgzPKz82/Ao77fh0X1CZrPh68jIiknUqjVdeS72qNFMqmqvLpWwd3TF0t2uoKtdy92xg5+p1NPVCg+72ne3KxkKdKVMalQGZfSK6d+P0v79vCH28YYAMIZwLb65i02vpSGz2bpvw1tnfhse1X+WGTzc4In1wKldnQ62GQWxzKR21cEcUl1vfyCYU1JcUOF2IHGkNakxVjVnEqs+fgTCYXK3P4juux/F8rf/Re3yeWRtsQs99ysEYM3XL5DeZzjZW0ZlQNMWE7oiYoB/G2MudV5fBuQaY4qicfJYEpEewN+NMQ9FLO7hTjQqDvxuBxBneW4HoGJmGDDJ7SDiKGaZGRE86dRtNlyWbTacZRzitUMwGENVJZkl80y/lT+FR9R/E94m94fwVkOW0EszVtGT4Q8Ee5YUF6x2O5BkFstMak4Mj61wLWEP9kdkRlMrUi1h7w8EfUBXnWA8Lky4nlXj/0O/Y27Bl9ebxeMuIWvznfH4Mhh06gMsfeFawtUVhGurqVk0kx57HhutU7dWG1MNHCEitxljVkTrpHHSAzgXiMykdncnlK5FC1yiq5kCl1yXwulSXLqWh7a0MgWv5bhnDEXIymHd6K1lPlt75nM8nwAQNrJqDbnzfzODyr4PbyXfhLfp8VN4hL+CLC0U6pgBgGZSOyGW1f06dHYMrU/YH3Ujg05/iIrpn1GzbO76hH3N4lmEqyuoK19FzaKZ0cygQssJhIaEfTJOZNwDm7CP1JfYzyfcpdUs/hVfj4Gk9RiAeNPIGb0vVbO/J1xXjTFhTLgOxEPpF8/Sfe/jo3nq1n5464BHgEsarxARv4h8IiJTReRjERnmLH9KRO4Tka9FZI6IHOksHysin4nIm87yYhE5XkS+E5GQiGzRkeM66y4Xke+dfW50FhcDW4jIZBH5l4jkLnvt5sc7/YmpFrl4X26tUDjV7staCB5jLl7LrRWmpdq1nDDvwyOmVy9ZO2ZXz8x9z/O9tc+z6bflT8s4LXdWxokLv8644PvH0v414Qxv8Ot8mTPLR12t2/G21Yp372HB/cez6PENH/3qCU+y6InzWfHOXeuXlf/8KWXfvxnNU2sFRydpJjVJuZiwB0hvYV1KJewX/ve0l6Lyialm1a1dia/bhoE6vXl9qC9fiTerO4ufuojsEbtSt3oxxhgyBkS1q3tb7lEPAseLSOOE0/3AOGPMdsBzwH0R6wZiJ6U/BHtNNdgeOBs7v+OJwJbGmF2Bx4ALOnJcETkIO3fxrtgh73cSkX2BADDbGDPGGHM5sK7Xgef8qw3vV3WCi/fl1q7llLovl08df2qnPzHVIr2W43Mtz14VTui550WQNKkfMkhW7nKA96ex16Q9t+fbGdeOnJVxEjMyCmd9lH7Z13el/WfCkd7PvhsmSxe6HW9TcvMPoN9RN65/Ha6uoGbJbAad+gDiTaNmeQnh2moqQuPJ27EgmqfOaG6FiBgRuSvi9WUiUhTNk8eKiPQQkcaFLTGhmdQk5WLCHlr/36ZMwr7HPiec3Mp7VTHS64AzGXTK/XTb9QjWfPEMPfY5gdKvX2T5G8Wsnfx+NE7hcUa8bZYxpgx4Griw0ao9gOed589gr7EGbxhjwsaY6WzclOt7Y8xiY0w1MBv40FkeYkOfwvYe9yDn8RN2dNdR2Gu7MSmf+uHpLb1X1Xla4BKf+3L26H3Ht+H9qk5w8VpuSze0lLmW/T1kQRveb8IRIS1LakeO8Cza82/eL8bemfbwrp9nXDJkbsbfy6ZmnD7tjfTrvrjO98xn+3smTe7BWlebvGYO3RbvRi2WBROuwxhDuLYa8Xgp++418nY8FPFGtRdkSwdLtRYBLRKr3XnOWPZJjeWxE4gxQ/u+NL40pyTXVydhX72E0xv+1mLS6gmn1Uk4rQ7sXzHp9eCrw6TXQXodxlcHafVIWh0mvd7I+tf1Rnz1kFZvPL56I74w4qs3Hl/YyEeLF/WfvGZ17+s/vu03b9h431y2uO+MirV5V/tHljB4AKyZwSXfv7LVncO2mPPWk2f2nVNVmbNjXvfSY/oP6vSoeYty+hpovrTJGFMmIg0J+6qIVXsARzjPnwHuiFj3hjEmDEwXkU0S9gAi0jhh/4cOHjcyYQ+2+fJIYH6jtyJrvnj2qtxt/kBXMJjli6uHvfhzVVpFXPufmOrVuRXT5g/J2aLqF4DyyXMHpfeFnC1uXwSwZuLSnln+8pyM3vesKKuYP8h/6dZz5t7+9Ki+BZN+9Wb6wp05d7i2h7R0LTvuwWYAn2zjYasjnkszy8MRr8O07X7Z1HEFuM0Y83DkhiLib7Tv8XShgZMyvKsX+YY9NjctbEirxfjqpT6tTsJpDfdle082aXUSTq+HtDpMeq2YtHpMWh2SXmeXpdUb0uz92GP/bnxPTqs34g3j8YXt6/FLF/f/cc3qXjd+eOscwXheX764z4yK8txY35erfBnzW7uOU+m+XLN45t6Zw7Zr8f2mAg/h+st8//viweELMyVsECTsMYgYCYsBTxgjBiNGEIPxGDb8DYvxGIwYEMR4wgaPEbN+P3BeGzxG1h/LYxAM4ZLq3wcsXbeqz27c/bPHYGZWzB+4qqK0xz6H5E/3hDfHY+bx7ouv7vSXA7cOTX//nCGrV5Z3Gzy41/Kdd9psoRiMhMFjDGLE2JhtXB6DOHGt/yvOX28YU56euawrXctLK0z/QXmpM+i6CN26Ublt4ylyFnnSfjmx76j5FdW+zL6l3uq+azy1fdcQ7ltmpNfasLdHZX163rr6TF847I1FXPPXVWVcXbZ0qyc//OdUgMdqVg/84t6j+uyX2630xG8eXXz7vN82v3vkNjMp+SRq51yU06e+hWs5skXANZErnN/vJ7BNwZcDpxhj5ovIU0AZsDO2v+sVxphXRGQscCOwBsgHXsJevxcBWcDhxpjZ7T2uE8vlwNHYWuHXjTE3ENEiABjvnPtNoCe2wPRaY8ybzvk+AL4FdgJeEpGexpiLnWOfAWxtjNmkVUSDWGYkU74mNYvqyn/l3PTVVb3r9kIkpxaoZeM7ZqxU/hZm2RvVXHp+6QCA5W9XGAl7wlf8uSzXV0/tmh9KPZW90z3371g2cN6HFbm7HDNkyav/nTtoxZ+zqrK8nrr0OsJpddTZTDQmrY76dJsoa3hNWr3NSPvq178WXz2s6bamvg0h3kMqJOzra3u34RxJ70Lva1926/1R3b053Q6IdwfcvHzD4ueqqCtdupuvp4+K6SsYcvYQPOmrh5o6Q+nXvzP8kuFULy0b7M2px5O+uq8nox6Pd80unvTO/Z79fMbnrV7LxphVIvIScBr2Bg/wNXAsNsFyPPBFpwLZoL3H/QC4WUSeM8aUi8hg7G1oLRv3ue1Off3KKMWY0Hqzeplscdfiam/dXvVAW25W0dJwX77oorL+Ykx4xVuVYU+9p/6aP5Vt6aundvWkUl95j3R5eExZ39kfl3ff88ihv7/22Nyhaw/IXJvt8dal1RFOq3fuxfaeTMQ92aQ79+W0OsRXj0mrR3x1hjqfVLceHZAi92VTV9tsM7pUcZDn+5/uTXswN0tqxv4nbWgFIjlgP+B4qJRayhZWMX300iEAy+eUQR9hcv7S4QBlP5Zhdk1n8tYr9l8+dy1DLhnCjDtLBlZsn7GdJ6NTvyKhNvZLuIcUuJbDpmPp8FPfrOKdX+volyNMO9cOE/Lyz7UUfVbNjOVhvjsjh50H2d/Hr+bXcU5wHele+N/fshjZ28uadYajX67k/ROy8UjsMsmVIhU39On1w/s52TsipaPIhoqeUNLM9jlVpqxnOav6lJm1fUqp6FdqavuUEe691kj3CtJyq8jMrCXPV0cPgV7Sxhah9bU1ZGMYULl6N4Bre+RBjzyA7OsWzh54Xe9efLlo7m5fVVawVUYGZ/fufAXngMrVrSVQHgSmisgdjZY31NyPE5FTsTX3hzvrGmruRwFvAa84y7fHtgZYBcwBHjPG7CoiF2FbBFzc3uM2ahEgwFsRLQK2NcaMARARH/BXp/CoDzBRRN5yjjsSKDTGTBSRXGCKiFxujKkFTgHOaukD0prUDhrIyiXjMy5fdcig3r0Qb9wHccjaLIvqpdXULK/B19NH6XdlMuTsId516ZJj6gwLvlrN8EuGs3xpdW5VnjBnoORV5QjTB8vW3pxOZ0Nqzmtlg5RJ2BuT0vO19WfVstcybijJ8q4ePbbX4HilfzYiXmHQCYMoubMEEzb03KcnmYMzAVj58Up67NUDT4aHzKGZmBrDrGtnkbddHt6cThe4tmfgh7uA8yNeXwA86ZQyLsfebKOhXcc1xnwoIqOBb8QmNMqBE5xS069EZBrwHnB77ZrFZ0cpxoTVm9IVg/13TZ3rrTvAjfM3ui97Vv9Q5hly9hDf2mzJMHWGkon2vvz70uruFd09zBgm3SpzhZ/8nu06eV+ubcuY16lyXzYmvDZKMSac4bJk4TNpxQuHeZbt3rDMC6vr4zxY1CZpjG9LGXK2nTLc1BlWfrjSKTzckEczYYOpMy30xGuTmrZslCrXsrTvd2i9k8ekcf6u6Zz0+oZqkW37eXjt6CzOemfdRtve9U0N7x6fTcmaMP/9oZa7DvZyy+fVXL1PRswyqLVQe2+vHt883S1vtBHZr637VWRJt4osui3s23pcYky4WwUreq9lTe8ys7ZvKev62kyt6bXWeLpVkpZTTU5GLXn1NfSmicESp69bhwH86encvXw5jw4dytWLF1NSU4M/vaXhV9pkXUsrU6lFAHCrk4ENY6dtbDjGPGPMROf9lovIJ8AhIjIDSDPGhJr+dKxYZiTXkKITbu8ov/7ycvpN3R/pmbtqpc+7d+t7RJ+LCXuAts6RmvQJ+3BdTTBKMSacM7zBr6/yPTfaI+z6fwMHfm1E9nQrlrzt88jbftNWxn0O3lCaKSIMPafF2Qnaq8XEkDEmN+L5UiA74vU84I9N7HNyU8cwxkwAJkQsHxvxfP269h7XeX4vcG8T+/w98rU/EDwd+LLxdqmiB2tXHzLgtu9ey+IvbsXg4n25vB3bJv19ub5s+RVRijFhZFFdeU/ag98d5PlhdxGGRK5LN6a8Koa1XU1x8VpuMWHfSNJfy0srzM2Du7U/oH2H+yhZs3G58ui+TX/2aV6orDVU1trns1eFWVAWZqw/+lkAA+bZbnkT/92rx6A6m2mJGSPiKc2lT2kufeYMbPn7UbM8zMK7xZxzrndJ77WU9Skz5f3WsO7515aOvmDMoJm/1oRZs6h+m8p0FtZi/JXhsAfI7GSIbUkr30MKtAjAzoSxkzGmVkRK2PDZNf4MHgOuBn6hDe9ZjDFtiL39/IHge8CfYnJwFx3r/eTb23yPbbvc5604YOigdGPnvepqNgsVhkrcDiIe/IFgOht/eZNeb0pXvJZ+w2/DnZL613Jzvruhb+9d3Y7LBUtDhaEBbgcRL/5AcBtgmttxxEIeFaW39Lhm0rUDMvZEpLMJi2T0XKgwdILbQcSLPxC8CrjV7Tii5Qxv8Osrff/bzCfhgU2t/8PQwZNW+Lw7xTsul5waKgy1NcGe/Iq6vwEc1pFdS9aEOeT5yvXNfRuMfaqCOw/KXN/cd/KSes5+Zx1ZafDMX7O47MN13PyHDEb2jm73z/HZWT9e27d3VqXHMzqqB+6kBf9ZQMUvFdSV1+Hr5qPf4f3otV8vyiaVUTW/iv5/tZV+i19YTPm0cjKHZDL07KFk1JiKnuWs7l1mSvuWUtmv1FT3KaOudxnSo8Kk5VWRmVlDbnod3cXQSzbt5jh69C8zfmkqJhEpbyhsdpr7Hgs8YYwpcprKvmyMeUZETgYOM8b81ek7+k5Ef9FyY0yu0yf1MmPMIc7yCc7rHyLXdeC4BwE3A/s3ahFQD/xojBnubH8RMMIYc4GI/AH4BNjMeavvGGO2bfTef8RmarczxrQ4qFYsa1IXxfDYrij2PfrZMd5P9xHBUziwX8iI7N76Ximp1O0A4qWkuKDGHwiuBFKib+oJ3vETb/I9NcIjZneAUo+U3tinV0q2eGiDuW4HEGdr3A4gFnKoKv9f9hU/Hz8gd3QXzaCCbUbYlSx3O4Bo2Flmzngs/c7aHlLRYiuWvHC4egUxGU8mES12O4A4i/lYAWMGeJl4um0t/vm8OgbmejDAMa9UkuYR7joog/65He9uMDkj/ZeL+/WtXOnz7hilkKOquRZY3XbqRredNlRjDzx24zKi6nTJWdKLnCW9ZEjjfZuSW2VKe661/Wn7llLZo8Isva5tISZ9iwDgbREJAT9ga0lb8hIwprUMKmgmtU181NW+nn79xHxPyX4AL+blTlyYltZVM6irQ4UhV4cTd8FCkjyT2oO1q19Jv3HGCM+ijRJDpw/oHwqLuNJkPQHMdjuAOFvjdgDRlkl11ccZl8z825C8nLBIk7VQXUSJ2wHEWVKPFdCb0hVPpt8xI1/m7iXS+sAvverr6+am/liUDRIm7Sgi9dg+fT5soeaJxpg1zrptsAPRDMYO3vM0cIsxxji1VP8Cfsc2e3zYGHN3M6dZEcv3EMkYwy2fV/PCkdlc8F4VdxyQScmaMPd9W8M/929/+V6Jzzf/wv59F85N8+2BxLk9egIqz5Lu5Vl0X9BPAGpaSiunWncibH/XpmzbxLK9gea+DxuJ5UCeCXOj6YzulK/5NuO8afmekn3A1jzd2rvn5m7H5aKZbgfggoScoLqtjvR+9t2kjLNrGmdQ38vJnvRLRnpXzaBCF8uklhQXVJBCTdfTqa3+IuPi6ZcNyqoo83q3dzsel013O4A4W+p2AB3ho672Zt8Tn/2QcU7adp65+7QlgwrQt77elUHtXJJIaccqZ07TbbGjpp4HICJZ2BFQi40xW2FHVt2TjeeOfNEZ/XQv4BoRaW5AhSWxCr6xp6fU8peRPnplCZW14BH7qGzn0E0rPZ4VhQP7fX7okIED56an7akZ1CZ1tRYBrRKRHiLyK/Z79XFb9tGa1BaMlIUlwfSrSZe6HRqWnTGg/9SwyD5uxuWy1qrxU9EctwPoiDwqSl9Mvzm0tWf+JhnRcpG1V/Xt3WX6YzajS2VSHTOBpJ9g0kdd7WcZl0x9oSfrpmRmxHRwjiTR1TKpSVdYeqjn6x/uTPtvrwypa/NIpw361dfHe2Ywt9QQh+avHfQNG+6dfwe+MsZ8CGCMqRSR87E1Vg9G7mSMWSkiv2Gn+FjQxHF/60gwx71ayYSSelZUGob8ey03js2gV5ZwwXvrWF5pKHi+kjEDPHxwgm3mW1lreGpKLR+eYCvs/rF7On95vpJ0Lzx/RFabzlkhUn5Dn14/fJCTvRMxHhQpBfzqdgCJxmmFsGV79ollJvX3GB475g70/DD54bR/D/cIPRuWjc/O+nFGRnpXzqBC18ykznI7gPY6xPPNpHvSHhzok3CTNaVnD+j3U73+yCRl4UMnTSbJM6le6us+Sb9s0tysypxHevTt6jWoYEdD7VL9q0uKC9b4A8F5wHC3Y2nNFvL7vKfTi5cOlpUdHpxuQF19V2nr+1uoMBSb0Tw7QUS8wP7A486ibYBJkds4/fRyRaRbo32HYZv8Tm3m8B0qcPnf37KbXP7X0U1fKtlpwqeFG2Yx2me4j9A5uU1u21gt1N7dq8c3z9rpZMa2N9Yu6me3A0gFscykzsQOfZx0JYAX+1754iLva7uLbOgEUiVSeUW/Pn3djCtBdMVMatKUiOVQVf5s+q0/7uCZ3WwG9JPsrMlTtLAFumZN6mTgJLeD6CghHP4w/YrvMtJWbnHOgEEg0umJ7FLAzFBhqCs1B20whQTOpOZQtfaBtPsmjfVM2VOkc3EOqKvr3MyjyeNHtwNoJEtEJmP7nc4Axrdj32OceSNHAecbY5qbWmcOthtGwv2PDZhnuuVNvDsO08mkIM2kRkHMMpAlxQVrSaLEvWXMk2m3T7jY99o+kRlUgAv69/2+rvk+BV1J0jWzioKkmLbjQM8PkydnnLm6pQxqlUjlpf369NQ+JFSGCkNdsc/IZLcD6Dhj3k2/+uuhnsU7Hz5k4PLwxhOZd2Uz3A7AJZPdDqBpxpzvff3LqRmnV/7BO2WsCJ0uSOlXX9+2Kq/kl2iZ1CqnX+lw7JyR5znLpwMbTQkkIpsD5caYMmfRi8aY7bB9VYtFpOnuNUWldSRg4f+H2Vk/7jZ8yC//6t1zjzqRhC0MSmCaSY2CWNdy/hDj40dNFtWVn6df/O0fvFPGNl73bWbGz99mZmjNE9TRBWufSooLfieBm4ZmUV35QvrNnz2S9u/t06S+xYKU821hi/7gdN0fkMluB9BRr6df/8Voz/y9Txg04Ntyj6epEQO7qq7WH7XBFLcDaGwPz88/hzJOn35Z2st7e8VErRClb119t9a3SgmJlkkFbJ9T4ELgUhHxAc8Be4vIAbB+IKX7gDua2PcH4BngohZOkTDv+8eM9Bljhw3+8dL+fXesSrD5TpNImK6bxoiqWGdSv43x8aNiECsW/5Bx9rxhnuWbTCtTAzXn9e+bgUjSNVuOgemhwlA7x4FLGRPcDqAp+3imhqZknLFsd8+M/URosXb068zM0Hda2NKgPc22UkZJccFqYL7bcbTX/9Ju/mwHz+x97+zV43MdF2ATXbUmNWEyqQNYtfT99Cu/fD7tn1vnSdU20T5+73B9j2gfMwEZ4Ce3g2iOMeYnbL/S44wxVcBhwLUiMhM7Tc33wAPN7H47cIqI5DWz/rNox9tec9N88w4dPPCbwoH9R630JuZ8p0lkSqgwVNb6Zqo1seyTCvB5jI/faTvLzBkvpt/c0yvhJkuMrurX55tqj6fdo/GlqPfcDsBFnwGnuh1Eg3Rqqx9Nu2vivp6pbZrGoAaqLxjQN0cLW9b7wO0AXPQTMMztINrqybTbJ+zhnTH286zMKeO65TU3F1tXFQa+cDsIl8zBTgvSy60A0qir+afvsa+P8n6+kwgxm84rw5CJMZWIND1aTmqYmWgJ+8j5Ip3Xh0Y8DwFjm9nvKeCpiNeLgJZG05/Q8Sg7Z4XXs/wf/frM+CkjYw+0lVW0THA7gFQR6wRrCPsjkpD+7v1o4svpNw73SrjJm8f09LTfPszO0kTRBu+4HYCLJrgdQIPdZPr0UMbpC/fzTt2vrfPsXdK/78Qa22dGwVrsdAJd1QS3A2irh9Lu+ewP3iljf/d5F53fv+8gRLrKKKdt9W2oMJSUc4Z2VklxgQHed+v8R3knfPdzximLj/Z9PlaE5mrIosYLq2N9Dpd13ULwotJ5wLx4nrJCpPwf/fpM+MPQwVk/ZWbuq/fWqJrgdgCpIqaZVOdHJCFLee/wPfzZP31P7CZCkyWTYQifOrB/tY4eud4qunDCvqS4YD4uT/OQRl3NI2l3TXgh/ZYtM6R2i7buNykjY8bnWZl7xTK2JPNpF262DvC22wG0xV1p/5nwF+93+1UL644YPLDUiOjo6pt6w+0AXPZmvE84SubP+S7j3B/+lfbIrulSH7eap/QNA/KkqqDbAbhsQjxOUgu1t/fq8fkew4dUjc/JHotIVxmUK17CJEEr0mQRj6Z/b8ThHG3mo672nfSrvzja91mLffhu7d3ziwqPJ+p9S5LY+6HCUL3bQbhsglsnHiO/zZyacXrJQd5JY0Xa3ky/FmrPHtDXix3sQVkfuh2Am0qKC2aT4KN03+x74rO/eb8YC3DsoAGTKnUAj+bEPZOWYN4DauJxojwqSp9Pu+Wz99IDw/rJmp3jcc5I2WFTFe9zxlEZmrB/N5YHN2Ce7J739a7+oYuf7d5tXy30i5mJocLQGreDSBXxyKS+hp1s3HU9WLv6+4xzf97WU9LiwBvzfL4FL+bl7hKvuJJEVy/lBHgr3if0Ul93X9r9E15Pv37zLKnZsr37X9W399frPJ5275fiunJ/1AZxv5bb6mrfs5+f6PtoP4Bbevf87Lf0dG0F0LSZocJQQhc2xJoz1d2EWJ5DCIcv8734xZSMM2v39E7frz2FhNHULRxOiHRUjIzv4q1bwHanqozFgd/LyZ602/AhM//dq+eedSJJMx5BknrJ7QBSScwzqSXFBWUkQPOyLWXB3O8yzivtKeVjWtv2pEH9l6f4AAXtVU9X7i+yQRBYHq+TbS0ls6dknPHr/3m/Gdt43t62mJaePuuDnOw9YxFbEpsbKgz95nYQCSAhf0gv9r3yxRned/cBGJ+d9eOLebkxG4wmBXT1WtQGMfsc9vVMmTot47SZ5/ve3Mcjpk+sztMWPcP1dW6eP8a68ngXVlFpJVH+HCZlZMzYb9jgH6/o12enKo9nVDSPrZoUBl52O4hUEq+RPp+L03madJDn+5/eT7+yZ7rU+Vvb9qEe3b9cpcNvN/ZNqDCU6oM2tKqkuKCWOFzLQjh8u+/hCcH0q4fkyrqtO3KMeqg/bWC/Wh0MYROu3osSRUlxwQ8k2JzHZ3rf+eoi72t7iSDzfb6Fl/br40fE63ZcCUwzqVbUWwUMZvnij9Iv+/rp9Nu3y5HqhGhq3reu3nR035qVNcwtnsusq2cx6+pZrPhwxUbrV7y3gmknT6Nurc0Hl35fyqyrZzHn1jnUldtl1cuqmf9QTGavqgBejcWBk9CL0TjInDTfvEOGDPzm5IH9Rml6Nq6+ChWGFrkdRCqJVyb1XVwa5fcS38tfPJx297YeoUdr2y71epf+p0e3/DiElWyecDuABPJkLA++pSyY+0n96TNefu29saMfLM8Y/WA53yyo48rx69juP+Wc9PqGbknPTq3hnonVTR6nqE+vLys9ng5lcFNYHfBft4NIIC+4HUCDk7wffHOV7/ndRfBUiVT+bfCACiPi2tQiSWApMNHtIBJBSXHBQuCTaBwrg5p196bd/9mXGRd1H+FZlFCtUPrX17c4D3ZLxCsMOHYAI28dyebXbc6qj1ex7nfberhmZQ3lP5eT1ntDeebKj1ayxQ1b0GtsL0q/KQVg2avL6H9E/06+iya9ECoMrY3FgZPQu9jR5ztkudez/MSB/T8/bPDAQfPS0vZApMPXjOqQhPlNTRVxyaQ6NVBxqQJf+J9TWfT4eSx68gLMY0eVX+R7fZ/AR+vS2pLAP3lg/7mIdI9HnElkCVr7tF5JccFUYjLhuDE3+p767IP0KwcUjV+9zZ9G+Pjl/FymnJ3DoDwPPy6pZ+o5uaR7IbS0nqpaw5OTazlvl00Hn/41LW3uG7k5u0U/xqT3Wqgw9LvbQSSQR7EZ95ha8e49LLj/eBY9fu76ZasnPMmiJ85nxTt3cZR3wnc3+sbt/FyoxnvPxGqOGjxg8jqPZ6tYx5XkHg4VhsJuB5FA7u3sAU70fjhxWsZpKw7zfrNfc6P+u6l/XX2HW8Wk9Ugjy58FgDfLS8agDOpW26/+kv8tof/RG2c+xSOYOkO4Jox4hYqZFfi6+8gYkNGJd9CsR2Nx0KRUVLoOGNfe3cpF1l7Sr89nfxw6OHtyZoZOJ+OOtcAzbgeRauJVkwrwdLxO5D/u+oo5Z8u3885Pyy1dZ9qUwH8hL3fiwjTf7vGKMYk8FCoMxWX0xCQS1drUzWTR/J8yzppa6Ptwv7Jqk/X5vDpO28H+xqR7hV5ZQm09GGOorDWkeeHOr2u4YNd00rwbF5SGIXzywP7liGRGM8YUcb/bASSSkuKCecShb2pu/gH0O+rG9a/D1RXULJnNoFMfYGD9khUnrPzPmHV1Ju3JybUs/dOAz+elpSVUDVYCqgDuczuIBPMO0KG+5vkyZ9akjLN+ujntqd3TpH5IlOOKmgF1dVG5p9csr2HdvHVkbZFF2Y9lpPVMI2tY1kbb9C3oy9w75rL2p7V03707y95aRt//i8lgsFNChaFvY3HgJHYf0Kam3TVQc1uvnp/vOXxI9Uc52fshkhPj2FTzxmmLgOiLWya1pLjga+IwZ6rX1NV/kHbFoiGyYjcAj9BqAr/U41lzW++em8c6tiRUBfzH7SAS0PPYz6aTjLnK99znn6Rf1runlG8PMHdNmL7ZwilvrmOHh8s5/a0qPAJ/Geljh4crGJjroXuG8O3v9Rw+atPC0uJePb9c6/Vok/VN/RQqDH3pdhAJ6I5YnyBz6LZ4s/IilggmXMeB8t1PO3ln9czwkX7n1zXssGvub+/00IGS2uCxUGFopdtBJJKS4oIw7SyE6sHa1S+nF33+Vvq1m/eWtTvEKLSo6V9f3+na3fp19cx/YD4D/j4A8QjL31lOv7/222S73G1zGXHjCIZfMpyyn8rI2y6PmiU1zH9gPr8/8Tvh6qhV4mstamNFpbNoZToaA+aJ7nlf7+YfuvT57nn7GhFXB/VSGLQQPCbiWZMKcGPrm3TcLvLLjP6ymr89v3rkTo+U88ikGvIypNUE/ukD+k0Li2x6p1bPhApDK1rfrGspKS5YCTzYmWMMkeWLfsg456ezfMF9RVhf+lkXhh8Xhzln5zR+OiuXnDSh+Mtqrtgrg8ln53LXwZlc92k1N/0hg8d+rOHolyu55XPbbL3E55v/v265cZ+/L0noD0gTSooLphDneWM9GdlsOazP4m+fuGX7wXkeb/cM4YMF9VUf/mlIH0Ti/ZuUbGqBu9wOIkE9iZ1vs0UewvVX+579/MeMs9jF8+u+IiTF4Fx96uu7dWZ/U2dY8MACeuzRg+47d6dmWQ01y2v47brfmHnpTGpX1zL7htnUrtkwE0y4OsyaL9fQe//eLHtjGUPOGEL2ltms+WZNZ98O2H7VMR3jIYk123z93ZzsH3YdPuTXu+10MkPjGZRq1gehwtCvbgeRiuI631dJccHH/kDwKyDq896d4B0/8Wbfk9stOi3HO7ibh2UVYQ58ppJRfTxcsVcGV+xl+1Kc/lbV+gT+h7ProG/6ol9OSdfS+00Z4G63g0hgtwNnAXmtbdjYxb5XvrjI+9r2Imwy6t6QbsKQbsJuQ+xX88itfRR/taG19U+L6zEGturt4aqP1/HBCTmc8mYVv66sN6fvMHglOgdaU1YA/3M7iAR2B3BQvE62u+fnn/+3/49D5YBcD8CJb1bVrjh2yIq1n68eWj6tnMyhmfT7Py0zbMbzocLQAreDSEQlxQVr/YHgE8DFzW1zkOf7n+5NezA3S2r2jV9k0dG7Ptyjo/saY/j9id/JGJhBnz/ZSrfMoZmMvn/DwMUzL53JFkVb4MvbkCxc8d4Keh/QG/EJ4Rqn9lTY8Lxzbg8VhmIyL2jSKyodT1H3KcD2DYt+yMyY/o9+fapXe71aEJ14/ul2AKnKjVLrqNem3pn23wk3+57cTYTswd3sW+qX4+Gvo3x893v9+u0iE/gvT6/lqaNzKsavS+tevaTpEVKjIVwTZvaNs/ntut+YdfUslr6+dKP1i55dxPSzpq9/vXL8SmZdM4uSf5cQrrM/BBW/VrD4+cUxi7EZ74UKQ7/E+6TJoqS4YAVwT3v2GcCqpd9knP/9xb7X9hGhyVLxAbkehnb3MHOFvW4/nlvH1n02fE2v+7Sam/+YQW0Y6p10ggd40Jvz02qvN6ZN1pL4Wn4gVBhaF++TJouS4oKPgUnxONcOMmvm82n/HNxw/f+4uN6M92Su9g7LHlr2fRnDzhtGzbIaYnlPTmIGWzimmnc3sMnFM0yWLvws/eKJj6TfvUOW1IyMxolOfbOKfv9ay7YPla9fNnlJPbs/VsGY/5az8yPl69Mfr06vZZuHytnnyQpWVtp74exVYY55pe15tExjsjCmQ5m6ylmVrPl6DeUzyvntut/47brfWDul5e5ztatrqZxTSbed7E9V7wN6M/vG2az+dDU9du/RkTAiLUK7ErXmOrDTyRQMGfjNKQP6jY71b7zqkHe1K1HsxLUmFaCkuGC8PxD8Guj04Bhp1NW8mX7td1t75o8FqKgxhA3kZQgVNYYPZ9dz/X4bRqO77tNqHjk0c30C/4L+fX8gfcV+USoVbJKkCf4r/XgzvZg6w5xb55CXn0f2iGyq5lZRX1G/0fZrvlnDiJtHsPyd5ZSHyskbk8fyt5Yz5Oy4judggJviecIkdRdwPtCztQ3P8r791ZW+/23jEXZpbdv7/5zJ8a9VUVMPm/f08ORhdlCLN36pZedBHgbl2UzrmAFe8v9TzvC+3qrvxvQd0bm30rokvZYXAXfG84RJ6lZiPFdhenhdzavpRX0ipwP7v4/rVvc439/P1BlM2BkrJHo1NZsI14SZe9tcTJ3B1Bu67dKN/n/tz8JHF1IxswJvlm35Ofj0wWQNz6L0+1KWvb4Mb66XYRcOw5fro3pZNUtfWcqwc+PeaOGtUGFoRrxPmkxKigvm+wPB+4DLAbKorrw77aHvDvZ8v7sIUb3xnDwmjfN3Td9o1oArxq/jhv3S+fPINN6dVcsV49cx4eQc7v+uhu/PyOG1GbU8H6rjgt3SufbTddzyh/aNluuFNfW0f+ThnC1z2PapbVvcZqu7Nh5QO61nGv5/+Ne/7r5rd7rvGrXJD27TgsNWFJW+fcFDWzw1ITvrBESGux2OapIBrnE7iFQW90yq40bgg84coCdlqz7JuGxBTylf31R3aYXhry/agsa6MPx92zT+NMK+xcYJ/G5901Y+d8uC/TKHZm4ysl00iQjeTJvwMfU2YYSACRuWvLiEIWcPYe2PG5domvoNQ7+v+XoNufm5+HLj+q96Rkfca11JcUGpPxC8kxaaevRhzfLX0m+YPcyzvM1N3McM8PLDmbmbLD98VNpGfanvPCiTO4E/Dh30MyIxbwKUpNfy1aHCUEU8T5iMSooLXvMHguOBA6N97OVv3UHdvB/rw+vK04fdLb1vHJvBaTumc9FMmVWzbbeRaT3tNZ05LJNZ184ic0js7snNFbQADDhmAN132TgR3jBfZNmkMkq/KaX3gb1jOV9kS8JowWFb/RM45TTvu79e5Xve75Pw2FicZN/hPkrWbFyYIgJlTj1u6ToYlGcHZ/QIVNdBZS2keeGLeXUMyPEwsnf7usOmG1NWJTIoKm/APQvQAZPaZEJO9mPAyW7HoZr1YqgwNNntIFKZK5nUkuKCD/2B4DvAIR3ZfyuZP/ft9Gs86VK/feTyzXt6mHL2pol72DiBXwM188/efPVIj6d3R87fXiZsmH3DbGqW1dBr/15kb5HNig9XkLdDHmk9Nh6htdf+vZhz8xwyBmeQPTKb+ffNx3+pPx5hNigDroznCZPcvcCFwCap1pO8H3xT5Ht6S4+YmE1t9HD3bl8t9/mi3se7OUl2LU8ijlNfpYBzgRAQ1emLdj3shPkfpU9N80q3gQ3LZqalzfnk4AH9+0fMNT/w2IFN7h9NzRW0NLt9fOeLbMlDocLQj/E+aTIqKS4onXv9lldu5ln6eLzPfc/BmRz8bCWXjV9H2MDXp9ox8a7aO4MDnqlgUJ6HZ/+axVEvV/LCke0frDc7bCqqkn9osYtChSFtz98GocLQV/nj8l8BjnQ7ls4yYcPsotmk9Uxj+CXDWfnRSlZ+uJKaZTWMun/U+r7QCdZ6pSWVwNVuB5Hq3LzdnQ2Utnengz3f/fReeqBnutR3uPlDoF+fb6o9npg3j2wgHmHEzSPY6t9bUTWnioqZFZR9X0bvAzbNI/fcqycjbhrB0LOGsvLDlfQ+oDdrQ2uZ/8B8Fj+/eEOTuNi5KVQYWhLrk6SKkuKCCuCiyGU9KVv1cfql39yUNm4Pj5iYFYQs83qXPdiz+zaxOn5TkuhaDgPnhApDMf/CpIqS4oLfsM1+o2aoLPt9fPoVHq+E1+dAyzxSetzgAYJIp0Yr7SgTNvx23W/8cuEv5G6TS/YWNrOw9NWlzLp2FoufX0y41taQxXG+yJYsQpuUtctmnqVPAd/H+7z/+aGWuw/OZMEledx9cCanvWWbAh+4hY9JZ+by9nHZvDmzlr+M9PHrynqOfKmSM96qorK2bbepvHA42TN3b4QKQ6+7HUSSuYgOpJUTzcoPV5IxaEPhXvbIbPyX+0nrvXHhdkPrlV5je1H6jX3bLrVeac2NocLQXLeDSHWuZVJLigt+By5tzz6X+V784r9p9+RH9mlqr5/T02eNz85yZbJ4b46XnNE5VMyooGZpDb9e8SszL51JuCbMr1dsPHp17epaquZU0W2nbqx4fwVDzx2KN9tLxfSYtlycRDsHA1JQUlzwIvAWwNHeT7/7IeOcui08i/eI9XlPHNh/rhHpEevzNCUJruUHQ4WhuCdSU8DtQFQGTBvIyiWfpF9a55Pw+r6AYQgfMXjgr7Uim0XjHB3RuKBl3cJ19D+qPyNvG8kWN2xBfUU9K961M2/Fcb7IllwcKgy1OrWKilBUGsYWhNe3tmk0jZtSwxGjbY3QUVtvPHAjQGWt4anJtZy3Szo3TKhm3OFZ7D3My3NTa5s63CZ6hevbtmFiKsOO4aDaIVQYWoTTxzpZ1a6qZe2UtfTcd8PwHVnDs0jvm77JtgnUeqUlk4F/ux1EV+Bqw5GS4oLHgfGtbSeEw8+m3frZ+b439xHpeBPlMIRPG9ivBpG01reOjrqyuvUDyoRrwpT/XE6mP5NR941iq7u2Yqu7tsKT7mHLO7bcaL+lry1dP8m2qYn9gCLY+fdODRWG4vqjnkLOfT39ug/vSHt0V6+YmM+f8Uy3vG8Wpfl2i/V5IiXRtbwQrXnqkJLighrgnM4epx+rl0/IuKQqrVGLl4v79fliqc/X6uBh8dBQ0FIeKietRxoigifNQ4+9e1A1p2qjbWM8X2RLXg0Vhl6O9UlSUlHpj3RyPuv2GpTn4bN59h75ydx6RvbeOIn1r69quHC3dNK8QlWt7cPqEdpck9qnPi6FIrFyTagw9LvbQSSpx4BP3Q6ioxY/v5gBxwxosWtFgwRpvdKSeuCMUGGozu1AugK3Bk6KdAYwDWiyM2kOVeUfZlwxfbCs3K+zJ/pn755fVHg8nT5Oe9SV1rHw0YW2aaOxI+R1G9NyK7eqeTaBlOW3g4d03707v137G2m90ujzlz6xCvWOUGFoaqwOnupKigt+p+jvTxOH+SZXeTwr/9WrR1SmUWiPJLmWw8DpocJQy/MrqGaVFBdM8AeCT9HBATt6Urbq84yL12RI3UbX6At5uRM/zc5ydX7KurI6xCt4c7zrC1r6/KUPtWtqSeuRhjGGtT+uJWPwxqX2MZ4vsjlLsbWBquMCwD5A1KfuOO7VSiaU1LOi0jDk32u5cWwGjx6ayUXvr6MuDJk+eOSQDQOALVob5rtF9dww1l5bF+yazi6PVtAjU3jjmLYNFNa/rq4NyfyE9CXwkNtBJKtQYcjkj8s/A5gC5LgdT3uUTS7D181Hlj+L8hnlrW6fu20uI7a1vfFWf7V6feuVRe8vwpvtZeDxA/FkuFq/dnuoMPSDmwF0JWKM+122/IHguTRR4jmY5YvHZ1xRli3VWzWxW7uU+HzzDx0ysA8i7R+tIPVNAA7UkqEoKOr+AnBMLE9x6OCBX5ekp7nSZD0JXBMqDEW1X2VX5A8Ec4GJQLv6PHejvHRixgWLs6V6VOTyn9PTZx07qP9ARJoe2S5O1i1Yt0lBS7/D+jH39rnUra0DY0cZHlQ4aP0AS7Wra/n9yd/XT8dR+l0py95YhjfbGdijW8zKev8vVBh6O1YH7zKKuvuxXVl6uRxJpz3dLe/rf/XumWz3/qXAjk6zVdUJ+ePy/w4853Yc7bHk5SWs+XqNbcZba6hfV0+3nbox9KyhAMy8dCZbFG2xfuCkBuHqMPPumYf/Uj/z7pnHsAuGUfp9KabO0Gusa1/lz4E/aovD+EmUTKoALwN/a1i2m0yf/nz6P3t7xUSlt/R+wwb/uMrr3TEax0oxJcAuocLQCrcDSQlF3btjE/ejWtu0I17Jzfn2xr6949rMN4m8GioMJf0oiInCHwhugR18ptV5gAFyqFo7MeP8+XlStVHGttTjWTN22ODSOp3rrz3uDxWGLnQ7iJRR1P1g4F1c7uLUWR/kZP94Wb8+yZSOqccWgCdtU9VEkz8u/yGi0CXDDeUzyln5/kqGX7Lhp6C5TOqyN5aROTSTbjt1Y86tc/Bf6qf0h1LqK+rpc1DMWhS2ZDkwRgtb4ishbtglxQUGKMROf8CJ3g8nvpB+y2bRyqA+2KP7l5pBbVI5trReM6jRUlRaChwKrIr2oUs9Unpzn17+aB83RUxH55OLqpLigtnAcbRh8Jls1lV8lXHh3MYZ1HqoP3zwwNmaQW2Xt4FL3A4ipRSVfgBc73YYndW/ri6pmnoC12kGNeouxoWRq6Nt5fiV/HLJL9SuruW3637j9yc2dFeuXV1L5ZxKuu1kuxP1PqA3s2+czepPV9Nj9x5uhBsGTtAMavwlRE1qA38guNltvkcfONb76Z9F2tLFunVLvd6lBwwdlIlI99a37lIM8DcdDj5GirrvD7xPFPt9HzlowJczM9L3jtbxUkgpsGuoMPRrq1uqdvMHgldgR/1tUgY1677OuGBGb1m7Sb+/s/v3/eyr7Ky4jgOQ5H4A9gsVhirdDiTlFHUX4HXgMLdD6ajffd5Ffxo6eJDbcbTR28BhOg1Y9OWPyx8OfEsT87OrmLgyVBi6w+0guqKEqEltUFJcMPc436e3iLAuWscsHNh/rmZQm3SjZlBjqKj0YxrNn9oZ7+Zk/6AZ1CYZbAmnZlBjpKS44A7ghabWpVFX83nGxdOayqA+3S3va82gtksJcIhmUGOkqNQAJwFJe6/oVR9uU9P7BDAJ+LtmUGMjVBiaB/wZ0AECY+8RzaC6J6EyqQAUlX5DG5uYteZ/ebkTf0/z7d75oFLOq8BNbgeR8opKHwLu7+xhykXWXt2398AoRJSKrgoVht5xO4gu4DTgu8gFPupqJ2RcMrm/rNm58cZTMtJn/qtXjzHxCi4FrAb+HCoMLXU7kJRWVFqGrUld5nYoHZFlTBbGVLW+patmA38JFYY2GspVRPwiMq3RsiIRuSyu0XVSosQcKgz9BPwVqHE7lhT2JnCu20F0ZYmXSQUoKn0TuKAzhyj1eNbc1rvnFlGKKJW8C5yoJZxxcxHweGcOcNaAfpPrRQZHKZ5UcnmoMNRsM1QVPSXFBZXAwdgaEjyE68enX/7DYFm5a+NtV3k8KwsH9s/RkdTbrAb4a6gw9IvbgXQJRaW/APsCSTlnp9cWaCSqBcD+ocJQUhUCiJWY6eEWhApDH2NbB2h6Lvo+A47VkXzdlbhfyqLS/2AHj+jQl++0Af2mGZGEmgE4AbwAHB4qDCV6SWzciUi9iEwWkWki8raI9IhYt42IfCIiM0VklohcJyLirDtZRJY7+/4iIhsPeGKbmJ0JjOtIXJ9kZ02eqs18GzPAeaHC0J1uB9KVlBQXrAEO9BD+/v30Kydu5lm6R+Nt6qDu8CED59eLDIl/hEmpFlto+JnbgXQpRaUzsRnVEpcjabd0YxK1iedi7PQc89q7o4hMEJHbReQ7EflVRPZxlm/jLJssIlNFZKSz/ISI5Q+LiNdZ/icR+VFEpojIx86yjWo+nd94v/OYKSJPA9OAoSJyuYh875zrxoh9rnHi+hLo9JSI0RQqDL2IHTRQM1PRMx7bGiBqXQ9VxyRuJhWgqPQe4BSgXfN3vp+TPUn7723iEeD4UGGo1u1AElSVMWaMMWZb7Mi85wGISBbwFlBsjNkK2B7Yk42bgLxojBkD7AVcIyJDNzpyUWkYex0/3K6ARCov7denJ06GWAH2h/jUUGFIJ4Z3QUlxwepg+lUHbun5Pa2p9WcM6Pf1aq93k/6pqkml2ITQS24H0iUVlc4B9iHJ+qhmG1PhdgxN+A3YJ1QY+q0Tx/AZY3bFjl57g7PsbOBe5/d1Z2ChiIzGzkW+l7O8HjhebKXEo8DfjDHbA0e14ZwjgYeMMdtgM58jgV2BMcBOIrKviOwEHOss+wuwSyfeY0yECkNPA0ejTX+j4W3gUB0bIDEkdiYVoKh0HHb+1DaVaFSKVAT69tYRzzb2r1Bh6KxQYSjsdiBJ4hugoXnt34GvjDEfAhhjKoHzgUDjnYwxK7E/1pv2Hy0qNRSVng20ufbv/P59v9epOzZShy1oecrtQLqy0TdNKwX2x5Y2r/dwj25f/pCVua87USWd+cDeocLQR24H0qUVlS7E1qiG3A6lrfLqw4lWu/M9sGeoMDS7le2aaxXXsPw15+8kwO88/wa4WkSuBIYb2x93f2An4HsRmey83hzYHfjcGDMXwBjTlmng5hljJjrPD3IePwE/Yuc6H4ktyHjdGFNpjCnDFlonnFBh6DXs9Heaueq4l7GzXlS7HYiyopZJjVlzSYCi0rewN6JW+zmc37/vD9rUbCPXhApDV7gdRLJwmg3tz4Yfom1w+uE1MMbMBnJFpFujfYcBmcDUZk9QVHo5cAatlHh+nZkZ+i4zY5/2xp/CqrE/Hi+6HUiyiPE9uRwowGnG/n1mxvQHenTfZAAl1aRJwO6hwtC0VrdUsVdUuhQYS6P7fKLqGa5vV8uyGAsCfwgVhpa3YduVQOPRiXsBDfO0N2QM6nGmbjPGPA/8H1AFvCsifwQEGOe0fBpjjNnKGFPUwnnr2DitmxnxPLJWWoDbIo47whjTqfEk4i1UGPoQm35Z7HYsSeh2bB9UbW2YQKJZkxq75pIARaVfY5thNPvDPjEzY9r3mrBvsA44M1QYutXtQJJEllMquwQ799j4ljffyDEiMhVbi/qQMablku6i0seAPzjn2kQNVF8woG8OSTiQQ4zMxc4dmZAl2Aks1vfkWopKTy4XueSMAf26IZK5yTaqsXew17ImIhNJUekq7D35f26H0po+9eFEaRH1MHYe1DY1PzbGlAOLnYwmItIL+BPwZXP7iMjmwBxjzH3YkVa3Az4GjhSRfg3HEdviaCKwr4hsFnF8sP2Od3SW7Qhs1szpPgBOFZFcZ9vBzjk+Bw4XkSwRycPWViasUGFoIrZp9Ldux5IkqrAttALa2jDxxCoRHP3mkgBFpfOwialNppyogZrz+vfL0oQ9YJsu7RwqDD3qdiBJpMpJlA/Hlqie5yyfjm1atJ7zw1nuNP0Bm6DfDnttFovIgFbPZgtddqbRtB4Al/TvO7HGnkPZwb7GhApD+oPbObG5JwO5N6y5p17kJECnT2nZg9iB6xKxT6EqKl1LUenfgUKgvLXN3dK/rs7tNM5abKL+7A6MfHoScJ1TIPwJcKPTMqk5RwPTnO23BZ42xkwHrgU+dAqHxwMDjTHLsYMUviYiU4CGVjevAr1E5Gfsfa7JPsjO/fB54BsRCQGvAHnGmB+dY00B3sM2b05oocLQImA/4Am3Y0lwC7F9qZ93OxDVNDEmOiNXi0i5MSbXaS75AvC4MeZ9Efk3tt3/vY22X43NEBwB7GyMOd9pLvkWsHuLtVFF3RsyEbcD2QCX9Osz4aOc7LFReTPJywD3AVdqm/r2abh+nec7AG8AWwBpwM/AmcaYj5xaqJeBD4wx94vIyTjXr7PvvUClMeaqNp24qHsGcC9wFsCkjIwZJw/sNxIRXzTfXxKqAC4MFYb0R7aD4npPBvLH5Q/EJua0NcvGlgLnhwpDr7gdiGqjou4jsBmWhBskZ1y3vK/v7N1zT5dOPwnbJLIzAySpOMofl38qcA+Q53IoieZl4JxQYWil24Go5kWzRC6ezSUNRaUPYEdbmzgtPX3WR9lZe3Uo6tSxFDtS5MWaQe0cY8xP2H6lxzkDNRwGXCsiM7G11N8DDzSz++3AKU6zoNYVlVY7Ayr9pRbmnT2gr1czqEzBtgTQDGrnxO+eDDhNWP+IreXQwTusccBozaAmmaLS37BN3W8HEqoJYP/6+gwXTmuwGZ09NYOaXJzf0XzgU7djSRBrgBNChaGjNYOa+GJRk5qNbdv/sjHmPhE5HdjXGHNSxLabA58ZY4ZG1kSJyM7Ah8DWxpgm++ttoqi79/DBA86cnZ7+LyAnKm8m+QSx03Ik1QTaamOFD4/s/mNm5r+A07FNjruaMDbzf4UWtHSea/dkIH9c/jDgbmytbFdUApzlDGSikllR9z8CzwCD3A4F4KeM9F9OGjRgVBxPOQU7L/VXcTynirL8cfmCbe5cjNMCsQv6ADg9VBha6HYgqm2inkl1nsevuaTDSRTdjx0JrquYA1yl8+yllvxx+XthB6XYxu1Y4mgCcEmoMDTZ5ThShtv3ZID8cfkHYbsgbBWFt5QMGgparta+pymkqHt34BrgQsCNmsz1Fvq8i/48dHA8MsylwHXAQx3oe6oSVP64/KHAbdixCbpKYfhvwKU6+GLyiUkm1Xn9NvCSMeYZEcnHZiAHAl5sqeRNxhjTRIJoEHaOqpHGmLXtjSN/XP6hwI1AKk8ovwa4Bbg/VBjSyZtTUP64/DRsP9UrgE1HVk0dv2FrTl93O5BUk0D35HTgEmyCN5Vbu3wDXBYqDH3tdiAqRoq6+7EJ/GNwKYFfJVK5q39oLGvCwtj7wZWhwpAOhpai8sfl74Ztwr27y6HE0lrgn8DdmlZOTlHLpCaa/HH5BwNXYUc4SxVl2EF27g4VhlY3LBQRP/COM9VEw7Ii7Ai0d8Y7yI5KxphjzcmsnghcCWzpcjjRVALcDDwdKgytn/dPr+XUlT8ufwhQBBzPxnMVJrsvgZtChaH29PlVMSYi9dgxBHzYaaxONMascdZtgy2kGYwdm+Np4JaIQpp/Ab9jr9OHjTF3b3Twou47AtdjxyuIu3z/0CpsC4hoqgWeBYpDhaEmR8BVqSd/XP6R2ALE7dyOJYpKgYewaeW2zOGrElTKZlIb5I/L3wObWT2E5G3asAL4L/DvyMxpg0RO2IuIYK+zVgefSJSYE1H+uHwPcBT2Wt7e5XA642dsc8jHm5o0W6/l1Jc/Lr83cBpwDuB3N5oOM9jpKO4MFYZ0QJIE1Ki5+zjgV2PMP53m7dOAc4wxHzp9tl/F3ncebNQnuzcwE9jBGLNgk5MUdR+DzaweThzTF2P8QxfXizQ7LVQ7rcNOVXJHqDA0L0rHVEnE6a9aAFwO7OtyOJ2xHFs7/GCoMFTqciwqClI+k9ogf1z+ttjaqCNJjlL8WuyASOOAYFMJ+gYtJeyxmfNvsROV9wBOM8Z84ZQkPwmkY0uS/2aMmSUiJ2D73aQ7+51rjKkXkT8Bt2KbBq4wxuzfOCEuItOc84HtoP4tdo7Rv2DnOzsa25/ndWPMDc4+12DnpVsGLAAmacK+Zfnj8guAS7GtBNyeM68tVgP/A54MFYZ+aGlDvZa7Dqfg5RDgAmB/kqMQsQJ7T763qdqmRC5kaY9kjLmxRpnUs4HtjDHnishpwH6NBg7bApjQeOAwZ91E4EJjzCZzWq9X1H0ocBxwAnYk1ZjaZfiQmes8ns728/4Zey0/rc16VYP8cfk7YQdvPBb7O5voDPAZtqDllVBhqMrleFQUdZmpLkKFoWnAifnj8s8G/owddbIA6OZqYJv6AfvD8b8oDo/tM8bsKiJ/AW4ADgDOBu41xjwnIumAV0RGY/va7GWMqRWRh4DjReQ94FHsiKBzRaRXG845Eig0xkwUkYOc17tiE6Jvici+2ATfsdiphHzYfm+TovSeU1aoMBQEgvnj8vthS/D/hs24pbkZVyP12FFhnwLejOJovXotp4hQYSiMnYP1rfxx+aOAc7HXckKMohphBbbA8C3gg2QdEKk9LQFSiTNP8P7A486ibWj03TTGzBaRXBHp1mjfYdhC7aktnqSodAFwB3AHRd3zsZnV44jReALZxlS2OidU01Zi538dFyoM6f1JbcK5Liblj8u/GNucvRA4GFuom0jmAs9hC7/nuB2Mio0uk0lt4CQwXgFecQb02B+bYT0M6OtCSOXAd9h+TS+GCkPTO3CM5qrDG5a/5vydxIbmdd8A14jIEOA1p+Zpf2xt0fc2PUMWtlZod+BzY8xcAGPMqjbENM8YM9F5fpDz+Ml5nYtN6Odha6IqAURER15rB2fKoUeAR/LH5fcEDsUm8g/CndYCS4CvgC+Al0OFoUUdOIZey11QqDD0C7bW+8L8cflbYwsfDsS2FnBjEvqZOBlo4GsnQ90pIjKBBGgJICJtbgnQ2ffssoZ5ggcDM2j/PMH7AqOA89syT/B6RaUh4EqKugewTSePx6YzNm/H+VvUrT68bpW3TXmGMPb/ON55fNVSqyylGjgFyy8BLznpiwOBPzmPaDU1b486bDo5iG1dOMOFGFScdblMaiRntK/3gPecGtadsTUh+dhO5PlEv7nDXGyi+mvnMTUKw7uvBHo2WtbLORdAQy1WPc7/3BjzvIh8i61NfldEzsLWDI1rPNWEiBzazHnr2Li5aWTGKLK2QYDbjDEPNzruxS28J9UOTl/lp4Gn88fl5wK7Ya/hhsfWRDfjGsY2F/uq4REqDM1teZc20Wu5i3MK6qYD9+WPy/dhr+UDnMcORH+E4OXAL9iMzM/Y2tKZUT5HA20JED9VxpgxsmGe4POw0yFNp1G/O7HzBJcbY8qcQq0XTcQ8wSLylmnHPMEAFJU2NEP8zL7u3hubxtgl4tGhxH7PcH1tSdMNZ1Zg+9uGsIWFH4cKQ20piFOqWU764iXnQf64/O2APbEFXzti08rRbsm1HFsY/C1Omln7mXY9XTqTGsnJKH7rPNZz5pRqyLBugU1ANzxysaXcac6jGljawmN6qDDUvh+6NjDGlIvIYhH5ozHmEyfh8ifsSMCnNLWP86M8xxhzn9OkaTts88w3ReRuY8wy5zh5wETgIRHZrCFh5NRAleCU1ovIjsBmzYT4AXCziDznxDoY2+f2c+ApEbkNey0eip0fVHVCqDBUDnzsPADIH5fvxY4O3HAtD8EWwDRcy1lsfC2XY6/ZJRF/I5//HIsfDL2WVSRn5OeGgpAbAfLH5Q/CZrRGAsOxzYMHOo9u2AKH2iYeddjM2Cw2ZEp/iWK3CtCWAAnHGFMpIhcCbziZ/eeAq0XkALNhnuD7sM11G+/7g4g8A1yEHbSu44pKV2LvHx9sWNZ9MDbj2pC26NHM3yzsPXktUOavrZv+UybzsffihdjClZD2LVXxECoMTSWiCbzTKnFr7D1tWMSjP/bazXb+ZmELuCucR7nzWIT9DW54zOlgSyyVYjST2opQYWgBtulT0O1YWnES8KCI/Nt5faPTz6a57Y8GThSRWuwP3a3GmFUici225NiDTdid55TAnwm85ixfhm368Spwkoj8jM3cNzlsvTOC4mjgGyeecuAEY8yPIvIiMMU55ved/RBU05xCmBnO40WXw2mNXsuqWU7iZRENNVSJRVsCJCBjzE8iMhU4zth5gg8D7heRB9kwT/ADzex+O/CjiNxqOjBPcIuKSn/HTnXTLjc5D6USgdMqcbLziAnRQem6pC4zuq9SSikVayLyA3BFREuAidjB+h4HLnNq5/oAPxhj/E5LgLnGGCMid2Jrxj4E3sQ2941sCVCJbYq7vrmvUyBzAnCIMeZYpyXA99jaOYhI2DnNfW8G9m/UEmAIdpCz3djQ3PdhTUgppRJBImdS2zMoXaLEnCySYfoKpZRSKlmcBFznDNrzCU5LgBa2PxqY5my/LfC0MWY60NASYCp20JuBxpjlQENLgClsaBXxKtDLaQlwPi20BMCO7vqNiISwgwjmGWN+dI41BTtOg7YEUEolBRGZICK3i8h3IvKriOzjLN/GWTZZRKaKyEhn+QkRyx8WOwI4IvInEflRRKaIyMfOsiIRuSziXNNExO88ZorI09h+4ENF5HIR+d45140R+1zjxPUl0Nmpo7oUrUlVSimllFJKJaSWalKx40lMMsZcKnZQun8YYw4QkfuBiZGD0mH7zd4BHBExKN1EbOFcU61Uimh+5PQ5wJ4Rg9IdCTR013jLOU8Fm7ZS+a/WpLaN9klVSimllFJKJSodlK4L0ua+SimllFJKqUTV3KB0K5znTQ5KB/wfUIUdlO6PbBiUbozz2MoYU9TCeds7KF3DcUcYYx5v+9tTTdFMqlJKKaWUUiohGWPKgcVORpOI6em+bG6fyOnpsAPRbYedmu9IEenXcBwRGY5t8ruviGwWcXywU+Ls6CxrbXq6U0Uk19l2sHOOz4HDRSRLRPKw09OpNtLmvkoppZRSSqlEptPTdTE6cJJSSimllFJKqYShzX2VUkoppZRSSiUMzaQqpZRSSimllEoYmklVSimllFJKKZUwNJOqlFJKKaWUUiphaCZVKaWUUkoppVTC0EyqUkoppZRSSqmEoZlUpZRSSimllFIJQzOpSimllFJKKaUShmZSlVJKKaWUUkolDM2kKqWUUkoppZRKGJpJVUoppZRSSimVMHxuB6CUir9Jkyb18/l8jwHbooVVSimVTMLAtLq6utN32mmnZW4Ho5RSsaCZVKW6IJ/P99iAAQNG9+3bd7XH4zFux6OUUqptwuGwLF++fOslS5Y8Bvyf2/EopVQsaA2KUl3Ttn379i3TDKpSSiUXj8dj+vbtW4ptCaOUUilJM6lKdU0ezaAqpVRycu7fmoZTSqUsvcEppVwhIjsddthhmzW8rq2tpWfPntv/4Q9/GBHtcwUCgQHRPmYy83q9O40aNWrrkSNHbvPHP/5xxIoVK7wN63744YfM3XfffUu/37/t8OHDt7388ssHhsNhAO67777ePXv23H7UqFFbb7bZZtvceOON/Vx7EzEwc+bM9JEjR24Tuewf//jHoOuvv76/WzF1RDLG3BwR2emMM84Y0vD6+uuv7/+Pf/xjkJsxtdWKFSu8xcXFfd2OQymlkpH2SVVK4Q8Ed4rm8UqKCya1tk1WVlZ45syZWeXl5ZKbm2tef/31bv3796+NZhwN7rvvvoHFxcVL2rNPXV0dPl8cbpFF3aP62VNU2upnn5GREf7ll1+mAxxxxBH+f/3rX31vv/32JeXl5fLXv/51xL333jv/iCOOKFu7dq2noKBgi9tvv73vVVddtRzg0EMPXf3000/PX7JkiXf06NHbHn/88atHjBgR9f9b/rj8qH4uocJQq59LIguHwxhj8Hq9rW8cIzNGjY7q/2T0LzNa/Z+kp6ebd999t+fixYuXDBw4sC6a54+1lStXeh9//PF+gUBgeVv3SYT/s1JKJYL/b+9uo5os3wCAX3thbNM52YBBIo4XH8bG3OFFkKyOAZVUEODBOJFkWeiAzsFTYBZFqZV04IN4RBGPZoEdisAUkxMfEu10SjnK28bGy4GQIS8OmLDB3Hj2/0Djj8k0KwHh+n3b83I/9+775mHXrvt+hplUhNCciYiI0H333XfLAQC++eYb3qZNmwat+/r6+mgRERFeBEGIZTKZ6Pfff2cBTGaJ4uPjhcHBwT5ubm7Sffv2TWXzCgoKeFKp1FckEolfeeWVVWazGVJSUlYYjUaqSCQSR0dHe/x5XS+JROLr7e0tyc3NdbSez2az/d966y03Hx8f8XvvvecaERHhZd1XUVGx7Jlnnpl6vVCsW7dOr9FoGAAARUVF/KCgoNG4uLhbAAAcDoc8fPhw14EDB1z/ep6Li8uEu7u78fr163azXee5EBwc7COXy1dIpVJfoVDoV1VVtRRgMvNsHXMEQYgbGxvtAWYeiwAAZWVly8Risa+Pj484NDSUALg787l69WqJWq1mqNVqhlAo9IuNjRUSBCFpb29nfPjhhwI/Pz9fgiDEO3funMoo7tq1y0UoFPoFBgb6tLa22s9q4zxENBrNkpSUNPDZZ5/dlRlWq9WMdevWEQRBiENDQ4nW1lYGAMCmTZuEW7duXenv7y9yc3OTnjhxwgEAoLKykrN27Vqf8PBwLzc3N2lKSsqKw4cP86RSqS9BEGKFQmH/T8oFAJipX9555x2369ev24tEIvH27dvddDodNTQ0lBCLxb4EQYiLi4uXW683vZ8zMzNd33jjjZXWsvPy8hy3bds29RohhBYDDFIRQnNmy5Ytg6WlpQ4Gg4HS3NzMDg0N1Vv3ZWZmPiaTyQwtLS3KvXv3al577bWpqcFtbW3MmpqalitXrjTn5uY+ZjQaKVevXmWWlZXxamtrVSqVSkmlUi1HjhzhFxQUaKyZwzNnznQAAJSUlHQqFIrmuro6ZWFhoaC3t5cGADA2NkYNCQnRq9Vq5RdffHGjvb2d2dPTQwcAOH78OP/111+/Odtt9DCZzWb4+eefOTExMcMAAAqFghkQEGCYfoxEIjEaDAbq4ODgHf8vWltbGUajkRoSEjI2i1WeU2azmdLY2Nick5Nzfc+ePY8BABw8eNApJSWlT6VSKRsaGpo9PDxu2xqLPT099LS0NGF5eXm7Wq1Wnj59uv1+1+zq6rJPS0sbaGtrUzQ1NTHb2tqYDQ0Nzc3Nzcq6ujr2+fPnl166dIldUVHBa2xsVFZXV7fW19cvefitMXsyMjL6y8vLeVqt9o70olwud09MTNS2tLQoX375Za1cLp8K5Pr6+uxqa2tVP/zwQ2t2dvYK63aVSsU6fvx4V2tra1NZWRm/paWF2djY2Lxly5abeXl5zv+k3PLy8mUz9UteXl73ypUrjSqVSllYWNjNZrPJc+fOtSmVyuaampqW999/3806lX56P3/00Ud91dXVXKPRSAEAKC4udty+ffuCuvcghND94HRfhNCcCQkJGevu7rYvKiriRURE6Kbvu3z5Muf7779vAwCIjo4eSU5OplsDpWeffXaYxWJZWCyWmcfjmbq7u+lVVVWcpqYmtkwm8wUAGB8fpzo7O884PTAnJ0dw7ty55QAAvb29dgqFguni4qKn0WiwdevWIQAAKpUKmzdv1hYVFfFSU1O1V69eXVpeXt7xEJtj1lgzy319fXZeXl7jMTExt/7uuWfPnnUgCGJpR0cH8/PPP+9is9kL5gFcFArlntvj4+OHAAAef/xxfUZGBgMAIDQ0VJ+bm+va3d3NSEhIGJJKpUZbY/HChQtLgoODR0Qi0W0AAIFAMHG/Orm6ut4ODw/XAwBUVVUtu3jx4jKxWCwGADAYDFSVSsUcGRmhPv/888McDocEmPz7+JdNMa/weDwyPj5eu3//fmcWi0Vat1+7dm3J+fPn2wEA5HL54CeffDK1djU6OnqYRqNBYGDguFarncr2S6VS/apVq0wAAO7u7sbIyEgdAIBMJhurqanh/JNybfWLp6fn7envgyRJSnp6uttvv/22lEqlQn9/P6O7u5sOcGc/c7lccv369SOlpaVcqVQ6bjKZKMHBwYvmyyCEEALAIBUhNMc2btw4nJ2dvfKnn35S9/f3/617kr29/VRgRKPRwGw2UywWCyU+Pl576NAhzb3Orays5NTU1HBqa2tVHA6HDA4O9hkbG6MCADAYDHL6OlS5XK594YUXvJlMpiUqKmrIzm5hzGy1ZpZHRkaoGzZsWL1//37nrKysfrFYPH7p0qWl049VKpUMNptN8ng8EuD/a1IvXrzIjoqKIjZv3jzs7u7+SK0VtEUgEJh1Ot0d2brBwUGah4eHEQCAyWRaAADodDpMTExQAAB27Ngx+OSTT+orKiq4L7744uqDBw/+YWssnjp1ijvTdel0usWaUQMAsGbQAADYbPbUDovFAunp6TcyMjLuyKrt2bNnQT3Aaia7d+/uCwgIECckJPytjKK1rwAm281q+r2DSqVOHUelUqf69EHLtdUvarWaMf11YWEhT6vV0hsbG5vt7e0tK1askFrvPdP7GQAgOTn55qeffupCEMT4q6++illUhNCig9N9EUJzSi6X33z33Xd7/popCAkJGTlx4gQfYDKwdHBwMFsDpZls3LjxVmVlpYNGo6EDTK5pbWlpYQBMBgHWD/7Dw8M0Lpc7weFwyGvXrjHvNTVSKBSaBAKBKS8vzzU5OXnBfVDkcDhkfn5+V0FBgcBkMkFycrL2ypUrnNOnT3MAAEZHRympqanub7/99l0PnXrqqacMcXFx2pycnAXxFFmAyQyWs7Oz6cyZMxyAyTF04cIFblhY2Kitc5RKJcPX19eYlZXV/9xzzw3X1dWxbI3FDRs26C9fvsxRqVQM63YAAKFQaKyrq1sCAPDLL7+wNRrNjGtKIyMjb3399deOOp2OCgDQ0dFhp9Fo6GFhYaM//vjj8tHRUcrQ0BC1urp6+X/aMPOAQCCYiIqKGjp16tTUGnJ/f3/9sWPHHAAmA8CgoCCb/fQgHrRcW/3C5XIn9Hr91OcsnU5Hc3R0NNnb21vOnj3L6enpYdgqMywsTH/jxg1GRUUFf9u2bYO2jkMIoYUKM6kIoTnl5eVlysrK6v/r9pycnJ7ExEQhQRBiFotFfvnll/ecahsYGDielZWlCQ8PJ0iSBDs7O0t+fn4XQRC3ExMTB3x9fcV+fn6G0tLSzqNHjzp5enpKPD09x2Uymf5e5SYkJGgPHTpEDwgIGP+373U+Wr9+/ZhIJBo7evQoLzU1dbC8vLwtLS3NPT093Y4kSYiPj9fu3r37rv4BAMjOzu4NCgoS79u374aDg4PNLxAeJSdPnuxISUlxz8zMXAkAsGvXrh6JRGK0dXxxcTHv22+/5dPpdIuTk5Np7969NwQCwcRMYzE8PFyfn5/fGRsb602SJPD5fNOvv/7ampSUNFRSUsL39vaW+Pv761etWjXjWIuLi7ulUCiYa9euFQFMZt9KSko6nnjiCUNsbOygn5+fhM/nm9asWXPPMf2o+uCDD3pPnjw59ZMuR44c6UpKShIeOHDAhc/nm7/66qvO/+I6D1qurX6RSCTGwMDA0T9/6kn38ccf90ZGRnoTBCFes2aNwcPD4573lJiYmKGGhga2k5PTfaeFI4TQQkOZPg0GIbQ41NfXd8pksgWXGXwYkpKS3P39/Q07d+7E9kIIzZqnn37aOz09ve+ll14amWl/fX29o0wmE85ytRBCaFbgdF+EELJBIpH4KpVK1o4dO7RzXReE0OJw8+ZNmlAo9GMymaStABUhhBY6nO6LEEI2KBSK5rmuA0JocXF0dJzo7Oxsmut6IITQXMJMKkIIIYQQQgiheQODVIQWJ5Ikyfv+3AJCCKH558/794J4WBlCCM0Eg1SEFqemgYEBLgaqCCH0aCFJkjIwMMAFAJwSjBBasHBNKkKLkNlsfrO3t/dYb2+vH+CXVQgh9CghAaDJbDa/OdcVQQihhwV/ggYhhBBCCCGE0LyBGRSEEEIIIYQQQvMGBqkIIYQQQgghhOYNDFIRQgghhBBCCM0bGKQihBBCCCGEEJo3MEhFCCGEEEIIITRv/A9NKMngtD6J/AAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] @@ -2823,12 +2368,12 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 50, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2864,12 +2409,12 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 51, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2900,12 +2445,12 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 52, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -4304,7 +3849,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.9.0" }, "varInspector": { "cols": {