From a74973acfabd547f152622d10d972435ee02a46f Mon Sep 17 00:00:00 2001 From: Alex Klibisz <8015228+alexklibisz@users.noreply.github.com> Date: Wed, 29 Nov 2023 10:47:46 -0500 Subject: [PATCH] Docs: make base64 image a single line to decrease diff sizes (#610) --- Taskfile.yaml | 2 +- docs/_config.yml | 2 +- docs/pages/performance.md | 1 + docs/pages/performance/fashion-mnist/plot.b64 | 823 +----------------- 4 files changed, 4 insertions(+), 824 deletions(-) diff --git a/Taskfile.yaml b/Taskfile.yaml index a719301dc..8c63e54e4 100644 --- a/Taskfile.yaml +++ b/Taskfile.yaml @@ -56,7 +56,7 @@ tasks: - venv/bin/python run.py --dataset fashion-mnist-784-euclidean --algorithm elastiknn-l2lsh --runs 3 --count 100 --parallelism 1 --force --local - mkdir -p $RESULTS_DIR - venv/bin/python plot.py --dataset fashion-mnist-784-euclidean --count 100 --output $RESULTS_DIR/plot.png | venv/bin/python ../parse_results.py > $RESULTS_DIR/results.md - - base64 -i $RESULTS_DIR/plot.png > $RESULTS_DIR/plot.b64 + - base64 -b 0 -i $RESULTS_DIR/plot.png > $RESULTS_DIR/plot.b64 - cat $RESULTS_DIR/results.md annbRunOfficialFashionMnist: diff --git a/docs/_config.yml b/docs/_config.yml index 49fee9e27..d7c4220c4 100644 --- a/docs/_config.yml +++ b/docs/_config.yml @@ -3,7 +3,7 @@ name: Elastiknn description: >- # this means to ignore newlines until "baseurl:" An Elasticsearch Plugin for Exact and Approximate Nearest Neighbors Search in High Dimensional Vector Spaces url: "https://alexklibisz.github.io" -baseurl: "elastiknn" +baseurl: "/elastiknn" theme: minimal-mistakes-jekyll minimal_mistakes_skin: dark diff --git a/docs/pages/performance.md b/docs/pages/performance.md index 88767653e..b309da89d 100644 --- a/docs/pages/performance.md +++ b/docs/pages/performance.md @@ -17,6 +17,7 @@ See the ann-benchmarks directory in the Elastiknn repository for more details. ### Fashion MNIST + {% include_relative performance/fashion-mnist/results.md %} diff --git a/docs/pages/performance/fashion-mnist/plot.b64 b/docs/pages/performance/fashion-mnist/plot.b64 index d6a9a1a9d..dd423d96d 100644 --- a/docs/pages/performance/fashion-mnist/plot.b64 +++ b/docs/pages/performance/fashion-mnist/plot.b64 @@ -1,822 +1 @@ -iVBORw0KGgoAAAANSUhEUgAABHsAAAMKCAYAAAAViEgEAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90 -bGliIHZlcnNpb24zLjYuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/P9b71AAAACXBIWXMAAA9h -AAAPYQGoP6dpAAC2bElEQVR4nOzdd3zT1f7H8XeSpmmTdLDK3iDIRjayR1tAliDXjQM3+rveq14n -igPU61XvvSpOwIty9YIDFOhgyxJk7yVT9ipNupvv7w9vcwlpoYW26Xg9Hw8empNPknfS07T95HzP -12QYhiEAAAAAAACUCeZABwAAAAAAAEDhodkDAAAAAABQhtDsAQAAAAAAKENo9gAAAAAAAJQhNHsA -AAAAAADKEJo9AAAAAAAAZQjNHgAAAAAAgDKEZg8AAAAAAEAZQrMHAAAAAACgDKHZA6BYmEwmvfTS -S97LU6dOlclk0v79+wOWqTDdddddqlevXqBjoJAsXrxYJpNJixcvzlf9m2++qaZNm8rj8RRtsAuc -Pn1aDodDc+fOLbbHvBL16tXTXXfdVaSPkZWVpaeeekq1a9eW2WzWsGHDJEkul0tjxoxRtWrVZDKZ -9Mc//rFIc5RmF79HlxT16tXTDTfcEPAMVzqHiyr/Sy+9JJPJVCj3ZTKZNHbs2EK5LwBAyUGzBygD 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GDRrk/XoZhmE8++yzhiRj9OjR3rH8zsfvv//ekGS8+uqrPnUjR440TCaTsWfPHu9Yz549jebNm+f6vAYNGuQ3frUufj+78PEufK457zft2rUzMjIyvONvvvmmIcmYNWvWJR8nt9f+3//+tyHJWLp0qXcs5/3u4vfd4cOHG5UqVfJe3rBhgyHJePjhh33qbr311jyf04XWrFljSDKmTJniM56RkWFERUUZLVq0MFJTU73jP/74oyHJGDdu3CXvNz9z88Lne+LECcNmsxl//vOfvWP5nVd5udT3wMVf10cffdQwmUzG+vXrvWOnT582Klas6PdzLb/5L/Ua5Obin3H5eT/OiyRDkvHLL794xw4cOGCEhIQYw4cP947de++9RvXq1Y1Tp0753P7mm282IiIivPM1r3liGIYxaNAgn5+VOfL7syInr9lsNrZu3Vrg5woA5QmHcQFlSL9+/VSlShXVrl1bI0eOlMPh0OzZs1WrVi1J0pkzZ7Rw4UKNGjVKycnJOnXqlE6dOqXTp08rJiZGu3fv9i65/+abb9S6dWvvSp8L5XyabLFYvHu5eDwenTlzRllZWWrfvr3WrVtXaM8rOTlZYWFhl6zJuT45OblA952YmKhz587plltu8b4ep06dksViUadOnXI9JC0/G0HPmDFDERER6t+/v8/9tmvXTk6n03u/OZ92//jjj8rMzCxQdkmqUaOGz9co5xCR9evX69ixY94s3bt3V4UKFXyy9OvXT9nZ2X5L9UeMGJGvFRA52WfNmpXnYRIzZszQtddeq6ZNm/o8ds7+Mjmvw/fffy+Px6Nx48b5HfqUM9/mz5+vjIwM/fGPf/Spue+++xQeHq45c+b43M7pdOr222/3Xg4ODlbHjh3166+/esfmzp2r6tWra+TIkd4xu92u+++//7LPX/r99OdBQUHeT6ev1Ny5c9W7d2/vHjkFmRc5K/dyDq+8UvXr11dMTIzf+IX79iQlJenUqVPq2bOnfv31VyUlJUn639fm0Ucf9VltktsmrPmdj3PnzpXFYtFjjz3mc/s///nPMgxD8+bNu6rnW5zuv/9+n1VnDz30kIKCgjR37txL3u7C1z4tLU2nTp3y7kuW23vsgw8+6HO5e/fuOn36tM6fPy9J3se7+DW92s1yf/nlF504cUIPP/ywz8rKQYMGqWnTpn7fmwXVrFkz7woR6fcVWk2aNPH5Xi7o+1xu8voeuFhcXJy6dOnis3q1YsWK3sN6ryT/1crP+/GldOnSRe3atfNerlOnjoYOHar4+HhlZ2fLMAx98803Gjx4sAzD8HmNY2JilJSUdFU/9/P7syJHz5492Y8LAC6Dw7iAMuT999/XNddco6SkJE2ePFlLly71WVa+Z88eGYahF154Ic/TNZ84cUI1a9bU3r17NWLEiMs+5ueff66//e1v2rFjh88fpfXr1y9Q9qSkJKWmpnovBwcHew8fCgsLu2wTJ+f6qKioAj3u7t27JSnPzW3Dw8N9LgcFBXmbZ5e736SkpDzznDhxQtLvv7COGDFC48eP1zvvvKNevXpp2LBhuvXWW/O1KWijRo38DuW45pprJP1+GF+1atW0e/dubdq0Kc8GTk6WHPn92v3hD3/Qp59+qjFjxujpp59W3759deONN2rkyJHeZszu3bu1ffv2yz723r17ZTabL/nL+4EDByTJ79CK4OBgNWjQwHt9jlq1avm9NhUqVNCmTZt87jO31zCvwzeKQmZmphITE72HIEkFmxfGf/evudThQPmR19d9+fLlevHFF7Vy5Uq//V+SkpIUERHhfe0bN27sc32VKlV8DiOVlO/5eODAAdWoUcOv0ZtzaMvFX++rcebMGZ/DzUJDQxUREVFo93/x6+J0OlW9evXL7iF05swZjR8/Xl999ZXf92lOo+1CderU8bmc89qfPXtW4eHhOnDggMxms9/eZ1c73/P63pSkpk2batmyZVd1/xc/L+n353bhvkcFfZ/LTX7f+w4cOKAuXbr4jTdq1CjX+vzkv1r5eT++lIvnqPT7z5KUlBSdPHlSZrNZ586d08cff6yPP/441/vIz2ucl/z+rMhR0N8xAKA8otkDlCEdO3b0no1r2LBh6tatm2699Vbt3LlTTqfT+2nfE088keenl3n9spqbL774QnfddZeGDRumJ598UlFRUbJYLJo4caLfptCX83//93/ejZal3//YzdmcslmzZlq3bp3S09PzbIBs2rRJwcHBqlmzpqS8//DNzs72uZzzmkybNk3VqlXzq7/4bCc2my1fvzh7PB5FRUXpyy+/zPX6nF9oTSaTZs6cqVWrVumHH35QfHy87rnnHv3tb3/TqlWrrnrFSE6W/v3766mnnsr1+pzmUI78noEpNDRUS5cu1aJFizRnzhzFxcXp66+/Vp8+fZSQkCCLxSKPx6OWLVvq7bffzvU+ateuXbAnUwAWiyXXceMSGxkXVKVKlZSVlZWv1Wd5WbZsmc6fP6+BAwd6xwoyL3L+YKxcufJVPZfcvu579+5V37591bRpU7399tuqXbu2goODNXfuXL3zzjtXtIKgoPOxONx4441asmSJ9/Lo0aN9Nh7Or4vfX67WqFGjtGLFCj355JNq06aN9308NjY219e+OOZ8IOTneRXGvCqqs88Vx9clP+/HVyNnvt1+++0aPXp0rjWtWrW6qvsvyM+K0nKmQAAIJJo9QBmV03Tp3bu33nvvPT399NNq0KCBJMlqteZ69qALNWzYUFu2bLlkzcyZM9WgQQN9++23Ps2VF198scB5n3rqKZ9Dbi5cDTB48GCtWLFCM2bM8KnJsX//fv30008aOnSo9xfAnNufO3fOZ2PQi1cD5HzCHRUVddnXpCAaNmyo+fPn6/rrr8/XL6WdO3dW586d9dprr2n69Om67bbb9NVXX2nMmDGXvF3Oaq0LX/9du3ZJknfDyoYNG8rlchXq88thNpvVt29f9e3bV2+//bYmTJig5557TosWLVK/fv3UsGFDbdy4UX379r3kypOGDRvK4/Fo27ZteW7sXbduXUm/b6KaM5el388Kt2/fvit6fnXr1tWWLVv8XsOdO3fm6/ZNmzaV9PtZua70D505c+aoWbNmuW4wmp95sW/fPkmX38z1Slb+/PDDD0pPT9fs2bN9VidcfEhFztdm9+7dPl+bkydP+q1eyO98rFu3rubPn+/XSNuxY4fPYxaGv/3tbz45a9Soccn6ChUq+J0BLiMjQ0ePHs21fvfu3erdu7f3ssvl0tGjR30afBc7e/asFixYoPHjx2vcuHE+93Wl6tatK4/Ho7179/qswsnvfM9rDl34vXnxKsmdO3de9mt1tavSpKJ9n7tY3bp1tWfPHr/x3MbyqzBeg8u9H19KbvNq165dstvt3g8nwsLClJ2dfdn7utRzyeu6/P6sAADkH3v2AGVYr1691LFjR7377rtKS0tTVFSUevXqpY8++ijXP0pOnjzp/f8RI0Zo48aN+u677/zqcj6NzPmk8MJPJ3/++WetXLmywFmbNWumfv36ef9duHfAAw88oGrVqunJJ5/02+MgLS3Ne3rXCz/RzWniXLhPg9vt9lk9JEkxMTEKDw/XhAkTct0b5cLXpCBGjRql7OxsvfLKK37XZWVlef9QPHv2rN+nuznNjvyc/vvIkSM+X6Pz58/rX//6l9q0aeNdqTRq1CitXLlS8fHxfrc/d+6csrKy8vu0fJw5c8Zv7OLso0aN0m+//aZPPvnErzY1NVVut1vS7yvRzGazXn75Zb8VCzmvT79+/RQcHKx//OMfPq/ZZ599pqSkpHydUehiAwcO1JEjRzRz5kzvWEpKSp6HKVws51COX375pcCPnWPu3Ll+2QsyL9auXauIiAjvWYny4nA4JMmvSXEpuX2PJyUlacqUKT51/fr1k9Vq1T//+U+f2tzOgJTf+Thw4EBlZ2frvffe86l55513ZDKZvGdUKwzt2rXzef+53F4gDRs29NsD5uOPP85zZc/HH3/s8/4yadIkZWVlXfI55PbaS7m/pvmV83j/+Mc/rug+85pD7du3V1RUlD788EOf+Tlv3jxt3779st+bVzI3L1ZU73O5iYmJ0cqVK7Vhwwbv2JkzZ/JcyZkfV/sa5Of9+FJWrlzps+fOoUOHNGvWLEVHR8tischisWjEiBH65ptvcv0g6MKflZd6Lg6HI9dDEPP7swIAkH+s7AHKuCeffFI33XSTpk6dqgcffFDvv/++unXrppYtW+q+++5TgwYNdPz4ca1cuVKHDx/Wxo0bvbebOXOmbrrpJt1zzz1q166dzpw5o9mzZ+vDDz9U69atdcMNN+jbb7/V8OHDNWjQIO3bt08ffvihmjVrJpfLVWjPoUKFCpo5c6YGDhyo6667TmPGjFGzZs107NgxTZ06Vb/++qvee+89derUyXub6Oho1alTR/fee6+efPJJWSwWTZ48WVWqVNHBgwe9deHh4Zo0aZLuuOMOXXfddbr55pu9NXPmzNH111/v98dmfvTs2VMPPPCAJk6cqA0bNig6OlpWq1W7d+/WjBkz9Pe//10jR47U559/rg8++EDDhw9Xw4YNlZycrE8++UTh4eGX/NQ/xzXXXKN7771Xa9asUdWqVTV58mQdP37c54/xJ598UrNnz9YNN9zgPd2v2+3W5s2bNXPmTO3fv/+KDgF6+eWXtXTpUg0aNEh169bViRMn9MEHH6hWrVrq1q2bJOmOO+7Qf/7zHz344INatGiRrr/+emVnZ2vHjh36z3/+o/j4eLVv316NGjXSc889p1deeUXdu3fXjTfeKJvNpjVr1qhGjRqaOHGiqlSpomeeeUbjx49XbGyshgwZop07d+qDDz5Qhw4dcl31dTn33Xef3nvvPd15551au3atqlevrmnTpslut+fr9g0aNFCLFi00f/583XPPPT7XLV261NsQOHnypNxut1599VVJv59uukePHtq3b5+2b9+uSZMm+dy2IPMiMTFRgwcPvuyn4W3atJHFYtEbb7yhpKQk2Ww29enT55L7XEVHRys4OFiDBw/WAw88IJfLpU8++URRUVE+DeMqVaroiSee0MSJE3XDDTdo4MCBWr9+vebNm+c3t/I7HwcPHqzevXvrueee0/79+9W6dWslJCRo1qxZ+uMf/+i370xxGjNmjB588EGNGDFC/fv318aNGxUfH5/n91FGRob69u2rUaNGeedst27dNGTIkDwfIzw8XD169NCbb76pzMxM1axZUwkJCd6VXFeiTZs2uuWWW/TBBx8oKSlJXbt21YIFC/K9IqVhw4aKjIzUhx9+qLCwMDkcDnXq1En169fXG2+8obvvvls9e/bULbfc4j31er169fT4449fNldB5+bFiup9LjdPPfWUvvjiC/Xv31+PPvqo99TrderU0ZkzZ65oZcrVvgb5eT++lBYtWigmJsbn1OuSNH78eG/N66+/rkWLFqlTp06677771KxZM505c0br1q3T/PnzvQ2nS82Tdu3a6euvv9af/vQndejQQU6nU4MHD873zwoAQAEU78m/ABSFnNP75naa5uzsbKNhw4ZGw4YNjaysLMMwDGPv3r3GnXfeaVSrVs2wWq1GzZo1jRtuuMGYOXOmz21Pnz5tjB071qhZs6YRHBxs1KpVyxg9erT3tKsej8eYMGGCUbduXcNmsxlt27Y1fvzxR7/TkBvG1Z16Pcf+/fuN+++/36hTp44RFBTkPV3s/Pnzc61fu3at0alTJyM4ONioU6eO8fbbb+f5uIsWLTJiYmKMiIgIIyQkxGjYsKFx1113+ZyKdvTo0YbD4cj1sXJ7zoZhGB9//LHRrl07IzQ01AgLCzNatmxpPPXUU8aRI0cMwzCMdevWGbfccotRp04dw2azGVFRUcYNN9zg87h5yTmtdHx8vNGqVSvDZrMZTZs2NWbMmOFXm5ycbDzzzDNGo0aNjODgYKNy5cpG165djbfeest7SuicU6//9a9/vexjG4ZhLFiwwBg6dKhRo0YNIzg42KhRo4Zxyy23+J36OCMjw3jjjTeM5s2bGzabzahQoYLRrl07Y/z48UZSUpJP7eTJk422bdt663r27GkkJib61Lz33ntG06ZNDavValStWtV46KGHjLNnz/rU5HUq7ty+TgcOHDCGDBli2O12o3Llysb//d//GXFxcfk+DfLbb79tOJ1Ov9Nk55waObd/Od8L7733nhEREWFkZmb63Da/82L79u2X/B642CeffGI0aNDAsFgsPs/vUqconz17ttGqVSsjJCTEqFevnvHGG28YkydP9vs+ys7ONsaPH29Ur17dCA0NNXr16mVs2bLF77TVhpG/+ZhT9/jjjxs1atQwrFar0bhxY+Ovf/2rz+ndDaP4T72enZ1t/OUvfzEqV65s2O12IyYmxtizZ0+ep15fsmSJcf/99xsVKlQwnE6ncdtttxmnT5++7OMcPnzYGD58uBEZGWlEREQYN910k3HkyBG/99OcuXbxabdze79LTU01HnvsMaNSpUqGw+EwBg8ebBw6dChfp143DMOYNWuW0axZM+978IWn1/7666+9378VK1Y0brvtNuPw4cOXvU/DKPjc7Nmzp9GzZ0+fsfzOq9xcaq7kNofXr19vdO/e3bDZbEatWrWMiRMnGv/4xz8MScaxY8cue7+55c/rNcjNxadez+/7cW4kGY888ojxxRdfGI0bN/b+PM/t8Y8fP2488sgjRu3atQ2r1WpUq1bN6Nu3r/Hxxx/71OU1T1wul3HrrbcakZGRhiSf9+P8/qzIyQsAuDSTYZTyXfsAlFsLFizQwIED1a1bN82bN897Gvjyol69emrRooV+/PHHQEcp15KSktSgQQO9+eabuvfeewt024EDB8rpdOo///nPFT32H//4Ry1dulRr165ln4sSaOrUqbr77ru1Zs0aViWUA3/84x/10UcfyeVyXfWGyAAAXC327AFQavXt21eff/65Fi1apLvvvrvUn3EGpVNERISeeuop/fWvfy3w2al69ep12UNc8nL69Gl9+umnevXVV2n0AMUsNTXV5/Lp06c1bdo0devWjUYPAKBEYGUPAJRSrOwBSjZW9pRdbdq0Ua9evXTttdfq+PHj+uyzz3TkyBEtWLBAPXr0CHQ8AADYoBkAAAAoiIEDB2rmzJn6+OOPZTKZdN111+mzzz6j0QMAKDFY2QMAAAAAAFCGsGcPAAAAAABAGUKzBwAAAAAAoAxhzx5JHo9HR44cUVhYGGc0AQAAAAAUOcMwlJycrBo1ashsZh0GChfNHklHjhxR7dq1Ax0DAAAAAFDOHDp0SLVq1Qp0DJQxNHskhYWFSZL27dunihUrBjgNUDQyMzP1/fffa9iwYbJarYGOAxQJ5jnKA+Y5ygPmOcqDM2fOqH79+t6/R4HCRLNH8h66FRYWpvDw8ACnAYpGZmam7Ha7wsPD+aUJZRbzHOUB8xzlAfMc5UFmZqYksZUIigQHBgIAAAAAAJQhNHsAAAAAAADKEJo9AAAAAAAAZQjNHgAAAAAAgDKEZg8AAAAAAEAZQrMHAAAAAACgDKHZAwAAAAAAUIbQ7AEAAAAAAChDaPYAAAAAAACUIQFt9kyaNEmtWrVSeHi4wsPD1aVLF82bN897fa9evWQymXz+Pfjggz73cfDgQQ0aNEh2u11RUVF68sknlZWVVdxPBQAAAAAAoEQICuSD16pVS6+//roaN24swzD0+eefa+jQoVq/fr2aN28uSbrvvvv08ssve29jt9u9/5+dna1BgwapWrVqWrFihY4ePao777xTVqtVEyZMKPbnAwAAAAAAEGgBbfYMHjzY5/Jrr72mSZMmadWqVd5mj91uV7Vq1XK9fUJCgrZt26b58+eratWqatOmjV555RX95S9/0UsvvaTg4OAifw4AAAAAAAAlSUCbPRfKzs7WjBkz5Ha71aVLF+/4l19+qS+++ELVqlXT4MGD9cILL3hX96xcuVItW7ZU1apVvfUxMTF66KGHtHXrVrVt2zbXx0pPT1d6err38vnz5yVJmZmZyszMLIqnBwRcztxmjqMsY56jPGCeozxgnqM8YH6jKAW82bN582Z16dJFaWlpcjqd+u6779SsWTNJ0q233qq6deuqRo0a2rRpk/7yl79o586d+vbbbyVJx44d82n0SPJePnbsWJ6POXHiRI0fP95vfM6cOT6HiQFl0axZswIdAShyzHOUB8xzlAfMc5RlKSkpgY6AMizgzZ4mTZpow4YNSkpK0syZMzV69GgtWbJEzZo10/333++ta9mypapXr66+fftq7969atiw4RU/5jPPPKM//elP3svnz59X7dq1NWjQIFWqVOmqng9QUmVmZmrWrFkaOnSorFZroOMARYJ5jvKAeY7ygHmO8uD06dOBjoAyLODNnuDgYDVq1EiS1K5dO61Zs0Z///vf9dFHH/nVdurUSZK0Z88eNWzYUNWqVdPq1at9ao4fPy5Jee7zI0k2m002m81v3Gq18sMEZR7zHOUB8xzlAfMc5QHzHGUZcxtFKaCnXs+Nx+Px2U/nQhs2bJAkVa9eXZLUpUsXbd68WSdOnPDWJCYmKjw83HsoGAAAAAAAQHkS0JU9zzzzjAYMGKA6deooOTlZ06dP1+LFixUfH6+9e/dq+vTpGjhwoCpVqqRNmzbp8ccfV48ePdSqVStJUnR0tJo1a6Y77rhDb775po4dO6bnn39ejzzySK4rdwAAAAAAAMq6gDZ7Tpw4oTvvvFNHjx5VRESEWrVqpfj4ePXv31+HDh3S/Pnz9e6778rtdqt27doaMWKEnn/+ee/tLRaLfvzxRz300EPq0qWLHA6HRo8erZdffjmAzwoAAAAAACBwAtrs+eyzz/K8rnbt2lqyZMll76Nu3bqaO3duYcYCAAAAAAAotUrcnj0AAAAAAAC4cjR7AAAAAAAAyhCaPQAAAAAAAGVIQPfsAQCUT9nJyTrxxBM+Y1FvvSVLWFiAEgEAAABlByt7AAAAAAAAyhBW9gAAik12crIkyfPf/17owjFW+AAAAABXjmYPAKDYXHzo1oVOjR/v/f/qH31UHHEAAACAMonDuAAAAAAAAMoQmj0AgBInbcsWGYYR6BgAAABAqcRhXACAEufsP/+poNq15YyNVch118lk5rMJAAAAIL9o9gAAik3UW29J+n0z5gv36MlN1qFDOvfJJ7JERckZE6PQTp1kslqLIyYAAABQqtHsAQAUm0udZcsUHi7j/Hm/8ewTJ5Q0bZqSf/hBjn79ZO/eXeaQkKKMCQAAAJRqrIsHAJQIVZ55RhF33CFLVFSu13vOnVPyzJk68cwzSp49Wx6Xq5gTAgAAAKUDK3sAAMXOEhaW6+nV7d26KbRrV6WtXy/XvHnKOnTIr8ZISZFrzhy5ExNl795djn79ZKlYsThiAwAAAKUCzR4AQIliMpsV2q6dQq67ThnbtskVF6eMXbv86oyMDLkXLJB78WKFduokZ0yMVKlSABIDAAAAJQvNHgBAiWQymWRr3ly25s2V8euvcsXFKX3jRv/C7Gylrlih1JUrFdy6tZwWS/GHBQAAAEoQmj0AgBIvuEEDVXz4YWX+9pvc8fFKXbNG8nh8iwxDGRs2qL2kJLdbYQMHKviaa2QymQKSGQAAAAgUmj0AgFLDWrOmIu+5R84hQ+ROTFTK8uVSZqZfXeaOHTqzY4es9erJOWCAbK1ayWTmnAQAAAAoH2j2AABKnaDKlRVxyy1yDhok94IFSlm8WEZaml9d5v79OjtpkoKqV5cjJkahHTvKxGFeAAAAKOP4mBMAUGpZwsMVPny4ol5/XWHDh8sUFpZrXdbRo0qaOlUnX3hB7kWLZGRkFHNSAAAAoPjQ7AEAlHrm0FA5Y2NVcfx47WrcWOY8zsqVffq0zn/1lU48+6yS586VJyWlmJMCAAAARY9mDwCgzDAFB+tIzZqqMG6cIu+5R0E1auRa50lOlmvWLJ145hmd/+YbZSclFXNSAAAAoOiwZw8AoMwxWSwK7dRJIR06KH3zZrni4pT5669+dUZamtwJCXIvXCh7165yREcrqEqVACQGAAAACg/NHgBAmWUymxXSurVsrVopY/duuePilL51q39hVpZSli5Vyk8/KaR9ezljY2WtVav4AwMAAACFgGYPAKDMM5lMsl1zjWzXXKPMgwfliotT2rp1kmH4FhqG0tasUdqaNbK1bClnbKyCGzUKTGgAAADgCtHsAQCUK9Y6dVTh/vuVdfy4XAkJSl25UsrO9qtL37xZ6Zs3K7hRIzkGDJCteXOZTKYAJAYAAAAKhmYPAKBcCqpaVZF33KGwG26Qe8ECpSxdKiM93a8uY88eZfzznwqqVUvO2FiFtGsnk5nzGwAAAKDk4rdVAEC5ZqlQQeEjRypq4kQ5Bw+WyeHItS7r8GGd+/RTnRw37vfGUGZmMScFAAAA8odmDwAAkswOh8JuuEFREycq/KabZK5QIde67JMnlfTllzrx3HNyJSTIk5ZWzEkBAACAS+MwLgAALmC22eTo10/2Xr2U+vPPcsXHK/v4cb86T1KSkr/5Rq558+To1Uv2Pn1kCQsLQGIAAADAF80eAAByYQoKkv366xXapYvSNmyQe948ZR486FdnpKTINXeuXImJsnfvLmf//rJUrBiAxAAAAMDvaPYAAHAJJrNZodddp5C2bZWxfbtccXHK2LnTvzAzUykLFypl8WKFduokZ2ysgqpVK/7AAAAAKPdo9gAAkA8mk0m2Zs1ka9ZMGfv2yRUXp/QNG/wLPR6lrlyp1FWrFNKmjRyxsQquV6+44wIAAKAco9kDAEABBdevr4oPPaTMI0fkjo9X6urVksfjW2QYSlu/Xmnr1yu4aVM5Y2MV3LSpTCZTYEIDAACg3KDZAwDAFbLWqKHIu++Wc8gQuRMSlLJ8uZTLKdkzduzQmR07ZK1XT87YWNlat5bJzAkxAQAAUDRo9gAAcJWCKlVSxC23yDlokFIWLpR78WIZqal+dZn79+vshx/KUq2anDExCu3USSaLJQCJAQAAUJbxsSIAAIXEEh6usGHDFDVxosJuvFHm8PBc67KPHVPS55/rxHPPyb1woYyMjGJOCgAAgLKMlT0AABQyc2ionDExcvTpo5QVK+ROSFD2qVN+dZ6zZ3X+66/lmjNH9j595OjVS2aHIwCJAQAAUJbQ7AEAoIiYrFY5evaUvVs3pa1dK1d8vLIOH/ar87hccs2eLXd8vOw9esjRv78sEREBSAwAAICygGYPAABFzGSxKLRjR4V06KD0LVvkmjdPmXv3+tUZ6elyJybKvWiR7F26yBETo6AqVQKQGAAAAKUZzR4AAIqJyWRSSMuWCmnZUhm7d8sVF6f0LVv8C7OylPLTT0pZtkwh7dvLGRMja+3axR8YAAAApRLNHgAAAiC4cWNVbNxYmYcOyRUfr7RffpEMw7fIMJS2Zo3S1qyRrUULOWNjFdy4cWACAwAAoNSg2QMAQABZa9dWhTFjlDVkiNwJCUpZuVLKyvKrS9+yRelbtsjasKGcAwbI1qKFTCZTABIDAACgpKPZAwBACRAUFaWI22+X84Yb5J4/XylLl8pIT/ery9y7V2ffe09BtWrJGROjkHbtZLJYApAYAAAAJZU50AEAAMD/WCIjFT5ypKImTpRzyBCZnc5c67IOH9a5zz7TyXHj5F6yREZmZjEnBQAAQEnFyh4AAEogs8OhsEGD5OjXT6nLl8uVkCDP2bN+ddmnTun89Oly/fijHP36yd6jh8yhoQFIDAAAgJKCZg8AACWY2WaTo08f2Xv0UOrq1XLFxyv72DG/Os/580r+9lu54uLk6NlT9r59ZQkLC0BiAAAABBrNHgAASgFTUJDsXbsqtHNnpW/cKFdcnDL37/erM1JS5Jo3T67582W//no5oqMVVKlS8QcGAABAwNDsAQCgFDGZzQpp21a2Nm2UsWOHXHFxytixw78wM1MpixcrZelShXbsKEdMjKw1ahR/YAAAABQ7mj0AAJRCJpNJtmuvle3aa5Wxf79c8+YpfcMG/0KPR6mrVil11SrZ2rSRMzZWwfXrF3teAAAAFB+aPQAAlHLB9eqp4kMPKfPoUbnj45X688+Sx+NXl75hg9I3bFBwkya/N32uvVYmkykAiQEAAFCUaPYAAFBGWKtXV+RddylsyBC5EhOV8tNPUi6nZM/YuVNndu6UtU4dOQYMUEibNjKZzQFIDAAAgKJAswcAgDLGUrGiIv7wBzkHDlTKwoVyL14sIyXFry7z4EGd++gjWapWlTMmRqGdOskUxK8GAAAApR0f4wEAUEZZwsIUNnSooiZMUNiNN8ocHp5rXfbx40r617904vnn5Z4/X5709GJOCgAAgMLEx3cAAJRx5tBQOWNi5OjTR6krV8qVkKDskyf96jxnz+r8jBlKnjtXjj595OjdW2aHIwCJAQAAcDVo9gAAUE6YrFbZe/RQ6PXXK23dOrni4pR1+LBfneF2y/XDD3InJMjeo4cc/frJEhlZ/IEBAABwRWj2AABQzpgsFoV26KCQ9u2VvmWLXHFxytyzx6/OSE+XOzFR7kWLFNq5s5zR0QqqWjUAiQEAAFAQNHsAACinTCaTQlq2VEjLlsrYs0euuDilb97sX5iVpdRly5S6fLlCrrtOzthYWevUKf7AAAAAyBeaPQAAQMGNGqni2LHKPHxYrrg4pf3yi2QYvkWGobS1a5W2dq1szZvLERur4MaNZTKZAhMaAAAAuaLZAwAAvKy1aqnCmDHKGjpU7oQEpaxYIWVl+dWlb92q9K1bZW3YUM6YGNlataLpAwAAUELQ7AEAAH6CqlRRxG23yXnDDXLPn6+UpUtlpKX51WXu3auzH3ygoBo15IyNVUj79jJZLAFIDAAAgBzmQAcAAAAllyUiQuEjRihq4kQ5hw6V2enMtS7ryBGdmzxZJ8eNk3vJEhmZmcWcFAAAADlY2QMAAC7LbLcrbOBAOfv1U8qyZXInJir7zBm/uuxTp3R++nS5fvxRjr59Ze/ZU+bQ0AAkBgAAKL9o9gAAgHwzBQfL0aeP7D17KnX1arnj45V19Khfnef8eSV/951ccXGy9+wpR9++soSHByAxAABA+UOzBwAAFJjJYpG9SxeFduqk9E2b5Jo3T5n79/vVGampcsfFyb1ggezXXy9H//4Kqly5+AMDAACUIzR7AADAFTOZzQpp00a21q2VsXOnXHFxyti+3b8wM1MpixcrZelShXbsKEdMjKw1ahR/YAAAgHKAZg8AALhqJpNJtqZNZWvaVBn798sdH6+09eslw/At9HiUumqVUletkq11azljYxXcoEFgQgMAAJRRNHsAAEChCq5XT8EPPKCsY8fkio9X6qpVksfjV5e+caPSN25U8DXXyDlggIKvvVYmkykAiQEAAMoWmj0AAKBIBFWrpsjRoxU2eLBciYlKXbZMRkaGX13Grl06s2uXgurUkTM2ViFt28pkNgcgMQAAQNlAswcAABQpS8WKivjDHxQ2aJDcCxfKvWiRjJQUv7qsgwd17uOPZalaVc7oaIV27ixTEL+qAAAAFBQfmwEAgGJhdjoVNmSIoiZOVNjIkTJHRuZal338uJKmTdOJ556Ta/58edLSijcoAABAKcfHZQAAoFiZQ0Lk7N9fjl69lLpqlVwJCco+ccKvznPunJJnzJBr7lw5eveWo3dvmZ3OACQGAAAoXWj2AACAgDBZrbJ3767Q669X2rp1csXFKevQIb86w+2W68cf5U5MlL1bNzn695elQoUAJAYAACgdaPYAAICAMpnNCm3fXiHt2il961a54+KUsXu3X52Rni73ggVyL16s0M6d5YyJUVDVqgFIDAAAULLR7AEAACWCyWRSSIsWCmnRQhl798oVF6f0TZv8C7Ozlbp8uVJXrFBI27ZyDhgga506xR8YAACghKLZAwAASpzghg1V8ZFHlPnbb3LFxSntl18kj8e3yDCUtm6d0tatU3CzZnLGxir4mmtkMpkCExoAAKCEoNkDAABKLGvNmqpw773KGjpU7oQEpSxfLmVl+dVlbNumM9u2yVq/vpwDBsjWsqVMZk46CgAAyieaPQAAoMQLqlxZEbfeKuegQXIvWKCUJUtk5HJK9sx9+3T2gw8UVKOGHDExCu3QQSaLJQCJAQAAAoePvAAAQKlhiYhQ+I03KmriRIUNGyZzWFiudVlHjihpyhSdfOEFuRctkpGRUcxJAQAAAoeVPQAAoNQx2+1yDhggR9++Slm+XO7ERGWfPu1Xl336tM5/9ZVcc+bI0bev7L16yRwaGoDEAAAAxYdmDwAAKLVMwcFy9O4te48eSl2zRu64OGUdPepX50lOVvL338sVFyd7z55y9OsnS3h4ABIDAAAUPZo9AACg1DNZLLJ37qzQjh2VvnmzXPPmKXPfPr86Iy1N7vh4uRcskP366+WIjlZQ5coBSAwAAFB0aPYAAIAyw2Q2K6R1a9latVLGrl1yxcUpY9s2/8KsLKUsWaKUn35SSPv2csbGylqzZvEHBgAAKAI0ewAAQJljMplka9JEtiZNlHnggFzx8Upbt04yDN9Cj0dpq1crbfVq2Vq2lHPAAAU3bBiY0AAAAIWEZg8AACjTrHXrqsL99yvr+HG54uOVumqVlJ3tV5e+ebPSN29WcOPGcsTGyta8uUwmUwASAwAAXJ2Annp90qRJatWqlcLDwxUeHq4uXbpo3rx5kqQzZ87o0UcfVZMmTRQaGqo6deroscceU1JSks99mEwmv39fffVVIJ4OAAAowYKqVlXknXcq6rXX5OjbVyabLde6jN27dfaf/9Sp115T6i+/yPB4ijkpAADA1Qnoyp5atWrp9ddfV+PGjWUYhj7//HMNHTpU69evl2EYOnLkiN566y01a9ZMBw4c0IMPPqgjR45o5syZPvczZcoUxcbGei9HRkYW8zMBAAClhaVCBYWPGiXnwIFyL1ok96JFMtxuv7qsQ4d07pNPZImKkjM6WqGdO8tktQYgMQAAQMEEtNkzePBgn8uvvfaaJk2apFWrVunee+/VN998472uYcOGeu2113T77bcrKytLQUH/ix4ZGalq1aoVW24AAFD6mZ1OhQ0eLEf//kpZtkzuxER5zp3zq8s+cUJJX3yh5B9/lKNfP9m7d5c5JKT4AwMAAORTidmzJzs7WzNmzJDb7VaXLl1yrUlKSlJ4eLhPo0eSHnnkEY0ZM0YNGjTQgw8+qLvvvvuSx9inp6crPT3de/n8+fOSpMzMTGVmZhbCswFKnpy5zRxHWcY8xxWxWGTr2VPBXbsqfc0apSQmynPypF+Z59w5Jc+cKdfcuQrp2VOhPXvK7HQWe1zmOcoD5jnKA+Y3ipLJMC4+LUXx2rx5s7p06aK0tDQ5nU5Nnz5dAwcO9Ks7deqU2rVrp9tvv12vvfaad/yVV15Rnz59ZLfblZCQoBdffFFvvvmmHnvssTwf86WXXtL48eP9xj/99FPZ7fbCeWIAAKB0MgxVOXlSdQ4eVJjLlWdZttmso9Wr61Dt2kpnpQ8AoIBSUlI0ZswY76IGoDAFvNmTkZGhgwcPKikpSTNnztSnn36qJUuWqFmzZt6a8+fPq3///qpYsaJmz54t6yWOlx83bpymTJmiQ4cO5VmT28qe2rVr6+jRo6pUqVLhPDGghMnMzNSsWbM0dOjQS34PAaUZ8xyFyTAMZe7YodSEBGXu3p13ocUiW4cOCu3fX0FVqxZ5LuY5ygPmOcqD06dPq3r16jR7UCQCfhhXcHCwGjVqJElq166d1qxZo7///e/66KOPJEnJycmKjY1VWFiYvvvuu8u+2Xfq1EmvvPKK0tPTZcvjLBs2my3X66xWKz9MUOYxz1EeMM9RWIJbtZKjVStl/PqrXHFxSt+40b8oO1vpq1Yp/eefFdK2rZyxsbLWrVvk2ZjnKA+Y5yjLmNsoSgFv9lzM4/F4V92cP39eMTExstlsmj17tkLysUR6w4YNqlChQp6NHgAAgIIKbtBAFR9+WJm//SZ3QoJSV6+WLj4lu2Eobd06pa1bp+Brr5UzNlbBTZpcch9BAACAohDQZs8zzzyjAQMGqE6dOkpOTtb06dO1ePFixcfH6/z584qOjlZKSoq++OILnT9/3ruRcpUqVWSxWPTDDz/o+PHj6ty5s0JCQpSYmKgJEyboiSeeCOTTAgAAZZS1Zk1F3n23nIMHy52YqJTly6VcNtjM2L5dZ7Zvl7VePTkHDJCtVSuZzOYAJAYAAOVRQJs9J06c0J133qmjR48qIiJCrVq1Unx8vPr376/Fixfr559/liTvYV459u3bp3r16slqter999/X448/LsMw1KhRI7399tu67777AvF0AABAORFUubIibrlFzkGD5F6wQCmLF8tIS/Ory9y/X2cnTVJQ9epyxMQotGNHmSyWACQGAADlSUCbPZ999lme1/Xq1UuX2zs6NjZWsbGxhR0LAAAgXyzh4QofPlzO2FilLFki94IF8vx3JfKFso4eVdLUqXLNni1H//6yd+smU3BwABIDAIDyoMTt2QMAAFDamEND5YyNlaNPH6WsXCl3fLyyT5/2q8s+c0bnv/5arrlzZe/TR45evWS22wOQGAAAlGU0ewAAAAqJKThYjp49Ze/WTWm//CJXXJyyjhzxq/MkJ8s1a5bc8fGy9+ghR79+skREBCAxAAAoi2j2AAAAFDKTxaLQTp0U0qGD0rdskSsuTpl79/rVGWlpcickyL1woexdu8oRHa2gKlUCkBgAAJQlNHsAAACKiMlsVkirVrK1bKmM3bvljotT+tat/oVZWUpZulQpP/2kkPbt5YyNlbVWreIPDAAAygSaPQAAAEXMZDLJds01sl1zjTIPHpQrLk5p69ZJF5+MwjCUtmaN0taska1lSzljYxV80VlJAQAALodmDwAAQDGy1qmjCvffr6zjx+VKSFDqqlVSVpZfXfrmzUrfvFnWRo3kjI2VrUULmUymACQGAAClDc0eAACAAAiqWlWRd9yhsBtukHvBAqUsXSojPd2vLnPPHp197z0F1aolZ2ysLK1aBSAtAAAoTWj2AAAABJClQgWFjxwp54ABci9aJPfChTLcbr+6rMOHde7TT2WuXFnVK1aUkZkpWa0BSAwAAEo6c6ADAAAAQDI7HAq74QZFTZyo8FGjZK5QIdc6z6lTarJrl86++KJcCQnypKUVc1IAAFDSsbIHAACgBDHbbHL07St7z55K/flnueLjlX38uF+d5/x5JX/zjVzz5snRq5fsffrIEhYWgMQAAKCkodkDAABQApmCgmS//nqFdumitA0b5J43T5kHD/rVGSkpcs2dK1diouzdu8vZv78sFSsGIDEAACgpaPYAAACUYCazWaHXXaeQtm2VsWOHkufOVeauXf6FmZlKWbhQKYsXK7RTJzliYmStXr34AwMAgICj2QMAAFAKmEwm2a69VuZGjRQ/ebK6ZGUpY9Mm/0KPR6krVyp11SrZWreWc8AABderV+x5AQBA4NDsAQAAKGWSw8MVPnKkdPKk3PHxSl29WvJ4fIsMQ+kbNih9wwYFN20qZ2ysgps2lclkCkxoAABQbGj2AAAAlFLWGjUUeffdcg4ZIndiolKWLZMyM/3qMnbs0JkdO2StV0/O2FjZWreWycxJWQEAKKto9gAAAJRyQZUqKeLmm+UcOFApCxfKvXixjNRUv7rM/ft19sMPZalWTc6YGIV26iSTxRKAxAAAoCjxkQ4AAEAZYQkPV9iwYYqaOFFhN94oc3h4rnXZx44p6fPPdeK55+ReuFBGRkYxJwUAAEWJlT0AAABljDk0VM6YGDn69FHKypVyx8cr+9QpvzrP2bM6//XXcs2ZI3ufPnL06iWzwxGAxAAAoDDR7AEAACijTFarHD16yH799Upbu1au+HhlHT7sV+dxueSaPVvu+HjZe/SQo39/WSIiApAYAAAUBpo9AAAAZZzJYlFox44K6dBB6Vu2yDVvnjL37vWrM9LT5U5MlHvRItm7dJEjJkZBVaoEIDEAALgaNHsAAADKCZPJpJCWLRXSsqUy9uyRa948pW/Z4l+YlaWUn35SyrJlCmnfXs6YGFlr1y7+wAAA4IrQ7AEAACiHghs1UsVHH1XmoUNyxccr7ZdfJMPwLTIMpa1Zo7Q1a2Rr0ULO2FgFN24cmMAAACDfaPYAAACUY9batVVhzBhlDRkid0KCUlaulLKy/OrSt2xR+pYtsjZsKOeAAbK1aCGTyRSAxAAA4HJo9gAAAEBBUVGKuP12OQcPlnv+fKUsWSIjPd2vLnPvXp197z0F1aolZ0yMQtq1k8liCUBiAACQF3OgAwAAAKDksEREKHzECEVNnCjnkCEyO5251mUdPqxzn32mk+PGyb1kiYzMzGJOCgAA8sLKHgAAAPgxOxwKGzRIjn79lLp8uVwJCfKcPetXl33qlM5Pny7Xjz/K0a+f7D16yBwaGoDEAAAgB80eAAAA5Mlss8nRp4/sPXoodfVqueLjlX3smF+d5/x5JX/7rVxxcXL07Cl7nz6yhIcHIDEAAKDZAwAAgMsyBQXJ3rWrQjt3VvrGjXLFxSlz/36/OiMlRa558+SaP1/266+XIzpaQZUqFX9gAADKMZo9AAAAyDeT2ayQtm1la9NGGTt2yBUXp4wdO/wLMzOVsnixUpYuVWjHjnLExMhao0bxBwYAoByi2QMAAIACM5lMsl17rWzXXquM/fvljotT2oYNkmH4Fno8Sl21SqmrVsnWpo2csbEKrl8/IJkBACgvaPYAAADgqgTXq6fgBx9U5tGjcsfHK/XnnyWPx68ufcMGpW/YoOAmTX5v+lx7rUwmUwASAwBQttHsAQAAQKGwVq+uyLvuUtiQIXIlJirlp5+kXE7JnrFzp87s3ClrnTpyDBigkDZtZDKbA5AYAICyiWYPAAAACpWlYkVF/OEPcg4cqJRFi+RetEhGSopfXebBgzr30UeyVK0qZ0yMQjt1kimIX08BALhafIQCAACAImEJC1PYkCGKmjhRYSNGyBwRkWtd9vHjSvrXv3Ti+eflnj9fnvT0Yk4KAEDZwkcnAAAAKFLmkBA5o6Pl6N1bqStXypWQoOyTJ/3qPGfP6vyMGUqeO1eOPn3k6N1bZocjAIkBACjdaPYAAACgWJisVtl79FDo9dcrbd06ueLilHX4sF+d4XbL9cMPcickyN6jhxz9+skSGVn8gQEAKKVo9gAAAKBYmSwWhXbooJD27ZW+davc8+YpY88evzojPV3uxES5Fy1SaOfOckZHK6hq1QAkBgCgdKHZAwAAgIAwmUwKadFCIS1aKGPPHrni4pS+ebN/YVaWUpctU+ry5Qq57jo5Y2NlrVOn+AMDAFBK0OwBAABAwAU3aqSKY8cq8/BhueLjlbZmjWQYvkWGobS1a5W2dq1szZvLERur4MaNZTKZAhMaAIASimYPAAAASgxrrVqqcO+9yhoyRO6EBKWsWCFlZfnVpW/dqvStW2Vt2FDOmBjZWraUycyJZgEAkGj2AAAAoAQKqlJFEbfdJucNN8g9f75Sli6VkZbmV5e5d6/OfvCBgmrUkDM2ViHt28tksQQgMQAAJQcffwAAAKDEskREKHzECEVNnKiwoUNlDgvLtS7ryBGdmzxZJ8eNk3vJEhmZmcWcFACAkoOVPQAAACjxzHa7nAMHytGvn1KWL5c7IUHZZ8741WWfOqXz06fL9eOPcvTtK3vPnjKHhgYgMQAAgUOzBwAAAKWGKThYjt69Ze/RQ6mrV8sdH6+so0f96jznzyv5u+/kmjdP9l695OjbV5bw8AAkBgCg+NHsAQAAQKljslhk79JFoZ06KX3TJrnmzVPm/v1+dUZamtxxcXIvWCD79dfL0b+/gipXLv7AAAAUI5o9AAAAKLVMZrNC2rSRrXVrZezaJde8ecrYvt2/MDNTKYsXK2XpUoV26CBHbKysNWoUf2AAAIoBzR4AAACUeiaTSbYmTWRr0kQZ+/fLHR+vtPXrJcPwLfR4lPrzz0r9+WfZWreWMzZWwQ0aBCY0AABFhGYPAAAAypTgevUU/MADyjp2TK6EBKWuWiVlZ/vVpW/cqPSNGxV8zTVyDhig4GuvlclkCkBiAAAKF80eAAAAlElB1aop8s47FXbDDXLPn6+Un36SkZHhV5exa5fO7NqloDp15IyNVUjbtjKZzQFIDABA4aDZAwAAgDLNUrGiwkeNknPgQLkXLpR70SIZKSl+dVkHD+rcxx/LUrWqnNHRCu3cWaYgfl0GAJQ+fGQBAACAcsHsdCpsyBBFTZyosJEjZY6MzLUu+/hxJU2bphPPPSfX/PnypKUVb1AAAK4SH1UAAACgXDGHhMjZv78cvXop9eef5YqPV/aJE351nnPnlDxjhlxz58rRu7ccvXvL7HQGIDEAAAVDswcAAADlkslqlb1bN4V27aq0devkiotT1qFDfnWG2y3Xjz/KnZgoe7ducvTvL0uFCgFIDABA/tDsAQAAQLlmMpsV2r69Qtq1U/rWrXLHxytj1y6/OiM9Xe4FC+RevFihnTvLGROjoKpVA5AYAIBLo9kDAAAASDKZTApp0UIhLVooY+9eueLilL5pk39hdrZSly9X6ooVCmnbVs4BA2StU6f4AwMAkAeaPQAAAMBFghs2VMVHHlHmb7/JFRentF9+kTwe3yLDUNq6dUpbt07BzZrJGRur4GuukclkCkxoAAD+i2YPAAAAkAdrzZqqcO+9yho6VO6EBKUsXy5lZfnVZWzbpjPbtslav76cAwbI1rKlTGZOfAsACAyaPQAAAMBlBFWurIhbb5XzhhvkXrBAKYsXy8jllOyZ+/bp7AcfKKhGDTliYhTaoYNMFksAEgMAyjM+bgAAAADyyRIervDhwxX1+usKGzZM5rCwXOuyjhxR0pQpOvnCC3IvWiQjI6OYkwIAyjNW9gAAAAAFZA4NlXPAADn69lXKihVyJyQo+/Rpv7rs06d1/quv5JozR46+fWXv1Uvm0NAAJAYAlCc0ewAAAIArZAoOlqNXL9m7d1fqmjVyx8cr68gRvzpPcrKSv/9errg42Xv2lKNfP1nCwwOQGABQHtDsAQAAAK6SyWKRvXNnhXbsqPTNm+WaN0+Z+/b51RlpaXLHx8u9YIHs118vR3S0gipXDkBiAEBZRrMHAAAAKCQms1khrVvL1qqVMnbtkisuThnbtvkXZmUpZckSpfz0k0Lat5czNlbWmjWLPzAAoEyi2QMAAAAUMpPJJFuTJrI1aaLMgwfliotT2rp1kmH4Fno8Slu9WmmrV8vWsqWcAwYouGHDwIQGAJQZNHsAAACAImStU0cV7r9fWcePyxUfr9RVq6TsbL+69M2blb55s4IbN5YjNla25s1lMpkCkBgAUNrR7AEAAACKQVDVqoq8806FDR4sd2KiUpYtk5Ge7leXsXu3MnbvVlDt2nLGxirkuutkMpsDkBgAUFrR7AEAAACKkaVCBYWPGiXnwIFyL1ok96JFMtxuv7qsQ4d07pNPZImKkjM6WqGdO8tktQYgMQCgtOEjAgAAACAAzE6nwgYPVtSECQq76SaZIyNzrcs+cUJJX3yhE88/L1diojxpacUbFABQ6rCyBwAAAAggc0iInP36ydGzp1J//lmu+HhlnzjhV+c5d07JM2fKNXeuHL17y9Gnj8xOZwASAwBKOpo9AAAAQAlgslpl79ZNoV27Km39erni4pR18KBfnZGSItecOXInJiq0Wzc5+/eXpWLFACQGAJRUNHsAAACAEsRkNiu0XTuFXHedMrZvl2vePGXs2uVXZ2RkKGXhQqUsWaLQTp3kjIlRULVqAUgMAChpaPYAAAAAJZDJZJKtWTPZmjVTxq+/yhUXp/SNG/0Ls7OVumKFUleuVEjbtnLGxspat27xBwYAlBg0ewAAAIASLrhBA1V8+GFlHjkid3y8Ulevljwe3yLDUNq6dUpbt07B114rZ2ysgps0kclkCkxoAEDA0OwBAAAASglrjRqKvPtuOQcPljsxUSnLl0uZmX51Gdu368z27bLWqyfngAGytWolk5kT8QJAeUGzBwAAAChlgipXVsQtt8g5aJDcCxYoZfFiGbmckj1z/36dnTRJQdWryxETo9COHWWyWAKQGABQnGjvAwAAAKWUJTxc4cOHK+r11xU2fLjM4eG51mUdPaqkqVN18vnn5V64UEZGRjEnBQAUJ1b2AAAAAKWcOTRUzthYOfr0UcrKlXInJCj71Cm/uuwzZ3T+66/lmjtX9j595OjVS2a7PQCJAQBFiWYPAAAAUEaYgoPl6NlT9m7dlPbLL3LFxSnryBG/Ok9yslyzZskdHy97jx5y9OsnS0REABIDAIoCzR4AAACgjDFZLArt1EkhHToofcsWueLilLl3r1+dkZYmd0KC3AsXyt61qxzR0TKFhOjEE0/41EW99ZYsYWHFFR8AcJVo9gAAAABllMlsVkirVrK1bKmM3bvljotT+tat/oVZWUpZulQpP/0kW+vWxR8UAFCoaPYAAAAAZZzJZJLtmmtku+YaZR48KFdcnNLWrZMMw7fQMJS+YYPf7T3Jyd7/Z4UPAJR8NHsAAACAcsRap44q3H+/so4flyshQamrVklZWZe8zanx473/X/2jj4o6IgDgKnHqdQAAAKAcCqpaVZF33KGo116To3//QMcBABQimj0AAABAOWaJjFT4yJGBjgEAKEQBbfZMmjRJrVq1Unh4uMLDw9WlSxfNmzfPe31aWpoeeeQRVapUSU6nUyNGjNDx48d97uPgwYMaNGiQ7Ha7oqKi9OSTTyrrMstQAQAAAAAAyqqA7tlTq1Ytvf7662rcuLEMw9Dnn3+uoUOHav369WrevLkef/xxzZkzRzNmzFBERITGjh2rG2+8UcuXL5ckZWdna9CgQapWrZpWrFiho0eP6s4775TVatWECRMC+dQAAACAUiXqrbck/b4Z84V79OSwtW2riNtuK+5YAIArENCVPYMHD9bAgQPVuHFjXXPNNXrttdfkdDq1atUqJSUl6bPPPtPbb7+tPn36qF27dpoyZYpWrFihVatWSZISEhK0bds2ffHFF2rTpo0GDBigV155Re+//74yMjIC+dQAAACAUsUSFiZLWJjMeZxtK33jRhnp6cWcCgBwJUrM2biys7M1Y8YMud1udenSRWvXrlVmZqb69evnrWnatKnq1KmjlStXqnPnzlq5cqVatmypqlWremtiYmL00EMPaevWrWrbtm2uj5Wenq70C35QnT9/XpKUmZmpzMzMInqGQGDlzG3mOMoy5jnKA+Y5iponr7nl8Sg5IUHOm24q8gzMc5QHzG8UpYA3ezZv3qwuXbooLS1NTqdT3333nZo1a6YNGzYoODhYkZGRPvVVq1bVsWPHJEnHjh3zafTkXJ9zXV4mTpyo8bksTZ0zZ47sdvtVPiOgZJs1a1agIwBFjnmO8oB5jiLVq5ckqeGePap9+LB32P3TT1qQmanM4OBiicE8R1mWkpIS6AgowwLe7GnSpIk2bNigpKQkzZw5U6NHj9aSJUuK9DGfeeYZ/elPf/JePn/+vGrXrq1BgwapUqVKRfrYQKBkZmZq1qxZGjp0qKxWa6DjAEWCeY7ygHmO4pR95ozOvvSS5PFIkiwej/pHRso+cGCRPi7zHOXB6dOnAx0BZVjAmz3BwcFq1KiRJKldu3Zas2aN/v73v+sPf/iDMjIydO7cOZ/VPcePH1e1atUkSdWqVdPq1at97i/nbF05Nbmx2Wyy2Wx+41arlR8mKPOY5ygPmOcoD5jnKA7WqlUV2rGjUv+7Z6YkpS5ZorDYWJlz+X260B+feY4yjLmNohTQDZpz4/F4lJ6ernbt2slqtWrBggXe63bu3KmDBw+qS5cukqQuXbpo8+bNOnHihLcmMTFR4eHhatasWbFnBwAAAMoaR3S0z2XD7Vbqf8+OCwAomQK6sueZZ57RgAEDVKdOHSUnJ2v69OlavHix4uPjFRERoXvvvVd/+tOfVLFiRYWHh+vRRx9Vly5d1LlzZ0lSdHS0mjVrpjvuuENvvvmmjh07pueff16PPPJIrit3AAAAABSMtWZN2Vq0UPqWLd4x9/z5svfsKZPFEsBkAIC8BLTZc+LECd155506evSoIiIi1KpVK8XHx6t///6SpHfeeUdms1kjRoxQenq6YmJi9MEHH3hvb7FY9OOPP+qhhx5Sly5d5HA4NHr0aL388suBekoAAABAmeOIifFp9mSfPq20tWsV2rFjAFMBAPIS0GbPZ599dsnrQ0JC9P777+v999/Ps6Zu3bqaO3duYUcDAAAA8F/BjRvLWr++Mvft84654uMV0qGDTCZTAJMBAHJT4vbsAQAAAFCymEwmOWNjfcayDh9W+tatAUoEALgUmj0AAAAALsvWqpUsVav6jLkTEgKUBgBwKTR7AAAAAFyWyWyW86Izc2Xs3KmM/fsDEwgAkCeaPQAAAADyJbRTJ5kjInzG3PHxAUoDAMgLzR4AAAAA+WKyWuXo29dnLG39emUdPx6gRACA3NDsAQAAAJBv9h49ZAoJ+d+AYcidmBi4QAAAPzR7AAAAAOSbOTRU9p49fcZSVq5UdlJSgBIBAC5GswcAAABAgTj69pWCgv43kJUl98KFgQsEAPBBswcAAABAgVgiIhTaubPPWMqSJfKkpgYoEQDgQjR7AAAAABSYMzpaMpm8l43UVKX89FMAEwEActDsAQAAAFBgQVWrKqRNG58x94IFMjIzAxMIAOBFswcAAADAFXHExPhc9pw7p9TVqwOUBgCQg2YPAAAAgCsSXL++gq+5xmfMlZAgw+MJUCIAgESzBwAAAMBVuHh1T/axY0rftClAaQAAEs0eAAAAAFfB1ry5gmrW9BlzxcfLMIwAJQIA0OwBAAAAcMVMJpMc0dE+Y5m//qrMvXsDlAgAQLMHAAAAwFUJ7dBBlooVfcZccXEBSgMAoNkDAAAA4KqYLBY5+vf3GUvfvFmZv/0WoEQAUL7R7AEAAABw1UKvv14mh8NnzJ2YGKA0AFC+0ewBAAAAcNXMNpscvXr5jKX+/LOyz5wJTCAAKMdo9gAAAAAoFPbevSWr9X8DHo/c8+cHLhAAlFM0ewAAAAAUCktYmOzXX+8zlrJsmTxud4ASAUD5RLMHAAAAQKFx9O8vmf/3Z4aRni73kiUBTAQA5Q/NHgAAAACFJqhyZYW0a+czlrJwoYyMjAAlAoDyh2YPAAAAgELljI72uexJTlbKypUBSgMA5Q/NHgAAAACFylqnjoKbNfMZcyckyPB4ApQIAMoXmj0AAAAACp0zJsbncvapU0pbty5AaQCgfKHZAwAAAKDQBTdpImvduj5jrvh4GYYRoEQAUH7Q7AEAAABQ6EwmkxwXre7JOnhQGTt2BCgRAJQfNHsAAAAAFImQtm1liYryGXPFxwcoDQCUHzR7AAAAABQJk9ksR//+PmMZ27cr8+DBACUCgPKBZg8AAACAImPv3FnmsDCfMVb3AEDRotkDAAAAoMiYgoPl6NPHZyxt7VplnTwZoEQAUPbR7AEAAABQpOw9e8pks/1vwDDkTkwMXCAAKONo9gAAAAAoUmaHQ/bu3X3GUlasUPb58wFKBABlG80eAAAAAEXO0a+fZLH8byAzUymLFwcsDwCUZTR7AAAAABQ5S4UKCu3Y0WfMvWiRPGlpAUoEAGUXzR4AAAAAxcIRHe1z2UhJUeqyZQFKAwBlF80eAAAAAMXCWqOGbK1a+Yy55s+XkZ0doEQAUDbR7AEAAABQbJwxMT6XPWfPKnXNmgClAYCyiWYPAAAAgGIT3KiRrA0b+oy54+NlGEaAEgFA2UOzBwAAAECxunh1T9aRI0rfsiVAaQCg7KHZAwAAAKBY2Vq2VFD16j5j7vj4AKUBgLKHZg8AAACAYmUym/3OzJWxe7cyfv01QIkAoGyh2QMAAACg2IV27ChzZKTPmIvVPQBQKGj2AAAAACh2pqAgOfr18xlL37hRWceOBSgRAJQdNHsAAAAABIS9e3eZ7Pb/DRiGXAkJgQsEAGUEzR4AAAAAAWEOCZG9Z0+fsdSff1b2uXOBCQQAZQTNHgAAAAAB4+jTRwoK+t9AVpbSFi8OWB4AKAuCLl/i7+DBgzpw4IBSUlJUpUoVNW/eXDabrbCzAQAAACjjLOHhsnftqpSlS71jacuWydK+fQBTAUDplu9mz/79+zVp0iR99dVXOnz4sAzD8F4XHBys7t276/7779eIESNkNrNgCAAAAED+OPr3V8pPP0n//RvDSEtTjSNHApwKAEqvfHVlHnvsMbVu3Vr79u3Tq6++qm3btikpKUkZGRk6duyY5s6dq27dumncuHFq1aqV1qxZU9S5AQAAAJQRQVFRCmnb1mes1uHDMjIzA5QIAEq3fK3scTgc+vXXX1WpUiW/66KiotSnTx/16dNHL774ouLi4nTo0CF16NCh0MMCAAAAKJscMTFKW7fOe9mWkaH0NWsUfNEGzgCAy8tXs2fixIn5vsPY2NgrDgMAAACgfAquV0/BTZooY+dO71jq/Plydu8uE9tEAECBFPhdMzU1VSkpKd7LBw4c0Lvvvqv4+PhCDQYAAACgfHHGxPhczj5xQmkbNgQmDACUYgVu9gwdOlT/+te/JEnnzp1Tp06d9Le//U3Dhg3TpEmTCj0gAAAAgPIhuFkzBdWu7TPmjo/3OTkMAODyCtzsWbdunbp37y5JmjlzpqpWraoDBw7oX//6l/7xj38UekAAAAAA5YPJZJIzOtpnLHP/fmXs3h2gRABQOhW42ZOSkqKwsDBJUkJCgm688UaZzWZ17txZBw4cKPSAAAAAAMqPkHbtZL7oxDButowAgAIpcLOnUaNG+v7773Xo0CHFx8cr+r+d9xMnTig8PLzQAwIAAAAoP0wWi0L79PEZS9+yRZmHDwcoEQCUPgVu9owbN05PPPGE6tWrp06dOqlLly6Sfl/l07Zt20IPCAAAAKB8CenSRRlWq8+YOyEhQGkAoPQpcLNn5MiROnjwoH755RfFxcV5x/v27at33nmnUMMBAAAAKH9MwcH6rWZNn7HUNWuUdfp0gBIBQOmS72ZPnTp1NHbsWCUkJKhy5cpq27atzOb/3bxjx45q2rRpkYQEAAAAUL78VrOmFBz8vwGPR+758wMXCABKkXw3e6ZNmyabzaZHHnlElStX1h/+8Ad9+eWXOnfuXBHGAwAAAFAeZVmtCuna1WcsddkyeVyuACUCgNIj382enj176m9/+5t2796t5cuXq02bNvrnP/+patWqqU+fPnr33Xf166+/FmVWAAAAAOVIaJ8+0gVHExgZGXIvXhy4QABQShR4zx5Jat68uZ555hmtWrVK+/fv1y233KIFCxaoRYsWatGihebMmVPYOQEAAACUM5aKFRXaoYPPWMqiRTIyMgKUCABKhytq9lyoWrVquu+++/TDDz/o1KlTeuWVV2Sz2QojGwAAAIByzhEd7XPZ43IpZfnyAKUBgNLhqps9ObKysnTq1CkNHz5c/fr1K6y7BQAAAFCOWWvVkq1FC58xd2KijOzsACUCgJKv0Jo9W7duVf369Qvr7gAAAABAkuSIifG5nH36tNLWrg1QGgAo+Qqt2QMAAAAARSG4cWNZ69XzGXPFx8swjMAEAoASLii/hdddd90lr09NTb3qMAAAAABwMZPJJEdMjM599JF3LOvwYWVs3y5bs2YBTAYAJVO+mz3btm3TzTffnOehWkePHtWuXbsKLRgAAAAA5Ahp00aWqlWVffy4d8wVF0ezBwByke9mT4sWLdSpUyc99NBDuV6/YcMGffLJJ4UWDAAAAABymMxmOfv3V9IXX3jHMnbuVMb+/Qq+6BAvACjv8r1nz/XXX6+dO3fmeX1YWJh69OhRKKEAAAAA4GKhnTvLHB7uM+ZOSAhQGgAoufK9sufvf//7Ja9v2LChFi1adNWBAAAAACA3JqtVjr59lfzdd96xtHXrlHXihIKiogKYDABKFs7GBQAAAKDUsPfsKVNIyP8GDEPuxMTABQKAEihfzZ6DBw8W6E5/++23KwoDAAAAAJdiDg2V/aLtI1JWrFB2UlKAEgFAyZOvZk+HDh30wAMPaM2aNXnWJCUl6ZNPPlGLFi30zTffFFpAAAAAALiQo29fKeiCHSmysuRmSwkA8MrXnj3btm3Ta6+9pv79+yskJETt2rVTjRo1FBISorNnz2rbtm3aunWrrrvuOr355psaOHBgUecGAAAAUE5ZIiMV2qmTUpcv946lLFkiZ2yszBce4gUA5VS+VvZUqlRJb7/9to4ePar33ntPjRs31qlTp7R7925J0m233aa1a9dq5cqVNHoAAAAAFDlndLRkMnkvGykpSvnppwAmAoCSI99n45Kk0NBQjRw5UiNHjiyqPAAAAABwWUHVqsnWurXSN2zwjrnnz5ejd2+Zggr0Zw4AlDmcjQsAAABAqeSMifG57Dl3TqmrVwcoDQCUHDR7AAAAAJRKwQ0aKLhRI58xd0KCDI8nQIkAoGSg2QMAAACg1HLExvpczjp6VOmbNwcoDQCUDDR7AAAAAJRathYtFFSjhs+YKz4+QGkAoGQIaLNn4sSJ6tChg8LCwhQVFaVhw4Zp586d3uv3798vk8mU678ZM2Z463K7/quvvgrEUwIAAABQjEwmkxwX7d2TuXevMvbsCVAiAAi8fG1TP3v27Hzf4ZAhQ/Jdu2TJEj3yyCPq0KGDsrKy9Oyzzyo6Olrbtm2Tw+FQ7dq1dfToUZ/bfPzxx/rrX/+qAQMG+IxPmTJFsRcs4YyMjMx3DgAAAAClV2iHDkr+/nt5zp71jrni41Xxov18AKC8yFezZ9iwYT6XTSaTDMPwuZwjOzs73w8eFxfnc3nq1KmKiorS2rVr1aNHD1ksFlWrVs2n5rvvvtOoUaPkdDp9xiMjI/1qAQAAAJR9JotFzn79dP6C1f/pmzYp88gRWS86xAsAyoN8NXs8F+xmP3/+fP3lL3/RhAkT1KVLF0nSypUr9fzzz2vChAlXFSYpKUmSVLFixVyvX7t2rTZs2KD333/f77pHHnlEY8aMUYMGDfTggw/q7rvv9mlCXSg9PV3p6eney+fPn5ckZWZmKjMz86qeA1BS5cxt5jjKMuY5ygPmOcqDK5nn1s6dZZozR0ZKincsOS5OYXfcUej5gMLA+ziKksm4cIlOPrRo0UIffvihunXr5jP+008/6f7779f27duvKIjH49GQIUN07tw5LVu2LNeahx9+WIsXL9a2bdt8xl955RX16dNHdrtdCQkJevHFF/Xmm2/qsccey/V+XnrpJY0fP95v/NNPP5Xdbr+i/AAAAAACq96+fap34ID3ssdk0s+dOik9JCSAqYDcpaSkaMyYMUpKSlJ4eHig46CMKXCzJzQ0VGvWrFGLFi18xjdt2qROnTopNTX1ioI89NBDmjdvnpYtW6ZatWr5XZ+amqrq1avrhRde0J///OdL3te4ceM0ZcoUHTp0KNfrc1vZk7M/UKVKla4oP1DSZWZmatasWRo6dKisVmug4wBFgnmO8oB5jvLgSue5JzlZZ8aNky5YMRHap48cN95YFDGBq3L69GlVr16dZg+KRL4O47pQhw4d9Kc//UnTpk1T1apVJUnHjx/Xk08+qY4dO15RiLFjx+rHH3/U0qVLc230SNLMmTOVkpKiO++887L316lTJ73yyitKT0+XzWbzu95ms+U6brVa+aUJZR7zHOUB8xzlAfMc5UGB53nFirJ37aqUJUu8Q2nLlyv8hhtkdjiKICFw5XgPR1Eq8KnXJ0+erKNHj6pOnTpq1KiRGjVqpDp16ui3337TZ599VqD7MgxDY8eO1XfffaeFCxeqfv36edZ+9tlnGjJkiKpUqXLZ+92wYYMqVKiQa0MHAAAAQNnl6N9fumDvTiM93af5AwDlQYFX9jRq1EibNm1SYmKiduzYIUm69tpr1a9fvzw3RM7LI488ounTp2vWrFkKCwvTsWPHJEkREREKDQ311u3Zs0dLly7V3Llz/e7jhx9+0PHjx9W5c2eFhIQoMTFREyZM0BNPPFHQpwYAAACglAuqUkUh7dop7ZdfvGPuhQvl6NdPpuDgACYDgOJT4GaP9Pup1qOjoxUdHX1VDz5p0iRJUq9evXzGp0yZorvuust7efLkyapVq1auj2e1WvX+++/r8ccfl2EYatSokd5++23dd999V5UNAAAAQOnkjInxafZ4kpOVsmqVHD16BDAVABSfK2r2LFiwQAsWLNCJEyd8Tssu/d6Yya/87g09YcKEPE/rHhsbq9jY2Hw/JgAAAICyzVqnjoKvvVYZF5wp2J2YKHu3bjKZC7yTBQCUOgV+pxs/fryio6O1YMECnTp1SmfPnvX5BwAAAACB5oyJ8bmcfeKE0tavD1AaACheBV7Z8+GHH2rq1Km64447iiIPAAAAAFy14KZNFVSnjrIOHvSOuePiFHLddQXeaxQASpsCr+zJyMhQ165diyILAAAAABQKk8nkt7on8+BBZezcGaBEAFB8CtzsGTNmjKZPn14UWQAAAACg0IS0bStL5co+Y674+AClAYDiU+DDuNLS0vTxxx9r/vz5atWqlaxWq8/1b7/9dqGFAwAAAIArZbJY5IiO1vkLPqzO2LZNmYcOyVq7dgCTAUDRKnCzZ9OmTWrTpo0kacuWLT7XcewrAAAAgJLE3qWLXD/8IE9ysnfMFR+vCmPGBDAVABStAjd7Fi1aVBQ5AAAAAKDQmYKDZe/dW67Zs71jab/8oqxhwxR00SFeAFBWFHjPngsdPnxYhw8fLqwsAAAAAFDoHL16yWSz/W/AMOROTAxcIAAoYgVu9ng8Hr388suKiIhQ3bp1VbduXUVGRuqVV16Rx+MpiowAAAAAcMXMDofs3br5jKUsX67sCw7tAoCypMDNnueee07vvfeeXn/9da1fv17r16/XhAkT9M9//lMvvPBCUWQEAAAAgKvi6NdPMl/w509mplLYogJAGVXgPXs+//xzffrppxoyZIh3rFWrVqpZs6Yefvhhvfbaa4UaEAAAAACulqViRYV27KjUVau8Y+7Fi+WIiZH5wkO8AKAMKPDKnjNnzqhp06Z+402bNtWZM2cKJRQAAAAAFDZHTIzPZcPtVury5QFKAwBFp8DNntatW+u9997zG3/vvffUunXrQgkFAAAAAIXNWqOGbC1b+oy5ExNlZGcHKBEAFI0CH8b15ptvatCgQZo/f766dOkiSVq5cqUOHTqkuXPnFnpAAAAAACgszpgYpW/e7L2cfeaMUteskb1z5wCmAoDCVeCVPT179tTOnTs1fPhwnTt3TufOndONN96onTt3qnv37kWREQAAAAAKhbVRI1kbNPAZcyckyDCMACUCgMJX4JU9klSzZk02YgYAAABQ6phMJjljYnR20iTvWNZvvyl961aFtGgRwGQAUHgKvLJnypQpmjFjht/4jBkz9PnnnxdKKAAAAAAoKrZWrWSpVs1nzB0fH6A0AFD4CtzsmThxoipXruw3HhUVpQkTJhRKKAAAAAAoKiazWc7oaJ+xjF27lLFvX4ASAUDhKnCz5+DBg6pfv77feN26dXXw4MFCCQUAAAAARSm0Y0eZIyN9xljdA6CsKHCzJyoqSps2bfIb37hxoypVqlQooQAAAACgKJmsVjn69vUZS9uwQVnHjgUoEQAUngI3e2655RY99thjWrRokbKzs5Wdna2FCxfq//7v/3TzzTcXRUYAAAAAKHT27t1lCg3934BhyJWYGLhAAFBICtzseeWVV9SpUyf17dtXoaGhCg0NVXR0tPr06cOePQAAAABKDXNoqOw9e/qMpa5apeykpAAlAoDCUeBmT3BwsL7++mvt2LFDX375pb799lvt3btXkydPVnBwcFFkBAAAAIAi4ejTRwoK+t9AVpbcCxYELhAAFIKgy5fkrl69ejIMQw0bNlRQ0BXfDQAAAAAEjCUiQqGdOyt12TLvWMqSJXIOGCDzhYd4AUApUuCVPSkpKbr33ntlt9vVvHlz7xm4Hn30Ub3++uuFHhAAAAAAipIzOloymbyXjbQ0pSxdGsBEAHB1Crwk55lnntHGjRu1ePFixcbGesf79eunl156SU8//XShBgQAAACAohRUtapC2rZV2rp13jH3ggVy9Okjk9UawGQoz7Kzs5WZmRnoGChBLBaLgoKCZLqgOZ2XAjd7vv/+e3399dfq3LmzzwM0b95ce/fuLejdAQAAAEDAOWJifJo9nqQkpf78s+zdugUwFcorl8ulw4cPyzCMQEdBCWO321W9evXL7plc4GbPyZMnFRUV5Tfudrvz1V0CAAAAgJImuF49BV9zjTJ27fKOuRISFNq1q0zmAu9+AVyx7OxsHT58WHa7XVWqVOHvbEiSDMNQRkaGTp48qX379qlx48YyX+K9qcDNnvbt22vOnDl69NFHJck78T799FN16dLlCmMDAAAAQGA5YmJ8mj3Zx48rfdMmhbRpE7hQKHcyMzNlGIaqVKmiUDYJxwVCQ0NltVp14MABZWRkKCQkJM/aAjd7JkyYoAEDBmjbtm3KysrS3//+d23btk0rVqzQkiVLrio4AAAAAASKrXlzBdWqpazDh71jrrg42Vq3ZnUFih1zDrm51Goen7qC3nG3bt20YcMGZWVlqWXLlkpISFBUVJRWrlypdu3aFTgoAAAAAJQEJpPp9zNzXSBz3z5l7N4doEQAcGUKvLJHkho2bKhPPvmksLMAAAAAQECFtG8vy6xZyj592jvmjo+X7ZprApgKyJ/s5GSdeOIJn7Got96SJSysWHPs379f9evX19mzZxUZGVmo9z1hwgRt3rxZ//73vyX93qRdv3692hTD4ZYvvfSSNmzYoO+///6ytfl9DYrqtSrwyp5169Zp8+bN3suzZs3SsGHD9OyzzyojI6PQggEAAABAcTNZLHL06+czlr5lizJ/+y1AiYDya+rUqX5NnGeffdbb6AmkEydO6LbbblOtWrUUHh6utm3bavbs2YGO5VXgZs8DDzygXf/dtOzXX3/VH/7wB9ntds2YMUNPPfVUoQcEAAAAgOIUev31MjkcPmPuhIQApUF5Zng8yk5Ovuy/zKNHlXn0qLKOHfO7j6xjx7zX5+e+spOTZXg8AXi2pYvL5VLbtm21atUqnTt3Ti+//LJuueUWbdu2LdDRJF3BYVy7du3ydtZmzJihnj17avr06Vq+fLluvvlmvfvuu4UcEQAAAACKj9lmk6N3b7l+/NE7lrp6tcKGDpWlYsUAJkN543G7/Q7LKqgzb71V4Nvk99Avl8ulp59+WrNnz1ZaWppiY2P1z3/+068uISFBzz77rHbv3i273a7hw4frb3/7m/dsY2+//bbeffddnT17VpUqVdLzzz+vdu3a6cEHH1RmZqacTqckadu2bZo8eXKeh1Lt2rVLAwYM0OOPP66xY8eqV69e6tKli9atW6cVK1aocePG+vzzz9WyZUtJUr169fTwww/r22+/1datW3Xdddfpiy++UO3atS/73Bs0aKAnLvjaDB48WE2aNNGqVavUrFkzv/rExET9+c9/1r59+2S323XjjTdq0qRJ3ut/+OEHjR8/XqdOndKwYcP0ySefyGq1XjZHXgq8sscwDHn+2+WbP3++Bg4cKEmqXbu2Tp06dcVBAAAAAKCkcPTuLV34h5bHI/f8+YELBJRA99xzj86cOaNNmzZp3759yszM1NixY/3qQkND9cknn+jMmTNavny5Fi1apLffflvS7w2a559/XgkJCUpOTtbPP/+sjh07qm3btvrwww/VsmVLuVwuuVwu1alTJ88sq1evVp8+fTRx4kSfDNOmTdObb76ps2fPqn379nr00Ud9bvfFF1/o3//+t06ePCmHw6EXXnjhil6LEydOaPv27WrVqlWu148ePVpPPvmkkpOT9euvv+qOO+7wuX7evHlav369tm3bpgULFujLL7+8ohw5Ctzsad++vV599VVNmzZNS5Ys0aBBgyRJ+/btU9WqVa8qDAAAAACUBGanU/Zu3XzGUpYtk8ftDlAioGQ5efKkvvnmG73//vuKjIyUw+HQyy+/rK+//lrZ2dk+td27d1fbtm1lsVjUoEEDPfDAA1q8eLEkyWKxyDAMbd26VampqapatWqeDZO8xMXFadiwYfrXv/6lUaNG+Vx3++23q3Xr1goKCtLo0aO1du1an+sffvhh1a9fXyEhIbrtttv8rs+PjIwM3XzzzRo1apTat2+fa43VatWePXu8TaWuXbv6XD9u3DiFhYWpRo0aio2NvaIcFypws+fdd9/VunXrNHbsWD333HNq1KiRJGnmzJl+YQEAAACgtHL06yeZ//cnk5GeLvd//0AFyrv9+/fL4/Gofv36ioyMVGRkpDp06CCz2axjF+0dtGbNGvXr109Vq1ZVeHi4nn32We+RQQ0bNtTnn3+u9957T1WrVlV0dLQ2bNhQoCzvvvuuevfurT59+vhdV61aNe//OxwOuVyuS16fnJws6fezfjmdTjmdTg0YMCDPx87IyNDIkSNlt9svedby7777Tlu2bFGTJk3Utm1b/ec//8lXjitV4D17WrVq5XM2rhx//etfZbFYrioMAAAAAJQUQZUrK6R9e6WtXu0dS1m4UM7+/WUKDg5gMpQXZodDUfnYc8fz3waGx+Xy26On4hNPyPzfPW9y/pufx72c2rVry2w268iRI7Lb7T7X7d+/3+fyLbfcorvvvluzZs2Sw+HQu+++q6lTp3qvHzVqlEaNGqXU1FSNGzdOd9xxhzZv3iyzOX/rU6ZPn64nnnhCjz76aK57Bl2JZ599Vs8+++wlazIyMnTTTTcpIyNDs2bNUvAl3heuu+46ffPNN/J4PPr+++81atQo9ezZs1Cy5qbAK3vyEhISclWbBwEAAABASeOMjva57HG5lLJiRYDSoLwxmc2yhIVd9p+1enVZq1dX0AWrQ3IEVavmvT4/92UJC5MpH02WatWqadiwYRo7dqx3lc6xY8f03Xff+dWeP3/ee6jX9u3bfTYm3rlzpxITE5Wamqrg4GA5nU4FBf2+LqVq1ao6evSoUlNTL5mlYsWKWrBggVauXKmHHnpIhmFcNv/VyszM1KhRo+R2u/X999/LZrPlWZuRkaFp06bp7NmzMpvNioyMlCTv8ywKhdbsAQAAAICyxlq7tmwXnVnHnZgo46I9SYDyaOrUqd7Dt8LDw9W9e/dc95r56KOP9NZbb8npdOrBBx/UzTff7L0uIyNDL7zwgqpWrapKlSpp4cKF3lU/ffr0UefOnVWzZk1FRkbq4MGDeWapUKGC5s+fr3Xr1un+++8v8obPihUrNGvWLC1fvlyVK1f2HvI1YcKEXOunT5+uRo0aKSwsTI8++qimT5+uSpUqFVk+k1EcLa8S7vz584qIiNCpU6eK9MUGAikzM1MzZ87UyJEjWYWHMot5jvKAeY7yoKTN8/SdO3Xmv2cOyhE5ZoxCO3QIUCKUBadPn1blypWVlJSk8PBw73haWpr27dvn3TQYuFB+5wcrewAAAADgEoKvuUbWevV8xlzx8cVyqAgAXIkCNXsyMzPVsGFDbd++vajyAAAAAECJYjKZ5Lho756sQ4eUwd9FAEqoAjV7rFar0tLSiioLAAAAAJRIIW3byhIV5TPmio8PUBoAuLQCH8b1yCOP6I033lBWVlZR5AEAAACAEsdkNsvZv7/PWMaOHco8cCBAiQAgbwU+z9eaNWu0YMECJSQkqGXLlnI4HD7Xf/vtt4UWDgAAAABKitAuXZT8ww/ynD/vHXPFx6vC/fcHMBXKKvaEQm7yOy8K3OyJjIzUiBEjChwIAAAAAEozk9UqR58+Sv7+e+9Y2tq1OvrAA5KkqLfekiUsLEDpUFZYLBZJv5+SPDQ0NMBpUNKkpKRI0mXPVFjgZs+UKVOuLBEAAAAAlHL2nj3liouTwV6mKCJBQUGy2+06efKkrFarzGZOoo3fV/SkpKToxIkTioyM9DYF81LgZo8kZWVlafHixdq7d69uvfVWhYWF6ciRIwoPD5fT6byi4AAAAABQ0hnZ2Qrt1EkpS5b4XedJTvb+Pyt8cKVMJpOqV6+uffv26QB7QuEikZGRqlat2mXrCtzsOXDggGJjY3Xw4EGlp6erf//+CgsL0xtvvKH09HR9+OGHVxQYAAAAAEq6E088ked1p8aP9/5/9Y8+Ko44KKOCg4PVuHFjZWRkBDoKShCr1XrZFT05Ctzs+b//+z+1b99eGzduVKVKlbzjw4cP13333VfQuwMAAAAAABcxm80KCQkJdAyUUgVu9vz0009asWKFgoODfcbr1aun3377rdCCAQAAAAAAoOAKvNOTx+NRdna23/jhw4cVxnGpAAAAAAAAAVXglT3R0dF699139fHHH0v6ffMol8ulF198UQMHDiz0gAAAAABQUkS99Zak3zdjvnCPHklSSIiixo+X8rmnBgAUlQI3e/72t78pJiZGzZo1U1pamm699Vbt3r1blStX1r///e+iyAgAAAAAJcIlz7KVlqaso0dlu/ba4gsEALkocLOnVq1a2rhxo7766itt2rRJLpdL9957r2677TaFhoYWRUYAAAAAKBXSNmyg2QMg4Arc7JGkoKAg3X777YWdBQAAAABKBUtYmKp/9JGS586Va9Ys73jahg0K/8MfZDIXeHtUACg0V/QOtHPnTo0dO1Z9+/ZV3759NXbsWO3YsaOwswEAAABAiRbSpo3PZc+5c8o8eDAwYQDgvwrc7Pnmm2/UokULrV27Vq1bt1br1q21bt06tWzZUt98801RZAQAAACAEimoenVZqlb1GUtbvz5AaQDgdwU+jOupp57SM888o5dfftln/MUXX9RTTz2lESNGFFo4AAAAACjJTCaTQlq3ljshwTuWtmGDwocPD2AqAOVdgVf2HD16VHfeeaff+O23366jR48WSigAAAAAKC1C2rb1uZx97Jiyjh0LUBoAuIJmT69evfTTTz/5jS9btkzdu3cvlFAAAAAAUFpY69WTOSLCZyxtw4bAhAEAXcFhXEOGDNFf/vIXrV27Vp07d5YkrVq1SjNmzND48eM1e/Zsn1oAAAAAKMtMZrNC2rRRypIl3rG09evljI0NYCoA5VmBmz0PP/ywJOmDDz7QBx98kOt10u/HrmZnZ19lPAAAAAAo+S5u9mTu36/ss2dlqVAhgKkAlFcFPozL4/Hk6x+NHgAAAADlRfA118gUGuozlrZxY4DSACjvCtzsAQAAAAD4MgUFydaypc8Y+/YACBSaPQAAAABQCELatPG5nLFzpzxud2DCACjXaPYAAAAAQCGwNW8uBV2wLarHo7TNmwMXCEC5RbMHAAAAAAqBOSREtmbNfMbSOZQLQADQ7AEAAACAQnLxoVzpW7fKyMgITBgA5VaBmz3r1q3T5guWIs6aNUvDhg3Ts88+qwzexAAAAACUY7ZWrSSTyXvZyMhQ+vbtAUwEoDwqcLPngQce0K5duyRJv/76q26++WbZ7XbNmDFDTz31VKEHBAAAAIDSwhIWpuDGjX3G0tavD1AaAOVVgZs9u3btUpv/Lk2cMWOGevTooenTp2vq1Kn65ptvCjsfAAAAAJQqFx/KlbZpk4zs7MCEAVAuFbjZYxiGPB6PJGn+/PkaOHCgJKl27do6depU4aYDAAAAgFLG1rq1z2XD7VbGnj0BSgOgPCpws6d9+/Z69dVXNW3aNC1ZskSDBg2SJO3bt09Vq1Yt9IAAAAAAUJoEVa6soNq1fcbSOCsXgGJU4GbPu+++q3Xr1mns2LF67rnn1KhRI0nSzJkz1bVr10IPCADA/7d379FR1Pf/x1+zm81uEsOdJCARkKtISACp4gWBAlqpyrd8e1WkrRZrQ23hp0UsLQoV1GKvUrXVgq1fiqdWxAJFAiiKoNWYhKtBQIwKgXLLlWw2u/P7w7IySbhsSDK7s8/HOTmHec8kec3pR2hemQsAALHGN3iwZdtfWCjTNG1KAyDeJET6CYMGDbK8jeukX/7yl3K73c0SCgAAAABimS8nR5UvvxzeDh49qrqSEnm6d7cxFYB4EfGVPZJ0/PhxPf3005o5c6aOHj0qSdqxY4cOHTrUrOEAAAAAIBYldO0qd+fOlhm3cgFoLRGXPVu2bFGfPn30yCOPaMGCBTp+/Lgk6cUXX9TMmTObOx8AAAAAxBzDMBq+lYuyB0AribjsmT59ur7zne/ogw8+kM/nC89vuOEGvf76680aDgAAAABiVf2yp27/ftUdPGhPGABxJeKy55133tGdd97ZYH7hhReqtLS0WUIBAAAAQKzzXHyxXG3aWGZc3QOgNURc9ni9XpWXlzeY79q1S53r3ZMKAAAAAPHKcLnky862zCh7ALSGiMuem266SXPmzFEgEJD02b2oJSUlmjFjhiZOnNjsAQEAAAAgVnnr3coV2LtXwbIye8IAiBsRlz2PPfaYKisrlZaWphMnTujaa69V7969lZqaqoceeiiirzV//nwNGzZMqampSktL04QJE1RcXGw5ZuTIkTIMw/Lx/e9/33JMSUmJxo8fr+TkZKWlpenee+9VXV1dpKcGAAAAAM3K26+fjFOedSpJNUVFNqUBEC8SIv2Etm3bKi8vTxs3btSWLVtUWVmpIUOGaMyYMRF/8w0bNig3N1fDhg1TXV2d7r//fo0bN047duxQSkpK+Ljvfe97mjNnTng7OTk5/OdgMKjx48crIyNDmzZt0oEDB3TbbbfJ4/Fo3rx5EWcCAAAAgOZieDzyZmWp5p13wjN/QYFSRoywMRUAp4u47Dnp6quv1tVXX31e33z16tWW7cWLFystLU35+fkaccpffsnJycrIyGj0a6xZs0Y7duzQ2rVrlZ6erpycHM2dO1czZszQAw88oMTExPPKCAAAAADnw5eTYy17iosVOnFCrqQkG1MBcLJzKnt+97vfacqUKfL5fPrd7353xmPvvvvuJocp+++9qx06dLDM/+///k/PPfecMjIydOONN+pnP/tZ+OqezZs3KysrS+np6eHjr7vuOt11113avn27Bg8e3OD7+P1++f3+8PbJB04HAoHws4gApzm5tlnjcDLWOeIB6xzxwGnr3NW3r5SQIJ181EQwqKqCAvmGDbM3GGzllPWN6GSYpmme7aCePXvq3XffVceOHdWzZ8/TfzHD0N69e5sUJBQK6aabbtLx48e1cePG8PyPf/yjunfvrq5du2rLli2aMWOGvvCFL+jFF1+UJE2ZMkUfffSRXnnllfDnVFdXKyUlRatWrdKXvvSlBt/rgQce0IMPPthg/vTTT1tuEQMAAACA5pC1ZYs6Hj0a3j7UubN2XHqpjYlgt+rqat1xxx0qKytTmzZt7I4DhzmnK3s+/PDDRv/cnHJzc7Vt2zZL0SN9VuaclJWVpS5duuiLX/yi9uzZo169ejXpe82cOVPTp08Pb5eXlyszM1Pjx49Xx44dm3YCQJQLBAJavny5br75Znk8HrvjAC2CdY54wDpHPHDiOq/p2lWVS5aEt9PLy3XJzTfLcMj5IXJHjhyxOwIcLKJn9gQCAfXv318rVqzQJZdc0mwhpk6dqhUrVuj1119Xt27dznjs5ZdfLknavXu3evXqpYyMDP373/+2HHPw4EFJOu1zfrxer7xeb4O5x+NxzD8mwOmwzhEPWOeIB6xzxAMnrXPX4MGq/NvfpP/eWGH6/Qrt3i3foEE2J4NdnLK2EZ0ievW6x+NRTU1Ns31z0zQ1depULVu2TOvXrz/jLWInFRYWSpK6dOkiSRo+fLi2bt2qQ4cOhY/Jy8tTmzZtNGDAgGbLCgAAAABN5W7TRp56dybU/PdnGwBobhGVPdJnt1s98sgjqjv5cLHzkJubq+eee05LlixRamqqSktLVVpaqhMnTkiS9uzZo7lz5yo/P1/79u3Tyy+/rNtuu00jRozQoP824OPGjdOAAQM0adIkFRUV6ZVXXtGsWbOUm5vb6NU7AAAAAGAHX06OZdu/ZYvMUMieMAAcLeJXr7/zzjtat26d1qxZo6ysLKWkpFj2n3xw8rl44oknJEkjR460zBctWqRvf/vbSkxM1Nq1a/Wb3/xGVVVVyszM1MSJEzVr1qzwsW63WytWrNBdd92l4cOHKyUlRZMnT9acOXMiPTUAAAAAaDG+nBxVvPBCeDtUUaHa3bvl7dvXxlQAnCjisqddu3aaOHFis3zzs70ILDMzUxs2bDjr1+nevbtWrVrVLJkAAAAAoCUkdO6shG7dVPfJJ+GZv7CQsgdAs4u47Fm0aFFL5AAAAAAAx/Pl5KjylLKnprBQqV/9qgzDsDEVAKeJ+Jk9klRXV6e1a9fqqaeeUkVFhSRp//79qqysbNZwAAAAAOAk9Z/bEzxyxHKlDwA0h4iv7Pnoo490/fXXq6SkRH6/X2PHjlVqaqoeeeQR+f1+Pfnkky2REwAAAABiXkK3bnJ37KjgkSPhWU1BgTyZmTamAuA0EV/Z86Mf/UiXXXaZjh07pqSkpPD8f/7nf7Ru3bpmDQcAAAAATmIYRoOre2qKiuwJA8CxIr6y54033tCmTZuUmJhomffo0UOffvppswUDAAAAACfyDR6sqlN+UV73ySeq+89/lNC5s42pADhJxFf2hEIhBYPBBvNPPvlEqampzRIKAAAAAJzK06uXXPV+dqopLLQnDABHirjsGTdunH7zm9+Etw3DUGVlpWbPnq0bbrihObMBAAAAgOMYLpe8gwZZZpQ9AJpTxGXPY489pjfffFMDBgxQTU2NvvWtb4Vv4XrkkUdaIiMAAAAAOIpv8GDLdmDPHgXLy21KA8BpIn5mT7du3VRUVKSlS5dqy5Ytqqys1O23365bbrnF8sBmAAAAAEDjvP37y/B6Zfr9nw1MU/6iIiVfc429wQA4QsRljyQlJCTo1ltvbe4sAAAAABAXDI9H3oEDVZOfH57VFBZS9gBoFhGXPX/5y1/OuP+2225rchgAAAAAiBe+nBxL2eN//32FTpyQizsmAJyniMueH/3oR5btQCCg6upqJSYmKjk5mbIHAAAAAM6BNytLcrulk287rquTf9s2JQ0bZm8wADEv4gc0Hzt2zPJRWVmp4uJiXX311frb3/7WEhkBAAAAwHFcSUny9utnmfFWLgDNIeKypzF9+vTRww8/3OCqHwAAAADA6XnrvZXLv22bzEDApjQAnKJZyh7ps4c279+/v7m+HAAAAAA4ni87WzKM8LZZUyN/cbGNiQA4QcTP7Hn55Zct26Zp6sCBA3r88cd11VVXNVswAAAAAHA6d9u28vTsqcDeveFZTUGBfAMH2pgKQKyLuOyZMGGCZdswDHXu3FmjR4/WY4891ly5AAAAACAu+HJyLGWPv6hI5i23yHA1240YAOJMxGVPKBRqiRwAAAAAEJd8OTmqePHF8HaookKBvXuV2Lu3jakAxLImV8WHDx9WeXl5c2YBAAAAgLiTkJ6uhK5dLTPeygXgfERU9hw/fly5ubnq1KmT0tPT1b59e2VkZGjmzJmqrq5uqYwAAAAA4Gi+nBzLdk1hoUzTtCcMgJh3zrdxHT16VMOHD9enn36qW265RZdccokkaceOHfr973+vvLw8bdy4UVu2bNFbb72lu+++u8VCAwAAAICT+AYPVuWqVeHt4H/+o7r9++W58EIbUwGIVedc9syZM0eJiYnas2eP0tPTG+wbN26cJk2apDVr1uh3v/tdswcFAAAAAKdKyMyUu0MHBY8eDc9qCgooewA0yTnfxvXSSy9pwYIFDYoeScrIyNCjjz6qf/zjH5o+fbomT57crCEBAAAAwMkMw5C3kVu5AKApzrnsOXDggC699NLT7h84cKBcLpdmz57dLMEAAAAAIJ7Uf25P3ccfq+7wYXvCAIhp51z2dOrUSfv27Tvt/g8//FBpaWnNkQkAAAAA4k5i794yUlIsMz9X9wBognMue6677jr99Kc/VW1tbYN9fr9fP/vZz3T99dc3azgAAAAAiBeG2y3foEGWGbdyAWiKiB7QfNlll6lPnz7Kzc1V//79ZZqmdu7cqT/84Q/y+/36y1/+0pJZAQAAAMDRfIMH68TmzeHt2t27FayokDs11cZUAGLNOZc93bp10+bNm/WDH/xAM2fOlGmakj57kNjYsWP1+OOP66KLLmqxoAAAAADgdN5LLpGRmCjz5B0Vpin/li1Kvuoqe4MBiCnnXPZIUs+ePfWvf/1Lx44d0wcffCBJ6t27tzp06NAi4QAAAAAgnhiJifJeeqlqCgrCs5qCAsoeABGJqOw5qX379vrCF77Q3FkAAAAAIO55c3IsZY9/506Famrk8vlsTAUglpzzA5oBAAAAAC3Pl5UluU75Ua2uTv7t2+0LBCDmUPYAAAAAQBRxpaQosV8/y4y3cgGIBGUPAAAAAEQZX06OZdu/davMujp7wgCIOZQ9AAAAABBlfNnZlm3zxAnV7tplUxoAsYayBwAAAACijLt9e3l69rTMTn1oMwCcCWUPAAAAAESh+rdy1RQVyQyF7AkDIKZQ9gAAAABAFKpf9oTKyhTYt8+WLABiC2UPAAAAAEShhIwMJXTpYplxKxeAc0HZAwAAAABRylvvQc01hYUyTdOmNABiBWUPAAAAAEQp3+DBlu3goUOqO3DApjQAYgVlDwAAAABEKU/37nK1a2eZ1RQW2pIFQOyg7AEAAACAKGUYRoMHNft5bg+As6DsAQAAAIAoVr/sCZSUKHj0qD1hAMQEyh4AAAAAiGKJffvKSE62zLiVC8CZUPYAAAAAQBQz3G75Bg2yzCh7AJwJZQ8AAAAARLn6t3LVfvCBQpWV9oQBEPUoewAAAAAgynkvvVTyeD4fhEKq2brVvkAAohplDwAAAABEOSMx8bPC5xQ1vJULwGlQ9gAAAABADGjwCvYdOxTy++0JAyCqUfYAAAAAQAzwDRokuU75ES4QUO2OHfYFAhC1KHsAAAAAIAa4UlKU2KePZcZbuQA0hrIHAAAAAGJE/Vu5arZskRkM2hMGQNSi7AEAAACAGFG/7DGrq1W7a5c9YQBELcoeAAAAAIgR7g4d5One3TLjVi4A9VH2AAAAAEAMaXArV2GhzFDInjAAohJlDwAAAADEEG+9sid0/LgCH31kTxgAUYmyBwAAAABiSEKXLnKnp1tm3MoF4FSUPQAAAAAQQwzDaPRWLgA4ibIHAAAAAGJM/bInWFqqutJSe8IAiDqUPQAAAAAQYzw9esjVtq1lxtU9AE6i7AEAAACAGGO4XA1v5SoosCcMgKhD2QMAAAAAMah+2RPYt0/BY8fsCQMgqlD2AAAAAEAMSuzbV0ZSkmVWU1RkUxoA0YSyBwAAAABikJGQIG9WlmXGc3sASJQ9AAAAABCzfIMHW7Zri4sVqqqyKQ2AaEHZAwAAAAAxyjtggJSQ8PkgFFLN1q32BQIQFSh7AAAAACBGuXy+zwqfU/i5lQuIe5Q9AAAAABDD6r+Vy799u8zaWnvCAIgKlD0AAAAAEMO8gwZJhhHeNmtr5d+xw8ZEAOxG2QMAAAAAMcydmqrEPn0sM97KBcQ3yh4AAAAAiHH1b+Wq2bJFZjBoTxgAtqPsAQAAAIAY583OtmybVVWq3b3bpjQA7EbZAwAAAAAxLqFTJyVkZlpm3MoFxC/KHgAAAABwAN/gwZZtf2GhTNO0KQ0AO1H2AAAAAIAD1H9uT/DoUdWVlNgTBoCtKHsAAAAAwAESunaVu3Nny6ymoMCmNADsRNkDAAAAAA5gGEbDt3IVFdkTBoCtKHsAAAAAwCHqP7enbv9+1R08aFMaAHah7AEAAAAAh/D07ClXmzaWGW/lAuIPZQ8AAAAAOIThcsmXnW2ZUfYA8YeyBwAAAAAcxFvvuT2BvXsVLCuzJwwAW1D2AAAAAICDePv1k+HzWWZc3QPEF8oeAAAAAHAQw+ORNyvLMvNT9gBxhbIHAAAAABym/ivY/cXFCp04YU8YAK3O1rJn/vz5GjZsmFJTU5WWlqYJEyaouLg4vP/o0aP64Q9/qH79+ikpKUkXXXSR7r77bpXVu9/UMIwGH0uXLm3t0wEAAACAqOC99FIpIeHzQTAo/9at9gUC0KpsLXs2bNig3NxcvfXWW8rLy1MgENC4ceNUVVUlSdq/f7/279+vBQsWaNu2bVq8eLFWr16t22+/vcHXWrRokQ4cOBD+mDBhQiufDQAAAABEB1dSkrz9+1tmPLcHiB8JZz+k5axevdqyvXjxYqWlpSk/P18jRozQwIED9Y9//CO8v1evXnrooYd06623qq6uTgmnNNXt2rVTRkZGq2UHAAAAgGjmGzxY/m3bwtv+bdtkBgIyPB4bUwFoDbaWPfWdvD2rQ4cOZzymTZs2lqJHknJzc3XHHXfo4osv1ve//3195zvfkWEYjX4Nv98vv98f3i4vL5ckBQIBBQKB8z0NICqdXNuscTgZ6xzxgHWOeMA6bx7uAQMkw5BMU5Jk+v2q3rpVifUe3gx7sL7RkgzT/O9/+TYLhUK66aabdPz4cW3cuLHRYw4fPqyhQ4fq1ltv1UMPPRSez507V6NHj1ZycrLWrFmj2bNn69FHH9Xdd9/d6Nd54IEH9OCDDzaYP/3000pOTm6eEwIAAAAAm+UUFKjdKc88PZCRoeJ6t3fBHtXV1brjjjvCFzQAzSlqyp677rpL//rXv7Rx40Z169atwf7y8nKNHTtWHTp00MsvvyzPGS49/PnPf65Fixbp448/bnR/Y1f2ZGZm6sCBA+rYseP5nwwQhQKBgJYvX66bb775jP/9ALGMdY54wDpHPGCdN58T69apatmy8LZxwQXqMG+eDBcvZrbbkSNH1KVLF8oetIiouI1r6tSpWrFihV5//fVGi56Kigpdf/31Sk1N1bJly876F/7ll1+uuXPnyu/3y+v1Ntjv9XobnXs8Hv4xgeOxzhEPWOeIB6xzxAPW+fkzhg61lD1mZaXMjz5SYt++NqaCJNY2WpStda5pmpo6daqWLVum9evXq2fPng2OKS8v17hx45SYmKiXX35ZPp/vrF+3sLBQ7du3b7TQAQAAAIB4kdC5sxLq/ULdz1u5AMez9cqe3NxcLVmyRMuXL1dqaqpKS0slSW3btlVSUlK46KmurtZzzz2n8vLy8MOUO3fuLLfbrX/+8586ePCgrrjiCvl8PuXl5WnevHm655577Dw1AAAAAIgKvpwcVX7ySXi7prBQqV/96mlfaAMg9tla9jzxxBOSpJEjR1rmixYt0re//W299957evvttyVJvXv3thzz4YcfqkePHvJ4PFq4cKGmTZsm0zTVu3dv/epXv9L3vve9VjkHAAAAAIhmvpwcVa5YEd4OHjmiuk8+kScz08ZUAFqSrWXP2Z4NPXLkyLMec/311+v6669vzlgAAAAA4BgJ3brJ3bGjgkeOhGc1BQWUPYCD8Qh2AAAAAHAwwzDky8mxzGqKiuwJA6BVUPYAAAAAgMP5Bg+2bNd98onq/vMfm9IAaGmUPQAAAADgcJ5eveRKTbXMangrF+BYlD0AAAAA4HCGyyXvoEGWWU1BgU1pALQ0yh4AAAAAiAP1b+UK7N2rYHm5TWkAtCTKHgAAAACIA97+/WV4vZ8PTFN+HtQMOBJlDwAAAADEAcPjkXfgQMuM5/YAzkTZAwAAAABxov4r2P3vv6/QiRP2hAHQYih7AAAAACBOeLOyJLf780FdnfzbttkXCECLoOwBAAAAgDjhSkqSt18/y4xbuQDnoewBAAAAgDjirfdWLv+2bTIDAZvSAGgJlD0AAAAAEEd82dmSYYS3zZoa+YuLbUwEoLlR9gAAAABAHHG3bSvPxRdbZjUFBTalAdASKHsAAAAAIM74srMt2/6iIpmhkE1pADQ3yh4AAAAAiDO+es/tCVVUKLB3r01pADQ3yh4AAAAAiDMJaWlK6NrVMuOtXIBzUPYAAAAAQBzy5eRYtmsKCmSapj1hADQryh4AAAAAiEP1b+UKHj6suv37bUoDoDlR9gAAAABAHErIzJS7QwfLjLdyAc5A2QMAAAAAccgwDHnr38rFc3sAR6DsAQAAAIA4Vf+5PXUff6y6w4ftCQOg2VD2AAAAAECcSuzdW0ZKimXm5+oeIOZR9gAAAABAnDLcbvkGDbLMuJULiH2UPQAAAAAQx+q/lat2924FKypsSgOgOVD2AAAAAEAc815yiQyv9/OBacq/ZYt9gQCcN8oeAAAAAIhjRmKivJdeapnxCnYgtlH2AAAAAECc82ZnW7b9O3cqVFNjUxoA54uyBwAAAADinC8rS3Kd8uNhXZ3827fbFwjAeaHsAQAAAIA450pJUWK/fpYZb+UCYhdlDwAAAABAvpwcy7Z/61aZdXX2hAFwXih7AAAAAADy1Xtuj3nihGp37bIpDYDzQdkDAAAAAJC7fXt5eva0zHgrFxCbKHsAAAAAAJIa3spVU1QkMxSyJwyAJqPsAQAAAABIalj2hMrKFNi3z5YsAJqOsgcAAAAAIElKyMhQQpculhm3cgGxh7IHAAAAABDmrX8rV2GhTNO0JwyAJqHsAQAAAACE1b+VK3jokOoOHLAnDIAmoewBAAAAAIR5uneXq317y6ymsNCeMACahLIHAAAAABBmGIZ82dmWmZ/n9gAxhbIHAAAAAGBR/1auQEmJgkeP2hMGQMQoewAAAAAAFol9+8pITrbMuJULiB2UPQAAAAAAC8Ptlm/QIMuMsgeIHZQ9AAAAAIAG6t/KVfvBBwpVVtoTBkBEKHsAAAAAAA14L71U8ng+H4RCqtm61b5AAM4ZZQ8AAAAAoAEjMfGzwucUNbyVC4gJlD0AAAAAgEbVv5XLv2OHQn6/PWEAnDPKHgAAAABAo3yDBkmuU35sDATk377dvkAAzgllDwAAAACgUa6UFCX26WOZ+YuKbEoD4FxR9gAAAAAATss3eLBlu2bLFpnBoE1pAJwLyh4AAAAAwGn5srMt22Z1tWp37bIpDYBzQdkDAAAAADgtd4cO8nTvbpnVFBbaEwbAOaHsAQAAAACcUf23ctUUFsoMhewJA+CsKHsAAAAAAGfkrVf2hI4fV+Cjj+wJA+CsKHsAAAAAAGeU0KWL3Onplhm3cgHRi7IHAAAAAHBGhmE0eisXgOhE2QMAAAAAOKv6r2APlpaqrrTUpjQAzoSyBwAAAABwVp7u3eVq29YyqykosCkNgDOh7AEAAAAAnJXhcnErFxAjKHsAAAAAAOekftkT2LdPwWPH7AkD4LQoewAAAAAA5ySxb18ZSUmWGVf3ANGHsgcAAAAAcE6MhAR5s7Iss5qiIpvSADgdyh4AAAAAwDmr/1au2uJihaqqbEoDoDGUPQAAAACAc+YdMEBKSPh8EAqpZutW+wIBaICyBwAAAABwzlw+32eFzyn8PLcHiCqUPQAAAACAiNR/K5d/+3aZtbX2hAHQAGUPAAAAACAi3kGDJMMIb5u1tfLv2GFjIgCnouwBAAAAAETEnZqqxD59LDNewQ5ED8oeAAAAAEDE6t/KVbNli8xg0J4wACwoewAAAAAAEfPWK3vMqirV7t5tTxgAFpQ9AAAAAICIJXTsqITMTMuspqDApjQATkXZAwAAAABoEt/gwZbtmsJCmaZpUxoAJ1H2AAAAAACapP5ze0LHjqmupMSeMADCKHsAAAAAAE2S0LWr3J07W2bcygXYj7IHAAAAANAkhmE0fCtXUZE9YQCEUfYAAAAAAJqs/nN76vbvV93BgzalASBR9gAAAAAAzoOnZ0+52rSxzGoKC+0JA0ASZQ8AAAAA4DwYLpd82dmWGWUPYC/KHgAAAADAefHWe25PYO9eBcvK7AkDgLIHAAAAAHB+vP37y/D5LLNDP/mJDtx5p4IVFTalAuIXZQ8AAAAA4LwYCQnyZmXZHQPAf1H2AAAAAADOS7CiQon9+jW6L1RRoeB/PwC0jgS7AwAAAAAAYtuhe+457b7DDz4Y/nOXp55qjThA3OPKHgAAAAAAAAeh7AEAAAAAAHAQyh4AAAAAAAAHsbXsmT9/voYNG6bU1FSlpaVpwoQJKi4uthxTU1Oj3NxcdezYURdccIEmTpyogwcPWo4pKSnR+PHjlZycrLS0NN17772qq6trzVMBAAAAgLiVtmCB0hYsUKfZsxvu9HjU+cEHlbZgQesHA+KUrWXPhg0blJubq7feekt5eXkKBAIaN26cqqqqwsdMmzZN//znP/X3v/9dGzZs0P79+/WVr3wlvD8YDGr8+PGqra3Vpk2b9Oyzz2rx4sX6+c9/bscpAQAAAEDccaemyp2aKldqasOdgYBOvPee3I3tA9AibH0b1+rVqy3bixcvVlpamvLz8zVixAiVlZXpmWee0ZIlSzR69GhJ0qJFi3TJJZforbfe0hVXXKE1a9Zox44dWrt2rdLT05WTk6O5c+dqxowZeuCBB5SYmNjg+/r9fvn9/vB2eXm5JCkQCCgQCLTgGQP2Obm2WeNwMtY54gHrHPGAdR67Qqf536xq/Xp5R46U4fG0cqLoxfpGS4qqV6+XlZVJkjp06CBJys/PVyAQ0JgxY8LH9O/fXxdddJE2b96sK664Qps3b1ZWVpbS09PDx1x33XW66667tH37dg0ePLjB95k/f74ePOX1fyetXLlSycnJzX1aQFRZvny53RGAFsc6RzxgnSMesM5j1MiRuqCiQpfl54dHZkWF3nzySZV26WJjsOhSXV1tdwQ4WNSUPaFQSD/+8Y911VVXaeDAgZKk0tJSJSYmql27dpZj09PTVVpaGj7m1KLn5P6T+xozc+ZMTZ8+PbxdXl6uzMxMjR8/Xh07dmyuUwKiSiAQ0PLly3XzzTfLw29U4FCsc8QD1jniAevcGcoqKxU45Zmsl5aV6arcXBku3hMkSUeOHLE7Ahwsasqe3Nxcbdu2TRs3bmzx7+X1euX1ehvMPR4P/5jA8VjniAesc8QD1jniAes8tl0wbpyOnVL2BEtLFdq1S76sLBtTRQ/WNlpSVFSqU6dO1YoVK/Tqq6+qW7du4XlGRoZqa2t1/Phxy/EHDx5URkZG+Jj6b+c6uX3yGAAAAABA6/JeeqkSuna1zKrWrLEpDRBfbC17TNPU1KlTtWzZMq1fv149e/a07B86dKg8Ho/WrVsXnhUXF6ukpETDhw+XJA0fPlxbt27VoUOHwsfk5eWpTZs2GjBgQOucCAAAAADAwjAMpYwda5nV7tql2n377AkExBFby57c3Fw999xzWrJkiVJTU1VaWqrS0lKdOHFCktS2bVvdfvvtmj59ul599VXl5+frO9/5joYPH64rrrhCkjRu3DgNGDBAkyZNUlFRkV555RXNmjVLubm5jd6qBQAAAABoHUnDhsnVtq1lVrV2rU1pgPhha9nzxBNPqKysTCNHjlSXLl3CH88//3z4mF//+tf68pe/rIkTJ2rEiBHKyMjQiy++GN7vdru1YsUKud1uDR8+XLfeeqtuu+02zZkzx45TAgAAAAD8l+HxKGX0aMusJj9fdYcP25QIiA+2PqDZNM2zHuPz+bRw4UItXLjwtMd0795dq1atas5oAAAAAIBmkHzNNapctUqm3//ZIBRS9fr1avO1r9kbDHCwqHhAMwAAAADAmVwpKUq66irLrHrjRoWqqmxKBDgfZQ8AAAAAoEWlfPGLkmGEt02/X9VvvGFjIsDZKHsAAAAAAC0qoVMn+YYMscyq1q+XWVdnUyLA2Sh7AAAAAAAtLmXcOMt2qKxMJ955x6Y0gLNR9gAAAAAAWlxijx5K7NPHMqtas+acXtwDIDKUPQAAAACAVpEydqxlu27/ftXu2GFTGsC5KHsAAAAAAK3Cm5Uld3q6ZVaZl2dTGsC5KHsAAAAAAK3CcLl0Qb2re2p37lTg449tSgQ4E2UPAAAAAKDVJF1xhVypqZZZ1dq1NqUBnImyBwAAAADQagyPR8mjRllmJ/79bwWPHbMpEeA8lD0AAAAAgFaVcu21ksfz+SAUUtX69fYFAhyGsgcAAAAA0KpcF1yg5CuvtMyqX39doRMnbEoEOAtlDwAAAACg1aWMGSMZRnjbrKlR9caNNiYCnIOyBwAAAADQ6hLS0uTLybHMqtatkxkM2hMIcBDKHgAAAACALVLqvYY9dOyYavLzbUo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