diff --git a/main.ipynb b/main.ipynb index 05ec0a1..0e81790 100644 --- a/main.ipynb +++ b/main.ipynb @@ -12,16 +12,11 @@ "import os\n", "import time\n", "import wget\n", - "import zipfile\n", "import numpy as np\n", "import pandas as pd\n", "import networkx as nx\n", - "import multiprocessing\n", "import geopandas as gpd\n", - "import plotly.graph_objects as go\n", - "from collections import Counter\n", - "from src.utils import *\n", - "from tqdm import tqdm\n", + "from utils import *\n", "\n", "# ignore warnings\n", "import warnings\n", @@ -196,7 +191,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -220,7 +215,7 @@ "Downloading...\n", "From: https://drive.google.com/uc?id=1PNk3zY8NjLcDiAbzjABzY5FiPAFHq6T8\n", "To: /home/luke/github/small-worlds/data/foursquare/foursquare_full.zip\n", - "100%|██████████| 2.68G/2.68G [02:04<00:00, 21.5MB/s]\n" + "100%|██████████| 2.68G/2.68G [02:03<00:00, 21.8MB/s]\n" ] }, { @@ -232,19 +227,19 @@ "Unzipping loc-gowalla_edges.txt.gz...\n", "Unzipping loc-gowalla_totalCheckins.txt.gz...\n", "Unzipping foursquare_full.zip...\n", - "Archive: data/foursquare/foursquare_full.zip\n", - " creating: data/foursquare/dataset_WWW2019/\n", - " inflating: data/foursquare/dataset_WWW2019/raw_Checkins_anonymized.txt \n", - " inflating: data/foursquare/dataset_WWW2019/.DS_Store \n", - " creating: data/foursquare/__MACOSX/\n", - " creating: data/foursquare/__MACOSX/dataset_WWW2019/\n", - " inflating: data/foursquare/__MACOSX/dataset_WWW2019/._.DS_Store \n", - " inflating: data/foursquare/dataset_WWW2019/raw_POIs.txt \n", - " inflating: data/foursquare/dataset_WWW2019/dataset_WWW_friendship_old.txt \n", - " inflating: data/foursquare/dataset_WWW2019/dataset_WWW_readme.txt \n", - " inflating: data/foursquare/__MACOSX/dataset_WWW2019/._dataset_WWW_readme.txt \n", - " inflating: data/foursquare/dataset_WWW2019/dataset_WWW_Checkins_anonymized.txt \n", - " inflating: data/foursquare/dataset_WWW2019/dataset_WWW_friendship_new.txt \n" + "Archive: /home/luke/github/small-worlds/data/foursquare/foursquare_full.zip\n", + " creating: /home/luke/github/small-worlds/data/foursquare/dataset_WWW2019/\n", + " inflating: /home/luke/github/small-worlds/data/foursquare/dataset_WWW2019/raw_Checkins_anonymized.txt \n", + " inflating: /home/luke/github/small-worlds/data/foursquare/dataset_WWW2019/.DS_Store \n", + " creating: /home/luke/github/small-worlds/data/foursquare/__MACOSX/\n", + " creating: /home/luke/github/small-worlds/data/foursquare/__MACOSX/dataset_WWW2019/\n", + " inflating: /home/luke/github/small-worlds/data/foursquare/__MACOSX/dataset_WWW2019/._.DS_Store \n", + " inflating: /home/luke/github/small-worlds/data/foursquare/dataset_WWW2019/raw_POIs.txt \n", + " inflating: /home/luke/github/small-worlds/data/foursquare/dataset_WWW2019/dataset_WWW_friendship_old.txt \n", + " inflating: /home/luke/github/small-worlds/data/foursquare/dataset_WWW2019/dataset_WWW_readme.txt \n", + " inflating: /home/luke/github/small-worlds/data/foursquare/__MACOSX/dataset_WWW2019/._dataset_WWW_readme.txt \n", + " inflating: /home/luke/github/small-worlds/data/foursquare/dataset_WWW2019/dataset_WWW_Checkins_anonymized.txt \n", + " inflating: /home/luke/github/small-worlds/data/foursquare/dataset_WWW2019/dataset_WWW_friendship_new.txt \n" ] } ], @@ -276,7 +271,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -292,13 +287,13 @@ "" ] }, - "execution_count": 4, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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JOUi99XiOmq8fDCpzn3o5Xa3jWb1UVenvF/nxoj5+7D6e+OfV1moXp3vt+PXa9pjlmqLv1atXs29+85vs5MmT8eXUqVPx1zs7O9nUqVPZyy+/zHp6etiiRYtYRUUFi8Vipr8DgdqYvKhPfsLw5+XF5bW10mvJitCNFhHq0eys07O7btIJdgVbuxajGwCOH6t66+blSa83NyeOafU6PBBqfb56v2ST/MajqEj/davHr9ljNduBM1fr2F0VqGfOnKn52vj4OAuFQqyzszP+3MWLF1lpaSmLRqOmvwOBOj3qC1wwmN5FmF8kqqq0czGppM/qRcXOC5E8x+ZWTgdm9aJucChvI5Es7Xl5ieCt/hy9wM/Xz8szt48yTX3O6eWom5uTtw2RM7OdjGU/cCJH7YJAXVRUxCoqKlh1dTVbtGgR+/3vf88YY+z3v/89IyL2/vvvK95z++23s7/+6782/R0I1OZpnTDZuDDLv8/qSev03Thy1PYvweDENPLjQh0w9XozaAVVreJv+WcbHXPZDNSMKauY9G4C5fsj2fEvLwnTyqWr183FwJltrgnUr7/+Ovv3f/939tvf/pbt2rWLNTY2svLycvbFF1+w//3f/2VExD777DPFe+655x42d+5c3c+8ePEiGxwcjC/Hjx9HoDbJqK7PqcXnM66n06rPDASc2Hvu5fRvrLdUVSVuhHj7Cb0gq1Udo85R889KJehmO1Azlvwm0ExvC46f2/n5CMCicE2gVjt37hwrLy9n69evjwfqEydOKNa5++672bx583Q/Q6uBGgK1OVq5FpEWxiY+lyy9RjldKxc6OXmxvbxxk1cugE7/znYu2bhpy3QQTzeHm+pxngny7nW5zrWBmjHGbr75Ztba2ppy0Tdy1Omz+2LJ6xa1GvSks/ABLMwEeC1aQb652bhO1Oz+cTOng6vVJVmLbqf2l13Srd5Rv19eCuXz2ZNGs7xyjtjBbKAWbgjR4eFh+t3vfkcVFRU0Y8YMCoVCtGvXrvjrIyMj9NZbb1FDQ4PuZ/j9fiopKVEs4KzubmlSD72+rqk6f37iZ5rpg8uHiZTPYMZt3aqc/pAPFymflIQPYVlVJQ1jafZ73YIxp1NgzcaNyqFD5bI59G2mpDt5hfr98mFVs/1b8/PES+dLxmXpxkFXe3s7e/PNN9knn3zC3nnnHbZgwQI2depUduzYMcaY1D2rtLSUvfLKK6ynp4c1Nzeje1aWOJ1LEn1Jts/cjhfvu2Hh9bhG3Qa1Skcy0RDQiWNAr2jcTONQkXLUXjp/zHBN0TfvF11QUMDC4TC788472QcffBB/nQ94EgqFmN/vZ9dffz3r6emx9B0I1Klz+gIs8pJLnN7XmfrNvNC1jjH9onGt5zN5DJupS9frlqn+rdzci8IsDCEqgyFEU4fiKX3eP3OURDoW+L4vLk7MamWGeqrKlhapGDidqTBFoDfFptbzmZz+kg+tGokQHTtm7b3Jji8vnm+Y5hLSJtKFWRTye36vkU/fqLWI6MIFa+ufPy8F92nTpCC2ZYs0hrabgzSRFISPHZs4xrjW85k8hrXq0rWm4FTLMxGJ1NOO5hLkqEGXqBfnbMjLIxofl/7mk4p4nZt+b37VammRGv/Jn5fnsoNBoo4O7UaMqeT6QEl9zGhFEzO5bDPHnhcnJkGOGiBFjBGNjSVyHbkQpN1Gnsvnv1MgkHiuoEB6PHOGaN067Zbf06dLLf/TzanV1UnfW1dnLe1uujFKR7IW60Y5bbmmJvvS5DbIUYMuq/V/XuH9M0KbHYGDMTEDkFa68vOlGzL+KF/XiLqO10ydrzrnb/a7nKaXbiLtfZrK9vAct5auLnumDBUVctSQNnmjG/A2EYOr3dRBpKlJCtLp5tR4/23+KM8xFxdLj3rBTnTbtum/xo+Z2lopx9zVldp36OW0GfN2kLYCgRpynrpjiFtYLXLNFj4AjBwfICZbCgoSxd/8UV7EzYNnXh7Rf/93et/V3a1fRaJVIlVb6/yxZqaBF5G5NB48OLHBmpnPb2mRfge7B0HyIgRqyGluCsxq8tHTzFx0M43vyzNnJr7W15eZ7wwGtUsDZs4k+ud/lnJ6//zP0nPbt0uPeXmJtI6OJtIbDJo7Hrq6Et8ZDJpLZ1GRWG0eOjul4ubOzomvJatDV9f380aX0WjifcuWSZ+/fLn2Z0Qi7i1lcAICNRhKtTjLDdwcpIkSRa2FhfoX3WySX+Ct7FvGzHXP0XLmjPZ37d8/sWsSDyjj44lgU1CQ+O6BAXM3O52die8cGFC+Fo1KQYiXIPDcs2jVSOkMSaouJeD7Quv4Gx1N/C0/PjJ14+ZVCNRgCHVE4uJFrj/5SXrjQBNZv2kJBOy50eGfUVmZ/mdZceGC9N0jI0TPPpvIZS9bJgUSo4C9cmUit6ku5uc5VZ9Pusn9wx+cL+nQotfvWi0SMf+ZesdfJGK9DQSvrgAJWn2DKV5sbOT9I98aoxa+cvL9VleXKIJXr6M+ZtQ57UAgUezMR9DSa/2birw8ZWvu/PxErpqnkZs2TVlkn2ofa74dJ04oc5O8X758m52SrNW6ld4e/AZRa9SzdOTKuYlW32CrbDcGguxLNjoXL8aV47l6xhLFyUVF2hdseZAkUgYsnsNL1sjKSqM/9ffJg7ZaR4fyfzOlE1oNpvh2yIO0PC0DA9INQ7ak0mf74kX919T73UyuHNKHQA2m2JnTcZrZC73ZlrFuYGY4UKOBP8w0ghoa0q6PZYyouVkaXKS52dz+Z2xi+wiruSx1vbdRw6/WVmUrcTPBR94gi0+byvehUdHt+LiUaxXxuKquJrr8cuN19G6W7BriM1dy01ag6BsscXsRuJWjPZOTF2RbsoEp9Iqw9da38n2MSUGMDy5i9zCQWsekVnrl66kn55Dj9dU+38RcuZx8wou2tkSOvbmZaO/exM1tVZV24ymensWLMzfWuHybkw2FazTwiB559QL/ja3q6lJ20XL7uWYFir4hI9zY35jInWnOJqMgnQr1cWLX4CLpTBbCG34FAkTr1+uXlvA0Jzte5A2y5Nv10kuJVtVdXfrBj+8f3m0sE+TbsH+/8X5LpTHi+Hjis/hv3Nxs/B7eVoEvKDpPDoHaIeqiMjdyS701ArTzg7qIMEsV78p15ox+P+JUi6O3bJEClM9H5PdLz/X2JlqRG+FF4VZYuVHh3fj0PoMzCphmvkf+G+t162xu1i6lcGsGIFsQqB3y0ktSMdFLLzmdktT19iZOrmT9rd14Anrl4qG+qMsHpkjWFSkSEX/7U2mcxXOPvCsV3zfywG2laxKRFKCqqqQW0+obgGSfdf585m7aeYO/ZDldIuUxL6/jt9pdSivod3W5fzpRpyBQO8SuokBRtLbqBzbGxGw4k4u0hmxU/89vvMz0zc52yZDW8aWuF9WaKUtNL/e4cqXU6CwYTK0oWG8gkZUrk9/0yW/aMzEn+JYtyW8Y+NjkeXlS/3JuZER6VJei5edr36RrHQ8o4k4DywGDg4OMiNjg4KDTSfG8ri7GIhF1QevEpaAg+TryhZM/19ys/G6j781lVvazep8mk58vvS8/PzNpV1P/pl1dyue6ulL7LDuPkaoq6fOqqqT/a2ul/2trtb9Xa98bHcc+n/S3z2c9bVrnp5yZYyQQSDxqyctL/7jKFWZjU05cwhCos4dfBPjFRL1oXUjNBGhOfRGUU1+05UthIWPBoLULuVcY7Rd+05TqvmluloJ0ti7E6mPDKOik+rnpHiPq9Mj/50HbKAiq32P0eani6SgoUG5vUdHE79S7ATba7lRvgozOby9CoJZBoM6erq5ELkuda25uNp/jTvVClInP9JpgMLEvgkHn0sFzXnl55t9j5bflx5o8EMnX5TcYzc3JA6LZ40brxjRZcNYK1vL/ec6Z3xSpnzeTFnUu2CgQa5VSWEm/+r1W5Np5ikAtg0CdXeoLDZF0p651QbQ7qJr5jqKi3MxZMyZtNy/tyMtzdj+ke1GWv1/rhoPfkMhf0zoe5MEv3WNR/Z5IRHpeLwfLyQOp3nerS6mKiqylRf5Z6vSo08xz1kVF1m6s0z1/kaPWhkCdJbl0p6h3Z23lBE/1RDX7+VZycV7R1aXMxTp9s5JKjlrOrkCtzqnqLWaK+dXHGN/HWsFbj16O2moglK+XrF7ZaLu1isPtDM65zGxsQqtvQdjVslMEWv2rrbb4tHMaPD5spTxdRiNOeVE0SnTvvYntvvRS51vhjo1Jv0sqo1nx6SSbm6VH9VjdRNJzfNhQ3uuAsYnr8f6/8nCjxpi5LpXyzxgb097H8i5hdXUTX+f9vflidKwaDXEr/4wzZ6SBXgYGpBbd6vfwrlha042eP++eMRM8K0s3Do5yQ47ai3em6m2xcldutP3ynI3Z71Dn6KuqlPXpXi9qk9dL+3zO56bTxYtj9XKnyUpTUsnJp9Nwzig98lbhRkW/eu/n9fDBoLTwHLA692zmHNOrT+f7Weu1bDYm9BoUfcuIEKiT8WJRktY22BGok62v1WBN/j+v27OrxbAbyLvMdHVpN7QSgdl0JVvPzvOJN4osKLD+3mTp0auTVi/qhpmMKfeBmZbZet+Vl5e8wZtegzyvnzeZhkAt4/ZA7aWTwWyQ1rtLN6rr5tR1arzxmHpd+cUpP1+8oGUn9bYny5E6xa502Xku2XEe6nVXlC/yHLXWYpRrleeo1UHdzHerl6oq/RshL16XnII6apeRH/4g1e9t3UpUWCjVpxUXS6Mgtbcnf6960vvz55Wjb/H6NvlEFGNjiXGZ7R4RSgR8vGf+qDeCltPsShdjUv01nyQinfNLPv1lOulJ5tSpxLC8WuNz69WN81m8OjqITp8mmjrV2nfn5SmPD8akdOjNNY1rlQOydOPgKDfkqNW8mqOW1wunsvh8E4v51DmNZK1U+fqpfL+bZXtwEtE0Nydyl9neB+kcX8l+N3UphPr4V+eotUY2s1IVImq1iRuZjU2Yj1pQhYVEo6PSXTwfZ9creA6goUHKNVtRVCTtl9HRxHPJjmB1jpjPiZzq/LkinzHyOZLVuaH8fKkFsXwOYTMiEakVflWV9fmKRSL/vTMxL7aRVEplzB5n8vNp716iP/xhYqmSXFGR9DqfbrKqSvq7t1f6rY8dM/4+9bZ0dTnfg8CtMB+1y42MSCeR14I0UWIe3y1btLuDGPH7lUGayHrxNJ8IZePGxJzBVorzUpmtKRtaWqTie63pG4kS3Xysdk3jXeXs7DJnh2jUuHuSWlOTcu7kbGLM+rFuFj+f9u6VfvvJk40n3/jud5WzovX1JYJ0KlUOWsca2AuBGhzF+9KaNTBg/TvUBYx8qj1+gVPnBtTrq4naB1teh6m+4KZTz87r9DPVl7auTr9PsVokIq0biejPKU2kHcS3bCFavDhxo+XEzF+pvGYWr9/v6DDOFW/dKuW+1Xp7U8sZZ7Kdg5faiaQlKwXxDnNjHXUuk4dJrf7STtUfi15XbVSXace+ylTdpJV0ydc1So9e63Gt9hFOzPyltfDZtbLxffn52q3BU/ncTNb7i37OpQutvsG15KfnV19JOSGtVrBqfB7dbOSURLzL5yNs8RIDI2Zyr3LRKFFbm34ONp19rm6RbvR58ty9XokIkX7rcT4PvPq5bAgEjF/fvz97x9TYmDQ6nR3VOLw0YNu29D9LTrTzy0loTAauYfbEzc+XLkRWGgypP1t9VgSD2sXubjp7km2jkerqREMydaOyaDTR/U2+z40atnF6Ddx4wy+7Gn2p0yLfF9n8Dc0cw3alx8x38YZlfH2z1Tpan11URDQ0ZD59Vr7DTeeZFWhMBp7Dc9ldXYlGYGo+XyLXpJdTUufWiov1vzMYlD4zlbpxNykslLazsFD7dXnOtK8vUffLG7Bx3/52om7YqA6Z02vgluw3VEvWsGz5cikty5dL//Njqbk5u/XUouUS5a3DrQRDrXOPtyS3WloDJmSlIN5hqKP2Lqv11epRm1JdslWvaSejfsRm9p18CEpe9yuv89UayjIYNK7TTncGLV4vz/sOmxn7W46nP5u/p3zc9Uy2G7B6TFv9DZxsL2IH+VSeTkEdNeQEvVxANKpsMcpzWuquXanKdvceO2zZIuVcGZNa/srr2c2MvjU4mPib57B5zre5Wfpf3c966lTjlsTpzKBFlJjR6sIFZZ20uoRAqx5cnv5s/p5aM32lykypBZG0j426bBUUpP4bqJlpTyICXppg1OdcGFm6cXAUctTeZia3wHNayXLU6pawei3O3S6VbUmWA9GaGEKd07O75bi8pbv8s0X/rbSOu1Ro7U/5vOPyfcDXVY9clupvoXcOuWUmOjflqAU9jO2FQO1tZia2l1+MeBFwUVGiGFJdZGrmc9xM7yJuZjYq9Tp8chN5cAgEtD9T3W3KzsDNP1t+s6U345XTw2Cqjys7h3fVOm4z0XXKzAQ5YAyBWgaBOneoL07qi7H6giKfwtBoPXXO3OkLfbrk8x5rXdST7TetnKt8ycvT7sus3m92zuKlVUeux+nZw4ymlUy1vp7LVvDUm1oTgdo8BGoZBGpgbOLFUZ0Tl1+0k+U45Rd6twdt9UWWN7Di26Q3TaL6Qq0ubjWzXzKx73ijt0Ag+femElwykeZ0A508R64XPFP5fKOSlK4uxgoLrX2+288VuyFQyyBQA2PGFy4+Z7URfpGprZWCEn+PvK6ruVn5mhuo94M8R22Ua1LnqOXrppsr5DI941cqwSvV3LjRd6Wbo9ZqvZ5OoDbK8Wu9X32DoMfpkgzRIFDLuCFQ404z8/Ryhnr1mGrqoMUvivIuRno5dLcyylFrrcuPYb1crdXjPNPdp7KVo043x5yMulFdujlqq++XV6UYwXVOyXOB+tlnn2XV1dXM7/ezq6++mr399tum3+uGQI07zczhF7F0iwLlOWp5Lk+v2NFLFyN5wDYqUub09q2Z41x+MffKHNqZDtRyRqUgfDHan1rrq4u4jd4D5nkqUG/bto0VFBSwn/3sZ+zDDz9k999/PysuLma9vb2m3u+GQI07zczQqrMrKlI2orKze4aZ+tFcwPeDzzex61Cy49zKTSsvog0ExA7o2QzUZnLU6jTw/agu8pZ/ZjCoP4CNlwJ1Nq/FngrU11xzDWttbVU8d+WVV7KVK1eaer8bAjXYT6tFM0ossifVUiIrF8p0i3izJdslA2Yal8lZ3X/q0iV1SZKbMx3ZLN30TKAeHh5m+fn57JVXXlE8v3z5cnb99ddrvufixYtscHAwvhw/fhyBOgdZLfKD5Iwu4uoBJDJ9wTbTfz5Xqev2reSo1eszNvFGw6h43e3VeCLmqIUfQvSLL76gsbExKi8vVzxfXl5O/f39mu9Zt24dlZaWxpfKykrb0pPtyeZBqaVFmmmpuFh/AgZOazjMvXszk65kcuG4kQ/JWFcnTdYxfbr0HJ8wQz6sq13fBxOph0ZlzHj97m5pne7uia9Fo9KQs2Nj0lSW1dVEDQ3SkKS1tdL35P0xkhQV6U8xSiQdFz6fNNmN0+cDn3AnGFQ+bzR9qlOEn+byxIkTdNlll9HevXupvr4+/nxHRwe98MIL9H//938T3jM8PEzDw8Px/2OxGFVWVtoyzaXd0++BNXz/E0kXg2PHtNeTT70oFwgQnTmTseRpkgcltx83RlMPFhdLwVM+dSKR9Dv19iYe9d5v9fuTsXvaRbdraZHGRm9qSj5nuXw/y3+3VKfF1PpcImfPBxGm0fTMNJdlZWWUn58/Ifd86tSpCblszu/3U0lJiWKxixOD+ENCU5N0gvE7dz16kxRka7pKvWkXm5q0X3NLjlteyKk2NCQ9PzSknATDKIdlR3oCAe3XhobszcG7HZ/AZOtWa8cZ//26uojWr088n25wc/o6yo8bveNHKJkvhU/fNddcw5YtW6Z47s///M/RmAx06bV85f08M10PJa+nU9f3adXhyRvkaPXrdnsDHbtYaRAln5bTzJXO63Xb8oZlZvqlW2l4Zpb8Pbw+PJd5pjEZY4nuWZs2bWIffvghW7FiBSsuLmbHjh0z9X4E6tyjvkirg1+mG7wYBVat/tjJ+mA70UBHPg66neT7xuoNiNF+sDqalprWuiLMsGQnK63PMx2ovXpDZIWnAjVj0oAnkUiEFRYWsquvvpq99dZbpt+LQJ171BeEYFD5erZzqFoXSHXLXPkUnOpA5ESOOlMXVHmwtXoDorcftLriWRmghTHt7bVjH4hWGmJ2m5Ltj1T3jbqFuV3pdSPPBep0IFDnHvmwlyJcJLWGwtQK3iJd1EXMUetRX8zturjbkaMWrbuSXrD1+aRhcK2MWmYnvWMBgRqBGjxKb7hPp6Qy4IVXhs/MBvVY0yJd3EW6+WLMuHogWSA2qp5Jl94NjUi/pd0QqGUQqHOXm09yXirg8zmdEnvxwKU177UWKzcs6UxfmUusBGv5fjS66Uin9CHZEKWpfJ5IN0d6EKhlsh2o3XKQ5AL5hSZZsZ4eJ3K2Vlssu4H6wi+f99qIlRm0RCtmFhmvKzYzwhs/Bvn+LSqaeE6kc7za/bu55TjwzMhkbtTZKQ0QoNeXN5v0+vPmCnkfyfFxqQ9pJGLtM3j/05de0l/H7v668v7eXuwDHIlIfWjN9K+2MnZBJvtse0VhoXRM/b//J4VV3v+dL0b4/r1wQTlSWTQqjW1AlHi0wu7fzXPHQZZuHByVyzlqt9xZZlJX18RcgxVmctR25X75sSNPr1fqqNPdR17rKuUUO45Vfk7w3ySXry/pQI7aQSKNFeu5O8sUtLYqh7SsqrL2/i1bpGEOkw27mIpolGjaNGmJRhOlMdOnJy6nmfheJ5jNtemRjyWeKq+XMJnZPj4GvtZY+Gbxc2L9euPrC0aGs0mWbhwchcZkIA8TPDfAux9ZmTvajtIS+WfozUIkQmmMaOzsKkXkzZGxRCtBkx/TdjUU8xLkqB3i9Tt2L9i+XapfGx2V/k82/rf8NzXT/oDPEFRXp/06/4wf/pDo7FmpTk9rBh9Qko8lzslzbGbGr5bn/Pbvtz+NThO5BO3MGemYhxRk6cbBUdnMUYt0R2t1BCCvU7dYVedg9bqHyH9TMznqZHWA/DOCQeWx4rVW3tmgLokwU5+P8yJ71MO6FhY6nSKxoHuWjN2B2uiCKlJDMlz4ldS/jXz/yBtvpTvcqDoQ6P0OIh0rbqAe1IQx/W5EIA75BDlWxwTI5O8qwvlnNjYJPx+1HczO+WmWE/OYFhZKRbUFBUQjI+beU1cnFe/V1mpPCJ/rqquV8yOrBQJSsbiZOaz1jgn1vNjeP9syR28fqxsqYR+Lx8pc2HKZvNby899oXvtM88x81F5ltTUkr08dHZX6lPp80qOR7m7p4EaQ1qaux8tTnQ287npgQNrf6npkM/Tq5Nwy/7RI5K315edPOq2XIXVWrmFmek5ku33PypXSOX32bPLvlG+rEy3YkaN2iNU7RXmOmgdts+8FfVZPOr39rfd7Tpsm5caDQaLTpxPPT5okNWjLz5cuYJCgl/vS+61SPQciEaK+PukGwKhkBbTZndvVyuFmuvTSbK46U6U2yFFnUbJWvnYYGZEOjpGRRM5PnQME65qblf/zGjGee6uqSoxuJh/ljEiZK9brI9zRkciJ87t2n08K0kRSMEJPASUzI8HZoa9P+QiZZ1SSpG6xrg6OmcjJitxKXiEL9eWOy3SrbzRkcTf172e2kYmZMai7uiaOaa1upZyLx4/RPtYbCc7u/WTm8zDJh720zhkz01t6tdEgWn3LZDpQo7uHu6m71JntYmdmaFH5RV5rCkYvXnzMSLaP1TcwqQxOk4yZ/S6f1zzXfqNM0DpnzExvaee5otV7wCkY8CSL0GjL3XjxVywmFa/FYtL/06cbN/gy00BGXqTW14ehFHkxf0OD9H9vr/Y+2bpV+b/ZwWms0KuuUK8D9ohGifbuJdq4UXnO6BU/q0OzXeRVHska5IoCjckg52kFiq4uorY2/QZfRl3f+GtcXp40c1cy3j8TlY135A241Nuud0NjpqucnYJB8130ckE6jbvSbRimd55aHcWPNyJMJy12QWMygDQsW5Zo8PXtb098nQdirWEo1c9demny71M3VPMqs413tLpcNTcngmW2GuCdOSNdyBGkxbRsmfVjoLfXfQ1ykaMGRwZwEUmy4mitrhvyXDMfGIWrrbU2jjS6B+mT/zZVVUSffUbk9ydm0FJ3e4PMkv8eRUXS71BUpBx/XW99LVauN3Z+liiQowYwST7hvVZ9GK9PlZMXd6vrTbu7peBupKoq8V0I0vrkOZ6+PqmUQz7N5Zkzyfc1WKfXjUpeZ2x12tFUBgzS++5cg0ANGeOW0beSXXD++7+V/7e0KBuhaBXT8lGP5Lq6EJzN4kXbzz6bfF30g7afmb7s8htcMzo67LmpikbNf6dXoOgbMsYto28lG1WMSNmYiG8XkXTh+fRT/e3EONTWRaOJhnzqRmdcIEA0dSpGFsuUVMfmzga9MfqtzIMgChR9g+OamqTg1dTkdEqM1dYqH7mOjsTf8uLtpiapSLaoSMo5q7eT5wZRJJuazs7EjY9eAI7FpNdQOpEZW7ZIx/NLL2mXiEUi0k2oE8e4XkNE+dDKZrml1A85ashpyXK8+fnKrlVmcm/FxfrF6N4/29IXjUrBeuVK5cxjerBPM4Mf+3l5iRIkLp0GqHl50nt8vuTdFuXHQmurFFDVfezlrKbF6VI/5KgB0tTSMvFC0teX/O774kXl/4WFudsIJhWtrVIre6v9Y8FekycrH+3CzwPGkudoOzulG+POTul/u8d/d0upHwI1gA69O/etW/W7ikQiE4P7T35ib7pyiXxCFHXVBGTW+vXS4/nzxtO8Wu3HzM8dn49o+3YpR7t9e+Kz5P3j5f3utW6c5VK5ETYzuqAIUPQNOU0r4PKiPrP9No2CtlMT0nuJ0e/g/auXs/SqhuTPWznO5e/r6lJWbXR1JXLQ/DP5yHA+X/Lf2o3HAoq+wTXy86UTUZRxd8fHUx+Tm0+PmZfngqnzBODzJZa6OiknxY+HYHDi75Cfr+zmBpmjdQ7w3ygSkUaKS2eKSF6czS1fPnHkOt6IM9lv7ZYRxlKFHDU4zsmR0eyeJENr7G/Qp97/waDxcJ2pjO0MqTEqKZLneu34TC1FRVJLbjOtud0axZCjBtcQadxdxhL1oqkMqmBl6FBQKixU/q81/jmCtLNqa82P166lq8t8l67z550L0rw0x+cTo+uWAJdGyHVjY9LJpu4Ckkn8JNTCJ2IYGpIem5ulItfm5uQXBTR4St1PfpIYvaqrK/E75PLQkU7q6pICVjCYqG7o7k6vVT5/r+jTvcrHTdi61fkxEVD0DTlJ60Jh9UxQ9+n0/pkEYK90A3amzjneiC3T34eib4AMMxp4AQCSY0zKrYtGr52EU0XhCNQAJH5RHIBXtbZqT2yTjFPVTHYPumIGAjUApVakJR+MA8XeAKkbGZFy1mYCNp8i1qneFU6MYoY6ashJ6hw0ZmACEE9d3cSeFNmIWHolbKijBsgS9ZCHRUUI0gAi0uruWFeXme+KRqWpbadNy8znpwOBGnKOekSk6dO1xytWjzsMAM7LxFgFkYg0nOmZM/oNyZwse0aghpyjHqiht1cavlBNPXMPADgvE43I+vr0XxOhDz8CNeSc1taJdVBaIyClMwITAKSPsYmB2e5GZG6Y9AWBGnLS+LjUypQPW6l1l455kQGc192N0ekcDdTV1dXk8/kUy0pV9qWvr48WLlxIxcXFVFZWRsuXL6eRkRGHUgxe0tkpdQvJzyf6/vedTg1waBsA2aI3x7ZoNwWO56jXrl1LJ0+ejC+PPPJI/LWxsTG67bbbaGhoiPbs2UPbtm2jl19+mdrb2x1MMXhFQ4P0ODaGemiRoG0AZIvWMKEimuR0AqZOnUqhUEjztZ07d9KHH35Ix48fp3A4TERE69evp6VLl1JHRwf6RENa9u6VHvPzUQ8tkpUrpSCN3wQyLRCQgnUgYDy9qtMcz1E/8cQTNG3aNJo1axZ1dHQoirX37dtHNTU18SBNRDRv3jwaHh6mAwcOOJFc8BDeWGzjRtRDiwRtAyBb+AxtIgdpIodz1Pfffz9dffXVFAgE6L333qNVq1bR0aNH6ec//zkREfX391N5ebniPYFAgAoLC6m/v1/3c4eHh2l4eDj+fywWy8wGgKutWyd1y1i3DkEBAMRle456zZo1ExqIqZf9f+yx/sADD1BjYyN961vforvvvpui0Sht2rSJTp8+Hf88n0bbecaY5vPcunXrqLS0NL5UVlbavZngAbzvpFEfSgAAp9meo25ra6PFixcbrlNdXa35/HXXXUdEREeOHKFp06ZRKBSid999V7HOwMAAjY6OTshpy61atYoefPDB+P+xWAzBGgAAXMn2QF1WVkZlZWUpvffgwYNERFRRUUFERPX19dTR0UEnT56MP7dz507y+/00e/Zs3c/x+/3k9/tTSgPkjuZmacq6sbHEoAcidckA74hGEw3kUM0CVjk2e9a+ffvonXfeoTlz5lBpaSl1d3fTAw88QLW1tfQf//EfRCR1z5o1axaVl5fTk08+SWfOnKGlS5fSHXfcQc8884zp78LsWWAkWzPlQO6qrpa6nEUiUkM5ACIXzJ7l9/tp+/btdMMNN9A3vvENevTRR+mee+6hrVu3xtfJz8+n1157jSZPnkx/8Rd/QU1NTXTHHXfQU0895VSyAQAsw3C0kA7MRw3wR+qctffPDABwkvA5agCRIUgDgCgcH5kMQBQIzgAgIuSoAQAABIZADQAAIDAEagAAAIEhUAMAAAgMgRoAAEBgCNQAAAACQ6AGAAAQGAI1AACAwBCoAQAABIZADQAAIDAEagAAAIEhUAMAAAgMgRoAAEBgCNQAWdbSQjRpkvQI2YF9Dm7mY8z7k/uZnZwbIBsmTSIaGyPKzyf66iunU5MbsM9BRGZjE3LUAFnW1CQFjKYmp1OSO7DPwc2QowYAAHAActQAYLvCQiKfT3oEgOxAoAYA00ZHlY8AkHkI1ABgWkGB8hEAMm+S0wkAAPcYGXE6Beb4fIm/vd8KB7wOOWoAAACBIVADAAAIDEXfACCsVIuwUdwNXoIcNQC4AoYBhVyFQA0ArvDSS9IwoC+95HRKALILgRoAhMVYYsEwoJCrMIQoAACAAzCEKAAAgAcgUAMAAAgMgRoAAEBgCNQAAAACQ6AGAAAQGAI1AJjm8yUWgFxUVycd/3V12ftOBGoAAACT9u9XPmYDAjUAAIBJtbXKx2zApBwAYJr3h0cCMNbdnf3vRI4aAABAYAjUAOA5kYjU4CcScTolAOlDoAYAz+nrUz4CuBkCNQB4TlWV8hHAzTIaqDs6OqihoYGKioro0ksv1Vynr6+PFi5cSMXFxVRWVkbLly+nkZERxTo9PT3U2NhIU6ZMocsuu4zWrl1LOTDpFwCkqLdXavjW2+t0SgDSl9FW3yMjI3TXXXdRfX09bdq0acLrY2NjdNttt9H06dNpz549dPr0aVqyZAkxxuiZZ54hImkasFtuuYXmzJlD3d3d9NFHH9HSpUupuLiY2tvbM5l8AAAAx2U0UD/22GNERLR582bN13fu3EkffvghHT9+nMLhMBERrV+/npYuXUodHR1UUlJCL774Il28eJE2b95Mfr+fampq6KOPPqINGzbQgw8+SD4MkQQAAB7maB31vn37qKamJh6kiYjmzZtHw8PDdODAgfg6jY2N5Pf7FeucOHGCjh07pvm5w8PDFIvFFAsAAIAbORqo+/v7qby8XPFcIBCgwsJC6u/v112H/8/XUVu3bh2VlpbGl8rKygykHgAAIPMsB+o1a9aQz+czXPZbGARVq+iaMaZ4Xr0Ob0imV+y9atUqGhwcjC/Hjx83nR4AAACRWK6jbmtro8WLFxuuU11dbeqzQqEQvfvuu4rnBgYGaHR0NJ5rDoVCE3LOp06dIiKakNPm/H6/oqgcAADArSwH6rKyMiorK7Ply+vr66mjo4NOnjxJFRUVRCQ1MPP7/TR79uz4Og8//DCNjIxQYWFhfJ1wOGz6hgAAAMCtMlpH3dfXR4cOHaK+vj4aGxujQ4cO0aFDh+jcuXNERDR37lz6xje+QX/1V39FBw8epF//+tf00EMP0T333EMlJSVERNTS0kJ+v5+WLl1Khw8fph07dtDjjz+OFt8AAJATfCyDI4csXbqUnn/++QnP7969m2644QYikoL5D37wA/rNb35DU6ZMoZaWFnrqqacURdc9PT1077330nvvvUeBQIBaW1vp0UcfNR2oY7EYlZaW0uDgYPwGAAAAwElmY1NGA7UoEKgBAEA0ZmMTxvoGAAAQGAI1AACAwBCoAQAABIZADQAAIDAEagAAAIEhUAMAAAgMgRoAAEBgCNQAAAACQ6AGAAAQGAI1AACAwBCoAQAABIZADQAAIDAEagAAAIEhUAMAAAgMgRoAAEBgCNQAAAACQ6AGAE+pqyPy+aRHAC9AoAYAT9m/X/kI4HYI1ADgKbW1ykcAt5vkdAIAAOzU3e10CgDshRw1AACAwBCoAQAABIZADQAAIDAEagAAAIEhUAMAAAgMgRoAAEBgCNQAAAACQ6AGAAAQGAI1AACAwBCoAQAABIZADQAAIDAEagAAAIEhUAMAAAgMgRoAAEBgCNQAAAACQ6AGAAAQGAI1AACAwBCoAQAABIZADQAAIDAEagAAAIEhUAMAAAgMgRoAAEBgGQ3UHR0d1NDQQEVFRXTppZdqruPz+SYs0WhUsU5PTw81NjbSlClT6LLLLqO1a9cSYyyTSQcAABDCpEx++MjICN11111UX19PmzZt0l3vueeeo1tvvTX+f2lpafzvWCxGt9xyC82ZM4e6u7vpo48+oqVLl1JxcTG1t7dnMvkAAACOy2igfuyxx4iIaPPmzYbrXXrppRQKhTRfe/HFF+nixYu0efNm8vv9VFNTQx999BFt2LCBHnzwQfL5fHYnGwAAQBhC1FG3tbVRWVkZ1dXVUTQapfHx8fhr+/bto8bGRvL7/fHn5s2bRydOnKBjx45pft7w8DDFYjHFAgAA4EaOB+of/ehH9G//9m/0xhtv0OLFi6m9vZ0ef/zx+Ov9/f1UXl6ueA//v7+/X/Mz161bR6WlpfGlsrIycxsAAACQQZYD9Zo1azQbgMmX/fv3m/68Rx55hOrr62nWrFnU3t5Oa9eupSeffFKxjrp4mzck0yv2XrVqFQ0ODsaX48ePW9xKAAAAMViuo25ra6PFixcbrlNdXZ1qeui6666jWCxGn3/+OZWXl1MoFJqQcz516hQR0YScNuf3+xVF5QAAAG5lOVCXlZVRWVlZJtJCREQHDx6kyZMnx7tz1dfX08MPP0wjIyNUWFhIREQ7d+6kcDic1g0BAACAG2S01XdfXx+dOXOG+vr6aGxsjA4dOkRERH/6p39Kl1xyCf3Xf/0X9ff3U319PU2ZMoV2795NP/zhD+lv/uZv4jnilpYWeuyxx2jp0qX08MMP08cff0yPP/44Pfroo2jxDQAAnudjGRw5ZOnSpfT8889PeH737t10ww030K9+9StatWoVHTlyhMbHx+lP/uRP6O6776Z7772XJk1K3EP09PTQvffeS++99x4FAgFqbW21FKhjsRiVlpbS4OAglZSU2LZ9AAAAqTIbmzIaqEWBQA0AAKIxG5sc754FAAAA+hCoAQAABIZADQAAIDAEagAAAIEhUAMAAAgMgRoAAEBgGR3wBACcJx9uwPudMQG8BzlqAAAAgSFQAwAACAxF3wAeh+JuAHdDjhoAAEBgCNQAAAACQ6AGAAAQGAI1AACAwBCoAQAABIZADQAAIDAEagAAAIEhUAMAAAgMgRoAAEBgCNQAAAACQ6AGAAAQGAI1AACAwBCoAQAABJYTs2exP04fFIvFHE4JAACAhMcklmSKu5wI1GfPniUiosrKSodTAgAAoHT27FkqLS3Vfd3HkoVyDxgfH6cTJ07Q1KlTyefzOZ2ctMRiMaqsrKTjx49TSUmJ08mxjRe3C9vkHl7cLi9uE5G3tosxRmfPnqVwOEx5efo10TmRo87Ly6PLL7/c6WTYqqSkxPUHqRYvbhe2yT28uF1e3CYi72yXUU6aQ2MyAAAAgSFQAwAACAyB2mX8fj+tXr2a/H6/00mxlRe3C9vkHl7cLi9uE5F3t8tITjQmAwAAcCvkqAEAAASGQA0AACAwBGoAAACBIVADAAAIDIFaUB0dHdTQ0EBFRUV06aWXaq7j8/kmLNFoVLFOT08PNTY20pQpU+iyyy6jtWvXJh1XNpPMbFdfXx8tXLiQiouLqaysjJYvX04jIyOKdUTbLrXq6uoJv83KlSsV65jZTtH89Kc/pRkzZtDkyZNp9uzZ9D//8z9OJ8m0NWvWTPhNQqFQ/HXGGK1Zs4bC4TBNmTKFbrjhBvrggw8cTLG2t99+mxYuXEjhcJh8Ph+9+uqritfNbMfw8DDdd999VFZWRsXFxXT77bfTp59+msWtUEq2TUuXLp3w21133XWKdUTbJjshUAtqZGSE7rrrLlq2bJnhes899xydPHkyvixZsiT+WiwWo1tuuYXC4TB1d3fTM888Q0899RRt2LAh08nXlWy7xsbG6LbbbqOhoSHas2cPbdu2jV5++WVqb2+PryPidmlZu3at4rd55JFH4q+Z2U7RbN++nVasWEE//OEP6eDBg/Sd73yH5s+fT319fU4nzbRvfvObit+kp6cn/tqPf/xj2rBhA23cuJG6u7spFArRLbfcEp8rQBRDQ0M0c+ZM2rhxo+brZrZjxYoVtGPHDtq2bRvt2bOHzp07RwsWLKCxsbFsbYZCsm0iIrr11lsVv93rr7+ueF20bbIVA6E999xzrLS0VPM1ImI7duzQfe9Pf/pTVlpayi5evBh/bt26dSwcDrPx8XGbU2qN3na9/vrrLC8vj3322Wfx57Zu3cr8fj8bHBxkjIm9XVwkEmFPP/207utmtlM011xzDWttbVU8d+WVV7KVK1c6lCJrVq9ezWbOnKn52vj4OAuFQqyzszP+3MWLF1lpaSmLRqNZSqF16muAme348ssvWUFBAdu2bVt8nc8++4zl5eWxX/3qV1lLux6t69qSJUvYd7/7Xd33iL5N6UKO2uXa2tqorKyM6urqKBqN0vj4ePy1ffv2UWNjo2JggHnz5tGJEyfo2LFjDqQ2uX379lFNTQ2Fw+H4c/PmzaPh4WE6cOBAfB03bNcTTzxB06ZNo1mzZlFHR4eiWNvMdopkZGSEDhw4QHPnzlU8P3fuXNq7d69DqbLu448/pnA4TDNmzKDFixfTJ598QkRER48epf7+fsX2+f1+amxsdNX2mdmOAwcO0OjoqGKdcDhMNTU1Qm/rm2++SV/72tfoiiuuoHvuuYdOnToVf82t22RWTkzK4VU/+tGP6KabbqIpU6bQr3/9a2pvb6cvvvgiXsTa399P1dXViveUl5fHX5sxY0a2k5xUf39/PI1cIBCgwsJC6u/vj68j+nbdf//9dPXVV1MgEKD33nuPVq1aRUePHqWf//znRGRuO0XyxRdf0NjY2IQ0l5eXC5leLddeey394he/oCuuuII+//xz+sd//EdqaGigDz74IL4NWtvX29vrRHJTYmY7+vv7qbCwkAKBwIR1RP0t58+fT3fddRdFIhE6evQo/cM//APdeOONdODAAfL7/a7cJiuQo84ircYs6mX//v2mP++RRx6h+vp6mjVrFrW3t9PatWvpySefVKyjntaT/bHBlZ3Tfdq9XVppY4wpns/GdqlZ2c4HHniAGhsb6Vvf+hbdfffdFI1GadOmTXT69GndbeDbIfJUrFr7XeT0ys2fP5++973v0VVXXUU333wzvfbaa0RE9Pzzz8fXcfP2yaWyHSJv66JFi+i2226jmpoaWrhwIf3yl7+kjz76KP4b6hF5m6xAjjqL2traaPHixYbrqHOKVlx33XUUi8Xo888/p/LycgqFQhPuJnlxkfqOOx12blcoFKJ3331X8dzAwACNjo7G05yt7VJLZzt5C9UjR47QtGnTTG2nSMrKyig/P19zv4uYXjOKi4vpqquuoo8//pjuuOMOIpJymxUVFfF13LZ9vBW70XaEQiEaGRmhgYEBRQ701KlT1NDQkN0Ep6iiooIikQh9/PHHROSNbTKCHHUWlZWV0ZVXXmm4TJ48OeXPP3jwIE2ePDne7am+vp7efvttRd3ozp07KRwOp3VDoGbndtXX19Phw4fp5MmTijT7/X6aPXt2VrdLLZ3tPHjwIBFR/OJpZjtFUlhYSLNnz6Zdu3Ypnt+1a5drL4TDw8P0u9/9jioqKmjGjBkUCoUU2zcyMkJvvfWWq7bPzHbMnj2bCgoKFOucPHmSDh8+7JptPX36NB0/fjx+Pnlhmww51owNDPX29rKDBw+yxx57jF1yySXs4MGD7ODBg+zs2bOMMcb+8z//k/3Lv/wL6+npYUeOHGE/+9nPWElJCVu+fHn8M7788ktWXl7OmpubWU9PD3vllVdYSUkJe+qpp5zarKTb9dVXX7Gamhp20003sffff5+98cYb7PLLL2dtbW3xzxBxu+T27t3LNmzYwA4ePMg++eQTtn37dhYOh9ntt98eX8fMdopm27ZtrKCggG3atIl9+OGHbMWKFay4uJgdO3bM6aSZ0t7ezt588032ySefsHfeeYctWLCATZ06NZ7+zs5OVlpayl555RXW09PDmpubWUVFBYvFYg6nXOns2bPx84aI4sdab28vY8zcdrS2trLLL7+cvfHGG+z9999nN954I5s5cyb76quvhNums2fPsvb2drZ371529OhRtnv3blZfX88uu+wyobfJTgjUglqyZAkjognL7t27GWOM/fKXv2SzZs1il1xyCSsqKmI1NTXsn/7pn9jo6Kjic37729+y73znO8zv97NQKMTWrFnjaBemZNvFmBTMb7vtNjZlyhQWDAZZW1uboisWY+Jtl9yBAwfYtddey0pLS9nkyZPZn/3Zn7HVq1ezoaEhxXpmtlM0zz77LItEIqywsJBdffXV7K233nI6SaYtWrSIVVRUsIKCAhYOh9mdd97JPvjgg/jr4+PjbPXq1SwUCjG/38+uv/561tPT42CKte3evVvzHFqyZAljzNx2XLhwgbW1tbFgMMimTJnCFixYwPr6+hzYGonRNp0/f57NnTuXTZ8+nRUUFLCqqiq2ZMmSCekVbZvshGkuAQAABIY6agAAAIEhUAMAAAgMgRoAAEBgCNQAAAACQ6AGAAAQGAI1AACAwBCoAQAABIZADQAAIDAEagAAAIEhUAMAAAgMgRoAAEBgCNQAAAAC+//I5b0716CumAAAAABJRU5ErkJggg==", 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lwjgsWWWW0s63VSymtX2mMjOfb1O4ZmXBViE46XP/cqVXu3cx5e+a250SRKioy0uMBhLbDE1qqz54VWANS37BWWgMbCp9D9XWqZQ/LWq3pdBY6FKUdSnjpv3agE3r/JRxvplXu3yeq5ScbjXr996v/bflS782caVE9TytrPBqKUs9TuyjEUepG0Xd3d0tJgMDA3nn9Pf3y4kTJ+Sll16ST3ziE2ElRgOJX8GnCpxeyVoIpsWtW9R+haO5hbhV63cpLC6Ing9KsYSnJN/CDHofUwGe0mSncUz/rSqOykoeSb9Lv8qnzZVt5lW1/6CRLrZKgS3/VDs/qfvtF7s7PW75N27xCSZ1pajffvtt+ehHP5qRM888M3N8w4YN8sEHH8h1110nHR0d8thjj0l/f78sWLAgjMRoUNFdffoHo/br7X/708dMBR+kQFbnVcs1WIkoi6gaYQl77uxaSDntyn4ellKu88tD0+JfmVRhVnl1ynIPVYnoTb8XladN5a8UoV+zTNQz/Zmehkrzb9C8WmvFWc3vsX6krhT1m2++6Xv88OHDsmHDhsz/RCIho6Oj8rWvfS2MxKBYxSzgRtK//Qpr87f5XxUSyjVuWjHlhK/UQqWaBZFusUX9rsqVKBS17bcS0w1daKpPU/lOSbbTl3kfU/krBayU/VSBNKql0ja/OT+LeqcU7xuii6p0F5s+tNaKkxZ1kXOjDWh3d7ccP35c+vv75eDBg/LYY4/J0qVLBYAsXbpURESWL1+ec81TTz0lDz/8cBiJQbF+MLZ2ulKtaNtv/b/+vFI/2qhr43G0qMtVwOUoeFseGbGEUeULU2Hu1/7b7q3fw9acEzTP+d0zLElpz/SrBKq8HyT/K0+YSP2NCY+n1I2ivvrqq+ULX/iCLFu2TK688kp56aWXZGBgQE4//XS59NJLRURk8eLFOdfs2LFDnn32Wd97JhIJSSaTGTn77LOpqAOL+vBtPVuLWUalWlx+ytvcNy2F2+lUZyH9+mEH0rKepNx25kqVdaEKnvK2qIrQhHGdqWT1nt1+HcTUvcqxjqNwgxerBAYZbaFEfdvV7PBGqUTqRlGb8hd/8RcyMDAg//qv/5pR1K2trTnnPPTQQ/LMM8/43sPWQY2KOqioQi9IQW2zwgqda+vIU8pzVMFsWvi28M5ozyxk6ZZS0Omiu+31zk1xKQDLeU9hKXOb5W0qdb/9taq0ha3EK7Vwy83nYYg+vC7qfB6t1K2iBiDPP/+8PPjgg2W7vmlRV0PMwq9c60htVduiansrZmUXK4DVfzWBRSEPQCFXZa9xnlLsxZY/9GsG0CsIUb/DSqTUXuBhK2i/dFb/T0rhPFXL7yUMpa3yaW+Vrte9ULVe7rLWTQjuSt1OIZpIJHDRRRdhYGAAvb29GBgYwGc/+9nM8Tlz5mD16tV45ZVXfO8xNTWFVCqVI6RUVB4JuiqS36pe6j6r4C3q8UPjfEEutqkrzWlP1X3VtI4/1K4XADPac/1Q00SeY4S3GcAXkbv84Uxa9HzUl76uD940loLslJLFFpioB1yadtKWnno+EAC3IHfqUGjHajH1rV6uBllkpFQqXbzCvH4dolvuUn2fMzV+bn0TaY3iu9/9rnz605+W9vZ2ufjii2XXrl3ywQcfyDnnnCOANzxrdHRUrr32Wuno6JBHHnmEw7NqJpVaVYUsompYXH7PMo/rVo6ftR7Ee6Bf62ctxWkhBOXej8L1XcijY3v3qh33lOUcFX6bdySMjoBR5AE/13ixzqGuWdRx+n6KS924vtW46MnJSTl06JD87Gc/k4suuijnnO7ubjl8+LBMTEzI7t27paOjI6zEoORJEOUVRMkVKmhtrsxSry/nnHKerV8T9buppYTlCi81LxSrdBXqFGd7Z3EYWgfxd43b9ofpeg7Slq4qgAeN/eZ4+XoeRRFM6kZRO5YYlDwpVGAGKVz9LF/9mkJWbrUK/2rcK4hFHWeptqL2yy/6NJ9+x1WYUpbjhbwt5rCkOAytg5RnUYeRh/0qDOXkr/h/b3XbRk1cwm9JQ8De/mZrdy7UTme2R+ttz5VQ6fXq+1D30r+ZZsR36UC1fKOfVAvx2afevWo3bdLO1d+H/n5Ps9zD75mqT0MKwAi8JSG/BGBOelvP7ACwNL0ttj/M5S9tbem2JThNpi37zLJhp+WcxoCKmhTA1iHGLAz1AhSW3+a1tmO6IoyyE5Yejmnt92uIr3LWsVWc/NalLoafwjSfZ/uvV/h0Za326f8fR+57m4Xs+ukz8Dr6rTeesQDAGYhm3ei4oVfuTsFeMQiyTreqmPnRhOLriscXKmpSImZvW6CwFWNap7ZzXEGFbxaABLLW86rIQlQ/mN66QhQaIWDuU1uzIqgUA5B9T0eRtfwn0+edDuB2ZJW3/tw/w+v5X6mltj/93P0Bz1fKrZDHql4IUpEr1mO9kKWt56knygtiDDCrq7EkmUxibGwMLS0tHKpVEil4rsJiFnLUlnA1Ue7tRmQG5b1HXcHOstynUEXNdryU/GQWX7b8qN7pKeMZMwBmw/Oe6K72Yp6TU8a5M9p/v7yzE8DfIbfyUQ95bSe84YoK/ZufhWxaVBKfXngWt/4MxXrku/PjQ1Dd5HouIZGSLHLcdFWWg197Za2w9d1oRGzWXbG0MNuNC+WDQmlr9m0wlWyhcJjP1hWJed0s45on4CnpJwLGwe+Zavz2a+n/usWcSv/+InLdu/WS11TlwiaqgvIaPIt5vf0WRbkP9n4tzYizki4FKmpSIaa7stTCp1CntLAxO4jVWzt0qS7XQvhNKgLYmzlsVqs6dgT5+eBdy3m2MBTbX6i9Wg/vZFqgbXdq1yjlOQ3g6gBh0zErdauQ20SiKzPdI6Um+nChz0OQDl5A4eYqFcf/g/x26SD33wkvTX5Y4ByisJkUsRIOz6pEShnbHMXEGJUMDar3IR/6sCPb0JxK33OhKTvN/WZanjKO+U0sUyzfFBoGOCPe3NWnLMfVuul6uuhLPNqGAtpW7LJJl3YP23zV5nhg27CwqKXQMCq/dcDVvpSxX02Yok8PrI6bi6IoOSj+71zdN+o0Cl84PItUifXw8kohBOFMmxg29WQ921Au1ykU71VbDFUm6JgduGwWtH6N3vt3luV+5n3V9c3I9rK3nSvGf2j7zrCEvwne1K9mD2S9qUZ1LptE1u2/EMUtTMBL51np+5xhHOsC8B6yU8wq67lYM1KtKdTBS/+WzXesewnUd6/UyB3ILwfmatfqTQLtqK+yIlqoqEkRdsBeiCvUx1opxSoD1aRQfOoJ5XL9OiqbBxrIV6yF3rfAc2+rNle/YVzqt95Ry7yvqiz1I1cpm4pXx+85Zlu1iX7+aelwnQbgX5CtXPww/buQwr4vfY5KBx01FKkJXiV3UZF7RYXfuGsgtxL2XnpfoYq4Suv7kPve1PYgcjudFSsvVAWK6ERu/octdH1XQ+rFpV2K6zvqNHVNzHW9ba5m08W9X+xuUlj2mS5n3W2s3NTm821ub7/Z7ExX+5QR1ilLGJWMGM+yuYSDiIrHhPEs9WwXlnY0ZyYz/6vZ3szmAVuam00uhd4bv01T6PomVaYPXp6pd/T8T3LRZ+eyublfQ35zgbLq9YlGxpE7hEnJbOP/Wdp9lIWnZs0y35H6r3f808Npc9PPNsKagP/7/5a2TxDMO2HrMKXiMRe57uHZyLrKpwLcu1rYxmwX8kgA2dnezPen0l//72eV65TSJMZv0wYVNQnIuajsI3Lh49MLmyDt00F7xtYD5gxSNnbCPtRJua+LTfySRLY9Vi/8mwE8Bm9ykccQLP1nwXMd60uWmteYSsQMuzkt5TD83a874LlbJb0NMixIn3FLLZuqJk9R99KVNZBV2inUJl/Z4mtWVvT/vfDc3fr32mzcw28KUn3imKBlhe28eu87Eg6Rm/9hC13f1RRzdaJy3c61dnOX08vbz01aj2L2tDaP7xe7i7Pc3vGmOzXMVapMF7tfeAstzqGLctEXW/5R71V+Urv3Tsn2qp6R3OVC9Xx5Kv2MMBcE0b9X2zKfuuhh1tOyULOD3rxw0ji32Peo7t9lPDPqb6V2Qtc3CQlVmzazjspTQahlb08VrqjHrUaN+e2brES+G7mSnvym1aVPLlIJ5sIheicloHB41fjuIwD+Hf7eEmVBFise9Q5ZT6Tv3QRvTmrVq3o9PG+UCptKez1P3lDkOZWgT/KyEoW9KqozmO4FaEqfD+TmB715Qd1LveNH4V8WSPp++rwFeofVoGVI4xF5rSJscdOijsPyerqlYI5l9atB19qSrmSsdCMtYm8bV1yJRR12OM13XMxjYIqyHnuN/V0VvPed4lnIKeM+fmHUf5c6zrqUMCpvSZB36zeG2m/suV96d4k9zvVc3lVfuB51eYlRQ4nLgvVKzALO5oos1KM3TGUdddpELWahrk9MYXM96u/IVGRRiy0PnZR8hRAkv9rc+73afcqJu14BmDHuZetRX64SK8dVvNPyfgtdr/eS/9An7Qvdw4xfJRPyxFOoqMtLjBpKHCzqQmIWBDZlYKudF2vTMq/1O0ZFbX8XfpaV+q8r814pXrhGlY/9rNVSrFObcu8Sb6jWSIC420RPNz2MhYYwqf96pd2s9JrWb7lWf6/xTPP7SGn3tX2zB419Uz7ptFPs+YqiCxV1eYlBqVhUQeWnHFQhMCH5BZGfgtY/cv0+pnLo9blHoxcSQT0Y5bgma+0Z8vMOlGO1+SnBSkUps4Pp/8r1rDpzmZVUFQY97f2sbkjwzm42Mcerm/E2n6d3JlPbYW1re8aU5T5xNUgqEyrq8hKDUrEoZWm2TxUqSG3n+lnDZiGoS1eB+3wo5VtJ9S6mm9esOE1UkDa1tqhNS1CvnFXiPfGzfqsRRv2/2bverJQq5WfrbX3K5/7liArHhBHflOTnD9Nt71exsVW6S60EFfq+4ydU1OUlBqVi0YeqmLMz7RR7jd7P4iunICpmPdIVnjsLV9CFKMIQZXmZM4gVEj3fFFMeNve9fr2qYJhu2hnj3FKUjXlNl+QrZ5tb22axquPKclaVInN/kLQyrWA9vqYiNvub2CrAZrrbvGLlVHqqUQmpH6GiLi8xKFURVSjoH29KcgtEm1Vh7i/HHblT7IWGfn/VKzfqdIpC1MpPkt5GmQ6VFsr6O7ZVOEYsx2z576RlXzk9yc0wKSUI8bdgleiK1BZGSNbKVmEr1havX2/eywyPqbhT2jN6JT88Ztr4KfBS3yktah+JPrAOJUaI0ohDfcyata0gtFkUlXyotgLWfIZIaVZcXMQlJQ0pz6L2e9dBFbWt57Vpqdry0CkJ5ubX7693tNLv2Vvgeoi/RW1rLw6SPjaL2hS/SopS1n6KmR6rSoSKurzECFGKfVxxUuSqVmzG2c+atm3LTQdbJUEVrAcleCEXN9GVdNQu72rFp1eys4DZKh1+PbiD5DOb27uSjnN+ldRis4XZwqTnbb+420Qpa1slTa802b4h85u2ecDiUn7VTqioy0uMEKWYIo5jhre57vzcZ34uOpvolo2ZruYz/Cz6g+l9U9r/qNMrTNHbpV2wpisV5Y71s05Ny1nPJ+Va8pV0nCvkKtZ7hRdy/Zrfjm6h65USZQGb1rPNS2A+Y7/kf5d6OtsqC3EeZhquUFGXlxgRip/SqmeFbaucmErUFt9i8TZ7xJqK3TZETG9nU217vcbzo06vMGVKi2eX2DtauSBBw1XsvEKWX6lhUp0iJyqIl62CqpSp3zH9e5iQ/G9DTwMzL9viOuzzjCnJn73M9ACU6pGgBBEq6vISI0Kx9QCN48fgV4Ca8fWrpRcagqXO0YeYKMVsm/hfL5z8Jm6Ii5hxL2aRRiXVCpfpWamkaakSJa+Hx2ZN6/fWLWqbwixkteoW9YTk5v9pI/7FPFnKoverCMWpmS5aoaIuLzEckXJ7nNaD+FnUftaP6pWakuw8yrbCxWa129oEdbeirXOO7fw4FEjmpBv1blEHkWqN8a6mRe2X3013t3pfelng1zZuptmIz/39vgfdoi6lzZxSqVBRl5cYDklc3UvmkoBBlLV+3inJjvv0szR0i9pW6VHn+z3fz+Ko9/cQ92lrg8Rfjb+udRoU8iQVs9iLvTfTC5Ey7m0uqKH3/Ff3KKWC5Golr/6Eirq8xHBIqlGLd1X0HrumQvZTrup3SvInUin2PLOQVJbJlOXZZsXA1l4XdfoFSVtbIWoroIOIcsceLPE610RVEAtZp2GJX562ucJLzWdmD3jT62QbbiXafuXmDtrkYPYRocIuV6ioy0sMSs1F9cC1WdCm4pyR3M43Qa1d09WnLBM/peY3xls9z9Ux2HrFx1bg6hNmlHLfUipFtZRSLbsoLWpIbl73U9CVNHcpZTsi+Z0pTY+SeVx5qoKkpVmRDaLcKTahoi4vMSiRia2zSzHlbe4PO2yuKiwlepOCX+WjnPCHbVGX0j6qh6WQFeinxHU3cq2bApRHw5bPzXxWjufGjHOhCVxUpUXfF/SZ5r3CtKjj3XGNirq8xKA4IfrHqQpSW3typRZIqeK6oi6keKqRVmG1TZbTjKEUhF94/JS4XplR96qVG9yvSUXl92p35DItZv2ZJyW34lBKvjDzUpheCte/ucqEirq8xKA4K7aJGGzuw2kJz1Iyrfp6quWbFlypSkHvBGizYCtJc5tF7Xe/oNZ9MYtaT4taWdR+zTamQg3rnZtNOsOSnTq1lCYRm9ernL4PQZ9Tb99acKGiLi8xKE6LzQVtK+zKmeqxWKFQaLGEepFKrOpe7TpTSepj1E8a+4tZ4H6zhFV7netCbuEo3oHNQ1TtPOVXsdW3+giJUhStmZdEii8SUkla1fId1U6C6qZmEFI3zALQDGA9gL70FgCa0lsBMAPgCQDT6a2NnQBOprcAkErfQxfFcPqeZxj71TdUTxQK7wS8eE74HL8vfX0TgHYAXen9OwH8ML1fALwBoDd9/I70uXcUeO7s9LWzjf3F3qFJl/ZcG1vTYdma/q/y0mPIzQthM4NsOgLZd6KXy9VG3bMJuc8DgAXI5vlS1MF65IZVAMyHF7/9ZYc0lzDTpP6IvFYRttCijrPYemgXspLMoV2FLHTb3OS1btesphTq9RzEetG9Csr9bXZg0y3vGclfEMOUSlfQUq5sNeTIrweyX/yqbbkHEXNCkrD6DRTyPNms7FLfQS28AmGKvpRnNGGgRU0ahFnprWkRdwE4Ba+GfwpZS2suci2LJu1/k+Ve6jz9fEFwS88lvgQvvWYB+Dtk0wYAJuHFa7LA9X+JbPzvS+9Tlu+j6f/nIJuWTfC8FTsK3DMBz5JLlBaVDOvgWeOnwfOyqHCZHoLX0uF6zbi+VMu9GnwL2fxUKUG8FoCXxu8iN09D+z+J8t+BGL/NNHaV+fDiPz/qgATCgZqNG7UWSr2KX49wfb+ytHSL2myXVu10+r6dlnPi0LGlnPY/ZbX6WSDKmtbT37T0qt1zXO90pt/b9fZNs4233I5YtvTUV4XT00Cda87cV+67sA37CtLRzxWpH4sa0SeWU4lBqUsxF+GwufX0wminZOcNV25I02XqN647LrMw+RXifvHTKzXmOarX9pR23rDPPc1hU9VU3OreemXLb2a/qKfBNPNpNUcq2JRnGD3buyT/m3O5cuSeUFGXlxiUuhddwaoZmLosx1Xhok/VWmgpP7NtNuqCvlI5KFnrR4+fX7qZ6aGOm1aV+j8l9rHMZrrZzilXbMub+p1bzeeWI/rKbWZlsNKZ72yV1TC8QDYPChV1KUJFXV5iUGIt+lhsfWiK6R6HFF77F5Jb0Ne70jYtIn28dJfkWqh64W8qRdPdGiRdwkg71eltOMBzy2nOCCPMpnIt9XrdIjcro2aHslLiWsiT0iXAhz7PqmXa1a9QUZeXGJRYi6loTKVdrPBQhcx+ybrO1RKcqu12p3Es6jgHEb0wVnHQKyB+VpNuUZ/Szq2GVagk7Gk+y7ECy7XGC1UK9HdQTtrZeq/7TUwSJK66xW++f1v49QpCoYpA1J4Mt4SKurzEiFBY0wxf9OX+9IIn6ApluiLSC0V9VSo/C71eRbeo9XSzFcZ6HvazakvN52EPn6qVRV3JXOtBxOxUV8iqDhJX23WFFL3elFLttIuvxE5Rr1+/Xg4ePCgTExPy+uuvy2WXXRZGYkQorGmGJ7ZpI8txNeoWtW7l6YVkHDueqbgrhV3IpazETykFyed6YR6XNbQrdW2XIqYXRAwp1rnMnJvglHgu7kLhZ/t0ORIrRb127VqZnJyUm266SS688EL5/ve/L6lUStra2qqdGBEKa5rhiG3N65RkLQD1v1rPC9I+2gii0mFa8ocOFcvnpVRalYtWzVvtqkI3O+OF+SyzScLm/jbDoM+3blO6XeKNkPCbwCZOQxdrVxbHSlHv27dPHnzwwZx9v//97+Xee++tdmJQYiVKGZsdoKIOV6NIuV6iUgpKW38DF5VGrT0Dts5lplXtl45B0s/0LpXaidBlqZ13MzaKes6cOXLy5Em59tprc/Zv3bpVdu/ebb0mkUhIMpnMyNlnn01F3ZBiWtLFXH6U4lKoEDcnkAi7wLaNnzd/R51eUYnZtm+bnEQ/31zBzHzPZkXD7K+hb+u9Gc89i9r5KUTPPPNMzJ49G0NDQzn7h4aG0Nraar3mzjvvxNjYWEb6+/urGCJzQQdSW3bCm/IxBf8FGBRqWkx9StC/CjV0/sQl39gWLlHoUzLuh7dYx5/Tx3qRP61rpajnAfnTvzY65tSos5Bf/uusgjfN6Kr0f3M63i/Cm6r1Bnjv8mV4U7a+ln7OdPqe4/Cmce1DdjpXnf3w3v8wov8e1II7w8b+HQCWovDUt7XHgRqMvyxevFhERC655JKc/Rs3bpQ//OEP1mvCtaijmMSfkp/+QTok2XquRtF2rFsz9Z5vglrUfhZWpdaubdpXvyFI0U0N6aaU4n63vT+Vpup3OdOemu8qyu8hes9LbCzqkZERTE9P51nPixYtyrOyFVNTU0ilUjlSPaKYxJ9keQKeNXYc9hq74g7kWlbKOjgjvKDloC+7qC/w8YRxTFEvFrdaHnKW5VgyfSyJ3EUwdAtLL3/KwVx8pRnAEZ/7JlFdC77eUQuYfBHF85menur9rQfw7+l9pS6Labtv1OWoyjdHIgxDcCKs0QSTffv2yQ9+8IOcfe+88w47k1EKiJ9FfVA7HmY7lG5FmlaorQ1PXy7SNq673jvoVEtMi1o/ZnaIGpbSrCYXO6FVU/QREEEsWb/0MPsDlJJe+rX7S7gunhKbzmRAdnjWl7/8Zbnwwgtly5Ytkkql5Jxzzql2YlBiI3ohLZKv/MLu8FJIsdrGYxcbgx1FBx19HvSw0qbUCkihdDCHFpU6JMqm1KNfYam6Uq77W99va3II+vywJ36pL4mVoga8CU96e3vlww8/lNdff10uv/zyMBKDEhsx28JGjOO1tlBtBaTZ30FfgtNURFFY1GEVqLqyLbUC4pcOaiiebgWWMkELxG5BViMNXPOGBPUc2M4zFW05Hgizh3m1wlt/EjtFXaPEoMRG1LSe+kpPUYbH1gnRprxdKtRdtKj9xFSo1apkVMOidm24km3YouocNi2Fre1CQ7yqmS8Kvdv4CBV1eYlBiY34TfcZlZQz4UVcps+shSiLWvVBcKlwd6nyBbFPgGJOhuJnwerWbbXj41ehoUWNqAPqWGJQYienBNYpE+tB6jnshUQpLtu61zYppcJSyfKVjSSFVtYyFbaejoUqHZV4H4pNUVpuHnOlcmQXKuryEqNKUh+ZpDFEL4yKufX8JArLttQey/UguvJUzQBBXMKlzF3gmpvZZVFtxfoMb8WWxlTpm5L8b6KS/Frt91Yf+YCKurzEqJK4lEkavdJg9v7W3aNBJYiiqLYFp4c5LlahOYlGmBZ1o+b3IFKs74G5oIfNotaXdlXpXalFXc33Vh/5gIq6vMSokriUSVyqNEQleiFSTo0/iKKolvWr8o5u5cSljbrSykzchkpFJdXIq+qbUDOVNXL5Ur5QUZeXGDEUlyoNUYpuHZRqUZdy/1KVkNk2x4qVv8RxqFS1JUj8qtmbv9jz2FegkFBRl5cYlNiKXsgra0AVWKXM/12Ngl6/h1LMZueduCqSSqSaQ6XiOjOWaxU9/burVkex+AgVdXmJUQWJe429XkW3qFX7WlALzaZYCxWExSZ0UPdQlnQqvY1b57FavtdTErwNO87p7Fr5Yw4DMyceamyhoi4vMaogLtVoS50BKO5i9ljVC+xCw0P0dxqkICymCNQ9RrT7QugmLEfMjoJBlDW/i9qJPq2rCPChA2FyR6ioy0uMgFKoQHWpRhtny6EcMd+N/h5Vpxhbrb/Ud2oqAr/84lJeqQcxJzXR09YcRkRxR3QvRqlLY4ZZeY3++6OiLi8xAkoUCrCcDiC0HAqL3l5pFvb66ktB2rALKWNWmKojfulIRe2+lDsXQZjfTvTez9isR+0mehqWS6nr5M6FtwbsXABT6WunilyzCt6asavKDGPcUesjq3WrT2n/1drVajsDYLjAvfQ1knXuQXYtaj2/1Mv60y7Rh2w6ziD7/UyiOt8kKY1SyrAvAZiT3vphW6c9TO6DtxZ1MsAzVVyjW9vcgdqWG7WW2kqpNUXdoqaFFs57OCX2JfyCpLefRa3aoU13eimzbTWa+Flf5rup9BuwudIpwaXa5ZDNwg27rAtqVYfjtaFFXVP2w6tp7S/hGv09BOE0eNbxaQCm09dNl/A8YudReGmprOFZ8NK5L72/D16tW9JbHd0qVtfNMs75lnadqrWfSp8nAJ5A7S0J11kHYHZ6q6N7LEr9fmy0p+/XXsE9Gply3kEhT9J98L63+9L/leUqxv9qYj7TD1N31p6QairuSPgWNS3c+hbTGg7aySSIVdwl+XNam2O647r4RiEplMbFLOpqT9Na6LvlIh/VFds3E2R5S3OegXi8B3YmKy8xyhR22qpvMd1fQd1hQTrI6B3WlIvVXPigESt6xdJYVWBU+pQzOU0xCaJ8Sx1zTykstm/GLy/Y5hyPV5MHXd81hZ226hvl/loArwljQfr/n1G4w1eQDjJ6h7V2eO473YVrunLjjnLzvwwvvh+H3aX5d/C+KZVWqjPlGVUMi19zhY5eRDbKOwqLLgB/BeAW5H4zfu5n/f00o3rp347s91isQ647RF6rCFvc7ExGcUdsHch0l7XNtV3Ii7Jfcl10U+n76JaZKY1iqenWUyEr1c/jUE2LOoiUMkSvEaSSJoBKvRI2F3g5Y6APiiseElrUhATGHFbVBOBBZDt8vWG5ZmX6vJUFjikZM+5tIsjvqBZXdOtJL4tMJo1jM/A6/p2V/l+rDnhnwbPmzip2YoPgNwwxqnD8EKXngXNRbx1y1QDPWJNMJjE2NoaWlhakUqmog+Mgyh0rKOwGjCt6/PWtKoz6ACw1rtmPrJI+AuB07drXYVfgeuGmf3Z98AoPks8MsunaB6ANwIcA5qf3HwFwZlSBa0D0b+UEvPcwDm8scrHzm5Crckotb2z3Uvepz7IrqG6iRU3gTi05Kk5oW7PNUuC1p5qo/gj6xChKVgF4F/npqluQfelnNYNKuhDK8lFtirORVdKAV0E6GEnI4o3fMCq93Vi9h/kF7qN/A0ct+0tBf7bubYl/2UVFTVDYBVkJ9TL7lq3AUenRBOBq4/ydyCoQgX1mLDXrkZ6m60HlHBTl2v6/yH0XQO5MbxwHHQ5+Y9l1xuG9g/EC5+jfxbeQO7tcueVNF7KV68Yh0sb0Wgg7k0Ul9TL7ll/HkhFtv96ZSMVLdYoqFE/OQ126mGPPzQ546n24M8wmflLu3Ny1ENUh0cwTpayD4IawMxlxgCfgWZ5PRB2QIrwG73t4zdj/rfR+c1jQE/Day47Ds5zNeCprkC7Z8rgDnjU3DeCc9D5VZgHe+1gIzytB70Q4fAlefl4Hu0fsILz+A1Hk8fvSzxZtnxrCVyr14vVzoFYRttCipviLOfmIeXxKciddCGK9pbT76cNJ4jGbUviiz1RlG84Wvxmq3BQ12YttacpKhjdNp68LsuSlOWuZPhFONYY4Ruv1o0VNSCAKdUTZCc+y0zvEtKN47fs07d6AN6lCsYk1SJYd8HrZ79D2qTJL0egdIGvBhLHV0fVIqaiJbJpR3KK9A943d0f6/zrtelt4SqU+vH5U1KTBKfSBfxH5Q6qa0vv9Fgg4iNxZlATA16sS0sZEXxBFNVEoyi2cSTD+HV76zkf+Mq96RanUcczKbT0D4AZ4leEb0sfM8fH6uPudyH5bNsqpCAeZXTB6OI6aNDj6OF2liKcBJLRjCtH+C7L1XL/xnX3IH39NSkdPX72gFtBLETb6N2DL800oLZ/r7/Kf4U0spN7pemQtaHXPYWTXg29Grsoyv836szs5jprUEVPwPsQo593VLYTZyO+sos4pdm1f+rqTKL50HvEK7hlkl4ntQjY/DCNXITTDq0SpYW5U0uFi8xqpd/QevJni+lBaPtff5R3IHXK3Ffnzfp+hnd9k3EMhqJcZxsqFFjVxAN2qrXXd0bQYFLqFDOO3ea7Oa+DiLKVgpv9RZHvY29J8PXLbrkl4mO9GfRPvItfqLYVTyHdf274/wBufPRu5vbn92qbrs9JGi5rUES7Nu9uMbLuomtBBL6T0/2aHJr+5v0kwdI+KapdWng0lVNK1w1ScAq8i6rfaVRD+OX0tkK90zW9qAbwmqGIdB8NQ0sPIenqiH7pFRU0cIAEvKyZq+EzlclXoHZPUQgzJ9PZReJWIR5HfUcwUcyw2KYzZ6U7NXrUe3ntQ00bS1V17/hleZekIss0Nq2DvlR8Uda2taQmWfYWcvmF2JtSnBf4iop4Tga5v0qCYHcVmULoi2Ilsz/D67MxCSLSY67OXQpjfnOrEFu7CH3R9E1IS5RQU5vAtQkhpzIJnrQe1F2s1JM9c1lRVJqJxhVNRkwbFHI8743diwHvF3jFFSEjsQHZhm2LoFm6tm5mUsi60UEk4UFGTBqXJ+F3Op6BPxsH2U0LK5zR4lvWHKD7zZh+y7eW1RD2/9rOYUVETkvn4S0V1OjPdZISQ0tkBT2E3a2JazYLaLMLiN/NgM6KYxYyKmjQg+pSHahgWV2AixD1WIn/Y1v6QntUFYCQttklVomveoqImDYg+IxLgfZi2+YrNeYcJIdES1lwFBwH8EF5Pb31JW93lHl3zFhU1aUDuQ27tuB3e9IUm5so9hJDaYlqyYXUia4d9FjY1BCzaPihU1KQB2YH8CRdsi85XMgMTIaRyZiG7apqSanciU+3RtsU+3OgkSkVNGpTZ8HqZTsG/ll7JDEyEkOqwCuHOTmdOUapXCtwgUkXd29sLEcmRzZs355zT1taGXbt24fjx4xgeHsYDDzyAOXPmRBRiEi/ugGdJnwLw/yIOC8nCvgGkVgz77I/e3a0zO+oAbNq0Cf/5n/+Z+X/8+PHM7+bmZvzyl7/E8PAwLrvsMpxxxhn48Y9/jKamJtx6661RBJfEipcBfBzeZ3AHaDm7gt43gO+EhImaJtRsB3ePYqPLQ5Pe3l75+te/7nv86quvlunpaVm8eHFm37p162RiYkKSyWTg5ySTSRGRkq6hNIL0CiACnBSgy4HwUDzpSr8bvhNK2DIswEx6W/vnB9VNkbdR33777RgZGcGbb76JjRs35ri1L730Uhw4cAADAwOZfc899xzmzZuHFStWRBFcEitUZ7FbQMvNJdg3gNSK+pi0KFLX9wMPPIA33ngDo6OjuPjii7F582YsXboUX/3qVwEAra2tGBoayrnm2LFjmJycRGtrq+99E4kE5s7N9uJNJpPhRIDUObfDc33fDioFQojLVNWU7+7ulmKsWLHCeu0XvvAFERE5/fTTBYDs2LFDnn322bzzJicnZd26dSWHga5vSq7MCCDpbdRhoVAojSZBXd9Vt6i3b9+Oxx9/vOA5fX191v379u0DAJx33nl49dVXMTg4iFWrcsfMLVy4EIlEIs/S1tm8eTO2bNmS+Z9MJtHf3x8wBoQQQohbRF6rUHLNNdeIiEhbW5sA2c5kra2tmXPWrl3LzmSUKslO8TqSnRLPqj7lQJgo8RR2kKPkSwm6KZoAXnLJJfKNb3xDOjs7pb29Xa6//no5dOiQPPXUU5lzmpub5a233pIXXnhBli9fLldccYW89957sm3btrASg9KQorvAqbQpYYgaYdDrQFgorojzivqTn/yk7N27V0ZHR+XEiRPyhz/8Qbq7u+W0007LOa+trU1+8YtfyPj4uIyMjMi2bdskkUiElRiUhhRdObPdmhKG0KKm5EtQ3WSO9I4lyWQSY2NjaGlpQSqVijo4xFlmkDsZvzszExFC4kdQ3RT5zGSEuINoWyppQogbUFETkoHKmRDiHpHPTEYIIYQQf6ioCSGEEIehoiaEEEIchoqaEEIIcRgqakIIIcRhqKgJIYQQh6GiJoQQQhyGipoQQghxGCpqQgghxGGoqAkhhBCHoaImhBBCHIaKmhBCCHEYKmpCCCHEYaioCak5OwGcTG9JbWCak/qFipqQmrMO3gqz66IOSAPBNCf1CxU1ITXnCQDT6S2pDUxzUr80AZCoAxE2yWQSY2NjaGlpQSqVijo4hBBCSGDdRIuaEFICEwBm0ltCSC2goiaElMBceI64uVEHhJCGgYqaEFICk/BayyajDgghDcPsqANACKknTos6AAE5hWwXnFkRh4WQyqCiJoTEkKa0EFL/UFETQmKIGFtC6hcqakKIw5Trwqa7m8QHdiYjhDhMkyacBpQ0JlTUhBCHEU04DShpTKioCSEOMwteMTULnAaUNCpsoyaE1AlfSgshjQUtakIIIcRhqKgJIYQQh6GiJoQQQhyGipoQQghxGCpqQgghxGGoqAkhJXAK3nrUp6IOCCERsR/eN7C/Zk/k8CxCSAlwsQvS6KyE9w2srNkTaVETQkpAnymMkEbkNXj5/7WaPZEWNSGkBLjYBWl0VtX8ibSoCSGEEIehoiaExJCD8Dr8HIw6IIRUDBU1ISSGtMPr8NMebTAIqQJU1ISQGNIHr8NPX7TBIKQKhKqoN27ciJdffhnj4+MYHR21ntPW1oZdu3bh+PHjGB4exgMPPIA5c+bknLNs2TLs3r0bJ06cwKFDh7Bp06Ywg00IqXvOhVe8nRt1QAipmFB7fScSCfz0pz/F3r17cdNNN+Udb25uxi9/+UsMDw/jsssuwxlnnIEf//jHaGpqwq233goASCaTeOGFF/DSSy9h5cqVuOCCC/Dwww9jfHwcW7ZsCTP4hBBCiBNI2HLjjTfK6Oho3v6rr75apqenZfHixZl969atk4mJCUkmkwJAbr75ZhkdHZVEIpE55/bbb5dDhw4Ffn4ymRQRydyTQqFQKJSoJahuirSN+tJLL8WBAwcwMDCQ2ffcc89h3rx5WLFiReacPXv2YGpqKuecJUuWoL293XrfRCKBZDKZI4QQQkg9Eqmibm1txdDQUM6+Y8eOYXJyEq2trb7nqP/qHJM777wTY2NjGenv7w8h9IQQQkj4lKyou7u7ISIFRVnDQRCRvH1NTU05+81zmpqafK8FgM2bN6OlpSUjS5YsCRweQgghxCVK7ky2fft2PP744wXP6evrC3SvwcFBrFqVOx3bwoULkUgkMlbz4OBgnuW8aNEiAMiztBVTU1M5rnJCCCGkXilZUR85cgRHjhypysP37t2Lb33rW2htbcXg4CAA4KqrrsKHH36I3/72t5lz7r33XsyZMwcnT57MnNPf3x+4QkAIIYTUM6H1aGtra5POzk7ZtGmTjI2NSWdnp3R2dsr8+fO9nmzNzfLWW2/JCy+8IMuXL5crrrhC3nvvPdm2bVvmHi0tLTIwMCCPPPKIdHR0yLXXXivHjh2T2267reo96ygUCoVCqZWUoJvCC0RPT4/YWL16deactrY2+cUvfiHj4+MyMjIi27ZtyxmKBUCWLVsme/bskYmJCTl8+LDcfffdYSUGhUKhUCg1kaC6qSn9I9Ykk0mMjY2hpaUFqVQq6uAQQgghgXUT5/omhBBCHIaKmhBCCHEYKmpCCCHEYaioCSGEEIehoiaEEEIchoqaEEIIcRgqakIIIcRhqKgJIYQQh6GiJoQQQhyGipoQQghxGCpqQgghxGGoqAkhhBCHoaImhBBCHIaKmhBCCHEYKmpCCCHEYaioCSGEEIehoiaExIz9AGbSW0LqHypqQkjMWAmgKb0lpP6hoiaExIzXAEh6S0j9MzvqABBCSHVZFXUACKkqtKgJIYQQh6GiJoQQQhyGipoQQghxGCpqQgghxGGoqAkhhBCHoaImhBBCHIaKmhBCCHEYKmpCCCHEYaioCSGEEIehoiaEEEIchoqaEEIIcRgqakIIIcRhqKgJIYQQh6GiJoQQQhyGipoQQghxGCpqQgghxGGoqAkhhBCHoaImhBBCHIaKmhBCCHEYKmpCCCHEYaioCSGEEIehoiaEEEIcJlRFvXHjRrz88ssYHx/H6Oio9RwRyZOurq6cc5YtW4bdu3fjxIkTOHToEDZt2hRmsAkhhBBnmB3mzROJBH76059i7969uOmmm3zP+6d/+ic8++yzmf8ffPBB5ncymcQLL7yAl156CStXrsQFF1yAhx9+GOPj49iyZUuYwSeEEEKcQMKWG2+8UUZHR63HRETWrFnje+3NN98so6OjkkgkMvtuv/12OXToUODnJ5NJERFJJpOhx5VCoVAolCASVDc50Ua9fft2DA8P49VXX0VXVxeampoyxy699FLs2bMHU1NTmX3PPfcclixZgvb2duv9EokEkslkjhBCCCH1SOSK+q677sL111+Pv/7rv8bjjz+O+++/Hxs3bswcb21txdDQUM416n9ra6v1nnfeeSfGxsYy0t/fH14ECCGEkJApyVTv7u6WYqxYsSLnmkKub1Nuu+02OXbsWOb/c889J//xH/+Rc87ZZ58tIiKrVq2y3iORSEgymcyIOp+ubwqFQqG4IkFd3yV3Jtu+fTsef/zxguf09fWVetsM+/btw0c+8hEsWrQIf/7znzE4OJhnOS9atAgA8ixtxdTUVI6rnBBCCKlXSlbUR44cwZEjR8IICwDgk5/8JCYmJnDs2DEAwN69e3Hvvfdizpw5OHnyJADgqquuQn9/f0UVAkIIIaQeCLWNuq2tDZ2dnTjnnHMwa9YsdHZ2orOzE/PnzwcAfP7zn8dXvvIVdHR04Nxzz8VNN92Ee+65Bw899FDGIn700UcxOTmJhx9+GB0dHbj22muxceNGDs0ihBDSMITmf+/p6bG2Ya9evVoAyOc+9zl54403ZGxsTI4fPy5vvfWW3HrrrTJr1qyc+yxbtkz27NkjExMTcvjwYbn77rtDaQegUCgUCqVWElQ3NaV/xJpkMomxsTG0tLQglUpFHRxCCCEksG6KfHgWIYQQQvyhoiaEEEIchoqaEEIIcRgqakIIIcRhqKgJIYQQh6GiJoQQQhyGipqQ2HMKwEx6SwipN0qeQpQQUm80pYUQUo9QURMSe8TYEkLqCSpqQmLPrKgDQAipALZRE0IIIQ5DRU0IIYQ4DBU1IYQQ4jBU1IQQQojDUFETQgghDkNFTQghhDgMFTUhhBDiMFTUhBBCiMNQURNCCCEOQ0VNCCGEOAwVNSGEEOIwVNSEEEKIw1BRE0IIIQ7TUKtnJZPJqINACCGEAAiukxpCUavE6O/vjzgkhBBCSC7JZBKpVMr3eBMaZDX5s88+u2BC1AvJZBL9/f1YsmRJLOKjiGO8GKf6IY7ximOcgPjFK5lM4vDhwwXPaQiLGkDRhKg3UqlULDKpSRzjxTjVD3GMVxzjBMQnXkHiwM5khBBCiMNQURNCCCEOQ0VdZ0xOTuLb3/42Jicnow5KVYljvBin+iGO8YpjnID4xqsQDdOZjBBCCKlHaFETQgghDkNFTQghhDgMFTUhhBDiMFTUhBBCiMNQUTvKxo0b8fLLL2N8fByjo6PWc0QkT7q6unLOWbZsGXbv3o0TJ07g0KFD2LRpUy2C70uQeLW1tWHXrl04fvw4hoeH8cADD2DOnDk557gWL5Pe3t68d7N58+acc4LE0zXWr1+PgwcPYmJiAq+//jouu+yyqIMUmO7u7rx3MjAwkHdOf38/Tpw4gZdeegmf+MQnIgqtP5dffjl27dqF/v5+iAjWrFmTd06xeCQSCWzbtg3Dw8M4fvw4fv7zn2PJkiW1ikIexeLU09OT9+727t2bc45rcao2QnFPvv3tb8s3vvEN+d73viejo6PWc0REbrzxRvnoRz+akXnz5mWOJ5NJGRgYkEcffVQ6Ojrkuuuukw8++EBuu+02Z+PV3Nwsb731lrz44ouyfPlyufLKK+XQoUOybds2p+NlSm9vr9x1110572b+/PklxdM1Wbt2rUxOTspNN90kF154oXz/+9+XVColbW1tkYctiHR3d8vbb7+d807OPPPMzPENGzbIBx98INddd510dHTIY489Jv39/bJgwYLIw67L1VdfLd/5znfkuuuuExGRNWvW5BwPEo8HH3xQ3n//fbnyyitl+fLl8uKLL8qbb74pzc3NTsapp6dHfvWrX+W8u7/8y7/MOce1OFVZIg8ApYDceOONBRW1maF1ufnmm2V0dFQSiURm3+233y6HDh1yNl5XX321TE9Py+LFizP71q1bJxMTE5JMJp2Pl5Le3l75+te/7ns8SDxdk3379smDDz6Ys+/3v/+93HvvvZGHLYh0d3fLm2++6Xv88OHDsmHDhsz/RCIho6Oj8rWvfS3ysPuJrQwoFo+WlhaZnJyUtWvXZs5ZvHixTE9Py1VXXeVknHp6euTJJ5/0vcb1OFUqdH3XOdu3b8fw8DBeffVVdHV1oampKXPs0ksvxZ49ezA1NZXZ99xzz2HJkiVob2+PILTFufTSS3HgwIEcl+Rzzz2HefPmYcWKFZlz6iFet99+O0ZGRvDmm29i48aNOW7tIPF0iTlz5mDFihV4/vnnc/Y///zz+NSnPhVRqErn/PPPR39/Pw4ePIjHHnsMS5cuBQAsXboUixcvzonf1NQU9uzZU1fxCxKPFStWIJFI5JwzMDCAAwcOOB3Xz3zmMxgaGsIf//hHPPTQQzjrrLMyx+o1TkFpmEU54shdd92FF198ERMTE7jyyitx//3348wzz8Q999wDAGhtbUVfX1/ONUNDQ77HXKC1tTUTRsWxY8cwOTmJ1tbWzDmux+uBBx7AG2+8gdHRUVx88cXYvHkzli5diq9+9asAgsXTJc4880zMnj07L8xDQ0NOhtfG/v378Y//+I/43//9X3z0ox/FXXfdhVdeeQUdHR2ZONji9/GPfzyK4JZFkHi0trZicnISx44dyzvH1Xf5zDPP4Kc//SneffddLF26FN/5znfwm9/8BitWrMDU1FRdxqkUaFHXEFtnFlNKsabuuece7Nu3D7/73e+wZcsW3H333fjmN7+Zc46I5PxXFre5vxKqHS9b2JqamnL21yJeJqXEc+vWrfif//kfvP322/jRj36Em2++GV/5yldw+umn+8ZBxSPMOFSKLd1dDq/Os88+i//+7//GgQMH8OKLL+Kaa64BANx4442Zc+o5fjrlxMPluP7kJz/Br371K7zzzjt4+umn8Td/8ze44IILMu/QD5fjVAq0qGvI9u3b8fjjjxc8pxJrcN++ffjIRz6CRYsW4c9//jMGBwfzapOLFi0CkF/jroRqxmtwcBCrVq3K2bdw4UIkEolMmGsVL5NK4rlv3z4AwHnnnYdXX301UDxdYmRkBNPT09Z0dzG8QThx4gTefvttnH/++XjqqacAeNbm4OBg5px6i58Ke6F4DA4OYu7cuVi4cGGOBbpo0SK88sorNQ1vuQwODuLdd9/F+eefn/lf73EqRuQN5RR/KdSZzJR/+Zd/kRMnTmQ6Wd18881y9OhRmTNnTuacDRs2ONHpqlhnstbW1sy+tWvX5nUmczVefnLNNdeIiGR6SAeJp2uyb98++cEPfpCz75133qmbzmSmJBIJef/992XTpk0CeJ2wvvnNb2aOz5kzp247kxWKh+p4df3112fOaW1tdabjVbFOsgDk9NNPl4mJCfmHf/iHuohTFSTyAFAs0tbWJp2dnbJp0yYZGxuTzs5O6ezszAzx+fznPy9f+cpXpKOjQ84991y56aab5NixY7J169bMPVpaWmRgYEAeeeQR6ejokGuvvVaOHTsW6TCmYvFSw5ZeeOEFWb58uVxxxRXy3nvv5QxbcjFeulxyySXyjW98Qzo7O6W9vV2uv/56OXTokDz11FOZc4LE0zVRw7O+/OUvy4UXXihbtmyRVCol55xzTuRhCyLf/e535dOf/rS0t7fLxRdfLLt27ZIPPvggE/4NGzbI6OioXHvttdLR0SGPPPKIk8Oz5s+fn/luRCST11QlMEg8HnzwQXnvvffkiiuukOXLl8uvf/3rSIcyFYrT/Pnz5bvf/a5ccskl8vGPf1xWr14tL7/8srz//vtOx6nKEnkAKBbp6ekRG6tXrxYA8rnPfU7eeOMNGRsbk+PHj8tbb70lt956q8yaNSvnPsuWLZM9e/bIxMSEHD58WO6++26n4wV4yvwXv/iFjI+Py8jIiGzbti1nKJaL8dLlk5/8pOzdu1dGR0flxIkT8oc//EG6u7vltNNOyzkvSDxdk/Xr10tvb698+OGH8vrrr8vll18eeZiCihpPPDk5KYcOHZKf/exnctFFF+Wc093dLYcPH5aJiQnZvXu3dHR0RB5uU1avXm39hnp6egLHY+7cubJt2zYZGRmR8fFx2bVrl3zsYx9zMk7z5s2TZ599VoaGhmRyclL6+vqkp6cnL7yuxamawmUuCSGEEIdhr29CCCHEYaioCSGEEIehoiaEEEIchoqaEEIIcRgqakIIIcRhqKgJIYQQh6GiJoQQQhyGipoQQghxGCpqQgghxGGoqAkhhBCHoaImhBBCHIaKmhBCCHGY/w+Q+IYIswhOOwAAAABJRU5ErkJggg==", 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" ] @@ -338,7 +333,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -350,7 +345,7 @@ }, { "data": { - "image/png": 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Tp2N3ZytKVtCg6tFR+4J0ocHWWW/ccNhES5x3BN9n9I5g0j7buWhbwM+TxuhIIox7d6oQ06PUGxUfFcSmWmkQILp9bcMnSQPCfCL5bY2oej6ULPEx/L51LomocImd0dHoHbSJfxof02h0DXjcOfDdsr2H/Bz83c7C3S6JD9v5lGwZpHus4qNG0IYJXXLYeNmmNYY2RnG5CPDFSDLVV1FCoEvHo+ej3U6+5Htc8i7qgcB/o4cRy0LH5F3vFA0gtQWlonCh++J73W7Lno+4axsdTfc+SvdoENYZqQp1iNXIihD73QSlVLZtAxgaAjhzBuD556O/xkTfvffe0v3Xrwc4eBCg1Yp+68PLL9u/Gx8HOHAAYMsWgNtuA5iaAnjnnegcMzPBl7NYxkYj+qsMNs1mVBcajahunTwZff7eewAnTgCcPQuwb1+3zh89Gnb8t9+OftuMackuughgYiLali2L3rNly6IybdsWbVNTANdcA7BuXbfMjUb0/9nZ3vdxy5buvycnu3937uxeH/Lii9H5fvITgFOnovI2GtF3+FcC78XJk9E7CgCwfHl0rZs2xdyY/8/sbO897XSi69yxw+/3g8zsbPTsN23q1oEkYN3yba8HhgLEUBCD5vkwxh5Zj54POtxCv5dye0hTv+K8HggNskva0+JuaGWwcdU9Wr/oirFZn4fXRZcb3Db8ODGx9N2S8qYguG+r1R0mpYvfud41fm70Btnyjriw/WZQkl6lgQ+XDYLnIi067FJT0D3KXc+uMWOO9B0NJKWZLXmDmGZsUhr71sRnio/wzcIQxuX+aLf9smT6TLHFcvIgVNt7Ix0TP6OBpXhc2/AIv0YfbLNZ4uLL+h1XDB6foaJJ1/xR8dFn8Cm52Ev09XwYs/Rls60GKv3G5+UbtNUbFb9n7Yo3wvqUR/ZHSQSH1k1bubGcXHzYesb83aCxXPQYUlI0uiJv0veLxp9QATbIng9bHMYgxWfkgYqPPoN6PrJS37whk4Jb8bwoVHiQGhU6dciMqWSLz7PGWSQ2sUt781kaQsnzQQ2wDVqn6dCJ5PngXgUcmuFG3eVRpPeHT6/FTQoYDfUqosBrNgerF0+9yXxtH7wP1POm3o50qPjoA+h4Ms3T4VLkrjFoY6LjNJu9jVyj4T4edQ1z8cFfZPp/zRnQ//iID9cQhu8x0pZN8iRwpKERfI9cw0Jx3hF6bJ8kgnFr14yOhhlEn7Te/YzrXiKS5009IMlQ8dEH0IaQJiCyNTy8dya9NDRmBL0oPg2jbTE7FCXt9mDNZVf8oYLY5fnIIz7Itagc793i+yZNhXUJJNt+kojAYRVXbIjr3EkEWl7iri64pmIbY/e8aXuWDBUffYDNiyG9FJL71+X5oA1wkgh6yXWp9CdpZ6FQ0hrSJMTluMGN5rZxiQAUJ8PDfmLBJnyM6U1Y5rOOTBKvha56HcGDdaXgXiU9Kj76BKnh4OtATE319iptickofEjHt4HD86FBwnF81xi6Um+ybJylVV6LwkcUUHxWzpW8i7YMqtwD4lsmfKdV4GeHFNcz6OIsKzTJWJ/w3HO9fwG6CWsuuADgzjujZGAA0WedDsDp0/bjYdIcAIAVK6IETXv39u6za5ecTKfR6J7vnXeicxkTfbewkOjylBqACbQA/BNb2Th9umtSsd5SNm0COOec9OeRGB+P34cmkrrsst7v2u3e/w8Py0mjbrklSgI2Ohq9I5jUq9Pp7oPvjSvBGOV3fqc3qZmSDtquYoK7ffvKLdNAUoAYCkI9H10kVS71yGxR9HRIhK5qy2NIpKmAeF4eIY7f098MWhDboMDrGgbkpR0Pp0M5NJhT8hpksbaQ79ALfTfSuOjRE+kK0DbGb6gFIBqeKQOfvCh1gntu1duRPTrsUlP4yy418nHuYoRPz+WrV9qS6fDAVZ+GWulPuPBAI5zWKPHjxtWztOLW5xy2bXTUHrRoGzpC8dFs9r5f/J31SWhWpvH3FVt1wZVvRckGFR81hTfKdOErY+xT8ShUSHBPB/0N9jK5FySkYVb6G9t4ONYd1zRtF76LwdF3ISlJRYdt4+8fjZ2i/46bMovvj5S1lOf7KEvg96vnQ9uw/FDxUVN4o8MTAvEXh/YIUWzgMeiUQUyew93a1IhgIx/SEKvbcjDxNUrSWigh9avRcC9x70PW4kN6f7La8Drpccsaculn0Lurno/s0YDTmnLiRNTkTE9HK93efHN3xVmAKMBtYiJa0bbRAPiv/7UbIPfoo9HKmQsLUTAcDTzdtSsKFjWm93z4f/x75kx8GYeGuv+mgbBK/2ELAH3ggSiI8oEHov/TFWApNLBv06aoDtpot6NjUh56KKqTuFKsD3wV3byYnFz6PqWh3e5eJz3u17+e3TmUCAx8dgXnKwVQgBgKYpA9H75QD4W0OFeevT3bprEf/Qd9vkn2o56POK+a9BuOazEwWyKzOmzcs5NlbhUlQlfxLQYddulzaJp02hDbZgyU3Zgq9YTHdtgacP7sJYFgE8WNhn99oTluMG4EF0gru85LQgrB9VvoPrZEgEo+5LF4obIUHXbpA9avj1zH55wDcN55vbk3rr0WYNmyaIjlmWe6nz/6aNS0lc2uXdHwkFJvbrklGma75JJoOGPXrmgYZNeu3v2M6Q5xPPpolMNjZqZ3n507o2Pw35096z+sgsOO8/MAR49Gn508GZWp0Yi+Gx0Nv8408KEmfo0A0bApDqni9tZbmrujSG66KarLN91UdkkURMVHxdi0KWrAcLz8zJkoGRg25rOzAHfdFTW6Z88CPPJINzmST8xGlvDkSZSjR/2TKCnVBAXDoUPxohaThmEdxGR4jUbU6G/aFNXXUPB9WL48+j8mx+N166GHIoP+7rvh50hKux1dExUVRb+Dih87dwK8/35Y/JCSLyo+KobNe4HZFGdmuj29ZjPygEg9zbxoNKLe5cRE97w0sI8bhZEROWOqUg/ee2/pZzTrqY0tWyLRAhAZaO4t4RlDbTzySPQ+nDwZ1TUUNQ89tPR8s7PFev5uu624cylKv6Hio2JIbsF2u3fGCza+Z85EMw5aLTlddRLa7a5haLV6v2s0uobg7bejcmzb1nWHT0wsNQqnT0ezHBqNaBaOUi94HQDoigobzWYkBOjMKGR6OqpDvumsly3r/vuaa6L3YNu2SIhgiv9OJxqa/MIX/I6ZFXfeqcJaUZLSMKYKUQJdjh8/DmNjY3Ds2DFYuXJl2cUphU2bIg/ITTf5uQmpt2F6emkvU9ofnzr9N4L/n52NGvkjR6IeMN/XVXPWr5en4lartikh0HrG6wh65u65J4rJkDwmSKsF8Ed/5BfzgMOMZ85E4nbFiuj4KH4PHIhETpIhnSzAMiiKEma/1fNRQVzjk7g4HO1xoacCcwXg+LMNOk7NPRUA3bwOW7ZEDesf/VHUyH74w/7XcNttxQf/KcUzM9MdfpuZiUSBS3gARN9v3dqbk0PKEwIQ1cEHH4zq38JCdK63346++8lPovcgTnj4DBMlRVpcTlEUD0Km0Wzfvt0AQM+2atWqxe83b9685PuPfOQjuU3VGUTodMM4+BRA29Q+nh/BNh3N99yuXCNKfZGeI18jaGKid30gPsUUIPreNiWcnweP12zKU2qnpnpTmfOFEHldzXJKbRaL3ilKP5HrVNsrrrgCXnvttcVtbm6u5/tPfOITPd8/8cQTKeVRf7NpU7fX12xGwxXnnbd0ei2CMR8+PS7eXNrc3Dt2dL0UjQbAhz601Lvic270yjzySHzZlPpB6xKC3rEtW6Jtx45oaATr08mT0b/pb0+fjqbxSp4OXufQk3L2bO9MklYrGobZtq03toTHo+TlmTCm64FRBgPJ66ykIETVbN++3Vx99dXW7zdv3mxuuOGGkEMuoR88HyFLjrt6VhMTxa0cSxNIUU9IyPot6Bmhvd3JyW7PFFf5VOqLLQOplEgrxONFvWrS7/lCbRTbOUOS3fXbImpK9oR4nQeVXD0fL7/8MqxduxYuvfRSuOWWW+CVV17p+X7Pnj1w4YUXwuWXXw533HEHvPHGG87jnTp1Co4fP96z1Z177onGpu+5J/o/HdOenbV7NhqNKG4DZ44A5DONVlLwu3dHPcvdu3v3fe65btnXr196nOXLu98fPNhd8wNnIRw61B2TP3u2O/NFqR+zs73rtQB013/ZujXyciA03scn9ocmEMNZLJQzZ7qxGzyGg9en0dHoGCE5HTAJ2IkT/r+h4Du1aZP2jvuVEK+z4kGIqnniiSfMt771LfPDH/7QPPnkk+a6664zq1atMm+++aYxxpjdu3ebv/iLvzBzc3PmO9/5jrn66qvNFVdcYRYWFqzHlOJIoGaeDz7ujb00TKHMx6Bt4+Gu47o+Q3zXhOBl4GWk12Abr8c02mnGzJV6gPWKxly0290U57Qu8VVosb7a0q5TeM+S1mdXvef1t93ufR+L8B5i2fEeae9YGUQKW9vlnXfeMatWrTIPPPCA+P2RI0dMq9Uyjz32mPUYCwsL5tixY4vb4cOHayc+aMODQxZDQ92Gjxt26krmSOtnSEuRS42br2GXjocBfXheaQiFbnh9Lle7io/+gNc7NOS250kNfpxRxmGcVssuUGh9HR6WyyjVw6mp4lzlISJLUfqVQheW+9jHPma2bNli/f6DH/ygmZmZ8T5eXWI+uLeD9gpbrW7jQ1fcxM9cKyxKCyBJHgZJuISID2m2ge36eA8XrxGvQRIzKj76B9szo7Na6Hd8VsrEhN0oxwlqY5bWfw6vz2V4PuoCjb9SlKwpTHwsLCyYiy66yNx3333i92+++aYZGRkxDz/8sPcx6yI+eI+KG+Ck0GmqGPzma7x9l42mvVE0IKOj3X9zo+IaXhka6r0XSVbVVaqNzWDZVgqVPBDGyPWTej5sAqHTiTwe9Jh0aJHXz6SrKtuCafsJfe/C0XvmT27iY+vWrWbPnj3mlVdeMc8++6z51Kc+ZVasWGEOHDhg5ufnzdatW83evXvN/v37zVNPPWU2bNhgLrroInP8+PFcCl8mUo/K1niFNmq+RjtpngFbbzCJ94L3NHmeBd+t1Up2LUr+2OqLTezyOoC/S7usuU20cuEfcnx6bVm9X1UlbshXkVHx4U9u4uPmm282a9asMa1Wy6xdu9bceOON5qWXXjLGGHPy5EmzceNGc8EFF5hWq2UmJyfN5s2bzaFDh3IrfBXwcev6VF7ubSjDa5BUfNDGOs3veRnUVV5fpERzUkBq0mPxoGo61BNyfIzRmpjodhLoltSLglTJcFGPp75b/lTpGVadQmM+sqZu4sMnoM3H8xFipNENnnXPLPT8WW/SzCClvtie8/T0UkHRaNgNIh/Kk/azeWEkAUR/T8UHj91CQ53VPSgb/n7RODRFyQIVHzlhm4mSJqAtdJgiaYMR6qFBsZQkmHR0NLpHIfEf0swgKnaU6sANalbDeFNTslCn9ajR8C+nLc0/n8qL55PqXz95PoyR74eiZIWKj5ygvSIfAeATWR4nNPjaFaEeAT4dNu63VGyg0IozGjwz6sREdCxXoOrkZHdqIr82SYgo1YELVFoPpPeC1xWXAJWeuW/+Go50Lur54OXCeofDh3kNT/gGhueBNCVZUbJCxUdOUENJjbiPy9cGbwCp0MCGDw1xknTrvLHx+S1eT0ivFT0ytHz4f2ks3XWc0dH4BGxKPvgYRtfzi8s/Y/OkobeMihoeQyQNgdiEEP6/2YziqSSPIfV84PXS2Tf8uyzg4r4s9N1S8kDFR45ILmZbFH+o54P/H3t7PE+ID7bkXyGEiA9pGx/v3i8+VTJ0K6unOGiEzEih3qnxcb9nxIUIfZ9cgtd2bFedSbJOi3ScRiO7XCH0nml9VvqNXNd2GXToKp4A0RoOIyPR+hI33dS775kzUTNDV+Pk0GZO4tChaPXMFSvsq9JK0HU2JOh6M3lx9Gi0lsvBg9FKpnFMT0flGR6O1vnANT6GhqJ7+Oij+ZVVibjppuh+87osgWtddDoAK1dGz2jv3qX72VYD3bIF4JlnAP7v/43+4rk5zSbAgw9Gxx4ejurI8uVL92u3e///7rvx12A7Rrsd1cehIYAPfCCqw7guUaMRreGSZJVTes9C1p5RlL6jADEURNU8H+iGxRgF3vvJOn2zFGORpNfFV5blhHhD0npAQrwbeL3U5T45qZ6PqoHPB2dcudYhwlggKY4Hn3mz6Y4Rkr7DoREanEq/z6q+2Lwy9LqqjK7YWw9C2uSqosMuGSI1gpS80jfTbKN5UEXx4dpCgw2VMEKDIG3iGGc5Sca61YoMoC2nhm3DWVcucZL3lNFOZ2kuniQxWGXQD0ZtEOiH56TiIwW8EY7zfHDSVqAqrkVRtvDArd8yThYJ1iuMQ0JRy6d6Y6xHXD1EzwdOg0VRHhqoHLdxMURXXKZioCjvg7RWU9XJw/NRxXaq7qj4KJmixIfNTcwb4VCSViAeIDo6Wp2Xu2zRQbeq3JM6QHNmSF4DY2Rjz++3C/4e+UzNDtk4/LuijKAa2158hpvLnFKslIOKDwvSUt9SwiHao8PGm2PrTfDGkTbGriEUW+MbklQpD0Lc42m3RsN/VozSxWeqty13im+Su7hzUZKucsw3ydOVpg6kMYZZx3bVHR8PUNq1fJT6oeLDAm1AsDHGpb55Qx3SA+MNOG3cuBvaRlUNbVHCA++b776DCI85kFY9pgKbZwvlGWeRuHgKuq+vQUmyurHtHaKkqQNpjGHo4nqDQJwgG+R7M6io+LAgNSB0sSUAudGUPB+uhpM2bnGeD5+GP2l6cZ+g1TjRVeTG7z2971yY9DvSUvNJ7+vQkJz3hXsW8JzS2j2Ir0HBeu3rWRkd7e6b15L2eRjDQe7d61CUwlHx4YnkOpQaRunlsiXxcvXaJHwNSBIkQ550yfuixAc3fLZng8+vHxs/W8r5PO89FTn4XvBgUtd0WvyMpkKXsoXGbVk+S1fG3WZz6SJz0r2PE0Lau1eULio+PJHchpKosLkV+dCNb8OJ662ErA6bBH6MtEvel7Xh/efDCGnvT1XJesZI6H2m6fz593G/ddVfNNT0HePvW5YxFT5rDfHzSfe+rtRVGNW13IpmOPUGsw1u29b9bNkyeT8JzHa6cyfANdcA3HVXdLxzzokyIErMzkb7nTwJcPZs6kvwpt2OMo7WjYmJ7v3fty8yB/v2lVumrFm+vJs5c3i4m+lzerq4MrRaUR1etw7gggui819/fe8+11wTPQ+JI0eisktg1tCdO6NrO3UqujZjAE6c6N3X9q5lAb7vrVb0/0Zj6fkuuqj3/zxrap149NF6Zgaua7mVQAoQQ0GUkecD3cLNZtcbMTwcqW+f7JpST882Bsx7k/S41E3MXdVZ4OP5GBoKc5MX0RuPi3ngMS1JV0EtC6mnXYSXit83Hv/EPQWYVCvkHPy9oZ6F6eneoU+bB9E1vJbkO/Q8Nhr28vVDDEddPQh1LXcecG9v1dFhl0AkA4wNlk9jRH8bJ1ao+IibRptVciBJzPBtfLwrvNBNzcuBq4NyAZXXRq/fNhQh3Sf+PR3Hr2KK6SLuJd8ajaXTJKVhRDo0GDKDBY/tygMyNNQreGi6cte0eErcjAsUovhOSys202tvt6PvUfzVpdHvJ/o1lisJvJ5WHRUfgVDDjI0U9o6w0fX1fMTR6XQb8aIMoY+xMGbpGDmC5cXVPYsykGgEbUbPNtWUez5cQaxlU9YMI7wnKOykTKJTU+7AaumYtH5MTcnigPZsaR4Zmq5cmhYf6vkwprd8U1P2tO90H/47FSHFojlVuqjno0DKSq/Oe328d+8yVqEvS9EpmrnBthl6qVxFJhlLIk4kYcIJCSIukrKnNg8NdUUI9+xhnY7zdlBPGNYbOqQRV9epGOCzbbJ4PyTPh+t6mk37Pry+VdGL1g+o56O+qPhIATa63GC5Mp5yly3vRU5PL53aV6S654ZZMsaYS4SXq2yBkWQzxj2TCIccbM+rKEK8SFi/6GdJp01Tz4NtfN0mjKQyY/p2W92ms2f4sI50/tB3g3rmXPjk1MGND1NiXZHqWj+icRdKElR8pAAbqLi4BglbfAgVLq6cCUVhM1pSuVz3IG0WyzzFR8j+SZO4paUszwca1qEhWYBJcREuI0zvH3otcPVaW5wFfRek+xLybvBj0vgSem0oPJIGVLfbg+P54B4p9UYoPqj48AAbpsnJ3l4yzgDgLxudfWAbf7P1FmjsSBVeXlvjSgMMMV7ClVsjJB4gr40HEuK9DxVGVXoO3OAVdR+RuDwj6Omg7w33evhs/F2QRLFPz5v/hq+wS1fqRWGU5B7xWKh+hg492WJ3FIWj4sMDVwMrkUb5V63X4GpcbfeBL6FOG6YijKNroz3ZRiPaQg1M0YQkmMtrS+L5oMac1hffmAq68XNL+/gsrCgdl14HnYGWtr5yMYTvhbQIXhZIaer5FOm86jFtt5K2YVVr+5R8UfHhAfYo6RRT6cVG0ip/Gqxm681hOfIaBnD1ovlQE8+R4TLaZRtR2yYJEJsoKZKy74urDpQRYBwXn+ML9XRQo0c/DxFH0saHVPOuQzaxZCtD0XVZgt77qpVNyRfNcOrBT34S/V25Msqmh6/H6dPy/lI21BAefTQ6Pv5bAjOe5pH5dGIC4Lnn5M8xi+iOHdE1NpsAhw51M1bOzkbZIAG6f+vAyZPdf7da3fvPsX0+aBw8KNeRvMBMo7y+NxoAo6PR31tuiT6bnY2yr87Odvebmor2mZqK/v+hD3X/zsxE1zMz080Ye9NNAP/9vycrK2Y6xXMg4+O9f7MG253Jye5neN+qAH8GAN17f+edS/evU/uh5EwBYiiIojwfRbsDqedDWtDKmOw9HzQOQuo92QLmeE9FyrlAZyyU3WNP2+suirKvtazNVkds9VJ6NyTPo089pcdK6vWYnHR7PsueGcLLW9a5kbhZWEr/osMuAeQ9ZsspMnCLuptt6bqlBhNjKHyCb6uUij10KzJ4ruxrLWvD90rKsov1s9mMz+khiQlu0KjI4TNweLI6noFVin3xTXTWTynZfaD3XVrKIK5OKP2Lio8YbGOScb/hL5HUIMV5VPLyuEjBYbY8FrRnwhtMPkYulbNsg5bFZru2rKEZbeu0JQ2IbTa79YvOCrPFLqSZASa9u9JnNHcPfx94QjOak4evNWN7d8v2fBSNdI8prrihQblHg4qKDwfUuNItzvPhipKnPeiypqS5jAFOjYxL7mTM0hkvtLdqS1dex02Fhz34Nu2MEP57vBcTE1F9ogs40qE/aUgvFF43cYjTtpAcLSuv+/wdHrTpprYFGvmzzQKdFdMfqPhw4BM9LuGKbQjxfOSFj1FA0YU9PWkl0bhhlCpMrc1iq8LzKGobGgqbehz3jIeH5c+pB8F2r3k5aO4Mfty44Q6Oa5YFvRf8N/R9wP2kuCw8vpTfpEpk1QYV+b4MmrDrV1R8OKC9K3yxfIMObQFrVcDHqNjWraEvfdmGsghDnLfBSDudM+1GvS1Yt7NMCMc9h9J0WNv74XoWvD7SdOguo8SzEk9NySI6bmjE12hL702VsN37so7jg3o++gMVHwOIq7cqjXPzfWyLtPXTljdlX1+em6tuSAbddt/p59zQSCt4+hglvnaMJDxcq4L6Gr66eD6yqvO+a+YoCqLiw0G/Kmx0H/NG1xbLUrYxK2obxBktRcbk0MXp6AJzkgHkM66oaJH2R1CUoKjgMQhxwjluFgoXL9IwKs36WkVvB0VFg1IWKj4c6NhihG3qbT9uw8O9QyG2LLZJKPva8trivGBU1PJhGC6CUZjwY1BRQD/nnhTp/JQQr5+ENGzDjx03A6zf6NdOmpIvmuHUQdpMpf3C2293m+jR0bJLky+nTwPs2tX9/3vv9WZkTML69f2frXFiIvor1Y9jx7pZRz/0oSiDaLst39czZ+TMqTfdJJ+XZwDG7KKY2ROzfeL5r7nGXofPnImePWbrldiyBeDAgW6GX2wbZmcB5uej+3DTTdF3Dz4Y7d/v0AyxipILBYihIDTmI39or4ZmVbXNEuiHqbVxvWdfyi5zkRsdhpACVqnHAbOAYp4Zn+NzjwR6p6QpsRT0ouDsGPRGxK1LE4rLS5rFomtVph+vSckfHXZRrHDjYjMm+H9bXpS6bzxuwPee+W51Cd6VgjOlPBu2JHv8M0zk5XuPEC4cXHEafD9+XBRN/Dp9sAknHrBKhUlRQ7nSs1KUKqHDLooXb7/d/XezGbmvKbg41JkzxZYrb1qt6Noo6MJfvx7gnHMiN32jEd0XX6anu/82JpOiepN06Ozqq5d+tmsXwAUXRP/Gxdz4UEOjEX2GQyKTk9GwxLvvyvUF76cNPiyDQzJ0QTlcxAyfyeRkNAzCOXq0OxTTaETPhS8YSY+LQ2jr1wPcc49f+ejwbVFDue+9l+/xFaVQChBDQajnI1totL40G4bWAL6WhW3/um/Ys++noNupqWQeKpeHhg618FlTcanGaQp/TOA1OhptmOVUyofSaHS/M8bvGqTrjvNC0LpOf+dKsjc6Gr8GTdz9SYNUprLQYRlFQoddlEV83P8INihodOoydBCy0cRVro0aoUYj2yRdVd3isttSbJ8jtnvMp6vS7+jQS6ORPpuuzzsxPR0fKyJtPAMqN8Z5DMVIU5rLwjceRhksVHwoi9AGE3ugtLEdH08vMrAhLtt4SpuUXMpVVgy8NaZ3/Rspq6fP+eOWF6/KhkbEdm9wDRZpdVqArqcCPWaSWOOLtbmeQxbCl3q3MMZHOid/RnSVXXo9/JpsazrR92t6undtmXa7Nw19XXEJDE1nMLio+FAWDaa0gJcx/enVwM0HyQBJjSldIbjZ7N43W295fHzpTIiy74ePkabXbZvd1Gy6PRr8Wl3G2pje1WZxn0ajK/SGh+Vy4aqz+Js4j43PJpVVMrDUK2jzfPDj2O4ZXdemn1DPx+Ci4mPAobEMdGydTmEs2+BlvYVCfyvN7kDxhsZmYsIvpoJTp4X4pOmt3Jja1q1B8caN6/R0dA9pHAc9No1Hkhals01npdN/G43o/DShGO7vEtkoZtArQkUMX1cmZMiDC9PJSdkT1K/iQxlcVHwMKEl62UljGbLobXKjHdJjktYB8YUHmkpps6nQoCLEZcwkN3OSeAI0onErtNJ7Z0w2Qke69755Xqanu/UC//IySXA3PQ6D0OciufL5sbkwwuFAFD+2+4ZIAodPN7dNAaZCisZN0XP53GtFqTMqPgaQNEY/1BghPkaJI4mdohthfn6pN4s9XTSio6PdfbgAod/ZzoGbTbzwz0NmroyPL12pOcsNDWrcfjT1uLR6NL1OnD1Dl7TnwZo0yZkkTLkwk+5ZVtD4H4m4+8PvQxZ1PuvhDR0uUdKi4mPA8O1dS4bPZbB8oD3dusCvEw2f1PDidGMaqEs9J9TzgsLK5U2S7jeNzcG4iiRCIs84nnbbfvzxcdl7FJegzhjZoxFn6F3PMi/xEUfcLKq4xe2SwKfGpxUOGiiqpCU38bF9+3YDAD3bqlWrFr8/e/as2b59u1mzZo1ZtmyZue6668zf/u3f5lb4QYUGQYYYEMlTEWcc+hGev4RmxOQNry2QEA2xbXE01/2kM0Zarej/ksHFz0LykdDy2vK05OEhofETOMwRN6SHMSHcaOKzwPTpKHAkpOPSPCJZI91XGktF38lWK7oGKV18FmKBHiNUONg8Ser5qBdVe2a5io8rrrjCvPbaa4vbG2+8sfj9zMyMWbFihXnsscfM3Nycufnmm82aNWvM8ePHcyn8oBIap4E9U1z+3McQ9TN0+iSdUmkb70ck4UaNCvV8ZIkkemwbHbJAQSANE+HnUl1KmvtCEiRTU+5kda5l7CVhxZGOnWfP3fXuYX2SVsflUE9XFoQaIS5WQn9fNaM3qFTNW5Wr+Lj66qvF786ePWtWr15tZmZmFj9bWFgwY2NjZnZ21vscKj7s+AaU8sh/n+MOQkMi9RTRA8Gn2kovNfVAJBUYSe41XUgtLussHh/3Gxrq/Q31fuF0USnba1ZJ1XDqcVy5fYJ1JUOJx0VPR5712NdjREWITxyQi7zeTX5cKU8JeuXob/IWeoPSFmVF1e5XruJjdHTUrFmzxqxbt87cfPPN5kc/+pExxpgf/ehHBgDMCy+80PObz3zmM+bWW2+1HnNhYcEcO3ZscTt8+LCKDwu+sxkUGZ/75+oJSsGRacsQ1/OVpvzaPAgU23AR39rt/LO3+gzBSPlV+IwqFNP8HrqCUrPE93rpMB6duUT3wRk9dIFDqfx59GylIT5XnhJj3J6wkEUa46haT14JIzfx8cQTT5hvfetb5oc//KF58sknzXXXXWdWrVpl3nzzTfO9733PAIB59dVXe35zxx13mI0bN1qPKcWRDLL4kBolxGVIms0wb0e/g40p3s922x0USD0fksEzJpuGUSqDC4zJwXTjaGRpPIStvEiewiKrzafMOJuGPyP+fKShnKRQoxw35MWfEZ2ea7tebuh5/cpjRgu9nxKS5yP0+aUpX5V68koYhc12eeedd8yqVavMAw88sCg+jhw50rPP7bffbq6//nrrMdTz0UseL3Q/gw0lTYltjCwyENt0X0l80Aba1jAmaTBdY/40dsQ286NssZD1Rqc7x8Wb8MBp/hx8Yi58oYLANezC13qh5UHPR7u99Fna6mCWdDq99Y3ec/yex0BxivJ85ImrY6dkQ6FTbT/2sY+ZLVu2JB524Qx6zIe+IH7YeqF82IR6Pjj0XlMjQ4/n8iTxYYG0xk5aQ0b6Pu1sFenepZ2m6+MV8DmO79AibtIsGNdUXWrg6b9tv+GCgAtXuhYQYkuAxxOV2Tw4LnwFihTfxDf0JEnDWHkQMoU6D0LvtRJOYeJjYWHBXHTRRea+++5bDDi9//77F78/deqUBpwqSxqdNNlJEakxTROLkaRMUkOeBNviczyoNSTxmEsATE31DlHYhnCK3DDXSWj8iRT4y4cvaP2j39F/x2UwjTsHxWbk+HuQZBjPN7eHr4jja+TkueBd6D3OGu3Y5U9u4mPr1q1mz5495pVXXjHPPvus+dSnPmVWrFhhDhw4YIyJptqOjY2Zb3/722Zubs5MT0/rVNsBIK5HwxudND0QyVCnMfy2MnKkhp6vBZIUfi22+5jW40HLG5ceP+lqvNytH+rJCN0ajaXPiQcF02cb6vmw4TL8vkI2yTCL5NHgMSJxz7bV6gox6pFyiaAshoTK9nwo+ZOb+MC8Ha1Wy6xdu9bceOON5qWXXlr8HpOMrV692oyMjJhrr73WzM3N5VZ4pTykMWBuCBCb54NP5fNBakxtjSKfPupq9Khhl3pG1Ihm3XiG9MiSioIiNm70UMhJdSWr6+DPgs4ywTrRb0aPx5JIs2N879f0dDffi+tdLHsWShYzzapAv9VFjqZXV3LHpxfqwtZro4Fv2CujQZlxxsg1NBHn7qX7ciSvA/ZseYOSd8R+Xmu4ZL1JM4Wy3CTPAp1lUpXpmlgf6DpB9HNbPbF97xIC1PPRbC4VhGmvoQzDT59plZ5rEsoeesobFR9K7ki92RA1LzVmaWMaQoyhBPVASPkOpGPScmODQteDMSabxp/fN1vKdZqxNU0QaVxSMJ8Nk5jRcuOMjyyeJz0+FYB5GcqkMQO2mVdx3gRbxlzb0FFRAiHkPFnUfbxPjYZ6PqqOig+lMGxTVH0bCNvvkxo/l2FzDfPwBtWnp27zfNCsm0lmNFC4UXXljuDHz8LAZ7Hx6cRZe27oLCFM6Z6HgUpSv41J7vmg55uclIcdbAG0PvgOuXBCzpOF+OiXIZcsqHoeFBUfSinQhsbWMHU63YXH+OwD3rP0MTzYcOILyXuL3NDR1Wkx9bhPkJ4kOqRrw2EjOrOE3xdXw8EbF77aLZbblneBri6c5yq3oZutnqAB5DNuQsqO4oxmgs3DNU+9TUW4/m3Xa0tCFmqYfIcypGFFXzGQhfgwpvyYk6pQ9fug4kMpBVfPkK5PQo2Gq8HkRpU2gJLx4Z8bs1R8hIgMm6HjYGNMZ3pglk1cih7jWOh3rimS2LhQMUWHLlxl5DM4+P6YGyNktdw0G48FQmHhihHy9Xy5knbZVsJNCg865iIqa3c6v9ase/++ng8pTsHVabCRZqpr1Xv8RVH1+6DiQ6kctBGlno+kSLMlpqeXej748ATPjhm6SWWmRomPS0vTPOk6LRzeuEj/9ylnSM+I955poG8W4oOXZXq6m9PDNQxGvR+2GTP8Gvg+0j20feZzn2gwq00MZQUVYGXmpghZC8ZF3H6+x8mDMs/dT6j4UBIjBbll8WJmkVhMgvZAacOPDSYVKePj3d5eWoPKDZmtVyo13DwgFaFeGZswo0aPpiSnZQk1qtyQ4tBNFsIjbpMEju1auLeh03F7gdDzgdc3OionGwuBDhtK58zS81GXWIc0ng/bsysaFR/ZoOJDicVnzRDXZ6HwtUyydFNLx/KZ0pZmRkeaxcv4zA8MJrWdi8ZxUIOcxIBKMQLSqqtZzHZJuqEIo9eN+Pye3w+8TqyDccN9cbiS5vm+I3RIjAssKQsqipCshIitvHnOxpCOreKjv1DxocTCx92lWAj0Uvi8mDaPghQ8Smcn5DXfPa4RxV5lWkOZJvCLrljrM/2UXlvSRts2OyIujiSvLW5oh2MTKngfJUEhib002JLmhRgv/ryxHtlmM9G6mkWwoa28eb6X0rpFavT7CxUfSiw4vDI05DZ81LVtS+rE0zRLx+Cf+S7+lQSf3ycVHtzQpOmF4j3wzXuBuPYPuTc4hBA6DDUxEZU96T2UvC70PoaIj+nprgDB+smHDm0eInovuIgJJdSI+ng++D3z9Xz41H9befP2fKjYyJaqBaCq+FB6kMZafUSD1GBzj0lcPgy6Yqxvw5N2Opk0xo8kMZa2jU895EuS+zYM9J5SAyP1qOM8FKH4XCd/fjwDbcg2PNx7DdLwFfdKSbNWqMDg9YXfD9tzoLE3Se5jng1/mvwwVZ6OWSfxUTXDLlG1Z63iQ+mB96AovkuJS8ei+/GFqmjvkc9ciAtMy8rzQcf4pfJzgzo05DcVlycrk3J50M9dOU+k4QCXpym08ZaeLzXcPoLBd4aNbfOZNcOzobqEXpznx5YZlJNWfITsz2dn8Y4Anao9PByeFj1Nvg9FpmqGXcL1rMuoByo+FGOMbEhdL5JP1HpcjgabO7kIpNkRLs9Hu91rgDGLpI9B5ed1eT5s4s/WuLmMTqiBjMuI6rMliQfB+hGSS4SLtiQbTzonIQ350GNIU6CNiRdr+G5w0WgTb42G//AVP6YtMNU1tJSWQRM1db/eIuoER8WHYoxZ2oA1m+4xY24k+Vh6CGX0GrghoyKALyeP30nigPcgXUbBp8cpGVgsl7S/r+dDElf8M1sMATWAWHZuxH2M/eSkW3CGiga8L0nFB95jV6OLxp5+Tz0TXHwkEV94H7JMJU/hgaG2upTle1gHT4DSpYg6wVHxoRhj7EMItkpHPR+2HruPd4Hu52pAs0QyEK6eNH5HDR1fgwRxGQQ0AhMT9tVUpfuYFOncNL04Hd5yTaPmhl+K38DPXF6TqSn3DAm+f6vVK2yk6bRx99x347EidNqqa1aMSzyGbLRO4LNPeizbM4jL4sqvKU2vt+6eACVCPR8WVHxkAwoJyaj4VDruLZAaVmPchseVQMp2Tp+Xgjbi6N6XjKKP5yNuFgGNy8CsnPxc6FHC+5A2VsX391T40Wm71GDxe+Pr0fDdpqfltT/wOrAecmFmS7SWVRI4qb7RZy3NsrER5/loNuV98DyuablZX2Mc6r1Q8kTFh2LtPaGx8F3N0hbgh0bDNTUvtKH0bRi5ATWmt1EPyVFAx9tRlFCjJJWJB7SiUU+bACqNYaDPgT8Teq8wF0ZWhk+Kc3DdM7w/kogxJl1sSlx949lwsYw+3gF6TyWvID+vS9jw8qW5vtAhUY0ByZ9Bvi8qPpTFHqcUtyE1YnEBer77UvLyfPCeMeLqgXNw37ihKdcx+PU1Gt2yYdBuSEOUV6NlM1pZGnmsaxhAGTflWBIxxmTv+eAeGNf1h8xSwmdvS6Ln+zxszyduwxTvPh0ISpa5Nuh9yjM/SN0YZO+Sig/Fia1xd2U5TQI28HxqalpoA2qLGTDG7to3Jt7A+ZQXF0hrtewxEzSZW9k9IW68sIy+xi7UQPJj08bYZVCnp3uDbrMeKnJtkvcr9N4mIW7GCw/qpffWZeT4tUiepfHx+OHHuGPTYT+fmLB+Rj0fKj4UC1Lv0uWKpz093uPj0BcvaYMsucGlhjFusTqX+LAtVR/aUOJvXVMm8V7bpnAWhY/xtQ17UK9O0o0aJC7aqBep2ewN5M0iDT4eb3w8fminDFy5UKT6Td9hXBtIWpgQ32vMYyOtBo33Gf+NidtCPSpDQ933CgURrTOtVvUXyUvLIAsPY1R8KAmRXNGuRlGCuhxDV7LFF5fOsuAxJ7bes+t4OOURDSg21klnAXQ6vW5vWi5paiXug736uKm5ecF7qD5GmwYu2wIrfTesB75xHY1GlHBL+o5mNvURHvR+2wwwGkh8vlhX8noWPjEwNuhzmJpaei9w5hZ/p/DedTrdz2xDj0m8dbyjINUzetx+M9auDk8afFcOLhsVH0piXA2zZAB4A52mMbFNicXGNNTzQeEGr92Wgwh9xmlpOZvNpdcbGtCZ5diwz4J61MuTVEgk3UZHe2fnUKHB93WlcMegYqyv2LPnYoXWGdtzwanl0n48Uy8VjmnWWuH1zbWSrwQtP5aH32eKtFaMTdhhvU5qRHksCB6Tixz6nW2ae93IS3zQ+1ZlVHwoqUCj7itEsloBExtp3kj6iBnakFEDR5NtcUNGpwmHnKfZ7G5ceCUxyFn2+nxWJU1azqw2qbffbi99PpOTdgPJhxVwXRwpPoQHD3PvDfWE8XJQ8UGNKq2nceJRMkhJRHrckGZcjBW/Jz7PKskieyjMpBlgrnNVlZC4lbw8OWk8H0V6l1R8KJnAGyjaEx0ft8d/pA0yowbE94WXBJFkhKm3JEk5Xcad3y88Fx2ykBp9CjcQPr1q2gOPWy2YriFS1sZ7xNQw+wgj6uniw3KYQIwOddmMX+hqwkk9H1n1htPOLuHld3k+0ooCLs5sw3X4DKo8nOAj6JEqDiMVOftGxYeSCXFBo1JPVQoO5B4UH7hXwvV7yaBLjXPcMI1Pg+7KkcLLaWuAuOGlHhTJUNsI2deY3vuE1+mzkF6WGxpr/vnwcLectvVgGo1uXeIChAsBPpV6fNxvuq1Ud5Piu86RzWDx+kyDm7M0cD7XH2pU+XsiHTtu4b+qECL06DsWV3fSCjxf1PPhiYqPauEy2EmnQPrgSupkjNwLRcFiExf0GFJj4tvDkXoSUmp6lxiQRBo3urYGQxqe4j18CbxP/HdZCwxXvZBS96OwkK6L30f6OV5Pq7V0CMxnWMF3Fo3NixTXoPvWJ+4Zke4DPQZ+Z0sTHwcvOxVltqnGob1nvn9o8HldiesoUfh+cYt21gEVH0ohcJf35KS8Tgg3cEkaS/6i8sbNZwye93R5rIdvDydutVyXYaK9V5fxoy56fj7pdyE9Uvq7oj0fuHGXvyQyMY6DejPwO2kIixpovM8ohOgwIeai4PcRf8fL5hpicxljKbAWoDefCX2e+Mxtnjx6bXT4TCqDqw4mES90hlea2AdXueh0/jphE3Ohng9f0VJlVHwopSGJAGwsUZTQaam+7kz0CuBCWvyFDxmDl7wqOFsixLVKf+Pb4PCGXwrqRS8AwnvQoTEEoQGmITOefIWMdEy6EN7kZFROmycG7zW9Dy7PB79+abii01maAZgLam74+TF9vE22e2JbkRbr5+SkvU7S94x/z4OveTnxfNLqvrZrmJpa+mySDEm5RJtkfKsWQyGVx+a5Ch0eS+r5wLYxSX6WrFHxoZSGSwTwFzckkCsJXLDYymubWhn3G5qPxBep4edGie/Pe5y2BlkSc5IxjdtCkom5kpLR//sMg7jS3aORpblabPB7GTJkgPvy3CBJG3TbdfPnSd8Z/hubZ8O2irIk4Og+ocaRi21bXfUh1PNRZLCkD1J5uPhw3fs8KPp8LlR8KKWQJCgti9TLPgF70m+oUacZT32xGXvfHrE0bZKXNcRFLok53ymVZWzDw0tFik344HOxTY+2/U56Jq4hAT7TKq3xw3PxeB4K9xZSYeFK9GXzBnLxwY+RxHOWZFghC5KKP5+OR1bl4Z/xOpi3J0I9Hxmh4qO+YCNKp+PmDY9hoELA1gBxb0BIno84bA07loUOqfC4BMkw8X1cBoPGtNA1UUZHs11IDq8RYzKkeI24jQYL0+GnVqt3iIZ6Q3j+FpqYy3YeSdzaBIUUQyLVCyl40qf+2AyS5C0MPR4tP4oPmzHKKxGWi6KHT2zvU9HnHqQ1bYxR8aGUhOQydvUQ0p5HMjo+QyBUJPkG0Plia9hdhpi7sqX7w4/LDaArXsK2tdvh8SDcw0AzcoaKGBoTxFPoU5GRRCDR9WF4nbDFC3ER6DP8hPh4SOjxs3CNcw+E73CKT+89a4oePumHmSN1RMWHUircxYwGMq4BwsY0btqorZedVxbCuP3p97Z9bbkrqBHjQz/UALtcu657YrtPtNxx+09MuD0nCBcl2Ph3Ovbf01krNIU+rStx5Rsd7TXENGDTZ9l5eg4prsG1hXgqJKFXlUDKLMVBGeLGpwxK/qj4UEqHN7S0R4bTTGn6ZWl/17G5UcrSe8EbLlfD7Ar8k44nGWHew8eAO1dALh4naZ6OkBwtrn3p0AMtC58mG2fAXcbKp4z0GdH75mNU+bAHj/2IE2a+hs4mpOJiJ/D4SVZdRuLybCQ11tKQUdWCRJXiUPGhVAK61gRtjHjDjsGU1PjS721kFbDK4Y2n6zx8dgRCG3NXY8zjZKiQ8rm+JMIjbnMNdWAsiTRcxY0rejKk4/kmncL758qJgtN08X67PEbSsfl3IV4kWnf57/i5XNfgQopF8UUS6llCr4kOo/WL18F1LXkFtdYZFR9KpcCeJBosPpYu9R7zaix93eMhng+XAaMCxGYAuRjzNZZ5CA/Xxpdp52WkPXRuLPHftoaaihG8J5ieG+sILw+K2qSZPm3P1RVTZNskLw29Julc0qwR1wyqJJ4PPC8mTssywyivG/0gNjiudz+kjRqUDK8qPpTK4QrekxrTvMRHEpdwnLEN6VVL8OEKNKjcYNCyF7k4HA92tRnl8XF53RppX7w2Kd26bcEzTLpFBQn1irimpYY8V/69zz1CbN/7CgjfINmsrtGYeA+b7Rj8+upO6NT5EM9HXu1Z1VDxoVQO1xh6iEfBmHTDLVm6hNEw0V45nf3hCzXmGBdjS/0teRay2GwZSKUg2jwEDs006toPe9h8toor7kaK6aBDNPT4Us/UZ+aN9Duptxs3C8NWt/OMo4hL9ofn5lmA+82g5pn0UD0fS6lctVHx0Z+4AgcnJrq9CB58J4mFJI1EnOhI0pDa4hFCkabndjpdDwAu9oWEZix1bfS4kpdCut6k6de5sJEMmjHxAiTUC2XzXti8cVJ2XtrLtXlEfEiSzC7u+tLi6/nA+pFXRuKysYlMXzQGRMWHUlEkoyKN5VOkHl8Szwc9T1bDPNgo08bKx/PBx/qpEeQ9I5pIC0mbA4OfyzYNmJfFdxVYvmGyK/oZXpfksfCZ4SIFN0ozL3yPJ222hQOlz3xnkXQ6XSNOpwUnyZJbNHkFeFcNXl98SfKbfkPFh1JZ4oL4fDwfoY0gP4fUc0vag6UG1Nelys/lEl/S56HTUCXDTe9nnDhBkooPfp/oNj7eFQwYDxEXz0KDG/E54NRe3IcHMfOsqT7CjdYTqVcbl2bcNhwUV/d1qmp++KSG9/Vk8qEU9Xyo+FAqDm906Xi/T68vdNjF1aPN6hpChIvL8yEJAC4EbFM7fTdj/ANWKUnFTtyW5DpwcTnf/XG2FQat0vTzrnufBts07Lj7bfPg1J3Q96SsMkjTh5MeKwl19jCp+FAqjS1mYWrKr9cXurBVEoFgQxrvx/IkNVah+R+4QOPDPvz+8hgNY+RzTU/3ihJp7ZI8xIc0/Rq3ZrM7RZuLnyxjX2wCB4VLEmxCGo2L63n3o/ejCuLDp+1wib88RCon79W+80TFh1JpbD3ovDwfNG17miyRxiyN/MccDkl7qHG9d4lOx754H8+pgoYOXcLYUFKRQdOP4/7tdm/Aa9ohl6QbN/whmVmlzRbfQo9L84vkZSzpM5TOU9W4jzRUQXykxef9TIt6PkpCxcdgELcoXJZTbemx0vYqQhKQuY7hMpB8dgtHyliJvTUpZwjdMFGYq2z8OADddPjNpt+Ca3lsWcy0kUQUil563VycZQ2tN3U2NoMA9YTQeqOL1i1FxYdSefCFpi8zNr5xeRtCybOhD+2hSp6ORqPXDc8XfpOmlXLPR8iQiAvpOCiG8h7mKGJDI2KLp8B7ThOZ5UEeno1+9JZUAfpOJM2m6wtvn+omTAsTH7//+79vAMB86UtfWvxs8+bNBgB6to985CPex1TxMRi4hi+oscChkjTrU+TVKCc5rmTAjem9PhwG4V4V2xLqOM0UPRMu4+vyfOAx+P5pp/S6tqSCBgVRyP4+AZz0WrFe2hr/qiWOShMnosLFDvV85C1KuWe2bvEfhYiP73//+2bdunXmqquuWiI+PvGJT5jXXnttcXvrrbe8j6viYzBwDV/4GJM0581qJkGSxp4aNynWAhs3vDe2TJx047lGQu9XnBG3JR/LSoDQ1Y599qfiS/pecpH7wsWQq/EPOX4RPdgk5+CeHszJoiJERkoImCV8UURc40g9H/+f+fl5c9lll5knn3zSXHfddUvExw033JDksMYYFR+DipSwCzfsfaYVH3zoIO1Yvq2xT9KLpKJLWjE27ZAHB0WYLX5jerq3pycdL4tMp1y82fZxDT1J15m0Jy+lW8dnzJ93iOejiB4sF8M+9wB/w2NdQtfJqTu+9SWkXqX1JtVxxlPu4uPWW281d999tzHGiOJjbGzMXHDBBeayyy4zt99+u/nxj39sPdbCwoI5duzY4nb48GEVHwMATuukvX9jZGOH+9uMgC9JU2LHHY83DkmDUKnA4GPLrumZvhudXhjnYcJ7a9sPcSWNMya+TI1G7/O3iSHbvZdECu3J02vxxSaM0giIIjwfSYKhqeinixnWzeilJQ9Dn/aYdRwKy1V87Nq1y1x55ZXm3XffNcYsFR+7d+82f/EXf2Hm5ubMd77zHXP11VebK664wiwsLIjH2759u+ExIio++h/bbALJoFBDQn8XN3ODw3NVNBq9Pb5QXAGhknBwGZ5Op2vIh4e77l2p4aLJq9KIEZ+NigvMuYH3bHRU9lThtXIRIG38+qRVcSVsU2Z5Tz6JWKBl9s2sW8XAwFDjRd8N7vmooyEMQQOAsyE38XHo0CFz4YUXmh/84AeLn3HxwTly5IhptVrmscceE79Xz8dgwgWFMeGBjShaaG4Kn5c97QJStmPZ8OkxSw2/7VpwyASDdfMWIJJxl4Th5GRvrIrP8eh6P1JgMW48nwn/nt4b7MnTfCdJiVuFFvH1imRlkKinzDfZns8xbfFQtl687VnXlUEUDFmSm/h4/PHHDQCYoaGhxQ0ATKPRMENDQ+b9998Xf/fBD37QzMzMZF54pb5Qw4+GxdeQjo72NpD8dyFuzrQNpo/R8fV8hBhLl0s3z4RgkidDyksiBYP65AfBobhWa2mgK42xiDN2Wa2z4Vs/fD0fWbj3fa4/a2xG2TX8VUfqGGdRJXITH8ePHzdzc3M9W7vdNp/73OfM3Nyc+Js333zTjIyMmIcffjjzwiv1RJo9gbEckmFDoxfn8k6SbdR36MSGT9BhyAwbXyMmlY8OkdCxe7rh2ib0s6Ghpfu7hIItLoeDAoDOoJAMZ5KNx5pwsjLMvp4PX7LoWUvPNM/zubB5PupqvJPcL/WWdCk0yRgddpmfnzdbt241e/fuNfv37zdPPfWU2bBhg7nooovM8ePHvY6n4qP/kYwJeg6k79CNHvqCh4zD8waEGx2bwPHpKfGZLFyE8DgWej9CkO5ZFoaeixL0rPDVfH1nf4QkRON1BP8dJzSzEh9VJGSWTVE9eSoGB22mDK3PVcn5UhaliY+TJ0+ajRs3mgsuuMC0Wi0zOTlpNm/ebA4dOuR9PBUf/Y9kVLhA4A1skiylaKyaTf8ph9hIc+NlG9rx6fWg54OKDNv0UpeHJw5qAPh00PHx6Ljo+aAZFF1ejqEh9yqwtsBPGzjLSUr6FSpGuADJMpanXyiyVz6oQxZ8iHGQ0fTqSqXhQYY+0EbUN7gvLnGX7fjGdA15q9V7LG7wQuf98+EXPgzhayTSeGL4cVwGvtXqxtjEZU/lwkCCPzvbkFTIAnJx5VKKoW7DD6GrY9vgArxKM56KRsWHUmnS9pBCpzXS/X3P7Stw+PFCYzZ8DLb0W25gQzwxruNkvXF4ICi9B9Tr0+nY41ZCt7oYQ6VYshKovL7VJRV6Hqj4UCpNlmtiSEbcNU3Qd1aJbxm52EDRgovF0XNQw4tlokMl6GWJExCS8Igb9sHz0OtJGnsRavhp+Xi52+3uDBcaZ5P1FOIyqJsnYNCoiucjj+yqZaHiQ6k0WaWatrnbbbkIpKm5Ni+Fr4fE5vmQekE2o8wbLhqDIYmfUMPKRQa/L3RqLsbHYNltMR0olFzlArAPn/Bnh0NIPtNxuWirqgCh952u2Fx1A6KEk6ZNS9rWlC2uJVR8KJUmq2yQNiNjmxnjMmycOCOB39OeO8+G2Wh0P5emmOLQg6+hRSHCDa9PWSXPB78Wup7LxIR97Za4niItj6+YoCKEPkca40O3RsMvg2qZIoQKSzRKgxqU2e+kadOSej5UfGSMig+FY3s5aWp06kK1NfAug4SNhm9yKuodwGPwlS5pOVzG1uZd8DWcWRk0n2GY0MX44mbTSNvERPQ7FEySCJJmQYWcr6gpkXz4btA9H1yUhzLo94+i4iNjVHwoxvQ22j7GFYVIo2Hv5dOXdWpK9iD4vtDUW4DGjosP2lBmkVzLZsDSNMhYrkajd62brD0GSTwUro0H2FJvF1323OdYec5OKNLT4aoHnU41VqylYj3JPami56gMEYCxa41GtWbXqPhQKo2PseSiQDK21ODYjBs9Bz2ObcZIkrTcodlQ6RYXWCnFf2TVAIfGTWRFkuEY6b7QRpcncgPoBhb7HCsvXFO7s1h7huKqF9yrVZbxLtPzkZfXpAzxYYsrKxsVH0ol4YbAlXfD9ULzIQ+XER0ejn5D4x6kLU1v0OWJoHks2u3wWRySYKELuMXB84EkMfp5kUZ88EaXi0keSFuF66VlpfUgyYrKtuNW3fNRJnl5TcoQH/Sc6vnICBUf/Ytk7G0NgmuqK/d8xBkTn552msYYjRyuYZLU6MV5caRGLq43l3TKatoF2XxIKz649wPrzPBwV/hJ1++bdj4vpDo76Gm5i6Cf4kWymiacNSo+CiC0IktDBXHHoYF2UoNZJ3wEgi/8nvEU4rxR9xEDHFcWVhrZTp+LbwZQOu1SKkPc72nsB411kWb5+MaaFE1cgjO8tziTyLfucDFLY0Bw42nms6iTodcuCRApsLYIEagoWaHiowCo69+nkeJDBdg4ulyBvMH0NRjc4LigQxG2+AhjZM9B3Fg5lsMntiBEyIW6T33EBx0ekQwjhc7pp8/FN6jSRdxvcU0U1wyZiYnuNOAqCQ6KZHyTiCaA3kyoOAUXDTkKNenZ0JTutmeXp0ubL5SXxbuhKGWi4iNHJEHgYwSTrA2S1IjZ9kMDi401b3Dpdfhmv4yL1wjZ4pKDxX0u3W/MFSGdzzYkwQ23y/OBIiAklsJF0ntHr8lHbJXdo5Y8EtTYp7kH/Pdx4nd4OL9ZPnH3gNZjyfOB9SokTiFJ0HQV6KdhkUFFxUeO8IbS92VJEuyU1IDZPB9xgoKOoce5xbmxDlm+nRt97KnzJF3SNfg2UDzjoHT/bNdIz80zedLzx11zkvHYuHuHS9qjgeGBi5gjw3ZdVUMSIcakn5ps+32S9WKKNIbUQyqtUswXPJTwbSeqhjRkpmKkXqj4SAGt8HENmu+QC3fp+5J1b4w39I1GtzxSemDf3jxdlyPOIHABZJtyxwUK4ivifDMOckONi5vZhI9PAGeWjaXrPBMTkRHCJeqrYDxDscU+cKTrm5iw1zs604j/JlR88PwteWILjsbkbj5tQL94PlSM1A8VHymIy0qJ89RD3KFpp3jxsjSb6dKTSy9xnLEObbBxGx7uFV3UgLvuBxUFNKtmXAPk20DxYRn8jW12xNCQO6aDrsiaJUnvu4+RyouQ4TJb8KW0Pw2wxfcg9F7ge4sCx2ffZjNfg8evUyoLTsf18Xz0C3FiRKkeKj5SEOf5oKuW+qrwtIqd5qjAni5AscllQoZV8P5gjAv3+uTZg/HtLVFPT5zgxH1x0TUe7Bnq0UoCrQO+W9JETmmhGUYpIcHVdIE+vr9vPJKPKOt0lg7FoEfTNvSXNfy+UM+F1CnIclXoOlGk5yOr9acGDRUfKfANAC2yUvIy2XrteWMzcHQ4CuMOJNexFNvhwnZtrobBt7ck3UPp2qTzUdd9GfPsuWs+JPaoCGziI0lwtTS0aQtWlQSjbaOG2zbzRhIreeC6L9J3RZRp0Mlq5e1BQ8VHCiRjJfWO4l58bCBxhdA0hsHVYyzSFSn1vKUU1xiA6ppN4oPt2qSGIXRmjCRgbL1jCo/7GbTepw8+dZ/ex0ajm3eD31/X8Bp61CShi54LfMZSACo9Fv08ZPXjvJHeAbyWkEy3edDPMRjq+UiGio8USL1gm5vXhXSMtGXy7Rnlgc07gAIApwnibAzX+LWvGAsRDqEijAsjaZqjtIJrFQxSHaBCNW6YhQs5ulgfn5qO8OfNnx8VELZ9KK7h1jKftev9LjsGouzz03vDn5uKhnJQ8ZEB3FiGNkRxvb+koqGsxtAVgCuVK27LusEKvZ+SZ8a1n+06q5beuGhsPcQ470WccefPhsbwcC8k9T5Jx+QzuuLeHVe9rdLzjqvzIckG8zg/JY9yUPEjZbENpQqenCqUIQ0qPjIg794PfXFoIxGn2MsSHzTOgMZ5YMPvKzowJiTLIE2+zkFoowxgn5ZIh3ikXvGgR97bhsAwKNpmrPmsMS4ibEn54ryQPNU+BjzT6eBxAoIHFEvDjXXAJsLKLktW0Peci48kno+yPTnG2OOl6oKKjwzgBgYbpKx6PjY3b1wcQ5mNIDbeoSuj8jTsaV5yNGp0JVB+P3xnVfD7LjXOtGfPf4OpzuvaS8kC1xBYVg153FAIFS00FiRuqNAFrevGyOeVhuWqBBfZfAaYLVA5j9533m0WryP8O5/rKdPrwOuWio8SqIr4sGVCjMtNERekJCUAsnk+sOGkhpHmNqCLY9mO7QN/cW0voG8An8/5Ql5y6mWRzufyfMQNm/DN9ex4LxLzflTdCBUNFwBpj2Eb9pSOzWM96PAnTlO3PWPX+2Obal4HbDPA4qYy94tXrw7eBF6vaOeqTqj4yACp1xSX0dRnelZIw9XpLG0gaEPiSiEegtQ75LN9fKZISuXPoifBX8qQlzPuHknXbjOaLtEyyN6PPKDPRRIftiRbdB8UE74zklx1WRIfdRWdZXg+yqSO4qMuwpaj4iNDQipEUs8Hh/b6XDkc+Pny8nwk7Qlxo5F0WmqapEp8nRYuXrChtbmoJaSGol96iVWBe098p1KnEYeu94evXqzUhzqJKYwvwoSGdSgzRcVHhvCeMZJnhc56zNxG3mOhUo81hKzm2rvOzw2ULRsrXaKdp1nPO/22YoenG7dlgaUJ7qT6jOITA6L588fsxlkuaaBUiyrl9qjr0JeKjwyxBTIlqRwhxj6rGSGuFwqvgc5iyRIpCj2ErLIM+ooPCdfsirq7SPsB+gymp/3We8F4LvruSkMqQ0O9sV++weaSp66uxiRrJDFfFaqU1bSuYlXFR07wpDahlaOMBsj1QklxLfRzycWdRBSV7flwBYZKZZNSr0sJqtDItFr1ayTSUpXGkQ6X+aw4bBuK4UsE2GZ0+cD3x7pDPWQYsNxolLcGTxnYZh9VwdtQJc9HXVHxkRG2aXs+0zJtxyu6wfZ5obhxtomkpMNBRXsI0t5nW1CrNESD+w5ajzZOSBf5zGkAZYj44GKbxlfRPCO0PvjUKVcOHIQP3eW1KnLVsIn5LL0NfPabUhwqPjKCDhnwsWRsrGiDUYbbLg9BE+L5SHt+bCiybHx5dLurjJI4s3lKXHkjBqXnisQ996IFJyJNAffdUEhlkb4f4cO2eL+oZ2V0tJyVqqtAHt6GMoRvkve/rHckT1R8ZIQtv4CUHMyYbF6k0Mpsm0ZWVMVOM5TE76HkDvfFZlBob1gqIxeM3P1uExxpy9vvlNmwJhUfw8NLh1uQrIKusX1AwYFthbr8s6NIz4er/Yubpafio2JUSXzYjKO0hRzTFeAZaszLFh9plL/NqNOZCa7z0unItudC4wDweGl6x5K4UbpUIaDQ57lhdtq4/SQDFjKlXTqHLbmXUj+S5kDy+b6OqPjIEJ+GbHw83ljS4ERXpcNANNpI4uchCYGqVrGlcvJrxQ3FGU90NjHRzdUh/Y5vo6NyjzIL0aHIVGlWh89zpPEedP0XvtkWr4sD6zifhZPF9F2l2qTJT1RXVHxkiE8D5tPgSsbVNrVVWn3TdQ7JwIZW/LyDYeOCWNHbgT1FHkfBvSSuKZVxjXkaz4fipiqzYCih765N2CJJk/nxY1Vpamc/UJehK1p/qvi+pEHFRwbEjfWjgOAViCc9QkIMGB9GoOWRKqltZVHb/kXkIeDn9/XcxAW70vU5uBGxvcBSo5THkJpSXWzPttXqTnfF2S70L77PWfReeZ2yGcuqGtGqvxN1EXOhHdc6oeIjA7BS2DIm4kYruiQakNAXN0QR4/LkNF+Aq1JLZclagcdNS84C3zJTT1K7HbYqr+IPfR5VcznzIMS4IGJu/IsIJncNJVZh2mjV34uqijYOej4aDffyGT646nAZ756KjwygDYXL+4ENBq4wS7+nFSp0QbRQuNgI9XxkTaeTLrAuqWtbgucU8NmyOO+gQesgvZdVNAb8vbYFhiJYlxuNcA8e7ZS4EopVXRD7loHe27quzpo3rs6hjzfYt03jbXzewzwqPjLG9mB5g4XKGwVJka60ssYO6Xl9h1B84A0d79XECSgcpnG9mDavlpIMyfOBBruKcG+IK+eMbVVbvF40Jhi0it41qQ7S39D3xic1vK1zUyWkrMlKL662kQuT0I6TS4DkPcyj4iNjXOJDmlOelxCg507jhs0y4IlWZt+K7XNO7vng47lxjZtruKwKLuy6EPes0kw1rBu2+tRodGeu0M9pR4R6Arg4oXXbJYpdW5Woi+ejSvdPWtIB36m04oMKVfV8OKii+DBm6cOkCYLKKkMWxwlRwrbpsjbPhw3fc9LgXZfnw3c6rRIOj33inibXs6SGt2pDL6GNcFyAMh2Wwb90oTvMw0MFytBQ7+wunt49JDapyPpdtXieJPDnmeY4ScU5xRUsaxO8IXWjKC+8io+MsTU8NJiST9/MA3r8kN47fwG45wPzEKCBkeId0sZwuMojEdKwSvv1QwNZBaRZX9L30rOk703VZiD4CmA+lBq3tdtLh2JoO8GDw233L3QIBs9Dz58Xadu5LHrfWXlscUt6vLh6FFrPQkW6b92YnOxeI7VVWa9kruIjY1yR8bZxubLHY+nLJL0Aca5d/jJmNXvF9yWnZWk23b/hjb+KjmzpdLpLy4+PhzWSVZ2BkGSmFN4DHxFgExadjj2FO4WLHZ8AeLr5ZAlOStp3LIu4g7Ttka19Cy1TVp6PLMBOpctWSZ9niYqPDHG97LTi8+/KHuukFY32hnwbLy6usnqJfF9y6aWRGppOp3d4Jq+XapChKfyT5lIoKyA6LTzQ1HeWAdZvHhMmiX5p2FJ6Tycno+95GVxeGb7sQhXIoi5k7Wmua/20wetEqyXXKfV8EKomPiS1yHvitrVFysTm8o7LbyBVzixfyCQvuWvIh19PlkmhlAhX7I0veUfZ54nU0497b3DlZ94euMRKklkO+H5SUUiHbKooPrLAx3s0yGA7y/OI5L3onoqPDLF5CmhDxKPc83y4IaChwBwkGEkdIj58DUbePQfb8XlZ+6XnUiVoEGVS+m04TGoPaPIo7KTgZ3w6L3+/XPEfeO8wQJX3+vnUfgx0zbrjUCV4z77fCG1PqzK8WZj4+P3f/30DAOZLX/rS4mdnz54127dvN2vWrDHLli0z1113nfnbv/1b72NWUXzErfVAPR/oGo2rNEVWFiqO6HCQr/jweQHK6tlWTfD1I2nqKo0XQQPa79DcHjZPXeh7wn9H2yRb4jNjlnY2+mVoodOJ7vPoaNfL1E+ExrRUJbV8IeLj+9//vlm3bp256qqresTHzMyMWbFihXnsscfM3Nycufnmm82aNWvM8ePHMy98EWBD0mrJC77hS4AvAG0kXI12kZVFSvvuWoaebr4Gp6wx037u/fQDfFis7J5ZEdA2gbu9k3olpPfLtmbRxIR7KmaeSx4UjUvM1TmOI252Ib+2vIdTfMldfMzPz5vLLrvMPPnkk+a6665bFB9nz541q1evNjMzM4v7LiwsmLGxMTM7O5t54YuABtsZs9TdSXsgdHZJ3Dzyot1kPL27NFREN8xTUHWyGBJQ8oN6PvplyMUXKvDRgFAxlkc8RlxMV9yK2nXDJTCymqGXpExZ3Gefa8N6xdtzvrBpUeQuPm699VZz9913G2NMj/j40Y9+ZADAvPDCCz37f+YznzG33nqr17GrJj5oBZCWYqc9DFc8go2yxurwvPx60rgwbSv6ZgmKvbo1nlXpmSjFQd8vrK+0DclDfKDnw+ZtKstTSJOm0Ri0PMkyN1EIrrw4WK6s85xInuwyyFV87Nq1y1x55ZXm3XffNcb0io/vfe97BgDMq6++2vObO+64w2zcuFE83sLCgjl27Njidvjw4cqKD/5wcRlu24vkWhyNG/+4XBZJyowpn6XEQ/xams2l58by0zUsXORd8avwcoVQxVlQedJvQaVp4c+fv/Nx9ymNkaLnxWNQUVK0p1Dq6BQx5FzG0Euc5yOv+Dha3/rO83Ho0CFz4YUXmh/84AeLn0ni48iRIz2/u/322831118vHnP79u0GAJZsVREf+MKOjnbdx8PD3Z5s0oaWpmPOejE6m+uVHtv2OSKJrbiyZeX54HE0UnnK8HxQUWfrWVJsQ1t1GM6SiGvIucCq85h7VtDET9hJ4Z5TW/xHGiNFz4sxJmXWQSldfF3fg7QkmclSl9lLuYmPxx9/3ACAGRoaWtwAwDQaDTM0NGT+/u//3oQOu1Td8yGpdd+erKuScY9Jlg11qOfD1fCFeD54GbiA8IWe25ZVsmjiAnRDflN2RHpS4owh93zUObdHlvB3XaoXeQVMSu1V0g6TT3ni9pHuRRWmiFYZmrel6u9SbuLj+PHjZm5urmdrt9vmc5/7nJmbm1sMOL3//vsXf3Pq1KnaBZzSF4I3EBi97uP5qHLjG2c40zZ8VEAkSVlsM/JlJE0KyY3C6wPeR5rfoa4NbWidUM+HHeoFyLNHKwmdpOLXpz2j+/gMw1VlimiVQa9Vo1H9d6nQJGN02MWYaKrt2NiY+fa3v23m5ubM9PR07aba+hgZn2yPg9z4pvF8SIG9Li9NniRJyqYocfj0+LNqP3iulaTil74LtqFV39l+iM99qGOwdh6e7DrYkVLFByYZW716tRkZGTHXXnutmZub8z5e2eLDN/8FqnXJ8NR1RkZVqIJht80G8hGlipIFVfSchryLvgHIIbFEdQlmxmdHF/jjKxr3I5pePSEhwoN6PvgLmdRYDnrvWRqiKMvr4RIeExPdMg4P947J9mujouSDy0BXscebRxsVJ7J4e1B1qNcXJyxMTfUOtVVJUGZJiP1uggIAALOzALt2+e9/+jTAzp0A77+/9LvR0d6/69cDNBrRX8XOzAzAwYMA77wjf79lS3FluekmgKbl7Xj77aiMjUZUD86ejT6fni62jHVgdhZg3bror7KU557r/t20CeCccwCmpqK/zzwDcOBAtepUpxOVr9PJ7pjbtkXH3LZN/v7gQYB2O/r35GRUnzZtAhgerma7OjMTtRErVgBcf33UjvzkJ5HsQGzXSun7d6cAMRREWZ4PnpgH1ankDbEFFfIeCu0R+6j2Oqn7PMD7KD2LMu6J1CNzlXFQ4eP7mNem0+m+A/26umpa6PR0Xp+qnrWXtnuunEZZQrOWVvXdo/eFTnEeHg6b2VPFYbc4dNglATbxwT+XXi5bJYkTLVlSRRdtUmxBnkUHnLnuKW9Y6hQMlzVSXhn+uYoPGVcSQ2pU6X5Vedfp0hNFCQG89unprmDj7WqRSy7EPQs61BL3DvAh5qQB+2Wi4iMBaExwTRMaMBTXw43zfNCVZPMoNxVJNMCpztjiLdKieQWyRzKc3GNY9/qYJ7ZlG2hgotQele0ZoW1OXp6PJEKL3se833WXd5SWQ8og7Sp3Hb0exqj4CMZm6NAdOjXV7eXm7VaUcKlgWzbTsleuTNs7wwaZZmpMM89dcmtXzV1bV6TGtspu8aoh1Uue8dg23FcmeXhgbN6zECPMM6nmmUNEugdSm+xTBi7W69iJVPERiEt8UCXKCVnLgva4bb1vW1S3K2GXq+EvUzVnpdylFzlJTyYvT4oiP+sqrDNRF2zCWKqntI0ooyOUN/ya0xjhsrycUpscUoa6DrkYo+IjCF/hIVWCECNGM/nZxiRtDY5PZaTHrIJq9ikDNg6uVS7x2tOKB/V85EcV6lud8Ulkh9Sh7qZJClaH68uTTqfXa6jDLgVSRfFhI6nnw5aErG7z2dPCXfMu16StgQ7pVavwUMrAJc5c2Xylulr1lYN9M5sqMugxaTb73/OheT482LRJ/nzfvugV27cv/hiYE2TnToAHHojmtT/wQO8+Bw/2Njn9zk03AQwNRXP3m02AkZHoXuM8fjrH3Zbr4L33/M+HeVcUpUgwf83MTO/ny5d383y4aLW6/w5pc8pAukZlKbbcT5jz5OtfB3jrrWrleMmahjHVMnPHjx+HsbExOHbsGKxcuTL38zUafvtNTER/d+yQK8Ty5QAnT0YG7sSJ7Mrnw9QUwKFDkRE/eLDYc2cFfw5DQwBnznSTD915p/y7VitK9JXkPNWq+Uq/MjsbGeVt23rbDt+2p071FK+VtkOu8tvuTb/Tr+1QiP0eeM+H74N/++1ou+ce+fuTJ3v/FsmhQ71/q0ZohtfR0cgrMjEBMD9vv+edTpjwAIiykA4NRX8VpQi2bJEzlfp64qqWwdMH9NbEXaPNK9QPzM5GbU2jEXWi8DMuOhuNqK1rNKKsrX2b0ZQx8J4PysQEwNGj8neNRiRUJiYidxhHPR92fFS+by8w7jiKUldmZ7tC+9xzezsTdanv69ZFbdDUVCS44uCeD3oPbF7mKjM01F1ugdPp2D24FN97V0XU85GQt9/uriFAmZwEeOihqFLs2CH/9sSJqIEoWngAdGNFqig8ALr3VLq3AH7Cg4fgKUq/sWVL1LF5663e9Uxs700ViVunhbNlS/Q+33ln1A5s3dr1MufhDWk0ulse2IRHowHwhS/4HcP33tUdFR8MDOii28GD0UuybVv0QgyKWywrXEFytmBeRckbXLgLXd5DQ9m+25s2RYHUjUb079nZyEPabEZ/485V9eBSCt5LgPB2knp46LB1VkbYtkBbke24MW6PCIqh0dGut6fvFyTNeeZNMGWlV/eh7tOgqkKnszQLYZKpzooSAp/ymvcChnQq+dDQ0sRTUkruurYp9Nowp45vluWs33uaF8k1lTmP9YZ4u8bLg2vz4PeuFPl1bAM1z0fG0MWMpAQw+D3m6Wi3q9+YlFk+W0p4adM1WJQsoMmb8L1F8cENRlaZMaenu8ceHXWvd1PXtTwQnt8jJMuyr/iIa7OkzKLShnmW8lrsME408DW/bNdV9ZwuEio+MoKvp4AVhGcbjavwVVzMrMzGzpYwbHS02oJNqS90KXasX7YVZWk24iygC7DZ2oKqd1Z8oMaSX08W10cX15uY6BpxNM6+nZqyF9+0lSuuLc5r8b4sUfGREbQyu1YllDwfeTZmcdCeXFyZq/ICVlGgKf1DSH3Psi7StP559bTrQBadHXwu6LmQhjd8BEjZAo9nsuai2EYdhmFUfGREmlTBZRrWEDVdFvzl8xFMilJl+HvOOyGDVq87nUgoNJvRvcjb84HEiY8ysXnbbPeFrpOjno+cqZL4MCad1yLNAktpKLPB8xVarsaBr3mjKGnodLoeCGqosvb+8baC1ulBXNmXeiHSeH1pzF3I87IFmxYdQ0HrGfUA+QiiqogmX1R8ZEiSBooHphZdcbiLkyvmPD0xvmJNcj3SIS5FyQppeXPqvs/KO4jHbbejnjl684rufFQF6vlI09bQeB3uLY2jCt4P2h5Te+JjW8rqwCZFxUeG2FagRaQKxF+SonvyvEz8pZMEQlaR1b7Cht8jKjw07kPJEltAabPp37HweT9shq6qQ591wRXLEQdtj8qaPVJ2fF2RqPjIkLiKLgVScc9HUpeja2peCD6ejzx7BdLLJ3mHVHQoeUHrvFT/4wxEqIu8zKHPfoV7S308H6HwoRpj6hFrURVUfGRIEs8HkmR4g45v2npQeSjpPHsFdc9hoPQ/cdNh03g+FH/ihhnyDt6Xnl3Rz7LOYifEfmt69Rhca7Zs2gRw110A11wjL4B07bUAIyMAu3f7pxHHVR4ffXTpd5huOOlKkLY0wwAAt90Wrclw221hx/Q5R+h6D4pSJo8+CnDmTO876JPq3Jju6qXI1JQuxxBC3Arde/dGz2bv3nzOL62jMz7e+zdPZme7i5vaFjntGwoQQ0FUzfNB4XEcdFiFKnJbMKUP1PNBz0F7AkmDYG0xKFJ5bceI63Wol0OpI/SdStO7xiBL+i4Ncn6PUOI8H/0WP0GXmhgf741t6XfPh4oPC7b52Gm2MqHxFXw2ia28XKT4zGTpt8ZBUZIgzbBR/Igb6i6KvNsyybbYphPXpV3VYZcM2Lo1GtrYujWb442OJvvdpk0A55yTfPVX/P1FF3VXTrz55t59Jifl39IVJgEAbropWvnzppviz/vVr0bn425oRRkEtm3rfecfeaS8stQFXF0Y252TJ8sdsko6vO2i0ehu0nG/9a3onH/8x/mXpWxUfFh4993ev0jIuN/0dFfTSjEjcczOAuzatXT82ed3GHeB49evvhot6WwMwM6dvfsfPNirv23s3Anw/vtLf0+5557oeDheaRu7VRQAdxxSnVi+PDIoy5dH/3/mmV7xvmxZOeWqE1KMQ5nGNu9YNem4770X/X3uuaX7TkwAzM/X/11ZpABPTBBVGXYJGfflM1PSIGXDs7ltJVccnSqGCY+azciFyRd5omWmGRh9XHyYMZJnbuQrhdYlOU4odVxxsmykNTn4TK6k4AyBsuocf//pMCddhFKxQ+9hHgvTVQF+jXwo29Wu8Hg6mtSuKvdGYz5qijS91iU++FoHaPhdG66HYNukSi+9+Dax1S+NRBxVieWpEy7hkba+lB1fxeMU6jxdMg1p3n++1DylnwLZ6bXwTq4r4JbfW54nyWdxurxR8VFTbFk/bQ0qVkYf0RGycaQXf9CNr3o+wrF5PrKgbM8HZ1DfjzQiweVt7qdOjetaQuqNKxcUfl/0SuEh9rthjDFlDvtwjh8/DmNjY3Ds2DFYuXJl2cUplE2bohgPG7YnNTsL8IUvRDEdcTSb7v3a7aW5DGZno7HXbdu6+UyGhqLjNJtRTImiKF3Wr4/G7aX3qZ+R2grFn6mpKE5ucjKKnYsD7/c110S5T4yJft9qRe3y2bNRW/3++/mXHSDMfqv4qBg4IwWZnIwqk6sR479xUa2nrSiKUn1QFAAU3+GanQX4F/8iartHR92TF6gtGB0FOHUqmp3omiSQJSH2W2e7VJyvfCWqdDbhgdH1caBjThkM6JS+OpB2Srmi5AmdtefjYc6SmZlu283TH3Bare6/H3ggfnZimaj4qBjG9ObduPPOaIqVDV4Zh4Z6p/iq6FDqgJTSXFGqgi0XUhFcc43/vn/0R5GXptOJhr2qPJVdxUcFOXgwqjzI0aORh4NWoE2blrrYjKm20lXC4fkj+pWQBHaKUjTYJqNhLxK6jk1cnqktWwAOHOjG22BysnvuqZ4I0ZiPCjMx0Zt4h441YsAnUq2nqCSBikl8ntJnSnno81CKZvnyyMMdF+8hgQGp8/MAb78diacDB3IpJgBozEff8Pbb0RAKcvZsd2xcGQwwRXfS9PxKfmiMilIENN18KOgJ2bGjeiuLq+ejBtDpV6++Gnk/mk2ASy7RKW39hPaqq48tgFefl5IX6AEfH486pFVGPR99xsGD0VTbQ4cAVq6Mhlxuvrl3bE+pP4MeIDw7G7mYm83qehQG+fko5fD221Gdq7rwCEXFR03AhYaOHtWgUqWXKke0hzAzE7mWjdFZL0p/o1PLVXzUhna796+iIP2y3DYuQ99oVH/WC50SX+Y0TCU7ihTxOrVcxUflwRfittvcycaUweUnP+n9W1e2bImi+c+erYdn7+DB6J30SYOtlMf69b1J9xoNOXdSkSJep5ar+Kg8/dKrVfIjTTR81albplalGgwNdesNDllTjh5dOuSxbVtxM0J27ow8H7t2DW7dVvFRcYp8IZR6gomH4hIQKcqg4JMCHQ0/bnfe2fUeYhJHFb/5ESQ+Op0OXHXVVbBy5UpYuXIlbNiwAb773e8ufv/5z38eGo1Gz/bRj34080IPEjxjXVmg63L9+nLLoSylX6LhNQhPyYomsWzj41G+JB8BcfJk5GWWVhenbWC/BHmXSVCejz//8z+HoaEh+OAHPwgAAA8//DD8+3//7+HFF1+EK664Aj7/+c/Dj3/8Y/jmN7+5+Jvh4WGYcC1OwtA8HxFVW5pac1AoeXPOOZErusglwJXBpNmU27FGw699GxqK6mreGUPrRm55Pj796U/Db/7mb8Lll18Ol19+OezYsQPOPfdcePbZZxf3GRkZgdWrVy9uIcJD6VK1WA+dbaPkjQbhKUVxyy29/5+cdOdwabe7bd/wcFckb9vW9YgMD0deO/WI+JE45uPMmTOwe/duOHHiBGzYsGHx8z179sCFF14Il19+Odxxxx3wxhtvOI9z6tQpOH78eM+mVC/WY98+nW2j5MvOnZrDRimGnTt7l65oNCLBgEvSt9u9Sf/27eu2gX/4h9GU8DNnojgRDGh9771o6myVOo1VJji9+tzcHGzYsAEWFhbg3HPPhZ07d8Jv/uZvAgDAI488Aueeey5MTU3B/v374fd+7/fg/fffh+effx5GRkbE4917771w3333Lfl80IddFEVRlHyhw9vobfYZSsEhQs70dLQKbVWGy4smZNglWHycPn0aDh06BD/96U/hscceg2984xvw9NNPwy/8wi8s2fe1116Dqakp2L17N9x4443i8U6dOgWnTp3qKfwll1yi4kNRFEUpjJA4u02bAHbv7h2mSbLqbL+Rq/jgfOxjH4Of/dmfhf/4H/+j+P1ll10Gt99+O3z5y1/2Op4GnCqKoihK/Sh0YTljTI/ngvLWW2/B4cOHYc2aNWlPoyiKoihKn3BOyM5f/epX4ZOf/CRccsklMD8/D7t374Y9e/bAX/7lX8I777wD9957L/yTf/JPYM2aNXDgwAH46le/Cueffz789m//dl7lVxRFURSlZgSJjx//+MfwT//pP4XXXnsNxsbG4KqrroK//Mu/hI9//OPw7rvvwtzcHPzJn/wJ/PSnP4U1a9bAP/pH/wgeeeQRWLFiRV7lVxRFURSlZqSO+cgajflQFEVRlPpRaMyHoiiKoihKCCo+FEVRFEUpFBUfiqIoiqIUiooPRVEURVEKRcWHoiiKoiiFouJDURRFUZRCCcrzUQQ481dXt1UURVGU+oB22yeDR+XEx/z8PAAAXHLJJSWXRFEURVGUUObn52FsbMy5T+WSjJ09exaOHDkCK1asgEajkdlxcbXcw4cP923ysn6/xn6/PoD+v8Z+vz6A/r/Gfr8+gP6/xryuzxgD8/PzsHbtWmg23VEdlfN8NJtNuPjii3M7/sqVK/uyMlH6/Rr7/foA+v8a+/36APr/Gvv9+gD6/xrzuL44jweiAaeKoiiKohSKig9FURRFUQplYMTHyMgIbN++HUZGRsouSm70+zX2+/UB9P819vv1AfT/Nfb79QH0/zVW4foqF3CqKIqiKEp/MzCeD0VRFEVRqoGKD0VRFEVRCkXFh6IoiqIohaLiQ1EURVGUQhkI8bFjxw645pprYHR0FH7mZ35G3OfQoUPw6U9/GpYvXw7nn38+/Mt/+S/h9OnTxRY0Q9atWweNRqNn27ZtW9nFSsVDDz0El156KSxbtgw+/OEPw1//9V+XXaRMuPfee5c8q9WrV5ddrFQ888wz8OlPfxrWrl0LjUYD/st/+S893xtj4N5774W1a9fCBz7wAfi1X/s1eOmll8opbALiru/zn//8kmf60Y9+tJzCJuDf/bt/B+vXr4cVK1bAhRdeCP/4H/9j+D//5//07FP3Z+hzjXV+jp1OB6666qrFRGIbNmyA7373u4vfl/38BkJ8nD59Gj772c/CnXfeKX5/5swZ+K3f+i04ceIE/M3f/A3s3r0bHnvsMdi6dWvBJc2Wf/Nv/g289tpri9u//tf/uuwiJeaRRx6Bu+++G+655x548cUX4Vd/9Vfhk5/8JBw6dKjsomXCFVdc0fOs5ubmyi5SKk6cOAFXX301PPjgg+L3f/AHfwBf+9rX4MEHH4R9+/bB6tWr4eMf//ji2k5VJ+76AAA+8YlP9DzTJ554osASpuPpp5+GL3zhC/Dss8/Ck08+Ce+//z5s3LgRTpw4sbhP3Z+hzzUC1Pc5XnzxxTAzMwPPPfccPPfcc/Drv/7rcMMNNywKjNKfnxkgvvnNb5qxsbElnz/xxBOm2WyaV199dfGzXbt2mZGREXPs2LECS5gdU1NT5j/8h/9QdjEy4x/8g39gtmzZ0vPZz//8z5tt27aVVKLs2L59u7n66qvLLkZuAIB5/PHHF/9/9uxZs3r1ajMzM7P42cLCghkbGzOzs7MllDAd/PqMMWbz5s3mhhtuKKU8efDGG28YADBPP/20Mab/nqExS6/RmP57juPj4+Yb3/hGJZ7fQHg+4vif//N/wpVXXglr165d/Oz666+HU6dOwfPPP19iydJx//33w3nnnQe/9Eu/BDt27KjtMNLp06fh+eefh40bN/Z8vnHjRti7d29JpcqWl19+GdauXQuXXnop3HLLLfDKK6+UXaTc2L9/P7z++us9z3NkZASuu+66vnmeAAB79uyBCy+8EC6//HK444474I033ii7SIk5duwYAABMTEwAQH8+Q36NSD88xzNnzsDu3bvhxIkTsGHDhko8v8otLFcGr7/+Oqxatarns/HxcRgeHobXX3+9pFKl40tf+hL88i//MoyPj8P3v/99+MpXvgL79++Hb3zjG2UXLZg333wTzpw5s+QZrVq1qrbPh/KRj3wE/uRP/gQuv/xy+PGPfwz/9t/+W7jmmmvgpZdegvPOO6/s4mUOPjPpeR48eLCMImXOJz/5SfjsZz8LU1NTsH//fvi93/s9+PVf/3V4/vnna5c10xgDv/u7vwu/8iu/AldeeSUA9N8zlK4RoP7PcW5uDjZs2AALCwtw7rnnwuOPPw6/8Au/sCgwynx+tRUf9957L9x3333Offbt2wftdtvreI1GY8lnxhjx87IIueZ/9a/+1eJnV111FYyPj8Pv/M7vLHpD6gh/FlV7Pkn55Cc/ufjvX/zFX4QNGzbAz/7sz8LDDz8Mv/u7v1tiyfKlX58nAMDNN9+8+O8rr7wS2u02TE1NwX/7b/8NbrzxxhJLFs5dd90FP/zhD+Fv/uZvlnzXL8/Qdo11f44/93M/Bz/4wQ/gpz/9KTz22GOwefNmePrppxe/L/P51VZ83HXXXXDLLbc491m3bp3XsVavXg3/63/9r57Pjh49Cu+9994SZVgmaa4ZI7T//u//vnbi4/zzz4ehoaElXo433nijUs8nK5YvXw6/+Iu/CC+//HLZRckFnMnz+uuvw5o1axY/79fnCQCwZs0amJqaqt0z/eIXvwjf+c534JlnnoGLL7548fN+eoa2a5So23McHh6GD37wgwAA0G63Yd++ffCHf/iH8OUvfxkAyn1+tRUf559/Ppx//vmZHGvDhg2wY8cOeO211xYfxF/91V/ByMgIfPjDH87kHFmQ5ppffPFFAICeilYXhoeH4cMf/jA8+eST8Nu//duLnz/55JNwww03lFiyfDh16hT87//9v+FXf/VXyy5KLlx66aWwevVqePLJJ+FDH/oQAERxPU8//TTcf//9JZcuH9566y04fPhwbd4/Ywx88YtfhMcffxz27NkDl156ac/3/fAM465Rom7PkWOMgVOnTlXj+RUS1loyBw8eNC+++KK57777zLnnnmtefPFF8+KLL5r5+XljjDHvv/++ufLKK81v/MZvmBdeeMH8j//xP8zFF19s7rrrrpJLnoy9e/ear33ta+bFF180r7zyinnkkUfM2rVrzWc+85myi5aY3bt3m1arZf74j//Y/N3f/Z25++67zfLly82BAwfKLlpqtm7davbs2WNeeeUV8+yzz5pPfepTZsWKFbW+tvn5+cX3DAAW6+PBgweNMcbMzMyYsbEx8+1vf9vMzc2Z6elps2bNGnP8+PGSS+6H6/rm5+fN1q1bzd69e83+/fvNU089ZTZs2GAuuuii2lzfnXfeacbGxsyePXvMa6+9tridPHlycZ+6P8O4a6z7c/zKV75innnmGbN//37zwx/+0Hz1q181zWbT/NVf/ZUxpvznNxDiY/PmzQYAlmxPPfXU4j4HDx40v/Vbv2U+8IEPmImJCXPXXXeZhYWF8gqdgueff9585CMfMWNjY2bZsmXm537u58z27dvNiRMnyi5aKr7+9a+bqakpMzw8bH75l3+5Z0pcnbn55pvNmjVrTKvVMmvXrjU33nijeemll8ouViqeeuop8Z3bvHmzMSaaqrl9+3azevVqMzIyYq699lozNzdXbqEDcF3fyZMnzcaNG80FF1xgWq2WmZycNJs3bzaHDh0qu9jeSNcGAOab3/zm4j51f4Zx11j35/jP/tk/W2wvL7jgAvMbv/Ebi8LDmPKfX8MYYwpxsSiKoiiKosCAZDhVFEVRFKU6qPhQFEVRFKVQVHwoiqIoilIoKj4URVEURSkUFR+KoiiKohSKig9FURRFUQpFxYeiKIqiKIWi4kNRFEVRlEJR8aEoiqIoSqGo+FAURVEUpVBUfCiKoiiKUigqPhRFURRFKZT/B/kiCBFClwELAAAAAElFTkSuQmCC", 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", 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" ] @@ -384,7 +379,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -421,7 +416,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -433,7 +428,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -471,7 +466,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -483,7 +478,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -516,7 +511,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -553,7 +548,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -566,7 +561,7 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -617,7 +612,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -650,7 +645,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -714,7 +709,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -729,7 +724,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 84831/84831 [00:00<00:00, 309260.78it/s]\n" + "100%|██████████| 84831/84831 [00:00<00:00, 211146.01it/s]\n" ] }, { @@ -745,7 +740,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 31095/31095 [00:00<00:00, 327048.94it/s]\n" + "100%|██████████| 31095/31095 [00:00<00:00, 333977.49it/s]\n" ] }, { @@ -761,7 +756,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 40650/40650 [00:00<00:00, 139307.73it/s]\n" + "100%|██████████| 40650/40650 [00:00<00:00, 150057.87it/s]\n" ] }, { @@ -802,7 +797,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -841,7 +836,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -883,7 +878,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -943,7 +938,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -955,7 +950,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -1031,7 +1026,7 @@ " 3\n", " Brightkite Friendship Graph\n", " 1500\n", - " 1252\n", + " 1180\n", " NaN\n", " NaN\n", " 7.313220\n", @@ -1043,7 +1038,7 @@ " 4\n", " Gowalla Friendship Graph\n", " 1500\n", - " 2222\n", + " 2512\n", " NaN\n", " NaN\n", " 7.313220\n", @@ -1072,8 +1067,8 @@ "0 Brightkite Checkins Graph 6493 292973 NaN \n", "1 Gowalla Checkins Graph 3073 62790 NaN \n", "2 Foursquare Checkins Graph 2324 246702 NaN \n", - "3 Brightkite Friendship Graph 1500 1252 NaN \n", - "4 Gowalla Friendship Graph 1500 2222 NaN \n", + "3 Brightkite Friendship Graph 1500 1180 NaN \n", + "4 Gowalla Friendship Graph 1500 2512 NaN \n", "5 Foursquare Friendship Graph 1397 5323 NaN \n", "\n", " Average Clustering Coefficient log N Average Shortest Path Length \\\n", @@ -1093,7 +1088,7 @@ "5 NaN NaN " ] }, - "execution_count": 18, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -1124,7 +1119,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -1171,12 +1166,12 @@ " \n", " 3\n", " Brightkite Friendship Graph\n", - " 1.669333\n", + " 1.573333\n", " \n", " \n", " 4\n", " Gowalla Friendship Graph\n", - " 2.962667\n", + " 3.349333\n", " \n", " \n", " 5\n", @@ -1192,12 +1187,12 @@ "0 Brightkite Checkins Graph 90.242723\n", "1 Gowalla Checkins Graph 40.865604\n", "2 Foursquare Checkins Graph 212.30809\n", - "3 Brightkite Friendship Graph 1.669333\n", - "4 Gowalla Friendship Graph 2.962667\n", + "3 Brightkite Friendship Graph 1.573333\n", + "4 Gowalla Friendship Graph 3.349333\n", "5 Foursquare Friendship Graph 7.620616" ] }, - "execution_count": 19, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -1244,7 +1239,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -1254,22 +1249,22 @@ "\n", "Computing average clustering coefficient for the Brightkite Checkins Graph...\n", "\tAverage clustering coefficient: 0.7139988006862793\n", - "\tCPU time: 13.7 seconds\n", + "\tCPU time: 13.8 seconds\n", "\n", "Computing average clustering coefficient for the Gowalla Checkins Graph...\n", "\tAverage clustering coefficient: 0.5483724940778376\n", - "\tCPU time: 1.5 seconds\n", + "\tCPU time: 1.6 seconds\n", "\n", "Computing average clustering coefficient for the Foursquare Checkins Graph...\n", "\tAverage clustering coefficient: 0.6527297407924693\n", "\tCPU time: 17.5 seconds\n", "\n", "Computing average clustering coefficient for the Brightkite Friendship Graph...\n", - "\tAverage clustering coefficient: 0.10119211009293606\n", + "\tAverage clustering coefficient: 0.0798461919826572\n", "\tCPU time: 0.0 seconds\n", "\n", "Computing average clustering coefficient for the Gowalla Friendship Graph...\n", - "\tAverage clustering coefficient: 0.17457861725067245\n", + "\tAverage clustering coefficient: 0.17020576105278323\n", "\tCPU time: 0.0 seconds\n", "\n", "Computing average clustering coefficient for the Foursquare Friendship Graph...\n", @@ -1321,12 +1316,12 @@ " \n", " 3\n", " Brightkite Friendship Graph\n", - " 0.101192\n", + " 0.079846\n", " \n", " \n", " 4\n", " Gowalla Friendship Graph\n", - " 0.174579\n", + " 0.170206\n", " \n", " \n", " 5\n", @@ -1342,12 +1337,12 @@ "0 Brightkite Checkins Graph 0.713999\n", "1 Gowalla Checkins Graph 0.548372\n", "2 Foursquare Checkins Graph 0.65273\n", - "3 Brightkite Friendship Graph 0.101192\n", - "4 Gowalla Friendship Graph 0.174579\n", + "3 Brightkite Friendship Graph 0.079846\n", + "4 Gowalla Friendship Graph 0.170206\n", "5 Foursquare Friendship Graph 0.183485" ] }, - "execution_count": 20, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -1437,7 +1432,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -1447,44 +1442,44 @@ "\n", "Computing average shortest path length for graph: Brightkite Checkins Graph\n", "\tNumber of nodes after removing 60.0% of nodes: 2598\n", - "\tNumber of edges after removing 60.0% of nodes: 45614\n", + "\tNumber of edges after removing 60.0% of nodes: 45813\n", "\tNumber of connected components with more then 10 nodes: 1 \n", - "\tAverage shortest path length: 3.24ngth of connected component with 2262 nodes and 45540 edges \n", - "\tCPU time: 8.1 seconds\n", + "\tAverage shortest path length: 3.13ngth of connected component with 2281 nodes and 45750 edges \n", + "\tCPU time: 8.3 seconds\n", "\n", "Computing average shortest path length for graph: Gowalla Checkins Graph\n", "\tNumber of nodes after removing 60.0% of nodes: 1230\n", - "\tNumber of edges after removing 60.0% of nodes: 9839\n", + "\tNumber of edges after removing 60.0% of nodes: 10319\n", "\tNumber of connected components with more then 10 nodes: 1 \n", - "\tAverage shortest path length: 3.72ngth of connected component with 1035 nodes and 9798 edges \n", - "\tCPU time: 1.3 seconds\n", + "\tAverage shortest path length: 3.61ngth of connected component with 1036 nodes and 10290 edges \n", + "\tCPU time: 1.4 seconds\n", "\n", "Computing average shortest path length for graph: Foursquare Checkins Graph\n", "\tNumber of nodes after removing 60.0% of nodes: 930\n", - "\tNumber of edges after removing 60.0% of nodes: 39909\n", + "\tNumber of edges after removing 60.0% of nodes: 37891\n", "\tNumber of connected components with more then 10 nodes: 1 \n", - "\tAverage shortest path length: 2.19ngth of connected component with 884 nodes and 39908 edges \n", - "\tCPU time: 2.4 seconds\n", + "\tAverage shortest path length: 2.23ngth of connected component with 893 nodes and 37890 edges \n", + "\tCPU time: 2.3 seconds\n", "\n", "Computing average shortest path length for graph: Brightkite Friendship Graph\n", "\tNumber of nodes after removing 60.0% of nodes: 600\n", - "\tNumber of edges after removing 60.0% of nodes: 197\n", - "\tNumber of connected components with more then 10 nodes: 7 \n", - "\tAverage shortest path length: 18.11gth of connected component with 12 nodes and 12 edges \n", + "\tNumber of edges after removing 60.0% of nodes: 204\n", + "\tNumber of connected components with more then 10 nodes: 2 \n", + "\tAverage shortest path length: 7.01ngth of connected component with 14 nodes and 15 edges s \n", "\tCPU time: 0.0 seconds\n", "\n", "Computing average shortest path length for graph: Gowalla Friendship Graph\n", "\tNumber of nodes after removing 60.0% of nodes: 600\n", - "\tNumber of edges after removing 60.0% of nodes: 390\n", - "\tNumber of connected components with more then 10 nodes: 1 \n", - "\tAverage shortest path length: 7.42ngth of connected component with 183 nodes and 295 edges \n", + "\tNumber of edges after removing 60.0% of nodes: 374\n", + "\tNumber of connected components with more then 10 nodes: 3 \n", + "\tAverage shortest path length: 12.07gth of connected component with 79 nodes and 108 edges \n", "\tCPU time: 0.0 seconds\n", "\n", "Computing average shortest path length for graph: Foursquare Friendship Graph\n", "\tNumber of nodes after removing 60.0% of nodes: 559\n", - "\tNumber of edges after removing 60.0% of nodes: 766\n", + "\tNumber of edges after removing 60.0% of nodes: 860\n", "\tNumber of connected components with more then 10 nodes: 1 \n", - "\tAverage shortest path length: 4.12ngth of connected component with 298 nodes and 704 edges \n", + "\tAverage shortest path length: 3.65ngth of connected component with 279 nodes and 786 edges \n", "\tCPU time: 0.1 seconds\n" ] }, @@ -1517,32 +1512,32 @@ " \n", " 0\n", " Brightkite Checkins Graph\n", - " 3.240467\n", + " 3.125381\n", " \n", " \n", " 1\n", " Gowalla Checkins Graph\n", - " 3.722806\n", + " 3.614332\n", " \n", " \n", " 2\n", " Foursquare Checkins Graph\n", - " 2.193105\n", + " 2.234452\n", " \n", " \n", " 3\n", " Brightkite Friendship Graph\n", - " 18.110258\n", + " 7.01471\n", " \n", " \n", " 4\n", " Gowalla Friendship Graph\n", - " 7.416622\n", + " 12.070457\n", " \n", " \n", " 5\n", " Foursquare Friendship Graph\n", - " 4.1225\n", + " 3.64609\n", " \n", " \n", "\n", @@ -1550,15 +1545,15 @@ ], "text/plain": [ " Graph Average Shortest Path Length\n", - "0 Brightkite Checkins Graph 3.240467\n", - "1 Gowalla Checkins Graph 3.722806\n", - "2 Foursquare Checkins Graph 2.193105\n", - "3 Brightkite Friendship Graph 18.110258\n", - "4 Gowalla Friendship Graph 7.416622\n", - "5 Foursquare Friendship Graph 4.1225" + "0 Brightkite Checkins Graph 3.125381\n", + "1 Gowalla Checkins Graph 3.614332\n", + "2 Foursquare Checkins Graph 2.234452\n", + "3 Brightkite Friendship Graph 7.01471\n", + "4 Gowalla Friendship Graph 12.070457\n", + "5 Foursquare Friendship Graph 3.64609" ] }, - "execution_count": 21, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -1613,7 +1608,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -1623,38 +1618,38 @@ "\n", "Computing the approximate betweenness centrality for the Brightkite Checkins Graph...\n", "\tNumber of nodes after removing 50.0% of nodes: 3247\n", - "\tNumber of edges after removing 50.0% of nodes: 71082\n", - "\tBetweenness centrality: 0.0005558468081400489 \n", - "\tCPU time: 14.7 seconds\n", + "\tNumber of edges after removing 50.0% of nodes: 67822\n", + "\tBetweenness centrality: 0.0005491138340434757 \n", + "\tCPU time: 15.2 seconds\n", "\n", "Computing the approximate betweenness centrality for the Gowalla Checkins Graph...\n", "\tNumber of nodes after removing 50.0% of nodes: 1537\n", - "\tNumber of edges after removing 50.0% of nodes: 14279\n", - "\tBetweenness centrality: 0.0014028797974253607 \n", + "\tNumber of edges after removing 50.0% of nodes: 14783\n", + "\tBetweenness centrality: 0.001392101838155042 \n", "\tCPU time: 2.4 seconds\n", "\n", "Computing the approximate betweenness centrality for the Foursquare Checkins Graph...\n", "\tNumber of nodes after removing 50.0% of nodes: 1162\n", - "\tNumber of edges after removing 50.0% of nodes: 64188\n", - "\tBetweenness centrality: 0.0009042649640325027 \n", + "\tNumber of edges after removing 50.0% of nodes: 62236\n", + "\tBetweenness centrality: 0.0009206912041184174 \n", "\tCPU time: 5.1 seconds\n", "\n", "Computing the approximate betweenness centrality for the Brightkite Friendship Graph...\n", "\tNumber of nodes after removing 50.0% of nodes: 750\n", - "\tNumber of edges after removing 50.0% of nodes: 271\n", - "\tBetweenness centrality: 8.749872081372905e-05 \n", + "\tNumber of edges after removing 50.0% of nodes: 259\n", + "\tBetweenness centrality: 2.8891760612486286e-05 \n", "\tCPU time: 0.3 seconds\n", "\n", "Computing the approximate betweenness centrality for the Gowalla Friendship Graph...\n", "\tNumber of nodes after removing 50.0% of nodes: 750\n", - "\tNumber of edges after removing 50.0% of nodes: 594\n", - "\tBetweenness centrality: 0.0011904547715432816 \n", - "\tCPU time: 0.4 seconds\n", + "\tNumber of edges after removing 50.0% of nodes: 584\n", + "\tBetweenness centrality: 0.001038085242593214 \n", + "\tCPU time: 0.3 seconds\n", "\n", "Computing the approximate betweenness centrality for the Foursquare Friendship Graph...\n", "\tNumber of nodes after removing 50.0% of nodes: 699\n", - "\tNumber of edges after removing 50.0% of nodes: 1318\n", - "\tBetweenness centrality: 0.0018419685581777135 \n", + "\tNumber of edges after removing 50.0% of nodes: 1336\n", + "\tBetweenness centrality: 0.0018510961526383627 \n", "\tCPU time: 0.4 seconds\n" ] }, @@ -1687,32 +1682,32 @@ " \n", " 0\n", " Brightkite Checkins Graph\n", - " 0.000556\n", + " 0.000549\n", " \n", " \n", " 1\n", " Gowalla Checkins Graph\n", - " 0.001403\n", + " 0.001392\n", " \n", " \n", " 2\n", " Foursquare Checkins Graph\n", - " 0.000904\n", + " 0.000921\n", " \n", " \n", " 3\n", " Brightkite Friendship Graph\n", - " 0.000087\n", + " 0.000029\n", " \n", " \n", " 4\n", " Gowalla Friendship Graph\n", - " 0.00119\n", + " 0.001038\n", " \n", " \n", " 5\n", " Foursquare Friendship Graph\n", - " 0.001842\n", + " 0.001851\n", " \n", " \n", "\n", @@ -1720,15 +1715,15 @@ ], "text/plain": [ " Graph betweenness centrality\n", - "0 Brightkite Checkins Graph 0.000556\n", - "1 Gowalla Checkins Graph 0.001403\n", - "2 Foursquare Checkins Graph 0.000904\n", - "3 Brightkite Friendship Graph 0.000087\n", - "4 Gowalla Friendship Graph 0.00119\n", - "5 Foursquare Friendship Graph 0.001842" + "0 Brightkite Checkins Graph 0.000549\n", + "1 Gowalla Checkins Graph 0.001392\n", + "2 Foursquare Checkins Graph 0.000921\n", + "3 Brightkite Friendship Graph 0.000029\n", + "4 Gowalla Friendship Graph 0.001038\n", + "5 Foursquare Friendship Graph 0.001851" ] }, - "execution_count": 22, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -1759,7 +1754,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -1897,7 +1892,7 @@ "5 0.001803 -0.05 " ] }, - "execution_count": 5, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -1934,7 +1929,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -3859,9 +3854,9 @@ } }, "text/html": [ - "