{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/nekorobov/.local/lib/python3.5/site-packages/sklearn/cross_validation.py:41: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. Also note that the interface of the new CV iterators are different from that of this module. This module will be removed in 0.20.\n", " \"This module will be removed in 0.20.\", DeprecationWarning)\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import math\n", "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn.model_selection import cross_val_score\n", "from sklearn.neighbors import KNeighborsClassifier\n", "from sklearn.preprocessing import StandardScaler, MinMaxScaler\n", "from sklearn.decomposition import PCA\n", "from sklearn import cross_validation, metrics\n", "\n", "from matplotlib import pyplot as plt\n", "from matplotlib.pyplot import cm \n", "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv('data.csv')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def split_data(df):\n", " Y = df['Type']\n", " X = df.drop(['Type', 'Id'], axis=1)\n", " return X, Y" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "X, Y = split_data(df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is correlation matrix below, so we can realize that the Type of Glass is independent from K and Ca. Moreover, features are pretty correlated between each other, so we definitely can use PCA or another dimensionality decreasing method without great accuracy loss. I'll show it later." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "fig.set_size_inches(12, 12)\n", "plot = sns.heatmap(np.corrcoef(df.T), annot=True, fmt=\".2g\", linewidths=1, xticklabels=df.columns, yticklabels=df.columns)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we build the decision tree, we will get features importances, which shows the medium importance of Ca regardless to the previous discussion. Mg, Al, Rl, Ba are important features, so it's correspond to the correlation matrix." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clf = DecisionTreeClassifier(random_state=0)\n", "clf.fit(X, Y)\n", "plt.bar(X.columns, clf.feature_importances_)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def draw_ff_plot(X, y, f1, f2):\n", " plt.figure(figsize=(5, 5))\n", " colors = cm.rainbow(np.linspace(0, 1, 10))\n", " for n in range(7):\n", " plt.scatter(df[df.Type == n][f1], df[df.Type == n][f2], color=colors[n], label=n)\n", " plt.xlabel(f1)\n", " plt.ylabel(f2)\n", " plt.legend()\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On the scatter plots we can see projections of data set to the different feature-axis. There are no clearly independent clusters." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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FWByFhoMBmhth4ZoIa7uHkmr6Zs8Qy1odp3cGONF7ctZ70cHZLPvAJjTrPZGbBESyzZwr/jWD7e3tbuvWrYUuI6P40a6Jpxb68CVdfk7Vubt3e14RG2DbGz2XObXWGDtuOsXz/Ta/GOX/+2tHdKTUztPD7FkRSt71PP6WE10tlfDnDe8r+GC/ccHmaj62Gu69e/L/Ti/fcGLSX6tIOmb2unOuPdOfm9F35mRbLo92TTded6rfP6WF8yuv8PHFzxm1s2OPPY+GMAhEJnHZYYyGarpPDlU53ljZz7ffCU/p/u+ZcpOAFBcFZRalO8I1G0e73l9fT6Uld+3i43hT3Q5u5RU+vv+3fp5/2k+42jtoIgGozeYVbcLWbV99YfL7VJbD1ndSejStmEU1VHuGYjaOdo2P1z3S3T1mHG+gLXncDia3cH7zi1GCA8aQxxrKuiB052Df3WE/vN0SBqpG2zb29o75+i5nL0e7NxGO9BDwz+Ev2j7Mp7csmvLXKjIVCsosarc2zzHKdmvLyvuvqa31nOCIT2JMdSb4iXWO1mBg7BhlFHrHC8lhTo5fTqFDl7i43WtW/8edrzGfLVQQW08ZjvRw+vDz/M7QNTwROotQlaPRb/yPS8d+rcd7dyQFbHP9Kupql0++SBEUlFm12LcQouRk1juT6WwH13kMmtzIiYtnhwlVxU5rHPY5Iul2RYvC4jeDzDsW4MUr+zyXE2XS6D+Zrl6z+rewbTQk4yoqwnx8xc/Z8fXzAJgVhIZ5FttyZcTx3h0c6noW52JHWIQjPRzqehZAYSlToqDMssW+hSwm98GYLbuie1jz2HZm1ffT31XNju+v4MDm2FneWz7Wl/Z18YgLBE6e2DjezkKpz32wp4r/sfTkOkmvu3Aa8P78+rqT2wXEt29becXJ5492bxoNyTjnwhzt3qSglClRUM5g8eVMlXNjQwU1Tf203/1LTtRH+JeB08Z9rfPFep9NmwMEBwzfGQNjdhaqO6uPUxb2UTGyP3B8LspfOUzDkn6qmqqBWMqe6vdzOCUsj1FDk0dYdh9PXgYUXzyfeLntxatdi9dlIjTrPYN5LWfyz4py0Q3vEKp2Gccd42OM894NeO4sZBXgC8YCMmXCnmjFyU0vNr8YJfzLWWPWFP0j5zOc8m95KOTn+Z9cldTW1HDycjtdSAIE/HOSHpfDue2SHwrKGSzdsqW6NNulpZo1aJxSG7vt0Z9mZ6HxHI5E2PxilD97pZdj5/QnB7OD5toVzGu6YTTgopE5/PMPP8a2N889WUMwtnWc1+V2IrMAzfWrktpmyg73Mn3jXnqb2dnOuXfN7AKv551zb+SmLMmHdMuZjg9W0nxht+dYY5wvCr83L8iVS41vPO7wHfcRrZ/cAvIKYuOLXZ8Zu80aBj8fGOCBpuVJ44pdl0XZu8/FJqAaYiG58gof7+wevyfpNeutxesyUZnGKL8I3AM8PPI49SdoZdYrkrzxWs4UjlbwUm8r/spYDzG+i3mNHyp7qzzH8r7xeMRzY4tMhomNL05mm7X4Tu2pAv45npfdAf8cfuuM+z3ffybtcC/Tkykov2VmpzrnrgIws7uIbYu2F/hKbkuTXPNazvTMsRZ+PZi8q2+FD05ZMMDrZ33I830qKmD2m7F7IXuu6SFaF6Wiv4LhWcPj/4SFKhj6rXDa3uhktllrrl+VtCQIvC+3Ez3QVjmthfoyc2T6Sfwb4GoAM7sS+HPg94mdhbMWuCWn1UnOpS5nemhgt+ckzmBF+jHI+JEOs9+cPRqYnaeHeW/lCWoWD4zujJ44oTMchZ49VRw5K8T8rbMZ/vCJpN5oYDj9Nmte4pfVk1lkPt2F+jJzZApKn3Pu/ZHf/3tgrXPun4B/MrPp7/QgRScyVDF62Z3avnzDCc8gaW5M3rKt8/Qwu84LwfFK+l73XkeZOO55tMbPeS/Us//fxXqj9VEff3Ta3EkfLlZXu3zS6yRzcW677goqPxmD0sz8zrkIsQPC7pnEa6UE+d+rZnjeB0lLfYajsd3NBzz2ftzY28uu+96n2xfFd9zHnJ/M4UBDBaQsFfLaxzLuAwcbf78OqMvFl5RXuiuoPGVaHvQU8DMz+wEwALwIYGZnAumnGaVkfWVBHf27a4gMVuAcRAYr6Pm3mtGQS1w+E78/u9sfBYNofZTum7rxzZvY8qJEyzecKIv1i+PdFSSla9xeoXPuq2a2CTgN+Kk7uctvBbGxSikzsZ5iPQ9tr/KcEYbY8pn1u0N8JXQMUma5XdBRv2iAgWOTmxApl53KJ3NXkJSOjAvOnXNbnHPPOOf6Etp+rTWU5St+MmVrmmUy9bOM+7YM4AJpJniCwwSmsMKmHBZ7p979k6ldSoPuzJG0HmirpCplrLHKB845BqLpj68lVEE48x2Qnkp9sXdz/SrMAkltmZYpSfHThIyklW75zGdfjl0i9+6rStoIA04u+4HY3QlVPvgPiwJ8+9/CRCeQgZNd7J2NGeZszlJPZZmSFD8FpYwrcflMfKedeN55HV+bervjQBSe2R+ZUEhOdrF3NmaYczFLPZVlSlLcFJQyIanHxMaNLvsZ58TG94fGT0mDKS32zsa+k9q7UiZCQSkT4rXTDjD5I21TTOeY2WzMMGuWWiZCkzkyrvW7Q2nP0h41TkgaUJ+mk2hM777qic4wx7+GuU/2jFmvqVlqmQj1KCWtdJfbk+GAc1o7+PC5O6mvHqC7v4rn3lzC9n2tfOaswLTWTE5kI4zUryF1veZUNtOQmcecK/7lGO3t7W7r1q2FLmPGydSTrIhARRQi4xwsdsH8Dm69eAdB/8m0dQ5sOMCH/RdN++C1TDPW6b6GxEt+3Zs9c5nZ68659kx/Tj1KSSvtmkYHwQFj3rux9YJjjrkdYcB15+1MCkkY2UXIF+Yl92rsNMdphGWmGeaJbM6rWWrJRGOU0zTe+Fep2hXdw9ORZ/jG7Rv58g2bOH9+R9LzwQHjgs3VNB0K0HQowMK3ggT7DdzJH6jWGsMB9dXp7/uOEuXZvm1pv3fZ+N6mW5epzXllMtSjnIZM41+lKH4yY5QoZjC3ZoDbLt4BwLZ9rVREGO1JxsUDE2Jbrj3xV7Efq+UbTtDdX8Xccc7gqa0aSDrYC2Lfu2x9b7U5r2SDepTTUI6HU3mdzBj0R7n+vJ1UDRkL3wqOhqKX+NGxAL/dFuXlE62Eh9P/mHX3V43+PvF7l63v7a2Lgjx6aRWtNYYR6+k+emlVyf5DJoWhHuU0lOPhVOlOZpxbM8B3ltTw2M8cQ+O8vqkh9t+Nvb08Z8cZDDdS8b7jqvq9VFVEknY5D0V8PPfmkqTXx793431v7/p8ZMzhYuPJxea8MrMoKKehHA+nSncyYw3VI4EU5Yl1LmlH87j40bEAj3R3MziyouLd/ibe7W/i7OpOPlJ3gBr/ECf6q/jh9iVs29ea9B7x7126721wwEY/+2gXPLbWAdGMYSkyHQrKaSjH8S+vkxl9+Gi3NiD5FMTNL8ZC06t353WC4rv9Tezsb+LtRYtY3xXi3Y7ksUtfFG6uio1P9oXHhqQvCq3/mnzZPxSC//mE44l1k+tlikyGgnIayvFwKq+TGdutzXMJT7qjYyF2guJhj7CMn6xY1TREy4XH6fNHiQ5V0P+baj70f2r5id/xN8cGSL09fO4sY+6WAI0e46MnemO/QL1MyQ0tOJ+B4rsA5TLc48dEDCb8fFWa8SeNsaNwU5+zkFG/oZ5fN1QQqvZeIH7BpmrPS34vibPv2TZeT3omCofDdHR0MDhYvJOYlZWVtLa2Egik7hVa4AXnZrYEeDqhaRHwANACfBwIAbuATzvnjueqDkmWqyVNqeFx0flVnDYw9mTF6u3V/MHsDkJzxh4h0XNND6F3vA8Y6+hzDP4//TRuC1C3P/2se1zi7Hs2bX4xymNrHUMjSzrVg4WOjg5qa2tZsGABZsU3Pu+c49ixY3R0dLBw4dRubsjZ8iDn3E7nXJtzrg24EOgHngFeAM51zq0Afg38t1zVIGPlYklTPDyOdsVuTzzaBT96AaIvzabl6y2c8aUzaPzTFvY+XcVjax2hU7xvHo/WRQkOpP+L1hV17DkvRGhJGLNYr7F2tvefjc++Z9sT606GZNxQKNY+Uw0ODtLQ0FCUIQlgZjQ0NEyrx5uvMcpVwC7n3D5gX0L7FuCWPNUg5GZJk1d4pBoKwfObYHgYfMd9ROvHhmV0sIJQlYvtpJHm79yQg6NtYXY8FFt/mdrDg+TZ92xL11PNVQ+2VBRrSMZNt758LTi/ndjRt6k+Azzv9QIzu8fMtprZ1s7OzpwWN5Pk4pa+iYbE8MhZZJX/mrDRb/y5KJzYXxULSCP2fJrsTgz1lVf4+MI9RnMjo73ML9yTuzHDdD3VXPVgpTjkPCjNLAjcAKxPaf8yEAG+6/U659xa51y7c669qakp12XOGOkODJvOkqaJhkRFBXxw3gf0t/cn9Ridg/4jwaQjJEbD0kNqqK+8wscTf+XnuXV+nvgrf07HCu+63ZiVMpSbyx6sTMyPf/xjlixZwplnnsnXvva1rL9/PnqU1wFvOOeOxBvM7FPAGuBOVwrT7mUkF7f0eYVHqllBuG4V9FzTg0s5C9wMKueOXUqExbZyS1Todar57sGWox3fhUcWwJ9UxP67w7OrNHHRaJTPf/7zPP/88/zqV7/iqaee4le/+lU2Sh2VjzHKO0i47Daza4E/BD7snPO+X05yKtu39CXesXNy1ht+uY0xS2j+epf3RI5v1tgzwuNbuR06J8zgrOJZp5q4fnT97hD3bR/k4JPFU18x2/FdePYeCI/8ze/ZF3sMsPzOqb3na6+9xplnnsmiRYsAuP322/nBD37AsmXLslBxTE6D0sxqgNXAZxOaHwdmAS+MDLBucc79Xi7rkNwbb/F5ovqoj27/2LAcTjkjPL5LUWtXgK8vCRZlj60cd4/KtU1fPhmSceH+WPtUg/LgwYPMmzdv9HFrayuvvvrqNKocK6dB6ZzrAxpS2s7M5WdKcfuj0+byx0e6CFecvPwODBs3Vc7hn2uMg30Ofzg2brnr/BA9/jDHWiqBWFAW02Lv8ZZaKSi99eyfXHux0C2Mkldramt5Z+cw63zHCZ0SJXjCx+3ROv7f9jn86aKxvbSu6MleWsNBn+di719W9fBCcw/vRSKc6vdzf309a2prc/61lOPuUbk254zY5bZX+1S1tLRw4MCB0ccdHR20tLRM/Q09KCglrza/GOWVtTWcGqoZbXslCI9/OMIvt8GPVwwSqk5+zUAUvrRlkH/3cnXSesnO08Mc+UgvO+d8MDrpczgS4cGu2H2Oa2prefxbkdH1mxUVsQmle+/Ozo99Oe4elWurvpo8RgkQqI61T9VFF13Eb37zG/bs2UNLSwvr1q3je9/73vSLTaCNeyWv0t3Z8qMXYj3EUJV3b6wrkry1W+fpYfasCFF9Vj8VKVfeg87xSHc3j38rwo9eOLl+c3g49jmPf8tjhn0KcrHUqtwtvxM+vhbmzAcs9t+Pr536+CSA3+/n8ccf55prrmHp0qXcdtttnHPOOVmrGdSjlDzLtDg9OGCem2Kk3tp44Owww37v2XKIbfP2/Cbvz3h+E9x794TKHVc57h6VD8vvnF4wern++uu5/vrrs/umCRSUkldNDYy7A9C8dwNjTnX0Oqcn3vOMDlXgrxwblqf6/aM9yVTp2qdCu6fPDLr0lrzKtDg99VTHYL/3OT3xHmbvviqGU2aeK824v76eijQ/3enaRdJRj1LyKt3i9P/9M0bHLhNPdUznjJ0BDraHRm97rJ0/gG/WMHXm40uNc1lTW8veVbExylTXrcryFyVlT0Epeee1OH3ZkvRn8XhZNhTgDy/1xcYHuyppGKgaMz4Ym93O3ay3zBz6iZGikO4sntk1MDAIiadKxDehWDmB8cF77/ZnZeJGZjYFpRSd1B5nMd2NI8XpM5/5DBs3bqS5uZm333476++voJSiN9595ApRAfjUpz7Fvffeyyc/+cmcvL+CUkqWzq8pTbn4x+3KK69k79692SnQgxZKSMnS+TWlx+t8pcfWOja/6L39XrFQUErJmsr5NRt7e7l6/37O3b2bq/fvZ2Nvb26KE0+l+o+bglJK1mRki/+VAAAQJUlEQVTPr4mfNX44EsFxcgMNhWX+lOrhbApKKVmTPb/mke5uBlNOHolvoCH5UaqHsykopWRN9vya9yLeuwala5fsy9XhbHfccQeXXXYZO3fupLW1lb/927+d1vul0qy3lLSJHkEBsY0yDnuE4ql+/TXIF69bWLMx6/3UU16nYWePfkJkxri/vp4Hu7qSLr/jG2hI/kzmH7dioUtvKUubX4yy5pvHWfH6Ps7ZtZvLfx07f+BPGhs5ze+P7UzU46NmXT3r/6iq6JenSGGpRyllZ/OLUf7slV6O3tA9eoZ4tz/KHx/p4s8+1MiX9rUkL1RHC9VlfOpRStl5Yp2ja1XPaEjGhStiM9ylupZPCkc9Sik7nccgWud9Kf1eJEKwRNfySeGoRyllp6kBfMe9L6FP9ftLdi2fFI6CUorO+t0hlm84wdwne1i+4QTrd4cyvyjBXbcbjZvmYKHktXmB4dgMd67W8kn5UlBKUVm/O8R9Wwbo6HM4oKPPcd+WgUmF5corfPzxZbUseKEeX7cPHNRHfPzZhxpZU1s76YXqUtwOHDjAVVddxbJlyzjnnHN49NFHs/4ZGqOUovLQ9kEGUoYXB6Kx9smcdhhbq1cH1I3z/DQKlSlbvzuU1SN+/X4/Dz/8MBdccAG9vb1ceOGFrF69mmXLlmWtZvUopagc7POeeU7XLqUlG1cMqU477TQuuOACAGpra1m6dCkHDx7MUsUxCkopKi013uOE9bNsWuOWUhzGu2LIhr1797Jt2zYuueSSrLxfnIJSisoDbZVUpQwVBiugN+Sy2guRwsjlFcMHH3zAzTffzCOPPMIpp5wy7fdLpKCUonLroiCPXlpFa41hQGuNUeOHcMrfo2z2QiR/0l0xpGufqHA4zM0338ydd97JTTfdNK338qLJHCk6t6YcQzv3yR7PP6dxy9LzQFsl920ZSLr8rvLF2qfKOcfv/u7vsnTpUr74xS9mocqx1KOUoperXojkn9cVw6OXVk1r1vvll1/mySefZPPmzbS1tdHW1sZzzz2XvaJRj1JKQC56IVI4qVcM03X55ZfjXG6vLnLWozSzJWa2PeHXCTO738xuNbN3zGzYzNpz9flSPnLRCxGZjJz1KJ1zO4E2ADPzAQeBZ4Bq4Cbgf+bqs6X8ZLsXIjIZ+br0XgXscs7tizeYaXxJREpDviZzbgcmdaiFmd1jZlvNbGtnZ2eOyhIRySznQWlmQeAGYP1kXuecW+uca3fOtTc1NeWmOBGRCchHj/I64A3n3JE8fJaIzDCDg4NcfPHFnHfeeZxzzjk8+OCDWf+MfIxR3sEkL7tFRCZq1qxZbN68mdmzZxMOh7n88su57rrruPTSS7P2GTntUZpZDbAa2JDQdqOZdQCXAT8ys5/ksgYRKS4be3u5ev9+zt29m6v372djb++03s/MmD17NhC7lTEcDmd9sjinQemc63PONTjnehLannHOtTrnZjnnPuScuyaXNYhI8djY28uDXV0cjkRwwOFIhAe7uqYdltFolLa2Npqbm1m9erV2DxKR0vVIdzeDKXfRDLrY6ZjT4fP52L59Ox0dHbz22mu8/fbb03q/VApKEcmb9yKRSbVPVl1dHVdddRU//vGPs/J+cQpKEcmbU/3e88fp2ieis7OT48ePAzAwMMALL7zA2WefPeX386KgFJG8ub++nsqUiZZKi52OOVWHDx/mqquuYsWKFVx00UWsXr2aNWvWTLfUJNo9SETyZk1tLRAbq3wvEuFUv5/76+tH26dixYoVbNu2LVslelJQyoTsiu5hq9tOH/3UUE27tbHYt7DQZUkJWlNbO61gLAQFpWS0K7qHl9yrRIltCNlHPy+5VyGKwlJmBI1RSkZb3fbRkIyLEmWr216gikTyS0EpGfXRP6l2kXKjoJSMaqieVLtIuVFQSkbt1oaP5MO2ffhot7acf/b63SGWbzjB3Cd7WL7hhM7yloLQZI5ktNi3EKLkfdZ7/e5Q0qFiHX2O+7YMAOhYCMkrBaVMyGLfQhaT3xnuh7YPJp28CDAQjbUrKCVVNBqlvb2dlpYWNm7cmNX3VlBK0TrY530Eabp2KQ2vRI/yjNvPMYZoYBY32hlc5mue9vs++uijLF26lBMnTmShymQao5QJ2xXdw9ORZ/i7yHd5OvIMu6J7cvp5LTXeewqma5fi90r0KP/gdnGMIQCOMcQ/uF28Ej06rfft6OjgRz/6EXfffXc2yhxDQSkTEl90Hl8SFF90nsuwfKCtkqrkOSSqfLF2KU3PuP2EGE5qCzHMM27/tN73/vvv5+tf/zoVFbmJNAWlTEghFp3fuijIo5dW0VpjGNBaYzx6aZXGJ0tYvCc50faJ2LhxI83NzVx44YVTfo9MNEYpE1KoRee3LgoqGMtIA7M8Q7GBWVN+z5dffpkf/vCHPPfccwwODnLixAl+53d+h+985zvTKTWJepQyIVp0Ltlwo51BMCV2glRwo50x5ff88z//czo6Oti7dy/r1q1j5cqVWQ1JUFDKBBVy0bmUj8t8zXzSFo/2IBuYxSdtcVZmvXNJl94yIYVadC7l5zJfM5eRm2D8yEc+wkc+8pGsv6+CUiasEIvORYqBLr1FRDJQUIqIZKCgFBHJQEEpIpKBJnNEpOQtWLCA2tpafD4ffr+frVu3ZvX9FZQiUhb+5V/+hcbGxpy8t4KyxK3fHeKh7YMc7HO01BgPtFXqlj8paqV49LHGKEtYfAfwjj6H4+QO4DouQYpVrnahMjM++tGPcuGFF7J27dpslJpEPcoSph3ApdSMtwvVdG5meOmll2hpaeHo0aOsXr2as88+myuvvHK65Y5Sj7KEaQdwKTW52oWqpaUFgObmZm688UZee+21ab1fKgVlCdMO4FJqcrELVV9fH729vaO//+lPf8q555475ffzoqAsYdoBXEpNLnahOnLkCJdffjnnnXceF198MR/72Me49tprp1tqEo1RlrD4OKRmvaVU5GIXqkWLFvHmm29mscqxchaUZrYEeDqhaRHwAPAPI+0LgL3Abc657lzVUe60A7iUmlLchSpnl97OuZ3OuTbnXBtwIdAPPAP8EbDJOXcWsGnksYhI0crXGOUqYJdzbh/wCeCJkfYngN/OUw0iIlOSr6C8HXhq5Pcfcs4dHvn9e8CHvF5gZveY2VYz29rZ2ZmPGkVEPOU8KM0sCNwArE99zjnnAM9Ff865tc65dudce1NTU46rFBFJLx+z3tcBbzjnjow8PmJmpznnDpvZacDRPNQgZaoU7xuW0pOPS+87OHnZDfBD4K6R398F/CAPNUgZytV9wyKpchqUZlYDrAY2JDR/DVhtZr8Brh55LDJp4903LDPL8ePHueWWWzj77LNZunQpr7zySlbfP6eX3s65PqAhpe0YsVnwnNHWYzNDru4bltw63ruDo92bCEd6CPjn0Fy/irra5dN6z/vuu49rr72Wf/zHfyQUCtHfn92fgbK7Mye+9Vh8V5341mOAwrLM1FDtGYrTuW9Ycut47w4OdT2Lc2EAwpEeDnU9CzDlsOzp6eHnP/853/72twEIBoMEg9n9u15293qPt/WYlJdc3DcsuXW0e9NoSMY5F+Zo96Ypv+eePXtoamri05/+NOeffz533303fX190y01SdkFpbYemzkW+xZyuV0y2oOsoZrL7RLNehexcKRnUu0TEYlEeOONN/jc5z7Htm3bqKmp4Wtfy+7UR9lderfUGB0eoaitx8pTKd43PJMF/HM8QzHgnzPl92xtbaW1tZVLLrkEgFtuuSXrQVl2PUptPSZSvJrrV2EWSGozC9BcP/X53VNPPZV58+axc+dOADZt2sSyZcumVWeqsutRausxkeIVn7DJ9qz3N7/5Te68805CoRCLFi3i7//+77NR7qiyC0rQ1mMixayudvm0gzFVW1tb1s/yTlR2l94iItmmoBQRyUBBKSLTFtsIrHhNtz4FpYhMS2VlJceOHSvasHTOcezYMSorp77ypSwnc0Qkf1pbW+no6KCYN9iurKyktbV1yq9XUIrItAQCARYuLO9F/7r0FhHJQEEpIpKBglJEJAMr1pmqRGbWCezL4Uc0Al05fP+pKsa6irEmUF2TUYw1QWHqmu+cy3h6YUkEZa6Z2VbnXHuh60hVjHUVY02guiajGGuC4q0LdOktIpKRglJEJAMFZczaQheQRjHWVYw1geqajGKsCYq3Lo1Riohkoh6liEgGCkoRkQxmXFCa2d+Z2VEzezuh7VYze8fMhs0s78sT0tT0DTN718zeMrNnzKyuSOr605GatpvZT83s9GKoK+G5PzAzZ2aNha7JzL5iZgdHvlfbzez6fNaUrq6R9t8f+fl6x8y+Xgx1mdnTCd+rvWa2Pd91pTPjghL4NnBtStvbwE3Az/NeTcy3GVvTC8C5zrkVwK+B/5bvovCu6xvOuRXOuTZgI/BA3qvyrgszmwd8FNif74JIUxPwl865tpFfz+W5JvCoy8yuAj4BnOecOwf4i2Koyzn37+PfK+CfgA0FqMvTjAtK59zPgfdT2v7VObezQCWlq+mnzrnIyMMtwNT3iMpuXScSHtYAeZ8N9KprxF8Cf0hx1VRQaer6HPA159zQyJ85WiR1AWBmBtwGPJXXosYx44KyRH0GeL7QRcSZ2VfN7ABwJ4XpUY5hZp8ADjrn3ix0LSnuHRmq+Dszqy90MSN+C7jCzF41s5+Z2UWFLijFFcAR59xvCl1InIKyyJnZl4EI8N1C1xLnnPuyc24esZruLXQ9ZlYNfIkiCe0Efw0sBtqAw8DDhS1nlB+YC1wK/Ffg+yO9uGJxB0XUmwQFZVEzs08Ba4A7XXEueP0ucHOhiyAWRguBN81sL7FhijfM7NRCFuWcO+KcizrnhoH/BVxcyHoSdAAbXMxrwDCxDSkKzsz8xOYLni50LYkUlEXKzK4lNt52g3Ouv9D1xJnZWQkPPwG8W6ha4pxzO5xzzc65Bc65BcSC4ALn3HuFrMvMTkt4eCOxScNi8M/AVQBm9ltAkOLZTehq4F3nXEehC0ninJtRv4h16Q8DYWJ/oX6X2A9xBzAEHAF+UgQ1/RtwANg+8utviuR79U/E/sK/BTwLtBRDXSnP7wUaC10T8CSwY+R79UPgtGL4XhELxu+M/H98A1hZDHWNtH8b+L1815Ppl25hFBHJQJfeIiIZKChFRDJQUIqIZKCgFBHJQEEpIpKBglJK1sguQQ8nPP4vZvaVApYkZUpBKaVsCLgp31uqycyjoJRSFiF2zsp/Tn3CzD4+sunDNjP732b2ofyXJ+VCQSml7q+AO81sTkr7S8ClzrnzgXXEbgcVmRJ/oQsQmQ7n3Akz+wfgC8BAwlOtwNMj91sHgT2FqE/Kg3qUUg4eIXYPc01C2zeBx51zy4HPApWFKEzKg4JSSp5z7n3g+8TCMm4OcHDk93flvSgpKwpKKRcPk7yn4leA9Wb2OsWzhZiUKO0eJCKSgXqUIiIZKChFRDJQUIqIZKCgFBHJQEEpIpKBglJEJAMFpYhIBv8XYT08sRQmm9QAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", 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NMZ6orriQ6EZoh4kUUl1x4YTue9RRRzFr1izeeecdALZs2cL8+ckOjRgfSwQZYzwRS/a4kT3/0Y9+xHXXXUcoFKK2tpb/+I//mPA9YyxoGmM8M718gSNBMlFdXZ2jx/bGs+65McZkwIKmMcZkwIKmMcZR2b6P+ETrZ0HTGOOYkpIS9u3bl7WBU1XZt28fJSUl476HJYKMo3ZGdjl+UJbJHTU1NTQ3N5PNR22XlJRQU1Mz7udb0DSO2RnZxTP6AhEiAHRziGf0BYhggdMnCgsLmTs3v/9bW/fcOKZBG4cCZkyECA3amOIZxuQeC5rGMd0k334rVbkxuciCpnFMGVMyKjfe2dgUYsGDBzjygU4WPHiAjU0hr6uUM3wTNO1/EvfVSx0BAsPKAgSolzqPamSS2dgU4pbne2juVhRo7lZueb7H/ibS5ItE0MamEH98bxtrT3yW6uIuWvrKufe9c4CFLK91bnNSv5sXmAsRLHue5e5o7KVn+NAzPZFouf09jM0XQXPL+9v4Wu2TlAbCABxV0sXXap/knvdhee0ibyuXZ+YF5jIPC5ITtbEpxB2NveztVmaWCbfWlTgW0PZ2J59DmarcDOeL7vnyo54dCpgxpYEwy4961qMaGZOa293nmWWSUbkZzhdBs7q4K6NyY7w0WvfZCbfWlVA6fOiZ0kC03IzNF0EzLEdkVG6Ml9zuPi+vLeKuxaXUlAkC1JQJdy0utfHMNPliTHNu1afY0/oQBRzuog8QZG7VpzyslTHJzSwTmpMESCe7z8triyxIjpNrLU0RmSUiT4nImyLyhojckuQaEZG7RWSHiLwmIqe7UZfp5QuYVXX50NkjhcFpzKq63JXNT42ZKOs+Zzc3W5ph4B9V9RURKQdeFpHNqvpm3DWXAscPfi0Cfjr4r+Pc2iHaGKfFWoBuZc/NxLgWNFX1I+Cjwe+7ROQtYCYQHzQ/B/xco/tIPS8i00Xk6MHnGuNb1n3OXpOSCBKROcBC4IWEH80E9sQ9bh4sM8aYrOR60BSRqcDvgTWqemCc91glIg0i0pDN+/QZY/Kfq0FTooca/x74pao+mOSSvcCsuMc1g2XDqOp6Va1X1fqqqip3KmuMMWlwM3suwM+At1T1hykuewj4+8Es+mKg08YzjTHZzM3s+TnA9cB2EYntQvuvwGwAVf134FFgGbADOAR8ycX6GGPMhLmZPX8GGHU27mDWfLVbdTDGJOfmhiD5LmXQFJHtQLJ1WwIMqOpprtXKGOOa2IYgsfXtsQ1BAAucaRitpXlZkjIhmrj5ljvVcY99shoTZftpTkzKoKmqH8S+F5GFwOeB5cAuohnxnGGfrNnNjv2dPBubQknXtYPtp5mu0brnfwtcO/jVBvwGEFW9YJLq5hj7ZM1eduzv5Ik1HlKx/TTTM9qUo7eBpcBlqnquqv4IEs5nzRG2U3X2smN/J0+yxkOMbQiSvtHGNK8EVgBPicjjwAbGyIZnq5llQlXlHpad9g4VU3poP1TKo6+eQGvbrLGfbFxlx/5OntEaCbafZvpGG9P8I/BHESkjurHGGqBaRH4K/EFV/zRJdZywf/m7T+iavp2iYPRj9siyHq45azvlHUWAbUTspTKmJA2Qduyv81Lt01lTJkkDpiVPkxtzRZCqdqvqr1T1s0SXOW4Dvul6zRwUrHx9KGDGFAUjBCtf96hGJsaO/Z08mezTacf8ppbRMkpVbR9cB36hWxVyg3UBs9e8wFzOlUVDLcsypnCuLLIkkAuW1xbx+dpCAoODbAGBz9cWJm09un1OUS7zxXEX1gXMbnbs7+TY2BTiV039RAZ76BGFXzX1s6g6NCJwWvI0NV8crFYvdUhCDksQ6wIa39jU1cX/Cn3I9EX7qD6jndLKaIsxVevRjvlNzRdBE0gaNI3xg01dXdzW1gZFA4hAsGSAacd1DwXOZK1HO6coNV90zxu0kQEGhpUNMECDNmZlt7Cjazst7VvoD3dSGJxGdcWFdr6RGbe17e306vDAWBCA8mN76GkrSdp6XF5bxAstYe7bEe3Ojzb+6Te+aGnmUiKoo2s7H7Y9TH+4E4D+cCcftj1MR9d2j2tmctXH4XDS8kDxwKjZ82Tjn5Y990nQTJXwycZEUEv7FlT7h5Wp9tPSvsWjGhmnbGwKseDBAxz5QCcLHjwwaQHoqGDyDuVAX4Flz8fBF0Ezl+YCxlqY6Zab3ODlvMc1FRWUyPAu+EAEDnxQyn1v93Pm13tYuTrM1qcPR0nLnqfmi6CZS3MBC4PTMio3ucHLlttl5eXcXlkJoQJUIdxbQOeOMnraSogEYPcJ/bS0wd3rdShwWvY8NV8kgiB35gJWV1zIh20PD+uiixRSXZFT6wkmRS4t8/O65XZZeTl//9JA0l3FQ6XR0r4Q3L9BWbokOs4Zv50iWPY8xjdBM1f2bIxlyS17PrpUe6QewRvMDf456353qdZ9T2bLLVUdinoO16F1X/Tf2IdPrnwoTSZfBM1c27NxevmCrPhDz2bJurvnVLxN1cCT9A9mi2MzDwDPf5/Z0HJLVoeCMEz/pIBXlh4iVKqUhoSNTdHgGPsyw/liTNP2bMyMV1neTCTr1n7l2GcpLhg+vWayZh6M9TtbXlvEXYtLqSmLLquoKRPXtmPb1NXFp3bv5pSmJj61ezeburqS1qG4R6jcE6BtVoTQFAWBnmLbmGMsvmhp5tI8Ta/lytEgybqa1cVdSa/tD3fy7u61rnXV0/2dTUbLLbb6JzaZ/aNwOLoaiOi4ZnwdVvzhIE+UREbsktsTgVu29jJjb4ClSxKWBRl/tDRzaZ6m13Jlfl6yZX6tofKU17u5SCCbfmfJVv/0qrK2vX1Y2TeeP8QTB0cGzJieIh2WTTeH+SJo5tI8Ta95neVNV7Lubn/xBYgUpnyOW131bPqdpVr9k1h+347+pNfFFPXIUDbdDOeL7vm8wFw+CbfyDjtQFEE4ntqsTAJ5LRuyvOka2d1dSEdXcGjmQTJuLBLIpt/ZUcEgHyUJnP29BSx48MBQBjwySiwsCMOst6MfPrFsujnMF0FzZ2QX79GEDs5SU5T3aOJvIlUWOBO4keVNd7qXE9PCYjMP3t29NmmAjF8k4NTGKNmQGY9ZU1ExbEwToqt/uj4opadb+epfevjuughSB5ospiuows6FIXbWhUBgwYM23SieL7rnlj1Pn9NZ3th0r1jSLTbda2dk17iuS1d1xYUjuurxiwSc3BhlMjPjY4mt/jk6GISE1T/A0Aqgqa1C0pnuAloY/ZeC6L921MVwvmhpWvY8M05meeM/sGYcPMCszv0URcIcCDTRceRnh1p2o32wjWcl11iLBEbbGGU8rc1smdO4qauLte3tfBwOE+4riLYw24a3eEOlSqiYjM6WjSW20nmPubRSazx8ETTtuAvvxH7vMw4eYG57K4HBbmNRpH/YxHM3PthGWySQjxujJE43CpYMMP34bo6Y201BIURiQbS1BMYxkyidxFauTFmbCF90z53Mnu+M7OI34T9wb/iX/Cb8h3F3H/0i9sE0q3P/UMCMic9mT/a0sHzcGCXZdCMpgEARSXdsz1Q6ia1smn7lFteCpojcKyItIpL0nFwROV9EOkWkcfDrVrfq4tQuR06Pu/lB7AOrKJJ8KkysZTfZ08LGGvPMRammG8UrCED5nJ6M7y2kl9jKpulXbnGze34fsA74+SjXPK2ql7lYhyFO7HLk9LibH8wLzIUIHAg0URQZOTcw1rKLXTdZm6rk48YoqaYbJQoUD4x5TSIlve51Nk2/cotrQVNV/yIic9y6vxcsoTQ+8wJz6Tjys2NueTfZ2/fl28YoZ4fL+X2kHRljvDLSl3kHsybNoJdN06/c4vWY5tki8qqIPCYiJ6e6SERWiUiDiDS0trZOZv2GseWY4ze9fAHHVH52qGVZGJzGMZWfzaug5bVfNQTo2FFGuDe62XCkXxhIaFTq4JzNTGQS9LJp+pVbRNW9sYbBluYmVT0lyc+OAAZU9aCILAPuUtXjx7pnfX29NjQ0OF7XdCRuMQfRcbds3QXeZIfJmoJT8cDIzH9pZS/lx/YQLBmAUAHtu0ZOQRpNTR5OGUpFRF5W1fqxrvNsypGqHoj7/lER+YmIVKpqm1d1Gstkj7sZZ3g5b3C0KTjg/ia/PW0lGQXJeDVlwvYrj3C0PvnAs6ApIkcBn6iqishZRIcKsn6la64cm2GivJ43mGoKzr809NITVkfrVVEE7Q4t2kk3W+5Hbk45+jXwHHCCiDSLyA0i8hUR+crgJVcDr4vIq8DdwAp1c6zA+JLX8wZTTbXZ36eO1+s7Z5ZS6ECSWoAvH5/8aN+x5MIG1hPlZvb82jF+vo7olKRJkStnBBlneT1vMNUUnFQmUq9k5/pk8too1Ewd/zCB1636yeJ19nxS2KR0//L6KNpkmyWXBqJd6WQmWq/ltUVsv/II9l8/je1XHkFlYOz7lVb2Un1GO8ecs4+/qe+gtKpvXK/tdat+svgiaNouR/6VKmhN1nhdqik43zmzdFLqNfvtQiTZ5usDEOyD0hm9TD+uO5pdl+jxGN/6sI3vNGS+Bt/rVv1k8cWGHX6YlJ7vO8uMVzYcRTvaDkhu16v43UJqu+CDk0OEB28dCEFNKMzAooNEpo888mKgUPmldNDxv8v49v9MP0T4YTUQ+CRoSngKGhwZICU8JS9+A34ZSxqvbNm2LdFk1KtqBuiHhVR9eHid/cHTDtJ+5QG0KHULMDI9QuPrsO6eMDfdmN4fiR9WA4FPuuePvHoCofDwvlAoHOCRV0/wqEbO8stYksnM1qcj9CYZnuy8uHPUgAkQ6Ij+vTyW4ZFKJXF/ZkcW599qIPBJ0Nz67kx+++IC9neXogr7u0v57YsL2PruTK+r5gi/jCWZ9G19OsLd65UDSU41jkwf44RJhZK3oq3DxGWYqaYUxXo78fNEe8L5+f9fHnROxzazTNj2QQ3bPqgZVp7uJgTZzi9jSSZ9929Q+lJMkQx0BIhUjBI4BQ7VH6J4dzFHbJ86VDzaMFCq3s43X+qxlmYu8jqD6rZ8f3/ZbuvTEVauDrNsRZiVq8NDZ4WnKp8Mo50iOe2JacnPB4qjRUrnxZ3UHMPQe7hla+phoFS9mvYQeTfB3RctzWzIoLop399fNot1g2OtupY2uHu98uY7YZ78M8PKv7cuWp5uYmW89bl/g6IaTfh0XtxJZHqEQEeAaU9MY+qrU5n66lT6ZvfRfXb3qOcERaZH2N18+HFPinHQvd1KRbGwvy/5z9M9WyhXuLrLkRu83OXImEQrV4dpSbLFTEHByPHAmH+6SVi6ZByH9IwhPoBHM+TtwxM+CmXPlTHj4RnA8KCaLHjKgQJmffvwkNYrSw8RmjIyXhQAo21rLMD+67P/GJF0dznyRffcGLek6ganCpgQHW90Q/w4ZtIMuUD32d0cPO0grcf08+6MAva8MZ32d8oYSOh2D0SgvbmU1mMObxo96+1CCpJsDD/WPvD5NrZuQdOYCaiakby8YJS/rNHGGyci/r4pM+QC7cs62HVqKNpqFOjZV0Jn3ObFsbPSD7WXsLMuxPOf6eaVpdF5znNfK6K0L7q6KY0Vmnk5tm5B05gJWLlCKE4YrisugktHOZ8tVaAdy1g7CMXfNzbPMpmB8gEGEoZVe9pKaHm5go/+OoOWlysO78FZAAiEpii7Tg1RGIRfnFDG/uunMTBGgzkg2DxNY8xwS5cEuHmVUF0ZPSa3uhJuXiXcdGOQz1w08vriomigzVRsuk9zt6Icnu4THzhXrhCCg8FwtAz5QHh83eWBILQt7B8ajx2r2/3Tv8u/gAmWCDLGVbFsduu+aEtw5YrxJYEWPHgg6VzcxN3Vr7khTNfB6Pe7b9sNSXrGAyH4+KXxNXfjkzobm0L8t2d7ksbmI4uFndfk1q7vWX/chTHZoKNru6vH+C5dEmDpksPB8/s/Vu7fEM44eKa76utgd9yD4uT3KiiEgjAjuujA4dapkrQfWnhIWLk6Wv/lS4p4oSXMve/1DwucpQG4s76EjU0hvvnS4VVCRxYLd9bn/lQ4654b3+ro2s6HbQ/TH45ug9Yf7uTDtofp6Nru6OvEpgK1tEHL0f08fuohrtp1kON/lf7O5unuC5rHvNlNAAAQdklEQVTOuGagI8Dc14ooOiTR4DgAKBQdEuZtK2LxI2XMaywakSkvCEcz6LE5p+vuCfP9xVP4f+eM3PoOYPVfhy+r3N+n3PRcT85PdrfuufGtd3evHQqY8QqD0/jb2Wsce53YXM7WY/rZdWpoWAuvNJBesiRxCSNAUQGUBaEjxNCChhl7A3xvXfRvOtlcTQkJFQ9WMPXVqYkvEa1PSXRC/sBAtL57TuwnVKoU9Qiz3h6+WxKknnOaajgBsvfANpunacwYkgXM0crHKzYVaM+J/SOz1mnuRpW4mfGRxYJqdJlifGJo38zDUXXqq1OpeLCCQHsAFALtgVEDZqAAgsHR55gmSjXndLTNYnJ9Ixkb0zS+VRiclrKl6aSqGdFllKHSie1GFb//5oIHD7A/Ydu3WAA+vXLK0Cql2LLJsRQGYUAZSiIltopjU46AYa3NVHNORzufKNcnu1tL0/hWdcWFiAzvbooUUl0xyiTLcYjN5Szqce68otESQ8nmjo6lPwyRuK5/slbxQDBaHi/VnNNb60qSnoxZVJD7k92tpWl8K5YldzN7DgyO+UXo2lxI49yRY5rjCSKjbQcYe73YVKfyqaBxrch0BGb1UD2nh0DxAJG+Aro+KKWnrYRQqfL8Z7op6hFqdxTyT5cnj86xFvFkZ8+dmuI1GksEGTOJnDrLKVliaKykUqrNRRIdPO0g+5bvR+JizUAEOneUHV4pBBQL/CiLJrAn7jgF0cUEN69KL3DaPE1jspBT5wKNZzvAdNe8d17cOSxgAhQEoPzYnmFBs09h1bM93NHYmxVbESbbeLkvFC1fusS517GgaUyOyjQAxxJSo2k9pp/w9EjSbTYDxcnT6tlykF+qDwWnN0ixRJAxPhG/Nj2eSHSqUesx/TSdFiLSlzwspCqH7DjIL1VSarwbpKRiQdMYn1i6JMDXviIcUX64rHwqfGO1cPEF0bPRNQBdH5SO2F+zEKF3T+mo9/d6/mWqHafGs0HKaKx7boyPxNbCJ7p/Q5jwouj3sXHL8mMPZ8+/M2sGPRRzR3dv1s6/TJw14Fb23IKmMWbEuF9PW8mwpM9l88uhPDpmmSpznw3zL1N9KDjJte65iNwrIi0i8nqKn4uI3C0iO0TkNRE53a26AHzj+UNU/qKTigc6qfxFJ994/pCbL2dMTqmaAYEU+2hUJHR5E5d0xjbp8Dp7PlncbGneB6wDfp7i55cCxw9+LQJ+Oviv477x/CF+9t7hlQwRZfDxIb6/eIobL2lMTlm5Qnj3oSLePjkEcb3ZAPCdM0eOZTo1dSoXudbSVNW/APtHueRzwM816nlguogc7UZd7tvRn1G5MX6zdEmAf7u8iNObDm8ZVxkQfnqOf1qQ6fJyTHMmsCfucfNg2UeJF4rIKmAVwOzZszN+oUiKpF6qcmP8KDoeWAqMniX3u5yYcqSq61W1XlXrq6qqMn5+qlPz0jlNzxhj4nkZNPcCs+Ie1wyWOe6LxxVmVG6MMal4GTQfAv5+MIu+GOhU1RFdcyd8f/EUbji+cKhlGRC44fhCSwIZYzLm2pimiPwaOB+oFJFm4DagEEBV/x14FFgG7AAOAV9yqy4QDZzfX+zmKxjjD5u6uljb3s7H4TBHBYOsqajgsvLysZ+YJ1wLmqp67Rg/V2C1W69vjElfOvtQbn06wg8bu3j/osPnDn0UDnNbW3QXEL8EzpxIBBlj3BN/WqZqdCeku9crW5+OjLhm9991DjuoDaBXlX99dz+X/tcwn7k2zLp7wokvkVdsGaUxPpdqH8rvrVO+ty5MQQEUFkbLItMjSe8RKx8YgEc2A4S56cb8DC/W0jTG58bab3JgAPoGD3Eb7Sz1eI9tcaJm2cmCpjE+l8l+k9OemIaEhk9wlpAw7YnhJ3hmcgxwrrGgaYyDNjaFWPDgAY58oJMFDx5gY1OKXTCySCanV451lvrB0w6y95/3svv/7OZTu3ezqavLxZp7Iz8HHYzxQOKWadlyDMRYli4J8OY7YR7bMnoLUSTaKpXXplK7dyorVwhvvqM88mr05wdPO0j7lfmfWbegaYxD7mjsHbbHJBw+BiKbg+bWpyM8+eexu9TLPsWI5E5078powO28OHlmfW17uwVNY8xIqY578PoYiLEky57HKyiASy+MBsxk8zlvujHITTfCKU3JM+sfh/NrCpIFTWMcMrNMkh4F4fUxEGNJlT0XgUc3HA4RieeKt7QdnpZUXQnTbwnQHhwZOI9KdppbDvNNIigXB+hNbrm1roTShBk52XIMxGjSPcVxtBZpSxsU/XEahQPDPyBKRFhTUeFALbNHfn0EpLCxKcTqv/bQP9gIaO5WVv81+wfoTW6J/b90R2Mve7uVmWXCrXUlWfv/WGwN+UdfDxPsDHDE49OGsuDJTnEcaz5n8ctTqSmF3s8dyOt16b4Imt986XDAjOnXaHm2/g9tclOuHAOxqauL29ra6FUFgfD0CB1XtSMCc5unJl17XjUj2qIczcCzU3nyv093sebe80X3vD1FlyJVuTH5bm17ezRgxhkoVIquO8D9Pw4mPfY2nfmc5VOdrGV28kVL0xgzXKqMdmJ5Yrb8U/8FXtqWusXZfSj6HKfPGs8mvmhpHlmcPHuZqtyYfJcqox1fnmz3oyf/HG1xPvabYNJWZSQSTRjlM18EzTvrSyhKeKdFBdFyY/xoTUUFJTJ6pjvV7kexoHiwO/m9x0oY5TpfBM3ltUVcP2/4cRfXzyvMiQF7Y9xwWXk5t1dWcnQwiABHB4PcXlk5LNOdKvjFytOdqpRvfBE0NzaF+FVT/9CRvRGFXzX121xNkzPcmGd8WXk5T86ezeu1tTw5e/aIqUFjBcVkiaFkU5XyjS8SQbm6JtgY8GYjkE1dXey8ZT/tgQiBjgDTnojO4YwPitFkz9jHZOQbXwTNXF0TbAxM/of+0BzOYPTvI1IRof3KdqaVw8115cOC4tIlgcFNO/zDF93zVGt/s31NsDEw+R/6yeZwapHS+7kDed+KTIcvgmaurgk2Bib/Qz/dOZx+5Yuguby2iLsWl1JTJghQUybctbjUxjNNTpjsD/105nD6mW9+C7myJtiYRJO9EciaiorD69IHxeZwxjb5yOcNOcbim6BpTC6bzA/9WBBMDI7AsGCar8dZjMU3QfOJpm0Uh55iRmEX+/rL6Su6gItrF3pdLWOy0mXl5SMC4ad27x6RIMrH4yzG4osxzSeatlEZeZSqoi4KBKqKuqiMPMoTTdu8rpoxOcMSRFG+CJrFoacoCQz/D1sSCFMcesqjGhmTeyxBFOWLoDmjMPnZy6nKjTEjpbPJhx+4GjRF5BIReUdEdojIvyT5+RdFpFVEGge/bnSjHvv6k4+3pCo3xhy29ekIK1eH+ck/lHL0pgoqwoGUm3z4gWvtahEJAD8GLgKagZdE5CFVfTPh0t+o6k1u1QOgr+gCeiOPDuui90aC9BVd4ObLGpPzEk+gjDwzlcoXp3LHqvxfY56Kmy3Ns4AdqtqkqiFgA/A5F18vpYtrF9IWWEZrqJwBhdZQOW2BZZY9N2YMY+2p6UdujuDOBPbEPW4GFiW57ioROQ94F/iaqu5JvEBEVgGrAGbPnj2uykQDpAVJYzIx2p6a6+4J89gWGBiAggK49EK46cb8Twp5nQh6GJijqqcCm4H7k12kqutVtV5V66uqqia1gsb4Wao9NUuK4ZHN0YAJ0X8f2RwNpPnOzaC5F5gV97hmsGyIqu5T1b7Bh/cAZ7hYH2NMhlJtNNzTm/z6x7a4XyevuRk0XwKOF5G5IlIErAAeir9ARI6Oe3g58JaL9THGZGjpkgA3rxKqK0EEqivh5lWpd1eKtTzzmWsDEKoaFpGbgCeAAHCvqr4hIncADar6EHCziFwOhIH9wBfdqo8xZnySbTT8g5+EkwbIAq8H/CaBq6O2qvoo8GhC2a1x338L+JabdTDGOO/SC6NjmMnK813+p7qMMY6LZsn9mT3P/3dojHHFTTcGucmVNXzZzQcjEMYY4xwLmsYYkwHfdM87urbT0r6F/nAnhcFpVFdcyPTyBV5XyxiTY3wRNDu6tvNh28Oo9gPQH+7kw7aHASxwGmMy4ovueUv7lqGAGaPaT0u7D5YvGGMc5YuWZn+4M6NyY8xIW5+OcP8GpXVfdE36yhX+3B7OF0GzMDgtaYAsDE7zoDbG5J7EfTVb2uDu9QpEfBc4fdE9r664EJHCYWUihVRX+GD5gjEOsH01D/NFSzOW7LHsuTHjM9q+mn7ji6AJ0cBpQdKY8amaEe2SJyv3G190z40xE5NqX82VK1JvE5evfNPSNMaMXzTZY9lzsKBpjElTsn01/ci658YYkwELmsYYkwELmsYYkwELmsYYkwELmsYYkwELmsYYkwELmsYYkwELmsYYkwFRza1dSkSkFfhgAreoBJKsos0b+fz+8vm9gb0/rx2rqlVjXZRzQXOiRKRBVeu9rodb8vn95fN7A3t/ucK658YYkwELmsYYkwE/Bs31XlfAZfn8/vL5vYG9v5zguzFNY4yZCD+2NI0xZtwsaBpjTAZ8EzRF5BIReUdEdojIv3hdH6eJyL0i0iIir3tdF6eJyCwReUpE3hSRN0TkFq/r5CQRKRGRF0Xk1cH3d7vXdXKaiAREZJuIbPK6LhPli6ApIgHgx8ClwHzgWhGZ722tHHcfcInXlXBJGPhHVZ0PLAZW59l/vz5gqaqeBtQBl4jIYo/r5LRbgLe8roQTfBE0gbOAHarapKohYAPwOY/r5ChV/Quw3+t6uEFVP1LVVwa/7yL6xzfT21o5R6MODj4sHPzKmwytiNQAnwHu8bouTvBL0JwJ7Il73Ewe/dH5iYjMARYCL3hbE2cNdl8bgRZgs6rm0/tbC/wzMOB1RZzgl6Bp8oCITAV+D6xR1QNe18dJqhpR1TqgBjhLRE7xuk5OEJHLgBZVfdnrujjFL0FzLzAr7nHNYJnJESJSSDRg/lJVH/S6Pm5R1Q7gKfJnfPoc4HIReZ/osNhSEfmFt1WaGL8EzZeA40VkrogUASuAhzyuk0mTiAjwM+AtVf2h1/VxmohUicj0we9LgYuAt72tlTNU9VuqWqOqc4j+3W1V1S94XK0J8UXQVNUwcBPwBNEkwm9V9Q1va+UsEfk18Bxwgog0i8gNXtfJQecA1xNtpTQOfi3zulIOOhp4SkReI/oBv1lVc35qTr6yZZTGGJMBX7Q0jTHGKRY0jTEmAxY0jTEmAxY0jTEmAxY0jTEmAxY0Tc4TEY2fMC0iQRFpzYcddUz2saBp8kE3cMrgxHCITg63FV/GFRY0Tb54lOhOOgDXAr+O/WBwxc3mwb0q7xGRD0Sk0pNampxnQdPkiw3AChEpAU5l+C5ItxFdvncy8Dtgtgf1M3ki6HUFjHGCqr42uG3ctURbnfHOBa4YvO5xEWmf3NqZfGJB0+STh4DvA+cDM7ytislX1j03+eRe4HZV3Z5Q/ixwDYCIfBqomOyKmfxhQdPkDVVtVtW7k/zoduDTg4fOLQc+BromtXImb9guRybviUgxEFHVsIicDfx0cJd0YzJmY5rGD2YDvxWRAiAE/IPH9TE5zFqaxhiTARvTNMaYDFjQNMaYDFjQNMaYDFjQNMaYDFjQNMaYDPx/N7k2YXWLwb8AAAAASUVORK5CYII=\n", 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\n", 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\n", 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2mtnOQ4cOFbBaIjIRVVVVHD58uGjD0jnH4cOHqaqqmvQzApnMMbMvAXHg7kyvcc5tBDYCtLa2Fuf/ARGhqamJtrY2irlBU1VVRVPT5DuwBQ9KM/sYsBJY4Yr1nyARyVlFRQXz54d7LqCgQWlmlwOfA/7QOaeV3yJSEvxcHnQP8ARwtpm1mdn1JGfBa4GHzGyXmf2zX+8vIuIV31qUzrlr0xR/x6/3ExHxS2h35kiwdLFbfjbti3Hrrn4O9Drm1Bg3tVSxqjkadLWmLAWleE4Xu+Vn074Y67b30Te0+7at17Fuex+AwjIgoQ7Ku19/kUPTdlNb3UdPXzWzjy3hupPPDLpaoTfeEXfaKZXdrbv6h0MypS+RLFdQBiO0x6zd/fqL9NQ/xUnT+jCDk6b10VP/FHe//mLQVQs9HXGXnwO96VfNZSoX/4U2KA9N2020fPQ/y9HyBIemTf5uDslNpqPsdMRdbubU2ITKxX+h7XrXVvdNqFy8M5Ej7jTpc6KbWqpGjVECVEeS5RKM0LYoe/qqJ1Qu3sn1iLvUpE+qS56a9Jnq9xqtao6yYWk1TTXJq/GaaowNS6s1Phmg0LYoZx9bQm/lryiPvDWuE08Ys48tgZMCrNgUkcsRd5r0yWxVc1TBWERCG5RLZ5fz74MGvBWU5WXG0tkT/8jqHvpDkz5SKkIblDvdLmb2dnFa95tEE3FikXJerZvBzukTa61oTaB/dK+RlIrQjlFWHX2d+Z2HqEzEMaAyEWd+5yGqjr4+oefo2lv/tFoLESKjynSvkRSj0Abl3O5OImNOcYs4x9zuzgk9p5i7h5v2xViy+Qgz7upmyeYjbNoXC7pKE6J7jaRUhLbrHU0MTKg8k2LtHoZlm5vuNZJSENoWZUV53YTKMynW7uF429xExFsTCkozazSzualfflXKC40NKzCrGFVmVkFjw4oJPadYu4fa5iZSODl1vc3sSuDrwKlAO3A68FtgkX9Vy0997RJ2HIpTGXuYmRU9HB6o5Xj0Us6dxMXrxdg9nFNjtKUJRW1zE/FermOUfw8sBX7pnDvfzC4FPupftfKXHMNrpi/RPFxWHYENxEpqDC8TbXMTKZxcg3LAOXfYzMrMrMw597CZrfe1Znm6dVc/7254nv98+uM0VvbQfryWf3753dy6a2EogjL1GXS4q4j/cg3KLjObDjwC3G1m7UCvf9XK38Lq3/K5M35JdSQOwMlVPXz+jF/y1d8DXBho3byibW4ihTHuZI6ZnWFm7wY+CBwD/gp4EDgMfMb/6k3eX85/fDgkU6ojcf5y/uMB1UhESlW2We/1wBHnXK9zbtA5F3fO3Qn8CPg732uXh1nRngmVi/ih1DcFSFK2rvfbnHMnnHTrnNttZvN8qZFHouV1DMS705aLFEJYNgVI9hZl/TjfK+qDHb1aRykyWdoUEB7ZgnKnmf352EIzuwF4yp8qeaO+dgmnzvrA8E6civI6Tp31AeonsY5SZDK0KSA8snW9bwR+ZGbX8VYwtgJR4Co/K+aF+tolCkYJjDYFhMe4LUrn3BvOuT8AbgFeGvp1i3PuIufcxM4rk6KmSQfv3dRSRfXoYwK0KaBE5bSO0jn3MPCwz3WRgGjSwR/aFBAeoT1mTXI33qSD/lLnR5sCwiG0x6xJ7jTpIDI+BaVknFzQpINIkoJSNOkgkoWCUljVHGXD0mqaagwDmmqMDUurNbYmMkSTOQJo0kFkPGpRiohkEeoW5d7Efna6XfRyjBqm0Wotgd91I1IMtj2a4M57HYcOw+yZsGa1sXxZJPsPTlGhDcq9if085naQILlAsJdjPOZ2QAKFpUxp2x5N8I2NjuNDm6/aO+AbGx2QUFhmENqg3Ol2DYdkSoIEO92uorsobCpSaz84d977VkimHI8ly5cvC6ZOxS60QdnLsQmVS+GotR+sQ4ezl6trPppvkzlmdoeZtZvZcyPKZpjZQ2b24tDvDX69f+oe7lzLpXDGa+2L/2bPHL881TVv7wDnkl3zf7jd8f4/ibPmU3G2PZpI/4AQ83PW+3vA5WPKvgBsdc6dCWwd+toXrdZChNH/AkaI0Gotfr1lXrp6dvO7V9bzm3238LtX1tPVc8LB8qGh1n6w1qw2KsesBKuMJsshfdc8JTWeOdXC0regdM49Arw5pviDwJ1Df74T+GO/3n9BZD4X24XDLcgapnGxXViUXbuunt281nH/8NUVA/FuXuu4P7RhqdZ+sJYvi/DZtUbjLDCDxlnw2bVvda0zdc1TUuOZU0mhxyjf5pw7OPTn14G3ZXqhma0F1gLMnTt3Um+2IDK/JCZu2ju34tzAqDLnBmjv3BrKg4dbrWXUGCUUd2s/jJYvi2ScuJk9M9lyHE+2MA2bwCZznHPOzDL+s+Sc2whsBGhtbQ31P1/pLkEbr7zULYjMhwS+znpv2hfTOZATcPu34/xsKwwOJluZZsnxyUwyjXOGVaGD8g0zO8U5d9DMTgHaC/z+Rakiw42RFSG+MdLP1r4OIs5u5Kx2VSX0jbjvbLyAhNHjmVNFobcw/gRYM/TnNcCPC/z+RUk3Rnor2+2HU2niLJ2xs9p9WS6FjETgpNq3xjP/6A+TY5RXrJ46s+C+tSjN7B7gEmCWmbUBNwO3AT80s+uBl4EP+/X+pSQ1DtneuZWBeDcV5XU0NqwoifHJYlw4Pt5BxKmJs9SYcGriDCiJ/95eGG9WO51EItnq/L/fLp+yu3p8C0rn3LUZvqVmUhqleGNksS4cH+/2w6k2cZbOZCZiDh1OtkS//n8cg4OjvzcVdvXo9CCZtGJdOD7eQcRTbeIsnYlMxBw97ygHPneAl7/8CjdOa+PIkqNpXxf2WXAFpUxaoReO53ql7ngHEUfKqtP+TJgnzsZKt+A8kiYJjp53lM6rO0k0JMAg0ZCg8+pOjp53YliGfRY8tHu9xX81TEsbin4sHJ/oTHa6g4i7enaTGDx+wmuNyJSaOEuOJWbey53qYne/rxsXHT2E4aLJ8unPTh9V/s7zC1X7YCgoZdIKuXDciyt12zu3AoMnlJtFp8z4ZMp4C86XL4vwtW/FSdSnn80eWX70vKN0v6+bf6pPcO/vInzhlBmsrK31o8qBUtdbJq2Q20S9uFI30zjkoOubVJ3CbPZMiHSln8VOlY/tmneWJ7i5o4MtPT2FrGpBqEUpeSnUNtHxZrJz5dfC/lLdBTTeUWprVhuvbq2j/crOUd1vixl1P0/+90rXNe93jvWdnaFrVapFKSXBiyt1/VjYnxo7bet1ON4aO8000VQs0h2lNvJUoOXLIvztRbXMe6iBSGcEHFQfjdCwuWF4fDJT1/z1eLxgn6NQ1KKUkpBqoaVruXX17M5psb4fC/u9GDsNQi6nnCfHMeuB+uHX3P5knJ8O/TnSFUl2u8c4uTx8sRK+TyShlWkmeyI7bbxe2O/F2GkQcjnlPJ1P31DOp29Itkj/8T/qeOmy0V3zKjNubPDtPO7AqOstJS3TTpsDhzb7uo87taYzUxxOZOw0CNlOOc9m+bIIWz5Tz21zZnFKeTkGnFJezi2zZoVufBLUopQSN96OGr/2cY9d0znWRMdOg7BmtY3asw2TOxVoZW1tKINxLAWllLRMM9kpfuzjTjcumdJUIrPe2Radj2cqXjymoJSS1tiwYtQYZTpe7+PONP5owO6rT/L0vbLJJ7RSi85Ty5vuf8kx51D6oN/S08P6zk4ODsQpr4lw0pw6pndM1+lBIqVg7Ex2Ol7v4862prNQLS4vjjzLZWvolp4ebu7ooN85MIjXJ/d8A0x/drpODxIpBfW1Szhr7o3MmX11QQ5A/lB1lLIxXe+yBCztquBPbojzD7efeNXrh6/3/oDb8Zb45CrbIccA6zs7kyE5QmrPd0rYTw9Si1JCo1AHIO/fUs78qOPVcwaIVTuifcZpz1fQ9lpFxp/pOep9FzUVTqn91on6BJGuCL2/qGPk2sfxWrjZljdtezTBwVPjyXGFMUYuONfpQSIlpBAHIB86DLNdBbPHCcZ0vO6izp4J++Yk91un1jKmjkLb0hNhZW1t1u75eMMIf/ezfv751Rh1M8sorzrxMJHUnu+pcIeOglJkgnK5zjWTfLuoI/eVz3y3Ubmo64T91oMVjtsOvsnK2toTuudHzzvKgfd185n6BKe8Us4ft9Tyne1l0NBP7el9RCoHGYyVsbh/Ot981jFYDT0vV1N3Ri9lIxrCZQNG/S/qaJylWW8RSSPdGsRc5dNFHTvx0pFwnDJ9MF2vmM5Igm2PJkYFc+q0n1SwHozHecC6uGxpNTsHjw3PWEQqB3m2/AiVb6uhr6OKvo7kmtBUkJZ3RfifZ81g5RfDv34yRUEpMkHp1iC+83z45b8zbnhOpos6sgVZZpAY00tOHE/fLS47Vsa/3OlGtX4znfbzNMdOmNa1SDIYUyE5HJgOrtxRw8pvTa3omFqfVsQj6Q6+Pffst8Lz+FkD7D1jgG6Skz2LD1TwXy+LcnhOgiWbe3M6km1sC3JsSEKyW1x/Zi82JugGpw3y3BdfYXp/hJqf1lH51PSMp/2cGLNJkcoTvxPts9CPR6ajoBTxyMgF3Ou2x4YDLjbN8dtzYjxQ4fjX7QM5X2cx3g6glL6OKurm92Jjf3woy45WJ+i9spOGeObTfjJJHB+dvmVxOOulCpb/RXGNRxZi3arWUYp4LNPaxO/9fiDrmsWRcjmBqDoCZVkm31NrHut+XofFcmsNugSUPVVD9JiBg+gx46w9UW65ori2ZmY7V9MrCkoRj2UKuHRd5/Fen+kEoogx6nbJUyqydwwT9QmmPzudhs0NZDryyLnkr3h/GV2/r6E9HuWslyq46IEaLv/1NL58ZbToZre9WHSfC3W9RTyWaW1iJM1kTOr16dzUUnXCKUXVEYav3h0u62ngb9/oYKAsczhYT7JNNP3Z6cnF6Wm64INxwyWMSOUgtacnhwT2JozXvpL+it9iMNlzNSdKLUoRj2W6tuJjZ1RM6DqL8e4nH2llbS3/422zyJSTzkFnWzWHTk0eHJKuC+4GwSKO8qpBzKC8apC6M3rh1OK+eC3fczVzpRaliMdSQfaFnf28eTyZXlURuLCxnAsbyyd0EVm6U93TWVlby+fbD2X8/rHOKt64pIdYUx+J+gTWawxiWIUjcbwMKxskMuZtyiJw0unFHZRenauZjYJSxCd98beaeJ0xWLe9jw1Lq/07is2Rdk82Dqpn9TP9jF4SQy1aN91BArp+l1xUfsofpO+rllUNsmlfrGjP18znXM2JMOe8HfT0Q2trq9u5c2fQ1RDJ2ZLNR9KOUzbVmG9BuWjvvrRB6Vzmhemp76VrUUJyYif6/IyMdR57Ve/7Ti3n56/FS+bqXjN7yjnXmu11GqMU8UEQl45Fj6RvRSWOl6VdPA4Mj0eWlcPgmJcMJpIL2tt6HTPu6mbJ5iOjruFNd1Xvd14cKLmre3OhoBTxQaaZbD8vHVudqIcxB707N7TDJks+Wxm4hBHvLxteItT9+5rhLYyp4PuLx/toGArNz/8q871BKeOtEy0lCkoRH2Sa+fbz0rHPt9aR6KjEDb61JtJs6FcZWcOyrNzR/lQDB/9jJu1PNQyH5EipR7T1OjpzbCgW+9W9uVBQivgg16U9XtrS04M1HsfK3grIUYxxw3LUlkUPs63Yr+7NhWa9RXyS69KefGzaFxtehtR4QSfl2RqsGTIrNR6ZEu1LvjA2Lb/ELIWre3OhoBQpUZv2xfj0E33EhiZhMk3YZOMco8Yjy+Jw2vPJDeT73x5jcJIpUSpX9+ZCQSlSom7d1T8ckpB5CVBKasxyrMTxMvoOJUMydf/PyGsuUncDZWqNpmMkxzFTEzmlHpYaoxQpUWMnSXpermZwzCz0yIMueg9GT/j+cJc7QwjOfq2Cd2ybxkUP1NAwgawbOekThiVCalGKlKixh2+MvbIhcbyMnperR81eD/T0Z/6+Jcck9789GWojW5WzZ8L2SWZdaolQKbcqAwlKM/sr4AaS//DsBj7unCv9xVYiBXRTS9WoMUpIhmWso4ozfx3l92fHiFeO/pmRd+BkMlgOLy+KjQrK/uMwM2J0ZDorLotSXyJU8K63mc0BPgu0OucWAxFgdaHrIVLqVjVHuf2iamYVzHNsAAAJZklEQVRUvtVvbojCeS9GqX+lgtN/E530Mp94lOHThgCO9MCsZyZ2Pe9Ipb5EKKiudzlQbWYDwDTgtYDqIVLS0i1BumJ1HEey67z3/En2ly05iTOyVVn/SgUVC2MMpMnLGZXGtPLkmOTY5ZphWCJU8Balc+4A8DXgFeAg0O2c+0Wh6yESVl6dxRirdqNalQCnPxdNu+PottYqdl99Ep1/Wse/vLuwC+0LIYiudwPwQWA+cCpQY2YfTfO6tWa208x2HjqU+Zw9ERltzWqjckzXeVIsuY5y5HPOPV6RdcfRquYou68+iTf/tI7dV59U8iEJwXS9/wjY75w7BGBmm4E/AH4w8kXOuY3ARkges1boSoqUquXLIjxytJ/H3ohNaO1jOoPlb3XBUwfiLi/AjqNiE0RQvgIsNbNpQB+wAtBhkyIe+re+2PAhvTnLcPBvrNrROMufA3FLRcGD0jm3w8zuA54G4sAzDLUcRcQbk1qOk6H12TTduPNbU3vJdSCf3jl3M3BzEO8tMhVkugkyqzGtyjDMWHtBWxhFQijdeZgVBuUxkmGYIUMjMag+Hq4Zay9M7fa0+K6rZzftnVsZiHdTUV5HY8MK6muXBF2t0EuF29gbH7d8vYz2juSM+NiTgcricOYLUb58ZXTKjkVmoqAU33T17Oa1jvtxLrm8ZCDezWsd9wMoLAsg3WL0masTfGOjG15InjoZKNpnLD5QwZcUkmkpKMU37Z1bh0MyxbkB2ju3KigDMvJ6VztYwaJYxZSezc6VglJ8MxDvnlC5FMbyZRGWLwu6FqVFkznim4ryugmVixQrBaX4prFhBWajT1Awq6CxYUVANRKZHAWl+Ka+dgmnzvrAcAuyoryOU2d9QOOTRWrTvhhLNh9hxtC93aV+KrmXNEYpvqqvXaJgLAGb9sVYt72PvqGrIlJXOEDp33fjBbUoRYRbd/UPh2RK6goHUVCKCJn3hpf6FQ5eUVCKSMarGkr9CgevKChFJO3ecB2I8RYFpUiRCHLWeVVzNOvJ5VOZZr1FikAxzDqn2xsuSWpRihQBzToXt1C3KPcm9rPT7aKXY9QwjVZrYUFkftDVEjmBZp2LW2hblHsT+3nEPUEvxwDo5RiPuCfYm9gfcM1ETqRZ5+IW2qB8wv0KN+YYZ4fjCfergGokkplmnYtbaIMyRvo7jTOViwRJs87FLdRjlCKlRLPOxSu0LcpKKidULiKSSWiDcqldQNmYj1dGGUvtgoBqJCKlKrRd7wWR+cS793GsawcViQEGIhVMq7+QBXVaHiQiExPaFmVXz24Sb+4gmhjAgGhigMSbO+jq2R101USkxIQ2KMe7AVBEZCJCG5S6AVBEvBLaoNQNgCLildAGpW4AFBGvhHbWO3WhVXvnVgbi3VSU19HYsEIXXYnIhIU2KEE3AIqIN0Lb9RYR8YqCUkQkCwWliEgWCkoRkSwUlCIiWSgoRUSyUFCKiGQRSFCaWb2Z3Wdmz5vZb83soiDqISKSi6AWnG8AHnTOXWNmUWBaQPUQEcmq4EFpZnXAe4CPATjnYkCs0PUQEclVEF3v+cAh4Ltm9oyZfdvMagKoh4hIToLoepcD7wA+45zbYWYbgC8A/33ki8xsLbAWYO7cuQWvpEg6exP72el20csxaphGq7WwIKLrRcIuiBZlG9DmnNsx9PV9JINzFOfcRudcq3Oudfbs2QWtoEg6exP7ecztoJdjAPRyjMfcDvYm9gdcM/FbwYPSOfc68KqZnT1UtALYU+h6iEzUTreLBIlRZQkS7HS7AqqRFEpQs96fAe4emvHeB3w8oHqI5CzVksy1XMIjkKB0zu0CWoN4b5HJqmFa2lCs0eq20NPOHJEctVoLESKjyiJEaLWWgGokhRLqE85FvLQgMh8SaNZ7ClJQikzAgsh8FqBgnGrU9RYRyUJBKSKShYJSRCQLBaWISBYKShGRLBSUIiJZKChFRLJQUIqIZKGgFBHJQkEpIpKFOeeCrkNWZnYIeDmPR8wCOjyqTrEJ82cDfb5SV+yf73TnXNaTwUsiKPNlZjudc6E81i3Mnw30+UpdWD6fut4iIlkoKEVEspgqQbkx6Ar4KMyfDfT5Sl0oPt+UGKMUEcnHVGlRiohMmoJSRCSLUAelmV1uZi+Y2e/N7AtB18dLZnaHmbWb2XNB18UPZnaamT1sZnvM7Ddmti7oOnnJzKrM7Ekze3bo890SdJ28ZmYRM3vGzLYEXZd8hTYozSwCfAt4P3AucK2ZnRtsrTz1PeDyoCvhozjwN865c4GlwKdC9v/vOLDcOXce0AJcbmZLA66T19YBvw26El4IbVAC7wJ+75zb55yLAfcCHwy4Tp5xzj0CvBl0PfzinDvonHt66M89JP/CzQm2Vt5xSUeHvqwY+hWamVUzawL+E/DtoOvihTAH5Rzg1RFftxGiv2hTiZnNA84HdgRbE28NdU13Ae3AQ865MH2+9cDngMGgK+KFMAelhICZTQf+DbjROXck6Pp4yTmXcM61AE3Au8xscdB18oKZrQTanXNPBV0Xr4Q5KA8Ap434ummoTEqEmVWQDMm7nXObg66PX5xzXcDDhGfM+d3AlWb2Eskhr+Vm9oNgq5SfMAflr4AzzWy+mUWB1cBPAq6T5MjMDPgO8Fvn3D8GXR+vmdlsM6sf+nM1cBnwfLC18oZz7ovOuSbn3DySf++2Oec+GnC18hLaoHTOxYFPAz8nORHwQ+fcb4KtlXfM7B7gCeBsM2szs+uDrpPH3g38KcnWyK6hX1cEXSkPnQI8bGa/JvmP+kPOuZJfRhNW2sIoIpJFaFuUIiJeUVCKiGShoBQRyUJBKSKShYJSRCQLBaWUJDNzIxcxm1m5mR0Kw0k1UnwUlFKqeoHFQ4u1IblgWzuvxBcKSillD5A8oQbgWuCe1DeGdr48NHTW47fN7GUzmxVILaXkKSillN0LrDazKuDtjD5d6GaSW+cWAfcBcwOon4REedAVEJks59yvh45gu5Zk63Kki4Grhl73oJl1FrZ2EiYKSil1PwG+BlwCzAy2KhJW6npLqbsDuMU5t3tM+ePAhwHM7L1AQ6ErJuGhoJSS5pxrc859I823bgHeO3T52irgdaCnoJWT0NDpQRJKZlYJJJxzcTO7CPinodPERSZMY5QSVnOBH5pZGRAD/jzg+kgJU4tSRCQLjVGKiGShoBQRyUJBKSKShYJSRCQLBaWISBb/HyJSJgXOwhFbAAAAAElFTkSuQmCC\n", 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DE0EiEpq6ujqamppoaWmJu5RBlZeXU1dXN+rXKzRFJDQlJSUsWDC5vwteu+ciIgEoNEVEAlBoiogEoNAUEQlAoSkiEoBCU0QkAIWmiEgACk0RkQAUmiIiASg0RUQCUGiKiASg0BQRCUChKSISgEJTRCQAhaaISAAKTRGRABSaIiIBBLpyu5nVAAe+XMPd/xJ6RSIi49iItjTN7FIz+wDYBvwb8BHwWIR1iYiMSyPdPf9vwBLgfXdfAFwIvBBZVSIi49RIQ7PX3VuBIjMrcvengIYI6xIRGZdGOqa528ymA08D95lZM9AZXVkiIuPTSLc0LwP2Af8ReBz4EPjiUC8wszvNrNnM3hrk+fPNrN3MNqVvNwUpXEQkDiPa0nT3zFZlv5n9EWh1dx/mZXcBtwP3DLHMM+5+yUhqEBEZD4bc0jSzJWb2/8zsITM7Nb3V+BbwVzNbPtRr3f1p4LMQaxURid1wu+e3A/8duB/YCFzv7ocD5wE/DuH9zzKz183sMTM7IYT+REQiNVxoFrv7n939AeBTd38BwN3fDeG9XwWOcvdTgF8A/zrYgma2yswazayxpaUlhLcWERmd4UKzP+t+V85zw41pDsnd97j73vT9R4ESM5szyLLr3L3B3Ruqq6sLeVsRkYIMNxF0ipntAQyoSN8n/bh88JcNz8wOB/7q7m5mZ5AK8NZC+hQRidqQoenuidF2bGb3A+cDc8ysCbgZKEn3+yvgSuBbZtZHait2xQhm5EVEYhXogh1BuPvVwzx/O6mJJhGRCUOXhhMRCUChKSISgEJTRCQAhaaISAAKTRGRABSaIiIBKDRFRAJQaIqIBKDQFBEJQKEpIhKAQlNEJACFpohIAApNEZEAFJoiIgEoNEVEAlBoiogEoNAUEQlAoSkiEoBCU0QkAIWmiEgACk0RkQAUmiIiASg0RUQCUGiKiASg0BQRCUChKSISgEJTRCQAhaaISAAKTRGRABSaIiIBRBaaZnanmTWb2VuDPG9mdpuZbTGzN8zstKhqEREJS5RbmncBy4d4/iLg2PRtFfDLCGsREQlFZKHp7k8Dnw2xyGXAPZ7yAjDTzI6Iqh4RkTDEOaZZC2zPetyUbjuEma0ys0Yza2xpaRmT4kRE8pkQE0Huvs7dG9y9obq6Ou5yRGQKizM0dwBzsx7XpdtERMatOENzA/D36Vn0JUC7u++MsR4RkWEVR9Wxmd0PnA/MMbMm4GagBMDdfwU8ClwMbAH2Ad+IqhYRkbBEFprufvUwzztwQ1TvLyIShQkxESQiMl4oNEVEAlBoiogEoNAUEQlAoSkiEoBCU0QkAIWmiEgACk0RkQAUmiIiASg0RUQCUGiKiASg0BQRCUChKSISgEJTRCQAhaaISACRXU9TRCaOjc8kuXu909IK1bNh5Qpj6bmJuMsalxSaIlPcxmeS3LbO2d+Tety8C25b50BSwZmHds9Fpri71x8MzIz9Pal2OZRCU2SKa2kN1j7VKTRFprjq2cHapzqFpsgUt3KFUVY6sK2sNNUuh9JEkMgUl5rs0ez5SCk0RYSl5yZYem7cVUwM2j0XEQlAoSkiEoBCU0QkAIWmiEgACk0RkQAUmiIiASg0RUQCiDQ0zWy5mb1nZlvM7Pt5nv+6mbWY2ab07foo6xERKVRkB7ebWQL4J2AZ0AS8bGYb3H1zzqL/7O7fjqoOEZEwRbmleQawxd23unsPsB64LML3ExGJXJShWQtsz3rclG7LdYWZvWFmD5rZ3HwdmdkqM2s0s8aWlpYoahURGZG4J4IeBua7+8nAE8Dd+RZy93Xu3uDuDdXV1WNaoIhItihDcweQveVYl247wN1b3X1/+uGvgdMjrEdEpGBRhubLwLFmtsDMSoEVwIbsBczsiKyHlwLvRFiPiEjBIps9d/c+M/s28CcgAdzp7m+b2S1Ao7tvAL5jZpcCfcBnwNejqkdEJAzmPrG+PKmhocEbGxvjLkNEJhkze8XdG4ZbLu6JIBGRCUWhKSISgEJTRCQAhaaISAAKTRGRABSaIiIBKDRFRAJQaIqIBKDQFBEJQKEpE9YDW3s46aE9HHZvOyc9tIcHtvbEXZJMAZGdey4SpQe29rD6hS66kqnHTZ3O6he6ALhqYWmMlclkp9CUUH2Y3Eajb6KTfVQyjQar5+jEgtDf55ZN3QcCM6MrmWpXaEqUFJoSmg+T23jWXyRJKs062cez/iIkCT04d3Tmv9DMYO0iYdGYpoSm0TcdCMyMJEkafVPo71VbaYHaRcKi0JTQdLIvUHshbqovpyIxsK0ikWoXiZJCU0JTybRA7YW4amEpa5dUUFdpGFBXaaxdUqHxTImcxjQlNA1WP2BMEyBBggarj+T9rlpYqpCUMafQlNAcnVgAScZk9lwkLgpNCdXRiQUcjUJyIniko4M1bW182tfH4cXF3DhrFpdUVcVd1rinMU2RmMR5RtMjHR3cvGsXO/v6cGBnXx8379rFIx0dY1bDRKXQFIlB5oympk7HOXhG01gF55q2NrpzvlSx2501bW1j8v4TmUJTJGL5tiiHOqNpLHza1xeoXQ5SaIpEaLAtyqaYzmja+EySlTf0UdSWyPt8RW9CF0EZhkJTJEKDbVEmBjlxKcozmjY+k+S2dU7zLpjxpxlYT8579cLOLeWxDRlMFApNkQgNtuWYdMb8jKa71zv70/k3/fXpzHpoFom2BDgk2hLseXc6nZ8NfP+xHDKYKBSaIhEabMsxcwbTWJ7R1NKadf/IXt6fXcT2t2ey6//OofS3NextL8v7Ol0EZSAdpykSoZvqywdc9xMOblGO9RlN1bOheVcqMLed3EN/+re/Z5qz7eQeEr2QzFOOLoIykLY0RSI0ns6RX7nCKCuF7cf3HgjMjP5imFY+9kMGE5G2NEUiNl7OkV96bgJI8m/b8u9u7+2H/312Bbds6mZHp1NbaQe2iOUgc49uvMLMlgNrgQTwa3e/Nef5MuAe4HSgFfg7d/9oqD4bGhq8sbExcC1P/+UnHNZ3cED7s+Jyzpv3j4H7GYsrk+/ueJPmtifp7WunpHgGNbMuZGbVSUO+JnPsXxj/2cPsCw6us/K9nzKvvY3SZO+Az5W9Tg3D8VGv2+x1lyiqwB2S3sWunir+17azeadr0YHPs7vjTXbueox+T31NRqKogsNnXzTsus618ZkkP3qih7dqe+mpcIoM+oE5CePwN0uYvrUESO0Wf3RCT2oX2OCwMuPWhvzrNvdn8IUji3no417a0hM5h5UZl88r5k+f9A34Of3643Y+PnIvRcWD/14n9xfR/VkxFdW9B5fzVE0A/X1Gb0cRZTOTqTaHzp2ldG6uovzIbqYf20lRycFl93w4ja5dqa3RijndVM3vIlHWT3J/ER0fVxx4bqjPG5aNzyS5e73T0poajli5wtJ/LIZnZq+4e8Owy0UVmmaWAN4HlgFNwMvA1e6+OWuZfwBOdvdvmtkK4HJ3/7uh+h1NaGYCM3tkxgkenLlXJofUVXzOsTNDC87dHW/yya6Hce890GZWwpFzvjjoL3Pu9+VAardqNLuBYfYFB9fZzL1tLGhrIZH1/82shMRhZ/JCZcshFy+G4Os237rL1pUs5idb/pbn2o7nN0u2UscjpOLtICPBkdWXjTg4Nz6T5Acbenh/cc8hu7wARX2w4I3UevvwlJ7U5kOW0iK4/ayB6zbfz2Akps3pZsaxndgIBt3cwYYYqsx93h32tyUonZmkKKd/74fdH1QCMOOYToqyPmN/Etq3VB4IznyfNyyZQ6r2Zx0hVVYK31k1suAcaWhGOaZ5BrDF3be6ew+wHrgsZ5nLgLvT9x8ELjQb6kc5OrmBCak/oNlbniMxFlcmb2578pBfevdemtueHPQ1YZ5dEvaZKpl1Nrf9swGBCanPtW/3i3kDE4Kv23zrLltFoo9vHvUcXUko63mK3MAEcJJDrutcd693th5z6BhhRn9xagxx+/G9hwQmQE//oes2389gJKYf1TWiwIShAzPf82ZQNuvQwASwIqg6qouqo7oGBCZAUSL1XEa+zxuW7EOqMvb3pNrDFGVo1gLbsx43pdvyLuPufUA7MDu3IzNbZWaNZtbY0tISUbnDG4srk/f2tQdqh3C/Lyfs797JrJvSZP7T80qSg4dc9utHYqh1lFFTlrogxeySwS9MMZJ+Mlpaoadi6HXTU+FDLpO7bke7rhNlh/4RGCuJsv5B3z+3PapDmLIPqRpJ+2hNiNlzd1/n7g3u3lBdXR1bHWNxZfKS4hmB2iHc78sJ+7t3MuumJ5F/U6w3UTKi14/EUOsoo3l/6tJnrb2DXwJtJP1kVM+G0q6h101plw25TO66He26Tu6P79c5ub9o0PfPbY/qEKbqQza3hm4frSjX8g5gbtbjunRb3mXMrBiYQWpCKFSfFZeT+7ctM6YZRIPVk8jZxwr7yuQ1sy7EbGCQmJVQM+vCQV8T5vflhP3dO5l1tn3GYSRz9vnMSpg288xD1mlG0HWbb91l60oW86uPz6YiAftLLyDff38jMeS6zrVyhbFwSwlFg1znoqgP5r5bwtx3S8g3ClFadOi6zfczGIm9H1fgI9zYHG4qI/f5zJhmf57+vR86Pq6g4+MK+nM+Y38y9VxGvs8blswhVdnKSlPtYYoyNF8GjjWzBWZWCqwANuQsswFYmb5/JbDRI5iZOm/ePx4IzsxtNLPnRycWcI6deWDrp5JpoU4CAcysOokj53zxwNZOSfGMISeBINxjAcM+rjCzzrqnH862WdX0pLcsM5/ruBkXDlinlh59Hs26zV13iaIKiqwCB1p6qvjplr/l3a5FrF1SwRcWnkpt9b+nyA7+QieKKgJNAkHqMJ4fXVpK/bZSSvcZ+MFfqjkJY/H7pVR/UkL1JyUc/Xopif2Q+Qt+WJnlnRTJ9zO47tgSZmUtdlhZqi17mTXHzWLu9iqSvYY7g976uovo/KR04HL9B59P9hr72xIH2/qh85NS2l+ZScc7lSR7Bi67+/1KulrK6Wopp/2DSvq6iw68T/Yk0GCfNyxLz03wnVVGzZzUGGzNnJFPAgUR9SFHFwNrSA2B3+nuPzKzW4BGd99gZuXAvcCpwGfACnffOlSfoz3kSERkKCOdPY/04HZ3fxR4NKftpqz73cBVUdYgIhKmCTERJCIyXig0RUQCUGiKiASg0BQRCUChKSISgEJTRCQAhaaISAAKTRGRABSaIiIBKDRFRAKI9NzzKJhZC/BxAV3MAXaFVM54NJk/32T+bKDPF7ej3H3Ya09OuNAslJk1juSk/IlqMn++yfzZQJ9votDuuYhIAApNEZEApmJorou7gIhN5s83mT8b6PNNCFNuTFNEpBBTcUtTRGTUFJoiIgFMmdA0s+Vm9p6ZbTGz78ddT9jM7E4zazazt+KuJWxmNtfMnjKzzWb2tpmtjrumMJlZuZm9ZGavpz/fD+OuKWxmljCz18zskbhrKdSUCE0zSwD/BFwELAauNrPF8VYVuruA5XEXEZE+4HvuvhhYAtwwyX5++4Gl7n4KUA8sN7MlMdcUttXAO3EXEYYpEZrAGcAWd9/q7j3AeuCymGsKlbs/TeobPScdd9/p7q+m73eQ+uWrjbeq8HjK3vTDkvRt0szQmlkd8O+AX8ddSximSmjWAtuzHjcxiX7pphIzm0/qK59fjLeScKV3XzcBzcAT7j6ZPt8a4D8D/XEXEoapEpoyCZjZdOB3wI3uvifuesLk7kl3rwfqgDPM7MS4awqDmV0CNLv7K3HXEpapEpo7gLlZj+vSbTJBmFkJqcC8z90firueqLj7buApJs/49NnApWb2EalhsaVm9tt4SyrMVAnNl4FjzWyBmZUCK4ANMdckI2RmBtwBvOPuP4+7nrCZWbWZzUzfrwCWAe/GW1U43P2/uHudu88n9Xu30d2/GnNZBZkSoenufcC3gT+RmkT4F3d/O96qwmVm9wPPA8eZWZOZXRd3TSE6G/gaqa2UTenbxXEXFaIjgKfM7A1Sf+CfcPcJf2jOZKXTKEVEApgSW5oiImFRaIqIBKDQFBEJQKEpIhKAQlNEJACFpkx4ZubZB0ybWbGZtUyGK+rI+KPQlMmgEzgxfWA4pA4O1xlfEgmFpkwWj5K6kg7A1cD9mSfSZ9ximaL1AAAA5UlEQVQ8kb5W5a/N7GMzmxNLlTLhKTRlslgPrDCzcuBkBl4F6WZSp++dADwIzIuhPpkkiuMuQCQM7v5G+rJxV5Pa6sx2DnB5ernHzaxtbKuTyUShKZPJBuB/AOcDs+MtRSYr7Z7LZHIn8EN3fzOn/TngywBm9nlg1lgXJpOHQlMmDXdvcvfb8jz1Q+Dz6S+duwr4FOgY0+Jk0tBVjmTSM7MyIOnufWZ2FvDL9FXSRQLTmKZMBfOAfzGzIqAH+A8x1yMTmLY0RUQC0JimiEgACk0RkQAUmiIiASg0RUQCUGiKiATw/wEdeh7ZJLM+AwAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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39/iamx1AS77uLyKF4+7FLmFc2dZXzFnva4Gfpfuhma03s51mtvPAgQMFLEtEJqOmpoZDhw6VbFi6O4cOHaKmpmbK1yjKZI6ZfRmIAHen+4y7bwI2AbS3t5fm/wIiQktLC52dnZRyh6ampoaWlqkPYAselGb2KeAyYI2X6r+CRGTCqqqqWLw42M/2CxqUZnYJ8AXgg+6uldwiMi3kc3nQPcB24DQz6zSz64jNgtcDD5tZh5n9U77uLyKSK3nrUbr7VSmab8/X/URE8qVs3szZvDfMLR2D7O93muuMm9pqWNdaPeXr6RAykfJRFkG5eW+YDTsGGBh5O7Gz39mwYwBgSmGpQ8hEyktZBOUtHYOjIRk3EIW//uVA2qAcr8c43pZserNHJHjKYpu1/f2pVyF1h2O9zWTxHmN8N6F4j3FPdN/o96loSzaRYCqLoGyus7Q/u6Vj8Li2TJv4ptt6TVuyiQRTWQTlTW3pX11K1dscr8d4R+RuhhiiIumvTluyiQRXWQTlutZq5s5I3atM1dvM1DMMM4TjzGDG6Oe1JZtIcJVFUALc2l5DbeJJtNSGUvc2Ux1bm8xxKglxbeXV/HHlWoWkSICVxaw3HFsG9C8HXmbl0hdpnDlARXQm76tqg6SZ6iWhxRBldNY7HU3eiJSHQAdlT9+uhLM53jNvBUcWHhidqPHK9Osfx27i+93IP+Mc/yzTSD9JJCLBEdihd0/fLt44+MDoecFDkV7Cbz9JwzvdCZ+byJG0qUJyvHYRCZbABmVX91bchxLaKtw5ufft4z47dgi9eW+YFVsOM/euXlZsOczmvWEtBxIpc4ENynhPMll1NHJcWzzw4q86dvbH+orxVx0jB5cfN7mj5UAi5SOwQVlVOSdleziU+Fh2bOCle9Xx1l+8Syc0ipSxSU3mmFkTMLqext1fy3lFOdLUuIY3Dj6QMPw2q6Ku4WzqOJzyHe50rzru73ed0ChSxiYUlGb2UeDrwElAF3AK8AJwRv5Ky05D/QqeOhBhRvhR5lX1cWionqPVq7h4zpmcluZ3muuMzhRhOd4rkCISfBPtUf43YCXwiLufaWargE/mr6zsxZ43tjIQbR1tqw3BRsJpdwy6qa0mYTu2+O+M9wqkiATfRINyyN0PmVmFmVW4+6NmdlteK8vSLR2DnNv4Iv/5lCdpmtFH19F6/unVc7mlY1naoIy353KDXxGZ/iYalD1mNgt4DLjbzLqA/vyVlb1ltS/whVMfoTYUm+U+oaaPvz71Eb76MsDZaX9vXWu1glFEEow7621mp5rZucDHgCPAXwIPAYeAz+a/vKn788VPjoZkXG0owp8vfrJIFYnIdJVpedBtwGF373f3YXePuPudwP3A3+a9uizMr+5L2T6vqm90IbmIyERkCsp3ufuu5MaRtkV5qShHqtOso+w6Wj+6kFxhKSITkSkoG8b5WW0uC8m1psY1mFUltA1EK/mnV88d+Tr17uYiIskyBeVOM/tPyY1mdj3wq/yUlBsN9Ss4af4fUlU5h2GHtwbr+ceXP8QjB5eOfibdAnMRkbEyzXrfCNxvZldzLBjbgWpgbT4Ly4WG+hU01K9gxZbDWkguIlM2bo/S3X/n7r8PfAV4ZeQ/X3H3c9z9rfyXlxs3tU18d/O4VLsIiUh5mtA6Snd/FHg0z7XkzWQXksd3EYq/oROf/Bl7LREpH4He4XysySwkT7eL0C0dgwpKkTIU2G3WsjHeLkIiUn4UlCmkm+TR5I9IeVJQpjCVyR8RCS4FZQrrWqvZuLKWlrrYOYstdcbGlbV6PilSpspmMmeytIuQiMSpRykikkFZ9Si3PR7lznudA4dgwTy45kpj9fmhzL+YB3ui+9jpHSnP7hGR0lI2Qbnt8Sjf2OQcHXnBpusgfGOTA9GCh+We6D6e8KeIElus2c8RnvCnIIrCUqQElU1Q3nnvsZCMOxqOta8+f2rXnGqvcKd3jIZkXJQoO71DJz2KlKCyCcqug6nbDxya2vWy6RX2c2RS7SJSXHmbzDGzO8ysy8yeH9M218weNrOXRv5szNf9x9r2eDTtz+pnTe2a4/UKM6lj5qTaRaS48jnr/T3gkqS2LwJb3f3dwNaR7/Omp28Xv33tNppO+ju+9IVvcuZ7nz/uM/1Hxg/SdLLpFbZbGyESn4uGCNFubZOuQ0TyL29B6e6PAW8nNX8MuHPk6zuBP8rX/Xv6dvHGwQcYivRiBnMbD7Pu8p8cF5bRaOw55WRl0ytcElrMeXb26GfrmMl5drYmckRKVKGfUb7L3d8c+fot4F3pPmhm64H1AAsXLpz0jbq6t+I+lNBWXR3hIxc/yrPPLU9on8pzynZrS3hGCZPrFS4JLdbEjcg0UbQF5+7uQNqunLtvcvd2d29fsGDBpK8/FOlN2d7YcDjFveBb34mk+PQxyRv5PvNqs3qFImWi0D3K35nZie7+ppmdCHTl60ZVlXNShmV3z+yUn//Jw7Dt8Qh/cf3xi9DTbeS7kWb+uFXBKBJ0he5R/hi4ZuTra4Af5etGB7tWEYkkBl4kEuLNN1al/Z2Bwdgi9OTJnfE28hWR4Mtbj9LM7gEuBOabWSdwM3Ar8K9mdh3wKvCJfN3/se3ORy4eTmod5sWXxv+9VIvQJ7uRr15PFAmWvAWlu1+V5kdr8nXPsc77/UeprEwMsspKZ9UHH2X7U8vT/FZM8uROc51N+BRHvZ4oEjyB3T2oIcWkTbz9tf/+Gvu/sJ933vtOys8smJf4/WQ28s1mIbqIlKbABmXv4dSTNoesDgyijVG6L+8+LixnVMd2FRpr7Ea+ACE79owy+RhbvZ4oEjyBDcpf7z4VTxotO7CTk459X+30Xpw4M/6hD5JyN6F1rdWjPcvoyHXjs99jw1KvJ4oET2CDcvnpL2NJjxANaOeNhLZoQ+Iw+ZF/T/9K40Rmv/V6okjwBDYoZ89O/YxyHv0J34d6EkMtPuudykRmv/V6okjwBHabtW6rY25SKAIcom70awsbc/5tznGf2T1jiBVbjrC/32muM25qq2Fda/WEZ7/1eqJIsAS2R/kD2hhMGgIPEuKfvQ0cQt0hGrc0Muu5xH3WDpw0xL73hOnsd5zE55A6xlakPAW2R7mn8vd4NNLFh3mZCpxhjEdpZUfPu1n41WYAqqqgopqEnc87lw0RTQrD+HPIXZfHZtJv6Rg8rrcpIsEV2KD8cu1bzOnbS2hk340QzirfyxsvtPICsaCMROCvbrCEA8fCteM/h9QxtiLlJ7BB2TzwC4aSFn7XWJS1y7bzwgPtQCwYV58fSnhdccWWib+Fk2zz3rB6myIBFNhnlJm2WUu1sBwm9xbOWPEdhlI92xSR6S2wQRlbNXm84WFjdj1UV8PXvu1cc0MkYd3k2LdwDGipMzaurM3YM9QOQyLBFdihd7o9gSsqnKNHj03g7G1+h7+s6yWyJ8qJVZXc2NjIutb6CQ2Ztz0e5e8fDvN881Ds2WaKbE639lJEpo/ABmW6jXsPH549GpLvvPcdui/vxqtjYfZmJMLNB2Pn2l5WX5/22t/6ToSfPgJdJ8aWEg2P87c4kWebIlLaAjv0bmpcg1lVQptZFT956NjGvb0X946GZNygO7d1d6e85rbHo6z9swg/eTh2fMTrS4fGDUmtsRQJhsD2KBvqVwDw2ptbqQj10tMzmyd+sYqXXj62F2Xye95xb0WOPz9n2+NRvrHJORqO9UR7L+5lXkOU6NEK+l6tZeBgYiC2aNZbJDACG5QAz3Sczjc2LUtYUF5ZCaFQ7JjaUE+IaOPxYXlC5fF/LXfeeywk48N1AyprhplzauxVyXhYttTZ6OJ0EZn+Ah2UY8Ot9+Jeog1RQj0h6n5bw+DSQaKzo7E5nzGPEWvMuLGx8bhrxXc9TzVcrwhB/SkDo0F58UmB/msVKTuBfUYJsXCL9wCjjdHRDXsPf6Cf8JzY92ND8sTKSr4yf37KiZz4rufphuuhGcfO59ny6lDKz4jI9BTooFwwL3UPMNUynhMrK3lk4cK0s93XXGnMqD5+W7a44cixi3ZrjblIoAQ6KK+50tL2AJOlmsAZa/X5IT70QWj4+RxI8dGKSmf24r6plCkiJS7QQbn6/BBVval7gMlSTeCMte3xKI/8O9R1zCL5EFwAM6g7MUzt/EHqA/23KlJ+Av+P9AX752DhpLF20ki8ajj1BM5Y8YkhAEuTvWaxSZ1TnteSIJEgCXxQ9j40i8YtjYS6Q6Mb9tZtr0v4vuVnjeO+iQPHZr3THXEbF5oxzIBe7xYJlMCvYzlwCGYdnMWs52aNLhPqP6efUE+Iuf8yl1nPzWLYgM+Of50F8+C5M3oJX9R73KFlY0WPVvD60iGgNpf/NUSkiALfo4wv60m1TCh+rnf8M+NZfFmEgQv70g67AYaHoe/V2rSb/4rI9BT4oIwv60m1TCh+rneqfSmT/XAgnLBWMuE6DsMR6H2pLrbo3GHuXb2s2HJY+1GKBEDgh96rzw8BUT6bZplQtCHK6rMyz4zv73dOSHqLJ84MPN7uQAUJm/cCeudbZBoLfI8SYmHZmHxi2Ih07cma6yzdXsDAsdcYkz+jzXtFpr+yCMrNe8N0d9YynNSprBo2vnji3Ald44raaqJHx//rSjc01+a9ItNb4IMyfpbNG/tn0PtyHZHBCtxhDiH+7l2p3+tOZd+DlfTvqcXHybzhNK94a/Nekekt8M8ox55lM3CwZnSHn1CdcdnlEwtJiC0zOmHbbI6c3p/2MxWVUDtvkIFDx/am1Oa9ItNf4IMy3bB3osPh+BG0nZc6FoGmiBGqSv27VgGzTxnA99dytEZH1ooEReCDsrluaud0b94b5os7B3n76MjvGngVjDv2Bipqhhmsdq57dxVfWzlzqmWLSAkJ/DPKqZzTHX+uORqSY1RUpfiFMaJHK6ACbn9piL/acWQqJYtIiQl8UE7lnO5UZ3THjTfz7R57Myfuey9rA1+RIAj80BtiYTmZ54TjPb/se7WWOe/upyIpL92h/83qhEPGoloVJBIIZRGUk5XuuSYcO0Bs9uL+0WH4cMQ4vHfmcScxikgwFCUozewvgeuJvem3C/i0u5fM6ys3tdXwF9sHCKdeP56wzGhc6lGKBELBn1GaWTPwOaDd3ZcDIeDKQteRSYbJbREpI8WazKkEas2sEpgJvFGkOlK6pWOQIQWliIwoeFC6+37ga8BrwJtAr7v/vNB1jCfd80kASzMcT0fbrIlMf8UYejcCHwMWAycBdWb2yRSfW29mO81s54EDBwpaYyjNWvSQweeaZlB5lIk9fzTYsGNAYSkyzRVj6P0hYJ+7H3D3IWAL8PvJH3L3Te7e7u7tCxYsKGiB6Zb1RIfh6TsrOfexOmz8021HaZs1kemvGEH5GrDSzGaamQFrgBeKUEdaLWleb6weMNzh6FHwSawX0DZrItNbMZ5RPgXcBzxDbGlQBbCp0HWM54raaiqS3sypiMDJL2Z4fzENbbMmMr0VZR2lu98M3FyMe0/EvgcrWVztvL50iHCtUz1gnPxiFQveOBaUlWGIzMh8LW2zJjL96c2cFA4cggWeGIzJTvl1NXvbwvg4ffKQkfG9chEpfYEOyp6+XXR1b2Uo0ktV5RyaGtfQUL8i4+8tmAddB8f/TMvBKi5rMn44EKaz3zESJ8JrQwpJkaAI7O5BPX27eOPgAwxFegEYivTyxsEH6OnblfF340fcjlVZCfWzYicuNs2Hz603/vYjNey6fDbdfzqH/3Pu5HYoEpHpI7A9yq7urcRWHx3jPkRX99aMvcr4Ebd33uuxYfi8WHjG2lOb7A5FIjJ9BDYo4z3JibYnW31+iNXn57IiEZmuAjv0rqqcM6l2EZF0AhuUTY1rMEuctTaroqlxTZEqEpHpKrBB2VC/gpPm/+FoD7Kqcg4nzf9DGupXsHlvmBVbDjP3rl5WbDmsd7FFZFyBfUYJsbBMnriJHxwWPxOns9/ZsGMAQJMxIpJSYHuU6aQ6OEwbV4jIeMouKNNtUKGNK0QknbILynQbVGjjChFJp+yC8qa2GmqT1o1r4woRGU/ZBeW61mo2rizN1w01Gy9SmgI9651OKb5uqNl4kdJVdj3KUqXZeJHSVZY9ylKk2XiRqdkT3cdO76CfI9TcftZFAAAGmklEQVQxk3ZrY0locU7voR5lidBsvMjk7Ynu4zHfTj9HAOjnCI/5dvZE9+X0PgrKEqHZeJHJ2+6/xJPOjnac7f7LnN5HQVkiSnk2XqRUhRmaVPtU6RllCSnF2XgRUY9SRKaxGaQ+CjVd+1QpKEVk2lppZ1GRFGMVVLDSzsrpfQI99J7qKYwiMj0sCS2GKHlfHhTYoIyfwhg/YCx+CiOgsBQJkCWhxSwht8GYLLBD7/FOYRQRmYzABmW2pzCKiMQFNih1CqOI5Epgg1KnMIpIrgR2Mic+YaNZbxHJVmCDElKfwigiMlmBHXqLiOSKglJEJAMFpYhIBgpKEZEMFJQiIhkoKEVEMlBQiohkUJSgNLMGM7vPzF40sxfM7Jxi1CEiMhHFWnC+EXjI3T9uZtXAzCLVISKSUcGD0szmABcAnwJw9zAQLnQdIiITVYyh92LgAPBdM3vWzL5jZnVFqENEZEKKMfSuBN4HfNbdnzKzjcAXgf869kNmth5YD7Bw4cKCFxk0e6L78r5dvkhQFaNH2Ql0uvtTI9/fRyw4E7j7Jndvd/f2BQsWFLTAoNkT3ccT/hT9HAGgnyM84U+xJ7qvyJWJTA8FD0p3fwt43cxOG2laA+wudB3lZKd3ECWa0BYlyk7vKFJFItNLsWa9PwvcPTLjvRf4dJHqKAvxnuRE20UkUVGC0t07gPZi3Lsc1TEzZSjWaVWWyITozZwy0G5thAgltIUI0W5tRapIZHoJ9A7nElOoQ+JFgkpBWSYKcUi8SFBp6C0ikoGCUkQkAwWliEgGCkoRkQwUlCIiGSgoRUQyUFCKiGSgoBQRyUBBKSKSgYJSRCQDc/di15CRmR0AXs3iEvOBgzkqJx9UX3ZKvT4o/RrLtb5T3D3jzuDTIiizZWY73b1kt3VTfdkp9fqg9GtUfePT0FtEJAMFpYhIBuUSlJuKXUAGqi87pV4flH6Nqm8cZfGMUkQkG+XSoxQRmTIFpYhIBoEOSjO7xMx+Y2Yvm9kXi11PMjO7w8y6zOz5YteSipmdbGaPmtluM/u1mW0odk1jmVmNmT1tZs+N1PeVYteUipmFzOxZM3uw2LWkYmavmNkuM+sws53FrieZmTWY2X1m9qKZvWBm5xS8hqA+ozSzEPBb4CKgE/glcJW77y5qYWOY2QXAO8D33X15setJZmYnAie6+zNmVg/8CvijUvk7NDMD6tz9HTOrAp4ANrj7jiKXlsDMPk/seObZ7n5ZsetJZmavAO3uXpILzs3sTuBxd/+OmVUDM929p5A1BLlH+QHgZXff6+5h4F7gY0WuKYG7Pwa8Xew60nH3N939mZGv+4AXgObiVnWMx7wz8m3VyH9K6t/8ZtYC/AHwnWLXMh2Z2RzgAuB2AHcPFzokIdhB2Qy8Pub7TkroH/LpxswWAWcCTxW3kkQjw9oOoAt42N1Lqj7gNuALwHCxCxmHAz83s1+Z2fpiF5NkMXAA+O7I44vvmFldoYsIclBKjpjZLOCHwI3ufrjY9Yzl7lF3bwNagA+YWck8wjCzy4Aud/9VsWvJ4Dx3fx/wEeCGkUdCpaISeB/wv939TKAfKPh8Q5CDcj9w8pjvW0baZBJGnv39ELjb3bcUu550RoZjjwKXFLuWMc4FPjryDPBeYLWZ/aC4JR3P3feP/NkF3E/ssVWp6AQ6x4wU7iMWnAUV5KD8JfBuM1s88gD4SuDHRa5pWhmZLLkdeMHd/2ex60lmZgvMrGHk61piE3cvFreqY9z9b9y9xd0XEfv/3zZ3/2SRy0pgZnUjE3WMDGk/DJTMKgx3fwt43cxOG2laAxR8MrGy0DcsFHePmNlfAP8GhIA73P3XRS4rgZndA1wIzDezTuBmd7+9uFUlOBf4U2DXyHNAgC+5+0+LWNNYJwJ3jqxwqAD+1d1LcglOCXsXcH/s34lUAv/s7g8Vt6TjfBa4e6TDsxf4dKELCOzyIBGRXAny0FtEJCcUlCIiGSgoRUQyUFCKiGSgoBQRyUBBKYFgZu+M+fpSM/utmZ1SzJokOAK7jlLKk5mtAb4BXOzu2RxxLDJKQSmBMfKO8v8FLnX3PcWuR4JDC84lEMxsCOgDLnT3/yh2PRIsekYpQTEE/AK4rtiFSPAoKCUohoFPENtq7UvFLkaCRc8oJTDc/YiZ/QHwuJn9rsQ2GJFpTEEpgeLub5vZJcBjZnbA3bW1nmRNkzkiIhnoGaWISAYKShGRDBSUIiIZKChFRDJQUIqIZKCgFBHJQEEpIpLB/wdDfm5tqF/owQAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i in range(len(X.columns)):\n", " if(i + 1 < len(X.columns)):\n", " for j in range(i+1, len(X.columns)):\n", " draw_ff_plot(X, Y, X.columns[i], X.columns[j])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use cross-validation to validate our classification accuracy, I chose only 3 cross-validation blocks, because on of the clusters is presented by 9 objects, so, we will lose accuracy if we increase the number of blocks." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "def tree(X, Y, n=3):\n", " clf = DecisionTreeClassifier(random_state=0)\n", " return np.mean(cross_val_score(clf, X, Y, cv=n))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "def neigh(X, Y, k, n=3):\n", " neigh = KNeighborsClassifier(n_neighbors=k)\n", " return np.mean(cross_val_score(neigh, X, Y, cv=n))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def preprocess(X, components): \n", " # Scale\n", " scaler = StandardScaler()\n", " X_t = scaler.fit_transform(np.float32(X))\n", " \n", " # PCA\n", " pca = PCA(n_components=components)\n", " X_t = pca.fit_transform(X_t)\n", " print(sum(pca.explained_variance_ratio_))\n", " return pd.DataFrame(X_t)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We scale the data with a standard scaler and reduce the dimensionality with PCA. As we can see, we will lose only 5% of information if we reduce number of features by 3." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.9517311379313469\n" ] } ], "source": [ "X_s = preprocess(X, 6)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.6495699618785963" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tree(X, Y)\n", "tree(X_s, Y)\n", "neigh(X, Y, 5)\n", "neigh(X_s, Y, 5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The graph presents dependence between the number of neighbors in knn method and accuracy of clusterisation. We can realize that knn, which was fitted with preprocessed data, gives better result, than knn, which was fitted with original data. The maximum of accuracy achieves with the 4nn method." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "orig = []\n", "prep = []\n", "N_k = 9\n", "x = np.linspace(1, N_k-1, N_k-1)\n", "for k in range(1, N_k):\n", " orig.append(neigh(X, Y, k))\n", " prep.append(neigh(X_s, Y, k))\n", "plt.figure(figsize=(6, 6))\n", "plt.plot(x, orig, color='b', label='original X')\n", "plt.plot(x, prep, color='r', label='preprocessed X')\n", "plt.xlabel('k neighbors')\n", "plt.ylabel('score')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The graph presents dependence between the number of components in data and accuracy of clusterisation. We can realize that knn, is more accuracy than decision tree. The greater number of components the greater the score, but it's true only for knn method. Decision tree doesn't depends from dimensionality a lot." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.2790183424949646\n", "0.5068043321371078\n", "0.6628979742527008\n", "0.7915493249893188\n", "0.8931050598621368\n", "0.9517311379313469\n", "0.992726493626833\n", "0.9998212596401572\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "neighbors = []\n", "dec_tree = []\n", "N_k = 9\n", "x = np.linspace(1, N_k-1, N_k-1)\n", "for k in range(1, N_k):\n", " X_s = preprocess(X, k)\n", " neighbors.append(neigh(X_s, Y, 4))\n", " dec_tree.append(tree(X_s, Y))\n", "plt.figure(figsize=(6, 6))\n", "plt.plot(x, neighbors, color='r', label='kneighbors')\n", "plt.plot(x, dec_tree, color='b', label='decision tree')\n", "plt.xlabel('number of components')\n", "plt.ylabel('score')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.arange(0.1, 0.9, 0.01)\n", "y = []\n", "neig = KNeighborsClassifier(n_neighbors=4)\n", "for i in x:\n", " train_data, test_data, train_labels, test_labels = cross_validation.train_test_split(X, Y, test_size = i, random_state = 1)\n", " neig.fit(train_data, train_labels)\n", " predict_KNeighbors = neig.predict(test_data)\n", " accuracy_KNeighbors = metrics.accuracy_score(predict_KNeighbors, test_labels)\n", " y.append(accuracy_KNeighbors)\n", "\n", "plt.plot(x, y)\n", "plt.ylabel('Accuracy')\n", "plt.xlabel('DataRatioSize')\n", "plt.show()\n", "plt.savefig('HW3.png')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 2 }