80 lines
114 KiB
Plaintext
80 lines
114 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "621c3a78-2532-4b6f-99b0-56484ecc51f1",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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e+2PzTO5EH0iquoiIRB8GgJipxINw/2wpOwvJP0DEYAFLxjh6rT24S+BAI/xdZyCDQYyqskKYjcTfSr6+HThhM2+e5AvEgEXgvgJP3FS1z8SAyqpVq8zoaoWFhbWyT1RT3Kc47rjjSm5z/4fZQnaDdDY85z7Bhx9+aPalbCxjC8w0omD3RQL3Q6qz38B1yXJGBlx4zeAgt1fgKHmBuO/CABOzlZj1VRVmzjGzjevDv9k432sV7SMGu+9Glb0Xy3uMGVHcR2OGWG3so3Ibch+SzyviNJXviUQg7sgx4MJrBg2CxZ0B1un/5z//qZV0Xr42n/Prr78u9+xb4M4Yh67ljsWBjvpXGe7k8RIYQKvpMtcUd77sIBHNmjXLDDPMnVWyly8w1Txw9D8GpLizyrOt9g45dyo5sg1Tve0UfD4Pty1H3ws848udJ55xriqAyR0X7tQRz5i2bt3anBUOXEbuMHHEP55tZoBTREQkWAyIrF+/3oyoZuNvL7OimHXinwVFqampJmDCA3VeAvsG8Xedv7fljV7HwFNg6wEe+HOUOvv57IBLbbIDbpXta4Vjn4ilYP7ljixh47qubF+E+xrPPfdcmefp06ePCRIxG93GZWcGFcvt7P0TlraxN6d/gKu6+w3sN8XgH9cfR/Pjfg73Sapy9NFHm/+DmWr+uO9VXs9R7pcxIGdXHPB1WQ7H/bDA3mD2+gl2380/gFlenzE+Fng/n5sVAcz+Z2AsEPf5qoPrgetExA2UKSUSYWbPnm2GhmXTSQYMAnfeqkoTZ+labWUJMXX5008/NWceOZQzh5/lDz+X7YMPPjA7Ev5pw3x9LnN1Sw6rwuGL/cv3OLRy4LC5NV3mmurUqRP69+9vmoqyXwV3WJhabmdvcXm50/bwww+bHUb2YOD6CTw7SdyR4w4kt9t5552HcePGmcAUd2D4f/A1+Lfs1cAGnoH4GM8e+g8VXBXufHJnlq/JnVg2HLWxSSyfq6qyBBERkUDMfHnxxRfNbzAPnJlBzN9fZjnzt5JBo+q4+OKL8d5775kTL2xqzoATgyDMvOL9PAnln3kdCgzMMKDGgA//J/5On3766RWeIAvlPpE/BouYQcbAHbPBGGzivgmzyqlfv34myMdyMTaaZxCNg5wEBl0YRGEfJZ7UZKN0BnC4v8HAETONWArH52QQifs8N998c5m/r+l+A/s7seSPr8v9n8DyNX/8v7ifxXJIu8k98f/hPhAz0rjPx+VgK4vXXnvNZF9xH4v4v3B/h60qGDhjHycGLPk+YmUC30fV2Xfja9Gdd95plp0nGfncXJd8jMvJklNmlTEYxsFw+H/yPcxpvjc4qA0Dfcwu4/zB9thi7ykGDVn6KuIGCkqJRBiWgHGHjWnh3BGrDu5s8AevtrDci6PksMyLKdbcCeMPNmv1mZ0TmD7NQMc999yD2maXIvL5+cP+xBNPVPhDXN1lrqkRI0aYHRzuYHPngOWI//3vf8uckX377bdx3XXXmf5Z3AEcOnQovvzyy/3S3tmngI04mSrOnSeWYE6dOtWcSeN9DMBxJ5BnEstrXs+dK/9RjoLFHVnulPH1uHPt3+CUgTC7FFFERCRY/K1m2RhL17gvw56RDMy8/vrrJlBVXfytZXYyf/v5m86TU/ytZ3kWAynh6BXJXpbEgA1/K/kbyX2KyoRqn8gf9zsYkOG+AoMo3Bdgk287g4tBnM8//9yURHKQGAao2NOIv//s/eSPI9UxM4r7Iwyc8MQVM3t40owN5Ll/whHtGGBkCV6gmu43cLn4nCzlZKZ7RYE+BpsuvPBCs2/HfTwb94v4fmDZHTPK+X5jZjj3ubh/w4b6Nv7P/N+47R577DGT8cayPv9eYsHuuzG7jOuMwTu2RuBzMXjFoBSDUQzO8n9jNh+DggxEMaudGVzcn2NJJYOI3EaHHXaY6Q0aLP4tR2yuTjWFSCjF+CoahkBERGodM60YGGOPisAzhbWJGVIMSvmPoCMiIiLCJuI8qcTs+lBmiTE77KyzznLNYCfLly83bQgYJGJgLVox0Mbm8AzUiriBekqJiIiIiIhIRGN2HFtc1GZVgNcwK4uN15kFJuIWKt8TERERERGRiMe+UNGMLR/Yd1TETZQpJSIiIiIiIiIiYaeeUiIiIiIiIiIiEnbKlBIRERERERERkbBTUEpERERERERERMIuKhudFxcXIzs7GwcddBBiYmKcXhwRERGJAD6fDzt27EDLli0RG+ud837aLxIRERGn9ouiMijFgFSbNm2cXgwRERGJQKtXr0br1q3hFdovEhEREaf2i6IyKMUMKXvlpKSk1PrzFxQUYOLEiRg6dCgSEhJq/flF28Er9FlwB20H52kbRMc2yM3NNSe97P0Mrwj1fpGIiIhEn9wg94uiMihll+xxxytUQamkpCTz3ApKOUfbwXnaBu6g7eA8bYPo2gZeaw0Q6v0iERERiV4xVewXeafhgYiIiIiIiIiIRAwFpUREREREREREJOwUlBIRERERERERkbCLyp5SIiIikaaoqMj0TZLycd3Ex8cjPz/frKuaYC+quLg4rWIREZEw0f6Ne9XWfpGCUiIiIh7m8/mwfv16bNu2zelFcf16at68uRlh7kAakTds2NA8j9eamYuIiHiJ9m+8oTb2ixSUEhER8TA7INW0aVMzupyCJeUrLi7Gzp07Ub9+fcTGxtZo5zgvLw8bN240t1u0aIFQmDJlCh555BHMmTMH69atw0cffYQzzjij0r+ZNGkSRo8ejd9++80MvXzXXXfhkksuCcnyiYiIhIP2b9ytNveLFJQSERHxcEq7HZBq3Lix04vj+qDU3r17kZiYWKOgFNWrV89ccweM6zwUpXy7du1CRkYGLrvsMpx55plVzr9ixQqcfPLJuOqqq/DWW2/hu+++w9/+9jezczhs2LBaXz4REZFQ0/6NN9TWfpGCUiIiIh5l95BihpSEh72uue5DEZQ66aSTzCVYL7zwAjp06IDHHnvM3E5PT8e0adPwxBNPKCglIiKepP2b6Nov0uh7IiIiHqeSvehd1zNmzMDgwYPL3McMKd4vIiLiZW77zZXQbCNlSomIiIh4uOdGs2bNytzH27m5udi9e3dJar2/PXv2mIuN84qIiIg4QZlSIiIi4ips0l1Vc+/ysJ8Sy9fYiyIYixYtQuvWrU0fp2jy4IMPokGDBiUXNkcXERERcYKCUiIiIuIqTz31FN54441q/92tt95qRp4LtqdB165dcdRRR+Hxxx+HV3EY5g0bNpS5j7dTUlLKzZKi22+/Hdu3by+5rF69OkxLKyIiIhLGoBSHNT711FPRsmVLU2v48ccfV/k3HNb4iCOOQN26ddGpU6dyd0qfffZZtG/f3oyg07dvX8yaNStE/4GIiIiEG7N3GjZsWK2/YXPvZcuW4a9//Wu1/u7SSy/F888/j8LCQnjR0UcfbTLE/H3zzTfm/opwH4tBK/+LlFXsK8aSzUswe+1sc83bIiLiLU59l3NkZMY/Ai/V3beJFiENStnDGjOIFAx7WOPjjjsOv/zyC2688UYzrPHXX39dMs/48eMxevRo3H333Zg7d655fjb05DCEIiIi4h0ffPABunXrZjJ6GjdubBp2c98hsHxv0KBBuP76600mVGpqqskOuueee8o817vvvoshQ4aYE1bk8/nM83EfgdO0detWtG3bFpmZmSV/x7/ZsmULJk+eDDfYuXOn2Qfixd434vSqVatKspxGjBhRMv9VV12F5cuXm3Xz+++/47nnnsN7772Hf/zjH479D143b908jP56NK6bcB1unnizueZt3i8iIt7ghu/y//u//8O6devM5cknnwzb63pNSINSHNL43//+N/7yl79Ue1hj9oS49tprcdZZZ5lhjW1MsR81apQ5s8m0e/4NhyF87bXXQvifiIiISG3iDtr555+Pyy67DFlZWSZT+swzzywJIAUaO3YskpOTMXPmTDz88MMYM2aMyQiyTZ06Fb179y65zTOS/JvZs2fj6aefNvfxpFarVq3KBKXq1KmDHj16mL93g59//hk9e/Y0F3uZOW0vM9ebHaAi7jd98cUXZl3wRB33oV555RUTjJPq48HKmMljMCd7DlLrpaJzamdzzdu8X4EpERH3c/q73M6+5gk3nkjjhVng/hjX4Im55ORk09vxmmuuMSembKwYC8ys+vPPP83+jX3iivtOvM3MLH/+VWqBfxOIr+FfncaS/nPOOcfczxOBp59+unmOUIr3wrDGzJiivXv3Ys6cOeYsoS02Ntb8jduGPl66tCHefjsGffsCXbpwOZ1eIpfZsQN4+21gzhxuWKCgoPTSuDFwzjnACScAQfYFEZHawd/CH34AfvuN/XaA007Tmq1QVhYwcyaQnW1d1q61rpOT+eMFnHKKtRKdGM6YwZn168P/us2bM6oS1KwMrnCnjYGodu3amfu4c1aR7t27myxp6ty5M/773/+asjVmOtHKlStNuwB/DEC9+OKLJrOIr8fADfcj4uPL7v7w7/j3bsCssIoCc1ReWwP+zbx5yuI5UCzrGDt/LHLycpCell4yzHVK3RRzOysnC+MWjENG8wzExmjHTkTEjdzwXW6PcMty+YowjsGTZh06dDAZzwxKMeuZGc9OKSgoMPEXtgDgyTruLzHJ6MQTT8SCBQvMibyID0pVNawx0+45ok558zBlvSIVDX3Mlc5LbeNzTprUGp9/bq3e+vV96NHDhyOP9OHaa4vRujWi16JFiH3xRcS++SZiGJiqyKuvwte6NYovvBDFF19sRfaqyd62odjGom3gJZV9Fnjsu2ABMHFiLL75JgY//hiDggLrx3v48GKcdFLpKGa9e8fjkkuK8be/FWNfhVR0mjcPcfffj9hPP614Hkb2brsNvnbtUDx8OIr2laLV9vcRn48BjOLiYnOxxaxfjxgGycKMoRSf33JUhgGoE044wVwPHTrUBJeYHd2oUSPzP9n/l//8/rftBt/2fdxP4M6S/zzEHlMffvghHnroIZNFxH6VgfOw5I9lg4H3l4fzcNm47gMbquv3xtuWblmKrE1ZaJ3SuuQgxsbbvH/RxkVmvi6Nq79fIiIi0fFdzrYAdNBBB1U4j514Q+yXzeAPS/KdDEqxVRL3c5hxba+7119/3WRNMSuL+2sRH5QK5dDH99577373T5w40ZT+hULz5h1xyCFbsGJFCnbujMe0aTGYNg147jkfzjlnMU49dRkSEio+Exppmsyfj87vv48mCxcG/Tcxa9Yg7qGHzGXT4Ydj/tVXY1erVtV+bf/yDnGGtoE7t0N+fhwefbQ3fv65eZn7mzXbZb6/WrXaigkTVpj7+D22YMHJGD06Dvffv9d8jx1//Kqo+h5rsGwZDhk/Hi2qMbhGzMqViHv+eXPpedxx+GHXLhQyk6qW8AwWgzNM92Y2sa1+kyaIrSTbJlSKmzTBzn0nfoLx/vvvm3K8H374wZwt5Mh53377rQnuMIvKPonEaQaC7NvEk1Q84WTfxxR5ZkP5z0N5eXmmJI4BJJ6J3FHOCRH2peSZysC/LQ/XMwNgHMwlsDk6X0u8a3v+duQX5iM5ofzPaFJCErJ3ZJv5RETEndzwXb5234nBFi1aVDgP93cYp/j999/N/gf3KfLz882+hB2j4Ai59evXL/mbijKpWweR9dKvXz+zL8QAE6d5oi7w7+bPn4+lS5fuF0zjcnEwmVCJ99KwxlyJvJQ3D/+2Iiz3Y08GGzc66zYZ6QvFiDPWmdJv8NRTByMmxofffy/A3LkxePXVWMyYEY/p07vi2We7oJJsvshRXIzYBx5A3JgxZe72JSWh+IIL4LvoIvgaNWJTDyAhgUdYiJk1C7FjxyLmq68QU2RlaTCYdcJtt6HolVfgC7JHGbcDD8J59j2Bzy1hp23g7u3A37WxY+NQpw4bQvswdCgvxejUiam5zfdd0s28jHc8+2wRHnwwFmvW1MPzz/fAl19m4F//KsJFF/kcqVALm127EHfVVYgdP77M3b4WLVB89dXwpadzr8PcNuVrK1ci9ssvETNhAmKmTEHMvuyotj/8gNZLl6KYmaCDBtXKonEngbX/3GGxG3wbLI12AJPgq/uryt9iXniGkIEh7qTxfcqAm/0bzWlmQfn/ZvM+zmffx75LbAoe+Lt+2223mXk///xzMyIweyMwQ8vf4sWLce655wa1T8B1zn2SAQMGlF3nfpnY4k0NEhsgMT4Ruwp2mTKPQHkFeeZxziciIu7khu/yRYsWoUmTJqYnU3nYo+mUU07B1Vdfjfvvv9/Mx1GEL7/8cnPyyw5KMTjEwd38g10s2Q/EUjv/QBLbHJSXBcW+3axO4+AxzMrivpE/nuTs1asX3nrrrf3+nv9PVASlWLs4YcKECoc15g4pVxJ7SNij8jC9jLfZFL0irOUsr56TO7OhDFbYz89epbxceinw5ps8dolB/fqlr8vjlYiMmfBs9MiRwEcfld53yCHANdcgZsQIxFU0JCZ7i5x9ttUPhR8IpjAuX27K/eLPPZddX4H//CfolRbq7SzaBl7Bz8GWLQkmIG5//F55hSOSAYcdZkeVyu/jxo/QNdcAl10GvPQS8MAD/EGNweWXx5sWQs88E6Et4DiyK3tDzZ5deh/7Ft12G2JGjUJceXWMDFLxwu8qBineeQe+W24x32Gxq1cjlqnPHBnt/vuBevUOaPGYLcT0avYl4MVLmCHF328GpJo2bWpub9q0yQxi8uuvv5b8X7bybvvfx34HbGzuPw8bgDPtnH0n2cz8uuuuM43V2ReBZYL2jiF38rgcwaxDzsPXLe+3Rb813tYptRPSm6SbRrj+fUjss9Nrctegd6veZj4REXEnN3yXc/+G2UgVYX9LxjGYrRS7b9+DI+cG4mNsO2AL7Ilp40m9wKbogZiUw+fihcEvZmkFOuKII0zwivtloUjeqUis14Y1ZsbTyy+/bHY8OVoPo4vsA8HR+NyO7zf+u/t6shovvshUOtadIrIwvY/BRDsgxS8DBpIWLQKuv770iLgyzDi46SbmEQLnn196/+OPA8cfbzUUFpGgTZ0ag8MOYw172fgK7wsWYzD8CC9fDtx3n/XR/vLLCPwOo6VLrS9oOyDFH+f//tf6frvuOmtlVIV/c+WVKJw715Qhl+Coskce6Uwzcpfgzg5L4IYPH44uXbqY0j3unHHk3pq48MIL8dtvv5msJ2KAiztd99xzj9nJsvc72IeS+xu2d955xwSk7GbrEr3Y8HZkxkikJaWZRri5e3JRWFxornk7LTkNI7qPUJNzEREXc/K7nOX9r776Kr788kvTMJxZSfaFpXgMinGagSFWMjzzzDMm/vG///0PL7zwAkKJGVjM9ubALh988AEO998v9duXSktLM1nlzL5i/Ia9pJhZtWbNmtAtnC+EfvjhB9PzNPAycuRI8zivBw4cuN/f9OjRw1enTh1fx44dfa+//vp+z/vMM8/42rZta+Y58sgjfT/99FO1lmv79u1mOXgdCnv37vV9/PHH5roy27b5fE2bsoDG5+vRw+fbtMkXGb791udr1Mj6x3hp0MDn++KLA3vO4mJueJ8vIaH0eZs18/mysg54O0joaBu4Zzs8/PAkX/36xSXfNzt21M5z/9//+XyLF/siz8yZPl+TJqXfN61a+XwLFhzYZ+HDD32Fjzzi89WtW/q8GRk+39atNX7e3bt3+xYtWmSuxee7+eabfVdccUW5q6KoqMi3detWc23bs2eP2Z+YNm1arazzUO9fhIpXlztU5mbP9d3w5Q2+oeOG+ga8NsBc3/jVjeZ+EREJvdrYv3Hiu5yxi/LiH4GXFStW+B5//HFfixYtfPXq1fMNGzbMN27cOPMY91Xs52rA42g//DvOM2/evDLxFvtvbLzvo48+KvM39qVhw4a+U045xffnn3+ax/ka/jGXdevW+UaMGOFLS0vz1a1b18RkRo0aVeE+Qm3sF8XsW+iowp4PDRo0MNHKUPWUYhkiz/5WlcrPYdfZ2oJtsjgS9nffsV4T3sU6ngEDGCa2bh96KPDJJzUaPa9cHH6dpX2rV1u3O3QAfvoJaNr0gLaDhIa2gTvMnVuAgQN92Lmzjkky/OKL4JJ8auKzz4BevawMLM9iGTm/Z+ym1UwlYzpYmza181lYsoRDGwL7soZxzDEceQOowcAbPOPFs1hM2w7sbxSNtm3bZrKs2UcqsBSPafL8/efvvv0Ym3kyxf7KK6+slXUe6v2LUPHqcod6SHGOzMRGuOw7wjKPUA0dLiIiodm/Cfd3+RtvvGEuzC6qCMsJ+b9xxL1IkF8L+0X6dXUYj3X4nmV/3F9/BY47zgpQeRJHGTj99NKAFA+6GDCqrYAU9e3LI2wgI8O6vWIFcNpppa8pIvtVoA0fHm8CUn37FpsYcahiFxzc78wzrRiLZ7/HWKrHf8IOSA0cCDN06gEEpMr94ufKss9A/PgjcNZZVjd5OSDsp3DHHXcE3V+L6fPVCUhJ9OBBC4cK79Oqj7lWQEpExHvC/V3OgVAqam5uYxsBDt4mpRSUcgEmEzEwxcwCZk6xob7n+rPs2mUFh+w+T/37Ax9+CDQIwagGaWkARwpo1ao0e+qii8xIfyJSigmFgwczQBSD9u2349NPi+A3qmytO/hga5yCP/8EzjsPKCz02NbYtAn461+BPXus2wwUffVVcD3wqovB+q+/tnpOETOxODDEvhFHRURERMRbOJLvhzwGrgR7SrHpuJRSUMoleHwyeTLQujXw++9M/YN3MBjEgyl7uEqmIvLDWM6Ih7WGK4o1SPYRNl/v1ltD93oiHsR+z+yj3amTD/fcMwP7BhsLmY4drXgxP5YMtN95J7yDETQOqGCXBrPBOUf/DGVJHIdlZb2j/Rrvvms1UI++qnoRERERiVIKSrkIR3tkaQ1H5PMbcND9MjOB//s/a/qgg6yj0nA0xmIJ3/vvl45D/9hjwHPPhf51RTyCWVJsVfTVV4Vo2HBf9k8YMj9fe82afvjh0gE4XY8RNDb1s0f+5HdLnTqhf1324PP/Hnv+eeDtt0P/uiIiFfRfWbJ5CWavnW2ueVtERCSUFJRyGY5afcUV1jDrnsBMgvvvt6bZw2P8+OqNL3+gTjyxbCCKWQYzZoTv9UVcyD/RhjGPtm3D+/rsEW4H1plEyb7ersagOiNoFB8PvPdeeDu1n3IK8Oqrpbf//vfSjC0RkTCZt24eRn89GtdNuA43T7zZXPM27xcRcQIHKZHI30bxtbIkEhJbtwJjxgD//jeQnOzClcyRo/wbxDJT6aSTwr8cjOItW2YdVPJDcfnlVimhGshJFOJHgW2Rnn3WajjulIcesnqGs0c4y5EfeADutGgRcMklZb/Hjj02/MvB6B2bnzPQv307cOmlVppbkA27RUQOBANPYyaPQU5eDlqntEZyQjJ2FezCnOw5WLltJTIHZqJni55aySISFnXq1DGDlmRnZ6NJkybmNketE/fw+XzYu3cvNm3aZLYVt1FNKSjl4kyHU0+1BmXi8YldDuOqBbz6aqvBOfGg7oYbnFseZmt9/z3w889AVhZw333APfc4tzwiDmCP7BEjgPnzgX/9y6pGc+r3OyHBSjj6+GPgqqvgThztjmldO3daty+4wMq2dMozz1jNuDiSKTces0Cvvda55RGRqMASvbHzx5qAVHpaesmBX0rdFHM7KycL4xaMQ0bzDI1CKCJhwSBHhw4dsG7dOhOYEvdKSkpC27Ztgx75uDwKSrkU9wcYZzn+eOD114ETTgAuvBDuwTK9CROs6RYtgCefdLbmkCU3jNz16gUUFFhpGqef7tzyiDiAyYLTp1ut3fi94fQJJX41MHbtWsyKYqYUdesGvPSSsyuNnei54YYOtW5z8IYhQ4BDDnFumUQk4i3dshRZm7JMhlRgJgJv8/5FGxeZ+TikuohIODDzhsGOwsJCFGl0YleKi4tDfHz8AWexKSjlYgMHWj3EmfDDTAP2hnHF6JGbNwPXX196m3VCDRrAcTyoZLNirrCiIsRfcQVimC4iEgVYscrvC/rvf4F27eC6cuRHH7U+oklJTi8NgD//tDIqiWd2xo1zR500g1DMjuJG3L3bSn1jyiwD71JtAwYMwFVXXYULmAUXhPPOOw99+vTBTTfdpLUtUWN7/nbkF+abkr3yJCUkIXtHtplPRCScGOxISEgwF4lcalbhcnfdZY1MzuqS226DO9x8M7BpkzX9l79YF7e4/XYrOMUvsfnz0dkzQ3+J1BxjFxddBBQWWv2kLr7YfdW+TP5hXynX9JZiYJ0rjliy16MHXIOZnl32ZSPMmgX85z9OL5Enffrpp9iwYYMJNAXrrrvuwv3334/trJsXiRINEhsgMT7R9JAqT15Bnnmc84mIiNQ2BaVcjr262WaEGXEcJZwnzB317bdW12JKSbHO5rsJG6yxjG9fTWsXlhna5TkiEYpVaGyl1rw58MILzpftBeLy3HGHNf3IIy4Yje/TT4HPPiutMeSIEm7CVDJmbtm1+ffeC/zxh9NL5TlPP/00Lr300mr1ODj88MNx8MEH48033wzpsom4SafUTkhvko41uWtM41p/vM37uzbtauYTERGpbQpKecARR1gDytnHJo7Jyys72h4b2IRz2PRg9e4N3HKLmYwrLEQcR+dTHbJEKB4/MJmGnngCSEuDK51xhjU4J3uLMzEp4LgnfDg4g3/5MVcaA+xu07cv8M9/WtNMgWMWaIQOI/zwww+jU6dOqFu3rukdwUwl+vXXX3H88cejXr16aNy4Ma644grstJvSgz3hJ+HII49EcnIyGjZsiGOOOQYrV640j3EkmO+//x6ncsQQv/mbNm2KqVOnltzH1+Z9zKiy8W/efffdMK0BEefFxsRiZMZIpCWlmabmuXtyUVhcaK55Oy05DSO6j1CTcxERCQkFpTyC++j/+AfwzjsOLgSzCZYvt6Y5ZPqoUXCtu++Gb1/5SyyP2HWAIRGKWUiffGINPnnuuXD1cj79NFC3LjBxIvB//+fgl+m+wAUGDwbOOQeuxfQypr8RVxi72Fcz/lbRJT8/+HntKseq5q2J22+/Hf/5z3/wr3/9C4sWLcLbb7+NZs2aYdeuXRg2bBgaNWqE2bNn4/3338e3336La/eNRsimp2eccQYGDhyIBQsWYMaMGSZoZTfanDZtmhkNJj09veS1Bg0aZPpLjRw50pTnzZs3z7zuK6+8Yl7TxkDXrFmzsGfPnpr9UyIe1LNFT2QOzESvlr2wZfcW09Sc171b9UbmgEzzuIiISCioc6pHNG0KPP64gwuwerWVUWCXyHGUqgMY9jHk6tVD0TPPIH7YMOs2G55z6Hcuu0iE4XH4ccfB9Tp1spJ/GN++8UbgxBOB+vXDuACscWS3deJ3AQdpcFutoz+uHKbH2hmq7OfHGu4gl7mydTt8OPDFF2V/Y5gMW9GgG5Mmld5u3x7Iydl/vupmv+3YsQNPPfUU/vvf/5pAEbF0rn///nj55ZeRn5+PcePGmUwo4nzMYnrooYdMw1MGlk455RTzN+QfgGLGFANNgaV77BnFTCkGsBYuXGhe97TTTiszT8uWLbF3716sX78e7dw2YoBICDHwlNE8wwSk2NScPaRYssdMKhERkVDRr4wHccefx1ZhxVGqWHdDPJo89FC4ne+447DRbl68YgXw8stOL5JIrWJseMsWb61UDtjQoQOwdq0D/btZtldQYE0zOmY3E3ezyy5jtMWanjED+PBDRIqsrCyTjXTCCSeU+1hGRkZJQIpYnsdyv8WLFyM1NRWXXHKJyaZioIrBrXXr1pXMu3v3biQmJpY7vPT//vc//N///Z8Jej1hn2zxw3JByqsoSicSwRiA6tK4C/q06mOuFZASEZFQU1DKY1giwVGsMjLC2Pd26VKreTix98qtt8IrFnFIMv/Aml8/EhEv45gDTKBhvKKmpVNO4PE+y/gYa7nhhjC+MFN9uNKIUTGv9GiKj7f699kYTLNPEFSBX3cVXQLLJzdurHjeL78sO++ff5Y/X3XZwZ+aev31103ZXr9+/TB+/Hh06dIFP/30k3ksLS0NW7duLffvpu8rg9yyZYu5BLLva9KkyQEtn4iIiIhUTUEpj+FJ44QE62T/6NFhetF77iltFH7TTUDjxvCK7Z06ofivf7VusJHtU085vUgiB4wfR1ZyEUe790sm8YRTTgFefZUH/WF8UX6P2Vg/eIABkbA6+WQ2RLKmly2zhlgMAt8XFV0Ck4gqmzdwVVU0X3V17tzZBKa+++67/R5jKd78+fNNbynbjz/+aMrxDjnkkJL7evbsafpSMdDEkfPYk8q+n+V3gYGpFStW4KabbjLlgX379jXle8y+8seyvtatW5vAloiIiIiEloJSHsTeUjx5/vnnVjVHSC1cCOzbyTfBKJbueUwRD0bj4qwbzDjYvNnpRRI5IP/7HzB/PtCggdUuzetCPjgms6QmT7amWbJ3/vnwFPaQsnth2UG1bdvgdSyv++c//4lbb73V9I5atmyZyXR69dVXceGFF5rHGTRikOiHH37Addddh4svvtj0imJwicEoZkqxf9TEiRPxxx9/lPSVYlCKQSUGsmxFRUW48sorMXToUFx66aUm04pN0h977LEyy8WeU5xHREREREJPQSkPYjunfT1hzUBSIcUjXrt7LZvBuHHo9KrwrDprhSg3F3joIaeXSKTG2Obmzjut6bvuYpmSd1cmY96nngpcd10IX4TfX3ffXXo7M7M0SO0lvXoBF1xgTTOwHvaGXKHB0e+YuZSZmWkCSueeey42btxoRs77+uuvTSldnz59cNZZZ5neU2x2Tnz8999/x1//+ldTtsfG5X//+99N0Ini4uJM4Omtt94qea0HHngAq1evxgv7Ms1atGiBl156yTQ/Z1YWsc/Uxx9/jFFuHl1WREREJILE+HzVHS/H+3Jzc9GgQQMzck9KCIIsBQUFmDBhAoYPH25GCApVmyfGWlh1MHcuzwqH4EVmz+bY2NZ0y5bWi3qo5KXMdmDpHof+4hDfrFthQ67WrZ1exIgXjs9CtGEFKhMWOSjY77/vX4blpe3A5CVWpXGRWJXWpk0IXuSHH4Djj7em+aX522+OBKVqZRuwmRP/B/aU4ob/80/kN2hgsoY6dOhQbmPvaMbyvcMOOwxz5841o+ixTI+///zdDxyVz/b888/jo48+MplXFWHgqqJ1Hur9i1Dx6nKLiIiI9/cvlCnlUYyvnHuuNf3AAyF6EaZh+E97KCC1Hwag7HSM/Hyr/EXEY9hLzq40Yp9ur8cgBg4EjjvO+r8efDAELxApWVK29u2Ba64p/R575hmnl8jVmjdvbkoBV61aFfTfMGD4jNariIiISNgoKOVhd9xhXbPqoNZHrmYKg32mmAdCl18Oz/MvP+Rogsw6EPEQjnA2bBjQtm1pCa/X2TGjV14BVq8OQZbU1Kmldc92JN/LOMIFmwrSs896a+hFB5xxxhk49thjg57/b3/7W5lG6iIiIiISWgpKedjhh1vHXIsWsb9GLT/5vfeWna5TB57HRu32kIXsrKyR+MRjGjUCXn4ZWLLE+1lS/tlSLOFjtlSttkmKtCwpG2scL7zQmmaz8/ffd3qJRERERERqTEEpj+PBnH3SvNb88osV7aLOnUsPgCLB3/9eejTP1IwIGMFKok/duogoIcmW+v57YNo0a5ojsp1zDiLGLbeUTr/xRulgFCIiIiIiHqOgVIRg/267SuWAPfFE6fQ//hEZ2QU2DlV2ySWltVBMOxHxgHvuseLFkRpcZ8YU+3fvG1ztwN13X+RlSdkOOww45RRrev16lfCJiIiIiGcpKBUBNm60Gp8PHgysXXuAT7ZuHfDOO9Z0aiowYgQiDgNtMTHW9NNPW3VDIi7GhB9W0R51FLBlCyLS/fdbASn/yuEamzfP6otH7A909tmIOP/8p3XNIVi3b0cxS5IlLDiKn4iIiIjUjtou/BIHNG0KdOgArFkDPPpo2USnamPjXDtIc+WVQHIyIk6XLsCppwKffmqttPfei6wSRYk4Dz1kXTNGzFhxJDrmGOtSK/xHT7vxxsjKkrL17w/064c6s2Yhdt06ZP/5J5q0bo06deogxg66y37BpL179yI/Px+xsdU/J+fz+czfb9q0yfw917WIiIiIHBgFpSLEXXdZo3K99JJVqcKGyNXGIfxeeMGaZqMq9l+KVDfdZAWl6LHHgAsuKM2eEnGRhQuBzz+33p4334yowBZJvNQgbgBs2gS8/bY13aABcPHFiFi33orYM85Ah5tuwrp77kH2ccc5vUSuxqDS7t27Ua9evQMK3CUlJaFt27Y1CmyJiIiISFkKSkWIIUOAbt2AX38Fxo61kgOq7X//AzZvtqbPOw9o1QoRi0OE9+4N/PyzVeozaRKgAzpxoYcftq7PPNNK8ot0b70FPPAAMGYM8Ne/1uAJGJlnkz36298iM9vTxozP9HTUycpC22uvReGPP6KoZ0+nl8q1CgoKMGXKFAwYMAAJCQk1eo64uDjEx8crG01ERESkligoFSF40veaa4Crrwaeew64/vpqZhmwR8aTT5btuxTpK4zZUuefX5otpaCUuAyrS+0Wb3YLoUiXlQUsWmS1e6t2UIqlx/wCtD/jkZztSfyS50h8l12GGJ8PCQ89hISPP3Z6qVyLAaXCwkIkJibWOCglIiIiIrVLuecR5KKLgJQU4I8/gG+/reYff/UV8Pvv1vSAAcARRyDinXUW0LatNf3FF9bRsIiLcHDIwkLrI9mnD6ICA+tsATVlCjB/fjX/+MMPgexsa/q006xme5GOpcctW1rTLEleudLpJRIRERERCZqCUhGkfn1g5Ehr2h54Kmj+3dFHj0ZUYN+sG24ovX1AHeJFal+TJkDr1lagJlqwatjOkPLvVx4UplfZ/D/bkaxu3dI3CBtxvfKK00skIiIiIhI0BaUiDBshL1hgDa8eNDaislOrDj4YOOUURA32nGF6GY0bB2zZ4vQSiZS49lpgxQorqS+asPzY7i9lt7mrEvvDTZ9uTR9+ODBoEKLGZZeVjjDIoJQ9gqqIiIiIiMspKBVhWI3GhucHlF0QicOnV4QBKR7QEZsjv/mm00sksl9CHy/RpF8/gP268/Orkfjj/z3GqFY0jabJ8j2WK9L69cBnnzm9RCIiIiIiQVFQKoJxZPS9e6uYaceO0k7KBx0EXHopos6oUWWb+LAERsRBq1ZZ7ZGiNeGF8SQ7W+rZZ62+WpViIObdd63pRo2ACy9E1LnqqtLpF190cklERERERIKmoFSE4oBM7EXzwQdVzDh+PLBrV2nDXDamijZdu1qpGbRwITBrltNLJFGOA8ixr5LdIy4anXee9ZX06qtBJG++9FJpBI9B5qQkRJ3Bg4GOHa3piROBZcucXiIRERERkSopKBWhmPTELClmGVSKR3z+/ZWiVWC2lIhD+Ll97TVr+pxzonczJCZaPaWGDKmiEq+oqPQzGxsLXHMNohL/d32PiYiIiIjHhCUo9eyzz6J9+/ZITExE3759MauSTJRBgwYhJiZmv8vJJ59cMs8ll1yy3+MnnnhiOP4Vz+CxCfvQsO/vL79UMNNvvwE//WRNd+8O9OqFqHX22aUNz1kGxLJGEQd89JFVess2QdE05kCNffcdsGaNNX3SSUC7dohaLL9OSLCmX389iPptEREREZEID0qNHz8eo0ePxt133425c+ciIyMDw4YNw8aNG8ud/8MPP8S6detKLgsXLkRcXBzOZtDAD4NQ/vO9Y/dFEqNFC+DMM0tLgYLKkoqmxsCBkpOtWiFiOaPeT+KQF14oG1iOdsuXA//8J/DUUxXMwOCLLRp74vlr1gz4y1+saf7Gfvyx00skIiIiIuJsUOrxxx/HqFGjcOmll6Jr16544YUXkJSUhNfs+pQAqampaN68ecnlm2++MfMHBqXq1q1bZr5GbG4rZfz979Y1S2B27gxYORxpbtw4e2VGZ2PgQCp9EYf9/jswaZJViRXN1bT+Zs4EHn6YvyVAcXHAg1u3Wqll1LgxcOqpTiyiu1x55f4RThERjyn2FWPJ5iWYvXa2ueZtERGJTCE9D793717MmTMHt99+e8l9sbGxGDx4MGbMmBHUc7z66qs477zzkMxMFj+TJk1C06ZNTTDq+OOPx7///W805kFJOfbs2WMuttzcXHNdUFBgLrXNfs5QPHd1HHUU0KlTPJYujcF77xXi4otLR5WL+fBDxG/ebKaLzzgDRWxCFWFDfVV7O3TrhvgePRDDeseff0bB7NlAjx6hXcgI55bPglc8/zzPE8Th5JOL0axZUa19JL28HVi53aBBPFatisE33xTi+ONLv8di33oLcfu+24suuADFzPZ06f8Ytm3Qvz/iO3dGzB9/AD/8gAKWaXfpEtrX9IhwbAMvfsZE3GbeunkYO38ssjZlIb8wH4nxiUhvko6RGSPRs0VPpxdPRES8FJTKyclBUVERmrGkwA9v/86UgCqw9xTL9xiYCizdO/PMM9GhQwcsW7YMd9xxB0466SQT6GKpX6AHH3wQ99577373T5w40WRhhQqzvJx25JFdsHRpOp5+egsaNy4NBB798MNoum96RteuyJkwAZGqOtuhfd++yNjXhGv1Pffg1yuuCOGSRQ83fBa8YOrUo/gNiR49ZmLChPJLnKNxOxx9dHd89VUHPPjgOuTnzy25f8BTT8HOkZ3SsSNyPfA9Fo5tcPAxx+BwBqUArLzzTvwW7WWNYdwGeXl5IXtukWgJSI2ZPAY5eTlondIayQnJ2FWwC3Oy52DltpXIHJipwJSISISJ8fl8paeda1l2djZatWqF6dOn4+ijjy65/9Zbb8XkyZMxk3UZlbjyyitNoGnBggWVzrd8+XIcfPDB+Pbbb3HCCScElSnVpk0bEzRLsZtb1/KZUu70DhkyBAl201mHrFrFPl2xOO+8YjRvvu/OlSsR36ULNz58HTqgMCvLqheKMDXaDtu3I75dO8Tk5cHXoAEKV66MzuHlI/Cz4BWMiXbrBpQTX4/a7TB7dgyOOSYeiYk+rF5diAYNACxciIQjjjCP+3r0QGElA2i4QVi3QU4O4tu3R8zevfClpVnfYx7c7l7cBty/SEtLw/bt20OyfxEqXO4GDRp4brklsrBEb/TXo00AKj0t3QxkZOPhSlZOFnq36o3Hhj6G2JjI228VEYk0we5fhDRTijtmzFzasGFDmft5m32gKrNr1y68++67GDNmTJWv07FjR/NaS5cuLTcoxf5TvATiTmkoDw5C/fzBOPhg4JZbOOV3hPvmm/x1N5Mxl1+OhHLWTSSp1nZISwPOOQd44w3EbN+OhE8+AUaMCPUiRjw3fBa8ok+f0D23V7cDz2mkpwNZWTH48MMEmARGfo/tE3PZZZ75v8KyDTjSxRlnAO+9h5icHCT88INVBykh3wZeeR+6JQCxdMtSbM/fjgaJDdAptZMCDVG+bfk3LNljhpR/QIp4m/cv2rjIzNelscqSRUQiRUiDUnXq1EGvXr3w3Xff4QzuIPOHqrjY3L722msr/dv333/fZDdddNFFVb7OmjVrsHnzZrTgjrhUrqgIsJvMMzvqkku0xgKxw/Qbb1jTL7+soJSEHAciYBNvJSiUj8cmrEC79Vbro3nFpQWlQak6dUpHzpRSF19sglIG15WCUuIi6hkUuQ5k2zKIxb9hyV55khKSkL0j28wnIpFLJy2iT8hzX0ePHo2XX34ZY8eORVZWFq6++mqTBcXR+GjEiBFlGqHb2EeKgazA5uU7d+7ELbfcgp9++gl//vmnCXCdfvrp6NSpE4YNGxbqf8ezxo8HmEQ287+zgdWrrTtPOglo1crpRXOffv2stAyaNg1YscLpJZIIx0ALk0fvvtvpJXF3jKVJE4AVe4WffQls3Ndz6/TTrZH3pCz+Htrr5eOPmT+tNSSu6hnEEq3UeqnonNrZXPM27+fjEp3blllVDGKxh1R58gryzOOcTyQcNApk+PF7gmW81024DjdPvNlc87Z+GyJbSDOl6Nxzz8WmTZuQmZmJ9evXo0ePHvjqq69Kmp+vWrXKjMjnb/HixZg2bZppRB6I5YDsMcUg17Zt29CyZUsMHToU9913X7klemL5/HPg+++Bsat2oK+9Ui6/XKunorQMHgHfcYd1+513SqdFQuB//wN27wYa2V27ZT8M2mVnA/H81Trdb/ALNfEuH8vIzjsPePZZID+fzQWVGSuuOMBjFg2bWPv3DEqpm2Jus2fQuAXjkNE8Q6V8UbhtWebHrKqKekqtyV1jekpxPpFQU0Zn+Gmgg+gVli6BLNVbuXKlKcdjc/O+fUvCIpg0aRLesEul9jnkkEPMjw+bkQaqV68evv76a2zcuBF79+412VIvvfTSfiP8SVkjR1rX7y7thT2oA6SmqpyjMuefXzr91lslPbhEatuSJRxp1Gps7v+2k/2ZgBR7FH7xhXVHy5bA0KFaVRXxL3/368El4pTq9AyS6Nu2DFaxzC8tKc0EsXL35KKwuNBc83ZachpGdB+hgKWEnDI6nQ9sM6AdFxtXEtjm/Qxscz6JPBq6IkocdxzQOnUXtiIVn+FU4OyzrV4sUr727YFjjrGmFy0CqhgBUqSm7FgBYyuKrVfN9783MaWoH35BhtXvrTaHKYw0PAHUaV9GAVNl1651eokkygXTM4iPq2dQ9G5b9p3KHJiJXi17YcvuLSaIxWtmSGUOyKyyL5XIgVJwxF2BbSaqbN+zHfUS6mH2mtlYsnmJQ0soni7fE3fgcdtFjSbgP1vOxjiMwFkXNHR6kdyPzZN//NGafvttICPD6SWSCMMEPDsoFcSYDgLg3sfq415Mwdl4D+9dos9kpbhTxzfWPfdYbzZ+j1nDsYo4wr9nEM9+B1LPIO+qzW3LwBPL/DQ6ozhBo0C6J7DN7CgGobblb0NBcQH2FO3BvZPuxa3H3KoAdYRRplS02LwZI/4cYya/xEnY2KW/00vkfuecs69eaF9fKQ6PJlKLpk+3+ujXrw/sG6BUKrN4MU5b/6KZ/CzmNOxoeYjWV1UuvLB0WiV84jC7ZxB7A/Hstz+7Z1DXpl3VM8iDanvbspSvS+Mu6NOqj7muqA+VSG1TRqczAgc6YEBq7rq52JS3CXXi65hgVWJcIv7Y8ocGxYhA+oaPFh98gPSiheiDWShEAt5+V5u+Smlppf1qOGIhR+ITqeUG5/TXvwJJSVq1VRo/Hj0xD52xBPm+RHz2mdZZlVi+d9RR1jTLkFWKLA5Sz6DIpW0rkUKjQDof2C4uLjYZUrsLd6NhYkPUia1jsi3ZV65n856u6y+lURoPnCIT0YKZPhyoCq/j+D656NLF6QXyCP8sA5a+iNSiO+8EHnoIuOoqrdYq8cz7O++AXQbOw7vmrnetK6kKRxO1KVtKHKaeQZFL21YigTI6nQ9sz1s/zwSe2IuOgx2wfC8xIRFdUq2sSTcNisGm+KO/Ho3rJlyHmyfebK55m/dL8NRTKhowy2fKFDN5VZcfcPXMg2CO7KRqp51mpbDk5QHvvw88/bQaxEutadMGuPVWrdCg/Por8PvvZvLcnn/gvnnAV18BW7cCjRppHVZZinzDDUBhoRVcf/BBNYgXR6lnUGRitkBynWScf/j55iCSGQ6N6jUyB/kqvxOvBUdWbltpRn1kAITBEWbqMItHo0CGPrD90I8PYdm2ZfDBh4TYBLPOGZBiwIq4PbJ3ZDs+KIY9SiMDaHyfsMSQ5YdzsueY9w//Fw3OEBwFpaLB+PFWlgH73l5wvtX8VoJjN/vhgdyWLcDXXwOnnqq1JxJufmlRh11+FA5/AVi4EPj4Y+DSS7U5qixFPukkmHpHjsA3eTJw/PFaaeIou2eQRAYenHE4d46exWbF7A3DUhwe3CsgJV4NjtjvaQZA+J7mKJAjuo9QoCHE6/6eQfeYACCDPAxsc/CEGL+MCjcMihE4SqM9YiCXlbcZ0GSJIQdt0Hdg1VS+F0Wle8b555ur7GxVcVRrFD6bSvikFmzbBpxyCvDWW+qfHxQG1e2gVGwscNZZOPdc6+a33+otWe0SPruZmYhILWYLMDsgtV4qOqd2Nte8zftVxiJeDY48PuxxPDP8GTw69FFz/djQxxSQCgOesOjdsrcJPqXUKRuQcsugGNUZpVGqpqBUpFu8GJg715ru1QtsJrVjB9Chg3WM8scfTi+gB7DZeePG1vQnn8CsQJEDwISVL74AHnjAirFIFWbPtoYpJGb4NGtmsqM49oDiK0FiFPSgg6zpjz4C9u7V205Eaj1bgFkCcbFxJdkCbmtILFIdGgXSGV4YOCGYURp3F+zGgg0LMHvtbNO4Xd+DFdPhUDRlSe3L+OFxyXHHWXexTZJUISHB6slCu3dbgSmRA2B/7s4+W6sx6BJk23nnmatWrYBjjlFQL2j16lk98mj7duC77/TmE5EDpmwBEQnFiHRuHzihqlEa1+auxcrtK/HkT0+qAXoQ1FMq0kte7HIzphXa9S77+t6yPdJ77wF33OHcInpqFL7nn7emWXN10UVOL5F4VG6u9dmjs85yemk8oLi4NCjFAPFf/lLuLMo4CwKjoPz+og8+sPpMiYiEOFvADQ2JRcQdPeaqE0xy86AY9iiNLFP27ylFm3Ztwuzs2eb/Zhlf/YT6aoBeBee3qIQOy/bs+ryBA63Ugn3Yuzs+Hpg/36rwkyocfTTQrl1pExsO+SVSw9I9Vk4deihw2GFahVX68UerOTcNGwakppY8VFQEXHMN0LIlsG6d1mVQpcgcvIHYIb6gQCtNREKaLeCGhsQi4t0ec24toayoxJDBs5lrZ5qR7vu26osGdRuopDkI7tiqEvLRquwG5zYe1w0ZYk2rhC8ITMP461+taQ6rzsiCSA0wQcXOktJAmNX8HttXumeLiwN++QXYsEHfY0GX8LG3FHE00UmTgn3biohUmi3AxsNsQOzPLQ2JRSQ8oq3HXHklhvzOi4+LR58WfdAkuUmZ+dUAvWIKSkUq7hh8+GHpkduZZ+43i90miSV8EgT/dfh//6dVJtXGHvlffmlNq3QvCAwA21HzxMTSnkjYP07l33ZKKuH/xtMZCVd79tln0b59eyQmJqJv376YNWtWpfM/+eSTOOSQQ1CvXj20adMG//jHP5Cfn49o7kkioeeFhsQiEh7R2GMucJTGG4++Ee0atDP/a0UlzSxpVElzWeopFakWLACWLy8t3UtL22+W00+3WrSwfG/NGqB1+Z8d8S/ha9HCqhNiUyBGGOzRrESCsH49cOSRwMaNQPfuWmVV+uEHYNMma/rkk8v9vDHGcuONwPTpwMqVpVW2UgH2kUpKAvLyrFH4nnvOquUWVxk/fjxGjx6NF154wQSkGHAaNmwYFi9ejKZNm+43/9tvv43bbrsNr732Gvr164clS5bgkksuMQcBjz/+OKK5J4mEL1vA3l7sIcXtxYbEDEhpe4lEh2jtMWeXGBJLlevF1zMlzcwQC6SS5vLptEWksrOkyC47C9CoETBhglX6ooBUkCV8dpPlPXuslSdSDZ07A1OmAPPmqXQvKP5pnAGlezb2k2LcnZQtFQQGpIYPt6Zzcqw3pLgOA0mjRo3CpZdeiq5du5rgVFJSkgk6lWf69Ok45phjcMEFF5jsqqFDh+L888+vMrsqWnqSSPizBXj92NDHFJASiSLqMaeS5ppSUCoaglLsal6BwYOBhg3Ds0gRwT/A57+ORarZ2keqwC7mn3xSusLsQEo57IFFVVVbjVH4ApuciWvs3bsXc+bMwWD+QO8TGxtrbs+YMaPcv2F2FP/GDkItX74cEyZMwPAKPjd79uxBbm5umYtbRFtPkkji1obEIhIe6jGnkuaa0q9FJFqyBFi4sLTkjKkEQeCw6lKFAQOAxo2t6S++AHbv1iqToLCalokpEiTW49mleyeeaGX4VIBxd7Yu4PG4PVCfVIKBCvbosoPrDACKa+Tk5KCoqAjNmjUrcz9vr2cNcDmYITVmzBj0798fCQkJOPjggzFo0CDccccd5c7/4IMPokGDBiUX9qByi2jsSSIiEgnUY67iBui8Zklz5oBMZZCWQ0GpSMQ+IbZyGpwHYjJC377AmDGhXayIwN4rbMZFu3YBEyc6vUTiEbfdBjRvDrz0ktNL4sHvMbtstgJcrxxg9JZbVBYZlPr1rd5SxPrtadMOZEuJC0yaNAkPPPAAnnvuOcydOxcffvghvvjiC9x3333lzn/77bdj+/btJZfVq1fDSz1J1CRWRMSdFJApXQ8qaQ6euptGIv+ysioO5ohZ+8wwYIzlnntCu2gRU8Jn9/VgvZAdpBKpAHtKM7GOCSm9emk1BTV6qB2UYiD4lFOq/JO33tJ6rRZ2iLfXMUv47MZc4ri0tDTExcVhAwOGfni7OSOw5fjXv/6Fiy++GH/729/M7W7dumHXrl244oorcOedd5ryP39169Y1F7f3JFGTWBERbwZkMppnmAwhnmjg9zpL+6KtpNe/AbpULrreGdGAZzvtxqYZGcDBB1f5Jzze43Hfb78By5aFfhE974QTgJR9oyl8+ikbgDi9ROJyX35pBabatweOOMLppfGA+fOBP/+0pgcNskZlkNrFL347KMHguuq3XaNOnTro1asXvvvuu5L7iouLze2jWZJfjry8vP0CTwxskY9BXg9RTxIREe9TjzmpDgWlIrnkpYJR9wLxeM8+SW73FZZK8EDOztzYvt0atl6kEnYvaSanBLRIkaq+xyoZqCEQB8VkAPCnn7Raq8TA+rBh1vS6dUAFDbTFGaNHj8bLL7+MsWPHIisrC1dffbXJfOJofDRixAhTgmc79dRT8fzzz+Pdd9/FihUr8M0335jsKd5vB6e8Qj1JREREoouCUpFcuhdEPymbXYH28cchWKZI5B/w05BfUkWg5PPPS4NSEgT/L6JqBKUeeMDq4f3oo1rLQfF/Q77/vlaai5x77rl49NFHkZmZiR49euCXX37BV199VdL8fNWqVVjHYOI+d911F2666SZz3bVrV1x++eUYNmwYXnzxRXiRepKIiIhED/WUiiQbNwJTp1rTXboAXbtWKyh1/fXAjz9aA141aRK6xYwI9mhgrMniAfTzz7NWwumlEhdiIt3OndYgmH36OL00HhmmcMECa/rII4FWrYL+09NOswZsYLYUB8asVy90ixkRTj0VSEgACgqsNNknnlAqn4tce+215lJRY3N/8fHxuPvuu80lUqgniYiISHRQplQkYX8juy8Is6SqUSfUti3Qs6f153ZWh1SCASl79CpG8exgoEgAuySWAZOAli9ygKPuBWK/Lo5sz1jxN99o9VapYUOrZxexh9fChVpp4irqSSIiIhIaxb5iLNm8BLPXzjbXvO0UZUpFkhqW7tkuuADo2BHo0KF2FyticR3bpXu8tg/uRPwwcYEj7nHcAQltUIpxeFb7PfOMlcDIQKBUgSvJjuDxxEa3blplIiIiIhFs3rp5GDt/LLI2ZSG/MN+MepveJB0jM0aaTOVw03n7SMGG299+a00zVaB372o/xc03Ww2ZFVsJEpud16lTmg7jsRGOJDw4gjtHaVfpXhA2bACmT7em09OBQw6p9vq241iMrxQWVvvPo7OEz8aVJiIiIiIRHZAaM3kM5mTPQWq9VHRO7WyueZv38/FwU1AqUnzxhdUXpAale3IAo1cdd5w1vXq1NYy9iNScf3C3mllStmOPBVJTgc2bgWnTtDGq1K5daRrfrFnWSHwiIiIiEnGKfcUmQyonLwfpaelIqZuCuNg4c83bvH/cgnFhL+VTUCpSfPZZjUarKs/ixcCECQe+SFGXZeC/DUQAXHkl8PTTViKjVHPUvRoGpeLjSz+WAb2gpSL+dY5qKigiIiISkZZuWWpK9lqntEZMQBILb/P+RRsXmfnCSUGpSMAMKQ43ZTeu7d+/xk/FyplDDwVGjgSKimpvESO6hM+moJT4WbkSeOkl4B//KE1ilErk5gLffVdagsxGXDV0221Wz+4IGogsfEEpuzO/iIiIiESU7fnbTQ+p5ITkch9PSkgyj3O+cFJQKhKwRsVOxeCIcEwVqCGOwN6oEZCTU9raRaoofene3ZqePVulL7Jfex7GiNPStGKqxPTMvXtLsz0PoASZgfXDDlMVc7WGLWzZ0ppmb8Jdu2q87kVERETEnRokNjBNzXcVlL+vl1eQZx7nfOGkoFQk8C+38C8nqwHGs+zkH/9KGqmE/zpnby8Rv6CURoALfwmyVFNsbOn32J49paPxiYiIiEjE6JTayYyytyZ3DXwBg3TxNu/v2rSrmS+cFJSKpIO5uDjgxBMP+OlOP9261oByQVJfKQnAxEW7n5GCUkHgMHl2CTIHEGC38gO0fDlw3nnA8cfr7RkU/zeqRuETERERiTixMbEYmTESaUlpyMrJQu6eXBQWF5pr3k5LTsOI7iPMfGFdrrC+mtS+JUuAP/4orRNi7d0BGjYMqFsXWLYM+O23A1/EiNenD9CsmTXNDIPdu51eInEY4yuMs6SnA507O700HjBjBrB1qzXNwHpCwgE/Zf36wHvvAT/8AKxde+CLGPEYvUtKKs2+VVNBERERkYjTs0VPZA7MRK+WvbBl9xbT1JzXvVv1RuaATPN4uNW8+ZC4r+TFv+n2AR7MDR5sVaKxhO/ww2vlaSO79OXkk4HXXrMCUt9/b92WqKXSvWryL3utpc9O06ZWj7yZM612VaNG1crTRq7EROuMxEcfAZs2WSuuXz+nl0pEREREahkDTxnNM0xAik3N2UOKJXvhzpCyKVMqkoJSB9hPqrwSvq+/rrWnjGwq4RM/LNGuU0ele9Xui8fm5hysoZbYcXr/tnsSxBc/qYRPREREJGLFxsSiS+Mu6NOqj7l2KiBllsWxV5YDx3IXjrxHnToBXbrU2lpln2EeyCkoFaQhQ6yaR+KKC2gcJ9HlnXesESz79nV6STzgzz9L64SPOgpo0qTWntpOuuKAcvn5tfa0kWv4cCvzkxSUEhEREZFICUo9++yzaN++PRITE9G3b1/MmjWrwnnfeOMNxMTElLnw7wI7w2dmZqJFixaoV68eBg8ejD/svkrR5KuvSvt+MFPnAIZQD8TjQh7Q2S1GpArJyaUdldnAZt48rbIod9BB1tgDEv7SPVuPHkDLlkBeXmnjeanii98u2cvKKu1XKBIFin3FWLJ5CWavnW2ueVtEREQiICg1fvx4jB49GnfffTfmzp2LjIwMDBs2DBs3bqzwb1JSUrBu3bqSy8qVK8s8/vDDD+Ppp5/GCy+8gJkzZyI5Odk8Z360nQr3r0mppX5ScgBUwhf1mCC3bl3UrwbXfI8xTm/HufxjX1IJjcInUWjeunkY/fVoXDfhOtw88WZzzdu8X0RERDwelHr88ccxatQoXHrppejatasJJCUlJeE1NoWuALOjmjdvXnJpZo9sti9L6sknn8Rdd92F008/Hd27d8e4ceOQnZ2Nj9mVOxqHUG/QoFaGUA+0cydw++3WoH58OalGUEqlL1Fp8WIrM4dle8U6yV61Xbus4fGodWuge/eQfCx797ZGQpRqBqUUyZMowMDTmMljMCd7DlLrpaJzamdzzdu8X4EpERFlk4qHR9/bu3cv5syZg9sZ2dgnNjbWlNvN4BDgFdi5cyfatWuH4uJiHHHEEXjggQdw2GGHmcdWrFiB9evXm+ewNWjQwJQF8jnPO++8/Z5vz5495mLLzc011wUFBeZS2+znDMVz22KmTkX8viHUi4cOhSniq+XXi48HXn45Hps3x2Dq1EL07++tPknh2A5lNGuG+B49EPPLL8DcuShgr5xWrRDNwr4NHPbZZ4zzxyElpRhFRUUl1bVOc+t2iPn6a8Tv+24uOukkFIcg+n3iidaFnPz33boN9tOhA+I7dkTM8uXwTZ2Kws2bmb6MSBCObeD67StlsERv7PyxyMnLQXpaujkpSil1U8ztrJwsjFswzoxQ5GQDWBERJzE4z+/KrE1ZyC/MR2J8ItKbpGNkxkgzipuIq4NSOTk55sDMP9OJePv3338v928OOeQQk0XFDKjt27fj0UcfRb9+/fDbb7+hdevWJiBlP0fgc9qPBXrwwQdx77337nf/xIkTTdZWqHzzzTche+6ub7yBzvum57VqhTUc8zwEDj/8CEye3Ab//e8K5OYugheFcjuU9/49lEEpAL89/DBWcoh1Ces2cNKbb7IfTxO0bfsbJkxYDrdx23bIeOEFtN83PbtpU2wI0feYm7htG5Sn26GHouPy5YgpLMS8Rx/FOjagjyCh3AZ5bGAmnsGhsHmQ1TqldUlAysbbvH/RxkVmPo5MJCISrdmkDN7zOzE5IRm7CnaZbNKV21Yic2CmAlPi7qBUTRx99NHmYmNAKj09HS+++CLuu+++Gj0nM7XY18o/U6pNmzYYOnSo6V8VijOl3OkdMmQIEhISEArxt95qrn2xsej+z3+ie+PGIXmd7dtjMHkysGRJJwwfbh8+ekM4tkOgGAZLx483091XrsRhHM0qijmxDZzCctesLOsrdfToQ9Gly6FwC1duB58P8ddcY00mJqLXLbeEdGQFJsjOnRuDQYOcyfh05TaogDk43xcg7L1xI4oi5HssHNvAzsQWb9iev92c9edBVnmSEpKQvSPbzCciEm2UTSoREZRKS0tDXFwcNmzYUOZ+3mavqGBwx7Fnz55YunSpuW3/HZ+Do+/5P2cPDrVUjrp165pLec8dyoODkD0/R0RassRMxvTrh4Qg12VNsEkwRwhfuDAG69YloG1beE6ot3MZRx5pyviwYQNiJ01CLOu3AkaPjEZh3QYOmTLFKg87+GCga9eE2hwMMzK3A0eozM42kzHHH48E9sYLEf4EtWlj9fnatAlo1AiOcdU2qAjL4/m9lZ+P2K+/Rixrud34hnbhNnD9tpUyGiQ2MGUoPOvPkr1AeQV55nHOJyISbZRNKuES0gL5OnXqoFevXvjuu+9K7mOfKN72z4aqDMv/fv3115IAVIcOHUxgyv85eWaSo/AF+5ye51/iEuJR95iAZVduREFlzYFjBM9uYMMyjmnTnF4iCRP788Gkkgg6fg/PqHv2EHkhwjhx5878PQG+/jqkLxUZmLF23HHW9Nq1wK+/Or1EIiHRKbWT6YuyJneNGUjHH2/z/q5Nu5r5RESiTTDZpHxc2aRyoELetZFlcy+//DLGjh2LrKwsXH311di1a5cZjY9GjBhRphH6mDFjTK+n5cuXY+7cubjooouwcuVK/O1vfyspK7jxxhvx73//G59++qkJWPE5WrZsiTPOOANR4auvwnYw5/8SCkoF6aSTSqftERIlovFYxt7UEVLpFHr+I7uF8XtMA8oFSd9jEgXYvJyNetOS0kxT89w9uSgsLjTXvJ2WnIYR3UeoybmIINqzScujbFLxTFDq3HPPNc3KMzMzTXndL7/8gq+++qqkUfmqVauwbt26kvm3bt2KUaNGmT5Sw4cPN1lQ06dPR9euXUvmufXWW3HdddfhiiuuQJ8+fcxofXzOxGgok9q9G5g0yZrmyG77RiUM9cFckybWiO0ShCFDrIwpUlAqKrAs7KGHgJEjgYEDnV4aD9i4EZg1y5ru1g1o1y7kL2knlfIj6ZZRET0TlNIZCYlgHDmKjXp7teyFLbu3mHIVXvdu1RuZA9TAV0Sil7JJJaIanV977bXmUp5JdoBlnyeeeMJcKsNsKWZU8RJ12HU8P9+aZplYGOqEuncHOLChHWeRKqSmAn37AjNmsPM1sHJlWA66xTlxccD551sXCQIjQ3apTBiypKhfP6BhQ2DzZmDmTOu2VKJTJ6vmkT0Mf/yRo14AIez7JeJ0YCqjeYYJSLEMhdkBPBhjJpWISLRnk3KUPWaPcvQ9luwxQ4rlzcomldqiX1svl+75n8kOIca9FJCqJv9t47/NRKTsZyJM9Y7s1W23e1MJX5DsbcPUsm++CdWmEXHNwVeXxl3Qp1Ufc62AlIiIskklPBSU8hq7HIypGSecENaXZmLDggWlCQ5SCfVjiRpMIHnwQWD+fKeXxCMY4Jg40Zpm5k0YB6iwP5Zqdl7NFUYq4RMREYnabNLHhz2OZ4Y/g0eHPmquHxv6mLlfxDPle1JLli8HliwpW4sSJoWFViXHn38CixcDXbqE7aW96YgjrEZcHH+eI0Xu3cvhKJ1eKgmBb78F7rgDGDsW+P13reIq/fwzsGWLNc3AOlOYwoSZUs89BwwbFraX9DY2SKtXz+plaJdcamhJERGRqM0mFQkFZUp5if/pfbsOJUx43MgWI6TSlyCw3tE+8t25E5g2LZSbRxxkJ5Bo1D33f481bQpcfTXQsWNYX9a7OHiInZHLxoK//OL0EomIiIhIhFFQykv8R3ILUz8pf/ZBt1okBUl9pSIeE0fsj6UDH0lv8v8CUcqS+6kUWURERERCSEEpr9izB/j+e2u6WTMgIyPsi2AfP06ZYlVzSBWGDi0tdfEPKErEYB+pdeuApCRgwACnl8YDtm61hr6jrl2Btm3Dvgj87nr+eeDii4Hi4rC/vPeor5SIiIiIhJCCUl7B8q9du0qjQw4Mh5eeDrRuDeTnW4EpqUJaGnDkkdb0woXA6tVaZRFauscKp7p1nV4ajzTgsiNBDmVJcYyIW28F3nxTzemD0qEDcOih1vSMGVZgUURERESkligo5cWSF4fqhJj0Yx9HavSqIKmELyqCUirdq8H3WJj7Sdk43sDxx++/OBJE7TYDivbIiSIiIiIitUBBKa+wj56YITVkiKMVaaSgVJD8D7x1BBxRmDHIBDgH4yvea8BlfwY4opuD9Y729tJHMkgKrouIiIhIiCgo5QUs+7KPflkO1rixY4syeDBwyy3A009bx5hShd69S7cXS5cKCrTKImhgsg0bgKlTrQonqcJvvwHZ2db0wIHWCnSInfE5fTqQm+vYYnjHscdagURippS+/EVERESkligo5QUODqEeKDUVePhhq4eO3cNbqmhgYx8B8+iXR8ESMdhHqn9/p5fCI1xQumfr2BHo3BkoLCwdP0KqeKMPGmRNM7C4aJFWl4h4RrGvGEs2L8HstbPNNW+LiIh7KCjlBf4jt6l5jfdoSHURVwWlyI4Vq4SvmrXbpL5SIuIR89bNw+ivR+O6Cdfh5ok3m2ve5v0iIuIOCkq5Hcu9WPZFLAPr1cvpJTLZBTyQ++c/gaIip5fGA3QwF3GWLbNGo7z5ZlUyBYUjh7LOkdq3B7p0gdMYF2Mi444dTi+JR+h7TEQ8hoGnMZPHYE72HKTWS0Xn1M7mmrd5vwJTIiLuoKCU2/30U2nTEx4U8CjKBc47zyrjmz3b6SXxgKZNgZ49rel584BNm5xeIjlATBT5/Xfr/a8y1iBMmgTs3VuaouSClcb+eJs3A2+95fSSeASjsK1aWdOTJ1ud/kVEXIolemPnj0VOXg7S09KRUjcFcbFx5pq3ef+4BeNUyici4gIKSrmdf5mEXW/isPh464COVMVRgywDO/NNPN/mzSUfSfdzWeme3SapQQOnl8JDGEi03/C7dwPTpjm9RCIiFVq6ZSmyNmWhdUprxAScCOFt3r9o4yIzn4iIOEtBKbf75pvS6SFD4Bb2sYl/D3aphP+289+m4smKWrs5tn+sUYIISjGiffzxrqwulCCohE9EPGJ7/nbkF+YjOSG53MeTEpLM45xPREScpaCUm23dWlofd9hhQMuWcFtQauZMYNs2p5fGA445RkOqRwi+59mHiC3ejjjC6aXxSAOupfvORPfrB6SkwC1YvnfUUUDz5qpGC4r/sKtKkxURF2uQ2ACJ8YnYVVD+WYe8gjzzOOcTERFnKSjlZkzHKC52ZUpG27bAoYdajc6/+87ppfGAxERgwABreu1aICvL6SWSGrKPxZn8Fqtv0OBXmAvrHVNTgdWrgZ07S/uwSyXS0koH25g/H1i/XqtLRFypU2onpDdJx5rcNfD5fGUe423e37VpVzOfSE37li3ZvASz184217wtIjWjQyo3c2npnk0lfNXkH1hUCZ/nYywuixO7l/973WVBKf82SUr8CZL644mIB8TGxGJkxkikJaUhKycLuXtyUVhcaK55Oy05DSO6jzDziVQXR24c/fVoXDfhOtw88WZzzdsa0VGkZvRN7IWDuTp1SrNsXMQ+mFu40Okl8Qj1Y/E8nmzt0cPKFFRQKgiFhaUNuJiWxJXnMna8X+MPBMk/sKhInoi4WM8WPZE5MBO9WvbClt1bTFNzXvdu1RuZAzLN4yLVxcDTmMljMCd7DlLrpaJzamdzzdu8X4EpkeqLr8HfSLj6sCxfXtqPKLn8Ro1OGjTICkh17er0kngE+4K1aAGsWwdMmgTs2WMNASaewcyaF16wglMBg/lIeX7+Gdi+vbQfUVyc69YTF4t++QXYuBFo2tTpJXI5NuGqX9+qeWRQiiXmqmMVEZdi4CmjeYYJSLGpOXtIsWRPGVJSEyzRGzt/LHLycpCell4ysmNK3RRzm1l44xaMM+85vcdEgqdMKbdyeeke1atnxVl0cB4krih7W+blATNmhHDrSCjpPR8532MMQmVkWNPqjxcEZu4ed5w1vWED8Ouvodw8IiIHjMGBLo27oE+rPuZawQKpKQY3szZloXVK65KAlI23ef+ijYvMfCISPAWl3Mq/LMKlB3P+AnpISkX8t6VKXzyF73Em/rC5vwTJvybOxd9j9qKp1VuQVIosIiJRiNl2+YX5SE4ov4IlKSHJPM75RCR4Ckq5vQ8Lx53v6d6a923bgHPPBQ4+GCgocHppPGDw4NJpHQF7yuLFQJ8+QJs21kdUqsDyLjsbsFMnoH17166yU04BzjkHOPFEp5fEIxSUEhGRKMTyz8T4ROwq2FXu43kFeeZxziciwVNQyo080IfFlpJixc9WrABmznR6aTygefPSWqE5c4CcHKeXSIJkJ7axZDVe3fiqNnlyaaTaxVlSNHAgMH68FZiSIHTuDLRrZ01PnWqVI4uIiEQ49iNLb5KONblr4AsoE+Ft3t+1aVczn4gET0EpN/JQ6R7729qNgjV6VZDsbcofMzWx8dzHUqPuRU4/Kakh9tGwR+HjgA1TpmhViohIxGM/spEZI5GWlGaamufuyUVhcaG55u205DSM6D5CfctEqklBKTfy2MGcXZGmarQg+Uc1tNI8gQk/TPwhBaWCZL+3Gbm2G2O7GGPEWVnAZ585vSQeoe8xERGJ0hEdMwdmolfLXtiye4tpas7r3q16I3NApnlcRKpHRShuk5sL/PSTNd2lS2mJhAeCUizf4+KzpE8q0b8/ULeulWHA9BseDWs4N1ebNctqkZSWBnTr5vTSeMDatcCiRdb0kUcCDRvC7ebNA3r1Ag46CNi8GUhIcHqJXI6BRn5vKeNTRESiDANPGc0zTECKTc3ZQ4olexrZUaRmlCnlNpMmlXZR9kCWFLF/MfsYc1QyO5tEKlGvHjBggDW9ejWwZIlWl8vZpaksVWXijwS5wgKb+7sYW72lpgI7dlhBSKkCVxajeDR/PrBxo1aZiIhEDQagujTugj6t+phrBaREak6HV27jX87loTohlfBVk/+2/frrWt4aEqoYi0fiK+4KSnkkuM7xJNQfr5r8PxD2iLEiIiIiItWgoJRbg1I8Qho0CF7Bnres0mHFoQTB/0Bdzc5d7z//ATIzS3s7SyVYzmUHpZKTgaOO8tzHUq3egmRH8UgjXYiIiIhIDainlJusWgUsXmxN80DOQ82ZzjjDukiQ2JiIDYpyckpLNuP1cXSrY46xLhKEhQuB9eutaQbW69TxXOIP2/qpP14Q+KGw++MxKKX+eCIiIiJSTcqUchP/jBmPlLxIDbExkZ1lwKPfn3/WqpTI4LHRQ/116AAcfLD641WrPx4HbqCVK4Hly0O2bUREREQkMiko5daglEeb17BJ8C+/OL0UHix9UQmfa913H/Dxx8Du3U4viUd4OChFKuGrJpXwSYQp9hVjyeYlmL12trnmbREREQkd1Qu5hf+w2vXrWw2aPIbJPkcfDTRpYo0Iz9HCpRL+gUeWvtx5p1aXy7AKjb2k+F7m4GJMDJFKsIzLHoKzZUsgPd1zq+uqq4DTTisdIFOC+B67447S77Err9QqE8+at24exs4fi6xNWcgvzEdifCLSm6RjZMZIMwS8iIiI1D5lSrnFokWlfVh4NJSQAK85/HCrLdK6dda/I0HUCvFC06cDeXlaZS5jx4l79rRagEkVZswoTSljypEHI9MZGcBJJ1k92iUIRxwBNGxYOgJfsbJKxLsBqTGTx2BO9hyk1ktF59TO5pq3eT8fFxERkdqnoJRb+Jdv+ZdDeEhiYml2gQZiCpK9rffuBaZNC9WmkRqy38ceraYNvwgoQZZq4kixxx9vTW/Zovpt8SSW6DFDKicvB+lp6Uipm4K42Dhzzdu8f9yCcSrlExER8WpQ6tlnn0X79u2RmJiIvn37YtasWRXO+/LLL+PYY49Fo0aNzGXw4MH7zX/JJZcgJiamzOXEE0+Ep0VAUMr/OFRBqWquMFJfKddV1CooVU3+72E7UOFBS5YAt90GjBnj9JJ4hPpKicct3bLUlOy1Tmlt9in98TbvX7RxkZlPJNqp75qIeK6n1Pjx4zF69Gi88MILJiD15JNPYtiwYVi8eDGaNm263/yTJk3C+eefj379+pkg1kMPPYShQ4fit99+Q6tWrUrmYxDq9ddfL7ldl8NSe1VhIf9xa5oNmbp1g9djLPx3Cgo8WYUYXv4H7gpKuS4wsWYNUKeONfK9VIGjSNonEA491Oop5VGrVwMPPWT9C//6lyerEJ3tj3frrU4ujUi1bc/fbnpIJSeUX7eblJCE7B3ZZj6RaKa+ayLiyUypxx9/HKNGjcKll16Krl27muBUUlISXnvttXLnf+utt3DNNdegR48eOPTQQ/HKK6+guLgY3wUcsDMI1bx585ILs6o8ix3CeUBnBylivVtVyX4s7L2zcycwc6bTS+MBDEJypdHcuVb5i7iC/ZXDgFRSktNL4wFTpwJFRZ7P9qR+/fgbA2RnA4sXO700HtC5M9CmTen7ID/f6SUSqZYGiQ1MU/NdBbvKfTyvIM88zvlEopX6romIJzOl9u7dizlz5uD2228vuS82NtaU5M1gQ9wg5OXloaCgAKmpqftlVDHTisGo448/Hv/+97/RuHHjcp9jz5495mLL3RcA4vPyUtvs5wz2uWMnTkTcvunCQYPgC8EyhdNxx8Xh/fdj8fXXRejb17mmt9XdDk6JPe44xM2fb+rFCr/5Br4zz0Sk8Mo2KM+8eQwOx+G444pQUODt5s3h2A6x33xT+j02cKCnv8c4YEO/fnH44YdYTJxYhIMPLo7qz0Iw4o4/HrFjx5qAVOHUqfANGgS3Ccc2iNTtG+k6pXYyo+yxqTl7SPmX8Pl8PqzJXYPerXqb+USiUWDfNfszYvddy8rJMn3XMppnIDbGuyfXRSQCg1I5OTkoKipCs2bNytzP27///ntQz/HPf/4TLVu2NIEs/9K9M888Ex06dMCyZctwxx134KSTTjKBrjg2XQ3w4IMP4t57793v/okTJ5qsrVD55ptvgpqv3wcfoMm+6R9iYpA3YQK87PDDm6BRo2S0abMREyY4P6JcsNvBKU3r18fR+6ZXv/EGFrBjfIRx+zYozymnAL17J6Fu3SJMmFAa1PayUG6HQZ98AuYQ+GJjMXHvXhR4/HusZcsuANLxzjsb0K7d7Kj+LASjdWoqeu2bXv7SS8hy8WiiodwGPJEm3sOD6JEZI7Fy20pzcM0eUizZY4YUA1JpyWkY0X2EDrYlalWn71qXxvz9FBEJXoyPp4BCJDs72/SBmj59Oo4+2j7sZruJWzF58mTMrKK+6z//+Q8efvhhkxXVvXv3Cudbvnw5Dj74YHz77bc4oZyykfIypdq0aWOCZikpKQjFmVLu9A4ZMgQJVTVVystDfNOmiNm7F74OHVCoWhFntoOTdu603gOFhfB16oTCRYsQKTyzDSJcyLfDxo1IaN3aTBb36oWiIDNh3WzmzBgce2w8Gjb0Yd26QjPI3IGI+M/C+vVIaNvWTBb36YOiH3+E24RjG3D/Ii0tDdu3bw/J/kWocLkbNGjgueUOR7+crk27moBUzxY9nV48EcfMXjsbN0+8GZ1TO5uRKQMVFheagNSjQx9Fn1Z9HFlGEfHu/kVIM6W4Y8bMpQ0bNpS5n7fZB6oyjz76qAlKMdBUWUCKOnbsaF5r6dKl5Qal2H+qvEbo3CkN5cFBUM/PxsB795rJmBNOiMyDFYeFejsfMPZDO+ooYNo0xCxdioR164B9B3eRwvXbIEqEbDtMm1YyGXvCCYiNgG3NjyR/O7dti8HChQno3bt2njdiPwvsKXX44cDChYidMwexbCzo0l6PodwGtfm8HLn4kUcewfr165GRkYFnnnkGRx55ZIXzb9u2DXfeeSc+/PBDbNmyBe3atTODywwfPrzWlinSMfDE8iMeXLOpOXtIsWRP5UgS7fz7rrFkL5D6ronIgQhp0W+dOnXQq1evMk3K7abl/plTgZgddd999+Grr75C7yCOBNasWYPNmzejRYsW8Bz/Bu4ebw7sb+1a4IUX2Lje6SXx4OhVGoXPcWedBZxxBrBggdNL4hER+D3GvlIDBwIcJJbfZ1KN77Hi4tIRZeWARi6+++67MXfuXBOU4sjFGzdurLCHJzPA/vzzT3zwwQdmhOOXX365zKjFEhwGoFh+xGwPXisgJVLad43lrIFFNnbfNWYVqu+aiNREyDvRcaeKO0Zjx45FVlYWrr76auzatcuMxkcjRowo0wj9oYcewr/+9S8zOl/79u3NGUJedvKsq6l02olbbrkFP/30k9n5YoDr9NNPR6dOncwOm6cP5jjyXoTg8cjVVwNPPOH0kniE/4G8glKO4sBhX3wBfPIJsx6cXRbP+P5767pOHaB/f0SKceNMVRpOP93pJfHg95j9npCwjFzM+5kd9fHHH+OYY44x+08DBw40wSyJjibUSzYvMSVWvOZtkVD0XUtLSjN913L35JqSPV7ztvquiciBCGn5Hp177rnYtGkTMjMzTXCpR48eJgPKbn6+atUqMyKf7fnnnzdn/M5iqoIfni285557TDngggULTJCLqepsgj506FCTWVVeiZ6rbd0KzJljTXfrZp2SjxDHHWddz51r/ZsureJwD5ZkJCcDu3ZZQSmehQpoJCnh8dNPVmCKiZeHHqq1XqWVK4Fly6xpZsCGcPCIcGvY0Okl8JgBA2CabxUVKSgV5pGLP/30U5OB/ve//x2ffPIJmjRpggsuuMAMFlPeADAS2X2wmNHCAIL6YElt4vspc2Bmyfste0e2eb9xZEr1XRMRVwel6NprrzWX8rCJuT9mP1WmXr16+PrrrxER+L/bKbD+5VsRoGVLID0dyMqy/s2//MXpJXI5ZpiwVogjljE1g83ODzvM6aWKSnaiGhMXFResxgqLoNK9QPya5lgZETgwZu1iEy6W3HMQE36H8busiv6RUjsjF3PAl++//x4XXnghJkyYYHpsXnPNNaa5O0/qBTMAjHgzIDVm8hjk5OWY0c+SE5JNz5852XPMSIIMICgwJbVJfddExJPle1KJb7+N6IM5uxpRVRxBUgmfK9jv1wiqpg2tCC1Btj33nBVkf/BBp5fEg99jP/zg5JJEFfbrbNq0KV566SXTy5NZ6mx6zrK/8jz44INmNBz7whGJxVtYoseMFQak0tPSTfNpjorGa97m/eMWjFMpn9Q69V0TkdqmoJQbDubYUZdlDxF6bKIWSdVcYaRIniN27LAGxIzQ+EpoUojs92r9+lYZagQmMTLhR99jQfL/4GilhW3kYg700qVLlzKleunp6aZtAssBA7E0kMMz25fVq1fXbGHFMRwhkCVUzJCKCUjr5W3ev2jjIjOfiIiImyko5RQO57R4sTXNA7mDDkKkYTUa95NYwrdundNL4wHsK9a4sTXNmkf2ZZGwmjYNKCwEOnQA2rfXyq8SP9yM2BAD6xHYGd6OFbMibd94G1KZfv2sSB4puB62kYvZ3Jwle5zPtmTJEhOs4vMFYg/OlJSUMhfxlu35200PKZbslScpIck8zvlERETcTEEpp/iXNURoSkZqKtCzJxu0AvPmOb00HsAVZXeI375dK80BTDI49ljgpJOceHUPioJ+UgxQ8sJg5ZQpTi+NB9SrZwWmaMUK6yIhH7mYj3P0vRtuuMEEo7744gs88MADpvG5RKYGiQ1Mk2n2kCpPXkGeeZzziYiIuJmCUk7xP4McoQdz9OabwJYtwPDhTi+JR/gHKJVlEHZDh1qBh//+N/yv7UlREJTy/1iqGq2aK4zUV6pG2BPq0UcfNSMXc9TiX375Zb+Ri9f5pSCzJxQHgZk9eza6d++O66+/3gSobrvttpotgLhep9ROZpS9Nblr4LMHzdmHt3l/16ZdzXwiIiKI9tH3JAB3HuyjGw7ndNRREbuKOAKfHMDB3K23avU5QKPuBYGpQ/boqWlpVvlphGK87dVXFZSq1vdYZmZpcP2yy0K2bSJZdUYuJpb2/fTTT/Bq0272PmKpGTN7GEhhM2WpGNfPyIyRZpS9rByrtxRL9pghxYBUWnIaRnQfofUoIiKup6CUE1jOsGqVNc0yB40zLrYuXayhvrKzgalTATaoLacfiNQ+rnJ+FFl2KkFgTS7LTIllpyw/jfBY8fz5QE6OFYOTSrBPYnIysGuXFZTiiRhFeqUC89bNM6PIsWk3eyCx5IwZQAy4cPh5qRjXT+bAzJL1l70j26y/3q16m4CU1p+IiHiBglJO8C/LitB+Uv5eew145RVg1ChgXzsMqQgP3PieYN0jD+hmz2YHW62vMLj/fuD554EHHgBU8RKEKClBJlZMnXsuS6SAggKnl8YD2PCeje+//NIa5eL335U2KxUGpMZMHoOcvByT6cOm3eyRNCd7jskAYsBFgZXKcf1kNM9QppmIiHhW5J7adrMoaHLub+VKYMYMYOJEp5fEI9RXyhF2Qsehhzrz+p7+HrMb9Eewd98FHnkEaNHC6SXxCH2PSRAle8zwYUAqPS0dKXVTEBcbZ655m/ePWzDOzCdVl/J1adwFfVr1MdcqfRQRES9RUCrceNRrZxjUrw/07o1IZydR2Af9UgX/A3w1Ow9b6R6TOZioNnBgeF7T01hWyvJSatUK6NzZ6SUSt1FQSqrAHlIsOWOGVExAeSdv8/5FGxeZ+URERCRyKSgVbjzyXb/emmZ5A8scIhz7uHOU8I0bgd9+c3ppPKB9e2sMepo+Hdi92+klipqknyOOABo1cnppPGDWLCAvrzT4ECX9glhRy4zPzZudXhIPyMgo/TDxA1asbBcpi03N2UOKJXvlYdNuPs75REREJHIpKBVu/pkvUVDyQuzTfeyx1rQSf6qZZcCMFAamJKTs92UUVNPWjigr3bPx/TFsGPDVV04viQfExQGDBlnTW7daXeJF/HCUPTblZg+p8nAUOT7O+URERCRyKSgVblHWTyrwX/X/9yWIFUaK5IWcvYojvF937YmywRpsTG4lfY8Fyf8D9d13odgk4mGdUjuZUfbW5K6BL6C2n7d5f9emXc18IiIiErkUlAonli/YRzMsa2B5Q5SwkykmTQKKipxeGg9QX6mwWb4c+PNPID4e6N8/fK/rWSwntbP3OnYE2rVDtLDjb4oTV3OFaaVJOdiMe2TGSKQlpSErJwu5e3JRWFxornk7LTkNI7qPUNNuERGRCKegVDgtWABs2WJNs6yB5Q1Rgr16ePzKE+fb1R6iahziKz3dmp49G9ixI9SbKGoxPvzKK8CddwLJ5bc2EX8cSpNlpVFWukcMWvJre8UKK5ApVeBQls2bW9NTpgAFBVplUkbPFj2ROTATvVr2wpbdW0xTc173btUbmQMyzeMiIiIS2eKdXoCoEoX9pGzMQlm6NGr6IddelkFWlpVaxpHOhg93eokiNih1+eVOL4WHRGnpHh10EHDkkVZcjkmvl17q9BK5HL/w+R55+22rSzwb5B9zjNNLJS7DwFNG8wwTkGJTc/aQYskeM6lEREQk8ukXP5yi+GCOFJCqJpW+iBtFcXDd/19WCV8NvsfUjEsqwABUl8Zd0KdVH3OtgJSIiEj0UFAqXAoLrfIFatoU6NoV0Yi9TP/4w1odUoWBA0sjeToCDomVK4GnnwZ++03vxqCwjJTlpHZpFstMo4z/oA0BvZmlPP6BSwWlRERERCSAglLhMmdOaV8gHtVEadpQz55Aly7Azz87vSQe0LhxaTP8X34BNm92eokizhdfADfcAFx/vdNL4hHTppVGlKMw25P69QOeegr48kunl8QjOnQA2ra1ptkgPz/f6SUSERERERdRUCpcorx0z3bwwda1En+CZL9XmJLBoQulVtmJG1FYhVYzUV66R/XqWUHMbt2i9txCzfpKEQNSP/3k9BKJiIiIiIsoKBUuOpgrcxyrKo4gqR9LyBQXl8b5ojS+Un3+H1yOICoSDJXwiYiIiEgFFJQKhz17gB9/tKbbtClNF4riGAtXB1eLVOHYY60x6EmRvFq1cCGQkwMkJwN9+uidWKWtW4G5c61plpWmpUXtStu9G3j1VeDKK9VXKigKSomIiIhIBRSUCoeZM62jGHvnPIprPtLTgWbNrNXB1SJVSEkBevWyphctAjZs0CqrJXaMr39/oE4drdYqTZ5cGoGJ8tQyxolZwvfSS2qSHxSejOnUyZpm+V5eXki3j4iIiIh4h4JS4eCf4RLF/aSI8Ti76keJP0HyDwCor1StUT+pGq4wivLvMQYxGcwkfY9V83usoKA0c1hEREREop6CUuHgf9QS5RkGgUOqSxBU+lLrmPDDgcD8348SZF+82FhgwICoX132x1KDNgRJ32MiIiIiUo748u6UWsQ6tRkzrOmOHUuHxo5iQ4YAN95oXUsQmJIRHw8UFiqSV0uYsbdihZWw0bOn3oVV2rjRasJFLCdt0CDqV5odzGTyYlFRaes3qYB/Y3ydkRARkShT7CvG0i1LsT1/OxokNkCn1E6IjVF+iAgpKBVqTMfYu9eaVpaU0aED8MQT+gAGjZ24+/a1IihLlgBr1wKtWmkF1sJqHTpUqzEo/mWj+h4zjjjCavm2bRvwyy+lrd+kAi1aWE0Fs7KA2bOBHTuAgw7S6hIRkYg3b908jJ0/FlmbspBfmI/E+ESkN0nHyIyR6NlCZ0dFFJ4NNZXuSW1Q6Ys4Sd9j+2HyIgfHDFw9EsT3GFPLpk7VqhIRkagISI2ZPAZzsucgtV4qOqd2Nte8zfv5uEi0U1Aq1HQwV649e6xeLM8/H/ItEBkUlKo17LPMlkg33wzs3Fl7zxsV32OMxNgdvqVkMNVVq7QygqLvMRERibKSPWZI5eTlID0tHSl1UxAXG2eueZv3j1swzswnEs0UlAolHvHOmmVNH3II0LJlSF/OS9avB044AbjuOquKQ6pw9NHWkF+ktIwDMmeOlaTx+utAUpLeeVXKzgYWL7amjzwSqF9fK22fyy4DcnKAp5/WKgmK+kqJiEgUYQ8pluy1TmmNGJ7F8sPbvH/RxkVmPpFopqBUCMWwnxSbU5P6sJTRrp3VW4pVHNOmhXIrRIh69YB+/axpduheudLpJfIse7Q0Hh9zIDmpgvpJVahRIyA1Ve+goKWlAd27W9Nz5wJbt2rliYhIxGJTc/aQSk5ILvfxpIQk8zjnE4lmOiQLoRgdzAU1epUSf4Kk0pdaYb/fFCeu5grTSquUz1fjt2R0sT94XGFTpji9NCIiIiHDUfbY1HxXwa5yH88ryDOPcz6RaKagVLiCUv5lC1Lm2ERBqSD5R1HsdB+pdi8zDmIYuDqlEvYHlOWjdraelPjpJ6vh+emna6UERcF1ERGJEp1SO5lR9tbkroEv4OwVb/P+rk27mvlEolm80wsQqeJ37UIMyxPosMOApk2dXiTXHptwNW3fDjTQSYLKsZ8Py/h277YCBfxxC6hPl8rNnGmtPn4cu3bV2qoSO3gvW2ZNH3WU9f6TMpKTrRJk9ifbu7e09ZtUYOBAq262uFhnJEREJKLFxsRiZMZIrNy2Elk5Vm8pluwxQ4oBqbTkNIzoPsLMJ8FjY3j24WLZI7PMGNTTOvQ2BaVCpPGiRYjhTjcpJaNc7PvepQuwZIlVxXHqqaHaGhGibl3gmGOAb78F1qyxggWddGalJkk/TFxUPK8aK4z0PVYunnNgqyQ2PJ892/qISiUaNgR69rRGHFiwANi0CWjSRKtMREQiUs8WPZE5MNOMwsem59k7sk3JXu9WvU1Aio9L8Oatm1eyLtmPi+uS2WgM/mldepeCUiGS9uuv+zdPkv3wOJdBKWYaKCgVBL6XGJSyAwYKSlVLfDzQvLk+kkFTUKpKTPphkPODD6zVpaBUkF/8DErR5MnAWWcF/54UERHxGAZLMppnKLunFgJSYyaPQU5ejsk6YwN59uuakz3HZKMx+KfAlDcpVzBE0hYutCaYjsFyBSnXP/4BzJsHPPigVlBQ1I/lgNx5J5CdDVx2md5vVWJ5qB2USky0yvek0o+l+uMFSd9jIiISZVhe1qVxF/Rp1cdcq9ys+iV7zJBiQCo9LR0pdVMQFxtnrnmb949bMM7MJ94TlqDUs88+i/bt2yMxMRF9+/bFrFmzKp3//fffx6GHHmrm79atGyZMmLBfY7jMzEy0aNEC9erVw+DBg/HHH3/ANbZsQYMVK6zpjAyNGV6JQw4BevSwsg0kCL16AfXrW9N2XympFsaJExK00qrE7zD2lCI2OGf5qFQaY2ET/fx8raQqsTN8XJw1rUieiIiIVIE9pFiyxwypmIAeHLzN+xdtXGTmE+8JeShg/PjxGD16NO6++27MnTsXGRkZGDZsGDZu3Fju/NOnT8f555+Pyy+/HPPmzcMZZ5xhLgvtzCMADz/8MJ5++mm88MILmDlzJpKTk81z5rvkaCBm6lTE2MEC9WGR2sRoCg/oaP164PfftX6DtHmzYnjVotK9oB16qFUWytEdORqfVOGgg4Deva3prCzru0xERESkAmxqzh5SLNkrDxvI83HOJ94T8qDU448/jlGjRuHSSy9F165dTSApKSkJr732WrnzP/XUUzjxxBNxyy23ID09Hffddx+OOOII/Pe//y3JknryySdx11134fTTT0f37t0xbtw4ZGdn4+OPP4YbxEyaVHpDQakq8SBu5EjgvvtCulkih0pfauT004FmzYDvvqvtDRIFQSn1xasUT9idcYb1HmOlo1Tze8z/N1NEREQkAEfZY1Nz9pAqD0c05OOcT7wnpI3O9+7dizlz5uD2228vuS82NtaU282YMaPcv+H9zKzyxywoO+C0YsUKrF+/3jyHrUGDBqYskH973nnn7fece/bsMRdbbm6uuS4oKDCX2ha372DOFxuLwqOP5gvV+mtEkpUrYzBuXDy6dvXhttsKa+157W0bim3spJhjjy354BZ/9x2KRo2CW7llG+zaBcyaFY+Cghi0asXPPaJKtbeDz4f4H34Ak6N9yckoZI1ttK20anr66dLp8laVWz4LbhEzYADi//MfM1303Xco/utfQ/6a4dgG2r4i0UFD0ouEV6fUTmaUPTY1Zw8p/xI+Jq2syV1jRjTkfOI9IQ1K5eTkoKioCM2YnuCHt3+voOyIAafy5uf99uP2fRXNE+jBBx/Evffeu9/9EydONFlbtanO9u04adEiM73t4IMxhU1GpFJ799YBcBIWLYrB229/i4YN99bqGvvmm28iawsUFWF4UhIS8vJQ8O23+Orzz13flMvpbTBvXhMUFPRDkyZ5+P33b7B4MaJSsNshee1aDGZHeAAbu3TBT5H2GYriz4JbxO3Zg+Hx8YgtLMTuCRPwXUDvSK9ug7y8vJA9t0ik8HpAR0PSi4QfvyNGZow0o+xl5Vi9pViyxwwpBqTSktMwovsIT32XSJiCUm7BTC3/7CtmSrVp0wZDhw5FSkpK7b7Yjh3Y89JL2PDuu2h+wgkYPnx47T5/hHrkER9+/TUGCQlDMHy4r9bOWPPgY8iQIUiIsM7WcSyn+vxz1M3NxfB27YBu3eBGbtkGP/5o/UCdeGIiTj45+j6T1d0OsS+/XDKddtZZ+h6rZn/4OnWAVq0ObBtEhb59TXf4+tnZGM5BQQJXWi0LxzawM7FFxLsBncqCZhqSXsQ5/I7IHJhZ8h2SvSPbfIcwQ4oBKbd8h4jLglJpaWmIi4vDhg0bytzP283ZFbYcvL+y+e1r3sfR9/zn6cESk3LUrVvXXAJxp7TWd0xTU1FwySWY17SpOZDTwUdwGGP59VdgypR4XHBB7W6SkGxnp51wgglKUcK0acARR8DNnN4GU6ZY1yecEIuEhOg9gxL0drBXGAOggwcjLtI+PyFy443siwjccQdw//3u/Cy47ot/Xzax+R676KKwvGwot4G2rUjFvBDQqSxoltE8o8yQ9Hb5kD0kPbM3OCQ951O2hkho8DuCnzEvZ1vK/kK69erUqYNevXrhO7/OwsXFxeb20ey1VA7e7z8/8cymPX+HDh1MYMp/Hp6Z5Ch8FT2neKfnrUYHr+YK00qr0o4dwM8/77/apAIcOdRuPM1R0lwe8HQTJvuQvseCpO8xkajB7CP/gA4DOXGxcSUBHd7PgA7nczpoxiBZar1UdE7tbK55m/d/uvhTDUkv4gIMQHVp3AV9WvUx1wpIeV/IQ4osm3v55ZcxduxYZGVl4eqrr8auXbvMaHw0YsSIMo3Qb7jhBnz11Vd47LHHTN+pe+65Bz///DOuvfZa8zjPStx4443497//jU8//RS//vqreY6WLVviDA5/JJ40YIA1gtWSJcC+VjZSGZbrNW5sTU+ezGiv1lcFpk41bbjQsSPQtq1WU5XYE8/OVuUHMz4qqrxrNcYyezawc6fTS+MBPJFkZzF//73TSyMiIcSsBmYfMUPKv0Ex8TbvX7RxkZnPrUGz9357D7sLdmtIehGRWhbyo41zzz0XmzZtQmZmpmlEzhI7Bp3sRuWrVq0yI/LZ+vXrh7fffht33XUX7rjjDnTu3NmMvHf44YeXzHPrrbeawNYVV1yBbdu2oX///uY5EzUWt2c1amQlZOzdC6xbB7Rs6fQSuRw/MwMHAh9+CGzdCsyfD/RUHXV5GIz65z85SmfYt5I3+af5KLWsWtq3ty5//gmwGu3EE2t960QW/mYzMMXMPK40XrgCRSTisMyG5XAs2SsPGxazPwznc2vQbNX2VYAPpuSQwapAGpJeRKRmwnIKnFlOdqZToEl2mYifs88+21wqwh+HMWPGmItEDrYWKaf1l1SEAQMGpewsAwWlynXoocC+keelukEp9vyRan8sX3/dWo0KSgW5wuz9AK60fVnUIhJZ2PeF/ZncGtAJJmjGEqGWKS3NSF8akl5EpPaoI5i4hgJS1aR+LFLbWAZqBwiYvmg3SZKg2XE8VaMFSd9jIlGBjYjZMJwBHR97F/rhbd7ftWlXM5/TQbPyMGhWL74ezjvsPKQlpZmm5rl7clFYXGiueVtD0ouI1IyCUuI6u3dbF6lC165A06alo6UVFmqVBfjtN+Crr6xm5xIEDoG5ZYs1zfJQv9JqqV6MZe5cYLszVSjecuSRQL16pZlSAQerIhIZmGXEEezcGtAJNmh22qGnmVECe7XshS27t5iyP15zSPrMAc6PHigi4kXqYCuuct11wMsvAy++CIwc6fTSuBx7HgwaBLz3nhV14VEwD/CkBN9LTz0FXHUV8PzzWjFV8k/vUT+pGmnVCrj7bqB7d45Aq/dcUCmyxxwDfPstsGYNsGwZ0MmZTAkRCS0GbBjQYUNx9m9iDylmJzGgw4CUkwEdO2i2cttKEyRjDymW7DFDigEp/6CZhqQXEaldCkqJq9SvD+zZY50wV1AqCAwcMChFXGkKSpXbHknxlSCpyXmtuOee2nmeqMEPKINS9ntQQSmRiOXmgE51gmb2kPQiInLgFJQS1x2bsCk1EzaYPR0wAIoE8m9EzYM5DjMnRk4OsGCBNc2EMqlCUZFVBkpNmgCHHaZVJs70lRo1SmteJIK5OaDj5qCZiEikUlBKXIVVHAkJwOrVwPLlwMEHO71ELte5M9CyJZCdbY1BX1BgrUDB5MnWSmBsxW69JZWYN6+0CRKjeOondUCmTrWC6yxJTk3VO69SvXsDycnArl2lfaV0RkI8oNhXrOBFBHJz0ExEJBIpKCWuwuOSvn2t+AqPTRSUqgIP3Jhl8NZb1gHd7NlAv37h2VgeaY+k0r1qrjCttFrBPmaLFgHdugFnnlk7zxmxGEgfMAD48ktg/Xrg99+B9HSnl0qkUvPWzSsp88ovzDdlXmyUzb5EanYtIiISPOWiiuvYQQQNqV7NFRbYEyjK2avCv8JRglhhpEjeAbPfd/pIBknfY+KxgNSYyWMwJ3sOUuulonNqZ3PN27yfj4uIiEhwFJQSVx/MaXTwah7MKZJnMNkiK8tKJBs4MCRv08jCsk/Wm1Hz5sAhhzi9RBHzsVRQqob98URcXLLHDKmcvBykp6UjpW4K4mLjzDVv8/5xC8aZ+URERKRqCkqJ6xx1FHD66cAtt1jHylKFDh2Atm2t6enTreELo1yzZlbp1Jtvqp9PUH7+2Sr/tIMD6udzwBgM5Wr87Tdgw4YDf76I16MH0LBhaVCqWAf04k5sgM2SvdYprRET8F3J27x/0cZFZj4RERGpmoJS4jqJicDHHwOjRwN16ji9NB7qK0X5+cBPPyHacZWwJc0FFzi9JB6hflK1rnFjoHt3a3rSpNp//ogTF1ea1rh5M7BwodNLJFIujsjGHlLJCcnlPp6UkGQe53wiIiJSNQWlRCKBSl/kQKifVEiohK+GK4xUiiwu1SCxgWlqvqtgX3ZpgLyCPPM45xMREZGqKSglrrVqlVV+pSqOIOhgrsTq1cB55wGvvhrCN2ckYbnnjz9a023aAB07Or1EERcrZnWkVGOFkfpKiUt1Su1kRtlbk7sGvoDGl7zN+7s27WrmExERkaopKCWuxF5SLL+6+GJVcQSFwYRO+3aAWb5n9weKQkywGD8eePllp5fEI2bOtMo+7eCm+knVGq7O2bOtVSxBOOwwIC3Nmp48GSgq0moT14mNicXIjJFIS0pDVk4WcvfkorC40FzzdlpyGkZ0H2HmExHxMg7YsGTzEsxeO9tcawAHdymOoO0T7/QCiJQnIQE49ljg66+tE+Z2bxapIstg6VIrosfMl6FDo3J12VU//sljUgn/jBT/TBU5YPXrA717W9PK+AxCbKz1wX3/fWD7dmDevNIVKOIiPVv0RObATDMKH5ueZ+/INiV7vVv1NgEpPi4i4mXz1s0r+Y5jnzx+xzFLlEF5fcc5b16EbR8FpcS1eGxiB6VuuMHppfEABhReesma5kqLwqAUKynsGIviK0FSk3NxEzsoZb83FZQSl+JOf0bzDDPKHpuas4cUS/aUISUikRDwGDN5DHLycsyIohzYgX305mTPwcptK01Q3ouBj0gxLwK3j3KLxbXsTBeOXKUqjiAMGoRobxK8bJnVU4qZdscc4/TSeEBeXulojewl1bat00sUcdatAy6/HBgyJM7pRfEG9ZUSD2EAqkvjLujTqo+5VkBKRLyOJWDMwGHAIz0tHSl1UxAXG2eueZv3j1swztOlYl5WHKHbR0Epca0jjgBSUqwqjl9+cXppPKBZM6sni91ZmSsuythZUkcdBSQlOb00HjB9OrB3rzWt1LKQlfCNG8cWSbHYsEFvyip16QK0aGFNT51a+v4UERGRkGP2J0vCmIETE9BnlLd5/6KNi8x8En5LI3T7KCglrhUfDwwYYE1rIKYg2YEFNrDhAV2UUT+pGq4wUlAqJA46CDjySGv611/3NfGWinEHy34vcsAGdooXERGRsGA5MnsUsSSsPEkJSeZxzifhtz1Ct4+CUuKJEr4orUarPv/AQhSutB07rF7Jiq8ESf2kwsJ+PyooFST/UQp0RkJERCRs2B+PTbPZo6g8eQV55nHOJ+HXIEK3j4JS4mpnngm89x4wdqzTS+IRAwdamQZRGpT6/HNg82agXz+nl8QDWN5pZ6F07Qo0b+70EkV8UGrBgiamGb8EucKi9HtMRETEKRywgaO4rcldA1/ATgtv8/6uTbua+UTbp7YoKCWu1r49cPbZQJMmTi+JRzRqBPTcN9rC/PlATg6iTcOGVqNzqQLLO1nmSUotC6mjjwbq1vVh69ZELF6sd2aVOnQA2rUr7XuWn6+VJiIiEgYcsGFkxkikJaUhKycLuXtyUVhcaK55Oy05DSO6j9DADg6JjdDt462lFZGq+QcYJk+OmjVWUOD0EniM+kmFTWIis/ess42TJulnt1rfY3v2ADNmhHDriIiIiL+eLXoic2AmerXshS27t5im2bzu3ao3MgdkmsfFOT0jcPvEO70AIlXJzgZefx3Ytg145BGtr6AO5h59tDTw8Ne/RvxKY8JP27bAwQcD48cDrVo5vUQeCkqx3JNlnxJSgwb5sHRpLurW1Qh8QfeV4he/3VfKv8+UeA6HpuZOMxuvss8Fyz68dhZXRCSaMLCR0TxD390u1TPCto+CUuKJ5tV33cXyF2DMGKBePaeXyOX697eGLiwsjJp+LAsWAOvXW++Vpk2dXhoPYFknyzuJ5Z6pqU4vUcT75z+LkZHxA4YPH+70oniDfxCK32P88hdPmrduHsbOH2uGsOaIQGzAyn4lLD/w4tlcEZFowQBHl8ZdnF4MiYLt481QmkSVLl2Ali1VxVGtMej79LGmf//dSjWLcHbs7dhj1U8qKJMmlU6rn1RYcFRIqYbWrYHOna3pmTOBnTu1+jwakBozeQzmZM9Bar1UdE7tbK55m/fzcREREYlu2k0W12N1kX3cHCWJPwfOP9DgH4CIUN99Z12fcILTS+IR6iflGLZIioI4ce1+jzHrc9o0RJtnn30W7du3R2JiIvr27YtZs2YF9XfvvvsuYmJicMYZZ8Dpkj1mSOXk5SA9LR0pdVMQFxtnrnmb949bMM7MJyIiItFLQSnxBDvYYAcfpApRNKQ6G5xPmWJNKygVJPs9wTJPlntKWPz4Y0s0bRqPUaO0woPi/4GOsi//8ePHY/To0bj77rsxd+5cZGRkYNiwYdi4cWOlf/fnn3/i5ptvxrFMG3UY+1ywZK91SmsTJPPH27x/0cZFZj4RERGJXgpKiafai8yeDeTmOr00nhmDPiqCUnxPsLKHbZEyMpxeGg9YuxZYvNiaPvJIq9xTwqJFi53YvTvGBFE1WmQN+kpFkccffxyjRo3CpZdeiq5du+KFF15AUlISXnvttQr/pqioCBdeeCHuvfdedOzYEU5j41X2kEpOSC738aSEJPM45xMREZHopaCUeEK7dtbIakVFwNSpTi+NB7AbPANTtGIFT58jUtnHqjx+Vd+eIHAkM5v6SYVV+/a5SE31mSDqzz+H97U9KS2tNNI8bx6wZQuiwd69ezFnzhwMHjy45L7Y2Fhze8aMGRX+3ZgxY9C0aVNcfvnlVb7Gnj17kJubW+ZS2zgSEJua7yrYVe7jeQV55nHOJyIiItFLQSnxVCVH/frqxxI0/4BDBJe+dOsG/OUvwGmnOb0kHuH/XlBQKqwYNB040BeNiT8HXsLn85UNqEawnJwck/XUrFmzMvfz9noOM1qOadOm4dVXX8XLL78c1Gs8+OCDaNCgQcmlTZs2qG0cmpqj7K3JXQMft58f3ub9XZt2NfOJiIhI9FJQSjzjwQetE+XqxxKkKOnHcvrpwIcfAiNGOL0kHsADQzsakphYmk0nYXPccQpK1fh7TJG8cu3YsQMXX3yxCUilMbssCLfffju2b99eclm9ejVCMVT1yIyRSEtKQ1ZOFnL35KKwuNBc83ZachpGdB9h5hMREZHoFe/0AogEiz2DpBr69LFSy1grxIM5BiQCms1KlFm+HFi1ypo+5hgrMCVhNWgQRxqLw48/Avn52gRVYsNuNuTnCHwRHFz3x8BSXFwcNmzYUOZ+3m7evPl+8y9btsw0OD/11FNL7isutka0i4+Px+LFi3Ew69/91K1b11xCrWeLnsgcmGlG4WPT8+wd2aZkr3er3iYgxcdFREQkuikoJZ7EJsEJCU4vhctxBQ0cCHzxBY9mgN9+Aw4/HJGEI6QzWMnjLcXbqhYzaVLpDZXuOeKQQ9jwHFi3DmB7IP9e3lIONuJnQ/7p060G/WzU36pVRK+qOnXqoFevXvjuu+9wxhlnlASZePvaa6/db/5DDz0Uv/76a5n77rrrLpNB9dRTT4WkNK86GHjKaJ5hRtljU3P2kGLJnjKkREREhJQzLZ7y3ntA587A9dc7vSQeEeElfNddZ70fxo93ekm8IVZNzh3H4Ok//gH85z9WMFWCEIUlfKNHjzbleGPHjkVWVhauvvpq7Nq1y4zGRyNGjDAleJSYmIjDDz+8zKVhw4Y46KCDzDSDXE5jAKpL4y7o06qPuVZASkRERGzKlBJPYbXR0qUaZa3GQakbbkCk2LatdASz/v2dXhoP8PlKM6VY1tmrl9NLFLVuucXpJfDg99h995V+j118MSLdueeei02bNiEzM9M0N+/Rowe++uqrkubnq1atMiPyiYiIiHidglLiKaxG4374kiXAmjVA69ZOL5HLsVyvSRNg0yZg8mSrLwv7s0QA/jtsm9Kli94HwTho5UrEbNxY+kFS/at4xVFHAfXqAbt3W0GpKOmPx1K98sr1aJJ/KW453njjjRAtlYiIiEjtCulpti1btuDCCy9ESkqKSSW//PLLsZNNlyuZ/7rrrsMhhxyCevXqoW3btrj++uvNyDD+YmJi9ru8++67ofxXxCUaNAB6946qKo4Dwwie3TsoN7c0tSgC2NvfPxlMKtZkwYLSG4MHa1U5bP164K23gF9+cXpJPIANue10SJ6NYLqsiIiIiESEkAalGJD67bff8M033+Dzzz/HlClTcMUVV1Q4f3Z2trk8+uijWLhwoTnTx3R1BrMCvf7661i3bl3JxW4GKpHPjrFEYIuk0IjQvlL2v6J+3cFRUMpd7rkHuOgiYOxYp5fEIyL0e0xEREQk2oUsKMXGnAwovfLKK+jbty/69++PZ555xmQ0MfBUHjbk/L//+z8zrDGHLz7++ONx//3347PPPkMhy478MPOKQyPbFzb6lOg6NrGrOCTIFWavtAjJMuFggqzg0ehlQSgoQNrChdY0e9IcdliIt5BUxU5W+/Zbrato/R4TERERkRD2lJoxY4YJHPW2a63MTvhg05hz5syZ+Mtf/hLU87B0j+V/8QF9cP7+97/jb3/7Gzp27IirrrrKjEjDMr7y7Nmzx1xsuSxjMsdpBeZS2+znDMVzC9CnD4fMjsfatTFYtKjA9BTSdqhEmzaIb98eMX/+Cd+PP6KQ5bBJSWF5K4Xqs/DNN/ysxyMjw4eUlELGXKQSRTNmIDE/30wXH3ccigKC/BL+zwKr0WJi4rFwYQxWry5A8+baCpU6/HDEN2yImG3b4PvhBxTyN72ajb7D8dus330RERERlwSlOFpM06ZNy75YfDxSU1PNY8HIycnBfffdt1/J35gxY0wWVVJSEiZOnIhrrrnG9Kpi/6nyPPjgg7j33nv3u59/y+cIFZYtSmj0798TdeoUYerUZVi6dJe2QxV6dOqEdn/+iZi9ezH7ySexqUePsL41a/uzEBcXjzvuSDOZchMmBPd9Es0OefddHLpven5aGlZNmODwEkUv/89Chw4DsXx5QzzxxHwMHLjW0eXygiMPOQQtZs5EzObNmPbcc8jt2NF1v815eXkhe24RERGRSFTtoNRtt92Ghx56qMrSvQPFbKaTTz4ZXbt2xT1svuHnX//6V8l0z549sWvXLjzyyCMVBqVuv/12jB49usxzt2nTBkOHDjVZWKE4U8qd3iFDhiBBI1yFxPDh9lTFw+9pO5SKYXbgvjqhvjt3orh0BYZUKLfB2WfX6tNFtNhHHimZPvzGG3F427aOLk80Ku+zMGVKLB5/nIN8HIHhwzOcXkTXi/3zT2DmTDM9oKCg2t9j4fhNsDOxRURERCREQambbroJl1xySaXzsKSOfZ422sOP78O+UBxhj49VZseOHTjxxBNx0EEH4aOPPqpy55E9q5hRxRK9uhylJwDvK+9+Pm8og0ahfn7Rdgja0KElk3GTJiEuzO9LfRYctHMnfPsO5H2dOiHh4IOdXJqo5/9ZGDYMJij1/fexiI+PNT3SpBJDhpRMxk2ejLhbb3Xd95F+80VE3K3YV4ylW5Zie/52NEhsgE6pnRAbE9Kxv0SktoNSTZo0MZeqHH300di2bRvmzJmDXr16mfu+//57FBcXmyBSZWcZhw0bZoJIn376aVANzH/55Rc0atSo3MCTRC62BZk9G2jdGlDiRxXY3PrwwwE2u54zB9i6FWjUCF706afWdj/zTGZKOr00HjB1KmL29ZAqPv54xDm9PFKCfaXq1AFWrwZWrgTat9fKqVR6OtCiBbBuHTB5MrB3r7UCJerooFJEamLeunkYO38ssjZlIb8wH4nxiUhvko6RGSPRs4V2KkUirqdUenq6yXYaNWoUXnjhBZM2f+211+K8885Dy5YtzTxr167FCSecgHHjxuHII480ASmW1LEnw5tvvmlu26nwDITFxcWZkfg2bNiAo446ygSsmIr/wAMP4Oabbw7VvyIuNXIk8M47wL//Ddx5p9NL45HRqxiUYiOmSZOAIAcbcJs33wTef5896hSUCorf8G6+448P3YaRamNLw88+A7p1s2ItUgWmkvF7jF8Cu3ZZpXzHHqvVFmV0UCkiNf3uGDN5DHLyctA6pTWSE5Kxq2AX5mTPwcptK5E5MFOBKRGHhDRX8a233sKhhx5qAk/Dhw9H//798dJLL5U8zkDV4sWLSxqDzp0714zM9+uvv6JTp05o0aJFyWU1TyXvS41/9tlnTSZWjx498OKLL+Lxxx/H3XffHcp/RVzIPhbRkOrRM6R6UVHpog8e7PTSeMS+D4gvJga+QYOcXhopp7JWAalq8P/gazCRqD2o5EFkar1UdE7tbK55m/fzcRGR8rIrmSHFgFR6WjpS6qYgLjbOXPM27x+3YJyZT0QiKFOKONLe22+/XeHj7du3h49ZG/sMGjSozO3yMPuKFxH72GT6dOukeXKy1kmlBg7ksHVlIzse88svbAoNHHQQcOSRTi+NB7Cv34IFZnJ7x45ITk11eolEai8oxYDrmDFao1F6UBmzrwmbfVCZlZNlDiozmmeoP4yIlMEeUizZY4aU/d1h423ev2jjIjNfl8ZdtPZEwkxd3cSzOnWyekmxrci0aU4vjQdwpMk+fazp338H1qyB19iJEUz40RgCQfj++5LJTd27h2y7yIF59lkrY2qekjyq1qoV0LWrNT1rFrB9u95+UaI6B5UiIv7Y1Jw9pFiyV56khCTzOOcTkfBTUEo8i/uk9klzlfDVMMvAY+xF9huESyrjlxG3KSND68rFwVZeJk50ekk89j3GrM8ffnB6aSRMdFApIjXFUfbY1Jw9pMqTV5BnHud8IhJ+CkqJpykoVU3+0RyP9WPZvbs0I079pKrZT6puXWzmyGXi6nZvHowTO/89ppUWNXRQKSI11Sm1kxllb03umv1axfA27+/atKuZT0TCT0Ep8TR7MDH2Gtq0yeml8YCjjgLq1y89mCv2TkPHP/6wRitj9c6hhzq9NB6wfDnw559m0nf00SiuW9fpJZIK2EFWBl3z87WaguqPx+E3PRhcl5rTQaWI1FRsTCxGZoxEWlKa6T+XuycXhcWF5pq305LTMKL7CPWjE3GIglLiac2aAc89B8yYATRq5PTSeECdOlZDJrsJ9q+/wivYEomBxx9/tEo3pQp+GSQ+O3orrsQga8uWVkCKAzdIFTjSAQPstGQJsGqVVlkU0EGliByIni16InNgJnq17IUtu7eY/nO87t2qNzIHZJrHRSQCR98TCYerr9Z6rnbpy+efl2YZeKjXEAcPbNfO6aXwXj8pE5TKyXF0caRiDLKyhO9//7NiiYohBvk9ZtfzcqVddpneYlF0UMlR+Nj0PHtHtukDw4NKZjnooFJEqvoO4QidDEixTx3LgpmFyaC3iDhHQSmRaO8rdfPNcDv2M46NVYZUtVaYnSnVoAF8RxyhLtoeKOFjUIofyQcecHppPLLC7r7bmuZKU1AqauigUkQOBANQXRp30UoUcRGFhSUifPQRcOWVVhsdCaJWiI2ZaMoUTzSx+eADK0NqzBinl8Qj5s0DtmyxppmCY/ffEVfHWOrVA5o2BQoLnV4aDzjySKuMz84K9FB/PKm9g8o+rfqYa2U5iIiIeJeCUhIRnnwSeOklJYMEXStkZ0sxIMUmTS7HpJ/Vq4Ht251eEo+YOLF0euhQJ5dEgsSeUlu3Al98oRhiUBhoPe44a5rN5hYs0HtNRERExIMUlJKIGr1Ko4PXsITPxThyr72I9naWKigo5UkaIDFyv8dEREREpHwKSklEHZt8/73VTkeq4B/dcfnB3LJlwMqVQEICMGCA00vjATt2lA7h1qkT0KGD00sk1ZSdbQVjpRpBKZ2REBEREfEkBaUkIvTubfo5m/KXn392emk8gI1r7FH32H+I5S8uZcfM+vUDkpOdXhoPmDwZKCiwplW65ylsi8TvMrZ8W7LE6aXxgC5dgNatPdUfT0RERETKUlBKIqa9iJ388/XXTi+NR9gBC6ZksFGwS9kJEP5JERJk6Z5WmqdwhMlGjaxpfY9FZn88ERERESlLQSmJuBiL/zG5eLsfC0sxWZJJ6icVJPsDEBdX2ghaPEPfY9Xk/8WgEj4RERERz1FQSiLuYG7bttLqJalE//6lnZUZlHJhE5tdu4BLLrFGf+/Vy+ml8YBVq4DFi63po46yalrFk99jP/wA7Nnj9NJ4gIf644mIiIjI/hSUkojRvj2wejWwcKHVFFuqUK8ecOyx1jRXnAub2KSkAE88AcycaZVoShX8D8rVT8qTunUDmjUD8vKAGTOcXhqP9cebO9fV/fFEREREZH8KSklEsXveSuSU8Ek1+NeuKijl2b5S9sdSpchBGjbMuma2p77HRERERDxFQSmJSHv3urIazX1cHJTKzbX6r6uEqRoNuOyeOg0bWsO4iScpKFXDoBSpQ7x4RLGvGEs2L8HstbPNNW+LiIhEIxXESERhIOqss6zjklmznF4aD2DZS5MmVskLm9iwGZdLah+ZJXL22cARRwBz5ji9NB7A0qUtW6zpE05QvaPHg1KXXVY21iKVOOYYIDnZakLHL//iYivlTMSl5q2bh7HzxyJrUxbyC/ORGJ+I9CbpGJkxEj1b9HR68URERMJKe20ScSOE87icxybffqu3d7VqhXbscFUTm6++sq4HDHB6STxCpXsRo0UL4NVXgXPOcXpJPIIDNtgjTW7YACxY4PQSiVQakBozeQzmZM9Bar1UdE7tbK55m/fzcRERkWiio3aJOHZ2wcSJMU4vijeceOL+kSAXZLzZVTjKFqlBUMq/LFMk2r7HVMInLsUSPWZI5eTlID0tHSl1UxAXG2eueZv3j1swTqV8IiISVRSUkohjBzEmT45BQYECU1Xyb4jtkqBUVhawZo2VAKFMqSAwy236dGu6UyegQ4cQbyEJNVag/fwz8Pjj6o8XFP/otUu+x0QCLd2y1JTstU5pjRimdvvhbd6/aOMiM5+IiEi0UFBKIrZN0s6dMVi8ONXpxXE/jj/Pxk00bx6wfr3TS1SS6DBwIJCU5PTSeMCkSUBhoTWtUfciAhv8H3sscNNNVpBWqsBgbMeO1vSPP/IHQKtMXGd7/nbTQyo5Ibncx5MSkszjnE9ERCRaKCglEdkmyT4unzevqdOL473SFxeMQ6/SvWpSP6mIU69eaZagCz6S3voe44ANHLhBxGUaJDYwTc13Fewq9/G8gjzzOOcTERGJFgpKSURXcigo5b2+Urt3s/TSmlY/qSDZ2yw+vrThs3ieHVxXi6QgqYRPXK5Taiczyt6a3DXwsXmiH97m/V2bdjXziYiIRAsFpSQisc/zwIHF6N9/rWmaLVU46iggJaX0CLioyLFVlpgI/PQT8NRTQNeuji2Gd/zxB7B0X/+RY44p3Y4SMTEWVmcyWCtVYECWgVlSJE9cKDYmFiMzRiItKQ1ZOVnI3ZOLwuJCc83baclpGNF9hJlPREQkWuhXTyJS8+bAN98U4cwzlyKgl6iUJyEBGDzYmt6yxeqw7BBuL/YFu/56a1qq8OWXpdMnnaTVFUEOOwxo3RrIzy/NHpRKHHQQ0L+/Nb1sWWmwVsRFerboicyBmejVshe27N5imprzuner3sgckGkeFxERiSb7TimKSNRjQOPDD0vLwfr2jfpV4gkKSkUsBmX5sXz5ZWDChLJVtlJJehlTy+xsKTZAF3EZBp4ymmeYgBSbmrOHFEv2lCElIiLRSJlSEtFyc+vg3XdjzPDq4v5+LKtXAxdfDLzzjiMv7z2s6bIPwFu1Arp1c3qJpJYNH25dT5umVVvt7zGV8ImLMQDVpXEX9GnVx1wrICUiItFKQSmJWIWFwFVXDcaIEfH45Renl8YD2rSx6oVo1ixg8+awLwKPId98E3jmmbC/tDcxIMXaLmJKjeodIw6rarmZZ850ekk8grW/zZpZ099/D+zd6/QSiYiIiEglFJSSiMV+t9265Zhplr5IEOz6IKaWfftt2FeZndigUfeCpNK9iFe/PgdtsNq+SRBiY0uHLdy1C/jxR602ERERERdTUEoiWq9eG8y1glJB8m9aE+YSPma22XEwBaWqGZRiBNZuVC8S7fy/x1TCJyIiIuJqCkpJRDviCCso9dNPQI6VNCWV4chVSUmlQSmfL2zra8YMYNs2IDUV6NMnbC/rXX/8UTq62DHHACkpTi+RhLB12HXXWS3DOC1VGDKktJTVof54UrliXzGWbF6C2Wtnm2veFhERkeikoJREtLS0fHTr5jOxlYkTnV4aD0hMBI47zppevx5YsCBsL/3FF6VJDnFxYXtZ71LpXlR9LD/5BFi4sLSvvVSiSROgd29rev58YM0arS4XmbduHkZ/PRrXTbgON0+82VzzNu8XERGR6KOglES8k04qLhP0EHeW8Nnb5+STw/aSkROUsodok4jEpB97E/tvdqmE/xeJ6rddg4GnMZPHYE72HKTWS0Xn1M7mmrd5vwJTIiIi0UdBKYl4J53kK2ktwv7dUo2gVJiOgNmPmG2RmCHl//JSAdZw2SkzrVoBhx+uVRXhOLgiKb5Sg6DU55+HYpNINbFEb+z8scjJy0F6WjpS6qYgLjbOXPM27x+3YJxK+URERKKMglIS8fr29eH114Fff7UGZpIqdOoEHHywNc2Rq9joKcSSk4F586yKQfaUkiowIJWfXxqtsPvnSMQ6/nhrBL5ly6x2YlKFI44AmjWzpr/7rvTzIo5ZumUpsjZloXVKa8QEfGfxNu9ftHGRmU9ERCRaFUdh38WQHqJv2bIFF154IVJSUtCwYUNcfvnl2LlzZ6V/M2jQILNz4n+56qqrysyzatUqnHzyyUhKSkLTpk1xyy23oJBDd4mUgxk4l1wCtGih1RO0U06xrvm5CmMzrrS0sL2Ut/mny9gpNBLRDjoIGDDAmla2VBB4BsLOlsrLUzMuF9ievx35hflITkgu9/GkhCTzOOcTERGJRvOitO9iSINSDEj99ttv+Oabb/D5559jypQpuOKKK6r8u1GjRmHdunUll4cffrjksaKiIhOQ2rt3L6ZPn46xY8fijTfeQGZmZij/FZHoDEqFofRl716gili1BLLLKhlxHTxY6ydK2PFH9ZWqQQmfmgo6rkFiAyTGJ2JXwa5yH88ryDOPcz4REZFoMy+K+y6GLCiVlZWFr776Cq+88gr69u2L/v3745lnnsG7776L7OzsSv+WGVDNmzcvuTDTyjZx4kQsWrQIb775Jnr06IGTTjoJ9913H5599lkTqBIpD0ffe/JJa6Twdeu0jqrElIz69UvTMoqKQrbSvv0WaNwYuOwybZegsHaLNVzUvz/g9/0okR+UatcOSE93ekk8gl/4rHm0g1L8IRDHdErthPQm6ViTuwa+gG3B27y/a9OuZj4REZFoUhzlfRfjQ/XEM2bMMCV7ve1hmcET+oMRGxuLmTNn4i9/+UuFf/vWW2+ZoBMDUqeeeir+9a9/mUCV/bzdunVDM7tXBIBhw4bh6quvNllZPXv23O/59uzZYy623Nxcc11QUGAutc1+zlA8t9R8O7z1Vhx+/jkWX3xRiJEjdXBSqZgYxA0ZgtiPPgI2b0bhjz/Cd/TRIfksfPZZLPbujUN8fBEKCiLzi7Y2xX7+OeL2TRcNHYriIL5n9J3kvNrYBmz3tmSJ1UJMPy9BSExE3LHHIvb774EVK1DIxoIh/m3W737FYmNiMTJjJFZuW4msHKu3FEv2mCHFgFRachpGdB9h5hMRCQce4LOPHcuGmaXJoLi+g8TtfRe7NO4ScRspZEGp9evXm35PZV4sPh6pqanmsYpccMEFaNeuHVr+P3t3AmdT/T5w/JlhGNsQYxsMKjGyL1kSyp5EafMnlNSvkNKqXygt0iprmzWh/IpQKSlUdqJkTFRCY5tqTGaMbe7/9Xxvd9w77qzuPXf7vF+vM3c799xzz7lzz/c+5/k+35gY+eGHH+Sxxx6ThIQE+eijjzKX6xyQUo7b2S133Lhx8vTTT593v2ZdOYJd3qDdFuF7jv1wySW1ZfPmOjJjxhEpX36Tr1fL71WrWlWa/Hv914kTJf7vvz3+v6Anyz/8sJPmR5p98umnhwv8GqGi1Zw54vhmXV28uPyTjwJDfCf5HvvAWhfXqCH1/73+66RJIjfc4NV9kKb1q5CtxpUby+h2o83ZYG18J/6TaLrsNavSzASk9HEAwcnfAkDaFcrxXaT17PS7SLM5NXjOdxH8se5i4j+JQVt3Md9Bqccff1zGjx+fa9e9gnKuOaUZUZUrV5YOHTrIL7/8Ipc4RgTLp5EjR8qIESNcMqWqVasmnTt3duka6Mkzpdro7dSpk0Q4ug7Acln3Q/nyYfL++yI7dlSWTp2uzezVgWw0aya2yZMlzGaTWgkJUvPaay94H2T1008iR49GSNGiNnnkkaZmFD7kICVFCutG04Be9epy1b335mnkPb6TfM+T+0DHH9i4MUxatbIx8GJe0stmzDBX6/z6q+i4bt48NjsysZE9/bHXsFJDv/pxCiC0AkCO2j3aJUozUDQQoPXutHaPZnNq8JzAFHxVdzGqaFTI1V3Md1DqoYcekoE6lFkOLr74YtP17siRIy736wh5OiKfPpZXWo9K7dmzxwSl9LkbN250mefwYXt2RXbLLVq0qJmy0kapN4NG3l4+8rcfWrYUKV9egyBhsnFjhLRvzxbMUZUq+g8osn69hO3YIRFaC04L2njwf8ExsN/VV4dJmTL8r+RKuyH92/UorEcPiShSxCP7Ada50H2g5d0uu0zkwAGR7dtFGjTw6OoFn8svF6lVy9RiC1+7Vgrfc49X/w/4/8obDUAFY/cDAP4fAMpau8fRVcpRu0e7F2vtHg2eEyyH1XUXtyRucflcOtdd1KziYK27mO/TUuXLl5c6derkOBUpUkRatWolycnJsmXLlsznfvXVV5KRkZEZaMqLbdu2mUvNmFK63B9//NEl4KVnnzXjqW7duvl9OwixEcIdo1cxpLp/jMLnGBDLeZAs5GDp0nPXr7+eTRWCChUSafJvv9olS3y9NgHi3y+YsLNnpcK/bQoAQGgWb85P7R7A6rqL0cWjTWA05WSKnMk4Yy71drDXXfTau4qLi5OuXbvK4MGDTWbTd999J0OHDpXbbrvN1ItSf/zxhwliOTKftIuejqSngay9e/fKkiVLpH///tK2bVtp8O/pYO1yp8Gn22+/XbZv3y6ff/65PPnkkzJkyBC32VCAM0cPNOff9vBNUCo5WeS77+zXCUrlsc+WI4pXqpRIu3Ye3R8IHD162C8JSuWR0xdMRacTZQCA0AsA5aV2jz4erLV74P91F5vGNJW/Tvxl/i/0UjOkRrcN7i6lXit07hhFTwNRWhNKR93r3bu3TJw40aXGhhYxdxQG1QyrL7/8UiZMmCCpqamm7pM+R4NODoUKFZJly5aZ0fY0a6pEiRIyYMAAGTt2rDffCoJEly4iJUuK1KypBWlFvFjnPjhoMLhqVXtfIe06dvy4fQN6gLZNXnlFRAfE0v2BXKxbJ/LXX/brXbvqFyabLEQ5YsWbNolor9p/z/MgO23b2r+3jh+3B6W0DyTdWAEgJIs3+1vtHn8rAA/fahyidRe9GpTSkfbmzZuX7eM1atQwfSQdNAi1evXqXJero/N9Sv8rFECZMlpTyowUjrxGjvQX8BtviJw6JbJypUjPnh7ZdqVLiwwfzm7IM+e0GLruhTQtn6i94DdssCfPDR7s6zXycxrA7dRJZNEiKZqSImc2bxZp08bXawXkGz9eEWj8LQDkb7V7/K0AvDfwvZV/4SFYd9GrQSnAHxGQyidHUMrRhc9DQSnkk6PPqXNxNIQsjUtqUEpjlQSl8vg9tmiRuRqmJ7UISiHAhMKPVwQffwoAZa3do0XWtVaPdiHUjC0NkOn6WFW7x98KwHsD31vIq+DOAwNysG+fDt/NJsrVNdeIFCtmv65pGRkXXoxSu+y9/baOnMn2z5OEBPuk9Md0uXJsuBDnSJb78kuR1FRfr00AFRTUhs9nn/l0VYCC/njVH6tli5WVWmVrmUu9rffr44A/8tfizb6u3eOPBeA9je8t5AeZUghJt98uMneuyMyZIgMH+npt/JwGpDp0sGdJHTwo8v33Ik2bXtAiZ8+215Nas0bk3Xc9tqbBy7kyv6PKNULa5ZeLvPCCa8wYOahUSTKaNJHUw4el+NVXSyGtK6VDGQJ+juHrEegcASBHpp/WkNJMPw0AaUDKV9lAvqzdk58C8IHYjYvvLeQXQSmEpEv/zRL++GOCUnnu+uIYfU8vLyAopWXkFi+2X7/hhgIvJnSDUtSTwr/l3h57jE2RH2e/+EK++vZbufbaa82gKUAgCPYfrwgN/lq82Ve1e/yxALwn8b2F/KL7HkKSoyzSF1+InDjh67UJrCHVL3Qc+h07RH75xV7bS0dDRC7+/FPk22/t12vXFrmMHx1AgUSdX2QX8HcMX49g4QgANa/S3Fz6OiDlLwXg3fFFAXhP4nsL+RW63wYIaQ0b6iiOImlp9posyEXVqiJNmtivb90q8vvvBd5kjiwpHQyrhPsTRHCm9W8cdbzouocsli8XufNOkS1b2DRAMAr2H69AKBeA18LqziPROxeAr1uhrqUF4D2J7y3kF0EphCTNgHf0gtIufMgD5752jshSATie2qsXWz1PnDPT6LoHN/XZtDbehx+yaYBgFOw/XoFQ5K8F4D2F7y3kV2B+0gEPcPy+13I9WvMWubjxxnPXP/qowCMeaqJVeDhJP3ly6pQ9FUaVLSvSqhUfU7j9HrvAXrUA/FSw/3gFQpWvRwD0Jr63kF8cwRCy2rUTKV1a5MgRkQ0bfL02ASAu7lw9I61xpBsunzZutAekrrxSpHx5z69i0Fm9WuSff87V9SrM2BRw1bWrfRC5n34S+fVXtk4wmTJlitSoUUMiIyOlRYsWslG/QLPx9ttvy1VXXSUXXXSRmTp27Jjj/AgswfzjFQhl+r/7apdXZdK1k+Tlzi+by1c6vxIU/9N8byE/+IWDkBURIfLccyLR0SL16/t6bQKkz6NmS+k49FrjSFMz7rorX4u46SZ7LOvwYa+tZXBx7iZJPSm4cdFFIm3binz9tf1f8oEH2EzB4P3335cRI0bIG2+8YQJSEyZMkC5dukhCQoJUqFDhvPlXrVolffr0kdatW5sg1vjx46Vz587y008/SZUqVXzyHhAao5cBCMwRAK3A9xbyiiMZQtqQISK33ipSqpSv1yQA60otWlSgRZQrJ1K3rudWKWhp4M/RTbJoUXtKDJDDaKIF/JeEH3r11Vdl8ODBcscdd0jdunVNcKp48eIyY8YMt/O/9957ct9990mjRo2kTp068s4770hGRoasXLnS8nWH9zB6GaySYcuQn//8WTb9sclc6m2gIPjeQl6QKQUg75o1s4/Ed+CAfdjClJQ8D7Oudbu0mxHyaO1akUOH7Ne7dCFyihxjxZoh9c039izEihXZWIHs1KlTsmXLFhk5cmTmfeHh4aZL3rp16/K0jLS0NDl9+rSU1Vp0AJAP3x/8XmZvny3xR+Ml/Uy6Gd1Ri+1rbbNg6FYGwP+QKYWQt2ePyLPP6pnmkN8UefjGCD+XLaVFuD/9NM8b7bbbRK66SuS779jOeeI8nJr2ewSyERsrcsUV9rJvOpgAAltSUpKcPXtWKmaJLurtQ45AdS4ee+wxiYmJMYEsd06ePCkpKSkuEwBoQGrs6rGyJXGLlC1WVmqVrWUu9bber48DgKcRlELI++ILkVGjRCZPDvlNkf8ufHkche/ECXv8SuujFyvGds6VDvvtCEpp8TPqSSEP32Na7Lx5czZVqHvhhRdkwYIFsmjRIlNfyp1x48ZJ6dKlM6dq1apJMKDLEXBh/z+aIZWUliRx0XESVTRKCoUXMpd6W++f88McuvIB8Di67yHkaYxl6FCR9etF9u8XCZK2ufdoupMWhvrzT3ukKT1dJJsfPg4rV4ZJWpp92zYm8zt3mzbZP4xKMx3KlPHMvkPQ0pFEERyio6OlUKFCcjjLiBB6u1KlSjk+9+WXXzZBqS+//FIaNGiQ7XzaNVALqTtoplSgB6bocgRcGC2ir132qkZVlTAd3MaJ3tb7dx7ZaeYL1sLcAHyDTCmEvMqVRdq0sW+G//0v5DdH7goXFrn+evv11FSRFStyfcqSJfavml697IP4IR9d93r3ZnMhzzQrkS58ga1IkSLStGlTlyLljqLlrVq1yvZ5L774ojzzzDOyfPlyaab1/3JQtGhRiYqKcpkCGV2OgAunozpqDakSESXcPl48orh5XOcDAE8iKAWIyM032zfDwoVsjjy58cZz13MZ8uvs2TBZtizMZZQw5NJ1zxEd1crwbDTkkfamLV9e5J572GSBTrOY3n77bZk9e7bEx8fLvffeK6mpqWY0PtW/f3+XQujjx4+XUaNGmdH5atSoYWpP6XT8+HEJdnQ5AjyjdGRpU9Q89XSq28fTTqeZx3U+APAkglLAv8komsGjAxs5ek0hB9qlrGRJ+/UlS0TOnMl21h9+iJakpDDzY7ldO7ZqrrZvF/n1V/v19u21Lw8bDXlSr549eVEHxvz7bzZaILv11ltNV7zRo0dLo0aNZNu2bSYDylH8fN++fXLw4MHM+adNm2ZG7bvpppukcuXKmZMuI9jlp8sRgOxdWvZSM8regZQDYtMTZE70tt5ft0JdMx8AeBJBKUBEYmLowpcvWkPq2mvt17W2lI5Fn41vv62SGfjTnn/IhXMfUrruIR8uu0ykfn17jFhjxQhsQ4cOld9//92MlLdhwwZp0aJF5mOrVq2SWbNmZd7eu3ev+dGYdXrqqack2NHlCPCM8LBwGdBwgEQXj5b4pHhJOZkiZzLOmEu9HV0iWvo36G/mAwBP4lsFcOrCV6qUPdMA+RyFz7kGUhbNmh2Wa6/NkD592Kr56rqnZ/ydtzGQBzfdZL+kPh6CSU6j6tHlKDAxUqJ/aly5sYxuN1qaxjSVv078ZTIM9bJZlWYyuu1o8zgAeBp5C8C/7rxTZPDgXAeSg4NmShUpInLqlD0o9frr9hpIWbRqdVCeeeasREQQA8/Vzp0iCQn261p9P5eRtoCsNLluzBiRL74QOXaMUfkQ+HIbVc/R5WhL4hYzbL1zFz5HlyP9QU2XI//BSIn+Tf+vGlZqaAJSmomogV/9/yFDCoC38CsR+FeJEgSk8kVHa3J04Tt0SPuT8Fm6UM4ZZ46UFyAf6tYVqVPHHitetoxNBwn6UfXochRYGCkxMOj/1WXlLpPmVZqbSwJSALyJoBTgpgfV7t1sljxx7pO3YIHLQ+npIq++Gi6HDxdnY+aVc58r5xEOgTzSJBFHPDOHXrVAUI2qR5ejwMBIiQAAd+i+B2QJpDRuLLJrl45uJFKtGpsnR9ddZ08x00Jc+gt4yhR7lz4R+fxzkccfLyTlyrWRgQPZjrn6+WeRH3+0X2/ZUqRqVTYaCuT//s/+b0mdfITKqHqayUGXo+DbpwCA0ECmFOBE60mVL2+/TpZBHhQvLtKzp/26jkGvkah/ffCB/fLKK/8w2RvIxcKF564TTcAFiIvTgLBIrVpsRoTWqHp0OfJvjJQIAHCHoBTgZhQ+56AK8t+F78SJc0PSX3llIpswL31G5849/0MIACGKUfWCD/sUAOAOQSkgC01S0cyedetE9u9n8+Sqc2eRiy6yX//4Y5G0NPn0U5Hjx0WqV7fJZZf9zUbMzfff2/uMqquu0g3HNsMFxznff1+kVy97EiMQaByj6unoeTqKnjPHqHp1K9RlVL0Awj4FALhDUArIIiZGs3vs1+nClwdaQ8rR3UxrSy1dan4Mq969M+i6lxfvvXfuet++/E/igmlg/bnn7HFi5/r5QKBgVL3gwz4FALhDUApw49Zb7Zfz5rF58tuFL3Xuosyh6G+5JYMNmJuzZ0Xmz7dfj4ig6x48pl8/+6Vzz1AgkDCqXvBhnwIAsmL0PSCboNSDD4ps2iQSH28vHIwctGsnUqmSyKFDsn35QZEIm1x8cZgZyfCzz9hyOfr6a5GDB+3Xr71WpGxZNhg8FivWgudr1thHE42NZcMi8DCqXvBhnwIAnJEpBbihI/CNH28fTO4yRiXOXaFCmhZlrrY+s0aOvjpXFi+2dyFCLui6By+pVs0eL1ZkfSKQMape8GGfAkDBZNgy5Oc/f5ZNf2wyl3o70JEpBWRjxAg2Tb7TMiZONFdLLJor9f9zu5w+zTbMkQ5T6ChcFhUlct11bDB4vAvfqlUi774r8thjBIoBAAAC1fcHv5fZ22dL/NF4ST+TLpGFI82gIAMaDjBZqIGKTCkAntGihfxdrYGYMZJWrhQ5coQtm5ulS0X++cd+XYvFFyvGNoNH6ceqaFGRnTtFtm9n4wIAAARqQGrs6rGyJXGLlC1WVmqVrWUu9bber48HKoJSQA727hV55BF7hgFyERYmnU9/Ig1lu3x/tr7IwoVsstw4V6Bm1D14QZkyIj16iLRsaR8cEwAAAIElw5ZhMqSS0pIkLjpOoopGSaHwQuZSb+v9c36YE7Bd+QhKATk4cEDk5ZdFpk4VSUtjU+Xkp59ENh+qKvESJ1XlgMicOWywnPz557kq8DExIu3bs73gtbJl69aJXHklGxgAACDQ7Plrj+myVzWqqoRlKdqrt/X+nUd2mvkCEUEpIAf6I65mTZHjx8UU7kb2Zs+2X15X+hspL0kiGzeK7NjBJsuOZpKdOXOuHpcWiwe8oEgRNisAAECgOpZ+zNSQKhFRwu3jxSOKm8d1vkDk1aDUX3/9JX379pWoqCgpU6aMDBo0SI7rr/ts7N2710T63E0LnboCuXt8wYIF3nwrCFEaiO7f336dxJ/saWxFCymrgTefSykLd0SqkHPXPa1GDXjZX3+JfP01mxkAACCQlI4sbYqap552X4sh7XSaeVznC0ReDUppQOqnn36SFStWyLJly2TNmjVy9913Zzt/tWrV5ODBgy7T008/LSVLlpRu3bq5zDtz5kyX+Xr16uXNt4IQ5ogXrFghcvCgr9fGP33xhcihQyLR0SLdnmmdmZoR/t57EsYQfO6LlX33nf163boiDRtau8MQcuLjRSpVEunZ0z7oIwAAAALDpWUvNaPsHUg5IDabGVYqk97W++tWqGvmC0ReC0rFx8fL8uXL5Z133pEWLVpImzZtZNKkSSajKTEx0e1zChUqJJUqVXKZFi1aJLfccosJTDnTzCvn+SIjI731VhDiLr1UpHVrkYwMkXnzfL02/smREKW1uotUKityww3mdlhSklTavNm3K+ePZs06d103Wpa+4YCn1a4tUqWKfbDHJUvYvgAAAIEiPCxcBjQcINHFoyU+KV5STqbImYwz5lJvR5eIlv4N+pv5ApHX1nrdunUmcNSsWbPM+zp27Cjh4eGyYcOGPC1jy5Ytsm3bNtPtL6shQ4ZIdHS0XHHFFTJjxozzIoaAJ9GFL3t//32u3tbAgf/e6fQ/G/vll3wYs/Z1nD7dfj08/NyHC/Ai/ajdfrv9+ttvs6kBAAACSePKjWV0u9HSNKap/HXiL1PUXC+bVWkmo9uONo8HqsLeWvChQ4ekQoUKri9WuLCULVvWPJYX06dPl7i4OGmtaSpOxo4dK9dcc40UL15cvvjiC7nvvvtMrar777/f7XJOnjxpJoeUlBRzefr0aTN5mmOZ3lg2fLMfNPHn2WcLS9u2GXL8eIYULcqecNAkxYULw+Trr8Pk8sszxGzuq66SwrGxErZvn1T8/ntJ//13kerV2WiaPfbJJ1JYh3XU4V27dZOzFSvqh9Sr24bvJN/zh32g8U/9Hlu5Mkzi40+bLNBQYsU+4LgPAAC8pXHlxtKwUkMTkNKi5lpDSrvsBWqGVIGDUo8//riMHz8+1657F+rEiRMyb948GTVq1HmPOd/XuHFjSU1NlZdeeinboNS4ceNMbaqsNKClgS1v0Vpa8D1P7YeJE+3ZBitXemRxQad9e5FPPz13u3arVlJn3z4Jy8iQ3556SnbffLMvV89vXPH881L53+sbGzWSw84bzcv4TvI9X++Dxo1bytatFeW//90rAwbslFDkzX2QlnZuoAcAAABPCw8Ll8vKXRZUGzbMls9+b0ePHpU///wzx3kuvvhimTt3rjz00EPyt/bt+deZM2dM7ScdSe+Gf2vOZOfdd9813fb++OMPKV++fI7zfvLJJ3LddddJenq6FHWTwuIuU0qLqiclJZmRAb1xplQbvZ06dZKIiAiPLx/sh4Cwd69EXGb/wsy4+GI5q8HqUK+ddOCAFL70UhOos1WtKmd+/llTSL3+snwn+Z6/7IOPPw6Tm28uLOXL2+S33844xiQICVbsA21faGmBY8eOeaV94S263qVLlw649QYAAIHfvsj3ryENEOUWJFKtWrWS5ORkUxeqadOm5r6vvvpKMjIyTOHzvHTdu/766/P0Wlp36qKLLnIbkFJ6v7vHtFHqzR8H3l4+rN8PGsJ1DKl+zTXsgZdfFtEYtQ6qWbNmlu1Rq5ZkXHONhH/1lYT/+quEr18v0rZtaG+0d9+1V8zXMwKDBklEsWKWvjzfSb7n632gA9VWrqwnmMJk27YIufJKCTne3Acc8wEAAPLHa50PtRZU165dZfDgwbJx40b57rvvZOjQoXLbbbdJTEyMmUezoOrUqWMed7Znzx5Zs2aN3HXXXectd+nSpWZEvx07dpj5pk2bJs8//7wMGzbMW28FyPTGGyIdOog89hgbJT1dRHvyvvCCBobdb4+MzMrnJtIc2hvt7FmRd96xX9d+oHfe6es1QgjSxLz33zdJeyEZkAIAAIB/8WpFrPfee88EnTp06CDXXnuttGnTRt566y2XVPqEhITzajDoaHpVq1aVzp07uz0LOWXKFJOJ1ahRI3nzzTfl1VdflTFjxnjzrQDGTTeJ6e6yebN9CmULF4okJYlUrSrSo4f7eWw9e8qpEiXOPeHfQQZC0uefi+zfb7/erZtIbKyv1wgh6qqrRLS+PgAAAOBrXi1moiPtabHy7NSoUUPclbTSzCed3NHsK50AX9DepFqv+733RKZNC+3kn8mT7Zf33ptDWaRixeSPtm2l5mef6egFIvPni9xzj4Qkp4C86e8I+IHkZJEyZXy9FgAAAAhVgT12IOADGoRRGl9xquMfUrTHrU6aNeaml62L3zt2dI1k5W9sheDwxx8iy5bZr2v35Wuv9fUaIcQlJopcfbWIjkXgNA4IAAAAYCmCUkA+tW4tUr++PfFn9uzQ3HxTptgvb71VpEKFnOc9dsklktGqlf3Gjh064oGEnJkz7TWl1KBBloy4B+RE/2918MejR0UWL2ZbAQAAwDcISgH5FBYmct995wqfh1rij/6I1ULJaujQvD0nw3kgggkTJGQLnOuHR4NSgI9pXNTxUXTuWQoAAABYiaAUUAB9+4qULGm/fvBg6MVYtCSSjkJ4xRV5e45Nx6GvVs1+Q7ux7d4tIUPraf3+u/261sOrXt3XawQY2vVW46SavBhK/5IAEOwybBny858/y6Y/NplLvQ0A/oo+JEABlColsnWryKWX2n/UhZJKlUQmTsxnhpimZWha1WOP2W9PmmRfSCh46aXzC5IBfkAHgNTyZp98IvL66+cGLwAABK7vD34vs7fPlvij8ZJ+Jl0iC0dKXPk4GdBwgDSu3NjXqwcA5yFTCiigWrVCLyDlLN/vXdMyihe3X58xwz7sV7DTavBr1tiv16kj0r27r9cIcDFixLl/yaQkNg4ABHpAauzqsbIlcYuULVZWapWtZS71tt6vjwOAvyEoBVyg1FSRdetCYzM++6zIt98WsI5W2bIiAwac22j6KzjYvfzyuesPPSQSzlcu/IuOwNekiX3ghunTfb02AICC0i56miGVlJYkcdFxElU0SgqFFzKXelvvn/PDHLryAfA7/EICLoCOXlWjhki3biIpKcG9KX/6SWTUKJF27ezDyRfI/fefu67d986ckaD1668iH35ov16xoki/fr5eI8BtxuPzz4vMmXMuawoAEHj2/LXHdNmrGlVVwrKks+ttvX/nkZ1mPgDwJwSlgAugNaWio0WOHbOPxBfMHCWgevYUqVKlgAvRLmxa7Ftp8e8lSyRovfqqSEbGuWBcZKSv1whwq0sXkdtvF4mIYAMBQKA6ln7M1JAqEVHC7ePFI4qbx3U+APAnBKWAC/kHCj9Xu1tjENoFJhjt3y8yc6b9+gMPXODCnBeg1ZWDkRbncXRPLFFC5D//8fUaAXmiyYs6wiYAILCUjixtipqnnk51+3ja6TTzuM4HAP6EoBRwgfr2tY9idfiwyKxZwbk5X3xR5PRpe9e9tm0vcGGdO4vExdmvaxFwHcYw2Eybdi5COWiQvZ4W4Oc08KwDOHz0ka/XBACQX5eWvdSMsncg5YDYshT/1Nt6f90Kdc18AOBPCEoBF0i7vDz88LngTbCVSTp4UOTtt+3XtabUBdM6B8OHu1ZPDyYajJo0yX69UCGRBx/09RoBebJ3r33S77ECDWYAAPCZ8LBwGdBwgEQXj5b4pHhJOZkiZzLOmEu9HV0iWvo36G/mAwB/wrcS4AGaDFO+vP0H3YIFwTeA3MmTIq1aiVxzjYcW2r+/SOXK9uuLFgVXtpRWjD561H795pvtlfCBADB0qL302ebNIqtXS1ChSyKAUNC4cmMZ3W60NI1pKn+d+MsUNdfLZlWayei2o83jAOBvCvt6BYBgULy4vVTSf/8r8sMPElQaNBCpXl1k9Gh7kpNHFCsm8sQTIsOG2W+PGSOydKkExS/fV145d9uRQgcEAA2s33mnyNSp9myp9u0lKOjJAu16PHx4uNSs6eu1AQDv0sBTw0oNTUBKi5prDSntskeGFAB/RaYU4CFDhojs3Gn/MRdMBgwQ2b3bPkKXRw0eLFK1qv36smUiGzZIwJs3z76x1NVXizRt6us1AvJlxAj7AA6ffSaybVtwbLznnhPZt0/kk0/CzHsDgGCnAajLyl0mzas0N5cEpAD4M5pngIeULn2ufncw1s3yWJaUQ9GiIk8+ee62pmIFsvR01/fjfB0IEJdcInLrrfbrI0dKwPv113MDUIweneHr1QGMDFuG/Pznz7Lpj03mUm8DABCqCEoBXvDzz4FfJmnKFPtoXDrqntfccce5mktffCHy7bcS0CPuaTqG6trVgwW4AGuNHStSuLDI8uWB3x1Zx1HQwSc007N1a6q3w/e+P/i9jPh8hAz7dJg8/MXD5lJv6/0AAIQiglKAh+lw6pdfbo+3BGpx3eRke8knrS+j3Xi8pkgR1wypQM2W0g3mGEVQU8peeMHXawQU2KWXikyYILJunb2mXKDSnrQ67oB6+mlfrw1gD0iNXT1WtiRukbLFykqtsrXMpd7W+wlMAQBCEUEpwMO0oG7JkvYMA800CkRaqzslRaRePZHrrvPyi91+u0itWvbrX39tnwKNFhL76y/79b59RRo29PUaARdcI69ly8DeiM88Yz8x0L27SIsWvl4bhDrtojd7+2xJSkuSuOg4iSoaJYXCC5lLva33z/lhDl35AAAhh6AU4GHlyp1L+NGyQv/8E3g1WF566Vx2gdcLA2s/IR19z2HUKBFbAHWz+eMPe1qJI/NLfwkDQUR7pZ48KQElMdE+7oAiSwr+QEdCiz8aL1WjqkpYliKNelvv33lkp5kPAIBQQlAK8FKWgSb/HD4sMm5c4I2+pT9AO3QQueEGi170ttvOVYn/7jv7aHyB4qmnRE6cOLfjHTWygCAwfrzIZZfZS6YFkpgYkU2bRJ5/nkEw4R+OpR+T9DPpUiKihNvHi0cUN4/rfAAAhBKCUoAXaMKMI9vo1VdF9u4NjM2shY0//tievDRxohdG3MtOoUKu6QzDhomkporfi48XmTHDfj0qyl6ICwiyzE8NUmsCoJZOCySNGwfHCIIIDqUjS0tk4UhJPe3+2JZ2Os08rvMBABBKCEoBXnL99SJXX23/Qff44/6/mTMyRB580H79/vtF6ta1eAVuuunciHW//x4YfW70F69uOKU7OTra12sEeNTAgfYkRi2ZpllT/k5j2Tt2+HotgPNdWvZSiSsfJwdSDogtSxd1va33161Q18wHAEAoISgFeIlmGWmWVOnSIo0a+X+ZJK0dpSNV9ejhWuLJ0g2mfYSKFrXf1o3nz+PRL11qTytTlSuLDB/u6zUCPE6zJh3BKC2d9ttv/r2RNZatGVL69QH4k/CwcBnQcIBEF4+W+KR4STmZImcyzphLvR1dIlr6N+hv5gMAIJRw5AO8SINRBw7Yk2gs6wp3AZo3F1myxN4TzSe0eM1//2u/rsNm3X33uUwkf6JpI7puDlo4rHhxX64R4DU6Aqdmfaani9xxh3/+S6off7QHo86cEald29drA5yvceXGMrrdaGka01T+OvGXKWqul82qNJPRbUebx/1txMCf//xZNv2xyVzqbQAAPK2wx5cIwEXJkueu6485r49mVwBakL1iRfEPjz5qHzZr1y6RDRtE3nxT5N57xa9o/8ZDh+zXdbz5/v19vUaA12hA/e23RRo2FFm9WmTSJP9LDNTv1v/8xx7LvvFG+78l4I808NSwUkMTkNKi5lpDSrvs+VuG1PcHv5fZ22ebEQO1ALvWu9Luh5rt5W/BMwBAYPOvIyAQxL79VuTyy/2v3snXX4vExoo8+aSfdDHU7ntvvHHutqaZHTwofmPxYpH33rNfL1PGHjQLhDQ44AJcconIyy+LREbaB3LwN9Oni6xdaz8J8Prrvl4bIGcagLqs3GXSvEpzc+mPAamxq8fKlsQtUrZYWalVtpa51Nt6vz4OAICn+NdREAhiL75oT/7p08feDcYfHDki0q+fyKlTIklJfhRbadfO3k9IpaSIPPCA+AXdSPfcc+62DlFYpYov1wiwjH709TvM3xIX9Xvsscfs13WUwKpVfb1GQODSLnqaIZWUliRx0XESVTRKCoUXMpd6W++f88McuvIBADyGoBRgEe3+UqGCPVPK8QPKl7Sby+23iyQmitSpY8+C8CsvvXRuNLsPPjiXneRLw4bZfwE7hlfUiB4QIjRoXb36udv+UFtKszs1fv333/YafkOH+nqNgMCm3Qq1y17VqKoSluVMld7W+3ce2WnmAwDAEwhKARbRmk0zZ55LsPnsM99u+uefF/niC5FixUQWLnStfeUXypVzHULrrrtENm/23fp8+KHIggX26xddZO9i6DepZYC1vvtOpH5933dH1n/B3r3to5zOmGEfLRBAwWmdK60hVSKihNvHi0cUN4/rfAAAeAJBKcBC115rT7ZRAwfaC4z7qo7UU0/Zr0+dKlKvnvgnzUQaPNh+Xfs83nCDbzZaQoLraHuTJ4tUrmz9egB+lMi4c6e9xv+JE75dlzvvFPn9d5HG1F4GLpgWXtei5qmnU90+nnY6zTyu8wEA4AkEpQAf1JbSIJD2AtMfU1Z3gfnrL3tdK31d7faiwTG/pWkQGgBq3dp++8ABe1qEFsGyivZv7NLFvuGUBsZ0AwIhbNo0kbJlRb7/XuS220TOnLH29X/+2V7izUEzpQBcOB0JUEfZO5ByQGxZRj/R23p/3Qp1zXwAAHgCQSnAYjp61fz59kHmtBeY1UEpfc3Ro0WaNrXHe/yeDvWlXeccBcW135AWjrFiqMBjx+zpbZqGoRo2FJk1i257CHmaKKgDUer32JIl9iLoVo3eqfWjuncXadbMnq0FwHN0JMABDQdIdPFoiU+Kl5STKXIm44y51NvRJaKlf4P+fjdiIAAgcHFEAXxAM6W0C93s2dbXQNHko/vuE9mwQaR4cQkMlSrZfwFrRM9RNV5rOnnTyZMiN94osn27/XaNGvZCYFFR3n1dIEBcdZXI+++LhIfb6zn997/WDNDQt6/Inn9rLJcv7/3XBEJN48qNZXS70dI0pqn8deIvU9RcL5tVaSaj2442jwMA4CmUBAV8pFUr1x9a//ufyC23eCcJR8sxPfqo/UejFlxXhQpJYNG0CA1G6ZCBypEtpRE2T9P0tQEDRL766lzR9eXLqSMFZNGzp8ibb9pLv40bZy9+7q3erRon1i7HGhvWARoWLSIoBXiLBp4aVmpoAlJa1FxrSGmXPTKkAACeRlAK8JMhzd99116fRX/YeTIwdfy4/Yejxlc2bhRZty6Ae59p4XPNXHr5ZXvgaMgQe3GZV17xXJRNf/lqNXpNAVH66/eTT0Rq1/bM8oEgowNj6vgD+t2i3zXe8Oef9nJu33xjzy7VLFMKmwPepQGoy8pdxmYGAHgV3fcAH9MAkSNravx4ezaTZk55qvZKp072gFTJkiIvvBDAASkH3UiPPXbu9uuv238J//PPhS9bA1y6MzQjS2mg64MPRFq0uPBlA0HsiSdEPv74XJfgtDTPjUegJd3031IDUtp7VpMWb77ZM8sGAABAkAalnnvuOWndurUUL15cypQpk6fn6Kgeo0ePlsqVK0uxYsWkY8eOsnv3bpd5/vrrL+nbt69ERUWZ5Q4aNEiOayoIEMDuvVdkwgT7dc2UatNG5McfL2yZmlDUvr3I+vX24uYrV9pvBzwtYKPRtXfeOVeQSzOZdKPt31/wdDVNvWjSxJ6uprSCsxY1v+46z607EKQ02O2crPjAA/ZAUkLChS9be89qUD02VmTtWpEOHS58mUAgy7BlyM9//iyb/thkLvU2AACBymtBqVOnTsnNN98s9+qv7Tx68cUXZeLEifLGG2/Ihg0bpESJEtKlSxdJ14I4/9KA1E8//SQrVqyQZcuWyZo1a+Tuu+/20rsArDN8uMj06SKlStkDSRof0aypEyfytxydX7sDateWH36w15BavVrkiiskuAwaJPLFFyKOoLe+2bp1RUaMENm3L+/L0XHltU7VwIEiqan2++rUsVeC1+6CAPJFu/J99JHI1q327zFNPMzvyHwHDogcPWq/rgGpZcvs/5KXX87OQGj7/uD3MuLzETLs02Hy8BcPm0u9rfcDABCIvBaUevrpp+XBBx+U+lr1NI9ZUhMmTJAnn3xSevbsKQ0aNJA5c+ZIYmKiLNZRt0QkPj5eli9fLu+88460aNFC2rRpI5MmTZIFCxaY+YBAd+ed+jkX6dVL5MwZezJQfoNSOkCdjkylPwJvu81eRyqP/4aB5+qr7RG8Sy6x39asyddeE7n4YntAads298/76y/7cGFdu9qLl7/3nmuwa/NmkYYNrXkPQJDRQLjGiDWjSbvx6Xmjdu1Epk0TOXgw9x60+i+o/8KaEOkQE2MfhBMIZRp4Grt6rGxJ3CJli5WVWmVrmUu9rfcTmAIABCK/qSn122+/yaFDh0yXPYfSpUub4NM6rZ4qWkR1nemy10xH4fqXzh8eHm4yq4BgUKWKfVQpzTR46y2RsmXPxVEaNbLX4NYyRzrP88/bk3yaNxdZs+ZcN5rJk+2xmvnz7V1egpoWINf/f83K1Iic0qJcGmjSdDEdM75WLfvoffr9cs019l/N+sv388/t0T+lxWoWLLBHAkuU8OlbAgKdBpE0kVHHJIiIsNeD0oEy9fvN+XCt32VPPWUfTPPaa+1JihovPn3aHqDKb4ZVMJkyZYrUqFFDIiMjTVtoo55hyMHChQulTp06Zn49Ifjpp59atq7wPu2iN3v7bElKS5K46DiJKholhcILmUu9rffP+WEOXfkAAAHHb0bf04CUqugYr/5fetvxmF5WqFDB5fHChQtL2bJlM+dx5+TJk2ZySElJMZenT582k6c5lumNZSN09oOjlJFj9VetCpPt2wubWlEadMrq++/PSqtW9roS2ovN+blBvw80oKQFz598UsKnTTNTmA7X5eiep1M2bNWrS0bv3pKhQa3q1X2/0bwg0P8XgkGo7oP77xe5/nqRDz8Ml8WLw2TPnjCpX/9M5r/Z228Xki+/dD0/1r17hjz2WIa0bGnLjBkHyj7w1LLff/99GTFihClnoAEpzSTXcgYJCQnntYPU2rVrpU+fPjJu3Di57rrrZN68edKrVy/ZunWr1KtXzyPrBN/a89ceiT8aL1WjqkpYlhFL9Lbev/PITjMfI+YBAII2KPX444/LeB35KgfaxU7P1PkTbaRpd8KsvvjiC1OI3Vu07hV8L1j2Q1pahDzySHnZubOc7NplT5+qWvWff6fjUqrU3/Lpp+fqr4XsPmjWTApNnSqxK1dK1dWrpWhyskSkpkpEWpqEZdiDdmnR0ZJ45ZXyx5VXSrJmUWkD/6ef7FMQC5b/hUAWqvsgLs4+paUVlhUrzkWaqle/WLp2LSmlSp2SqKhT0qDBUale/R+TGeqtRB9v7oM07a/oAa+++qoMHjxY7tACgSImOPXJJ5/IjBkzTFssq9dff126du0qjzzyiLn9zDPPmPc5efJk81wEvmPpxyT9TLqUiHCfyVs8orgk/pNo5gMAIGiDUg899JAM1GLAObhYC0EUQKV/i0UcPnzYjL7noLcbaZ+lf+c5cuSIy/POnDljRuRzPN+dkSNHmjOOzplS1apVk86dO5tR/LxxplQbg506dZII7bcAnwjG/XDrrVnv0cap/xZa8ek+uOEGl5tntB+Q1pxKS5OI8uWleni4VJfQEIz/C4GGfeCedtlzVSeg94EjE/tCB4rZsmWLabs4aJkCLVfgKGeQld7v3M5RmlnlqMmZ1wxy+K/SkaUlsnCkpJ5ONV32sko7nWYe1/kAAAjaoFT58uXN5A01a9Y0gaWVK1dmBqG0kaS1ohwj+LVq1UqSk5NNY61p06bmvq+++koyMjJMent2ihYtaqastFHqzR9o3l4+2A+Bwm/+F7RAl6NIVwjym/0QwtgHwb0PPLHcpKQkOXv2rNtyBrt27XL7HC1hkFP5g7xmkMN/XVr2UokrH2eKmmsNKecufDpY0IGUA9KsSjMzHwAAgcRrhc737dsn27ZtM5fauNLrOh3XTIV/aTe/RVqt+d/+8A888IA8++yzsmTJEvnxxx+lf//+EhMTY+oiqLi4OJOerintWvDzu+++k6FDh8ptt91m5gMAAEDONAvr2LFjmdP+/fvZZH4uPCxcBjQcINHFoyU+KV5STqbImYwz5lJvR5eIlv4N+pv5AAAIJF4rdD569GiZPXt25u3GOgqWiHz99dfSvn17c10LdmpjyOHRRx+V1NRUufvuu01GVJs2bWT58uVmJBmH9957zwSiOnToYNLZe/fuLRMnTvTW2wAAALBMdHS0FCpUyJQvcKa3sytVoPfnZ/7sMsjh3xpXbiyj2402o/Bp0XOtIaVd9jRDSgNS+jgAAIHGa0GpWbNmmSknmm7sTLOlxo4da6bs6Eh7OqoMAABAsClSpIgpUaDlDByZ4lqmQG/rSTl3tLyBPq4Z5w5aP0vvR3DRwFPDSg3NKHta1FxrSGmXPTKkAACBymtBKQAAAOSfFi0fMGCANGvWTK644gqZMGGCySR3jMan5Q2qVKliakOp4cOHS7t27eSVV16R7t27y4IFC2Tz5s3y1ltvsfmDkAagLit3ma9XAwAAjyAoBQAA4EduvfVWOXr0qCmFoMXKdQAYLWfgKGau9Tq1hIFD69atTRb5k08+KU888YTUqlXLjLxXr149H74LAACA3BGUAgAA8DPaVS+77nqrVq06776bb77ZTAAAAIGEIToAAAAAAABgOYJSAAAAAAAAsBxBKQAAAAAAAFiOoBQAAAAAAAAsR1AKAAAAAAAAliMoBQAAAAAAAMsRlAIAAAAAAIDlCEoBAAAAAADAcgSlAAAAAAAAYLnCEoJsNpu5TElJ8cryT58+LWlpaWb5ERERXnkNsB8CAf8L/oH94Hvsg9DYB452haOdESi83S4CAAChJyWP7aKQDEr9888/5rJatWq+XhUAABCE7YzSpUtLoKBdBAAAfNUuCrMF2uk8D8jIyJDExEQpVaqUhIWFeSUiqAGv/fv3S1RUlMeXD/ZDoOB/wT+wH3yPfRAa+0CbVNrwiomJkfDwwKmQ4O12EbLHd0NgYD/5P/ZRYGA/hdY+suWxXRSSmVK6QapWrer119GdSFDK99gPvsc+8A/sB99jHwT/PgikDCmr20XIHt8NgYH95P/YR4GB/RQ6+6h0HtpFgXMaDwAAAAAAAEGDoBQAAAAAAAAsR1DKC4oWLSpjxowxl/Ad9oPvsQ/8A/vB99gHvsc+gD/icxkY2E/+j30UGNhP/q+oD2IZIVnoHAAAAAAAAL5FphQAAAAAAAAsR1AKAAAAAAAAliMoBQAAAAAAAMsRlAIAAAAAAIDlCEp5wZQpU6RGjRoSGRkpLVq0kI0bN3rjZeDGuHHjpHnz5lKqVCmpUKGC9OrVSxISEthWPvbCCy9IWFiYPPDAA75elZDyxx9/SL9+/aRcuXJSrFgxqV+/vmzevNnXqxVSzp49K6NGjZKaNWuafXDJJZfIM888I4wx4j1r1qyRHj16SExMjPneWbx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|
|
"text/plain": [
|
|
"<Figure size 1200x1000 with 4 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import numpy as np\n",
|
|
"x = np.linspace(0, 10, 100)\n",
|
|
"y_sin = np.sin(x)\n",
|
|
"y_cos = np.cos(x)\n",
|
|
"fig, axs = plt.subplots(2, 2, figsize=(12, 10))\n",
|
|
"axs[0, 0].plot(x, y_sin, color='red', label='sin(x)', linewidth=2)\n",
|
|
"axs[0, 0].plot(x, y_cos, color='blue', linestyle='--', label='cos(x)')\n",
|
|
"axs[0, 0].set_title(\"Линейные графики\")\n",
|
|
"axs[0, 0].legend()\n",
|
|
"axs[0, 0].grid(True)\n",
|
|
"x_rand = np.random.rand(50) * 10\n",
|
|
"y_rand = np.random.rand(50)\n",
|
|
"axs[0, 1].scatter(x_rand, y_rand, color='green', alpha=0.6, label='Данные')\n",
|
|
"axs[0, 1].set_title(\"Точечный график (Scatter)\")\n",
|
|
"axs[0, 1].set_xlabel(\"Параметр X\")\n",
|
|
"axs[0, 1].legend()\n",
|
|
"categories = ['A', 'B', 'C', 'D', 'E']\n",
|
|
"values = [5, 12, 8, 20, 15]\n",
|
|
"axs[1, 0].bar(categories, values, color='purple', alpha=0.7)\n",
|
|
"axs[1, 0].set_title(\"Столбчатая диаграмма (Bar)\")\n",
|
|
"data = np.random.randn(1000)\n",
|
|
"axs[1, 1].hist(data, bins=30, color='orange', edgecolor='black')\n",
|
|
"axs[1, 1].set_title(\"Гистограмма распределения (Hist)\")\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "08cd2ced-4eb7-462b-8e8a-31c6e0e32084",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"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": "3.13.7"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|