diff --git a/your-code/lab_boston_housing.ipynb b/your-code/lab_boston_housing.ipynb index 4a25b49..597f9b7 100644 --- a/your-code/lab_boston_housing.ipynb +++ b/your-code/lab_boston_housing.ipynb @@ -35,28 +35,213 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ - "# Your code here" + "# Your code here\n", + "import pandas as pd\n", + "\n", + "boston = pd.read_csv('../data/boston_data.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Next, we want to explore the data. Pick several varibables you think will be ost correlated with the prices of homes in Boston, and create plots that show the data dispersion as well as the regression line of best fit.\n", + "### Next, we want to explore the data. Pick several variables you think will be most correlated with the prices of homes in Boston, and create plots that show the data dispersion as well as the regression line of best fit.\n", "**Hint:** Use the Seaborn *pairplot* function ([documentation](https://seaborn.pydata.org/generated/seaborn.pairplot.html))" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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0zZi0HNJ2YWGkrF3tNYQDo1FGJuJ0+go9Npr5UbyeUI6mntFBGOrp4NR0kq7AjM07lbTwmQaruwPsff0MVp7dnTVd5jN7lyPtKHwZc8cpvpzAeCRF2o7MOi+WdhjqDeZm9eKZX1M9pcKjS9HUQheBm69Yyz0PHyCetgl4DRKWG4n4ke3n8uBTR1jdHcDvMXj9dMyNZCyxGrpQbMd1YZa6likCAtNJixu++CiHxt1+w4ZAT4eX7qCbDKJXNBfH2t4ODo9Hs3kHF5U7rqmF7jGEm69YR3/Ix85HD3N0IsbqniAfuGIdl29YwRcefpmugAdBGAj7GZ1KgqiM2QHp2R7DeZO9mS2e0bPfImlbse9E4awen0ziODDY5Yo96DU5MBrhlp1PcGA0Qspy8JrCeSu7uGrjCh4/dFoHbpXhqo0rePLwqezvv+zU3tRCz3LdG1Zx3RtWzdq+oa+T0UiCoNekO+jDEGF0KpFb+vcaquCGdCEs1AIajSQJ+kzCAS+nppNEEhb7T0xyJmblFq1+cWSCn716msGwj75Of8mE7Hbn+8+fcFe0SwTz5dPUN6Nz8dtvOQfLgYRlY4jrglzZHWTnh7axdV0vfSEfpghzhMUsCQo4fiZOLGVxejpN0GvkRJ7dH0s72I7i5FSyZOXfUlGTWSrtayUOjU9jGkLAYwLEyx3XEjN6ObZvGuQuZhcrys6Gn3noBfrDwmQsTSw9n4CB2pC0FYfGpnPu0SzZz11W9I4CX1Hl30rlN4A5S3O0Gy0tdCi/eljwITBieOJp4ikLwzBI286izJn5MFf0JLj3ASKS89enbFUxTBdomxDeDX0dHBybRub4g7W06TIX2zcN8rXbr+RP33UhZ3UHSDvkspAWguD+Qr01/q2amSjK/Mq/lcJ02ymE99M3XEBPhxdxf+dlJ+62FjrMrKylHYXPKB+jXg0KQNwb1OyqbS0wxY1Zz6/8WylMt51CeLdvGuTXrzwbnxsUV1bPLW+6zEW+CXBWbwevnYotyseeDezq8BlEkzXwXwIJKxNmoBTRpM0VG3pJpm3+9qcTWI6D3zTo7vAWVAVulBDepc5r3b1/lC//x+GsH73sMnPbC/3IRAxT4NBYlITl1GQhSUHNRJ67poJ42oG0wz0PHwRmXGoxxyE2meQ/XbQScD+808k00YRFKi9I7cN/9xTZLxqvabCxv3NW4FkxWaEW+/fn0xgtZdlEEhYnJhPsfX2Cd1y4kn3HIxw+5ZpS1YyjHH/yneeZjFvZp81TBUBErgfuwf103q+UurvcscVVAPJnj5DPRESIJK2KM8n1X/gxB8emMUVI2bUReqsjzJh3XlM4p7+TT99wAVBYHuRMLMVELMWp6RQGgqNUQRh0NhdAROj0m6zuChTUwCm+Xqltjx86VTC2V+++saTYG0roImICLwNvA0aAp4BblFIvljo+X+j57jbLdjh6JgHAmp4AHtMoW6rihi8+yoHRKKYhBS4+TfWYAp0+E5/XLKhj8+qpGJ7M0nG2DGApDNxAu4DX4NyBEPG0XbLcSKltr4xNF1yrnNAb7Wb0CuCgUuqQUioFPIhbTnpO8m3t8WjKXQgyhPFoqmIOZiRpuR8GQ8p/72nKIrj3JdGUTTQ5uzxI0nIQAcspP4lk99iOyp1bqtxIqW3V0mhCXwMcyXs+ktmWQ0RuF5GnReTpsbGx3PZ8l1rKdn+5IjOzSDn32treDjymwcaBEGf3ddRllbSpyYv1sYt82SvDfsANYZ5rXUIg6zlxz3HUrA9HqW3V0mhCLyWzgl+RUmqnUmqbUmrbwMBAbnu+S81nGm44rpr55ZVzr+UXDw35PQx2+Wv4dlofpWZs7WKXqsc0GOr2z2qTWQpDoD8087s3DcFjFMqz1LZqaTShjwBr854PAceqOTFfsP0hH7ZS2I6iP+Sr2LGuOMl4fV+I37tumP6Qjxq6wlsaATq8Bh1ek0gijWU7TCfTpCyH//s9F3PfB7dywapwbhYr/tbs7/TS2+nDk6mHk510wgFPQV2cUtvmqt+TG2OD3Yx6cG9GrwWO4t6MfkAp9UKp48t5XUYmYnRmvC7RpLWgHMzd+0e5+/v7eGV8mnQmy98Q8HtNTFHYSkik7WULFaglhrhiq1V4T4fX5M3D/Qz1dvDk4VOMR5OsyiSpv2m4H48peE2DJ185xT0Pv8yrp2KISIFbsVSlYijfVC1/230/Psjjh92+bk3hdQEQkXcAX8R1L35FKfVn5Y6tpiudZv4k0jbxlM10ysqERCiOTybYfyLC/hNT7Dse4cBolFQZL9Xa3iCbVnexaVWYTavCnDMQyjUszmKI4DEFn2ngNY3ch8FrGotZVW4eP/p80EJfeizbIZYRfixlk9WLZTu8eirGvuNT7D8R4aUTEV49NV3yG85rChsHQmxaFeaCzAdgqDdY1nY3DcFjujV2fKaR+7/XMHIt7cugha5ZPEop4nmiTxf5xeMpm5dHI+w77s78+49HGI0kS16r02+yaWW4YObvC83tCPAY+bO/5L4NfKaR7aZSEi10zYJJ2w6xpE0sbZFIO5TS0unpVM7ceelEhP0nIkSTVomrwUDIz6bV4Zzwz18VnpevfONASAtds7Q4jiJhuTN9vMRsn0UpxdEz8cys7878B0ejpEvkJApwdl8Hm1Z15T4AG/s7Z5Xvy6KFrll2UpbjmjgVZvssadvhlbFobsbfdzzC66dLx877PG6YwKbVYS5YFWbTqi7O6gm4XhwtdE09ydr2c832+USTFi+fyM76EfadmOJUNFXy2K6Ah/NXhfnGb7+xcVqka9qPbFxK1t5OWU7upjaetkvO9iG/hy1n97Ll7N7ctrFIMjPjT/HSSdfmj6VsphIWT706UXEMWuiaZcfnMfB5DLqD3jk9OfkMhP0MhP28ebgfcBNRXj8dY3/G3q+EFrqmruTP9n249nputk/Zbp5sGQwR1vd1sr6vk+svnF3XJx8tdE1DkV0d7Qq4s30i7RBLWXPO9nOhha5pWESEoM8k6DPpY36enGK00DVNQ862x4vjFHpy5opT10LXNCWGIXT6PXT6XQknrcrJ6I0Wj67RLAi/p3JDBS10TVugha5pC7TQNW2BFrqmLdBC17QFWuiatqCpw3RFZAx4rd7jmAf9wHi9B7FM1OO9jiulri+1o6mF3myIyNNKqW31Hsdy0GjvVZsumrZAC13TFmihLy876z2AZaSh3qu20TVtgZ7RNW3BkgldRL4iIqMi8nzethUi8iMROZB57M3b94ciclBEXhKRty/VuDTtyVLO6H8HFPs0Pw08rJQaBh7OPEdE3gDcDGzOnPM/M21eNJqasGRCV0o9Cpwu2vwu4IHM/x8A3p23/UGlVFIpdRg4iNvmRaOpCctto69USh0HyDxmC5bP2dIlS35rl82bN2f73+of/aOoQKPcjM7Z0iW3Ma+1SzAYXOJhaVqF5Rb6SRFZDZB5HM1sX3BLF42mGpZb6A8Bt2b+fyvwnbztN4uIX0Q2AMPAz5Z5bJoWZsmqAIjI14DtQL+IjAD/Dbgb+LqI/BbwOvA+AKXUCyLydeBFwAI+opSqbY9xTVvT1Cujupru4shvKZ/fRr7c9kYlO97HD506/OrdN85uPYiu69K25LeU7wl6GY0k+MxDL7Bj5Ay79h6dtf0uaEix578PZruzczSK10WzzOS3lM9vaX7/Y4dLbi/VXr4RyH8fldBCb1PyW8pnCXpNplN2ye2l2ss3AqXeRym00NuU/JbyWeJpm06fWXJ7qfbyjUCp91EKLfQ2Jb+lfLbdeNpW3Hb1hpLbS7WXbwTy30cltNDblO2bBrnrps0MhgNMxtMMhgPcddNm7rzuvJLbG/FGFArfB7Ci3HHa69LCzOUm3L5psKSAy21vZvSM3qJk3W6jkUSBm3D3/tG5T24i8t8n2r3YfpRzHzaqm3ChaPdim1POfdiobsKFot2LbU4592GjugkXinYvtjnl3IeN6iZcKNq92OaUcx+2mjelWveijl5sEEq5AoGmiiJsAEplqrk7tNDrT34EXtDrLsFPxtMI0BX05ralbdWSs3INKSt0bbo0AKVcgdGkRSRhtbx7cLnQQm8ASrnIbEfNahLbiu7B5UKHADQAa3s7GI0kcosekUQa21E4Cg6NRRkI+wkHvE3vHqxn5pKe0RuAfBfZVDzFyEQcFJgGpGyHoxNxxqOJpnYP1jskQQu9Ach3kZ2YSuIxhbUrOhjq6cBnGihgOmk39Y1ovUMS6mK6iMjHgdtwixQ9B/wG0AH8I7AeeBV4v1Jqoh7jqwfZiMGrP/cIPUEvIq4DoSvoRSnFZDzdtCIH9z6kJ+gt2Lac9xzLLnQRWQPcCbxBKRXPlLm4GXgDbgHSu0Xk07gFSD+13ONbLJXs0OJ9V21cweOHThccG/KZHByLkrYVWdevz2OwfkVl23yhfvhqxlSLD1jxfQjULiQhrwrAoXJVAJbdj54R+hPAJcAU8E/AvcBfAduVUsczVbx2K6XOr3StRvOjl/KHZ33fQMG+U9NJRiMpBkI++kP+nO88bTtEExZ23p/FAPpCPv58xyUlRVfqdafiaRTQXcEPX3xeqTHVyndf6XezmGvnX/eVsek9r959Y8kGYctuoyuljgKfxy1gdByYVEr9kPIFSJuGSnZo8b6puIUhEElYBb7zZNrBaxoI5H58HoOuoLesPVvqdSMJi2iysh++mjHVyo5eqpCEasN062G69OKWid4AnAG+ISIfnMf5twO3A6xbt25JxrhQKtmhCgr2pWwHQ9zHLLbjmisigt9rIAhKKWylKtqzpV7XcpycnV88lnLnlRpTLe3opchcKvXeS1EPr8t1wGGl1JhSKg18C3gj5QuQFpBfTXdgYGDZBl0NlUJji/f5TANHuY9ZTEPwGIbracmYLipzTCV7ttTregwD0ygUevE1qhlTo/vuGzlM93XgShHpEHfKuRbYR/kCpE1DpdDY4n1dQQ+OgnDAkzs25PcQDnjcfZmVUQdFOOCp6EMv9brhgIeQ31MxTLeaMTW6777aMN26BHWJyP8F/BpuQdFncF2NIeDrwDoyBUiVUmVzAKHxbkZhxgMwMhFjqIzXJbsv6+HIPxZcu/PAaISU5eAzheGVXXN6P0q9bvZapcZS7rxSY2p0t2Y1tRd19OIS0UiFOuc7lkYa+zzR0YvLSb2XuxczlkYaey3RQl8C6r3cvZixNNLYa4kW+hLQSBn48x1LI429lmihLwGNlIE/37E00thriRb6EtBIGfjzHUsjjb2WaKEvAY2UgT/fsTTS2GuJdi82MAtx8zWxa7AWaPdis7EQN1+rugZrgRZ6g7IQN1+rugZrgRZ6g7IQN1+rugZrgRZ6g7IQN1+rugZrgRZ6g7IQN1+rugZrgRZ6g7IQN1+rugZrgXYvaloJ7V7UtDda6Jq2QAtd0xZooWvaAi10TVugha5pC+oidBHpEZFdIrJfRPaJyFUiskJEfiQiBzKPvfUYm6Y1qVcjgHuAHyildoiID7eS7h/RAkVGYfGhsos5v9y5bR6+W5cio13AL4CNKu/FReQlmrzIKCy+mOZizi937o4ta9i192jNC3w2IA21YLQRGAP+VkSeEZH7RaSTFigyCosPlV3M+eXOvf+xw20fvlsPoXuALcCXlFKXAdO4ZkpViMjtIvK0iDw9Nja2VGNcMIsNlV3M+eXOnU7ZbR++Ww+hjwAjSqknM8934Qq/6YuMwuJDZRdzfrlzO31m24fv1qM++gngiIhk7e9rgRdpgSKjsPhQ2cWcX+7c267e0Pbhu/UqMnopcD/gAw7h9jAyaIEio1C50OhSn1/u3MWOqUkoezNaF/eiUurnQKkWHNcu91iWgloVvF/IFDTXazdvUPbi0CujDcZSZPLr6gBa6A3HUmTy6+oAWugNx1Jk8uvqAPULAdBkyF+aD/s9nI6mOD4ZJ+AxCfndTnUJy6bT52H3/tEF2f5L2eOzWdAzeh3Jt51NgQOjURIZf3cibXMykiRh2RgidPjMBdvVujqAFnpdybedx6MpTEPwmgYekZx3RCk4qzvIQDiwYLtaVwfQpktdye+RmbKdXLtEW7mtGL0CjoKuzDGLsauXosdnM6Fn9DqSv2Sf7S2a7SvajD0/G4576JwAACAASURBVBkt9DqSbzv3h3zYjtsluj/kIxzwZGbz5un52choodeRfNvZUTA8GOLcgU4cBRv6Q3z0reeyvi/UtnZ1LdGVujStREMlXmg0y44WuqYt0ELXtAXaj96iZEMLXj45RdpW+DwGw4Nhrtq4gscPna5YDaAVKwbom9EWJBtakLJsTk2n3I0KwgEPkwmLgZCP/pC/ZDWAxVYxqBeRRJpwwKtvRtuJbGhBJGFhIHgMA8MQzsTTGAKRhFU2XLfZQnpTlsPxyThjkWTF46oyXURkAPjPwPr8c5RSv7mIMWqWiGxoQcp2MMWd5CQTTuAVN9wgS3FYQX5YQrljGgGlFGdiac7E01RjlVRro38H+Anwb4A9x7GaOpMNy/WZBpatEHFDC4yM2CuFFTRDSG88ZTMeTZLO+8DORbWmS4dS6lNKqa8rpb6Z/VnYMDVLTTa0IBzw4KCwHAfHUfQEvTgZW71cWEEjh/RatsPoVILjk/F5iRyqn9G/KyLvUEp9b/7D0yw32zcNcheuvW3ZU6RKeF3KVQPIP7dRKgYopZiKW0zEUjgLdJ5U5XURkQhuIdA0kMJdalVKqa4Fvap7TRN4GjiqlHqniKwA/hH3PuBV4P1KqYlK12glr8t8XHqVjp2va/Def3uZ+x87zHTKLXR029UbuPO685bkPS6ERNo1U1LW3DP4xoHQor0uTwE3KaUCSqkupVQYV5SL4aPAvrznn8atpjsMPMw8ytQ1O/PJ0q907Hyz/e/9t5e555GDxNM2HsO1xe955CD3/tvLS/2W58R2FKORBMfOxKsS+VxUK/T1wCdF5DN527Yu9EVFZAi4EbeIUZZ3AQ9k/v8A8O6FXr/ZmI9Lr9Kx83UN3v/YYQzBdT+KkXl0t9eTqUSakYkY0YRVs2tWK/QzuMWFVonIP4tI9yJf94vAJ4H8j2pV1XQbvcjoQphPln6lY+eb7T+dsjGKvuwNcbfXg5TlcOxMnPFIEtup7UJmtUIXpZSllPod4JvAYyywrLOIvBMYVUrtWcj5jV5kdCHMp7BopWPnW6C002dSrCdHuduXE6UUp6dTHD0TzyWH15pqhf7XeYP6O+DDwA8X+JpvAm4SkVeBB4G3isjfU2U13VZkPi69SsfO1zV429UbcBSu+1E5mUd3+3IRS1mMTMQ5E0tVtfCzUOoa6yIi24Hfz3hd/hw4ldfaZYVS6pOVzm9Fr0s1Lr1Kx863mGi9vC6W7XB6OkU0WTs7vJLXpZGE3keLVNNtBuoZoTgZTzMxvXCfeDkqCb2uYbpKqd3A7sz/T9Ei1XQbnfwIxXw35F2wpGJPWjbj0RTJJbLDK6Hj0evIQmbVWszE+W7IqXia8WiSpOVw54PPcO/Nl9Vc7I6jmIilmEpYS2KH7z8xxTeeHuFvf+OKssdoodeJhcyq5c7ZMXKG7z13nMOnXDfixv5OPnX9prLXyUYoTsXTHJuMo5S7QDOVsLjj7/fwke3n1MxOjyYtTkdTWM7iF33ysR3FfxwcZ9eeEZ4/NjXn8ToevU4sJO671Dlp2+av/v0gB8emUUqhlOLAaJQ/2PWLsiuiWTfkeDSZEzlkoxsV/2P3K4uunW7ZDienEoxOJWoq8umkxa49I3zoyz/js//8Yk7k5w6EKp6nZ/Q6sZC471LnTMbSpG2F33STKwBEKSIJi/sePVRyVr/jmo185qEXSFpOwcJMdmXUclTZc6thMpZeVABWKU5MJvj2M0f53nPHCxa0rtrYx46ta7h0bU/F87XQ68RC4r5LnZO0HQQ3sSKLiDujlvvQZCMU73zwGaYSVi4MwDQEx1H4PcaCEi3mE4BVLS8cm2TXnqP85MBYbnEr4DH4lc2r+NUta1i7oro4eS30OpGdVWMpqyA3s1Lcd6lzPIaBg4NSM2JXyhVupQ/N9k2D3HvzZdzx93twlHLNFkfhoAgHvPNKtLAdd2UzkkhXfc5c1/vJgTF27RnhxeOR3Pa+kI/3XLqGd168Old4tVq00JeJUt6SHVvW8NePHiKWshGBFUEvn/j6M5yOWygFHT6T375mY+7GsFSs+LsuOYuvPvEaZ2JpVGbKcxT0dnjnTJbYvmmQj2w/h/+x+xWszEweDnjxecyqEy2mEq5PvBaxKdGkxfeeO8639h5lNC8HdHgwxPu2DfGW8wbwmgu7rdRVAJaBUpn1k/E0adthOmnnbgJLfeMbAh+7driiF2T3/lHu/v6+qr0upc6fb6JFLc2UY2fifOuZo3z/uRO5WB0B3nhuH+/bOsRFa7oRKbsWlKNhV0YXS7MI/ZadT8yyrQ+MRkimHXweA0OEpGUXBFiJAMptl9gV8PDsZ9++7OMuheMoTsdSTMUXZ6YopXjh2BTf2DPCfxwcn7G/vQbXb17Fr24ZYk1vcF7XbNiV0XahlLfEdhSKGbt61je/IpPHBVMJi6s/90jdiwnVwidu2Q4/fnmcXXtHeOnEjP09GPbz7svWcONFqwgH5md/V4MW+jJQyltiGoJlK5SipBtO5f5xzZflXKovJmU5nJpOEl9EnHokkeZfnj3Ot585xlh0xv7etCrMjq1DXDPcj2eB9nc1aKEvA6W8JSG/B7/HtdGtOW7k+jp9uQWiWKq8f7zW1GLp/uhEnG/uHeEHL5wgkXa/CQyBq8/tZ8fWITaf1VWV/b1YtNCXgVLekj+58Q0AfO4H+9l3IoIAHgNspzDtaiDkZVX3jK26XMWEFmOmKKV4dmSSXXtG+Okrp3KNxzp8JjdcuIr3blnD6u752d+LRQt9CSjuHaqUIpqyWdvbwZ++68JZs/GdDz5DJGFhKxBDCBiC7TikHRiLphmLTiKAz2PQ2+FlQ3+o7Ost1o5P2w6noiliqfnHiadth90vuf7vA6PR3PaVXX7ec9ka3nHRakL+2ktORGalEBajhV5j8l2J2d6hAGt6ArNs7OyxhrjmuMr8U8onrYCk5TAaSfKBK9aVfL3F2PHzLfGWz1Q8zXefPc63f36UU9FUbvsbVrv295uHB3Id92qFZHqvdvhMOn2eXPhDObTQa0x+4NWhsaj7B1YwHk2xcSBUYGNnj03bCo8hOErN9r7k4Zo3wuOHTnNnidcDFmTHL6TEG8CR0zG+ufco//rCCZLWjP395uEB3rd1iDecteCyPyXxGAbBjLiDXnNOcRecW9ORaMr2Ds0W9sy3sfOLgXoMQcQgkbYp1nrWp+73GrNiWBZTFHQh6WxKKZ45coZde0Z44tBMAlinz+QdF63mPZetYVV3oOrrzYXHMOj0m3T6PQTmME8qoReMakTWTt77+gRKqcwikAMCpgh+j0F/yM/JSAKlYMu6Xiamk6QdxYnJBJatMAwhYdm5haJijEyxUJ/HYMu6Xu64ZiP3PXpolutyPJpgOmnTFfSWtNkXUuItZTn8+0uj7Nozwitj07ntq7sDvHfLGq7fvIrOKuzvnx06zYNPHeH4VJzVXUFuvnwtV2xcUXCMxzDo8JuE5i9uvTK6lOTbyVPxFGNRd9XQFLcLNECX3yCWdp+s6QngMQ2m4mkUrjmSLdjvOCp3TikEWLciiMc0SNuKHVvWsGvv0Vx4wanpJKORVNli/7GUxaloqmoz5UwsxT//4jj/9POjTMRmVkMvPKuLHduGeNM5/VXb3z87dJp7HjmAxxACXoNE2sFyFB996zBvPLd/oeLOR6+MLiX5dvKJyQQecWtrO8oNKbUdh0jKwWsIhgjHJt2Szl1BDz1BHz0dPix7iljKIa0c7AqTj8cUuoI+wC0V8fih09x10+ac63I6aTMQ8jEQds2HrM3+pR+/wgVndTFdpZny2qlpvrn3KD988WQunsUQ2H7+IDu2rmHTqvnb3w8+dQSPMeMh6fB5SFo233rmKDf/0ro5zl4cyy50EVkLfBVYhesy3qmUumchRUYbhWK73GMartgdxfDKMEopXjw+5a6E4i79p22b6ZRNNGHx/Y9dU/CtkG8aFJO2FVPxNF1Bb84W375pMGeaXP25R3JjmYqnGYskiKUdXhmb5sr/52E6fCbv3zrEh964fta1lVLseW2C+x87zMsnowX7TMOtq773tdOcjqZKmhxzcXwqTnfASzxtMzqVIGW7v4ujE3F27x9dsEs0W7JjKmGlX737xpLxA/VIpbOATyilLgCuBD4iIm+giYuM5lfI8pkGSmVs6cySdjxtu0v9zLa9I0k7Z9/n0uQqvJYA45kl9FKJGtmxTMXTHD0TI56eMVEUroflgSde43/99NXc9pTl8P3njnPbV/fwyW8+N0vk4C5kJdIO0aTFyMQ09zxygJ8dqliNxB2vCEGfSV/Iz4a+TiLJNMcnEyTz7DPLURVT/yqRXygVt9JzSZZd6Eqp40qpvZn/R3Ar6q6hiYuM5lfI6g/5sDO+8P6QL1ctq5IZm13syX6lVwr5MDKtWcpV4brjmo2kLIcTU/FsTFgBKnONr+8ZYSKW4oGfvsotf/MEf/7Dlzk8Xv6bJHuuIEynbDyG8OBTR8qMUej0exgI+1m3ooPV3UG6g15++y3ncHo6nQt5yI7NNMil/s2X/EKplahrcrSIrAcuA56kiYuMbt80yF03bWYwHMBRcO5AJ8ODIRwFg+EAd920uWzAkgAjmRXN7LdCOV+6AF7TDevNXrfYm3Lpuh4+8svn4qjS18lumk7Z3LzzCR54/DUmYmlMQ7jugkFWdFaOHBRxV0ADXoMTU/HcdtMQwgEvK7sCnN3XwcquAOGAt+BGdfumQUJ+M/eNZQh4DcFjGlhO+dS/SpQqlFqKut2MikgIt2Dpx5RSU9UG9iildgI7wfW6LN0I50e+nVyKjf2duZiW7FSrAK8puWSHzzz0AmMZ92MxpoDXY5QUOBQu+lyxYQWbV3dzajrJyER81qyezZVI28p1fXoN1vd1ct2mlYxHUkxMnynp3gTXJPOarsckO1PPx8d93sounjkygXLILfg4Ss2Z+leOTp8bJDeX2Osyo4uIF1fk/6CU+lZmc0sXGf3U9ZvoDnpmlvpxxdsV9Ob83HfdtJlYZoZyZ2/BZ7p/QVvB+hUds0Rerq/PzZevxXIUIX/pP3GHz6Qr4GFVt581PQEiiTT3PHKAy9Z20+Et/+2jUIQz/vKPXjtMX8g/L3fgHddsJOT3ZMw7J/Pj9ltaSJ+k/EKplVh2oYs7dX8Z2KeU+su8XQ8Bt2b+fytuJ7yWYfumQe75tcu4YFUYv8fI9BQK8fkdl+SEu33TIF1BLxes7uLsvg73xhbo8Br0h3z84ONvyR3rxqakODIRL7myee7KEBes6sr57rMYAtdtGmB4IOTOxj4Pguvy8xjCM0cm+ZN3bmZlaMaEESDoNQj5TXqCXs4ZDJcMTqv29/D5HZdw7kAnIoKIMDwY4s/zfg/z4c7rzuOjbz03e3/jK3fcsi8YicjVuK0cn2MmIvWPcO30ti8yWirtLpayGAwH+NrtVwJuEsPEdLrkLPbKaJRde0d4ZP8o6Yxnw2MI114wyI4tQ5wz6EY+3vI3T9AVcEWeReHWg3nw9qtyMSUdPk/NA7KWkMZZMFJKPUb5AbV9kdFKZTASabfleXGRTkcpfnb4NN/YM8Izr5/Jbe8KeLjp0rN41yVn0RfyF5yzuivIqenkTHiruG7GdSs6ObuvY1mSIZYTvTLaYJRK0vitq9dzwVldHDsTLzg2kbb54Ysn+eaeEY5MzOxbt6KDHVuHeNsFg/jL2M83X76Wex45QNJ26PSaJG0HpYTf2X5Oy4kcdKxLQ1MulW08muQ7Pz/GP//iGFN5Da22ruvhV7cOccWGFRhlxGoa7gJOyO/hyVdOsfMnhxumn2gNaBzTpZkpzuTJNqctlUm0qsvHw/vHZnWSyF7jwGiE6aS76GMawmDYT6fPJJqyGeoJ8sErz+aioe6CJIwDJyPs2nuUf98/WpBnuqLDx69feTY3XXZWyXGbhrvi2ul347izM/YvX7CSX75g5dL+0hoEPaNXSXERovFokrFoisGwD59pcPRMAiDjqrM4HUu7CyKm5BZvbrp4FXtenyRt25ycTObuxA3cu3JT4KzuAGK4yRgffesw2zb08vgrp9i1Z4RfjEzmxmMIhPwe+kI+LFvlogCz8Se1iuNuMnSY7mIp9oYcGouSsp1cPIvluCtAHlOIp91iRIaA32Nm9ruNsNb3dXBiMkEsE/9SvEwf9Bqs7e1gOmWR/bsdzbPN1/d1uDVhlJpVoLQ/5Gfnr28j5PcQXObOcg2CNl0WS3EmT8p2cnEnQEEmUdaqyJ9DDHFXIoNek5Tt5PYVTzMpy2EsmmQyni5Ywr98fS87tg6x7exePnD/k3QFMn86cWNLwn4P49EkA2E/mtlooVdJcREin2mUnNF9poHtuDN6/v2go9wPQzxt4zMN0nbpYkC2IpfgIMA7LlrNr25dw/q+ztwxq7uDTEwn6fR73VVUEWIpa0FL6O2C7nhRJcU9PMMBD46CrqDHjVh0FLZyIxbzZ/78/p03XbyKlOXQmRfYVIqs/f1/vuMCPvEr5+VEHvSZDIT93PnWc1G49RqBOfuJavSMXjXF/u0N/SE+cIXrdRmZiDE8GEIpxXTK5vxVXbO8Lr/5pvV86Kr1/OjFk/zDE68TSVgFseIAPlMIeE3W93XygSvW8Uvn9BHwGnT6PXTmrVC+9YKVGCLzroDbzuib0SXGcRST8TST8TTHJ+N8+5mj/Mtzx5lOzpguV25cwY4tQ1y2rgcRwZepUx7yN9XyeyOgb0aXG8dRTCVcgT9/1C3P9uOXZ9qT+D0Gv7J5Jb962RDr+jrwmgYhv4dOvwefR1uUtUYLvcZYtuN2Ro6l+MkBtz3gC3ntAfs6fbz7srN458VnsaLTR4fPQzjQVr7uuqCFXiOmkxaRhMVYJMH3nj/Bt/ce5cRUIrf/3IEQO7YN8dZNg3QHXbOkw2e2ZFxJI6KFvggcxw1rnUqkOXI6xreeGeF7z50glpppT3LVOX05/3d30EcooO3ueqCFvgASaZtIwiKSyNjfe0d47MB4QXvAt1+4ih1bhzhvZZhwwFOwiqlZfvRvv0rcxloWU3GLRNri0Yz9vT+vPUl/yMe7L13Duy49i6HeDrqCXj17Nwha6BWwHUU0aRFNWiTTbrGhf3nuON9+prA94HkrQ+zYOsR1m1ayIuSjK+CdV6VXzdKjhV6E7SimUxbTSSvXs+fYmTjf2nuU7z1/PNeeRIA3ndvPjq1ruGSohxWdfrqCHn1z2aBooeMmGkeTFtNJO1NVy40OfO6o2577p68Utge84cLVvHfLGtat6KAr4KU7qGfwRqdtha6UIpaymU5axFJ2rnyy2x5wjG/sGSkozTYYdtuT3HiR2567O6gF3kw0nNBF5HrgHsAE7ldK3V2ra5cTN7iZ9d991rW/x/Pak2xaFeZ9W4e45rwBPKZBV8BDT4dP32Q2GQ0V6yIiJvAy8DZgBHgKuEUp9WKp4/2rh9XQb9yD32PgMQSlFPFMze1WxW9KrgrtfBjq9vP+y9fxveeOc/hUDNtx8HncWi6WrUjZNqZhFKT0ZZsIPDtyhvsfO8x0ysZnCp0+kzNxC9tReEzhnP5OPn3DBQCzmoYBVbVvL9VwrNz1ird94uvPcCrm5s6+eveNJWegRhP6VcBnlVJvzzz/QwCl1H8vdbx/9bBafesX3XMp3SVCU0im8FfJZgP5KX1DvW6zgbGpBNGUjZmZSKwSBbFMcUvD+bwm3Zly1vG0zWQ8TSptE0s7uZJxjoLeDm9BwaLiNMXsuQK58tjlth0eny5IUCkn9EaLHloD5JdoHclsmxMt8upwyrSNAVfkkjlmPJqiw+chmnKTSDyGMatoqcjM8dGUTTRpuWWvM81/o0nL/ZCIYBpG5kdmVc4tKJmdd24kMft6xduq/fJuNKGX+jQWvJX8arp2bLLE4ZpK5Nd+rHRMNkUwX0glz8u0jnQUs9pG2o6alWklwqzKufkls/PPLa5EVmpbtTSa0EeAtXnPh4Bj+QcopXYqpbYppbaZHd3LOrhWQCgUXrljsimCRpFIZ5FJ8DaEWTfopiG5BmO5wzPfDvlpf/kls/PPLa55XmpbtTSa0J8ChkVkg4j4gJtxi49qakS2Um/Jfcw0Csg2MQj5TIzMLFzsaFJq5vhQpihSNtUwlrII+T2EfOaclXOL0xSz54YDs69XvK1a51dDCV0pZQG/C/wrbieMryulXqh0jiHuIk6H18iVWG5l/KZUzDctx1C3n9+7bpjhwZDbY8mYKR3d4TXxGG799bW9wYImBvfesoWPXTtM0GuiEIJeg/5OL15DcqWthwdD3HvLFj6/4xIGwwEm42kGwwE+v+MS7r1ly5yVc/MbKeSf++clrle87Su3Xk5fx9xe8obyusyXSy7bqv72n35Usj3gRWu62bF1iDee01fS593p97Ci04e3Uh8VTbPRmql0Jybj3Pw3T+baA5qG8Jbz3Pbc568Klzwn4DVZ0enTGT1tRlML/Uw8TdByCPk9vPNitz13uQI+XtNgRaevqu7Gmtajqf/qXtPgzreey9s3rypbgk1E6A566e3w6sjCNqaphX7OQCfvvqz8elKHz7XDdVa9pqmFXu7ew2sa9IV8On1Nk6OllCAi9AS99GgzRVNEywg94DXpD/m1maIpSdML3WMY9HR66QpU7nisaW+aWuimIaxdEdRmimZOmvp7PlsbXKOZi6YWukZTLVromrZAC13TFmiha9oCLXRNW6CFrmkLmjrxQkTGgNfqPY550A+M13sQy0Q93uu4Uur6UjuaWujNhog8rZTaVu9xLAeN9l616aJpC7TQNW2BFvrysrPeA1hGGuq9ahtd0xboGV3TFmiha9oCLXRNW6CFrmkLmlro119/vSJTCVn/6B8q0NRCHx9vl9V0zWJpaqFrNNWiha5pC7TQNW1BU5e7KCa/hV/IZyIiRJJWrk1fccu/+VxvoddYimtp5k/LzOjZFn6jkQSmwMGxaQ6MRjEFRiMJPvPQC+zeP7qg6/UEvQu6xlJcS7MwWkbo+S38xqOpTMs/ybUR9JpS0PJvPtfLtvqb7zWW4lqahdEyQs9v4ZeyHbcHpsy0EQx6zYKWf/O5Xpb5XmMprqVZGC0j9PwWfj7TcDumqZk2gvG0XdDybz7XyzLfayzFtTQLo2WEnt/Crz/ky7T8U7k2gmlbFbT8m8/1sq3+5nuNpbiWZmE0dTz6tm3b1NNPP517nvVsjEzE6Mx4XaJJi6FFel1GJmILvsZSXEtTlrKFOFtK6Jq2p6zQW8Z00WgqoYWuaQu00DVtQUuFACwXxcv5V21cweOHThcs7wOzjvn+8yc4ND4NwIa+Dt5x0epZ5+kb1KVB34zOk+xyvtcUgl6TU9NJRiMpBkI++kN+4mmbqXgaBXQHvQS9JuPRJKORJILbjgbAshUIrOzy09fpnpe2FXfdtFmLfeE0zs2oiKwVkX8XkX0i8oKIfDSz/bMiclREfp75ecdyj60aipfzp+IWhkAkYeWW9yMJi2jSyh0TSVg4ChwFpmFgGgYK9/lU3NJhActAPUwXC/iEUmqviISBPSLyo8y+LyilPl+HMVXNkYkYPcGZDngp28HICzUAsBynoLdSdl/+d6cq2gc6LGApWfYZXSl1XCm1N/P/CLAPKN/nvMEoXs73mQZOXqgBuC0hsyZK9hgo/F6Von2gwwKWkrp6XURkPXAZ8GRm0++KyLMi8hUR6a3bwCpQvJzfFfTgKAgHPLnl/XDAQ8jvyR0TDngwxO2iZzsOtuMguM+7gh4dFrAM1O1mVERCwI+BP1NKfUtEVuLW01bAnwKrlVK/WeK824HbAdatW7f1tdeWvzx68XJ+1uuSv7wPzDqmnNdFhwXUjMYKARARL/Bd4F+VUn9ZYv964LtKqQsrXUeHAGiKaCiviwBfBvbli1xEVucd9h7g+eUem6Z1qYfX5U3Ah4DnROTnmW1/BNwiIpfimi6vAnfUYWyaFmXZha6UeozSXzHfW+6xaNoHHeuiaQu00DVtgRa6pi3QQte0BVromrZAC13TFmiha9oCLXRNW6BT6cqQDdw6MBohZTl4TeG8lV0lA6927x/l7u/v4+BYFFuBR4RzB0N86vpNAFVV0dXVdpcWnUpXgmy6XNq2GY+kcuu4fZ0+fB6zIN1t9/5Rfn/XLzgdTeHkXcMUCAU8eE0jl1JXLl2uOD1Pp9UtmMYJ6moGsulyU3ELwxA8hoGBmxJXnO5236OHiCatXMaQiPvbzqbJ5afUlUuX09V2lx4t9BJkq99mq/LCTGXe4nS3IxMxbEcVtkSTmTZptlP4jVkqXU5X2116tNBLkE2Xy1blhZnKvMXpbmt7OzANKfzOdBP8C7L+s5RKl9PVdpceLfQSZNPluoIeHEdhOQ4ObkpccbrbHddsJOT35ISulDuTZ9Pk8lPqyqXL6Wq7S4++GS1DsdfFZwrDi/C6zJUup6vt1oTGSqWrFTqVTlOE9rpo2ptGqtS1QkR+JCIHMo8NWe5C05zUY0bPVuq6ALgS+IiIvAH4NPCwUmoYeDjzXKOpCY1UqetdwAOZwx4A3r3cY9O0LnWNdSmq1LVSKXUc3A+DiJR0ORQVMKrJOEqVgf7+8yc4OBrFUgpT4NyBEO+4aDVffeI1xqMpdyzAlRt6QQxePjlFLGVjOQpDhI39ndxw4Sq+sWeEkYk4Cgh6Df7LW87hzuvOy73myyeniKcc0rYDAqLAySw/+TwmHT6T4cHwLC9Ms8TGLMc4P/7gXh569gS2o9Srd99Y8oa0kSp1nVFK9eTtn1BKVbTTa+F1KY4zyZZ4RlEQu1IJvwlpx132B/AYrj/dUYWFRcH9cLz70tXseX2SlGUzFk1iV3ghU2Cwy4/XnImxaZbYmOUY58cf3Mu3f348+9R59e4bzVLH1cXrkqnU9U3gH5RS38psPpktYpR5XJb+4cVxJrkSz2RWN8s6rGZI2uRWULNxLvkizzb3zfLQsyfwmpnXZnqufwAAIABJREFUcsr7xPJjZvJjX5olNmY5xvnQsyeAuf9ODVOpC3gIuDXz/1uB7yzHeIrjTPLLOJf3ys4mN3PLzOpoueNsR+ViaSp+n2ZiZopjbJolNmY5xlkcS1SOeszo2Updby0q+n838DYROQC8LfO8IpajiKfsuQ6rSKky0DnmYdXlPhNqJoKx3HGmIblYmoqfpUzMTHGMTbPExizHOItjicpRD6/LY0opUUpdrJS6NPPzPaXUKaXUtUqp4czj6bmvBccn40zG0gseT3GcSa7EM5kIxCrE7jdnvjqzcS5Gntiz7dqz3HTxKtJ25rWMyrN/NmYmP/alWWJjlmOcN128Cpj779QSK6NuH6EEC7mx3r5pkLtu2sxgOMBkPM2G/hAfu3aY81eF8RqCiHtzuWlliN+7bpj+kC93rgBXbehly9l9rOjwEvQaeE3BNAzOWxnm49cNs7Y3mBN80Gvw8euG+cLNW7jrps1s6A/RG/TS4TXxGoLXFHyG4DHc1+zwmfR2+ljfFyq4gSse82A40HA3orA84/zCzVt4z6WrszN7WT03dayLf/WwWvPhL+LzGJgiGZEJp6fT87E6Gpahbj+Xb1jBw/vHmE7ZdPpMbrt6A3dedx4A9/7by9z/2OGS+5rF/VgL8tyLlHMvNn3OqKMgkXY7SLSCuPMZmUwy8vPjmAZ4Mnb9PY8czO2/55GDGJlvnPx9Fw/15Nx6PUEvo5EEn3noBe6ClhN7sXux3HFNL/QsrSbyfJQCQwwMcRuB3f/YYYCMyI3c/7P7Np/VnXPrAXT43Jj4+x491HJCz3cvVjJOWkborUz+H9AQmM54mjxFFml2X3HnPGhM92MtaGT3omae5C+GOAo6fSadPpPiv3F2X7O4H2tBw7oXNfNHBBzluCl9Cm67egO3Xb0BR5HZVrivWdyPtaBa92LTmy7FN6E+U0jZrWGxz+V1Acp6Xe6iuhS+ZucLN28Bcl6X1nQvXnLZVvXtH/6Yo2fi/L8/eInnjk4CsLLLzyfffj6XrZsdE9Yd9LKi01fQ2VnTMrR2Kt2aniBf+LVL+C/bz8HnMTg5leQT33iWex8+MMtWnYynOTGVqPomRtMatITQAQwR3rd1iJ0f3MoFq8MA/NPPj3H7V/fw3MhkwbHxlM2xM3FSVrWBuJpmp2WEnmVdXwf33nwZt129Aa8pHD0T52P/+HO+tPsVknmze9p2OHYmTixl1XG0muWiqYVezsw2DeEDv7SOv/7gVs4dDKGAb+wZ4Y6/38u+41O54xylODGZYGI6tTwD1tSNpha6xxDO6gkS9JVMKmFDfyf/8wOX8eE3no1pCK+fjvFfv/YMX37scIHZMhFLcWIygaPt9palqb0u+al0ibTNRCxVNj79wMkIn/vBSxwanwZgY38nn7r+fIZXhnPHeE2DlV0BfMVLjppmoX0qdSXSNmdi6ZK2d8py+Orjr/LgU0dwlGvifPCX1vF//NI6PGY2ZkQYCPvp9Df9EkM70ljuRRH5ioiMisjzeds+KyJHi7KO5k3Aa7KqO8BZPUECRWlcPo/BbW/eyF/dchnrVnRgO4oHHn+Nj/zvZzicmekdpTg5pe32VqMuM7qIXANEga8qpS7MbPssEFVKfb7a61RTBWA6aXF6OuWWk8gjmbb5yn+8yq49IyjAawq3XrWeX7t8bS5+otPvYSDkx6gynmIxlIsfb6e48hrQeKZLpqbLd5da6ABKKabiFmfiqVkLRc+NTPK5f93PsTMJAC5YHeZT129i3Qo3AMprGgx2+fF7St/w1oJyZSF2bFnDrr1HG76sRQPRWKZLBX5XRJ7NmDY1q70oInR3eBnq7aA76C1Y/r9oqJu/+fVtvPvSswDYdzzC7f9rD9/YM4LtqIy/PUEksfC81LkoVxbi/scON0VZi2Zg0UIXkfeJSDjz/z8WkW+JyJYFXOpLwDnApcBx4C/KvN7tIvK0iDw9NjY2rxcwDaEv5GeoN1hwsxn0mtx57TCff9/FrOzyk7IcvrT7FX7v67/g6Jk4SinGIknGIskF5aXORbmyENMpuynKWjQDtZjR/0QpFRGRq4G349ZN/NJ8L6KUOqmUspVSDvA3wBVljtuplNqmlNo2MDCwoAFn3Yhn9QTx5wlpy7pe7v/1bdx40WoAnjs6yX9+4Gm+8/OjOEoRSaQ5NpmYZe8vlnLx450+s23iypeaWgg9+5e4EfiSUuo7gK/C8SXJVunK8B7g+XLH1oqA12RNT5CBsD+Xktbp9/CJXzmPu997Ef0hHwnL4Z6HD/LJXc9ycipBMm1zdCLOdLJ2oQPl4sdvu3pD28SVLzWLvhkVke8CR4HrgK1AHPiZUuqSCud8DdgO9AMngf+WeX4pbnj5q8Ad2aKj5ahlxwvHUZyJp5mMp3PmSTRh8f/9+0F++OJJwC0/8Tvbz+GGC1chIvR0+FjRWd1nulQh08cPnc49X9Xl419fGCWWmcH9HoNwwPX6KKWYTtkFceXlCqNmF8Q29HXw6RsuaLeb1qXzuohIB3A98JxS6kBmZr5IKfXDRV24CpaitYtlO5yOpYgmZmbs/zg4zl/+6GUmMoWSrtiwgk+87TwGwn4CXpPBsD+34FSKYq+KW4cmxUDIR3/Inytsmv0rZfNGShUYLXe9k1NuYVSP6V7FUdDT4eXzOy5pJ7EvqdelH3gaSIrIOsAL7K/BdeuCxzQYDAdY0zsTQ/Omc/v5yocv55fPd+8Jfnb4NL/1wNP88MWTxFMWR+eIgiz2qkzFLQyBSMIqLGyaX5gUt3ZDcYHRctdzFCgB0zDcHxGiSUt7aDLUYp37X3D/PgIEgA3AS8DmGly7bvg9Jqu7g8RSFqeiKbqDXv7knW/gzcNj3PPwASbjae7+/n5+8vIYH3/bediOoqfDR2+Hd1b2UnFWfsp2MGSmoGn2UeX+yaDKN/Etvh4U5k2KuBny2kPjsugZXSl1UaaO4kX/P3tvHufYVd55f597r6SSSrUvvbe7213d7QUb222DB8c0xsRtPDEJr0nsMAlLiD0ZCAQSYuZ9AyEwmdcOJMEeCLHjIWCS4MxLWBomtgMx7QXw0I3x7t7c3e69q6prk0rrvfe8f9x7VZJKqlLti87386muknR175H6p6NznvOc3+OXZbkKeGrmTVscxMIWa9uidMQjmIawY2sX//M927lmcycAP371HO//6h527+9jKJWrGJWpZGTqqjFD0+D3OJtqqV7Et5IxavFzlZ/LoyM0HrO+YOSXbblyts+7kIgILVFvwampwdtz+mc3X8j//fZtxCMWIxmbz3z/ZT77/ZfpHc5wcjDNSNEC09Wb2jk2kOKFk8O8cHKY0Zy3wjmac3jx1DBKqfHGpHhizTsuI+n8uCK+xdGY5qhnjCoKHNf1fpQiHrF0hMZnxkMXEflY0U0DuByY2krOEsE0vMzG5qjFuWSO6y9YwaVrW/nLHxzgZ0cG+NH+Pp49PsTH3raFN23uJJV1eOnkMA8+/RqOoyra5ikFqbzL1RvbGErbHOpN4ijvWMMQDEPGPWfHtu6SXf4bOuLcduX6kqjL5s66jLpUZTaiLn9adNPGCw3+i1IqM6MT18BCF9RNZm0GkjnyjsMjL57hS7tfJeXnw7/twhV86C3n8+ldL/Py6WFQQt73XikmEH9zg8Xzn76B2+5/mt5EpmAnB5DK2XQ3NfCN2984fy9uaVI16jLjHl0p9WczPcdSJR6xiIVMhtJ53n7Jai4/r43PP7qfnx8b4gcvn+WZY4M4rsJxvYJfFTcw+UoPbObqyU5uPpm20EXke0zg7amUunm6515KGIbQ3hgmHrFoCBn8xS2XsOu509z3xKuc86vXGQKoykOX4I5GP5S5ri02rkfXy/4zZyaT0c/jJV4dwVsN/Tv/J8k8LN8vNsKWwaqWKN3NDbzz8jU88Nvbed2aFsDrye0qdY2C+5IZmxu/8ARXb2pnJJ3n4NkEr5we5uDZxLjJqGbqTLtHV0o9DiAin1VKXVv00PdE5IkZt2yJ0tQQIha2iIZN/vo3LuXbvzjJfY8fxp5g47XgrWge7E1y8snDhTvFL4a0dDc7Lh5mI7zYJSKF7kZENgLTSytcJpiG0N3kZUfeeuV6HnjPdmJFTgUhUwibY/OmiOWvZhpCMueQcxQ93U1sW9lMT3cTLdGQXuGcIbOxMvpRYLeIBP8TG4A7ZuG8S55Y2KKh1SQaNolHTKIhg4HRPPkyE1RvRVT5rrmeQ24xejI6c2Yj6vKIiPQA2/y79imlsjM973LBMITOeIQNHXHOjKSJRyzOjGTJFvnKuMorq65cb8IapAwH6MnozJmtldEr8HJbLgV+Q0R+e5bOu2z4LzvO93JRRFjX1kCkyDsm7yhytlvo6bO2y77Twxw4m+CV0yOcGExz9ab2BWr58mA2ttJ9HS8Ccw3e0v+VwPaZnne5sWNbN599x8WsbokymPJy3mOhsbdf+T8tDRatMYu86wneFGhvDPHNZ06ye9+8VI1flszGGH07cKFayk5Ic0Qlq4pv3P5Gbrv/aQ73Jbw0XUqjKkOZ0nTfrKM4M5ylLRaqWmxLW2JMzmwMXV4EVs7CeZYVweaI3kSmpATi7n29HDg7wkAqT85RNYUOFTCQyvPSqeFxj010Hc0Ys7Xx4mUReVREdgU/Ez2hilNXu4j8QEQO+r9nze5iIahmYXHfE4cLY3F3il+Cyaw9ztN9outoxpiNocunp/GcrwJfBB4suu8TwL8rpe4SkU/4t++ccevmiEpVmy9Z28p9TxzmhZODJLOVnQJe7Rud9jVdBSeH0rREQ7RGQxiG6NyYGpmN8OLj03jOE75TVzHvwNsgDZ5lxm4WqdDv/eGBcVWbv/DvB4mHTQxDqop8poRNwXZchlI5Epk8rbEwa1uj9CWzOjdmEqY9dBGRp/zfCREZKfpJiMjIZM+vwIpg17//e9HOph546kiharMhBpbh7RhK5hxGMnNXQSPnKD76z89ycjCN4yrOJbP8X5evJWu72hJjEqYtdKXUNf7vJqVUc9FPk1KqefaaWMpMnLpmi9GcQyXf0WCD81ywpTsOwIunRvjdB/fynV94pkpXbGjjQzs20xINMZTK0d3UoL0ZK7CYTMDPisgqpdRp3zKjYthAKXU/cD94Gy/ms4EBgYNWudiD27MldgE2dsZoi0X43LsuYc/RAT736H76kznufewQTx7q5+O/vJWrNrVzlb+gFG+waItN2T9q2bOYTEZ3Ae/x/34P8N0FbMuEVKrabAjEwybNDbPXd1gG2C78/nWbaW8Mc+WGdr7yniu54aIVAPzi2BC/87W9fP/50yWmSycG0/Qns7rEZBEL5Y9eyanrO8D/AtYDx4B3KaUGJjrPQm6lmyjq8uLJQVJ5NaHQKm7CKHt864p4yb7PdM6hN+HVSP3Jq/381Q8OMuAXLLhqQxt/+Mtb6WqKFM5hiNAaC41zEF7GLD5/9NlgofeM1sJt9/2Enx4ZLLlvbWsDIsKZ4Qy28rbZrWxuoKkhRDJrT1jS/N9fPsuXdh/i5FCaBtOgP5VjNOttw2sIGfzBW3t424UrSoRtGQatjSGaG0LjzrfMmLs9o5rqfPShZ8aJHODEUAZDoLspQmc8UjD4v3Pntgknkbv39fJn338Zy4CQIZwYSgPQFrMYTttk8i53PbKfJw7287G3bSn4QtquS38iy3AqT3tjuC7rM+kevYzd+3q56+FXONQ3Whh6BDZkwe+QITRFPQNQESGRtQs5Js+fGOLLj79KOj95LN0QWN/uecX0JTKkcg7N0VDVfJVih4DDfUnytosSrwzlqpYGTg9nCtdtbrD4g+t72LF1/AcnGjZpbwzPaRWPBUIPXWph975e/uibzzE4msOp4W0x/e1ua1obsEyD/mSW4fTU4uhh06A1ajGYzuMqxQUrm6uWcLnm7sdo9cfb+86MYIqg8OYCmzrjuMqlL5nDVZ6vI8Cbt3TxB2/toSU2ftgSb7Boj4UnNEhdYiyZ0i4Lyn1PHCaZtWsODzoKHKU4NpDmzHBmyiIHzzexN5nDcRRKwf6zCc4MZ8g7zrh8lWIrOkOErO2StRWO63m/ZG3Fxo44//M923mjH258/EAf7//aHp462D/u2smMzfHBNIOjuTmp5LGY0EIv4vhgCsetLaMwQPm7+yfa/FwLLt63g2kItqvoT+Q42JsoOSawoutLeP6OwRVNA04PZ0hlbW69ch2d8Qh//qsX8/EbttIYNhlM5fnUrpf47//6yrhaTEopBlM5TsxycYPFRv3NSiZgXVuM/mQWu8b02QDPN3Hm4bvA7ChgYDTHNXf9O32+P8ymzkZuuXwNDzx1BBGIGIKI4CiFZXp2eTdesqoQcrzx4pVcsb6Vz/3bAX7+2iA/fKWXXxwf4g/ftoU3buoouXbecTk7kqEh5I3fy2u0LnX0GL2IqY7RA0KGYEhly7nZwDK8D5KroC0WQuGFI4tDiEophtN5nrzzOjJ5h75EtuDqq5Tie8+f5m8ff5WMP1l9+8Ur+b0d51eNwMQjFu2NS278riejtRJEXV7tGy0MRyZ6hwzx7C3CpleKZTCVL9n4PNsY4hUbE7z5Qdg06GqKFCw2An9Gx1X0J7Mlw5FTQ2k+9+h+njvhbeDoborwxzds5fLzxlL/f3Z4gIf2HOe1gVFytkvYErauaOY/v/n8pZA/o4U+XYIdPHnHoT+RK7yVjWGTRNahuylMR+NYLHw0m8cUoTc5tyXWTf8DBhR6+s9VKOMynMozkBqbbLpK8Z1fnOT+J48UNnHcfOlq7rh2Ey+cGOaexw5iOw6Do/nCa22NhWmwTD77jot4ywUr5vR1zRAddZkuwQ6ezrhX7sUz8Ve4Cj5y3WY2dMQZTucLWYNbVjTTFA0RMud2yd0yhJBpoPBcvjoawxV73JZYiJXNDYUPhSHCOy9fy9/91hVcuMpLMt313Ck+8OBeHnjqCJYhJLMOYgimYSAIo1kbEbj3sUNzWlh4LtGT0Uko3sHT1BCiqSFUGA9/+PotfLjCcz616yXm8osyZHhRmk1dXupu0B6ovlF6VUuUsyNj1TjWtce459bX81//5Xn2Hhvi9LDn8h2xBNtRmP4HVcSbqDaEDE4Pp+lLZBnJ2HQssQmrFvokTNXdNjDp//BDv5jyJgzTEGIhYTRXfVIr+EW9lOLl0yPekER5iz/3/vAAX3/6NRIZG9t16R3J8LtfH6C5wWLLimbesLGN7z13imODXupAPOLNKQJLawVkbf/CrsIyBKW8OUEm77KyOQrAk/v7eGjPcc4mMqxvj/F7k4zfa3EpqHQMUNN9tcwd9Bh9EspLHVZbtSz/j1rZHOb7L5wZZz83EVdvbOOON2/mj775HAPJHFOZ0rbFLJJZB9dVWKaBUoqcf+2IZdAWC3F2xCvxGARSJstSELzJb1ssRMgy+ch1PQDc89hBLENoCHkfAFfBZ26+iLdeOH78Xsv7V+mY4XQeAZqjoQnvKzuXnozOhEDEJwZTFTMLg7BkMmvjuArXVTjKL55VxS66GmtbIkTCFqcGU6Tt2p5p4OWvBMUEwqZRqFQX0Bg2C9U4GkImSikyNUSHDIHNXXHe/6aNXLWpnY/983OcG80SLRq2pPMOHfEIX3nvlYVN2wHlFTxG0nnOJjIo5ZWkv+PaTdz3xOFx35oHexOgoGdF04T3lVUD0dmLM2HHtu4Jvx7vevgVhlJetAWlCjF4pcbeeQMm7KGDpLETw1lgitaVfinH4BzlVfEAMrZb8oGbKD9dgHe/cT3/9H+O4So41Jfk5dMjXHZeK6dH0uM2lzSEDM4Mp8c2bUfDNEc9+43iOc5IOs+p4bQ//FIFD5rRbJ5VLdGSczquGpeWUOm+Wh0PdNRlFjhyLuWtjhpSdaFpsr5zJt+rQSnHwM6xYsEBv+JGLbGgWNjk/W/ayBd/8zLOa4/hKnjw6df44D/+gtZouLDoFFA8fndcxbnRLMcHvMp8xfk5/cksBt5qbsQyCx40eUeVlJMEb75SbrZa6b5aHQ+00GeZ8pHgfAwMBWhqsGj194qWizlkjLXLkLESjeXCFzzvx55ub2iwbWUz9/3WFfzG9rUIXs9+qDfJUCrvuQ7gCdR2Fbdeua7kmkEO/DsvW1NwKcg5LgoveS3YCRUNmYQto6ScZCpnE49YNDVYk95Xq+PBohO6iBwVkRdE5FkRWdzbh3w2dTb6DgBTy5GZCcUCjUcMWqMhOuMRQoYgfs3SiCk0WAYKoanB4qPX99DTHUdECunFnfEw53c1cvHqZs7riBGLWCWiDVsGd7z5fO659fWsaY3iKEUiazMwmmdwNEdHY4SPXNdT2JxdTrFLgTe5FVa3erupwOuRe7qb+MzNF9Hd1FBYk/j8LZfyuVsunfS+Wh0PFt1kVESOAtuVUuPzSstYLFvpdu/r5ePffI5Exq5pgjdTvMiJl+n4wR3nA/Cl3a961e8MIW+7GMZYnnylKFFx24sn2v/pDeu5YHVlt5JM3uGBJ4/wrV+cBLzKHe9/00ZuuWJtYUFqIn52ZID/8dghIpZnnVctgjUDlk7UZSkKHcYE89PD5+b8WiFD2L6hvfCVfcc//BxXKW8jhp8jLygMwyhENqYipOJN2JV49vgQf/HIfs6MeItMF69u5o93bq1prPyzwwM8tPc4vSNeDH6Wc2iWlNCPAIN4w9v7fB+X4sdvB24HWL9+/RWvvfba/DeyAvMldAE6GkP0rGjm+GCKkXSe0axNyPKW6wE/lu6VhXzyzuumdZ0gbbfc1DQglbO57/HDfO/504AXq//dX9rEr162uuaU5WDTdlPEmi2XgiUl9NVKqVMi0g38APh9pVTFKneLpUcvXvA4NpCa0iLRVAj+F8OWwdq2KNGQyb4zCWxXETLHIhJKKWxXceWG9hlVm1ZK0ZfIkpxgQ8aeowN8/tED9CW9kOjr17XyxzdsZWVLQ83XCZkGbX6t1hmydIRejIh8GkgqpT5f6fHFIvTiRZGRdJ7jg6mKS/iTxdInw/BLMa5sjtAZ94R0uC9JJu94IUbLKOSmOC6FpX0/vI+It+z/gWs28uHrt9R0zd37evnijw7xal+SnO0SMoUNHXFuvXJdYQKazNh8afchHn3pLOBFUn5vxyZuet2qij31zw4PcP8Tr3LcdzFY1xbj9l/axC9t7aI9FiYanloOTeCxM5Kx7aN33VTR02NRRV1EpFFEmoK/gV9mCRTnPT6YKqwUNkdDdDSGC11LxJTCkrtpwHntUc7vaqQzHqYlOrUezFWeiDoax0yKOuMRDEO8vHiBvO2J3MtX9z4YbtHvkYzNX/3wIB996JlJrxd8U50cSpFI58naDsmszYnBUe557CA/O+z5S8UbLO7cuY0//9WLaW8Mk847/NUPDvKJb71AX6J08etnhwe4+9F9vDaQ8vchKl47N8rdj+7jyf19nB5Oc3o4TaYsrl6NwNnYj8NXzY1eVEIHVgBPichzwM+A/62UemSB2zQpxYsiAKmcg2UKjWGTLSubuXBVC6taIkTDFq6iECr7nTdtnNJ1VrVEsAwpuVbwwWqMWHTEIzRGrEIN04lGvd959vSkVTGCFOWRtI1peq7BBsJozsEyhIf2HC85/urzO/jKe7bzVn9yuefoIO//2h4efelMYUXzoT3HGc3ZGCIYhuH/eKnAwfnSOYdTQ+kJ5wgBxc7GE7GohK6UOqyUutT/uUgp9ecL3aZaCDYtBwsZWduFokURgI7GCC3REE/eeV1h3Pzg07VPpCOWQUdjhLC/kli8aBK2TO699TI++46LydpuoWTMRINShZdhWUnsu/f1ctv9T/OzowOcHkqTtV3Et/YoTts9M5Ie99zmaIj/56YL+PTNF9IaDTGadbj7kf188rsvMTCa4/RIGtf1aqoGiHgrquXnG83anBhM0ZvIYFdIa4DqzsblLCqhL1V2bOsuWfCIhU06m7xVysN9SV45PcJLp0Y4PZzhtvufLmzXG0rVvonBVd4qZM+K5nGLK5+5+SLAy4OfSuwilXPG1TsKEtT2Hj2H4ypSeRfbVUUTbG/bYM4eW/avxLU9XXzlvdu5tqcTgJ+8eo73f3UPDZZZmDMEKOWtC1Q7X2DLMTCawy2b/DSGzZr26eqkrlmiOPErWEDqS6QBRfDt6yrFkf4kn9r1EqeGUhgik5qNwti2uWC5u1KS2W33P03IFFa2NHD03ORJTqZ43xJBvaPgfHc9/ErFFGHHVeRwMERoi4ZRCB/4pYmHXq2xMH/6Kxfy2L4+7n3sICMZm5GMTcgUP0YfbO/zvgnK0wiKUUpVTBr7wDUbueexQ+OqbZejhT4H7NjWTUdjmETWJpv3vqYt8ZwCEhmb5ii++GuLeDkKetpjJc665QRZgsns+JKOlRDxKlrbjsszxwa55u7HWNcW41BfcoLIkNDSYLGxM174wI1mbfoS2aqFx0SEt17QzevXtfCXPzjA04cHyDsKQ7wIlCHCee1e1KVaGkHJe+EnjY1k8rQ1hgvRoweeOkLesasaw2uhzxHJnMPmrjj7zyYwDUGQQg54LlF947TghwUZcxeIhgwe+eibJ7zeurYYR88lOZf0NjXLJHnwrqtI52wGUnksQwqlGyea+61uaRi3ANUYsbBM4exwdsJetcM3VXr0pbN86UeHvNx5BW+5oIvfv25zIfelVvKOt4NqOGSybWUzF61u4aeHzx2vdrwW+hwRbMELmwa2P/lS/hY4DC/ZynbVOIcvw/B6wXUtUZqjocLGgoBq29LuuHYTd/zDz1EoDGCy4JwLBacCywi+aUITfhv0JrLs/OvHERF6ExnyjiJsGfR0N/GBazYylMrx9aePcXokzarmaEmsHbzXtfPilVxebqp0bIg//OXxpkq18OT+Pu5+dB8pb1FrTbXjFvWC0WQslgWjSlSzybAdb3l+dUsUEehLZEnnHJRAU8Qia7tEQ14iVibv4AKNYYPXrWnj6k3tfPPxXL+yAAAgAElEQVSZk1W3pV3x2X9jJGNXXZk1fBUX97shAwwxcFGsbolyYihdNcelKx5iMGV7URPfVAkFnU1hbEfhKkW8wSLs7zG1XVU1s1EpxfefP82Xi0yVbvRNlaayQvqBr+3ltXOjGN4cJnX0rpsaKx2nhT6HBL3vwd6EZwZkCjlHEQubdBX10sXbwe794QH+x48OjRNrW8wilXNpi4XGPTfs7xHddzY5YXvCpoFpCJm8g2LMDMkp+2Yx/fuzRbuSpEJX3xAycZW3idpxve1UPd1N2K6L42+m6GiM8Fe/cSkwZo5U3OOv64jyuUf38+zxMVOlj9+wlSvOq62e8g1feAKUl8CWtd2qQtdDlxlQ68714mjM3Y/s40BvkqF0nhVNkUIabfDch188My6EBjCUsjHEs4PuGtsyie24HOkfrSmsmHNcLH/sboq3qtqXzI4LzzkKWsImm7vjvHx6BFeBCVTKeBF/G59SqrDcbxkGgqIBCrHxnx0eKGyqbm6wODea5Z7HDvKR63r4/Lsu5Tu/OMXfPXmY3kSWj3/z+YKp0lTTAaqhhT5NihO5goncH33zOQTPUGg4lef0cJpnjg3ywR3nc8na1sLxa1sbODuS5cRQmp6uOJ+86cLCh+Fw/2jF7XjBEn653d3ZEW+JfbJYsuHnvTgKYiGTlphFZ7yhkIwV4M0pXIYzNo3pPCKCgSJkmbi2M+46yt/GF/ToAd43h1vYC/rQnuNYhhRSJYKh10N7jnPVpnbeefkartrYxl0P7+fl0yPseu4Ue44O8Mc7t3Lp2taqr2tda9RLJ5jkDdALRtMkWB6Phb14bixskczaDKfznEvmcXw/FFcpvrT7Ve5+ZF/h+OZomJ4VTWzoaKStMVISMpyowFfg81iylcyPdEw2AA0ZwnntUda2Rvmbd1+O7Sj2nxkZp4/AhcxxFb2JLPh7TV2/1lIxtuviuormqLfFLR4p3eZmu/D7b9lMNGxyeiRNQ6hUbuWrq2vbPFOl26/dRMgUTg9n+Ng/P8cXf3Soau7L7dee702ivVNX7bi10KdJcSJXgON6Xiri20gLgine+PVw/+i444t3sAfL7hP5rFumwQd3nE/IEA72JjkxmCZiml7ljQna6v0nCyeHMjT6Q4Fs3in4vhRTfH3li77QWYsQMYWwKViG1/6WWIgNHXE+d8ulfL7CNrfrLlzBqpYo69piE26qDjAN4dYr13Hfb13B1pVNKOBbz5zk9q//nJdODY9r71Wb2rnzhm1cuLIF4GTV926C90czAZUcvILVy+I8DqW8FUjb9SZnlRy/iodBplDVSSAYAn3zmZOFfPRzo1nOjlQPJhripe8qfyFSxFsJLd91X463Gmvgug6BvczWFU2Tbn+rtqD1obds5k++8yLpvFMwPqq0qTpgQ0cjX7ztMr7xs2M8+NPXODGY5iMPPcuvb1/He//DBsLW1Ppo3aNPk/JErmCXerC8rZRnZOSiaGqw2NgRG3d8MAktHgY1hMwSg1IBwqZwwcomPnz9lnFDps54AyuaI0RDprcxGm8vZ8gQuuNhoiETx7eXW9PaQDJrc3wwNeHCEEDYL+RlmUYhD36qG5KL2bGtm//2qxezqiVKMmNPuqkavI7jP73xPL787ss5v8vbgP7QnuPc8Q8/58BZrxpIMMk9N5oFqFqXVvfo0yTwWCzeWPzJmy7k+RNDfGn3q9iuImIZNDWECFsmn7jxAig7PojI/Ml3XyyY/HQ1RTg1lCFsesOIwAoCvOFNsSFQQEdjBMswSlYtg80gK4qMgYoXn04Mjs88DCj/RgpbBpeta5vRbqXgPduxrZuc7ZYYnk7G+d1x/ubdl/MPT7/GP/6fY7x2LsV/+cdnePcb1vPc8eGSSW41dBx9DpjMwq6cctu2RCbPycEUeRcaLIMVzWNhyFjIIO+qkiFQmS1boQ3VPA8Bfvfre6svLOFFjsAbn7fGQny+gvf6THBdxdlEhnSutg0WAfvPJLjrkX285ieuWYYUfCfTeTd39K6bIpWep4W+CKgkyhODadobQ4UtczC2ODSacyY1PQ3OW+0DV2lhKmQK//F1K9l3Jsnh/lEANnZMnEw2U84lswXL61rJ2S5f/clR/tfe44WokR8+XToroyKyE7gHb43iAaXUXdWOXS5Ch/GiPNibqFqn6LPvuHhK3xi1XnO655kpiUye/uTUS0C+dGqYj/3zc+THIkVLY2VUREzgS8DbgBPAHhHZpZR6eWFbNveU55iXD2dgLEozmenpdK+5UHjzGGPSDMhyLlrdQlujt4vJdxJeMnH0q4BD/pa6HPAQ8I4FbtOCUCmqU6vP4FIkYpmsaYsSmWIVjdUtMdobw6xtjQK8UO24xSb0NUBxTvEJJki9XM6Ub8+bblhvKWEawuqWBuINtQ80br1yXSENeiIW1dCFygt8JQO3Mqeu+WjTgrFYhhbziYhXRjJi5oPY+IRctamdj9DDQ3uOc3wwXTUov9iEfgIoXipbC5wqPsC3qLsfvMno/DVNM5+0xLxx+0QekAFXbWrnqk3tbOqKVx3XLbahyx6gR0Q2ikgYuBXYtcBt0iwQ0bDJqpYooVmoXr2ohK6UsoEPAY8CrwD/Syn10sK2SrOQhC2DNa3RkujTdFhsQxeUUv8K/OtCt0OzeDAMz8ZjYDTHUGp6FbkXVY+u0UxEe2OY7rJFtFrRQtcsKeIRi9WtDZN6LZajha5ZcgSLS1Mp0a6FrlmSmIawqqWhZuMjLXTNkkVE6GqK0BGvmJlbwqKLumg0U6UlGirZlVUJ3aNrlgWTxdm10DV1gRa6pi7QQtfUBVromrpAC11TF2iha+qCRecCMBVEpA+ovYbhwtMJ9C90I+aJhXit/UqpnZUeWNJCX2qIyF6l1PaFbsd8sNheqx66aOoCLXRNXaCFPr/cv9ANmEcW1WvVY3RNXaB7dE1doIWuqQu00DV1gRa6pi5Y0kLfuXOnX4JK/+gfFBOwpIXe318vq+mambKkha7R1IoWuqYumBehi8hXRKRXRF6s8riIyL0ickhEnheRy+ejXZr6Yb7sLr4KfBF4sMrjNwI9/s8bgC/7vxeMoJDV8cEU6/xCVgB3P7KvpGLbBaua+Pd9fYzmHMKm0BmPoPAqS1+9qZ2fHh4onKP4dibv0J8sNcyMmIKrPFPNrniYeMSiL5kl73j1Rnu6m0racag3ia0UpsDmrnhJLdPidk9UTODeHx7ggaeOMJpzaAybfOCajXz4+i0VX/9iLUpw230/4adHBgHU0btuquh7MW8pACKyAfi+UuriCo/dB+xWSn3Dv70f2KGUOj3ROeeqKl2lcojD6Tx5x2U062D4b6XtKlzllRMXoVCNuTsexjSF3kSOrniYzniE/mSWvmSO7qYwqazDcMauev3iMummAYZ4pZs7m8LYjiKb94pTFZcJNYB4xCQcMmmJhiYtzQieyO957BCGFMoX4iq4+ZKV/PzYcE0lHheaIpEDUE3oi2WMvqhqF5WXIY+FLZJZm5G0jWkIpmFgGkahxqWCwt8C9I/mGEnbGAKJjI2IkMh4t0fS9oQiB0oE7LpgGQaGIYykbRIZm2TOwVXetQJjWQUkcw7JrF3S7pAp3PfE4YrXeeCpIxjin18M/zfsev7MuNc/0XkWkmKRT8RiEfqktYsKB4rcLiJ7RWRvX1/fnDTm+GBqXMltx1UoqFgUSinvJ8BVkHNcDPF+w/jbtRKcVvzn2q6Lq/z7pfQ4VzGuDEo0ZHJiMFXx3KO5sW+nAEO8c5S//onOsxRYLEKftHZRgFLqfqXUdqXU9q6urjlpzLq2GOl8aelu0xCEUkEHiJR+AAyBsOn1+GG/LEn57VoJTqv85wa9rkBJVyD+dc0y5Qa1SSvRGDYpLw/kKu8c5a9/ovMsBRaL0HcBv+1HX94IDE82Pp9LKtX4jEcsmqMWjqtwXBfHdQu9YSAy8LTX2RimOWrhKmhqsFBK0dTg3W6OWrRMUl6w2EbQMPB6cVfRHLVoarCIh00M8ZcDi4ZM8bBJPGLVXJv0A9dsxFX++dXYt8XNl6xcMjVOr97YVtNx8xJ1EZFvADuAThE5AfwpEAJQSv0tXimXtwOHgBTwvvloVzV2bOvmM1BSPvyTN10IlEZdtnQ3lkRdoiEv6gKwti3GbVd6UZYTgyk2dsb5zavGbocsY8Koyyo/6tKfzJLzoy4bOuI1R11qKXv+4eu3AEwYdVno8umT8Y07/sO4CWkllvTGi7mKumiWLFUtdRfL0EWjmVO00DV1gRa6pi7QQtfUBVromrpAC11TF2iha+oCLXRNXaCFrqkLtNA1dYEWuqYu0ELX1AVa6Jq6QAtdUxdooWvqAi10TV2gha6pC7TQNXWBFrqmLtBC19QF8yZ0EdkpIvt9I9FPVHi8RUS+JyLPichLIrKgTgCa5cV8uemawJfwzEQvBG4TkQvLDvsg8LJS6lI8a4y/FJHwfLRPs/yZrx79KuCQUuqwUioHPAS8o+wYBTSJiABxYACY2KRQo6mR+RJ6LSaiXwQuwLOiewH4iFJqakaFGk0V5kvotZiI3gA8C6wGXg98UUSax51oHkxGNcuP+RJ6LSai7wO+pTwOAUeAbeUnmg+TUc3yY76EvgfoEZGN/gTzVjxj0WKOAW8FEJEVwFZg8Rlya5Yk82IyqpSyReRDwKOACXxFKfWSiPxn//G/BT4LfFVEXsAb6typlNL1FTWzgjYZ1SwntMmopr7RQtfUBVromrpAC11TF2iha+oCLXRNXaCFrqkLtNA1dYEWuqYu0ELX1AVa6Jq6QAtdUxdooWvqAi10TV2gha6pC7TQNXWBFrqmLtBC19QFWuiaukALXVMXLBqTUf+YHSLyrG8y+vh8tU2z/JkXu4sik9G34ZkZ7RGRXUqpl4uOaQX+BtiplDomIt3z0TZNfbCYTEZ/E8+p6xiAUqp3ntqmqQMWk8noFqBNRHaLyM9F5LfnqW2aOmBehi7UZjJqAVfg2dJFgZ+KyNNKqQMlJxK5HbgdYP369XPQVM1yZDGZjJ4AHlFKjfpWdE8Al5afSJuMaqbDYjIZ/S7wSyJiiUgMeAPwyjy1T7PMWTQmo0qpV0TkEeB5wAUeUEq9OB/t0yx/tMmoZjmhTUY19Y0WuqYu0ELX1AVa6Jq6QAtdUxdMWegi8i4RafL//hMR+ZaIXD77TdNoZo/p9OifVEolROQavNqgXwO+PLvN0mhml+kI3fF/3wR8WSn1XSA8e03SaGaf6Qj9pIjcB/w68K8iEpnmeTSaeWM6Av11vKX8nUqpIaAd+PistkqjmWWmLHSlVEop9S1gWETWAyFg36y3TKOZRaYTdblZRA4CR4DH/d8Pz3bDNJrZZDpDl88CbwQOKKU2AtcDP57VVmk0s8x0hJ5XSp0DDBExlFI/Al4/y+3SaGaV6eSjD4lIHG8H0D+KSC9gz26zNJrZZTo9+juANPBR4BHgVeBXZrNRGs1sM+UeXSk1WnTza7PYFo1mzphO1OWdInJQRIZFZEREEiIyMheN02hmi+mM0f8C+BWllN64rFkyTGeMflaLXLPUqFno/pDlncBeEflnEbktuM+/f7LnT2oy6h93pYg4InJLrW3TaCZjKkOXILKigBTwy0WPKeBb1Z5Yi8lo0XF34+XSaDSzRs1CV0q9D0BEvgZ8xE/oQkTagL+c5OkFk1H/OYHJ6Mtlx/0+8C/AlbW2S6OphemM0S8JRA6glBoELpvkOZOajIrIGuDXgL+dRps0mgmZjtANvxcHQETamfyboRaT0S8AdyqlnArHjp1I5HYR2Ssie/v6+mpqsEYznfDiXwI/EZFv4on114E/n+Q5tZiMbgceEhGATuDtImIrpb5TfJBS6n7gfvCcuqbRfk0dMp2V0QdFZC9wHV5P/c7ySWUFCiajwEk8k9HfLDvvxuBvEfkq8P1ykWs002VaJqO+sCcTd/Hxk5qMTqcdGk2taJNRzXJCm4xq6hstdE1doIWuqQu00DV1gRa6pi7QQtfUBVromrpAC11TF2iha+oCLXRNXaCFrqkLtNA1SxqlFMmszZnhzITHzUuJdI1mtsnkHZJZm9GsjeNOnpioha5ZMtiOy2jWIZHNk7PdKT1XC12zqFFKMZpzSGZs0nmH6aaVa6FrFh1KKdL+0CSVdXBnYc+EFrpm0TDVcfdU0ELXLChZ2xuWjGYdbHdq4+6poIWumXfyjksyY5PM2uSduRN3MVromnkhiJgkczbZ/ITWPXPCvC0YTWYyKiLvFpHn/Z+fiMil89U2zdwQLOacHk5zbCDFudHsgogc5qlHr9Fk9AjwZqXUoIjciGdS9Ib5aJ9mdsnkHRIZm1Ru9ieV02W+hi6TmowqpX5SdPzTeG5emiVCznZJ5WwSmfkbd0+F+RJ6JZPRiXrr30EX6V30uK4i6Yt7oYYktTJfQq/FZNQ7UOQteEK/psrjtwO3A6xfv3622qeZAumctww/mp3+SuV8M19Cr8VkFBG5BHgAuNEv2jsObTK6MGTyDqmcw+g8hgQnw3EVR8+NcuBMgv1nk9x7W3X38vkS+qQmoyKyHq9qxm8ppQ7MU7s0E7CYxO24itfOjXLgbJL9ZxMcPJvgUN9oSXLXggu9RpPRTwEdwN/41tG2Umr7fLRPM0bWdhjNLqy4HVdxbCDF/jMJDpxNcOBsklf7kmSrZCy2RkNsWRGf8JzaZFSzoOJ2XMXxwVRh+HHgbIJXe5Nkqoi6ucFi68omtqwIfuJ0N0UQETZ1xauajOqV0TplIcTtuIoTg6mCoA+eTXCwN0kmX13UgZi3rGhiy8omVviinipa6HXEfIrbVYoTA2n2nx0bfhzsTVQVdVODxZbuOD0rmvweO87K5oZpiboSWujLnPkQt6sUJwbTHDyb8IWd5ODZJOkqsfV4xBrrpVc0sXXl7Iq6Elroy5BM3hN2KufMurhdpTg5mOaAP/w44A8/UrnKom6MmJ6gu8eGH6tb5lbUldBCXybMReqrqxSnhspEfTbJaDVRh016invqFU2sbp1/UVdCC30Jk3fcQs+dmeESvFKKU8MZDgQhvV5P3KPZyueNhU16ukuHH6tboxiLQNSV0EJfYmRth1TWYTRnT3knfIBSitPDmZKe+sDZJMmsXfH4aCjoqeNs9YW9pm3xiroSWuhLgJlMKJVSnBnxRL3/jBfSO9CbJJGpLOqGkEFPt9dDe2PrJta2Ly1RV0ILfZEynZ5bKcXZRHZs+OH32CPVRG0ZbO6Os2VlMKaOs7YthmksbVFXQgt9keC4yhN3zhP4ZBuFlVL0JrJ+3keyIOzhdL7i8QVR+wswPSuaWN++PEVdCS30BUIpRSbvbVaYLAyolKIvkS1JaNo/gagjlsH5Xf6Y2u+t60nUldBCnweUUuQcl5ztksm7ZG2HvKMq5nIrpehP5gqTxP1nkxw8m2AwVVnUYctgc1ejt6Lo99bndTQuW1EbIt6PUfS3MGkIUwt9FlFKkXcUtuuSd1RhOJLJu1U3KPQns/4kMVlYLq8m6pApnN8VLwh6y8omNixiURsimIYQaFACUeL9pujv4sfEF7EApiGF88zkdWqh14jrKhylyDsutquwHYXt/+24ClepSTcCn0tmC0vkwZh6YDRX8diQKWzyRb3VX4Q5ryOGZc6NcUMgKCnqHQNZiVB4zBTBMgwMo+w55YJdZFGauhR6IMxAnEHv67gK5e/wUwr/MXdaO9kHRr3hh5dT7Qn73ESi7owX8j+2rvREHZqhqE1DsEyDkCEYhmD5v02/h5yNnnKpsKSFrhQkMvnC5lOlvOGD64u08LdSuAVxM+v7HAdTuZJNAgfOJuhPVha1ZQibuhpL8qk3djZOSdSBQAPxhkwD0x+3hkzDE7ghi65XXUiWtNBt14tGzCdDqVzp8ONMkr5k5TZYhrCxs7GwRL5lhTemDlvVRW0ZBpY51tMGvXDIMEpua6bGkhb6XDOUypWMpw+cTdBb5YNlGsLGjka2rByLVW/qjFcUtYgQMoWwaXhDC9PrlcOmoUU8R2ih+wyn8hzoHRt+7D8zsag3dMTYuqLJ3yhQXdSmIUQsk4hlELYMT9AT9OiauaEuhT6Szpf00vvPJjg7UlnUhsCGzka2FOV/nN9VvacOWwYNlkEkZNJgGXMWJdFMjXkTuojsBO7BcwF4QCl1V9nj4j/+diAFvFcp9cxMrzuSznOwd0zQB84kOTNSuYKZIbCho7GQU711RRPndzUSCZnVXhMRyyAaMomGTRqqHKdZeObFBcA3GT1AkckocFuxyaiIvB34fTyhvwG4Ryk1ocloZFWPWvPeLxC2vKiDcl0ytmJx2OssTYQqFmpFhAzxQ7FgmcL5nY184sYLALjvicMcH0yxri3GHdduAuCuh1/hyLkUrqsQ/CiYfxHTgJ7uJm68eCU/PTww7rmVzld+34f+6eckc97/+tG7bqo4yZkvoV8NfFopdYN/+78CKKX+36Jj7gN2K6W+4d/eD+xQSp2udt7Iqh616j1fmNO2aybHFG93UThk0hINEQ2ZpPMOw+k8ubxDKu8CimpJmIK3KNXdFKEzHik8V4DmsvOV33e4b7Tkg1lN6PM1gKxkMrpmGsdoFhkCuAqSOa/+UCxsISLEwhbJrE0y52CKMNGam/LPkcjYJc9NZMafr/y+Wrvp+RJ6LSajNRmRisjtIrJXRPbW/Co1c4eMCbV8BdlbgfZ661oGDrmiDE7HVeNSlSvdVyvzJfRaTEZrMiJVSt2vlNqulNpe8aOhmV+U10MZwrhUAi/NwBN5LYu04aIIlbc4VirPSvfVynwJvWAyKiJhPJPRXWXH7AJ+WzzeCAxPND7XLA4UnsjjYZN4xCKVs1FKkcrZxCMW8bCJoxQTrYMFH5SmBqvkuU0N489Xfl+tfd1iMhn9V7yIyyG88OL7ajm3IRSiLihFxnZx9JBm2sxG1OXEYIq1bTE+edOFwFjURZg86lL+3ErnK7+vOOpS9XUtZZPRSy+7Qn373x6v+rhpeBOWpgZLx7jrg/oxGfVm497XaCxs6gw+DbCMhB62DJqjIeJhSydGacaxpIUu4i0eNDVYRCw9NNFUZ0kL3TKEznhkoZuhWQLo1DpNXaCFrqkLtNA1dYEWuqYu0ELX1AVa6Jq6QAtdUxcs6VwXEekDXlvodkyBTqB/oRsxTyzEa+1XSu2s9MCSFvpSQ0T21kvZ98X2WvXQRVMXaKFr6gIt9Pnl/oVuwDyyqF6rHqNr6gLdo2vqAi10TV2gha6pC7TQNXXBkhb6zp07FZ47g/7RP4oJWNJC7++vl9V0zUxZ0kLXaGpFC11TFyxpF4DZYve+3hJz+as3tfPwi2c41JvEVgpTYHNXnLe/bhUPPv1aobSiAG/c2AZicHwwRdw3TEpk7YJJ/fMnhnjgqSOM5hwawyYfuGYjH75+y7hrVjO537GtewHfmeXDkl4Z3b59u9q7d++MzrF7Xy+f2vUSIVOIhkz6k1mvSJei5soZjWGDzniEk0NeyZg1rQ1YpkF/MstI2sYyPVdZV3k/N1+ykp8fGy5cs5rJfd5RfObmi7TYa6eqc1XdD13ue+IwIVMK5vKJjO0JkrFKDJMxmnPpT+YKFZn7kzliYYuRtA14tUMNMfzfsOv5MyXXrGZyHzKF+544PKevv16oe6EfH0wRLTIgLTajn4r/es5xEfE+GME5KsW8DPEM7aNlpqeVTO6jIZMTg6naG6GpSt0LfV1bjHTeKdwuNqOfODJbStg0/BLtY+cQxn9WXOW5/BZfEyqb3KfzDmvbYrU3QlOVuhf6HdduIu+ogrl8U4OFId4bo6CmkiTeGD2MoxSOq+iMh0nlbJqj3lzfdl1c5fq/vTF68TWrmdznHVWYpGpmRt0Lfce2bj5z80V0NzUwnM6zsTPOH7y1h60rmwgZgghYBmxbEedj1/fQGQ8XnivA1RvbuGRtG66CzV2N9HTHcRV0NzVwz29cxkev7yEaMrFdbyjykes289e3Xl5yze6mBj5/y6V87pZLS+7TE9HZo+6jLpplhY66aOobLXRNXaCFrqkLtNA1dYEWuqYu0ELX1AVa6Jq6QAtdUxdooWvqAi10TV2gha6pC7TQNXWBFrqmLpg3oYvIThHZLyKHROQTFR5vEZHvichzIvKSiLxvvtqmWf7Mi9BFxAS+BNwIXAjcJiIXlh32QeBlpdSlwA7gL0UkjEYzC8xXj34VcEgpdVgplQMeAt5RdowCmkREgDgwANjz1D7NMme+hL4GOF50+4R/XzFfBC4ATgEvAB9RSo1znBCR20Vkr4js7evrm6v2apYZ8yX0Sjs/yrc23QA8C6wGXg98UUSaxz1JqfuVUtuVUtu7urpmv6WaZcl8Cf0EsK7o9lq8nruY9wHfUh6HgCPAtnlqn2aZM19C3wP0iMhGf4J5K7Cr7JhjwFsBRGQFsBXQ7j2aWWFevBeVUraIfAh4FDCBryilXhKR/+w//rfAZ4GvisgLeEOdO5VS2hdaMytoFwDNcqKqC4B2050hxa64ldx0d2zrrnhMXzJLznYJmUJ3UwNKKZI5Z5yLbiXXXe31MnV0jz4Dip14bccd56abdxS3XL6Gbz5zsuSY4D03DMFVCuV6fxc/7zM3XwRQ4vSrHXYnRfu6zAXFTryV3HRDpvDAU0fGHePieTBahoHrghIwpfR59z1xeJzTr3bYnT566DIDjg+maI2GAM9B1xSBIjfdaMhkNOew3nfOLRyjxhYRlP+PlD3vxGAKBYXzB2iH3emhe/QZUOzEW8lNN533qlyUH4OMfccGHuzlz1vbFhvn9Fv8mGZqaKHPgGIn3kpuunlH8YFrNo47xsDzSbddF8MAUeCo0ufdce2mcU6/2mF3+uihywzYsa2bz+CN1U8Mptjc1YiIkMzadDc1FCIkl6xtHXdMEHUJm0KXH3UZzTklzwNKzr9WR12mjY66aJYTOuqiqW+W9dBl975e7n5kH4f7RyE5jykAACAASURBVAHoagzRFA1PuKDTFLFQStE/miss6GxZ0Vzx2GplE6/e1M5PDw/oRZ5FxLIduuze18vHv/kcg6l8oUCWo8AUWNsWnXRBRykwTe+bsKMxTNgyS44NFnBG0nkU0OKXTTw3mqU3kaMrHqYzHtGLPPNL/Q1d7nviMImMjWkIpmEU4tYuTLygYwiu8hZxLMPAwCvJWH5ssICTyNgks2NlE0fSNoZAImPrRZ5FxLIV+vHBFLbrFuqEqqIVmvIFnWjRgo6/nlM4PljIKT82wHZdHHfsWzHnuBhSWsZRL/IsPMtW6OvaYliGUSJY74/JF3SKC+kGCznlxwZYhoFpjH1jhk0DV5WWcdSLPAvPshX6HdduoqnB8sbmrlsYvBkw8YKOqzDEW8SxXRcXryRj+bHBAk5Tg0U8MlY2sTlq4SpoarD0Is8iYtlORqF61CWZtUsWX4JIyonBFPGyqEvYFHoqRF2KF3CgdFEniLroRZ55p+pkdNkLfaa53JOdYybXuPeHB3jgqSOM5rxh0Qeu2ciHr98ya22rQ+pP6MW54pPlcpfH0RPpHKeGs4zz2iiiI+ZlFZ5L5QGImEJjxGI05xCPmIXYO8Ddj+zjUG8SWylMgc1dcS5Y1cSu5894VarFS9t1FXzkus01iX0qr6+OqD+h33b/0/QmMsTCY2tiqZyXg/KN299YuK9888SJwTTOFN8SYSzt1hRoCJmsbPEqQOcdl2TGLjmngRfmNA0Im2NRHNv1ojvPf/qGSa9Z6+urM+ovjn58MDUuFFgpzFe+eWKiXrwqRW+v64cvY2GLZNZmJG3jlkdygmPLLmYIjOZKozrVqPX1aTwWk8nox0XkWf/nRRFxRKR9uterNZe7WDA5xx1vqzRFFGOhRcdVXkweSj4Mqux3gKugMWxSCzpXfWrMy9DFNxk9ALwNz8xoD3CbUurlKsf/CvBRpdR1E5230tAlGG8f7E2QyNjEwgbZvEvWcTFEWNEUYTidJ5V3vaV+ihaTZgEB1rfHaI6GONibIJt3Sx4M4vSmIdiuImRKYYxuO4q1bVEUTDq51GP0iiz40KUWk9FibgO+MdWLBP/5vYkMK5sbaAybDKZsMnkXyzBwHMXJoQyJrIPjKm+pfxZEXvzutkQtmhq8uHo8YtEctTDKV1uB1liIX3v9KqIhE9sFyxCaoxZhy6A1GqI3keFTu15i977eitfcsa2bz9x8Ed1N3lygu6mh3kU+IfPVo98C7FRKfcC//VvAG5RSH6pwbAyv19+slBqY6LyRVT1q7fvuIWIZWIaQytkYIgjeZC8Qc+U2zUzkhn8OV0HYMtjYEePtr1s1Ln4OlaMun7jxghJR6snlrLDgvi61mIwG/Arw42oiF5HbgdsBzOYuHFeRyjmFr//gtCGDqiKfKn4SI4YhrG6J0uxvWFZKMZzO8+SdYyOsD1d4fi29bPFG6wA9uZw9FpPJaMCtTDBsKXbTNWMthfvLRT3VEOFEuIx9KvuT2cL9szn505PLuWUxmYwiIi3Am4HvzvSCk/XmUxq2KDD8tMas7c5JDoveCD23LCaTUYBfA/5NKTU6nesUL9zMKgIRy6A5ajGadRhO52c9h6V8o7XOkZldlvTKaGRVj1r1ni8A3mILjPXkwerjbGAKdDdHCJmmjmwsbpZnCkBkVY9a894v0BAyx0Vdco6a1d49GjLYedEKzozkdBLV4mV5Cv3Sy65Q3//3J+lujhCxTK65+zFaoyFEhH1nRsg7quSV1/JKBeiIhxkczZXmp/jhyJUtEToa9V7QRcqCLxjNGXnH5dRQhuF0fpxFXGFTkRTtMJoEBSSzpfkpwtiQaCSt94IuRZa80MGLZ59LZnnXFWvJ2W5ht1CwIhmkwtZKkKNSoCgZS+8FXZosC6EHvH59Kx96y2baY2FcBT3dcda1RTENA9MwWNvaMKHgg9VOpzw2WbR0r/eCLk2WtIFRpenmlRvbuXJjO9GwSVc8gmWWfpbv/eEB7nnsEChVMgYXvJXPtpjFuWTePz8FkQdj9Oaot9UuGKPXEucu3wmkDY7mnyU9GW1au1U98O0fcOWGytm8piF0xCPEI6Wf52ALWzLrjbeVqwiHDFY0NdAcDZHI5Dk5mML2RymWKZzf2Vgxl2UygZZnGfYns/Qlc3Q3hfWkdvZZnlGXII7+pvM7+L0d57O6NVrxuHiDRWdjBKPKuKU4WhNQKY9lOpQnax3uS5JzXMKmwaauODB3yVvBN8mLJ4cKacnxiDWlvanFac+VLPpm0q7Z+kYLzvfTw+eOHL3rpopfsUt6jB7zNyn8+NVzvO+re/j7Hx8Zly8CkMzYnBxKk6nwGMxtnkn5TqD5MjgKvkn2nRkuSUsezdrc89gh7v3hgZrPcfRckuFU3rPgy9gc6U9OmEJcyzl7E5ma0pGncj6garbrkhb6+vYYn7zpArriEfKO4utPH+N9f7+H3ft7Kf+m8sKQaQZHc+Mem8s8k/IP0XwZHAVbBIfTNjAWJg2iUA88daTmc4ykbQxDxln0TSe0Ott1mYrPNxFLWuggvGVbN199/5W8+w3rCZlCbyLLZ77/Cn/4/z3Pkf7xKTODqRwnh9Jk7THxzeUmhvIPUVODZ3AUTGrnKnkr+CYZF0BSte9NDc4RWPVBqUXfdL6FZnuva6XzVWJJR10CoiGT37lmIzsvXsmXd7/KT149x7PHh/jdB/fyjtev4b3/4TyaGsZyvXO2t8jU3himxc8B37Gte04mg+XJWhs74/zmVXNvcLSuLUZvIlOUp+8RbBapZW9qcI6waWC7qqTW0nS/hYJzFvfAM/lGq3S+Sizpyeill12hvv1vj4+7/2dHBvjSjw5xfDANeJbOv3PNRm68eGWJTyJQNQw538zFBO1Tu14ikckxmLIL95v+cm8t/jHBOfKOQ38iV4hpBDba0/nWm+29rrv39fJ7/7CXtO3p+OhdN1WMOCzxoUtlrtrYzgPv2c7t124iGjIZTuf5qx8c4IP/9AwvnRouOTadczgxmGYkk1+g1s7+BA3GhmPbVrbQFDExDW8TdmPEqtkkKTjHho44LTHP/72lwWJjZ3zawpztYeJ3nz1REPlETLlHF5HrlVI/LLvvPUqpr02tiTPniu3b1aO7f0wiY4+bYAb0J7P83ZNH+MHLZwv3/fKFK7j92k20N4ZLjm2MWHTGI5iGTCmstntfL3c9/AqH+pI4CiwRNnfHuXPnNoBJe+rb7n+ao+eSjKTtQuixOWqxoSOu94tOwvn/97/ijA2r3KN33VRxTDYdoT8BvAT8ERAHHgCySqlbZtroqRLYXdiOy1A6P6HgXzw5zP947BAHe5OAF5r87avP49cuW0OoaNhiGQavnBrmzx/eV9NX9u59vfzRN59joMz8yBQvfh8yjUI1jGpf09v/2w8YTuUxDCmMg11X0RILsfdP3ja7b9oyY8Mn/jfApEKfztDlzcCrwLPAU8A/LYTIi7FMg854hHVtUVrKFn4CLl7Twt+8+3I+9rYttERDpHIOf/v4YX73wZ+z5+hY+NV2Xb78+GFEVEF8E4XV7nviMMmsXUhGKM52HEmXVsOoFkrL2S4Ifi69eNv2xL9fMyHlc65qTCfq0ga8AU/sa4HzRETUIpjVWqZBRzxCayzMUCrHSFkPbxrCf7xkFW/e0snf//gou547xbGBFHf+ywtcuKoZpRQDqRwDozmaIhapIvMhAbIOnBnOMJzKFe4/PpiqmO0YXLY8Qcx2XPYcPcfWP3kYgE2djbjKu45bFNkACJu1/SdWol6cdm++ZCXffvb0pHuAp9OjPw08rJTaCVwJrAZ+PI3zzBlBjsv69hhtsfC4T31TQ4gPv7WH+37rCi5d6zkJvHx6hFfOJMjbLspVDKRKJ6fB+5hzXBJZpzBRXNcWwzSkNMkiyGWntMdJZPIcH0hju/gFwRQHe5NkbUVj2MQyBUcpLFPoaAzTs6J5Wq9/Lia3i5W/vvVyfu31q4L3uaqepzNGX6+UOlZ237VKqSem1dIZUG5JV9yLxcMmIkIia7O2Ncp/euN5vG5ty7geVinF+7+613fRnfy9CJsGHfFQYaJY6xjddlyOD6YLGzosQ7BMA9cXvIiwti06KyG3OjZDmlUDo2ER+Su8sboCHser5L2gFMdnTYFDfd6q6JrWBvqSWf7i0f18+lcu5PLz2hhK5XF9UYsIGdthQ2eUwdE8g6n8hFvumhtMOhojhZW8Hdu6+fwtl/In336eE8Oe54sAq1ujvOuKtTz84hkO9iYoHm4rIO8qAscYb4SkONw/iiiIhDznsQ8/9AvClkFPd9OUChAsJjOk+RhCffShZ9j1/BkcV6nZjKN/BUgA7wJ+HRgB/n6yJ03mpusfs8N3031JRMavBE1Auf2zKYJpSEmpxb978gitsTDr2mO0xsLepA9Y1RwlZys64xHOa49NuDljNOcwksmPy5Q0TJPzuxq5eHUzm7oayeQdHnz6NXKOS8QyCZlSGM4Ep7fdQOQepnjST+ddUnmHdN5hOJXn6LnSJKrJhiaLxQxpPoZQH33oGb797Ongm7rq7H06Qj9fKfWnvmHoYaXUnwETJmr4brpfAm4ELgRuE5ELy45pBf4GuFkpdRHeB6lmyu2fg32ixaUWgx7NNIT2Rk/wLdEQt161Dtv1NlOELKE9Fqp6nXTeKxbQn8jyvWdPopTik999keMDKV7tG+XFUyMc6R+lP5ljJJ0nFrbIOS6mCJY/uaxkGx0kewW4rl/n1PCSqoqjNcGH2nEVR/pHOTaQonckw92P7AMWjxnSbCdwVWLX82eAyfcET0foaRG5JrghIm8C0pM8pxY33d8EvhWM/5VSU/rYl2+MVmosLwMq92jBpPWWK9byX3duoyMeIZGxWdvWyMrmCCGj8l7T9liInOPy3x/exx0P7uH4YLpEtK4K9pcqEpl8oT1ecV+hwSp928Omd3/xFKE4XFmeRHV8MIXtbwq3XeUXAVYc6E2ye1/vonHanY9iBeO2PVZhOmP03wO+5tvHAQwC75nkOWuA40W3T+CFKIvZAoREZDfQBNyjlHqw/ETFJqPr168v3H/HtZv41K6XChujTw5lQMHK5sikPZplGtx82RrefskqRjI2I+k8T796jnseO+hNGg14bSBd6HH7R/M0O94mhh/u66v6ogXoS2TpjEc4NZwG1xP1qtYoeUcRCxkcPZcqEXWxtTRUTqJa1xbjF8cGET/2HhwfMr1eNEhQW+hw4mwncFXCNKQmsU+nR38F+Au8sfq3gO8AvzrJc2px07WAK4CbgBuAT4rIuISMYpPRrq6uwv3FvZirYHNXIz3dcVxFzT2aZRq0N4ZZ3x7jxktW8dHre/ztbi6mIXQ2hoj4vfFIxubMSAZXVX8TRSBjOzQ1WHQ0enOCWMQqtOcTN15QUgu1+NvDMPw6p65Xu7T4g3rHtZvIu24hROm6ChfFiqbIonIlmI8h1M2XrAQm99KcTo/+XWAIeAY4WeNzanHTPQH0+76Lo36qwaV4lTJqotZerJbNygDfeuYkxwZHGc16/0H9o3lCBrRG/3/23jxOsrq+937/zlJbV/U23T37MDMwMCKLrEIkOCpJcHn0Jg9JING48cC9DxGTPHo194kk12xwk5uINyZCiPESEjSXaOQxgka5I6Igq8gAowM9w0zP1nt37XWW3/PH75zTVdVV1dVLdVd3n/frNcxQderU6epv/c73910+X4Ppgh2s8PV2QHFTI1tyOXBiGoBUVKOvI8ILxyf48L1PVySIbLy4u4CooaNrEiE0IobGzg3JimjFvr0D7OlPcmRcJasiukZfMoahCwZSsWY/rpazHHqSf3n9xUAQdVnSOPoBKeV583yNgTLYt6G+HE8BvyalfLHsmNcBf4VazSPAk8D1UsoD9c4715zRWjTTrDydVyFGUxecnmMMYz0MAU0U1c0iamg4nt99y74z61YZhqNdarKkSl0/EEKcP58XSCltwFfTfRn4Z19Nt0xR92XgYeDHKCO/p5GRL5TqSEC6YKOJSgWudMEOJspJv7OmxrkMUf8DXIiRg5KlNrzN5ef2vxqOdlkiFrKivwScBRwGinitiFLKC5b+8hqzkBW9uuP/4KnpoAtn7yaVcn/55FTwvOWJv5TL2/kuS9TQKNnukktVq44eV7XcxQw+e/1Fa86AlzKR1IwKwEJ89Lcv6GrahOpIQETXghpwH0PTQIAuBLbrzERCyozcj3iUG3nMUHeE6jqZ+VJy3CCxlCs53Pbgi3ya5kbErAbK3a7yRNJCfsbyc7GUKgBSytdq/ZnveVaKZpqVUzEjmCgnPEuWzGQ1NdSXwJWyIlKyIRmlL6ni70uBrgmihrbmxEyXMpHUrArAmmiOng/NNCt/6p0qaXvXo4NYjiRbtLEdiaYJ+pMR5Ufrgqmchd+N2ZMw6ElEyBZtUjGTouWQtRZeT657TRh9yeiaEzNdylqcWueqxbozdKgdhpzPNDnfJxzS1BfDD0/6X5Tb3nUuecvhv3/rp7w2nsWVc89U0jzRFf+rETVUM0ln3CRXsteUmOlSJpKaVQFYl4a+WJr9olx73mam8hZTeYtvvXiKv/z2T8nXWOV9V8cFOiM6UVOn02u/W4tDu8qz2OWh0YX8jOXnakRo6C1E0wQ9HRE64ya/ePE2OmMmf/fYYQ6PZbHdmWiO44kKnbGhg4++bQ+pqMHfPnZ4zQ7tWspEUvm5Xh3J1labZZXruiwkvLiSlGyX8WyJdMHioQOn+LvHDjOVVxGa/mQUXYOxbAkBnNGb4L+843W85XUbmz7/emmfa8DaVNNtV0P3ZanTBaVZ2BHR2dIVCzqeOkwdy3VJF22kC6PZUsXrBWqF74yb/Mkvns/bz98853uGmVKgDUakrzl8Y86WHDoiOjdetYsLtnVXdBqBKiOdLthMFzIVr/dDlbXiMhLlzkzkLP7smz/hgu3d9CYixBvIyFWH2RIRg1zJDqoZ1zuhoS8Af2qGJsDQVMTgM985RDKik2lCvBOUMTdzLz08muXRg8O88cwNxCM6PYkIsRqimu3UPteOhIZexYzqVjaoc/aTReV/AziU1Y0D08XmjHw+SOC/fv0l/urXLmJ3f5J8KU8qZtLbUalusBy136uZNam9uFD8jv5DwxlsT6uluu2tehVudmVeDAXb5cZ7n+FX7nqc/QdHSBcshiZyFXqR7dI+166Ehl6Gr7rVZHfWsjOaKfFH33iJv3rkFUq2y2i6GEzyCKsZGxO6LmXUVN1qE/yZqa6Erzx3nAMnpvjIW8/i9Vu6ODGZJxExuOLMDaFh1yE09DK29yQYzRSxnfkbu6mLoKS3FUQNjc2dMUayJdIFm5+ezvCR+39EzNQ4sy/J+644g8t39zbcsK5nQteljJuv3k0yasxryjTMpPAXrpTYGAH0dUQxDI2oLii34YLl8uLJaf7Lv77AFx87TL7kcGIyz+npQsX4mvVOaOhl+KpbewaSmJqoEBtqhOWqeHl3wmB7T+0RkIuhO2HQlTCZypVUrbucfV2uhHt/eJT7HlcV09mizfGJPCen6k/jW0+EmdEmqe5MeunkdBB+jJlaoGlu6KJm4dZ80YVSJbhl35lBZeRU3qIjqjOSLuK49aM9teauxkyd7oQ5Z5XfKifMjC6W6ji1v0BoAgSqdtwVckmMHFRm1AAeOnCKdNFme0+CXGmaDR1RpvP2rKlyhkZg/N9/dYwfvDrmdUHBjt4ObvrZ3Vy+u5eIoSQ91rjBzyJc0ZukupbkxRPTSDxVXE9ly0W2ZENq6ur8jpR0eQq9I5nSrOM6ozpCm5ktWo4u4DeuOIP3/cxOAKKmPmdZwVLRiv7QOuda+aIuIcS1wJ2Ajurwv73q+X0ozRh/0utXpJQNVXqXu6graLjw3AhNqOZpv+c0FTMYyZSalkmbD6YmcJE4rtpYVd83yn/D9d5dF9CXjAQ9rdt7EvzmW87i2vM3zWuFn4/hNltsVuucwCz9nQeePd7oXCtr6J7I6E+Bn0MJFT0F3CClfKnsmH3Ax6SU72r2vCtZvVjvF3jJji6+9vzJliSdIrqg5Kg+VSlnlyboTWrJGGKm0bszbvKJX9jLm/b00ZUwSUWNmqNxfOZbJdmMVnutc07lLQQEDSh5S00P7O0w6UvG6p1rSXVdFkIzIqOrinqZyL+8/mLec+HmWZ+4LiBhVD463w+/5LlFuqaUeWOmRszUiRmaUuptMr5pS5DeviJbtPnSU8ewHJVpPTqeYzJXwq3zTZ1vY3MzQqO1zpkp2qQLlfOfHFfNlWp0rnos146kGZFRgCuFEM+j5Oo+Vq7k1Y7Uk8B7+WSaqKl5mopSGbSAXNVyGzV1ipYzbyUwXROeFEflNGfHlWhCYjtyznParvTKhCWnpmfEkB1XMp4tMZW36Iqbs4afzbdKsplis1rndFw5a8Jg1NAo2AvTfV8uQ29GZPRZ4AwpZUYI8Q6UeOmeWSeqo6bbLuw/OMyhkQy6UDl71294rrFAVov1N0vJUlPsXAm65rsxyq2p9UFrqOiL7Quiihlpa4mqofnOS6d527kz3UzlBn9gaIp/eOI1hibzjGdKDE8XcKSKPGlCbcZ39XXU9LOb6Q+t9WXQNUEgk+aRihnYOTnrXFfu7uWGu5/g8cGxwXoCRsvluswpMiqlnJZSZrx/fwMlId1XfaJ6arrtwl2PDmJqGhKCvtClxvB8WU14IUXP6HTNk54uO9Y37A0dJh2mpgTzqy7LdiV/8tBB/vybP8FyKu8Fj78yxh9942Uley3VsISSo+5UrvSmdjguxydyfOyB52dNtwDmLDarVXmZjBqkYkbFYxFD55Z9Z1ac67qLt/LAs8cZTheggYDRcq3oTwF7hBC7UCKj16OE/wOEEJuA01JKKYS4HPU7Glum61syjk3k2NgZ5ei4cgdq2NWikcDu/iQAh4bT4A0ZsB2JJT2VLwGmpnz3TV0xNCAZg9fGsvj3EVNT07LTBRtHwjcOnOKF41P85lvP4rKdqs/4S08dw9AEMUPn2EQOUxOUyhq7ESrEWnIkJddmc5dKUpV3ON1/0xUNw4m1mqXLtXWqG6jLFRduuPuJ9hEwklLaQghfZFQHvuCLjHrPfx64DvhPQggbNUHj+naYXTpf/NuwpglPv3zmuVrNG/NFQIV8nu/LOlL57f77STkzLcN2XIYm8+zoTbC7P8krIxk0Af2pGMmowYYOyWi2yFTe5thEnk/8ywtBdvXkdJ7OmDITy3GDwQOgfGaJWtml686K1synw6nefmeueHvbCRh57sg3qh77fNm//wolG72q8X1SUxPeqEWB5RmBJggeLyxwKrTmqXf5+L6sv6L7m9PyTerpdBFT00hGTaSURA0Ny3GZyJVIRg10TdAZM9nUGSdmajw/NMX3Xx3jySPj9CYi5EoOHRGVqLLLEmJ+2bChCVwXRFU13HJ0ODUrYBQWdS0xfthxV18HjgShwfaeOP3JmYkXu/o66IzqzHcwdCqq09MRwdBFhS8bNTUKlkPRcYNNJqiISiqmpmVs7FRfDiEEGztjIPGUgCUTuSKnpgucns6DhBsu205/MorlSE6ni5ycKjCWLdEdN3ClDFQKHFcNH05GdRJRg7ipkylay9rhVO7fN2J9FTwsE/5tuDyTuqsvye1lGcTPfvunfP7RQXI1mqn9hTFQ7gW29cT53ifeWnHObT0J3nPhFv72e4OzElRSQszQ2NWXpCdRCqbzgZqc3d8ZJVOwGc2UyBRtumIGPR0RTkzleOnUNAlTY2Mqyli2hO1KxrIlNX+pM0bE1JnIFik5koihsbW7g+svU7GGLz11jNPpAtt7Evzf+85seSNIKGDUxjTKLgLzzjw+d2wC6SplMCBYdS/a0RNMt653zs9/91VOTReI6BrZks3wdBGJxNSV9mPBdujriPLyqTSgvoTvecNWPvAzZ5CKNfaN4xGd7vjy1NN4rHytSytYbYa+/+Awdzx8kIOe0UR0waauOJ1xk9FMgWzRoTNukozoZEsOw+kirpQYmiAR0Tl7Y+esupKr7niE09MFdCGCzaBEYjsum7vUXcB/71oRDL/8WEoYHM0EiSTbVb580VajH3/l0u38+8unGZpQ0aSuuMmHr9rF28/bVKFGUIuoqdMdN+mIttyBCMt0VwLfuA4Np8kVHXJVCaKiIzk2kaOvFAlGs+/oTQRzlbpiKvRneyJIh0czswTz/fY/6aqV3J+UIYBkmWHVi2ps70lweDRDumCTt9wK+Q41w1QNI7jvh68FimOjXiLpL/79p3z9xyeC3tV6FC2H05aDqWtN1dO0gnAz2iJ8d+HIWIapnDXLyH2k9CTphArXlc9VmsxbaJpQE6RRj1fXlfjtf7brUvI2o6BcjJFMcc5x5Ffu7mUkUwqmbPjZUrXhFLiO95iUFCwHXVNTKi7a3g0Q9K7e/tBBxjLF+m8EQT3N0ESe6YI1K8XfSkJDbwH7Dw5z65ee4/hkjtPTxYYZUj9EZznK3UgXLEqOG8xVklJStFVEJVdyVEy8LDbtt/9FvPmnArUJ3dajxr/PNUXi8cFxBlIRIrqmhg+UXZd0JQ6qIE3TVG1N3NRV/FzCZ69/A3sGVOLqWy+d5v1//xRf9grEGlFu8FP55TH40HVpgoXUX+dKTlDr0ixFR/LaWA4hwPJeV6qKWx8dz9MR0bjgD75Zofu4IRmtaPUD9SWZK2FzbCLHho5oUPqaLli85k2zNnSBLWUwvt30ElUxU+PUdJ7ztnbx179+MQ8dOMU93xtkuqAyod944WRFdrUeluMylikylbPoSph0xlrn0oSGPgfzHSzll5wamqCwgBmMyk1o/Hym5KIJF1MX5C2HOx95hc2dakaq7UhGM0VKjpp2vbO3ccKmYDkcmJipXuyOm2zqijKetdjcHefUlFITEAh6OyLea1w2dapUv64J3nXBZt58dh9f/MFrfO1Hx2dlV8t7V2thu2UGKSTANgAAIABJREFUHzdJxYwggrRUhK7LHDRbf73/4DA33P0ETx4Z5+RkHsedX+bTT8KU//9caEJT/ruA8ayarHF8Mo/l+du2o+Lftfz0/QeHueTT32S0qiVvMm8xnrVIRjQGR7NkSw6OC8moTjJqqC+TK4O4uU8qZvKRt57F3e+7hDdsVxvT7786xge/+BRf+P7hppQIbNdlLKtq4sezJew5XKD5EBr6HDTTOOCv+sPpAjFDw3IlzfRIV7e/GZpW8f+NKF/1NQFFx6U/GVX9qyg3Y1uPCl3W+lLe9uCLjOVqZxOLtstUwcHUBBFd+e2ZksNYtsSmrhgffdseLt9d2y3Z3Z/kv//yhdz2rtcF2dX7njjKB/7+Kfb/ZLgpf9yVkslciWMTeYbTS6NPE8bR56CZVrDyY6bzFiem8i1V7fLxW+pA1dAITeC4LlFDrb6Zok2+5CAFbOiIsGcgxZW7e7nnscNqY9tgA+F/CYWYafTwE1Al22U4XaA0R71O3nL4px8e5Z+fPhZ8Hm/Y3sVvvuWsoPqyWeIRna74nHIdYcJooTTTI3nVHY+gC9XAUHJU/Ycj516Va7HQykaBkrwQQuBIZjVom5ogFTOYKti4riRiCIpz7CHKa9c1AVu6ZxJQUkomchaTudlqBNUcn8zzN/tf5QevzlRdxyM6Z/Z18N43nlH37lALU9foTpgka8fiV7xndNXSjEptMqJzfLKgKvuk9HoyPcOb5/stxMg1oSIkmqbh1jByUMmf8ZyF47XfNXNlfgO2HwItr0QUQm1ON3fFK1yuWmztjvNH/+E8PvQzO4Msar7k8NLJaf704Zd54tXm2w4sx2UkXeTYeJ6pXPOhyTDq0gT1soo+wcridfz4GJqGEK3ReinHlSAdiaR2Kx1UfoH8L4MQjSM81a+vVYkYj+hs7YkzmimSLTauIHz26CSbO6MUbJexbAlXwlTe5g//7WX+23XnN8yuVuNvXCfzJbriJp0xs2GkJlzRl4B00WZrd0zVZUu/OULgSFnRJNFK5tPQIbyuoHK3ZOeGBOdv7QoiP9UmkzD1ul92XVOlvxuS0YZx8JPTeeIRJZy0qzdBymvoyFtO09nVahxX8vALp/g//+YH7Pzkv9XNjoWGvgRs70lg6Bq7+5N0RHQiukrlR3SN/lR07hMsEbomKkKU1b9cv/5dQ62IUVPD0AQ7ehNBJaL/8oihETM1ooaGqQkS0bkrELviJlu740TrSFZv7oxT8MJRhq5ksAdSkSCqNZ/sqs+Tg+Pc+cghRtUXpG7PaGjoS0B58X9fMoIjVfNwX1LNGTLn22GxAExdEDW0oNVNCCrKYzWhhEb7kxFMQ0PXNPoSJkLA0ESewZEMI+kChq7RmzAxNIHjqsrJvpSK2DRDxNDY0hWjOxGZ9dxF27s4NV3glZEMR8ezTOSK6JrGp975On7n586mK26SKznc9eggN/7Pp3nqSF27DfjSU8ewHcc39PPrHRca+hJQvmHNlhyv+0by2niek5MF3nX+Jnb0JuhJzF97vZyehEGk7ARRQyPiZWF7PcMSQrlNcUOntyPC3o1J+pMRdvV1qM6muMlAKsYt+85E03X6khEiuqBgO0zkLN5x3kaSMZNNXTHO2ZhiU1cMU9fn1SlUa6P65OA4D790mq6Y4bXySSbzNteeu5ErztzAuy7YzL0fuoxfvGgrmiDIrn7qXw9wYjJf971eG88ykbX8UGndTUJo6EvIZK7EeLYUbD4FkLMcvv7CKbZ2RcmV3KY112thO5K7f+NSvviBy7hy9wYGUlF293XQEdUZy5aCjKgrIRHV+eVLttHTEcWVkpG0apfzo0aPD45j6oK+ZIwzB1Kcu7mLbT1xTk2XlmwWkr9R7YgagZpAb0eU7T0JzuxPsqkzxnPHpoLjy7OrF26bnV2tpYNTspXGjTZHjUwYdVkCgszodKFmEZflSJ44PEF3wiBbBHeBqW2/1Lc6CnTtX36XI+Nq/lLE6wwqOQ7/43+/gu65ILomiBhaUJD2e187QHfcJF2wGEmr2hhTE4yki0s6Zt3fqA5nCnRUdRr5xWHV7O5P8he/ciH7fzLC5787yEimyH1PHOVbL57mP755N28+uz/Y9Jq6oGhTV0LPZ9lWdCHEtUKInwghXhFCfLLBcZcJIRwhxHXLdW2Lxa+HcWrE6vwVXKJCaYspznNcuOPhg7Mez5QczupPsndTJ8mowbGJHCenikrp13KVfJ0jGc2UuPHep7jh7idIRQ1OTOZ5bSzn1bNICrbLdMHm4KkpxjNFnjwyxs33PcNnv/3ThV+0xxm9HV5Ic+YDKC8Oq0YIwVv2DvDFD13Gr79xB6YuGE4X+fTXX+b/+V/PMziiJnHv3JAkbuq+61K3emxZDN1T0/0c8HbgXOAGIcS5dY67A6X/smrw62EiulbbLREELoUQLMrYXxnOzHpse0+CvOUwPF3gdLpYERt3Ubd3P4nkuDCcLjA0kWPc62rCuzZ/UZzMKUEjU9dwpeRz+1+ds4FjLm6+eje2C5aj9jD1isOqiZs6H75qF1/4wGW86cwNAPzo2BQ3/cMz/I9HXuHczUmyJQcvilvXmW83Nd2PAP8CLO5TXWZ8Q+tPRWf1T0pAF4IeL8LhuFLpMi4Qu8Zdw4/6DKeLwXuWU+0oJSIGlmfVmphdOSlRPq9A1bg4rpyzgWMu/A37xs442ZLD5q44v92gOKyard1x/vA/nMftv3Q+23riuBK++txxvvzMcRIRXeUFGrjibaOmK4TYCvwi8FbgsnonakeR0UC0SBds7Y4xNJHHT4ZGdUFvMoKp67z57D6+ceA0jpQYGixEw6hWpNKXfPjAF58CCLqTauF3IjleE7SpaUFGsWg7uLLK6KWK7jSruNWI6r2F7biMZIrka0h+1OPyXb383Y5L+cqzx7n38dfIWw6ZokPU0AD5Qr3XLdeKXmsJq/5VfAb4hJSy4U/djiKj5eFFV8LluzbwO9fsUZGRzhg7NyQD7fS73nsJl+3spTsRqfvh+6Wx5Qihfln14tn79g7QGTO8eLo+KyMrURvDTZ2qk0jXBIamRI5cT9auomxYqsd9EaRWKG4Zusbmrji9HZF5dRaZusavXradez90GT0JlegqzrFqLNeKPqeaLnAp8CXvB+4D3iGEsKWU/7o8l7g4atXD3NrguBvufoLheKGiI8gf5CshkI1zvJKCqDc65hPX7q17DTdetYs7H3kF21U9p7pQQ7/ipir26kmYgUJtMmqoKRmaarou2i6GrnH59i6ePTYVyF2kYiYRY35x9PnS7Q0AHkkXm86IAmxIRvnEL+zlz771E6YLVsOaorZR05VS7vL/LYT4IvD11WLkC8EXxxQRQacnkjmdLwVioHFTZyxbZDxrkYrq7Kmh6VLNrdecDcA9jx1W/aRRgxuv2sWt15w9S9elkVptPQ2YVhIzdbZ2q+KwzBzFYeVcvruXj//8Odz/5FGePz618kpdnrj/Z5hR0/3jKjXd8mO/iDL0Bxqdc7UJGJVTr6HD1AQ9HdFlNbJ2I12wGMuUcOdpm7v7k2HjRbsx36FX6w3LcRlOFynOYypII0MPSwBWiGYaOtYzpl6/OGwhhCUAK8hcDR3rHb84LG7qDKcLi5rfGq7oIW1PPKI2qrE6de7NEBp6yKrA0DW2dMcX7MqEhh6yqujtiLCle+6G7GpCQw9ZdcRMnW098QpZ7LkIDT1kVaJpgoHOGP2p6JxNFxBGXUJWOamYGZQPNCJc0UNWPaa3UW1EaOgh64LQ0EPWBaGhh6wLQkMPWReEhh6yLggNPWRdEBp6yLpgVTdeCCFGgNdW+jrmQR8wutIXsUysxM86KqW8ttYTq9rQVxtCiKellJeu9HUsB+32s4auS8i6IDT0kHVBaOjLy90rfQHLSFv9rKGPHrIuCFf0kHVB2xm6EOKjQogDQogXhRC/tdLXE7I2aCtDF0KcB/xfKJnpC4F3CSH2rOxVhawF2srQgdcBT0gpc1JKG/guSko6JGRRtJuhHwCuFkJsEEIkgHdQqcJbwbXXXuuLz4Z/wj+SBrRVz6iU8mUhxB3AvwMZ4HmqRuq14yCAkPan3VZ0pJR/J6W8WEp5NWoS8KGq59tuEEBI+9NWKzqAEGJASjkshNgB/BJw5UpfU8jqp+0MHfgXIcQGwAJukVJOrPQFhax+2s7QpZQ/u9LXsFz4kyWWanhtSH3azkdfLwTTptMFuuMmw+kCtz344qLneYbUJjT0FcKfNp2IGAih/jZ1seh5nuuR/QeHueHuJ9j5yX+r++G1neuyXvCHdZUTN/Ulmee5nigfkYOK0tUkXNFXCH/adDl5y2nJPM+1TPmdsRGhoa8Q/ljzXMlGSvW35ciWzvNcixybyBFvYhJGaOgrRDisa2modWesReijryDhsK7Fc/PVu7ntwRfJlRoP4Q1X9JBVTfmdEag7OTpc0UNWPWV3xrobnHBFD1kXhIYesuoJE0YhbUEra3rChFFIW9Dqmp4wYRTSFrS6pufYRA7bcRkcyQCcX++40HUJaSnVNT3TeYvRTJEjYzluuPuJwI1p1r2pPg4pOT5VRNcEVLVdlhMaekhL2d6TYDhdIBExmM5bnJjKAxDVReDGXDc0yQPPHsfURYV782moMPZyf9w/7nS6iOtK9DmG6oauS0hLKa/pGc2oobcCNfXZd2PueexwU+5NLTfIlRLT0DDUZrTuwh0aekhLKc9cFmwXUxNs6Y6Riil3Jm7qZEvOrMKsWiXLtQq4orqG40p29ycBXqh3HaGhh7ScfXsHuP+mK7h8Zy+bu+OBkYMqTe6I6E2VLNcq4OpKmOiaCGtdQtqHeqXJN161q6mS5VqvN3WdW/adGda6hCw9C00A7ds7wKdRvvbQRI5tZa+9YFt3zcebeT3A44N1c0VAG+qjCyF+G7gRJTH2AvBBKWWh1rGXXnqpfPrpp5fz8tY95ZGPuKlcDsuRK1ZLX349r45knzly+ztrzk1qK9dFCLEVuBW4VEp5HqAD16/sVYWU025N3as5M2oAcSGEASSAEyt8PSFl1Ip8rGRTd7OZ0bYydCnlceDPgaPASWBKSvmt8mOEEDcJIZ4WQjw9MjKyEpe5rmm3pu5kROfYeJ5cyQEw6x3XVoYuhOgB3gPsArYAHUKI95YfE4qMrizt1tSdKdq4BJrRddOjbWXowDXAYSnliJTSAr4C/MwKX1NIGe3W1H06XWzquHYLLx4FrvCGAOSBtwFhWKXNaKembstpLmrYVoYupfyhEOIB4FlUJdpztNm8ypD6LKdoqpSSiZzV9PFtZegAUsrfB35/pa8jZH7UqiysVYG4FGSKNuOZErbrogtoZlFvO0MPaQ/muzpXx7MTEYNcyeauRweXzNCLtsN4tkS+NBP1OaM3weGxnL8ZrWvyoaGHzGIhq3MrRFP9L9vR8Sybu+Jcd/E2Lt9dWc7y7jds5XP7X/F99bq+TLtFXULagIVkP5c6vu5/2U5O5UlEDE5PF7jzkUM86dW0HJ/M8yffeJk7v3OofEN6vN75whU9ZBYLWZ3LpeHKa2DK4+vzcYf+ev+rgCSi68H75y2He594je+/Oso3DpzCcZWBb++J88E37eRDV+2uG8wPDT1kFuXtbz5zrc6NKhOheXfIdlzGcyVeG8/SGZt5f8eVpAsWxybyvHRyGoCBVJT3X3kGP//6TX7PaF1CQw+ZRTOrcy0axdfL3aF0wWIkXaRgO9z6pef47PUX8eZz+pnO20zkSrhSsrkzzli2SETXmMiVmMhb+IW2PQmTX3/jDt51wRYiRnPed+ijh8yiFdlPvxgsXbA4MVnAdiWGJsiVHH7vawd44OkhxrJFXM+af+mirUzmLQ6PZRnPKSMXwC+cu5H7bnwjv3TxtsDInxwc53e+/Hyo1BUyf5Y6++m7QyPpIkKA60osz8ceThf4m/2vcM8HLsNyXB46cIp/ePw10gXVHidQbsp/vPpM3ry3sr7pycFxPvvIId/o63ZfhIa+ztl/cJg7Hj7I4GgWgF0bEnzy7a9b8iSP7w4VbAfkTJLHECBdyeGxHJ/f/yrfe2WUk1Oqz8bUBf/HBVv4tTfuoLcjMuucEUPjK88dJx7R56xHDw19CVkNc0PLrzEVNTg+kSNnufh7uVdGsnzsgef58+suXNJr37d3gP8qJbd+6TnSRRWGNDWBEOB47so/PzMEgCbg2vM28b4rzmBjZ2zWuWKmTnfCJBExODGVnxUhqkXooy8Rq2FuaPU1Hh7NMl10AImuaeqPEGSK9pJ3DOVLDns2pfh/33EumvBWciSWI3HcmZTmW87p5+8/cBkf+/lzZhl5MmqwpTvOlu54sIKHo12WmeVIgS8UfxV/9ugEAtjUFUMIEaykblniXAgVyvNj5ou9S9mOy3i2RKao/O3Ld/eyqTPGyakC5e3KMVNjR0+CT73r3IrXCyFIRg264mbNCEuzo11CQ58HjX7p7To3tDx+7UqJAE5MFtjSDRFdw3IcXAkFy0EI0ITA0AXbehKLKtSSUjKZs5jMW/gN+K8MZ/jC9w9zYmqm1z1uaqRiBrqm8aE37Qoe14SgM27SGTMw9PqOR3n8/tWRbCh3sVjm+qUvJMmyHJTfaSK6hu2oON1IukgyapD1CqQkICW4UuK6kkPDaW790nN0RHW64sqFaPYulS3ajGdLWI4LwLHxHF/8wRH+909mWh+3dceJGhqZosXmrgTXX7ady3f3YuoanXGTVNRAmyMJ5NPMaJfQ0JtkLtdkoUmWVlN+p+lLRjkxlUdIKFhuYOTVCAGbOmMcPJUmX3KIGnqFhFy9u1TJVm6K70acni7wD4+/xsMvngrco50bEnzwTbu46qwNiDJh0Kip0x036Yi2xiRDQ2+SuVyTuVLgK0X5nabTu/6TU/mKGu7ydVOiQn8vnpgONoinPFfDz2Z2RAz2HxwOfjbXlUzkSkwXVB/peLbEPz15lP/v+RNBwdXmrhgf+JmdvHXvQEW6PhEx6E6YxJoYirsYQkNvkmZck3ZqMfOpvtMYukAIweauCKemisqYBSDrF3MXbJcjY+oLLQBdg48/8DwbOiJMF202pmL86qXbOXdLJ19++hj/8uwQBUu5LRuSEd53xRm8/bxNmGW+djJm0B2PNJ3CXyyhoTdJu7omc1HrTjOVt9jQEWU0U8JyJDXF2oRn/2XPaUL9SRccXNdmumCxo1ctAH/8jZexXDcw8M6YwQ2X7+A9b9gSrNZ+BKU7YVYY/XIQGnqTtKtrUk51VOjK3b08Pjge/P8fvuc89u0d4Ia7n+DIWEZtTOtQy/ijho6UkoKtjNl2VGRlPGsFocpEROe6S7bxy5dsC/xtTQhSMRUibBRBaSVtp704H9aD9uJ8Rp7c9uCLWI7DVM6iaLs4ErrjBtu8pIqvkQhw471P4dnrLITnyggxE2MXQNTQkEDRe6F3WPDveETnHz/8RroSai+ga4KuuEkqZs5ZRrtErA5dFyHEOUKIH5X9mRZC/NZKX9dKMZ9s612PDmI5DmMZC6fM357K25yeLnBqqsCJyTy3fuk57xmBQFmGJlRM3XeXhfdit8ptsR0X25n5dvhPd8UMNnXFOHsgRZfnlvSlouzoTdCdiLTcyFfdnFEp5U+ANwAIIXRUa9RXV/SiVoCKTKaAjakYIiIaxrGPTeSYyllB0sc3UgmMZEoYAnRdkC3Z3PbgiwjwZnMKLMelVGbAiNmuS0TXKNhuxYZVE9DXESFq6tiu5DeuPINNXbE5C6yWkmbnjLaVoVfxNuBVKeVrS33idi6+Kv/FOa6LJkQw4KozbhI3dQ4cn+CCP/gm2ZKaFnHjVbvY3pPg5FQeU9co2bPj47YEXEnM0DF1gWloFC0n8K3LcaW61UtmVu18mZ8T0QVdcYOpgs1otsTuvg5uu3YvP/f6TTV/nlZ+1qtZTdfneuD+pT5puxdflf/iooaOEAINEQy6GprIkS665C0HQ1MhzjsfeYVNnREMTcNy3Lo6J44L/akocVMnYWoNM49leoYBcVNjIBVl54YOejqinNmXZOeGBP2pWF0jb/VnXUvdtxZtaehCiAjwbuB/1XhuUWq67aTv7fuWV93xCDfc/QT7Dw5X/OI6Ijol26XouORKDiPpAlMFG10DQ9OQUuC4EseVPPjjU7zjvI0VfnU1EtU9/8pIhr5klM6YEezeBKqisBG2K+mKq41lRNcwdI1ExKibKV2Oz7rZ6sW2NHTg7cCzUsrT1U8sVk23XfS96612SW9w1XTeYiJvBRs5CUx4LWWGpgy85LiBYTuu5Ks/Olk7Ju7hbz5tRzKWLdGfjBLRBRFdqKKvBtdrenF1x3UxdC1I3zeq51mOz7pc3bcR7eqj38ASuC21/MP5Fl+1ysesVzsjhNocDqcLKiKiCTShRhbqmuDIWA5XUhH9aBYJwbk0L3So64JcqfG5BNDXGaUrZpKz3KaTZstR6NZs9WLbxdE9Jd1jwG4p5VSjYxvF0evN2rnu4q3BlOJGM3j8FrOfDmcwdcHGVBRD15ZsXs9VdzyCLmA0U6LkuER0jb5kBFfCH77nPG6+7xkc1yVq6PSnoqRiJlJKBkezvuj9gqmubalGB8rfQRfQ2xHhz667EGg+abYC847qOl9tt6JLKXPAhsWep96K+fjgOJ9+9+sb/rL2Hxzm4w88z2imhEQVLQ1NFtjWHQ98zMX+olJRg0PDGXRNoGsC25UcnyywuSsW+LCGptER0RlJFzk+mVduhysrEjULofq1moANHRG64ibHxnMgYFtnnNFMkZLjomuCDR2R4Gdu9mdvp2xy2xn6UtGo2nCu4qs7Hj6o/GFmlgjHlRydyGFogqGJfBA5WKhbE9xJpfJ7ba+dbGgij+W4bOqMcmw8z3CmhKEpl6PUpBb4fFDJIsGGZBRdU11HAq/pwfv8pJRM5ZuXaC6nXQrd1qyhL8Y/HBzNBgVM5Z6dry0iUNV7EuiKm/PqvvF9/kMjWXQkrpRY7swXqjzB43vOtgsxY7HreCX+2XSh7hJ+kZWhabMcgHZoIGmE/5k+Pjg2eOT2d9bcMLRr1GXRLMWsHU2IiqQJqAkLtisZzZSYzlue8pRdkWKvFycuj7TEDA0pBLarjK2sB8GLqFQadaFeYcoCMXVBVBdIBIauBZ9RKmaQjBptM6NoLso/UxpkRtesoS9GbWrXhgS2qwy6Gk1TPZUSKDmSU1N5TkzlsR2JrhGk2OvVo/j7hr5kFJhpdKiOCbQ6RCAl9CYj9CRMdvYmgs/oz667kD+/7sK2mVE0F81mRtes6wIL9w/fcf5mDn77UM3npJSoXKViLFvC1FSW0ZUQM7S6G9byfUNn3CRXshnJlNR5532VCyeiCaKmRrboEDE0ejqifPLtlfuLdjXsamrtxWqxpg19LurFyB8fHFe3Os9HLzdCV6oojO4lbVwJRcdFOKosdXNXrG5SpHzfMJ23GMuWFnztGjRM8DTCciXSdulLRtjQEW3pGJZWU2svVos167rMRaM6jGMTOeIRHVPTMDRBdUmIoQt6E2bl42X/HssWmcpbFan9/QeHmcyVODKW49BwmlPThYZZzLlYrMduOZKxjEWmaK/4mPPFsNozoy2hfAVXG8naUg7JiM7pKQerhjX5ddnDGQcBdEZ18raLhkAiOTGpGo/7k5HgC/TRLz9HtmgDQqXvHTc492JW5oXgZ0RBbYBH0kVSMbMtNGgWwrrVdannjlTrspycypO3HK9CUP3Ci7bD0bEccVOjVlpGgOeqqMd1TZWvxg2NTMkJDKgnYdCfUl8gx5VM5W2vQ0eoVVwITE3iSK92vFElVpM0G3w0NA3LdYMOIr8Ovd1DiI1Yd7oujUSGqnfnMUOn5Licni7gSqUDqCJ4Eqs4d4rd1FSNt3QlllN5/HTeJh23SMVMRrzJxsq+lagmrvKTXQj0wBeDoQk6YwbjTczdFELdRYS3xzA10fYhxKVgTRl6I5GhYxM5dAGDIxmV1vZWUktKDI26/ZPlVMTTGxzvSKWFkoqZlBxXue9lPrzluIt2V3Thlep6V+UPl623svv7CQFs64lTtF0mchaJqMFAKtZWzSetYE0ZerUx+4VSQ55Ecnltib+QqtLTpb+Wgu2qNL/0TFFCwXYqMp4LxTfW0+kili2DUt56Rp6I6Pz1r10MzNSd7OpLcvsaN+5y1pShJyM6r4xk0YVAFwLbUYVSZ/V3VNSW+H8LIYgZgpLjLrmxCwGnqhSxpARrCQLmXlccF23vYSJbxHIlp6YKqvPflV45rgp3akLw17928bwLstYaayq8GGj5ibI/3uOZksPW7hiGrgqXDF2wtTtGR0TH0LTq8o7FXQewd2OKvmQUTQj0JW6C74wZfO8Tb+X+m64gU3KIm6qUVxPqbuVvmjUhuGXfmevWuMtZU4aeLtrKmL2NlqEpY84Ubbb3JDB0jd39SbZ0xQE4Plmg5Ejecd5GllJXJ+b1pB08ncF2ZVOz6ufDjVftCtrwRtJFXhnOALClO0bU0NA09WW4672XcOs1Zy/tm69SWmboQohLhRBfFUI8K4T4sRDiBSHEj1v1fkCFMe/d1Mnu/iSGrgV10JYjGUkXODGVp+S42K4kXbD56o9OzmmMourvcsoTR1FdUHAkPzmdXqofaxYXbOsOkl2bOqPYrmRoIo+Ukk1dMbZ2J/js9Retm5V8pXVd/hH4OPACy5QTaaSP6CcWbv3Sc0oQv9plL9uc6pqKyJRftKz6G5Ry1dkbUwCMpAteT6ecVTaw1Pzev76A7UrGMnbQGOG6Lqemi1y8o4crd/dy16OD/N7XDrSdnMdS0w66LiNSygdbeP5Z1Opoqf6lRwyNHb2dwfThanwDbeab6boup6fyTBdsCraLLlhyN6UWQ5MFpQQg1MwhPwmViurBl30hUyrq0c46OO1Qvfj7Qoh7gO8ARf9BKeVXWvieFRWLtRJI6YKNqRcbykI4TWQqTV1t+oYzJSJwiSLVAAAgAElEQVTev5fDyH0cFyKmF1YUqtCs5Mgln6W0mPEuy0E7VC9+ENgLmMwskBJoqaGXU+uX3pMwGc9aFTUfUBmDbtZeTV1D4mLqGrbrLKpIq1lEWdeTK+XM/0s1d3OpZym18xAyaL56sZWGfqGU8vz5vkgI0Q3cA5yHsrkPSSkfX8gF1Pql9yWj2I5LzDAZmgpuNIFxJyMamTnkH3xKjprPWXJcFdpcBkvXUBIVoFL/fmKss8Nk54YkwJJKTLTrEDKfZqfStTK8+IQQ4ty5D5vFncDDUsq9wIXAy/UOTBfsWUpX5dRSccpbDns2dvLY717D71yzh86YESRXUlGd87f1NHWRliNV5aFUg2G1ZWqdGOiM0hk36YqbbOqKcc7GFJu6Ypi68s+XooWwnHqfYbsUgJV3kgHLq+siVObmVWAbcBjlo6sBClJe0OB1ncDzKE2XOS8ste0ceflv31VXM2T/wWE+9sDzZIo2jtcskYwaDaci7z84zIfvfbo5P92rkTH11nTo1+LK3RsCo60nI+FvHpdCYmIFtFkWw/LqukgppeeC7JnnS3cDI8DfCyEuBJ4BPiqlzNY6WAga+o4/HppkKm8FA6PKkqU18X+pqajOZL7xrRBUYddyGrkQVBhtPUNbSomJdtJmWQyt9NHvBwaklE/N4zUGcDHwESnlD4UQdwKfBD7lHyCEuAm4CSDes7HixeW+4/6Dw3z2kUNBDYs/EdloIEB016ODlGyHfKPSxCqsZQy1dMWMFdkEtos2y2JopaG/BbhZCPEakKUJ1wUYAoaklD/0/v8BlKEHSCnvBu4G6Nx+jgRIF6xZowFvf+jlitJbKZXM2li6qLRLavDT09NMF+yGs32qSUZ1Mk3Ury8GX0lrY2esbTaBq41WGvrb5/sCKeUpIcQxIcQ53vSLtwEv1T8eRjMFRtMl8CY9JCI6tz34IicmczNuipg5vuRCMmpww91PzEqA+KtzM2YeNzU6Y0ZQB94qyrOvuZLdNpvA1UbLDH0Rkyo+Avyjp5E+iIrH12RLd5xs0UECUV1Tmt+ejIRqU/Ni5VWWO+JpClYnQCKGRr4JAU9dKO3y8ZzVctfFcSVSylUz7rFdabt6dCnlj4BLmzk2FTOIxU129CYqxm3HTR3DU9nShKyoNTe9SWm1NrG7+5IcHsswkm4sQ+FIGM1aS1raW4uehIHjwlTeWrWbwHah7Qx9vtTTWDxrIMmJqTxTXvRE4HXwu7JyspqURHSNI6MZfvWyHTx3bKLm+9Tq3mn1NjQVi7RrGG/Vsarr0Q+eSjORLTKdt2YlSD5x7V42d8aImZqXwtbZ1pMgamqcni4ipcR2XSxHzbEv2C53fufQnK7IXCHKpULXRGjkS8iqXtENTSjVKdR4wOpb/O997QBn9Scr3BopXYYmC0wXLHQBw+kS2TK/XBcEPZ61ynSr/90q9vR3hEa+hKxqQ4eZhFF3IsJDv3V1xXPlbo1awSUSwfbuOLmSy0hmptZlIBWlYDmUbAfXBU0XCKFEiSx7ZtLbcpS06EJpOu4/OBwa+xKxql0Xn3pFRjdfvZuS7TKdL1G0HdIFi4lciZPpYmDkPQmT33zLWdz7ocs5ayCpalg0ZeSOK4NR4+DJOy/Dz7O9N0Fn3KwpEVdrkl3I3KwJQ69VZJQvOZyzOcUt+86iKxbh1FSBU9NFMkWHku2SjBrceNUu7rvxjZzRm+C2r73I0fEcLkp3xXHVNGU1BU5NhXDk0tScm7rwmrIr2/B8/38kXcR23Flf3nafkdrOrHrXpbo6L1O0mcpbFC0Hy3F5YnCMl05NB1rnEV3jly/dxq9eup2uhMmXnzzKPY8dVsoAQjnoDuB4Fm1oSl1rc1eck1P5Jalr0VCDbU9MFhBCIh0ZDByI6DPzjPYMJCte1+614e3MqjZ0x5UMpGLc9LO7uHhnD8fGc95qLPnOwWHu/u6rgUybADqiOomIwflbutjSE+fHRyf5u+8f8UaciEBTsVz4U9cEmzpjdMZNjnvZ1oiuqdV+ntdraCqBZUtJMmqwIamaQISnt2V4OiyBBE3VZqDda8PbmVXtukiUmzGSLjKaLlKyHR49NMKN9z7N7Q8dDIy8M2awc0OCLV1x4qbGV390nL5klL997LAq3xUimPbmx8sFysUwNBEMrTI0LWi0aNbIDU0Q1TWihkbU8IfLCk5N5dm5Icld772ELT1xzuiNEzW0Cs2ZbFWWtt1rw9uZVb2i6wJOTxf4i2//lHect5lvvXSaocl88LypC7Z0xTzFXGW0EUPjhHfMsYkcUUPDduRMJMWLqpi6UvqyHIfBkQypmEHU1CjabjBvyH9NPennhKmRs1xs72tR9I4d6IwEjRL79g6w/VEVHdrdnwwK1IYm80GBmu+WNFI5CGnMql7RlVUqgc0v/OBIYOSJiM7GlJoRlC05GLpKGmmaqFgBt/ckvHpyN/CRfeN1XIk/oC1XcjidLpIp2Ji6wNTUl6YjorO5K8obd28IupV0TRA3leZjrQFbyg/XK4T3/a6g0UyB4xN5r0VvpkDN32wuZi7TemdVr+glx+VY2QoeNTQGUtFg/rxEMpmz6IorofvqjeuVu3t58si4WqHLtFg08KTdBBuSBhPejE3Lkeio1XtLV5zOuJrmPDSR49ZrrqhQxbrh7id4+sjYLLUBCRwdz2HoM/NKyzVnahWolW8210Jt+Eqwqg3d1xY3dYErJdt7YmhCU26KLhhIxXAlDKRiFd0xoAzx2aMT6AI0TfOk45QL46KkCzZ3xxhJF9EQCA1sRyqNcwmjmSKdcbOuj3xsIldXitrfAwiokI7orFOgFm42F8+qNnSBakjwQ24lx0W6DuO5UqBgtbM3wf03XRG8prwH0pUyGDsOKpoCkqKtNFKOTeRxPQ1HTQqihuat0Or5Ro3H23sSDE3kg+ucvXkVbOqKoWszHU+LGQIc0phV7aMbmmB7T4LfuuZsfuuaPWSLNienC1ie+L7tyCCV7lMei47oGgKlruu4Ek2IIH4umREyslz1/KauGFu6Y2hChQEb+cg3X73bl0mbhSaUIGj17KCl7uAPmWFVG/qZAyn+5n0X80sXb+Pdb9jKQEop6UqUuNC2nvisVPqxiVzgw/clo7jMaCW6nvKtoYlAfcv3IjShOpN0TTDQGeOu917C/Tdd0bBB+SNvOQvTG74Lnq6jgB29CVIxFbIsX7HDzWbrWNWui6EJNnsS0KBko88aqK5WlBU+brl74MfHj03kcKUaq2hLEXxZEhGlzDudL3FqujhnA0QtjcK/fd+lQQd9R0RnLFvyJm7U7hoKN5utYVUbuqjyDJrxcatj0YYu6O2IqFGKcZNTUwVv7pCg3wtRGrrGxTt6Knz9aupqFL779bP2CKtdOmI1sqoNvZpmEiq1dEo+9U4lKHbXo4NM5UrYrqS3wyQZNZr2k5utQwlX7JVhTRl6uREfGk5Tst2KxMxcsejFKF2FdSjtzZoydJgx1tsefJGuuJJR892I64YmeXxwfE6d74WsumFosL1pu6iLEOKINwbmR0KIpxdyjnI3Qgj1t+U4fG7/q4uq5W7U9BCGBtubdl3R3yKlHF3oi2u5EVM5C8eVC67lrt5sHhnLcPN9z5CM6py9sZObr97Np9/9+nm5PO08SWKt0a6GvihquRFFxyUWlMkq5uNDl98l0gWLsYyFRFKw3LoRlka0+ySJtUbbuS6o3M23hBDPeIKiFQghbhJCPC2EeHpkZKTmCWq5EYamkYpVfq99H7qZPszyRNNIuogQqlmj5LgkIkbFprcZarlX8z1HSPO0o6G/SUp5MUq78RYhREVrv5TybinlpVLKS/v7+2ueoFaG8ZZ9ZxIxVAXjdL7EoeE0R8ZyDE3k+NgDz8/pu5c3PagJF6qkN+INKJ1vhKX8i+MTRmlaR9u5LlLKE97fw0KIrwKXA4/O9zy1IicXbOvm9ode5shYHlPT2NYd4/R0EduVdEQMRETU9d3LY/SmpycD0JeMAfOPsIRRmuWlrVZ0IUSHECLl/xv4eeDAUp1/394Bejqi7NzQwZ6NKTrjERwp0YQqu/WptbKW3yUSUQNNCDZ0REjFmk8qlRNGaZaXdlvRNwJf9WpVDOCfpJQPL+UbVEdkIrqG5ShpC596K2v1aMfFpPLXyiSJ1UJbGbqUchA1oKtlVLsM/akoQxN5DL1+oVUtliKVH5YDLB9t5bosB9Uug64JehImO3sTYWnsGqatVvTlYN/eAa4bmuSexw6TLTl0RHRuvGpXRb9nyNpj3Rn6/oPDPPDscfpTUXZ4FY4PPHucC7Z1L3oVDzOd7cu6c11alagJdRHbm3Vn6K1K1ISZzvZm3Rl6q2Tdwkxne7PuDL1ViZpQF7G9WXeG3qpO+zDT2d6Iamni1cSll14qn356Qb0ZLSFsfF5x6g4kWXfhxVYSZjrblzVv6GFsOwTWuI8exrZDfNa0oYex7RCfNW3oYWw7xGdNG3oY2w7xWdOGHsa2Q3zWtKGHMswhPms+vNhsbDsMQ65t1vSK3ixhGHLtExo6YRhyPdB2hi6E0IUQzwkhvr5c7xmGIdc+bWfowEeBl5fzDcMw5NqnrQxdCLENeCdwz3K+bxiGXPu0laEDnwH+M2qm7bIRhiHXPm0TXhRCvAsYllI+I4TY1+C4m4CbAHbs2LFk7x+W2K5t2qbxQgjxp8D7ABuIAZ3AV6SU7633mnZrvFgMYRx/SajbeNE2rouU8nellNuklDuB64FHGhn5WiKM47eetjH09UwYx289beOjlyOl3A/sX+HLWDbC0Y2tJ1zR24Awjt96QkNvA8I4fusJDb0NCOP4ractffT1SBjHby2hoa9iwth784SuyyoljL3Pj9DQVylh7H1+hIa+Sglr6OdHaOirlDD2Pj9CQ1+lhLH3+REa+ioljL3PjzC8uIoJY+/NE67oIeuC0NBD1gWhoYesC9qmlW4hCCFGgNdW+jrmQR8wutIXsUysxM86KqW8ttYTq9rQVxtCiKellJeu9HUsB+32s4auS8i6IDT0kHVBaOjLy90rfQHLSFv9rKGPHrIuCFf0kHVBaOgh64LQ0EPWBaGhh6wLVrWhX3vttRII/4R//D91WdWGPjq6XrLpIYtlVRt6SEizhIYesi5omaELIb4ghBgWQhwoe6xXCPHvQohD3t89Zc/9rhDiFSHET4QQv9Cq6wpZn7QsMyqEuBrIAPdKKc/zHvtvwLiU8nYhxCeBHinlJ4QQ5wL3A5cDW4BvA2dLKZ06pwcgunmP3PbBO+mI6Lx+Sxc3X72bHw9Ncs9jh8mWHPX45hQvnkwH/3/jVbs4PJrhwR+fwnElmoCeuEHRccmVXFwJQkBv3CARNRlOF7FsFwTBc/5HZmrQlYgwlbOwpURIiJk6hq4GL5i6oD8ZRQhBumg3VNPaf3CYOx4+yOBoFoD+DpNUPNLwdXMpdS2FktdqUAPzr/HxwbHDR25/Z83u8JaWAAghdgJfLzP0nwD7pJQnhRCbgf1SynOEEL8LIKX8U++4bwJ/IKV8vNH5o5v3yM3v/wwAvQkTR0qm8zaGLtAElGzZeCveYjQBSNA0wdbuGIauYTlyVhPz/oPDfPyB55nIWWgCHFfiSNAFbOuJ13ydr9Rl6oK4qZO3nIpj5nq+GZbiHK2m/BpfHck+c+T2d9YsDV5uH32jlPIkgPe3/2ltBY6VHTfkPTYnQqjBNZN5i+m8jQRsR2I5lUYuqBxwU3fYzRLiSjVez5GSo+N5Tk0VsBxnlprWXY8Oki7Y6JpA17Tgul1gNFOqqcI1l1LXUih5rQY1sPJrbES7qADUsruai3H5VDq9sz943C07WjLjXsx6F9ng5C3Cv5ZcyaHgrYrlHJvIUXLc4NjgWUnweLUK11xTMpZiisZqmMRR6xprsdyGfloIsbnMdfEVMYeA7WXHbQNO1DqBlPJuvBLQ6OY9TdurDP6zckjAkZAu2BW+73impPz/Gq+J6OqmW63Ctb0nwXC6ULGSlR8z1/PNsBTnaLWPv70nweHRDOmCDXB+veOW23V5EHi/9+/3A18re/x6IURUCLEL2AM82cwJ/RVwOVyRpaJou3zsgecDJVzLUXvu6vSeBPqSkZoqXHMpdS2Fktdiz7Ecir9X7u5lOF0kW3IA6i7trQwv3g88DpwjhBgSQnwYuB34OSHEIeDnvP9HSvki8M/AS8DDwC1zRVx8dE3QGTNIxQw05v6BNCBhrnz6YDRT4tRUQa1EQqALb/NahgCyJaeuCldHRGdoIs+h4QymJiqOWQolr8WeYzl8/IcOnCp3U+uudy1zXaSUN9R56m11jv9j4I/n8x7nb+3i6T95B6BWj5vvewZXSnBlpa9bRsTQsFxJR0QnEdEYzVgr5tHYjmRoMo9TtsHQBJiahkSiecZRK2zoRxr2DCTJWw45a/ZU+UZKXs26FItRA1sOH/+V4UxwR/f2/jVZ+aVtEZRvOPftHeCWfWeiCVG+5wRUmM7Hdl10TWC7komczbae+Ip8CEJ4PrsrK5YhV4IjXUCwqStWcwWc70q5/+AwN9z9BFfd8Qg33P0En/32T5dliMByKP7avhHM4buuakO3XclkrhT8/63XnM1d772Ey3dtwNSVwRuaIGbqmJ61Oy4VznCuuPwrugB0IbBcL9LiXaf/u3IlbOmOkYqZNVfA+Wij1/KTP7f/VSzHaXnYcDkUf/1FzLP3uva8qg0dYDxbYiRdxE987ds7wP03XcHGzhiv39LJ6zZ3srs/CagfVgIF28VyXXoSBuNegmk5N7MDqSjbeuLBl03zEkOJiE5EF+iaIBVTt/xaK+B8Vspaq7/jSqZyVsVxrQgbLofi7+aueFPHtUscfVGkCxaOKxlIRdG8HV11aEwDLNRqGjU0pISJnI2UytAMTWC5rV3bNbwkULZItKBh6gJXwtbueGDYQxN5DF0gpQwykdUr4M1X7+bjDzzP8Yk8tutiaBqpmMGn3nnurPes5SdHDY2CvTxDBFqt+NsR0dG98ow62zJgDazoPrmSzcnpAraXYKm+bfqfgK4JHNel5LrYnmFbjsTQW/9RuKhbbczQ1V3Fkdiu5HS6wKmpHKemC7hSoiE4NZVvuAJKAAHCSw3X+w3XWv1TMQND0xblUlT7/Ss1JCxTcoK7IWotq8maWNF9ipbDyakCGztj6raJunUPTeQQQjCQNJnKWxQdtbKbGtiuWg2KdlPRzEUjgUREp2i7wUaqYLkUvKhJVBd0JQxMXa8bCbnr0UG64mbFbTtXsrnr0cFZx9989W5ue/BFciU7qFeJGDq37NvB44PjDE3k2NZEIqc8SpOKGoxkinTFzYrN7Kdh2Wtg/Dv37v4kLxyfeqHecWvK0AEsx+XkVD4wdlCGMZwuMl2wEUIQ1QWaJnClJGEIoobGVMFGQzJf70WgqhSra2vq4UoVQ693rAuMpEtoAm6+7xku3tEzywjnE7ar/sKXG/WtTf6M5eHM7rjJK8MZbFfSETEQEeX31/uitZpyN44GmdE1Z+igQnYnpwocPDnNnz50EFMXbOqMcnyygO1KTA2Qyk/vT0VJRg068hbf+8Rb2X9wmP/0j8+QrxGXrkYDEFDyalcEarUuWA4udeptaFyJYJd9YUydmqvlfFPzi/WTqwunHKnKm0czRTq9L9xK1sD4blwjVrWP3qjEWErJXd8dRBOQiBh0xiNs7Y6jCbBctfn0Q3jlRrJv7wB/8+uX0JeMVMTfQfnXv3PNHrb1xOlPmrjMLibTBFy+awN///7LZmU6m/qZmPmdRXRtVuhv/8FhJrJFjoxlOXQ6zXS+1PJBXdXhTL/+xi84g/ltZpfSv/fduD0DKYC6rsuqNvTB0SzPD03Wff7kdB5TF8EGtTNusr0nHtR8D03kPGOxKoxk394B/vy6C9kzkCRqaEQNjW3dMc7emOKfnxliOm8xmlH7nmpbdiTcf9MV7Ns7MG83yMc39r5kFJhZLX0XwnIl27rjIGBoskBE11paI169oe1PRXGl2tjPdzO71PUvtXIKtVjVhm45Lr/95ef5q0demRVZANjcGadguTiuxHJcpJSUHFettHNELPbtHeDh334zP/mjt3PXey9B0zRKjkt33KQjqgevqX5truQsSQSiM2YEboG/WvouhO1IRjMlHFdieqHIVvrG1REsXRP0JEx29ibmHR9f6vqXWlGlWqxqHz3mfZO/8txxnjg8xn/+hXO4YFt38PxF27u478mjuK4kYmgkowZTeYu+ZJT+VCw4rnwjVasG5PaHXmY4XVAbzjrukl92oAkWnWHUhSrmms6XKDku41mLyVyJTNGhM6YzmbfRUD19RUty8HSGt3/mUT5x7d6WGHytDe2n3nnugt5rqetfyqNKjVjVaroXXnSx/OU/vI//+fgRLEfVjPziRVv58M/u4oVjU9z5yKH/n713D5OsrM6+f8/eu85VfZrunvPADAyMBMUZRkSjOKL5BM2nOZAIKnolJuARotFA3k8TX/MewHgZmYQ3AcHEAII6MYl5I2gImSAygDAjUZxmhuk59Jz63F3nXfvwfH/svaurqquqq7qru6qn676uoanqXbuerlp77fWsda97YVoWiaxJznI8kU+FzauiKMrMzUxKyXTG4M/ec+ms1rHpjMFEysmCmHPvT+mL+gj6NDZ0h3l2cLwyy6gECuD3KZiWRBWgu3+PpgpWRfz0RgO8MppENxyujoCiAldQU+jvaP1Zozfc+8ysjXQ6Z9IfC/LwTVfO65y7Hz/EfU8dJZ41zWN3vKssVXdZe3QQvO/1m3jDBav40mMv8/JwIu/dwz4NTRHEAgG6w06smzEsJlI5ErpJLOhDESL/fGFo4H0JYb/G0ETaaYkr4A4VsOXyUASsivjpCPnojwWd2NGvohsWVrWS3cyfgmlJLFuiagoBDXTTYWEGNBUhBKtjQY5PpDHdpm5vPT5VYEmZDwEW29AX0kxRLq+/kI303oER9uw/RV8sQDxrvljpuGUdo3vY3Bvhr963nQ+/6Xw0RXB6Kssro0kSWcOh7boI+hSHpmtJhzZg2UUbqdKNzdnpTD516KEwNu+L+lAVwQV9ES5Z20FHyJc/V9SvYlg2psdnmeNvsKWzQXYauwVIx2t7aTxwNtMBTckf7xi5ghACv6osSYpvoZvJRvNfllvP6IKhKoL3v/483nhBL3c+NsCh4SRTGZOEbrlcCIffvaE7zE1v3sIjPxnibDzDxu4wH3/rheza1s/GJ2fy02enM4wmcxXfz6cKOkJ+eqNBusL+omIMwHjKaY/zeBilIYxwbwmy4LGCY9i2LbGR+FWBpDiN1x32MZk2EO5xnvxGXyzAeEonpVu86c4nFk2aotxdr95iUSP5L63aM7ro2Nwb4e737eDLP3iZH/xi2JGOwCNUSSZdWu9X3ntZ/jVedsO7rY4msoxVMXIApKM08Pl3FW8A9w6McMsjB0jlTHyKAghylo2gJOde8P8+VfDJt17IfU8dJZ2zCGiC3mgQIWaTvLzy/fd/dobDo0l8QrCmM4BuWowkcvRF/bPK8kDD+jZbrWG6XPGsHM6J0KUUqiK47dptbOgMznC8AaEIfKrgkZ8MFR0fzxgMx7O85eI+vvjuXyKds2oo54uy+ix/8r2XSOomtu3QgbOm7bS+VDihZ+S3vP0idl+/nS5Xn+b0dIaz8SxhnzIrjXfL2y/isU+9hfs/+Dq2b+rGlpDSLfqifvpiwaK03R2PHmxo3nopminqQWHqsxrOOY9eCENKLugLM5k2GU85eeeRhJOmyxpWPj0JkNJNTtuSN1/UR0fIh2nZ5Cy7bKZFEeTpwIW487EBzkylZ21cK2Vetq2Ocvu1ryq6WATOi6SUIAUBnzrrGA+FIcCb7nyirKc9PJJ02X3zDzUKUW0z2QxVr8LU55HRVE+l45a1oStu0adSinRtR4jxlM6qiJ9oQOVsXEc3bdI5i5seeIE/esfFXLq+M3+8blicmsywviuEZduMJw0U7CJDFThhR860ueWRA+y+fns+/35oJIldcPBcd4XB0RQ3P/gClm3j15wMjfeakE+lNxpAqzGTUon/4p2rEAsJNSqRxIAi4tdSMhoLLviKqZtlHbqoimBjt9O0IMRsD3v96zZi2l5sq9AX9RMNaKhCcHIyw62P/JT/s/cVsgW3YtO2+c3t61EVhVVRH8ECxQDvLVQF/JognbPyYYC3SaunKpGzJaZ710jnnDSkl8rUDYvT0xlMy67JKCu1rW3pjTQ81PC6uH5029V5ukOrq3ota0MH0FSFvliAjd0hOkLFBn/Flh5uvXorqyIBElmT3miQz73zVdxz4w629keRwJ4XTnHTAy/w81PT+dft3NzDJ956IRu7I6yKBugIaqztDBD2qfg1BZ+qOmGFpuS/zKHJNKtjgbpb8qrRdRUEwwm9JqOslLa77Zpti963CfX1sTYDy7oyunPnTvn8888XPWdaNtMZg3jWrMpuNC2bh38yxAP7jmO6nfi/efl6fveXNxfF7j0RPz89McWffO8lTk2l0RQnx20jWdcZIhZ0aAUb3NAhnjGqpiULUVp0KoVfFVgS7v/gznnd/r07zaHhOIbl0CC29scWJXZejIrnPFDRzzTFowshPiWEeEkI8XMhxMNCiGA17fR6oKkKq6IBNvWE6Qr7y4Y03nE3Xnkef/2BHVxYxrs/NzjBp7/1Iu/46pPsfuIwv7F9HRG/hmU7Zfl1nc4dxAsDvNChsKjjoZTuO9fzHhQhuKg/WlWbpRLdtbCws7YzRF8sUFYjplFYio7/hWDJPboQYj3wFHCJlDIjhPg28H3gEspop1c7VzmPXgrTspnKGCSqeHjTsnn4uSEeeGbGu4f9Kl1hn9tI4TAgr7t8Pf/00zNVpZrveXKQw8NxErqFpkA6Z8/0qwqHxptP2FRT3AE29YQrVg3nknRuhof1/v5a2/MWAUuv1DUHNCAkhDCAMI6g6PhgnEkAACAASURBVB8Du9zffwPYC1Q19JreSFXojQboDvtJZA2mM0ZeGeu5wQke+ckQZ+IZ1naE+PiuC/jXn5/llZEkqZxFzrJZ0xHMG9KTh8f542u28ffPHC/7ZRam+3Y/foi79x4BZgzbktAVcghfp6cyTKQr9vKiKrPz9IWYq0LZjMLOYnf8LwRLbuhSylNCiC8DJ4AM8EMp5Q+FEEXa6UKIsp9YoWz0pk2ban5fVRF0hf10BH3EswY//PlZ7vzBAKmciW07FdPjEyk+8ysX878eO0hKdzzk0GSG7pCPnqiPs9MZLl4b4y/ft51VkcphEcC+wYmi/PXgaJKc5XT+J3WTpG7lueRert6nAMKRwLj16gurGs1chtwIJdylxGLn4Jfc0N3Y+z3AZmAK+I4Q4gO1vr5QNnrnzp0S6vuQFNfg739qkHjGQBUOiUraToX0/qcG2doX48x0hqmMgW7aTGYMErrJ5lURwDnuP18e4TvPn+TkVKbse5YaotfwkbNsRhO6y20RWEB/1MdYKodhQ0fQGT9zy9svqvo5bOwOc2w8STxjkrNs/KpCR0jj/FWOWFOjWYKLidLm68XIwTdjM/p24KiUclRKaQDfBd6Iq50OUKKdXhXzZdMdm8igKo4agCK8nzA0leH6121EUQR9UT89EcdYTVvyymiSv957hB8fHuPLPzzE6ekMHQGt7HuWlspVIdBNhx+TylnkTBvTNdDVnSEuWdvBxu4Q//WFdxQZeaUNpyOXnCu6gEYSOd6wxSkOVko3Ai2hx1KIpcjBNyNGPwFcKYQI44QubwOeB1I4mul3UKydXhXVYlXv99U8fT78KNioXrGlh1vZmmc4XtwfI64bnJnO8p0XTvK9F0/TGdKIBfyYtsSvKqT0HLc8csDtSw3zhi097Nl/inTOxLRs9BIugQRMCd2O8E7ZsGLvwAif2fMiSd3EsiVjSZ3P7HmRL193GfsGJ+iL+t2mEueCiQU19g1O5GUsSmPmpfCc88FS7CeaEaM/K4TYA+wHTOAATigSBb7t6qifAH6rlvNV+pAOjySqfqlbeiMcHkkipMwr20oEF/ZGiAY0rtjSwxVbZqgTpmXz0LMnePDZE+im4z0NU7Iq6ieZMRlL6tjSyZSMJLLs2X+K63asZ9/gBPtPTOZpuJJiglc6Z1VMxd3x6EGm0k54pbrh1VTa4I5HD5LMWbNaAqWUVY2jERTbxcBS7CeakkeXUv6plHKblPJSKeWNUkpdSjkupXyblHKr+3OilnNVYtPlTLvq7fC2a7bRHfYhcIxY4HC9b7/2VfR3BFnXFSJQUDjSVIUPvfF8/ub9O/IVwMmMwSujKU5PZ7FtV9MR8u+1b3CCh2+6kr5YwG3jUwhoKiGfIyYKDsOxMKy49qtPcvHnHuXizz3KwHASkCiKQBSEV0fH0/NiEbZq9XIpcvDLngJQ6UPy8suFKPxSd23r58+vu4ztm7pZ2xli+6Zu/vy6y/KeLehTWd8VYm1nscFf0B/lt3esn5WwtYGQT8EwbabSOU5Ppnnu2AQ33PsM2E4ePmva6KblaKILQVBTuOL8nnxe+7N7XuTwSNLRinRDKdOmaFDAXH+3ZxzlYvtWo9h6WArV3XOCAlCuUOHI0DWuYJLJWUxlcmRyFp/+1oucmkoRz5ro5szn52ix+JlKG0ic2L0z7GM4rs/io6sCokGNtR1BkjmLeMYga1iO5y7oZfXOG/A5ymKWLdnaH+XRP7iqYoGmUjHpuh3r2bP/VEvPDV0gWq5g1FBUKlQ0Mr0W8quE/CGyhsXZRIausJ/ucAApJWfiWZK6Q7EdTebyvZ5dYT9jiWzZpgshnH5Pw5Z0hXycnc66G1vyNEmvkipxhEj9qqOncts126r+3ZVi8X2DE3zx3b+05NXLVpg+fU4YejlUE9dcCII+lc2ropydzuB3OS3rOkOMxLPEddPT6UYIQc60yZWp8auudMZE0rlDhP1qvok7Z0n8LmnA68tWhMN7EUJw45Xnzfk3VMtiLHX1slUyPeesocPilaS9YoxhWQQ0lVTOJBTQ+Mw7LuYvn3iF4YSOaUvGUuVZjJ4BS+HwzlM5q2izVNgMrQrY2BMmFvTlvfJcKrj1ZjEW0+O2SqZn2W9GmwFv87S6I0RSN1nXGeL2a7bxxgt7+dTbL6I36s/PTKoGWUjqEqApxSMY/cqMkcNM2nSugk89WYzFngXaKpmec9qj14r5eLRyd4tMzuKNF/byGeCeJ49wdHzuL9OL320JmqKwoTuIlJITExksYDThaLrEgj7GUzqJrDnLKEvDgHrCtsX2uI3Okc/37rPiDb2RMWTIr7KhO0Q0qDl8Fqo3VkR9CskCHfaukPN1nJrK5tvycpbNqckMvTGLiZRBd9g3yyjvfGyg7Jdfy/oXuyrZSM7NQr6rFR+6NJpn8VdPHOYPv/MiyRokM5IlwwZGkjmGJhwDW9sZYl1nCL/qFKFSukU0oOalpD2Yls2hkeS8Q4/Fzq03Mke+kO9qxXv0Rnq0vQMj3L33iKsKxqzp1ZoAcw7rtyR0+EVeVKkj5MuLoG4oEwYMx/VZocdoIlvEu6l2e18KlmOjkgIL+a5WvEdvpEe758lBRyTUo/6W/N7GGcYV8lX/2OO6XTQouLRdr2iTadusjs14+XjGYDyVI5Uza/LwS1GVbBQW8l2teI/eSI82NJkmoCnopj2rbC+E817fPXCKjqDGiYl0UVW1FGemMoQ9oVKbvFcu3WT6SuajeoKkmhAcHUuRsxyZ6TsePVjReFu5M6gQC/muVryhN7KwtLE7jGnZpON6kTcXwOpYgJ8OTXP+qghnpjOsigQ4PZ2teC5Twkg8y3m9UT78y+fz5ov68ustR731vvysK1MNkLMsNEVg25LDo0n2DowsC4OuhGriSTfc+wz7BscHj93xrrJWv+INHRrn0TyPU+qnO9xN5MnJNH/2nkv5/D//HJ82d9TYHQnwld92xFCHJtJ0hX10BH1FcniFX/7hkcSsZmvTlaL2KUrT6biNQDWOPVCR8briY/RGYte2fq4rYDYKnOl3adNmLOkIEe3a1s/O87o46czFrIpj4ylybsOGLSUTqRxDk2mmM0aRooGnnLW1P1YUr3swLcnqjkDT6biLgVr10duG3mDsG5xgTWcAv6qgukN7DUsyHNcZmkhx6Z8+yj/+9AzgzjutAlvCr939Y/7hhZP55yxbMp7UOTmZIakXK8gOTabpjQYIaMrMxSacxnBNVZpOx10MrIipdK2Iock0qyIBusM+LHtmErUEzsZ1UrrroW0QYu6PP2va3L33CF/8l1/kvTs4E/lG4llOTqbzksleVmJNRxBNdaZgaIpAU0TLNkYvFLVOpWsbeoPhffBJ3cSvOeNWBK5nLUk5mrZddeiupswMr917aJSbH3yBgbPxomNyps3ZacfgP/SG8zAs6SqJBRGKk5ff3Btp2ZThQlGrPnrb0BsM74PPmhYgsW1n5Lnmjpfx4PWOqgXaMIU2730xm3pCdIedIsnx8TSf+OYB7vvRYJF3B8fgp9IGflUwNJHmbFzn/J4w939wJ4/+wVXnpJFDcR0AODf10VsRXhbklkcO5Me0gMAGDGt23twTrNMUgXAnWgsJqiocOQ4hiAY0+qIBcpbNsfE033xuiKePjHPbNdu4eE0McFTH7nriMJoiOG9VmJxpk8rNfUuvhSTVCo0T1XDO66O3KnZt62f39dtZ1xWiwyVqlTNyB4Jff+1a1nWF2NQTZmO3M/o8Z0myhs2x8RRJ3eR3f3kzf/OBy3n/6zehCDg2nubj39zP/U8dJWfaPPKTITRFuKGSIKA5G7S/+o9XMKzyCo+1UHQXm8a7VGh79EXCrm39XHdyirv3HimqXHrwPHhnUOMvrt8xI1A6kkAI8CvC7VSaeY1fU/jwmzbzpgudyXvHxtM89OwJfvzKGPGswaqIv+g9gj6Fk5NphibSRIMaPWE/mjrj28pRdMeSxTyZydRsLk0rSGTUi2bJRncJIfYIIQaEEAeFEG9olGx0K2Hf4ATdYWcWaSm8BmhvjmlhLvy8VREuXtPBtjUdXLS6g66wj289PzNg7OI1sVnefSJluE3YMxdV1rBZ0xECIJk1GZrMMJrQ8x6+NDWXyBqMJXKkc1beex8eTWKW3BFaQSKjXjTLo98FPCalvE4I4cdR1P1vwL8XyEbfTgPUdMuhUTFnpfN4zz93bAIpZVlvYtg2mhD5vlMP5Rh6EZeR6NeU/CbU8+6/fOEq7nzsZY6Pp4lnTTI5izWdAUBg2pLrX7cxfx4pnUHCSd0kGtBY3xViLKnnvfVoQgcBAXdIb9iv4VMUhhM6HaGZu0UrSGTUiyX36EKIDuAq4H4AKWVOSjmFIzz6DfewbwC/thjv36iYs9J5dj9+KP98QHWUcU1ZRodBQm/Mz9b+WNHTXnoynjEYHE0ycDbOK6NJogGNdZ0hIoFi37RtTQf3fOBy3nfFRgRg2JKhySw50+bjb7mgSG0s/9auwV+yJsbQRJpfnJ5mcDRJ2t28FnLeV3cEWlrgv1Y0I3TZAowCfyuEOCCEuE8IEQGKZKOBRQkAG9VoUek89z11lJxpcXY6i24VpxM9aAru/CN1lsHcfNUWpjMGQxNp0jmHnacbNqenMjx5aJTVHUGiwWJj92sKv/fmLXxs1wUE3TvEcELnL/e+wqHhRNn1Pzc4wWO/GKYz5Kw7407Ei/jVPBceHIWyi/qjeRqvTxFE/Cqf++eft4xIaS1ohqFrwA7gr6WU23HERW+v9cVCiJuEEM8LIZ4fHR2t+80b1axb6TyJrDPT1LQkPkWUHd9i2s5I83JFnF3b+glqCjaubAZOCT9t2Nzx6EEA+mNBusPFG88Hnj7GvW5+3YuGhuM6H3toP1//8dFZeXcvS9MdDrCpJ8KFfVH6oj7SOYuUbhR579uu2cbDN13Jn73nUtKGM391uWVgmmHoJ4GTUspn3cd7cAy/JtloKeW9UsqdUsqdfX19db95oxotKp3HYxZ6eol+Tc1XP1UFwj6FtZ2BqkMERpM5/K6aVtCn4lOVvOaih+6In/4OZ0r0c4MTPPjcCaR0qqIC5wJThVOUevCZE3zsof1F3v1MPFM0WhIcwaVIQKMj6GcilaM3WnwxtvqIxWpYckOXUp4FhoQQF7tPvQ34BfA9HLloqEM2ul40StCy0nkiftUdiS6RSGw5w3fxRIj8qlrVQCzbmYyRNSx005qV9fAQDWis7QzyreeHsOxSMVJnHHzE71xog2OpvHc3LJu1HSGyJT2rWcPmvJ4IX3nvZTz4e6/nf//Gq7lkfUfFLA0snwxMs7IunwQecjMug8Dv4Fx0dctG14tGNVpUOs89Tw4WTaLwSvwCp9xvWpLT0xnWdQZnGcjegRHuePRg0Vh26V40CnDxmmj+uMJsz/HxZH5Uo3ejEMIpUm1bE+P3r9rMl37gZGYefOYET78yzrtevZY9+0+SMSyCPoWsYc/K0oCTlkzpFpGAOitLA8snA3NOiIy2EkoFPl8ZSZJ142af6nhD25YIBbZv7M4LnhZmcbxp0oXwqYKv3bgToOj8GcPi5GSGkE84zEjhGLntKvb+2bsv5YotPeRMm797+hjffn4I252Mt+uiPsaSOUYSWdZ0hLj+dRvLZmk8PDc4wV/+xysENCdsaUGR0taaM3ouo7TZWAJ9UR+KUPLhjETOCpe8+NeyJZqi4FcVhHC+ubBPoTPkqziKvCfiI2NIemN+R2nAcoz8A1dsyhuuX1O46aot/OUN2zmvJ4wt4YmXR0nqJl949y/xlfdeVtXIwZkE8sm3Xlgxhm9l1OXRhRARKWVqEddTF1rRo5fCm/dp2ZLRhJ4PZ/piAaRtc2pan9V6J3CUdhXFIXlt6gnn5a7fdOcTdJWMgpdScjaeZWt/jJOTadZ0BvnNHRu4YnN5wy3n3d//+k184Mrz8KmzfV/pmMpCzx/2a3SFfUXTtpuIhXl0IcQbhRC/AA66jy8TQvyfBi3unIa3aVUVQW/U7w7tshmazHCyjJEDeYUu070oCr1/pWzP1v4YD990JT+67Wq+85E38mvb15elHkCxd9/kevcHnjnBRx/az+GSvLvHihxP6XQENcZTOnc9cZjnBp32zHTO5PRUhlNTszuelgre0IPzb//XiumfWkOXvwDeAYwDSClfxKlutjEHvFDGryqcnMq64UttMO3ZTRO1Zo2CPpV1XaGyHtrDq9Z2cO+NlztT+AQMjqb42DcP8Hc/PpbPtJSyIkM+FU0RPPKToaJz6YbFSDzL0ESaeLa4p7Ucqo13rweFexsa0RwtpRwqeWpusnMbgGPsXWE/568KVzW8chhN6tzz5GDeEOoRHPKpCuu6QlXDilLvbtmSv3/mOB99aD+vjCTL5tuDPoWz8fLN3YZlM5bQGZrIMJ02sMswNxtJ/a21ObrW9OKQEOKNgHRTgrfghjFt1AaPrFVLf2MhptMGx8aTRWKa9chzqIpgbWeQsWSORLbySHbPu3ux++BoipseeAFFwERSp78jSMQ1pkJWZCWYts14Smcqk6MzVCzT0UgF33IkuHKo1b18BPg4sB6nsvla93EbNaLWJt5CCJwKazxjziow1XPrF+7mtzdWvSLrefePXHVBPr63JRg2nJnKktQNMoZVNt9eCZY9I9Mxmcph27KhhaeGNkdLKceklO+XUq6WUvZLKT8gpRyve1UrGF5sXQ98booxZ9lFhjDfW39H0MfaziCaUv1rf/rIOGs6AvleVXB0I8/GdbrDfm69euucqchSWLZkMp3jxESaNR3BWc3M8y081docXVPoIoTYXebpaeB5KeWilOrPRUT8an4jWqqdXvjYm1nk6cL4VaXIEBZy6w/6VNZ3hzgbz6JX8IRn4hk6ghoRv0Y0oHE2nsWwHCpDKmfSE/WXfV0tsKXkuh0buOuJw9jSIOJXyZr2vKm/hRXqI6OpBTdHB4FtwHfcx78JvAR8WAjxVinlH9S9whWEwmrppu4Qp6YczcWesI+pjEHOkqgKrIkF0N1U5GhSz9+SpSqIZww+/65LgIVLXauK4NCZOH/1H0c4MprAsCR+TeG8ngjXv24jaztCjKd0Qj5n+O95PWGG4zoJ3eTIaIqPPrSf979+E+9//aa6N9cwewT9hu4wH33LBfMuPNXSHF2roV8IXC2lNAGEEH8N/BD4FeBn81rdOYZqXUt3PjbASDyL5XrnnrCPuG4ynTW5/LyeomM9vstwXEcR5Elahd5/oeNS9g6M8Kf/8gtyppXPfeuGxampFHc9cZhrLlnNY78YzvNgdNMmGtT4wOs38X9/doahyQx/v+84T78yzm3XXMwF/dG6P6/SEfRCCEYTOl1h37wunrlQ6xnXA5GCxxFgnZTSAvSGr2qZoVzM/Jk9L3LtV59k5//4Nw6eTWC48s2mLZnKmKyOBeiPBXj4pitnzR8SQhDQHEm7oKawpiNIZ8iX34wulIHphT6JrIkqFDRFQSiCpO6o7x4YmubWq7eyKhIgkTVZFQlw69Vb+a3XbeTeGy/nty7fgABeGU3ykYf2842nj1VkWNYKr+vp5GSGkUR2Fn9+oajVo38J+KkQYi9OOHkV8L/czqDHG7qiZYjSmNm0JFNpg2TWzBdOLAmWYec5LMNxne2bivu/PW8+MJwEXIHSnMWx8TQBVTCdcdKDC2VgeqGPR0cQQqAgMSw7nyMv9bgeAj6Vj+66gDdv7eVLP3iZk5MZvrHvOD9egHcvhJSSZNYkmTUJ+zU6Qz5C/oXTC2oydCnl/UKIR4EbgQGcsOWky3v57IJXscxRGjOPJZ2ww7QlZknBJGc5TEYJRR549+OHuHvvkSJPZtrSkbMDpy0va+Y1zhcide2FPn5VcQlgAAK/6tAT5sqRA1y6vpOv3Xg5X//xMfa8cDLv3W+8chPvu2JTkazGfJHOmaRzJgGfSmfIRzQwf1Z5rVyX3wN+gNPy9gc4jc1fmPe7nmMozeV6A3FtKfMMxEKYDpuWe54cZPfjh7j2q0/ylccPkzPtWfQAyUw2pjvsa0g3jxf6xIIaNhLdtMiZNrqr43jF5tqURjzvftf1r2VDdwjLlvzd08f52EMHODKSXPA6PRTSCypVW+dCrZfdrcDrgONSyrcC23EanNtgdsysKiKvpFs4sKvQ4FVF4dnBcb7y+GEGzjpEqspaXs7sI2+YwELh0Qg290YJagLpMhgDmsKqqJ/HXhrm5yenaz6f590LY/ePPrSfB/YdX3DsXgjDcqqtJybSTKRydZ27VkPPSimzAEKIgJRyALh4jtesGJTyT3oj/oqsxKIHoszzJRCApgrWdIYaPhbx4Zuu5NL13Wzpi3DJuk4u6I/RGw3iUwUP/2SInkjt+fJS727akr99+hgf++YBjow2zruDc6ecSucYqmPjWquhnxRCdAH/BPybEOKfgdMLWOs5B89wfnTb1WzsidAfC+SlJ4TbqOzF25ripgxruAP7XAloTV0cjfNq5fiusJ++OWgDpZjl3UeSfPTBxnt3mNm4npxMMxKvPA8KaqcA/LqUckpK+QXg8zgx+qIIDJ0L8CZPbF0d4/xVYcI+Nd/LqQjH0GtBb8THlt4IZ+POhItIA7IPpZhLFSEW9LGmI5iX0KsFlbz7x795gMEGe3cPc3Hh694aSyn/U0r5PSllbu6jVyYKjScW9LGlL8p5qyJsWxNDUxWsfEtdZQTcu0HasNnQHWJrf5ScZTdcR6WWnHzIr7K2a26OTClKvfvhkSQfeXA/DzzTeO8+F9o9o4uASsZz2zXbeOelqzFdSehqsG2btGEvuo5Krfz2gKayritYd9XS8+5ffe9rWd/levcfL653L4e2CsAiwaMElM7D/OyeF5lI5ZiLyKi5hK6N3aEigU9vXPqPbrt6Qeuar8CqZcuqhLBqyBoWX//xUf7hhVPOFBBFcOMbzuOG121sSN59S1+0YnzVNvQlxLVffZLDI8n8VOlKn3zALfsPJ7IgYevqGSHSdM7MN0rXi1IpjvnKVUjpTNmbixpbCT87Oc2XfvAyp6acLqWt/VFuu+ZitvQtrKpazdCbFroIIVRXZPT/uo/POX30UgyOpVBEcRGoFOf1hLlodYyOkI/VMWecy+HhBAfPTHN4OEE8Y8w789IoSTkhBKs7AsSCc3f2lMOrN3TytQ9ezm+6M1m92P3BZ47PGi3fKDQzRr+V4na823H00bcC/04dwqPLCXN9kYVeUjfdqXUuixFRPec+FxrZ2eN1LZWKndaKoE/l42+9sCh2//qPj/Hxb+7n6FjjFVWaNfFiA/Au4L6Cp5dEH72Z2LwqzFwOazyVy29gJ9MGfbEAW/tjbFvTwdb+WBGLsV7UKrBaT5ted6T+XHshSr37oeEkNz/wQsO9e7M8+leBP4Ki0fU16aMvVDa6mXjnq9fO6ZFtCWenZ0awTKeNoqbmhYh61pJK3P34IW5+8AV+cmyCyVSOo2PJOVOa88m1F8Lz7n/x3suKvPsnvnmgYd69GRMvfhUYkVK+MJ/XL1Q2ulGoV5dk78AIDzxzvLKUlAuHSOiEBSGfimFLTk9l88a+EBrAXKnEvQMj3L33CLaUaIojiDqeypEzrTnvIvPNtRfiNRu6+NoHL+c3XO/+8nCCjzz4Ag89u3Dv3gw13V8G3i2EeCdOi16HEOJBXH10KeWZavrorYDC7EVho0VfNEBCN8um7e58bIDJtIGqMEtAtBCK4lT51naG6I0GOD2dQSIZiWdRGzDqvBq9954nBzFtG5+qYNuOZIUtYSSh11Tg8XLtZ+Pzb5wI+lQ+8dYLucrlu5+eynL/U8d46vA4f3TNxWzujcx9kjJohj76H0spN0gpzweuB56QUn6AJdJHbwRKsxdeo8XRsVTFrvxDwwmXn175vD5VIJjZsHaEfKzrDOFXFXRLVhUrKofdjx/iNV/4ARf8t+/zmi/8gN2PH6p6/NBkmoDLUTcsO8/FsSUkdKumiqymKqzrDC24WcLx7jv5je3rgRnv/s1nT8zLu7dSZfQO4FeEEIdxelHvaPJ6KqI0e+E1WlhSlk3b7X78UNUCUUBz1HPXd4WctjZgcDTJS6enGZpMkzEsIn61ruLO7scPcdcTr5AxLDTFCXnueuKVqsa+sTtMZ9g3Y0hi5kdPpPZNsKII1nQE551+9BDyqXziaid2X9cVxLAk9z11dF6xe1MNXUq5V0r5q+7/j0sp3yal3Or+rKij12xUarTwF1T3CjeN9z11tOr5BLC2M4CqCAI+BcOSZAwLW5L/pymiLp7LfU8ddQlkCorbF6qI6mu5+aot+NSZUTTSnabXF/WzKlIfF95LP9ZD9a2Ey1zv/usL8O6t5NGXDco1WtjSGcDloXDTmMpZ+Cp80p9++1a2b+rGls4QrrUdQXdOqANFOCGNbtr5u0QtG+FUzqKUJKkI5/lK8DarkYCG6k6f29QTZvUCuPDzofqWQ8in8sly3v3hAxwbn9u7tykA80QhlyXiVxlP5egI+YpK69ftWM++wQmeGXREzfJVUbfrKOxX+cUXryk6r6d//vJwIt+4LJFYtuTi1THOxrP50Mh7r+mMMWsjfMsjB9ywZeYKM21H8eu/vvCOWX9HIfcFZk/VWOhki0zOYjieLZpsPV9kDIv7f3SU7x44BTiO4ENvOJ/P/eolba7LYqOUxPWGLT3s2X8KnyoYS+hMZ2fzQjZ2h/iz91xaZDze4ICz01lMyxnA5aX71nQGGU3o9MUCecWBeMbg1FQGTRFc2B/ND+O1bZvxtPOePgUQzl3n1qsv5Ja3X5RfcyWDhoXPeSqFbloMT+uYdmMoui+enOJLj73MmWmn6eLYHe9qG/pSo3DSxempLJa0KczQdQY1emOBWZ7SM76caTGecin/7pRpn6qS0g3WdobyocDgaBLdtLBsp+XOGRxg49MUYgGV8ZSBLZ27x0eu2pI38sI1FgohLYQ0VgtMy15Q78atYwAAIABJREFU+rEUGcPia08O8k8/PV3V0Nsx+iLBy8yMJnRsaRe1zWmKI2Vh2U5+/OYHX8jH2qWNy7Z0sjkp3eK6Heu5aHVH0UY4a84M9lIVJ5a3pCPtnM7ZbOwOc0FfhMs2dBUZeeEaCxHyqRweSTREpL8cvPTjXHrmtSLkU+kO+QhqCuff/q8VdbGbNX7xnIenneJlTwph2mDnLE5PZcHtNCotOkX9KkGfRn/HTNy/Z/8prtuxnj37T5HOmYR8al4gSVUEulEsl1Ft1GPhGguNbjylk8ias5R6PW32RkBRHPbjWFJU1WyvBQ88fYxvPHPc23hX7Hpre/RFQqlMdOk91QZX80XkhYQKi07HJtJMpg0suzg3v29woqiM7yjvOneIspowtnS75fVZ3rkc92UiZdAd9i36dOhGpR+//cJJFOHIh1RD29AXCV4I4g3UpUxTtJQSG0lvNDCr6GRYjsrXsfE0Pz/lcNFNy+bkZLpIceB1569yFAbKRKc5y8Z08/BrOgKzKrbluC/RgEpvNFB0nsWcDr3Q9GPGsMr+7aVohy6LiF3b+tl5fk/RJOmg5swbNdyR5qtjQTpCPoYm0/k4/tBwYlYhJGvanJzMcFFBtxE4Xvm5Y+P4XB5MudSCp8pbTke9lPtSboO62NOhY0EfmqLMK/0Y8qnoplVl8KKDtkdfZHjVxjWdQS5eHWN9d4g1nSE+9bat9MccvZZ4JueoeuH800syEt5Xb0lIZIrD0F3b+tnaF0VxtWIEs79URYg8A3Iu77xQpd75IuR3pujVy3787cs3OBv2OVKWbUNfZFSixt7y9ovyz5+emhHfmesufCahz8qC3H7tq4gGnFhaUUSe5C/ccMmnOneRExNpDp6NM50xKmZS6pl612j4NYV1XUH8Wu1meeMbz+dDV55HQFMBKgb87Tx6C+Dizz2KZTt59nLfhiiY+xLQFLZv6i7Kc+8dGOGze14kkTUxbSfdqCrQE/YzlTGQkryqr08VrIr48WtqUWFovqoAiwHblowk6m++rtYc3Y7RWwC2lHmFXc+oS3UaPXmI1R2zyVX3PDlIR8jHmk5H7nlwNEnOsknnLNZ1hhhyj1cErOsM0RHykc6Z3PnYgMPDKeDVNzqVOB8oBVXghaYf8+dsyFnaWBC8bEwhD6YUQU1hQ3cITVVmbQxLCz99sQBIJ9aPBTUUIfApgk09YTpcHfeQT2VwLLXoAkkLQaPYj9D26IuKWsWCwn4V3bTzRu559ohfpTsSmMVFKd0YlhZ+YkEfvTGLlO4QvsJ+lUhALeKHe9XVRqkCLBa6wn40VWE0oc85dr0a2h59kVDPLNCLVnfQHwsQ9quuh1XpjwW4dH1XTRvDcpkSn6qy+/rt/Oi2q9l9/XZ8qjork7J5VW2qAM1GNKCxtjOYH/JbiucGJ/j0t17k/Nv/teKtqO3RFwn1zAK9+aot/Mn3XmJNpzbLc9cywmWumUaVfg8OHdejE1S6Y7QCgj6VtZ0hhuNZjAJ23HODE9z1xGEv/KvYrNM29EVCPbNAFzp8yztHteMr/X6h77uUcNKPxcOAH/nJEJoiZoVgpWgb+iKh3lmg5QxxoYKgtWAhQ7+aAVVxBiOMJHRSupmfcj0X2oa+SPDCkVrCgrm6fFop9dcKcLQfg4wl9aIp19XQNvQGo9Boo34VIZz5oJXCgnIaMX/yvZcI+5SaY/x61tQqRaFGoDca4PffvJn/8f2DszbVpWgbegNRarSOF7dntcsVHn/LIwdI5ywCmkLEr5LKWWRNh8O+qTtEPGMwltTJWc4w3ul0fYNGCtekCjgwNMmH//55LuqPcts125a9wb/rsnUoinAv5MzsCcAumiFJt1EI8R9CiINCiJeEELe6zy972eh6ZJk9A0zlTFTFKe6MJHPopjOmXEo4OZlhaDKNaUlUIchZds1CQqVrcpowskjbGRx2dCzV8DExzcK1r17LIzddybE73lUxXdSMPLoJ/KGU8lXAlcDHhRCXcA7IRtcjy+wZYFBTAZGnp9oSkIKgpmC5c0qF4hWSRF1CQoVrGkvqKIg8y9GSsqWqoAtFsNVidFcp11PNTQghDgLrcWSjd7mHfQPYC9y21OtbCObKtBTGyqMJnTUdAfpiAU5PZfPtdrYEG8m6jhAnJ9MuBVXiVxX6YgGiAa2uyqW3ppxl55tApHTEllqtCrqYaGqMLoQ4H2cK9bOUyEYLIZZd8OhlWsaSWabTBrploykK77ls3az4fSypc2oqy4buEOu6gpyYSBf1lp6YSOc5Lx4RC2A0kSWds3jTnU+U3ViWbjw92Q1VEdi2ROAYel8s0JJV0MVC02i6Qogo8J/A/5RSflcIMSWl7Cr4/aSUclacLoS4CbgJYNOmTZcfP358ydZcC3Y/foi79x7BsiUBTSEW1PBrKhG/Ss6yK+qxjKd0zk7rwGxSlwJs7AmhmzajyRz9MUcirlRYqJJOy3U71vP9n53h8GgSn6KwuiOApipFIkvnSEamteQuhBA+4B+Ah6SU33WfHnbloqkmG90q+uiVsG9wgg3dIV61toMtfVH6Ys7I8cGxVFH8LgQoSLKmzeGRJF0hP6uixaPVvW9NAmfjOvGsiSpgLJnj6FgKyy6OsytthvcNTvDYp97C/R98XZH8nacoUAsfpxmoV4O+GpY8dBFOF+z9wEEp5VcKfuXJRt9Bi8tGV0Ol0j848XrYr5HIGpyeyiKFIOJXWNMZJJWzmE473GuR/w959x4Lao6+unCqg6YrjLS2c4afPhftoFx/aKNy9Y1GpfrCfAtmzRoEcCPwMyHET93n/huOgX9bCPFh4ATwW01Y24JRaUO6eVWYtGGTzpmMxLP5udG90UDewEwpy957JZBzRUal7WRfhHA2rcNxne2buqu+d6U4vNKFcXg4zg33PtPwcKaewlU9pLha0IxBAE9JKYWU8jVSyte6/76/nGSjq6FSc/Ht174qT7nVLSeLUrjJDPlUVFEiROp6c01xWuBWxwLYSGxbIqXzz7DtPGWg3sbmcsO7xpKOTuSBE5Ocnc5w4MQkn93z4oLDmXpoy9DYCXrQ5qM3HNWaiz09livO72FNZzBv5OB43gv7onRH/PjdyRcegq5mum7arOsMoalOHlxRBFv7osV03Doam8tdGOOpnHMh4cjHSWAybXDnYwML+lzqnXFa6wS9WtGmACwC5mIEViJ8ff5dlwCOURweSZDImnSHffRGA4yndEYSOfqifjb3RvKvuf3aV9X13qUI+xSOjjtecktvBKSzB/AmzAkBUkgGFzgdrh7aMtRHiqsFbUNvAmpplCgVEuqNBgHy7XEL5Y4Xbva2unLTqZyVb+VrNOZDW24kV75t6E3CXJ730HCcrGHnyVy90QCrIgE0xeBHt1294PevtNnzqY7il7Cl481dSbsLexdWWJqPh24kV74do7cg9g6MkNStfNneU8UdS+oNq2RW2uxFAhpdYR9CcXUgFegK+2aFSPWimcJI0PboLYl7nhykJ+JjPGk4oYQC2M6m8I4G9XNWCiW29se4+aoti9Je18xuprahtyCGJtOsigQIaM4ggZxl41ME4YDWMEOpFkost/a6WtA29BaE521jQV9ei8UbuTIXai3KNHqz1+poG3qLYe/ACJMpnWPjqVkErLlSa9XK5lBeY/FcNexStA29hVBoqBu6QpyeynB8IoPPZTjOhUqZlFbVWFxKtLMuLYRiQ3XGWPhU51/OsudkFlbKpLSSxmIjGYn1oG3oLQSnP9RmcDTJiQmnVxR3OkYtxlmpbA6tobFYL9+lkWgbegsh6lc5NeUM0vWmXxj2zJc032kVraKxWC/fpZFoG3oLIZWzMG2JbhWPKdEtyc9OTfPS6dqmVfhVhcMjSU5OZgj7FN756rVNGddSikYzEutB29BbBHsHRjg9nUWtQjSRODTeuW73qZzFhu4QW/ujGLbMzydtVlXSQ6MZifWgnXVpEczorwAV+ngFYFgz7XPlDLVS5mXf4MSijT2vFY1mJNaDtkdvEQxNplkdC8wau1gIiTM7tNrtvpnhwVxoJt+l7dFbBF411GMMloPA0WOpdruvlw671GhWkart0VsEXsbErykV43QhnCbparf7Zs0JbXW0xy+2EPYOjHDHowc5PJp0PJA7Kh3Arwo6ghpbV3fwhi09VbVYPL7LSuCwlKDiVr5t6C2IaoZaSaSoGVmUFkR7zuhyQrU4ttEyECsF7Rh9maGVsyqtjJYzdCHENUKIl4UQrwghlp109GKjmUWX5YyWMnQhhArcDVwLXALc4Gqnt+GinVWZH1rK0IErgFeklINSyhzwCI5uehsumt1kvFzRapvR9cBQweOTwOsLDyiRjV66lbUQVlJnUKPQah69ksbmzIMWl41uozXRaoZ+EthY8HgDcLpJa2njHEJLFYyEEBpwCHgbcAr4CfA+KeVLFY4fBVpr5EV19AJjzV7EEqEZf+uYlPKacr9oqRhdSmkKIT4B/ABQga9XMnL3+GUVuwghnpdS7mz2OpYCrfa3tpShA0gpvw98v9nraOPcQqvF6G20sShoG/rS4t5mL2AJ0VJ/a0ttRttoY7HQ9uhtrAi0Db2NFYG2obexItA29DZWBJa1oV9zzTWeclv7X/ufpAqWtaGPja2UanobC8WyNvQ22qgVbUNvY0WgbehtrAi0HKmrjcah1sFdKwFN8ehCiK8LIUaEED8veO7PhRADQoj/EkL8oxCiqxlrO1fQzOkSrYhmhS5/B5QS5P8NuFRK+Rqc5os/XupFnUto5nSJVkRTDF1K+SQwUfLcD6WUpvvwGZw2ujbmibbQUTFadTP6u8CjzV7EckZb6KgYLWfoQoj/DzCBhyr8/iYhxPNCiOdHR0eXdnHLCG2ho2K0lKELIT4E/CrwflmBKN+Wu6gNbaGjYrRMelEIcQ1wG/AWKeXKDCQbjLbQ0QyalV58GNgHXCyEOCmE+DDwV0AM+DchxE+FEH/TjLW1cW6iKR5dSnlDmafvX/KFtLFi0FIxehttLBbaht7GikDb0NtYEWgbehsrAm1Db2NFoG3obawItA29jRWBtqG3sSLQNvQ2VgTaht7GikDLkLrOJSy0V7Pd69l4tA29wdj9+CHu3nsEy5YENAXTsvmT773EF93fz2XAXq+nTxVFvZ5fhLaxLwDt0KWB2Dswwt17j2BLiaYITEsynsqRMy3uePRgTc3K7V7PxUHb0BuIe54cxLRtVEUghEBRBAqCRNbk6Hi6JgNu93ouDtqG3kAMTaYJqAqFvVFCgG7aADUZcLvXc3HQNvQGYmN3mM6wDynBlhKJxJISVRFs6Y3UZMDtXs/FQdvQG4ibr9qCT1VZFfWhCjAsG0UIPr7rAm67ZltNBtzu9VwcLOthXTt37pTPP/98s5dRBC81eHIyzYaSzEq137XREIiKv2gbehvnECoaeitpL/YIIf5NCHHY/dndjLW1cW6ilbQXbwf+XUq5Ffh393EbbTQELaO9CLwH+Ib7/98Afm1JF9XGOY1WyrqsllKeAXB/tndpbTQMrWToNaGtvdjGfNBKhj4shFgL4P4sq1jf1l5sYz5oJUP/HvAh9/8/BPxzE9fSxjmGVtJevAP4FSHEYeBX3MdttNEQtJL2IsDblnQhbawYtFLo0kYbi4a2obexItBupVvBWEm9qW1DbyLmMrTFNMSV1pvaDl2ahLkG3i72QNyV1pvaNvQmYS5DW2xDXGm9qW1DbxLmMrTFNsSV1pvajtGbhI3dYUYSWcL+ma+g0NDm+n011BLb33zVFv7key+RzpmEfCoZw1qS3tRmbYDbHUZNQuFmMORTGUvqTKYNYkGNrf0x3rClhz37T+V/7xniF9/9S0BlIaTS8xa+rpxY0lK29tWztnmi3UrXivAM7fBwnIRu0RPxsSoSyBvAdTvWs29wosgQgarGcsO9z8y6E6RzJv2xIA/fdGWz/lSApVhbRUNvhy5NhDfwttQAwn6NdM5k3+DELAO44d5n8pvUwmPveXKQXdv6GZpM0xXyFb2mVTaZzVxbezPaAqhn4znXsa28yWzm2tqG3gLY2B1mLKkzOJpk4GycwdEkY0m9rAHMZSytLIDUzLW1Db0F8IYtPYwmc+QsG0VAzrIZTeZ4w5aeWcfOZSytLIDUzLW1N6MtgBvufYZj40niGZOcZeNXFTpCGuevipbdpLWFkCqinXVpZbzpzifoCvkQYuZ7imdynI3r9MUC5zzhqoFoLQGjNopRGncnsganprIIwaLwXFYi2obeAiiNu89OZwFYHQuuCMLVUqBt6C2A0k2aBNZ3BekoyDm3Si58uaLlCkZCiE8BvwdI4GfA70gps81d1dyohcNR7RiveAQzFcRCtEoufLmipQxdCLEeuAW4REqZEUJ8G7geR6uxZbF3YITP7HmRpG5i2ZLh6QzPH5+gM+Rja39sVul+rkaHQsKVadkMJ3QMS+JXFfYOjLQ3pfNAK4YuGhASQmhAGDjd5PXMiTsePchU2kDagJQYNhiWJJEx8gZ9x6MHa+aXe6GMTxGcnMqAhA1dQXLuhLv2prR+tJRHl1KeEkJ8GTgBZIAfSil/2ORlzYmj42kUAYoiMEznOQHkLJnnohwdT7O1P1r0urni7hOTGSwbbNvm7HSWrrCf6YzBzQ++wI5N3XWHRysZLeXRXU309wCbgXVARAjxgZJjWlp7sVxZwuOm1Mrz2Dswwmf3vEg65xwvAd2SbghjY0tZNuW42O13yxktZejA24GjUspRKaUBfBd4Y+EBrai9uKU3gu0O6PJqPhIIaM7HmzEstvRGauZ53PPkIImsiRDOnaGgjoQtwa8qZUOfetvv9g6McMO9z/CmO5/ghnufKepXLff8ckarGfoJ4EohRFg4ZcK3AQebvKY5cds12+gO+5yynOvRVQGrOwJ5g77tmm018zyGJtOYto1PKbhqmPnf3mgAmB361MOCrOT9dz9+6Jy8K7RajP6sEGIPsB8wgQPAvc1d1dzYta2fP7/usjz/JOJXEUKQ1J2mgtI04lzY2B1mLKEjAZ8qMG07HxIFVJHPr5eGPvW03xV6f5jhtd/31FH6YoGKfPflipYydAAp5Z8Cf9rsddSLwjz4QnHzVVv47J4XmUwbKAI0RWDZEltCd8SPlLJsj2c9faCVmiBSOYtN56A6QKuFLm3gXDQ3XnkeqiLIWZKcJVGF4Ndeu5bNvdGKoU89NNhKvPaIX23Zxo2FoM1eXCTUmuYrPC4W0JBSMprUmc4Y2NLJ4njfUGdI4673bq/5zlFtDV6MnjMtElkT3bRRFcGOjZ3sH5rGsiUBTSEW1PBrastw2udAm724lNj9+CFufvAFnjs2zkRS59h4suyGzksjHjgxyempDAfPJjg8kiSZNTFtJ8MC5LMv0xmTOx8bqGkNc6Uad23r57od65lMG2RNC78qiPhVnjs+Rdiv4FcFWdNiMm1w3Y71y8HIq6Jt6A3G3oER7t57BFtKfKqCJWE8aWBY1qw0352PDTCZNvIeWwCWdHLmHkrvt4NjqZrWUUuqcd/gBBu6Q1yytpML+mPoptvhZEou6I9xydpONnSH2DdYOkBw+aFt6A3GPU8OYtlOTC0QKEIgBEynjVkbusGxlFNRFaJsoakUFe/LZVBLqrH0mMJWvkqvWa5ouazLcsfQZJqApmBaM8UjIUC37LIbOltKTNOa5bkLIQty85tX1bYpnCvVuHdghHjG4Mx0hqCm0hcL4FeVfCtfudcsZ7Q9eoOxsTtMLKhhI7FtiWnZZA0by4bJlF4Up/dFfEWxeCFKvxi/KuiO+Ln92lfVtI5qTdRe/B72qyhCkLNsTk1mCGgKtoRYUGs5BYGFom3oDcbNV23Br6msivhBgGFLBNAX9WHYsmhDGAv5USgu8YMTooT8KqtjAYKaQkBTuPy8Hr583WU1bwqrpRq9+L0vFmRdZwi/qiAB05bcevWFVVOYyxXt9OIiwEvr7T8xiRBOS1xHyEc8YzCcyCIl7NjUzeGRBBG/ypgrdWEUbEIjfieckFI2vEm6XDO2lJLpjMGPbrt6QeduMhYnvSiE+JIQokMI4RNC/LsQYqyUbbgSsWtbPw/fdCV9sQAX9kXzRn56OoNtSyzbZiSRJZF15C229EVZ1xnKf0uKcLzryckMJyczDW+SbmU1r8XCQkOX/0dKGQd+FTgJXAR8dsGrOkdQaFBjSR0FgRCCgKYS9mt0h31MpAzSOZOxpJ4PYRQhEDjGbsnGN0m3sprXYmGhWRePLPFO4GEp5YQoDThXKPYOjDCVznFsPI1PFeRMG00RIAV9MYd92BsNYFo2/bEgx8bTBDUFnyJI5Cyy5kwY0+gm6V3b+vkirCgRpIUa+r8IIQZwuoE+JoToA1q+kXkxUFrKH03qdIZ8bOgKMhzX3XK+pDvsYzShc2oqA1LiU1WGXMajIiCVs/ApCkJA1nTy2fGMUZGxOF80koS2HLAgQ5dS3i6EuBOISyktIUQKp0NoRaF0wtsrI0lMWxLxa3SE/HSE/IwlswxP64wmc0U5c9O2GE3omJaNtxcN+pwCkqYIpJQMJ7LEgtq8plLkNdhHEuRMG58quGh1xznvwUsxL0MXQlwtpXxCCPEbBc8VHvLdhS5sOaGU221JiSKcuNzzxH5VwS7zWgnkTJuApmC5Hjxn2oR8Kms7g/msy3TGqDvE8C5Aw7KYThsgIGPA0bHkOT1qsRzm69GvAp4A/l+c70qU/DwnDb0SG7CU2+1XFQzLLiqln5zMVDyvxCm7ex9eyKeypc9ppE7nTHZs6p7XRAjvAhxPmiiKQ0ewbUkia7KmU1v2zRT1YL6GnhBCfBr4OTMGDrM5SOcMyg2g/eyeF1kV8TOa0BlL6KzpDBIL+uiLBRiaSCOBg2emsW3KevNCFNJxs4bFkZEEumWjKQrvuWxdXev0LsbRhM6ajkD+ItItG1tCzgLTspecw7KYCgVZwyJYwu0pxHzTi1EgBlwOfBRYi9O1/xHgknmes6VRyga0bMlk2uDYRJo1HYF83jueyaG73BVVOCHdXEZemqeyJKQNxyhDPoU9+0/VlDsvpeYKAaemnNxAzpIzxDH3+Whg6ahOi6VQkNJNTk1lOD1V+Y4J8zR0KeV/l1L+d6AX2CGl/IyU8g9xDH/DfM7Z6ihl+o0mdKSU6IbN6eksqiIQOPF0SrfojwXYtraT9V2hOc8tKX8rlBKSukXOnE3xLYfSi3F1LAiQr7h67+H9FUtZFW/kgGDblkynDYYm0gzHs+glxa9yWOglvQnIFTzOAecv5IRCiC7gPuBSnO/md6WU+xZyzkaglA2YMSxs6Xhj1aPZCkEsoBL0a3SFfCSyBqenKmdbBbCpxxnrks5ZRbx0L2C33Ji6ljDj0HCcrGHnGYi90QDru4Icn8iguhkcgIBPpTfqJ+XqxswVUjQi5GjEoK6caRPPGiSzJnadF+lCDf0B4DkhxD/iGOWvA99Y4DnvAh6TUl4nhPDjyNI1HaWNxx58qoJwOee27fR3bnUvitGEU+1UmB2jKwKifhVNFWzujXDwbByr9CDheHXdnE3x3f34Ie576iipnNPn+UtrY0ykDaR0zq3bFqenM6yK+OkIakWd/TAz9rDc3qMwIzPX72vFQgYEZ3IW0xmngjxfLIgCIKX8n8DvAJPAFI7y7f+e7/mEEB04GZ373fPnpJRTC1ljI+B5tHTOZDShc3Y6gyqEG4ODRDoeRoJfU/Il9qxpAU6qsRR/8Lat7L5hR55dGPFr+FXhVE+hKJ5RFVGUO9/9+CHueuIVMoaFpkAqZ7Lv6GQ+BrclmO7dYDJt8Htv2lyx5D9XSNGokKNe2oGUknjWCU/OTGeqGvlzgxN8+lsvcv7t/1pxUQvejUgp9+PosDQCW4BR4G+FEJcBLwC3Sinz/WNCiJuAmwA2bdrUoLetjEKPtqYjmC/a9EYDTGeN4rlDER/nr4rmS+y3PHKAZNZE4hR/NEW4OXbBazZ0FVUnPUXeqbSBqoCbUsenCj6+64Ii73nfU0ddGQzHT0k5E6P6VQXTtvMc91hQ45a3X8RrNnSVLfl/7p9/XjWkaNRs0FppB6ZlE8+aJLIGVjmifgmeG5zgricOew6iYs9fq3UYacAO4JOumNFdwO3A570DpJT34ooa7dy5c9F3U5WEfoQQ+FSVNZ1aWQ2VXdv62X39dm5+8AVsKd0YGQROE/ItjxygI+Qrinm/fN1l3PHoQY6MphBIFPfi+NqPBrnvqaP5qmYi63g307KckKngU1AVgaqoSCkxbcnW/lh+PZVkL6qFFAsJOUpRjXaQNSziGYOkXl948shPhtAUMattsBSt1nhxEjgppXzWfbwHx/Cbhkq9l0ndnFNDZde2fmJBDZ8rQKQpgu6wj0TWJJ2zZqXZdm3r5/ZrX8XarhBrOgMoOIWkhG6R1E3iWZOBs9MzUY2YLWpqS4lEYrkX11x0gblCisVkOkopSWSdXtrTU5m6jRzgTDyDZdsMOXeYV1c6rqU8upTyrBBiSAhxsZTyZRztxV80c03VPFolD1WYpciZNp1hH71RJ9U3OJoEAQF3E1sq+VZazbQKmjEUBNOZGWMoNfKIX3E2r26hqTTkKYe5QorFYDqalk0iaxKvMTyphohf4/h4CsUJXSpeKS1l6C4+CTzkZlwGcTa7TUM9Mm8wu4JqWjYjCScDuyoSIGtaKMIJXwZHk+QsR0x0NKFzw73P8NyxCVScYQKFJiAl+TAloAl009nk2m6Wxa/CazZ0z8sY52IyNorpmDUs4lmDlG41LofvnWeO07WcoUspfwrsbPY6PNTr0Upj+j63aJPSLTTFya6oCkykHW8mcQs6hs3LZ+NoAvQy9Q8JM6lD0+lDDflUeqMBNFXQHwvOiw+z2IMDpJSk3PRgLYWdepEyLPpjfsZTBlSx55Yz9FZEPR6tXJaiNxrI92PuHRjh9x94HrPMLXsibVQ9dyFJTBF3ytWqAAAgAElEQVRgWDanpjKEfAp+VeFNdz5RV8GnUo78upNT7BucWJDxO4UuJytl2nORIOrHdMbg2aMT6Iadn+SHM9ytLNqG3mDMlaXYta1/3rdtL03ZE/aRylkuWUuSNZ1qaL0Fn3IZpdFElrv3HmFDd2heBSLdtIhnTJK62VCKgZSSoYkMTx8ZY9/gOC+djpeVCamEtqE3GLVMlBN5Qm79sGzJ6s4Z/szgaJKsaVXUM6+UHvU8fOndJ5F1PLBlS46OpchZNqoQ3PnYQFVDT+km0xmDbAPDE9Oy+dmpafYNjrPvyITTlVWAoKZw+XndrOkIMnA2wUtn4j2VztU29AbDi+nvePQgx8Yz+BSlaKLcF3FoA4Y9P4MovTx00yagFmeJay34lLv76KaNJgSn3RHtquJw2A+NJGeNfvS47fGsgTGLvzA/JLIGzx2d4Okj/z97bx4nV1nl/7+fu9TW1Xu6k5A0JA2BsEgWAhJFjDuIgo44EpfRGfmCjgriODPod1wGf87gyIzCjDpEx3FBQcThKyqiImYQJQIJhBCJCemEpLP13tW11733+f1x762uqq6qruquTld33/fr1Ul31VP33qo69dR5znPO5wzy5MHhCSHHRWEfG7vb2Xh6O+u6WvDnhH67O8IlY56eoc8A7kza6fioR0aS2SSkG+55GkUZj5hUi4C8CJCqCJpDdgJZ/1gqOwOvXNQAlHelikWU3OQv4WhCuufUVbLfEhnT9ounklxVjN7hOI/vH+T3+wfZdWR0wuty5uJw1rhXdYYLq9l4omeIe548zDO9Iz0Hb72iqLF7hj5D7Osby5avubFiCURTRlZYdCpG8pa1SzkeSWcjQFetOYXvbnuR/rEEiiMvbVi2xvrWPX1lw6PFIkpXrTmF2x/Zh8p4pMdCckpjgENDMfoiySlt7ORiWpLnjo7y+P5BHt8/yOGC6iufprD+1BY2drdzcXd7VjWhGHM1BWDekDasPCN33XLXeMwiRu52oLMFjCbe95a1S/nSNRM3ih/cdYwxp2u1m56rOYlXd1938aQbQoURGp+qkMjYC12fKljSGEACHeHAlI08mjJ46qDtkjxxYIhIMv84bQ0+Lu5uY2N3Oxec1lq2WiiXSlMAPEOfIXRVkMjkuCfuvoYEodh/5y5JdVXwkVedweM9QxMafk0Wu4+mTc7oyP9Kl1Jm/fRy4dFSMh0ZMwXYH9SkYaCpKtdc2FXVa3B0JOEsJAfZ2Ts6YRf09I4GXna67ZKcubgx6ypVw7FIgqbA5GbsGfoMsHVPH4lMvpaicH4scjMTlaxPbFiSx3uGuPu6i6vexJlq4pWbMRl1vg2OWna53SktATobAwzH06QNi3ja4lNXrOai7pJBDcD+UDx/LMLv9w/yeM8gLw7mZzjqqmBdVwsbT7ddksVNgbLHq4SlTUEGYylvRj/ZbN3Tx40/eDrb9dmlWLmcHalQENjNd3uH4xPi3gcHo1x/13bCfrWkHku1aQout/78eUbiGRScDSjnAvsiSVYuChP2a0jsyEopI4+nDZ46OMzjPYNs6xliNJG/6dUa0nnpSnvW3nBaK0FfZS5JpVxzYRe3P7JvgpZkIZ6hT4NiM+8XHtrDaMKoSBbB3v630FRBY0BneWsoL+49lswwGM0gkSQzVsnNm6kmXvUM2OnAwslrFzgpCTnrg2TGYklTft3r8Ugyu5Dc2TuS980FsHJRAxu729h4ejtnL22akktSKRd1t3GjWMW9Tx3m8HCi5FeOJxs9RXJn3txZ9OhIHMPK1zyXOevRgK6SMa1sCoDA7jDtdn5zCyGEEPT024pfdm8jyeolTdkSuMnyWsq5P25p2iv+5RGQEsUxdMuSZJzrCmh260dVEbzrwi4u7G7PuiQ9/fl9lDRFsKbLjpK87PR2ljRP3yUphSIEPkcz3v5fxadl9xFKfqK8GX2KlNpxNJ1FZp7ajYOEiV+xjiT02UsbueGep4kkDXqHEzjrVXTV9u7ddiuVVPcU2/b/1I+f4+bUas7vaslu7nS1hnhxMAZO3BwxvkBOGxJNtWthv/OHQ3xr26G8czQFNF7qGPaG01ppmAHpjFyj9usqfk1BV6dWQuHN6GXInRXDThRkLGXQ1RpiX98YS5oCEyIdzx+LYFbxkraFdBJpg4RR+kGaIljWEqQpqBNPG+iKoLXBX3KxunnLtuzi1JJ2i5lY2qAt5Off3rEmO+6JniG+8Is9xJzFqCJsTRlVERimnOB2ndoWsqMk3e2cc0oTarFi2CniGrUvO1Pbs3WVeDN6teTOiqqAF5yv67aQztOHhkkaFpFEhlNagjQG7C32wViq6vOMJjKTfjDssJxd3TOayCCwW8aUSro6PBynya+RMS0sxxXxawrHI/kbMxtWtvKui07lh9t7GYyls26LVRAtsuPUCt/6ywurfn7FUBXHqNWi7seM4Bl6CXJdk57+KKqwC5v7o2l8moIqbPWr3uEEy1okmqowFMtkdyct8mXmiiGYPA1AV+zFYe9IglUdYTrCtsRcsSStS1YtIpoy6Aj7GYjmh9zcRWUyY/L0oRE7vt0zyGA0nXc+VQg0xf4gKYCi2Du4CcPiiZ6hSUOME65fHZ+d3dm6lt8EleIZegGuu/LEwSH8qqCzKZDNH7GcQglFCHRVQToRk+ORFOtPbWUkniaStGtDXZcmZZgUbI5mqcTDyTgL285Gf9ZdKUzS8qsKLw7GODycQErJOzaMh9wCukIsZRJLG4T9Gm/96u9JFWy7Lm8NZnNJEimTz/50t52mkFPQ3RLUuOfJw2UN3TVqd5b2a4pb4jbreIaeQ667EtDsnpuu0lbKsLKGaVrjFT4rFzUwmshw93UXs3nLNp4+PIzMibrkJm9NdTUkJRwbTTEwluaMzjCJjElQVzGlxLLGxYiklDzRM8TdTxwimjJIZky7Z5Jz4tHEWPaazlvWnDXuU9vyN5bCfo1E2sCw7O7XbQ0+Qj41z/XRVWVC9GM2ZupK8Qw9h1x3ZVHYz9HRRJ5GikvatFAVwZJwIG8H8vpLu7PaLDL7IEGTX6E55KN3ODEtuWHDspsCICHt1wjoCsmMHap82/plfPf3L/KD7YdJZawJuTQNPpULV7TxsjPauXBFG80F3wq5tIZ8xHJyWgS2m9bVGmJpc3DW3I/pUHeGLoRQgaeAI1LKN53Mc+e6Ba6A/4tDxUN5Qtrht8IdyEUNPkbiaTIWaEKwpMlPMmPSO1LeyCstxWjw2fIZTUEfR0biBHSV1pCPz//8eZKZfJdEVwR+XWFxY4Cvvnt9RaG5pw4OMRxPZ6MwhmlxPJKiNaTzoTefW/OdzZNF3Rk6cCPwPNB0sk9cmDPSFNSz8So3m860pL3hI21FXVee7dneEe7bcQRdFaxe0kQiY2/KDMXSxDOTFyVUYuR+zY5r90VTBJz+pPbjxl0KRdgfhrYG3Y69C7tqqJSR+zSFgK7aP5rC/73/OdoafDQFdAaidn67pgjaG3xzumlAXRm6EGI5cAXweeBjJ/v8xXJG7DrN8TGqImxtQws6Gv0EdZU+p86yrUGnOWjvCoZ8GkdGEtlZVhQRG8rFLW5Il0nZSJuSQ0O2Uf/xmO1v+zQFBQj5VGIpO1SZyBhkTA2/JkhkzOwWvqoIAs7GS6nFovutJnwi+63mNtudy9SVoQNfBv4Ou8lAUWZSezG3DG5fXxSw488Zw8JSZNZYDQt8BbuipqPZ7VPV7Exo5MSjJ9uXk4BplndhXLe/JaSz6cwONp7ezve2HWI4niaoqwR9Kn2RFBLJcDyNptofyutf2U1XWwjdqVstlxlZSwk6l5mW1KiEupGkE0K8CeiTUm4vN05KuUVKuUFKuaGjo2NGriWesWhr0FEdSQkL21c1nBYpioClBfkcfs0uVjg6msAwJeoUEplMmDQct6w5wI8+sJEbXrOKC1e0cWIsSUC3Vb8aAzpLmgPoiiBlWCxrCfH5t5zH5S9ZmjXyybpO1FqCbqY6XVRLPc3oLweuFEK8EQgATUKIu6SUJ7Xl+p2P9pAxTQajGYSwXYOMYRt7e8jHqs5GhmOp7C6iS2NAI+7ksQhl8hm8FJNJtMXTBoqiENAVAprKaW0NDESTBPz2nKUqAolwcmQmPre0YTIYHVcAbgzkN+2qtQRdORWCqRxzqt8OdWPoUspPAJ8AEEJsAj5+so0cbB91NJ7JKw7WVSWrTOsWRhT68j5NpdGvYZgWGUsinBaMds1l7YilTQ72R3nV2YsB+OtNp+fJa7g9i5a1BCakB+w9ESGSNFAQqMLOZxmMpTHMSN45atlst1ay01A8Wa1SzZm6cV3qha7WECnTmpBm6xZGgDPrFVHSPXtpE51NAU7vCKOqCtTYyFUB7WEfW357IHtb7rUcj6TQVDcBzDdBtN/NG1ecnVvFkbIYThhc8oVH2LxlW81diq7W0ISMzan6/NNpSlCXhi6l3HqyY+gu11/ajaYoti6ik/lnIWkMaHlvzqbVnXzn/Rfx4I2v4I7N6+juCPPWtctIZkwGoykSGYtaKw12tYVob/BPmA03re7k7usuJuxXUYXg6GiCnv4okUQmb/b0ac6Hz5GWzrjdqqWcMf+5lj5/KQnvSr4d6sZ1qRc2re7kQ5tO5ytb92NYEr+m0BjQ0VWF9208jZF4mmTGImWYWX86mjJ48sAQj/cMMpowJi3r0hVbfNTdmElXkNcrsOP2KcNkRXt4wv13PLzXFdoE7CYBh4fjdDb6WbnIHt8R9hNJZGyFAuegqgIBTS0qYV0LpuPzF/rjjX67TfxUIkKeoRfhI69ZxeolTXz9tz0cGUmwuCnAOzZ0sWpJI0MxO9vvyEjCLifrGeTZIhXu5bALKhQWNwWcXJrKHpvImCQNi80X5idWbd3Txx2P7JtwDinheCTFOy86la17+uiPprAk2YVq2qkSWRQe102Zqv9cjqn4/MX8cTdF2b3OSmtjwTN0wA4dJg2LVMYkZVikDIszFof5wtXnZ8eYlmRX72hWvqEwNUBXBetObWVjdzu/2n2CFwbGME05IddccZrsnojYvUkrlXKTzj9NAZXHe4a4gfEZb8eh4Qk6MLnc/sg+fKpCS0hnWUswG+dXnI55TTmLxUrVA2Y6Ll4sWgNki06q/XZYcIZumLbybCpjG3TasErKGsdSBk+9OMzj+wf5w4HiFe4Xd9sVNxesaCWoqyhCcO9Th1nc6OfYaHLCZG3H5iUZJEUigEVRBPg11a7pNOUEtQBjkg+LwM5HHxhLs6w1SHeH7cpEEml6R5JVqQfUqh3jZJSK1owmMjx0U369rPvBe7xncGFK0lmWdGZoZ6bOlDZql+OjyWwR8M7DIxN0zLsXNbDRKSdbvdQW3VGEIORTCQfsxl0r2hvoG0uyrCU0YebPTXuppOROkFNcLcZ7jroznmnJSYs3srO9sP18tyJKUxXO7LSN3t0JXtlefjavdVy8FJXu0OZ+8FgIknRSSnumNtzZ2hxfdJXBtCR/Oj6WdUl6BiZWuK91RHc2do9XuCtCEPKrhP22cefWjro5M2nDnLKYaPZ54aYF2A24hICReJq9fVH8zha/qoiijQVyca8uadhtVdzZ+6o1S7hvxxGWtwazs3q5GbqWcfFyVKpVU/jBK8WcNnRLSvrGkqQNWxWr0kLvRNrMcUkGGS7oNNEc1Hnpyja7wn1Fa96L6NdVmgIaYb82QdXVJbfP6DR7UQF2Xk3GtFCEIOgUhLiFIbb2uq0SkC7jwkigvcFH3JG6cP3bamfomciFKUal0ZpiH7xizGlDNy2IJisTveyLJHm8Z4jH9w/w9OGJojuntYeyuiRnL82vcFcVQdiv0RjQKy7i3bS6c9oFvyqgOOV8y1tDDMdSjCQy9A7FSeVcf9qU+FV721+BvPtyMSzJHdesy3bCcEsGA5otTOouSsvN0FNVBSukcEG7sbutaDuZydyhYh+8YsxpQy+HJSV7T4w5ilJDvNAfzbtfVQTnL2/mZY4O4LKWfDWqJ3qGuHf7YY5Hkpzaass8VNPXZ+uevmzj26kgAKEITl/UwEM3vRKACz73S4bjmaLfEmnTYlFYR1MVjo2mUB0R/4yjp+hTBR1h/4R2L35V2CWDo3b6b1NQn3SGDukKBxxdxe5FDXzqitVV+efFZPeeODhER9jHorC/qgVu7gevHPPK0JMZkx2Hhvn9/kH+0DPEYCy/wr0xoPHSlbY08YUr2wgXEd3xaQo7D43wla0v4NMU2kI+Dg7GePLFYTobfbQ3VPZG3PloD3IaTarsOLjMc49s96z0Y4biGVZ1hImlzGzOTUhX6Wj0E/Zr2ahRrrvS6cTyJZKBaKpo1ZRLfrt4PyfGUuzti/KFh/bkPe/JJoNCdymSsDXjx5IGHY2Bqha4uS7O/v7Y/G3tMhBNsa3H7paw49DIhAVoV2uQix2X5LxlzUVrHRUhaPBrNAY0ArrK3/7wWXyakn0jxpL2GxFJGCwKV/ZG7D0RIT3NRBdLQn90XCvGpyklt5Y0VXBqW4jWBlstoPDrPJ42srN0rl/bGNA5pcV27ZKGRWdjYFIDNUzJ0dGkkxwGBwZi/O19O5HY65vJwo6FfrUb089dY1SzwM1xceZna5eDgzH+/M5tebe5Fe6uolRXW/GvYOGGBP0aId941GTrnj52HBrGtCz8mj0blnoj9vWNsXnLtqIzWOEaYCpI7A+Z2ztoVWcjkcSQPbO7z8P536cqWeP43FXnlfWjC/3axoCOqpTuVVooAWJJWwNYUYRdMOL0MkLAUqeRWLnJoPD87kLal1PuV+sF7pw2dLcDWoNf5aIVdpTkwhVteTt9hehODnbYr6EV1FG6X81uiq5hSY6OJFGFyBr5nuMRfKqCQBLLWIwcHMKvKRg5zbjAjuzUgpBP4YZ7nqYpqBP22XWdlrSyzXjtUj9BR6M/r3X71b0jfOOxA8TSJg0+lWsvWZk1uGoWlMUkQDKmRFcECsLx/xVShjkhClVqVi48f1NQo28sTWNAywt9TrXYoxhzWntx6Rnnyv/4wUO8ZFnzBKMtJOTTaApqZVfnrmah/dWcQEHYrQhzXiJdsVNv3ck9oClICRnLDv+5BlgLFNxCCli9pDFbcB3QFI5HktmSvqXNATRVIWNKbrnyXICiSr+3XHlu1tjdWXqyrfRcHcdIIpOtoALHlXIaBxwfTYKAVZ3jVZDllH8Lz+9GXaZS7JGzM3pgXu6MdjYGWHdqa8n7NcWevRsDE2fvYuQWBgMcH01kjVx1Nn4KC/pzhY1q0aEtFwkgbCUuN7sQ7Of92M2vyTOWXN9685Ztk8bGK020KiYBcnw0Qcq0RZyWNPtRFWHPxlBx2LHY+W+o/iVaeDujLkIIGpzt+Mliq4UU+o655XKlXO5iN1eq0TIZ7jFKZReWMtZa7l4WkwDRVJGXXNXZGOBTV5wD1K4Er1IWxM5oLu7s3RTUq1aRcmfGfX1jjCUNgrrCWMqYch/QWs3rfk2hNaRXnV1Yy93LUv78p644p6gRn+zq/kp3Ruuywqgagj6VxU0BTm0P0drgm5KRu1XqS5oCNPhURhIGFWbPTqCWUm0Zw2I4nqF/LFlVdU5hVc9ANEnvcIK9JyJVl8uVKhucjkFv3dPH5i3balK+19UaYiCaosfeEHxJqXFzejFai0YAm7ds4+BglOFYJs/frhfCPoWMBY1+lVUlmnUVI/dbajSRASmdCI39zffFq9fMivJWqZY4U/3w3PHwXm5/5AW72Zgp4wdvvaKh2Li6cl2EEF3Ad4Al2MGNLVLK22t1/Nw3P21Y6KogkrBVY6dq4KqoLN12qsTSFkua/axoD0/atygX12j++vs7yJh21qPuRHCG4xm+8NCeWTH0Wqf5Pt4zRFNAZTRhAARLjasrQwcM4G+klDuEEI3AdiHEr6SUf5zqAV3jdqUeLCmzbsl0/Wm7idY0DlABEhiNZ+hVqltIjktymNkDZUxpJ34JJqQjV3K8WlQV1TrN131fJ3NM6srQpZTHgGPO72NCiOeBZcCUDP2Oh/fyla37MS07l7vwxZiujc6kjbsfQkVAyrSqXki6M2f2w+z8Yli2aGilbN3Txxce2sPevii6KljcWF3SVeEHJOxTp1zgXIxExsK0sjvEJd+SujL0XIQQK4B1wB8Kbi+rvei+sLuODBNN1VJV5eTgGmbuO6YpyoQF6GQzrDtz+lRBKicZTEp7P+CMRZMbVnahHkmiCpAWHB1NckpzMKunMlkGZ2HZXSSRyT636aT5umSc3CbnmCWDK3UZdRFChIEfAR+VUubJSJXTXrzj4b1cf9d2/tAzOOeMXAB+deKUZEm7rUsulegZusJBS1uCqCK/A0dLSOfmy8+e9Jqy5XpSoih2bouCyPZHmszdKCY41BTU6Qj7axfFqfDLqe5mdCGEjm3k35NS/k+lj9u6p4+vbN1v707WMpg9Tdwd1fGSuNKkHHfa78zCAJ1hHz5NyXMVKlnQufFvXRUsbw1yIpIiY1ms6ghz8+VnV7Ur6nMk+YTzgUmbVkXuRrkC559/9NJJz18JmiJyE+hKzm51ZejCzgr6L+B5KeW/TTZ+LGlkswddYR5NmV6NZq0xJdlOdQFdxbIsDIsJNZ7uX4rASVewP7CxtMni5mCeIbsGFElkstIVPlVhND6ef19Yirbu1NaqF5DuxlNHo5+jI0ks7HJFVSmds17s8TNZdhfyqXZYWLqvWHHqytCxFXXfA+wSQjzj3PZJKeWDxQYfHIwhDg3TFNCIONU8FTSXOOmoinDivHbWYUhXiKaLfxotCfG0iaYIVGU8azLXVehqDXFgIMpgLJ0VDE07bdfdlF6Yvlho7rfC0mY/JyIpDCnpbmuo6FuhVmV35ThzcRMHBqKMJQ1iabNkt4K68tGllI9JKYWU8nwp5Vrnp6iRu6QMi75oulJXbVbQFAVFKGiK3eQqYUgCuoLmfABycf/OWBLDlNkc7cKmYHZJnSRj2eJLhilp8KkVCW5WSu6uqCVh3amt/NdfXMhDN72yog/QTOyqFnL9pd34NNVVZ9hValy9zehVU0deSkU4O3gsbwlwdDSJLuwc71zXRQj7m8mwJMvCvglb/5tWd+LXFFJJK/sYRQjGkgb7+sZqer3T/VaopQR1qeO7uffAmlLj5ryhu0xm8MJZCc72B8PVYdFUhVOabXm4lOm2Igefpto+tyKRQjhRl+Llbboq0JTxL2XDsirSsplPbN3Tx307jtDR6CeSNHaWGjdvDL2QQuEgWW6lUgOKRVTc2wzLyl6PJeHK85ew/dAouipYuaiBF/qjGKZkWWswq6JVrmgBbCNPZGw1stxGYL5Kde7mCbldPCiT1FVXPnq1CMaNVwA+xQ7nube50Q5F4ITjZq5HZmFdhwAWhX28de1SgrqKYdkLyhtffQZfumZ9nu+6oi1Ea8hOL640S/HMxU20N/jQnDi3ptotElctPuldK2eVvSci9EdTbqpDyXzdOT+j+zUFnypY1hqiP5piLGnQGtJZFPYzGEvRN5bO6oUkMiYHBmIlw48KU+tQ0RzUSGUsLGt8L/qsxY38/WWl9U4KfddKS9tc3IjGkmZtxiIac4FEeo6nAFSCrioT4sO5BrOiPczmC/NrEa9acwpf/20PsbSJlbO3pCr28UxHsbb0OUW2ZlJT4IxO26CnW1lT7aKt1k215iqVym4vyHz0wtlz99HRrOCPT1XQVYWRAoloBWgMaiwK+2uSR+1RG876h59jWpa7/pEHb72iqDs+p2f0qVI4e+ZWursEo0liKZPmoJ6dLcGbQeuNle0hXuiP2b1VTStRatyCNPRCiu3g6arKHdecP8GQPcOuL26+/Gw+ft9OoikDzNL2PKejLrXiZOzgecwMm1Z3ctvVa1jX1QpwpNS4Bemje8xbSm4ieDO6x4LAM3SPBYFn6B4Lgjntowsh+oEXZ/s6qmARMDDbF3GSmI3nOiClvKzYHXPa0OcaQoinpJQbZvs6Tgb19lw918VjQeAZuseCwDP0k8uW2b6Ak0hdPVfPR/dYEHgzuseCwDN0jwXBSTd0IUSXEOI3QojnhRC7hRA3Ord/VghxRAjxjPPzxpN9bR7zl5PuowshlgJLc6WhgbcAfw5EpZS3ndQL8lgQnPQZXUp5TEq5w/l9DHCloavmsssuc4VnvR/vR1KGWfXRi0hDf1gI8awQ4ptCiNJ9FR0GBhbKbrrHdJk1Qy8iDf014HRgLXYzgH8t8bjrhBBPCSGe6u/vP2nX6zG3mRVDLyYNLaU8IaU0pZQW8HXgomKPLaeP7uFRipNeM1pKGloIsdRp7QLwVuC5yY6168gop3/yQfyaLdipqwIhBIPRdHmHbY6wvNnPhSvb+PWefmJpkwafyrWXrOSG154J2I0PvvHYgaL31arn0Fzgpnt28MCzxzEtKQ/eekXRKqPZKI4uKg0NbBZCrMVeVBwErq/kYKYliadNFEeWbT4YuEvvaIreZ46hKrbgfSJjcvsjL2Tvd9sOagp5952/vGVCS5VKew7NNW66Zwf3P+POj3XUCEBK+RjFa/vKykNPRj2J/9caKUERCoqwdRwd5VjHyJXs7+59557SXNMWh/XMA88eB8jTnyyGJ3cxB8h9AxWnCwbYM3ku7n21bnFYz5gVznBeCsAcQOR8/1kSGnwqDT51wreYe5/bqCuXWrdUqRcqbUk/bwxdEWW0DuY4QoAlLQxHeu3aS1Zy7SUrsSTObfn3XX9pNxnTVuWtVJ13rnLl+UuA8m4LzAPXRVVENuric/oMLpSoC1Ay6rJQBEi/dM16IBt1KTlxz+l8dE/AyKMAT8DIY2HjGbrHgsAzdI8FgWfoHgsCz9A9FgSeoXssCDxD91gQeIbusSDwDN1jQeAZuseCwDN0jwWBZ+geCwLP0D0WBPUkSdcmhPiVEGKf8/+kui4eHpUyGzO6AfyNlPJs4GLgQ0KIc4CbgV9LKVcBv3b+9vCoCfUkSXcV8BceDmEAACAASURBVG1n2Lex9Rg9PGpCPUnSLXZ1XZz/i5bDeEpdHlOhniTpKsJT6vKYCnUjSQeccCSlXWnpvtm4No/5yWxEXYpK0gEPAO91fn8v8OOTfW0e85d6kqS7FbhXCPF+4BDw9lm4No95Sj1J0gG8pppjGZYkkTYJ+tTpX5jHvGZO74xKCccjSWIpY7YvxaPOmdOGDiClpG8sxVgyM9uX4lHHzHlDB9vY+8dSjCY8Y/cozrwwdJfBaIqReHq2L8OjDplXhg4wFEszFPOM3SOfeWfoACPxNIPR1GxfhkcdMS8NHWA0kWHAM3YPhzlt6GnDLHt/JJGhf8wzdo85bugHBmM8/PyJsmPGkp6xe8xxQ5cS/unBPfzbr/aSNko2JGMsmaEvkmQua8F7TI85behhv53B8NNnj/Hhu5/myEii5NhoyuC4Z+wLljlt6Mtbg7z/khUoAl7oi/KBu7bz2L6BkuMTaZNjo0ms+dyr0aMoc9rQQfCul57GF68+n9aQTixl8ukHdvO1rfsxzOKuTDJjciySrLhtn8f8YI4bus26U1vZ8p4LWLO8GYAfbu/lY/fuLLkITWVMjo0mPGNfQMwLQwdoD/u57e1r2HxRFwDPHY1w3Xe389TBoaLj04bF0ZFEyZnfY34xbwwd7FaM/+cV3fzTW8+jMaAxmsjw9z/axbd+f7Do7J0xLY6NJstGbDzmB/PK0F0u7m7nzvdcwOoljUjgO4+/yM3/s6towpdt7AmSmfKbTx5zm9kqjv6mEKJPCPFczm2fFUIcEUI84/y8cTrnWNIU4PZr1vJn65YBsP3FYa777nZ29Y5OGGtakuOjSeJpr4BjvjJbM/q3gMuK3P4lKeVa5+fB6Z5EVxU+/Ooz+PSbziaoqwxE09x07zP84MnDE+LplpSciHgFHPOVWTF0KeWjQPFVYhWUbBNcwKazOvnPd6+ne1EDlrRbh3/6x7uJJvNncLeAY9hL85131JuP/mEhxLOOazOpyKimCsKByuq7u9pC/Mc713HZuUsA+N3+Qa6/azt7T4xNGDscT3v5MfOMejL0rwGnA2uBY8C/FhtUKEnX2RhgaXMQXZ38qQR0lb+77Cz+9g1n4dMUjo0m+cjdT/PAzqMTXJmxZIYTXsrAvEHM1hvp6C7+VEp5XjX35bJhwwb51FNPAbbbMZrIMBLPYFXwnPb3R/nHn/yR3mE7P+Y1qzv52OvOnCCdEdBVFjcFUJVKHSWPWaTkm1Q3M7orR+fwVuC5UmNLPJ6WkI/lrUEa/JO7M6d3hPnau9bzyjNt/cZf7+njr7+3g4ODsbxxyYzJ0ZEEGW9jaU4zKzO6EOJuYBOwCDgBfMb5ey0ggYPA9a66bilyZ/RC4mmDwWh6UgOVUnL/00f5z//dj2FJAprCTa87k9edszhvnKoIFjcFCOieWFIdU3JGnzXXpRaUM3QYd2eG45lJfe3nj0X4x5/8kT5nEfqm85fy4VedgU8b/9ITQtDZ6K/oG8NjVqh/12UmqMadOXtpE3e+5wIu7m4Diue4Syk5EUkS8WLtc455beguuqqwuCnAkuZA2ehMc1Dn/3vLeVx7ycrxHPfvbue3BTnuA16sfc6xIAzdJeTTWN4apK3BhyKKf8spQvDOl57KbW9fY+e4p00+UyTHfTiepm8sebIu3WOaLChDh3x3JlzGnVnb1cLX/2IDa7vGc9xvuncnfZFx444mDY57FUtzggVn6C6aqtDZZG825S44c2lr8PHFq9fwrpeeCsBuJ8f9yZwc93ja4Fgk6eW11zkL1tBdgj6V5a0hFjX6i24KqYrg/Zes5J/eeh5NAY1I0uDmH+3iW78bz3G3K5a8vPZ6ZsEbuktTQKerNURLyIco4r+7Oe5nL3Vy3Le9yN//6FmGnRz3jGlXLHmpvvWJZ+g5KIqgraG0/764KcCX3zGe477j0AjXfXc7z/aOAHaq7/HRJKNxL/xYb3iGXgTd8d9PaQniL9gJdXPcP/Pmcwj5VAajaT52707ueeJQdlNqMJbysh/rDM/QyxDQVZa1BOlo9KMp+S/VK8/s4GvvWk93h53jvuW3B/jUj3dnCzfGkhkvIlNHeIZeAY0Bna624AT/vastxFc2r+Py8+wc99/vH+QDd+3I5rjH0wZHRz2lgXrAM/QKEcL235e1BPNSef26yt++4Sz+7g1n4c/Jcf/xM3aOuy2rkSQ1ifKvx8ziGXqV+DSFpc1BFjX683ZXLztvCV955zqWtwbJmJLbf72Pzz+4h0TaxLAsjo143fNmE8/Qp0hTQGdZazAvbbfbyXHf5OS4P7Knjw9+bwcHBmJO8XXSy5GZJTxDnwa6qnBKS/7s3uDX+NSbzuaGV5+BpggODcX56+/t4Jd/tHXch+Npb5E6C3iGXgOaAnpe7F0IwVvWLeOOzWtZ3OQnZVjc+vM9/Osv95LKmMTTBkdGEt5O6knEM/Qa4ebOLGkOZEORq5c0cee7x3Pcf7brGB+5+xmODCeyO6me335yqCelrjYhxK+EEPuc/yeVu6hH3FTgxoAOQJOT4/5/XuHkuPfbOu6P7uv3/PaTSFWldEKIn2DXdBZFSnllhce5FIgC33Er/YUQ/wIMSSlvFULcDLRKKf++3HEmK6WbbeJpg/6xVDb5a+fhET73s+ezfVCvvmAZ172iG01VCPk0OkoklnlUTM1K6W7D1ls5ACSArzs/Uaqo2i+h1HUV8G3n928Db6ny2uoOe3YPEfLZvvuarha2vOcC1na1AHDf9iN89Ad2jns8bXBk2BM7nSmmVBwthHhUSnnpZLdNcowV5Gi3CCFGpJQtOfcPSynLui/1PqPnMpbMMBRLY1oS05J8+/GD3LXtEABNAY1PvvFsLlpp+/JtDT5aQr5ZvNo5S82LozuEEN3ZowuxEuiY4rGqolCpa67QGNA5pcUu8lAVwV+9fCW3/tlLsjnun/ifXXzzdwcwLclQLO115KgxUzX0m4CtQoitQoitwG+Aj07zWk64IkbO/33FBkkpt0gpN0gpN3R0nJTPVs3QVYVlLUGag/ZC9aKVbXk57ndtO8Tf/ehZhmJpEmnTc2VqyJQMXUr5ELAKuNH5OUtK+YtpXssDwHud398L/Hiax6tLhBC0h/0saQ5kRZG+/I61vG29neP+9KERrv/udnb2jmBYdghyOJb2NCCnyZQFjIQQ5wHnAAH3Ninldyp8bDGlrv8H3AucChwC3i6lLCstPZd89GIYpkXfWCo7az+6t58v/uJPxNImioD3X7KSd1zYhSIEPk2ho9GPX/OUwspQW6UuIYQrIXcO8CBwOfCYlPLqKV7glJjrhu4yGE0xmrDz2I8MJ/jsT3azv9/WgLy4u42bL1tNU1BHCMGisC8bo/eYQM0Xo1cDrwGOSyn/ElgD+Kd4rAVPe9jP4qYAihAsaw3yH5vX8caX2Dnu23qG+MBdO9hzPJJtVHBs1BM9rZapGnpSSmkBhhCiCXvh2D3JYzzK0ODXstmQfl3l468/i5svs3Pcj0eS3HjPM/y/p48gpSSRNukdTni1qVVQtVqmsEtsnhVCtGBvFm3H3jB6osbXNmfZuqePOx/t4fBwnEa/hpSSaNqkqzXE9Zd2s2l1Z3bMvr4x0oaFrgrOXNzEda9YyVjS4Ju/O8ixSIKwrpA2LDKm5I5HXuAnO4/yvo0ruP+Zo7w4FCNjWvhUwVlLmrn+Unuucc8d9qkIIRhLGXS1htjY3caDu45xYDAOQPeiBv7+stVsWt055eeX+5ymM77YmNznUu62Sq5/qj76dinlBc7vK4AmKeWzVR9omtSjj751Tx+ffmA3uiowTIsjI7ay17KWAJqqkDElV69fxn07jpAxTQbG0lnPsr3Bh2FJBBD2a4wm0gzF7aQvwXjuhQBaghpjSSP72LYGH1LaY5qD+oRzpwyLE5EUiiCbZmBJaA3pfPHqNRUbe+7zC+oqiYxJxpTccuW5RY9RyfhiY0YTGQR2rlC52wqOVXMffZsQ4kIAKeXB2TDyeuXOR3vQVUHIpzEQTaMqAlUIBqJpQj4NXRV847ED6KogkjBQFIGmKCgIxpIG0ZTBWNIgHNAZjo9nNkpAcwxUAsMJAwmoioJwHhtJZBhLZsbPLQSqYp97zGlMZkn7MfaP/bg7H+2Z0vMTQmSfU6ljVDK+2Bj3dZjstnLnzmWqhv4q4HEhxH6nudYuIYRn7MDh4ThBp+oobVoIAULYvwMEdZVY2iSoq9n7YXyMaUkMyx5b+F1bmPBlSpxFqSRjWhhOeoFpyQnnTpsWsuCYQoBhWfQOx6f0/FyCulryGJWMLzYm93Uod1u5c+cyVUX7y6f4uHlPV2uIvrEkIZ+GT1UwLNuf8Dly1YmMSYPP/tp17xcCpDPGlBKkbdCKsGdgmPid7N7n/vg1gZT2QMO00BSBaUqEIrLnNsz8XVYpQVMUlreGpvT8XBIZs+QxKhlfbIyqiOzrUO62cufOZao7oy8W+5nKseYb11/aTcaUxNMGi8I+e4aVkkVhH/G0QcaUXHvJSjKmpCmoYTmzlIWkMaAR9ms0BjTiaYP2hvF4uaaAaVkIoEFXaAtpeW9e2pDoqkKDTyORMWkN6ZhSYpgW7Q06jU6bSkXYx7F/7HO6i7xqn5+UMvucSh2jkvHFxuS+DuVuK3fuXOZ1a5eTSW7UAMtiKGGQMiz8mkJbUEMoCg05UZBGv+a0eExhSIkq4IyOMDdffjYA/3D/sxwZTeW5Gj5VEPYpjCZNTImzsATDzF+oqmL8b11TCOoqZ3Y28vIz2idEXS4/bwk/f+44PQP2BtXK9hA3X352RVGU3uE4y6uIuvQOx/Neg2JRqNxjAhXdlnPuhdnD6GRRTaTFjSwMxlL0jaXpCPtYFPbnRRCe7R3hy7/eR7HkRQXbuMF2WYI+Fcu0iBv5gwWwtNmPqtju0Y2vXsXrzl1MW8O4CNPWPX387X07GY5ncN1/S0JLSOe2KiIxU3mdKonYTIGF2cPoZDEh0pIT7SiMtLgRg0jCQBEwljQmRBC+8dgBLGm/a+6C0kUCmqpmoybRlEnCkGjCnslzxw1E0wR1FU0R3PPkYUYTGXpzMiLvfLSHsaRhR4bcSIwQRFPVRWKm8jpVGzWZLp6h14BqIi0uadNCyRnjjusdjhNLl07NzbooQmQ/ABJbCVgr6M+UNiUD0RR+TXA8Yjcdc4uyB6MpDg3FMCwr74MkhB3dqCYSUynVRmxqiWfoNaCrNUTCmSV9qmJv3JSItLj4VAUrZ4w7bnlriAZf6QxFUfCXcG6TJaIzQ/EMh4eTtDfkpyKNJjJ0NgZQhSDXe5XSjm5UE4mplNzXyaXSqMl08Qy9BhRGWjKWRcqwiKVNdh0ZZX9/jEjSYH9/jF1HRnnuyCixtO2fumPccY/3DBJxNnckZD80LoL8qElTUCPsV7GkxHKiMu449wOTMiwODcXZeXgk77rfsaGLkF/DMC0M07SPKSVhf3WRmKm8TtVGTaaLtxitEW7UYPfR0ayh1hJV2IbbFNDoj9nJXG6uCsCtP38+Gzlpa/AR0lXiGZOArnJsNEnKsF2lv3r5Sq65qCurLPZEzxBbfmtHiwR21OUTbzyn5gtRl2ojNlXiRV1OFud/9hckMiamJYtGTaaCIuDcU5qJpw06GwPcfd3FJcdmTIvjo8m8NN4jwwn+8Sd/5IX+KJCf416Iriq0h315mzdzCC/qcrJwq4NqOX+4H5hKFm6uHmSu+Omy1iD/vnktV7xkKWDnuF9/13aePxaZ8Hj3g3IikpxXOe+eodeYBp9qhwZrqEPkxrgrXbipimBpcyCvD5NfV/mb15/JzZevxq8pnIikuPGeZ7jfyXEvJJYy6B2eP/Wqdee6CCEOAmOACRhSyg2lxtbKdSnMhd7Y3cbPnzvOC33RvF3Ls5c28tNdx8mY469ZU0AjZdgLQ4HElNTMZSnGW9cu5Xgkza4jw8RSdqKWAJa3Bnn7Bct5cNcx9g/E8q6xEE0Zz5EBeNVZHfzN68/Muivf/f1Bvv/kIVLOJpRPFfg1BSFENm++Ut+6VJ75rT9/ftp58S6XfWkre07Y65ODt15RdIqpV0PfIKUcmGxsLQy9cLduIJqibywFEur1izukK8Qzxa8uN299MvyqIOV8IJa3Bvnsm8/hd/sG+O/Hi6ctKcL+WRT249PUSXc0i+2ERhIZkhmTRMbK242tNi/eJdfIobShL3jXpXC3bixp2LMd4zuT9UYpI4fKjRzs59Ya0hFA73CCD33/ab73xKHSx5Z25D6SyKApTLqjWWwndCxpEEubzu7x1PPiXXKNvBz1aOgS+KUQYrsQ4rrCO2ut1FW4W5e7U1l6DT8/MCw7q7KtQWdJk12FlC7j8kjGd3w1ReHQUHkjK7YTaljWhDXMVPLiq6UeDf3lUsr12DnvH3KUd7PUWqmrcLcud6eyqulxDqKrCsmMRVdrA3e+Zz0vO7297Hh3B1ZXFRIZk45wgL6xZMmue8V2QjVFmRCVmkpefLXUnaFLKY86//cB9wMXzeT5CnfrGgOa7YsyvjNZb4T00m9bpV9C7s6pYUmuubCLxoDO5646lw2ntZR+jACJzHtcNFk6OlNsJ7QxoNHgUzGlnFZevMvqxQ2VPd96WowKIRoARUo55vz+K+AWRwJvAoWL0dwVfmEFfLkoQe5uXdiv0RdJMBivz04UG1e2glB4+tAgU92A9WsKYZ9CV3uYRQ06j/cMkcjYSWd/fsFyjkeS/Hz3iex4RUDAibr4VMFp7WGuubCLi5xOHi6aotAW9uWFNUvlmdcy6nLBLb/Ivl9zIuriKPTe7/ypAd+XUn6+1PhcQ68kJ7ySKMHH79vJUDRdtxEXAbxl7VK2Hxp1CqzT9EeL67u0hjQaA76Sz/tff7GHr2zdj+JkW0on5Pjei0/jTWtP4Z9+9jzbD9n5MauXNPLpN5/DkqbAhOMU4tdV2kK+vH6sM8UdD+/l9kdeQBGQMWX84K1XFJ3i68p1kVL2SCnXOD/nljPyQirJCa8kShBNGXVr5C4PPHs8+1wHY6VFjEYTRtnn/e3HX3SqlBQUoTj/w73be2kN+bj1befzFxefhgD2HB/jA9/dzraewUmvL5UxOTaamJCKMBN847EDKIIJLewLqStDnw6V5IRPtqo/PByve01yiZ0v7j7XcpdryfLPO5Y2URWR59cLQXYBqSqC9718Bbe+7SU0B3UiSYNP3v8c3/htT0WvUzxt++9DsfSMtZt0Uy4mY94YeiU54ZOt6rtaQ3XfQ0hgG6D7XMtdriLKP+/xdIVxY5fOhyOXC1e0seU9F3DuKU0AfP+Jw/ztfTuzvZjKIaVkJJ7m8HA8K6RaS9znMBl15aNXy0L00QE0AUYlby52S/c3nreY45H0hG34j9y9g7HUxGqm7vYgRyMpks7GVEgXWFJkU33dULsAGvwqZ3Q0cs2FXQDc8+RhjkUSLG0KFl2w+jSFRWF/XtLZdLjj4b259bXy4K1XFJ28542hQ/Fq82jKqCrveeuePm79+fPs64tSZu8EXQHDqp9Qe6mt/7BfJZGx8oqwRxMZ4imj6A5ruRSCUvc1+BR01Y7KhP0aAd2Oz7tF2YXGDhAOaLSFfBPK/6pl654+PnL3DmJpE0uWNvQ5mXRcik2rO6edxF94jM1btk0Q1ynMCy8c09MfLVv3WYwGn0p3R7iqxwrH8tya0RXtIY6PJjFMiaIILCmJO374WNKgozFAyKdxZCSRna0LKffBLbzPNfxY2kJgoanQEbZL9tzclnuePFzU0KNJg1jKpDmo0xLUUaboMt75aA+dTfbz2nVkdEepcfPGR58ppiKplp5CpMF9zFQeC+ML1EKZO8vRf8k9bq0W3LoqsmsECWRM8nZCA7qSLcouRqH/PhXvotj7UwzP0CehkoLesmkEFeI+ZiqPhfEFqrsQB3th6UrX5R63Vgtu4YRw9RydjcPDCYbj9i5pMmOxpCk46XFMSzIYTdE7nCBaZcv4Yu9PMeaV6zITXH9pN59+YDfxtJGXaqorgku+8AhdrSGWNPnYcWgYw7Lwqwp+XSGers5/j6VNnjsymmc0k+EatCLgyvOX8NsXBsmYdmKWcN57RcHOTZcmkUQaTVUI+zUUivvo5cj10d0ibSS0NuikDGnvQUjoj6aJpkyaglp2kQp2fWq5xWrGtOiLJInoKm0NvooWrLnvTzm8GX0SNq3u5JYrz6WzMcBoImPPmEDGkrQEdQ4ORnng2eMEdYWAppI2JdGUiV+zt8urQQJGmRWwImB5S4D2kJ51T0K6ykdfs4qr1i5HAIoQWSEjif0Gd4R1VEWhdySBrghuu3oNX33XBTT6K4t8qLgpALaY6ZImPy1BDb+m0hjUWdbSwCcvP5vPvOkcWkN2HWoiY2KakvZGuzHwEz1D3P7IPgZjKZoCGoOxFLc/so8neib2Y0tmTI6OJOgbm3zDKff9ASYuBhzmVdTlZFBs4Zk2LXyqQndHGIB9J8ZAwKrOxuyYWNrM5rdP5iLrqsC0JLqiZBeVmiJY0hwoWRxdyXUVLqLdQm53VzHXBXD9XsOyCOoqOz/zevrHUpO6FlJKfvrsMf7jNy+QMSU+TeHG16ziV7tPMBhL5fnTiYxJe4Off3vHmpLHE0LQGNBoDfkqcbm84uhaUWzhWbjYM5yMvNwxUHk2pOtXF2qnV6NDXk4JzKWSXUVF2OOEEHQ2BbLNgEshhODNa07h3zevY2lzgLRh8cVf/Ik9JyL4tPyTTbZYBfuDE0lkODwUn1b9qmfoVVJs4Vm42NOcqpncMVB5xZIbKcldVPqcHPByOuSVKoG5VLKraEnylMPaw37aGnyTPoczFzfyn+9ez8udHPdkxuLQUIK0Mf7Bq3Sxal+HZDie5vBQgliVC1bwDL1qcnOsI4k0GdNupJU27MWem3Md9msTctyhshk9Y9qaMCnTIpExSRsWTUEtq2q1dU8fm7ds45IvPMLmLdvYuqcve10D0ST7+8aySrU+TSClfXvvcIK9JyJs3rKNOx7eS5NfJWNKEhkTw8yf3S1pZauBrr1kZd71tYR8tIcn77bZGNC55apz+cAru93sQl4cihNJZuxzOjnt1WBYFiciybyEMff1WHHzz0pm7XmGXiXu4senKvSOJFEUYS/2nL99qsIXr17DbVevyS5gVy4Kc9WapWiqmNJOqsT+lrjlynMB+PQDu+kbS9IS1OkbS/LpB3YDcPX6ZQzFMqRNO6beEtSIp205uqFYhtaQztLmIAcGotz+yAuY2AtVRUDGgoCusnFlK00BDcOyXZ0bX30GN7z2zAnX1BzUWdQ4ubELIfjzDV18+R1raQpoSOB4JEUiY/KhTacX3UyqBDdh7KfPHOVTP36OvrEkQMlO4154cQpsWt3JnY/2sKI9lF38LcF+8VtCvuzOauEO66lt4+N3Hx0t6za4bo5fUzEsi9FEhk2rO9m8ZVs2RRcg5LO/OdxU3OWtwQm7uP1jqbzbx5K2ZHUkYdDdEWZJ88SFaiU0BXQUIegfS03qO5+3rJlv/eWFfP7BPWx/cZiBaJq7/nCI7s5wRTnuxZBS8o3HDiAEBCZpHe/N6FNkuk2rKtmczI2Tu2kB5c5b6r5qJKurJezXWNzkzzYXKEdLyMetf/YS3rtxPMf9+gpz3EtxLJLArymThiE9Q58i1UogF46vZHPStZ3cBWG585a6rxrJ6qkQ8mkscVq8T4aqCN77shV84W0voSWoM+bkuH+9whz3QpY2BUvm7eRSd4YuhLhMCPEnIcQLQoibZ/t6SjHdplUtk4TpJLaCbuGCsNx5S93nNgfLXRxbEpqCWs3km4M+lSXNgYrTCzasaOPO91zAeU6O+91PHObjP9zJYDRV1XmvubALw5KTpgHU1YaREEIF9gKvA3qBJ4HNUso/Fhs/22q602latdxJHXho9wkSzozk1xQaAxoBTWEoliFlWjT4VK69ZGXegrDceUvdV3j7xu42Hu8Zqrl8c9qwRUoL+4GWwjAtvvHYAe59qhewBZX+4YqzWXdqa8XndFMLnukdOXDw1iuKflrrzdA3Ap+VUr7B+fsTAFLKfy42frYN3aM4hmlxrMp60d+9MMCtD+0hlrLDnO972Qre+dJTK3KHXLo7wnNmZ3QZcDjn717nNo85hOZIV/urqCJ6+RmLuPPdF7CqM4wl4Zu/O8gn73+uZuV39WboxT6ReV85tZak85gZVEWwtClQleTFKS1B/n3zOt68xtZxf+LAENd/dzt/PDpRx71a6s3Qe4HcrbLlwNHcAbWWpPOYORRFsKQpQIO/8u0an6Zw02vP5JNvXE1AV+gbS/HRHzzDj3b0Tkunvd4M/UlglRBipRDCB1wDPDDL1+QxDYQQLG4K0BgoH2Uq5LVnL+Zr71rPae0hDEvyld/s5x9/+seqCzNc6srQpZQG8GHgF8DzwL1Syt2ze1UetaCj0U9LaPJksFxOa2/gq+9az2vPtqNBj+4d4IN37WB/X7Tq89dV1KVavKjL3GM0nmEwVl2sXErJz3Yd498fGc9xv+HVZ3D5eUvydmTnUtTFY57THNLpqCAZLBchBG86Pz/H/bZf7uVffvGniupFwTN0j1mgMaCzuClQUX5MLmcubuTOd1/Ay8+wc9x/sfsEH/7+0xwamjxHxzN0j1mhwV95fkwu4YDGLVeeywdf2Y2qCA4MxPjgXTv4zZ6+so/zDN1j1nDzY6o1diEEb9/QxZf+fA2Lwj4SGZPP/ez5so/xDN1jVgnoKktbKk8Gy+W8Zc1sec8FXHDa5HkxnqF7zDp+TWVpc3BSjfNiuDnu73vZaWXHeYbuURf4NIVTWgLoU1AqUxXBX2xcUXaMZ+gedYOmKixtnpqxT4Zn6B51xUwZu2foHnXHTBi7Z+gedYmb014rY/cM3aNuURVRM2P3DN2jrnGN3adNz1Q9Q/eoe1RFsLR5esbuGbrHnMA19mrqUHPxDN1jzuDWoU6ldaNnEi8s4wAAIABJREFU6B5zCkURLG0O5OlLVvS4GbqeqhFCfFYIcUQI8Yzz88bZviaP+sSuQ/UTrqLout7UdL8kpbxtti/Co/5xO3CIsRRjycm1X+pmRvfwmAodjf5J281A/Rn6h4UQzwohvimEqFx8z2NBU0m7mZOqAiCEeBhbM7+Q/wtsAwawlbk+ByyVUv5VkWNcB1wHcOqpp17w4osvztwFe8w1SlZv1KXchRBiBfBTKeV55cZ5chceBdS/3IUQYmnOn28Fnputa/GYf9RT1OVfhBBrsV2Xg8D1s3s5HvOJujF0KeV7ZvsaPOYvdeO6eHjMJJ6heywIPEP3WBDUZXixUoQQ/cBcCqQvwt4rWAjMxnMdkFJeVuyOOW3ocw0hxFNSyg2zfR0ng3p7rp7r4rEg8AzdY0HgGfrJZctsX8BJpK6eq+ejeywIvBndY0HgGbrHgsAzdI8FgWfoHguCOW3ol112mcRO6/V+vB9JGea0oQ8MLJTddI/pMqcN3cOjUjxD91gQ1E2FUS3YuqePOx/t4fBwnLBPRQjBWMqgqzXE9Zd2s2l155SPN9VjzMSxPKpn3szoW/f08ekHdtM3lkQV8EJ/jH19UVQBfWNJPv3AbrZO0l241PFagvqUjjETx/KYGjNm6EKIs3J0FJ8RQkSEEB8VQrQJIX4lhNjn/N+a85hPCCFeEEL8SQjxhmrOd+ejPeiqIOTTGIimUYVAVQQD0TQhn4auCu58tGdKxxNCTOkYM3Esj6kxY4YupfyTlHKtlHItcAEQB+4HbgZ+LaVcBfza+RshxDnANcC5wGXAV4UQFesDHx6OE3TkhNOmhRAghP07QFBX6R2OV3z9ucdzqfYYM3Esj6lxslyX1wD7pZQvAlcB33Zu/zbwFuf3q4B7pJQpKeUB4AXgokpP0NUaIpExAfCpClKClPbvAImMyfLWUMUXnHs8l2qPMRPH8pgaJ8vQrwHudn5fLKU8BuD8767IlgGHcx7T69xWEddf2k3GlMTTBovCPkwpMS3JorCPeNogY0quv7S74gvOPZ6UckrHmIljeUyNGTd0IYQPuBL44WRDi9w2YbdLCHGdEOIpIcRT/f392ds3re7klivPpbMxgCXhjI4GVnWGsSR0Nga45cpzq4py5B5vNJGZ0jFm4lgeU2PG89GFEFcBH5JSvt75+0/AJinlMUeGbquU8iwhxCcApJT/7Iz7BfBZKeXjpY7taS96FDCr2oubGXdbAB4A3uv8/l7gxzm3XyOE8AshVgKrgCdOwvV5LABmdMNICBECXke+juKtwL1CiPcDh4C3A0gpdwsh7gX+CBjY3wImHh41YE6X0nmui0cBc0sfvVL8S1fJ5X95O35NQVMEuioQQjAYTZfP2ZwjLG/2c+HKNn69p59Y2qTBp3LtJSu54bVnAnDHw3v5xmMHit63kFIObrpnBw88exzTkhy89Yqixj7nc11MSxJPmyjCjpvPBwN36R1N0fvMMVQFNEWQyJjc/sgL2ftvf+QFFAGaQt595y9v4dMP7EZXRV7KwS0w74z9pnt2cP8zx9w/rVLj5ryhu1jzycILkBIUoaAIMCyLbzx2AMAxciX7u3vfuac0Z1MOAEI+jXja4M5He+adoT/w7HHA3gUv55zMG0Ofz+S+gYqAWNpeo2sFMTP3vsPDcVoKOrXN15QDs8IZbt5kL85nRI7XaUlo8Kk0+NQJ32LufQsp5UBVSq4/85g3hq6IMkvuOY4QYEkLw7KwJFx7yUquvWQllsS5Lf++hZRycOX5dpPDyWIqc951URWRjbr4VDtlcaFEXYCSUZdbsNODe4fjLJ/HUZcvXbMeyEZdSk7cczq86MXRPQqo//aLHh4ziWfoHgsCz9A9FgSeoXssCDxD91gQeIbusSDwDN1jQTCnDX3u7gB4nGxm1NCFEC1CiPuEEHuEEM8LITbWUsDINCWRZGYmn4LHPGGmZ/TbgYeklKuBNcDz1FDASAIDYylGE56xe5RnJiXpmoBLgf8CkFKmpZQjzICA0WA0xWjcM3aP0szkjN4N9AP/LYR4WgjxDSFEA9MUMMrVdRkaHNd1GYx5xu5Rmpk0dA1YD3xNSrkOiOG4KSWoSMBISrlFSrlBSrmhrb0j777BWIrhWHoal+wxX5lJQ+8FeqWUf3D+vg/b8E84wkU4//fljO/Kefxy4Gi1Jx2OpxnyjN2jgJlU0z0OHBZCnOXc9BpszZYZFzAaiacZjKamfO0e84+ZLrz4CPA9R3+xB/hL7A9XTQSM+saSGKaFpk78vI4mMlgSOhr9NX1CHnOTOV144V+6Sr7+k//NZ958Dm0NvqJjwn6NjkY/QszXQjuPHOZv4cWuI6N84K7tPH8sUvT+aMqgbyzFXP5Ae0yfOW3oy1uCBHWVgWiaj/7gGR7cdazouFjK4ETEM/aFzJw29HBA56vvWkdXa5CMKbntl3v50sN7yZgTBZviaYNjo0ms+ax05FGSOW3oAKe1N/CVd63nZae3A/CTncf42L07i0ZdkhmTY5FkxaI3HvOHOW/oYC84b7nqXN73stMA2H00wgfu2sFzR0YnjE1lTI6NJjxjX2DMC0MHUITgLzau4PNvOY8Gn8pgLM3H7t3JAzuPTvDN04bF0ZFEURfHY34ybwzdZePp7Xzt3es5rT2EYUm+/PA+/vWXe0kb+UadMS2OjSRJGV6vgYXAvDN0gOWtIb7yznW8YtUiAB587jgf/cEz9I/l++2GZRt7MuMZ+3xnTht6OX3JkE/js28+h2svWYkA9hwf4wN3bWdn70jeOEtKjo8mSaQ9Y5/PzGlDVxXBKS1B9CIpAABCCN750lP55z97CWG/xnA8w8d/+Cz/s+NInt9uScnxSJJ42jhZl+5xkpnThg4Q0FWWtwZpCRVPAQC4aGUbX3v3eroXNWBakv/4zQvc+tCfSOW4LFJKTkRSxFKesc9H5ryhgz1ztzX4ys7uy1qC/Ps71/Gqs+wc9l/98QQ33PMMxyPJ7Bjb2JOMeXWo8455Yegu7uzeXNDtwSWoq/zDFWdz/aXdKAL29UX54F072HFoOG9c/5hXrTTfmFeGDvbs3h72c0pLEF9h7xPn/ndc2MUX3nY+TQGN0USGv7vvWX741OE8v30wlvIKOOYR887QXQK6yrKWIK0hX9EU3QtOa+U/330BZ3SEsSR87X97+KcH9+SFGr0CjvnDTOu6HBRC7BJCPCOEeMq5rWa6LhWcn9YGH8taggT0icoZS5oD3LF5La89267P/vWePj5y99McG01kx4wmMvRFkl7m4xznZMzor5JSrpVSbnD+rpmuS6X4NIVTWoIsavRPaO4U0FU+cflq/nrT6SgC9vfH+OBdO3jq4FB2TDRlcDziZT7OZWbDdam5rkulNAV0lreGCPvzKwiFEFx9wXJue/saWoI6kaTBzf+zi3ueOJSdyRNpL/NxLjPThi6BXwohtgshrnNum5auy3RRFUFnU6Boed3arhb+893rOWtxI5aELb89wC0/fT67a+pmPhpeMticY6YN/eVSyvXA5cCHhBCXlhlbka5LroBRf39/kYdURmNAZ3lrcMLs3tkU4PZr1vKGcxcD8L97+/9/9s48Tq6qzPvfc5fauqp6SXens5I06ZAAsgTIgPIyAVFBFOadQQV1xlkcmBFFUUdxRnGG0c8Ed5jREQYdcUCQF1EYFZDFGEWQJSyCaZKQhey9d1d1rffe8/5x7q2u6q6qru70Su7v8+l0+tapW6eqnnvuc37P8/wePnznc+zvV357znI4OJgZkyTmY25jWg1dSnnA/d0F/BjlihyRrkuxgFFLS8vohycEU9dojYdojYdKfPeAofGptx3HR9+8Cl0T7OoZ5u/v2MLvdvUCbubjYNpPBptHmE7txTohRMz7P/BW4CVmQNdloogGDZY0hIkERlZ3IQSXnLKEr77rJBojJsmsxT/e+xK3P7kHKSW2Izk46OfHzBdM54q+EPiNEOIFlMH+TEr5ILAReIsQYjvwFvdvpJQvA56uy4PUoOsylTB0jbb6sav7SUsb+Pb7T2PtohgS+O7ju/n8/X8odGU+PJT1UwbmAea1rst0NdS1bIeeZK5ktc5ZDv/+2A5+5ioNLG+KcP0lJ7C8KQJAYyRAY5G2zKbOLm7evJO9/SmWvY47N88xvH51XaYD3ureEguiucxMwND4xFtX8/G3dGBogtf6Ulx1xxYe39EDKM3HroQKLG3q7OK6+1+mK5GhIWzSlchw3f0vs6mzq9rL+phG+IZeBR4zU+y7v+OkxXz9PSezoC7AcM7mc/e9zPce340jJcmMEkv69q9exdQFkYCBEOq3qQtu3rxzFt/N0Q3f0MdB8eru+e4nLK7n5j8/jRMXxwH4/pN7+OxPXiKZtRjOWuzuGyY0KqEsbOrs60/N+Px9KPiGXiNiIbOEmWmqC/DVd5/MJScvBuDJnX186I4t7O4dpi0WJpG1SvJj0nmbpY2RWZm7D9/QJwRvdV8QVb67qWt89PwO/uFtx2Hqgn39aa664zlOXBwn7zYSsx2HVM4ib0uuPKd9tt/CUQvf0CeB+rDJksaRjMgLT2zjxstOoSUaJJ23uf2p11izMEZjOEDfcI4FdUGuv/gEn3WZRfj04hFASkl/Ks9AShVo9KdyXP+/f+CFfUohbP2KRv7porXEwwGa6gIVK598TBkq0ovT3Qhg3sLjwbd3JchZDqYuWL0wXsKHe7Wqz+zqY+ODW9nTm8KW6tOWwFO7+/nr7z1DczTIQDrHssYIHz53VdmV3efdpxf+il4GHg+et216ErnCOrGgLkDA0EvckE2dXXzynhfoTeaqdrLWhdKhsSUsrg8RDRokczbLGiO0xQP8/KXD2I4kaGjEQsaY1/FRE/yA0URw8+admLpgKG2haQJD09AQJDLWGD785s07SdYgkWFLyDvgSNg3kGF7VxJdwK6eJD9+/qBqUaMJLFvSO5wjZ9k+7z6F8F2XMtjbn6IhbJKznQJ3LgTkbGcMH763P4XtyKqreVlIpTbg5cRLlCskBOBAImP5vPsUwl/Ry2BZY4R03iaga3ienZQQ0LUSPnxTZxdD6Tx5e+Lun426cLKWjUCt9B6EgKzl+Lz7FMI39DK48px28rYkHjZwHInlODhIYiGjwId7fnwkoFfVgKwG4XLxXqGTIyUSiS0luiZ83n0K4Rt6GWxY08r1F5/AigVR6iMmYVOnPmSwsjla2CB6fnxLLMSyxghBfeLWnrclUqq7RX3IQEMWNNtbogE+e99LXH7Lk34y2BRgXB9dCHG8lPIPo45tkFJumrZZzQFsWNNalfHw/HiAeNgkHjaRUnJoME3WckhkK6fS60LVruZsScZyaIsHWVAXpHc4Szxk0pfKETR1wqZeyHy83p2Tj8mhls3o3UKI/wG+BITc36cDZ9XyAq5kxTPAfinlO4QQTcAPgRXAbuDdUsp+d+xngL9BubBXSykfmtC7mSRGc9hntTfxwEuH2NGVxJISXcCqlihvf8Mivv/kHnqSKkC0rz9NxNQQQpDO2yV+dtDQCOqCRNYu2aguaQjx0Td3YNmSbzy6na5ElkND6kcXcGhICSb1JHNownNvBBsf2Fpi6FPBu1c6x1Ry+jMRH7jmri3c/+IhbEfK3RsvKntrHZdHd8vgbgBOA2LAHcANUsqaqoOFEB9HXRhx19C/BPRJKTcKIa4FGqWUn3Z1Xe5E1ZUuBh4BVlerMpoKHt3ztU1duK0cs3QlsiBhrpQ/a4DQ4Dt/cUbBEIvnnM7b5G05ht+/efNOth0eIm9LAoZGR2uMs9qbeGJnH9u7EiQyFo0Rk2Y3dSFvSy5dt4T/eXIPiYyF5TgYmuL1v3zpyZO6kMab55Himru28OPnC203nd0bLyqrBVSLj54H0kAYtaLvmoCRLwUuAm4tOjxrui7l4PnaXu54ImPhuEYugLnQcNpBfVEerz56zqPz3T0D29WTZChjkc7bDKbyvHJoiBsf28GuniSprIUjFWefyFiFc3x78076U3kkKolNAv2pPDc82DnheY83z6nA/S8eAsb/nmox9KdRhn4GcDZwuRDinhrn8Q3gU5QujrOq6zIae/tThIvk6nLFmi2TMPLpui6EEAVeffScoTTf3TOwRMZCww14aYKBdB5NKI4+7yhmR0PQ4+pLhk2dVM5GE6r5mUCgCYEmYGfP8ITnPN48pwK1CkrVYuh/I6W8TkqZl1IeklJewkjlfkUIId4BdEkpn61pJjOs6+LB48w9BIr11SdAj4sK/58q2I5kUX0YGDtnKM139wwsZzuFlU4IxdVrbuDLixF4gTDvHFN5BxtvnlOB0RKDlTCuoUspPXHQViHEciHEcuBXNZz7TcDFQojdwF3AeUKI25lDui4wwpl7Vf2xkKFWNJSd15IKFNRHbp0S0DXFrEwVBKBpgj89dQk/2bKPvmSG3b3DdB4cZNvhBFsPDrGvP81Z7U1A5YCX5hp7QNdoiQWREmwpCehaIWd+STyoXDdHIqXEcSSOhJULJm6coz/b6cjLv/iktsL7q4ZxDV0I8U5XmmIXysB3Aw+M9zwp5WeklEullCtQ4qGPSSnfzxzTdfE489ZYiMF0npXNUT725g6Oa4thaiokb2iwZmGUj5/fQXN0pNJfAGetbGTdMQtoipiETQ1TF+iaxuqFsSkLUkhg5YI6LNvhhodeIW05NIYN8o6KoOoCmupM7tmyn02dXQUDi4UMHNyAlyNpCJs4EmIhg2jQYEHURBOCsKnRGgtx/cUn8IX/exINEROhqYtAaNAQMbn2wrVH/Nl6rzGVrMvXL1vH/z1lkbeyV/zIa2FdXgDOAx6RUp4qhDgXuFxKeUXVJ5aeYwPwSZd1WYDSb1kOvAa8S0rZ5477J+CvAQv4mJSy6gU12/no42HFtT+b0HgBRAI6TXUBDg9lcKQkEjAYyqiksUhApyFsEg0aKsfGlghNYGiC9pYoqZxFayzEnVecOZJmfHiIXBnWZV9/iqUV6D7vudXGzFFUvI/WYujPSClPdw3+VCmlI4R4Sko57YzIeHi9GTrAMU1hspZD33COuqDB8sYIrfEgj2ztct0iweJ4iINDabVhFMp/X7uoHiklg+k8v/70eWPOe5Tkux9Rmu6AECIKbAbuEELciKIcfYyDWjZKmpunbmoQMXWGsxb9qTwLogHa4iH6UjleOjDEB846RuWzO5K9A2kEouA/m7qG7ciKGz1fZ6Y2Q38BSAHXoKTiXgUmTqoehfA2SuWgCWiLBzl+UZyVzXUsaojwrfeto2NhnKWNYZqjIQxdIx4yMXXB83sH+fj5qzHciyfvSGwJti1pjJgkMnkyeYcPnr1yzGvNBJ8911GLoZ8rpXSklJaU8jYp5U0oTt3HOPA2SqMX9rVtMT725g5WNkfHbNKKuedEJs/u3mH296f5w8FBmqNBPnfR2kLtqQRMQyNvSxbUBfnIuavoTWZ597ef4OwbHiskhM0Enz3XUdFHF0L8PfAh4FhUlNJDDHjcZVBmFXPdR58MLr/lSboSqrPGgYEMQqgibCFgQV2Qq8/r4IyVjdz19F5u/fUuJNAYMbnunceTzTnc+Nh2DE0QCejkbQfLgbqA4tSLFceKN66vI0x8MyqEqAcagX/D7TPkIuGxJLONuWToR7rZK85NSWbtgviRQOAgWVwfRtegIRLgK+86GYCnd/fxhZ9tJZGx0DVBWyyEEHLEoAXkLYegoZHKO9OaczJHMHnWZS5jrhj6ps4u/uGeF2pKhCq+IKIBHSEE3clsSYLV/oEU/SlFKWoCmusCLKwPI6VkIJXj3g+9qVCnemAgzXX3vVwI0cdCBguLxFElkmTW5guXnMitv9k1q5ThDDA/vtzFdOKGBzvpT+XRNaESoeRIItTo1Fovm08XsKNbGacuVDJQ73AOx5EMZ1VIXqAYlYG0RSSozr+sqY7WeAiRULrsi93W71956BV++Uo3iYxFznJYXB/C1DUyeYeFsRCrFkb5rw+cPqaVzUyh+L0XMz8zlWfvVxhNAXb2DNeUCFXMfvQkc+hCFAowvASr7mSOvKMMXQK27QCSQ4OZkvB5SyxIQ0RFab3W728/UbE8WcthT1+K/lQOy5FcdsYybEfSNZShaygzK83GZpv58Vf0KYbt1ZhKEEJppXsr1rbDQ2TyDjnbwbIlhiYKXLvtyJEi6yJv0nbzTkxdFHzqYhegLR7i0nVLWd/exCffdhyLG8L89293YzuS7mSOi05s44yVhZ7FJLMWqZxN4wwrhxVXZHmYSebHN/QpwMoFEbYdTpK3S6uJpIQrb3+WqzYcy0lLGxjKWCWKAXlHYrlSGZWUBLzEMulIXtw3wGd//CL7BlVabdDQsGyH//jlDj7MKta3N/HeP1rOgroANz22g3Te5mcvHeIXWw+zZmGc9/3Rcta3N6k89GSWZNbih0/t4Xu/3cNwzqYuoPPmNS0cGspNuR+9rDFCVyKDZUt6ktmClMiKpplROvBdlynA29+wCMTYrF5dqMr+b256lc/+5PeFztPFO6ZaqYCcI/naI9sLRg7KRelJ5rAch3uf248Qgqd29vH9J/cQMUXhdfK25A+HBvnqI6/w1M4RwuzWX73Kf/zyVVI5C11IhnMWP37+IFsPDk55BPXKc9oZTOfZP5AmbzsIKIg1zUSE1jf0KcATO/tYGA+O2fJ7uSmW47B/MIOuCQJF8hbF8IJKtWT3epVPAuXyJDIWBwfTtMVD3PXMXgxNkMo7hSJsANuB3mSOW3494hPf/ew+NAG6piGEhrs1YChjTbkfvWFNKy3RIIYmVKBL11jaGCYeNmfET/cNfQqwtz/FgrogkcBI9FFAQcoiWJQXrmuCoKEXDFqgAjqmpmFq5Vf4yuSwGu+JHYUDOt2JDCFTBYs0N7PRcKflSLVB/sHvVOv30YUW3msXF+1MpR+dyFqsao2ypi1Oe0uUWMicMT/dN/QpgFfo0BIbtaoLV7MlYhIx9ZKCBg8SVXWTsx0cIFDmGyk2flF8sOji8diY5U112I6DWXRxCQRBQxBwq0Fu/c0u/uWnfyBkaCUFC8UXn+dmTWVF0ExUHFWCvxmdAMrJYoytqDfpTqriYqQqUzs0mOXMlY1s7x4mmbWwHVlQ1nWHKSrRwTV2Qa5CLaREFYIUd2hvjQUL/7/ynHauu/9l4iGD3uGcqqmUEK8z0TWNJQ0Rnn2tn83bemgIm6TzDqBK7oR7YUaDOjnbJpdTFUZTVRHkzS2Vs0oitDOhSOYb+ihs6uxi4wNb2dE9XCi8LWdy+/rTPLGzt/C3LqArkS1b0iWBJ3b1V3zN4udIqGjkugaGEGMYmv0D6RJ2J2JqHB6yKKbLUzmHs9obeLUrWSipG0jnCxRn3hVQPau9iZ5knkNDadriYd77R8tY75boFX9GE4lwlosGD6bzJRHacucEajpWCys0bSkAQogQKoc9iLqg7pFSfn4qBYymOgXA0zrvH85Rge2bVehiZIPrSFnYPIKb164J6sMm9WETy3bYP6D6nrbVh8jmbXqG82ioC8aRI3cUAfzlG1fwvjOXF1IHRiMaMmiuC7J5W/eEtFpq1aAZPWYwnUegVNCqHRt1rlnRR88C50kpTwZOAS4QQpyJShB7VErZATzq/o0rYHQZcAJwAfAtV+VrxuBpndeooDDj8AwzbxcZeUGgVB33XKM9fWksN2f9wECGobSqlXEATdMwdA1DG+nO8d+/3c3n73+Z4Qpa78mMxb7+NN/aNLEeqrVERMuNSWatgt5MtWO1skLTZuhSIen+abo/kjkmYFSMSWudzyCcotYxjGJMBMrY9/aVshjKHRp7Lk1TXHvYVGbw+I5ervrBc7zWV54FsRyHPX3DmJoo2VBXY05qyYUvN8aLMI93rFbWZlpZFyGELoR4HiVp8bCU8nccoYDRVOu6FGNZYwRdEzVx2bMJr1evR196Jqc2tLJmt0tKMHTBcQvjfPwtqzF11fr9Q0Wt30djUTzMcM527yrjMzO1MC3lxuhup5HxjtXK2kyroUspbSnlKSiNlvVCiBOrDK9JwGiqdV2KceU57USDxqT1zmcKuibKzrHStIuP6wIcx8GyHfK2yq8ZSudojQb5xntOYUE0QMpt/f7fj+/CGbWHu+yMZViO0mjJ2TZDmTw5y6nInNSi7VJuTDRoEAsZ4x6rlbWZER5dSjkAbEL53kckYDSd2LCmla9cejIdrVGl6UIpt+z9DmhKC6X42LLGMB8/vwNjBi4SiYqwGqMMXsKYC8Bzc7w5drRGQQhsqQqyF9UHyTuSGx/bTiJtcfP7T+MNS1Tr9/958jXV+j0z4revb2/io+d1sKAuqCjVcICrz+vgzGMXlJ1rLdou5cZ85dKT+fKlJ497rNbikelkXVqAvJRyQAgRBn6BUuX9Y6C3SE23SUr5KSHECcAPGFHTfRTomG413anGcZ99ANtxsJ0JKdpNGCcujiOEYCidZ08FnxogoAscqcrtvEIQr1wvaOgMpHL0p3LkLIeQqfO5i47n1GMa+M9Nr/KT59U6s7QxzL9cfAIrm+uqzqk+bNJUFyj0ZZoFzArrsgj4pRDiRZRQ6cNSyp8CG4G3uOpfb3H/Rkr5MkrY6A8otYGrqhn5XIY1zeneQlDwaQ8PZaqOlRI6WqMl1U7e5m84axUyCjVNnfPGx7bz3J4Brn5zB58qbv3+gy1s3lZ9TzSYzrOvP00mP/e+Nr+Ubopx4Tc2s/VQYlpfY2lDCE1T8nc7u4cr3jkawgZrF9WPKYD2VvRDg8rIhVDyc4YmaI6q7htfe4+qS33lUILP3/+y0owH3rt+GX/1ppXjatbM0urul9LNFD59wRr+9n+emVSnulrx7tOXcdLSBm7evJNXu4dH6MZRGEhb/G5XL2/4/IMM52y3GASawgaapindRk35/EhoqgsQMjUODaUL5xhM5WmJBukbVtVKP3hqL//7wkGuOb+jqm88mM6Tyqlu+IWHAAAgAElEQVT8n9Ao6tCLPu/qVS5Xe3Mdn75gzaTz3m96ZBu3/mYXQxkrv3vjRWWrSfykrinGhjWtfOTcVdPWQKAuoPHEzj42rGnlzivOZM3CaNXV1ZGQyI60nZESelMWiUyegKFhOWolX9IYpiEcIJN3aIsreeqndvZx42Pb6UqkkY4sLJeJrMUXH+jkvuf2V51r3nY4OJihbzhX4N296POO7mGkVAlu27uS/MM9L0wqL/2mR7Zxo1tkAuQqjfMNfRpw9fmruebNHQQNxYwE9RFu3jgC7jJiaqxsjpYESK69cC0NkYmXxOVsyfLGMNGgQSpns7s3xR8ODjGYznH5ekV+3fW0ym1PZm00XRAwtIIctu1I/v2XO/jlOMbpKRfsH0iTdbthJ7OWWy+ruT+qacFk8tJv/c0upJReXlK40jjf0KcJV5+/mpvffxpnrGiiNR7iuIVRWqIBjlkQ4Zimit9HRdQHdY5tjY0JkHiUaDw0MS/UkbB/IMVQujTkn8jYPL6jm0/c/QIv7h+gJ5klkx9pKKBrSsHA0BSb868/28q3f/XquJ0ncpbDgQGl624VNSgA5U5ZjjOpvPRCK57K+XeA76NPK0a3cCyWY17bFmN/f4pk1q7YFEy4/9SHDJY2RgoBkrPam7j8lidLMvhuuuxU/up7T9dMaQoglZcYemm0MWvZ/O+Lh1jZHCGgq6xGpUagxkoJAUOjMRJgKGORzFrc/cw+dnQl+dxFx1Nf5e4ipWRhLETfcBbHkeju7UFKMDRtUnnpmiawHVlIMa44bsJn9nHEUAXPkvpIAK3CN6ALWN4UpjFsMpi2ePnAEN2JLKctr+eeLfvHKOO+uG9gQvsCT+putCflpRTs7U8XUgy83HnbcZBI6gI6EvjMBWu47Azl5mx5bYC/u+NZth+uzjhddsYyIgEDW0os28aybWxHNS2YTF56nVfVNc4V7hv6DKFYutkTLzo4mEF3aULDLXsrtEsH9g9kGMpYGLrSUmyJBfn5S4fJ23ZJBl/OsvnmplfdaOkIx2ZW+HYNoRiWaNAoydQsTmjTNVHoV2O49alBQycWNFjaWMdHz+vgrFULuOKcdj530VpChsbhoSwfuet5Hv7D4Yqfw/r2Jj79tjUc0xQBIRBCcGxL3aTaOwKcsLiepojpTdWnF2cbxamoO7uT6G51c87VRsw6o0KpUnHbCAhqWkEk1HYkg6k8zdFQYagnhbesMcKBgQy64a7WmkDTVFS0JTYy3hMYPau9iRsf24HlOG4TLzUBXajyOyFUC0ak5JRl9Xz13SeXfW/nrmll+YII1933MgcHM/zbA528cjjB353Trp4/Cuvbm8YUc8TDJo6j5jwReFVLjXUBXu0e3lJpnG/oNWCymoGbOru44cFOdnQlybtLZ9BQ/LVX5QNgueVuXq6K1y3OcWvsMm6o9eUDgwCk85Kd3clCd7lM3iZoaMRCJosboDuRJWs5CCm4asOx3LNlf9nyNe893PqbXQznVKF0LKCRtlRmoufe2FJy1YZjMTRtTJqsh2Nbovzn+9bxxZ9v5end/dy7ZT+vdiW57p3H0xgJlH1OMYbSedI5m+ZokHCg9jKEDWtauR68mEJTpXF+ZHQcTLb7sSc82jfBaiVDE1iORKN652pNgOnmseRtSVPEZEnRZq5cP6PxBEa9iGk5kaEHr/ljLNvh0FCGXJUcB9uR/Pfju/jBUyrjuiUa5F8uOZ41bfGaP4NYyGRBXWDCqzu+mu7k4X35E9EWv+mRbXzj0e01VSqNNuiALqgPG/R4BdYuiqOfmnvA04kByfCoygpTF3zk3FVcff7qcefgRRaTWQuJYnnqwyaHh7LkHYdFsSCxcIBE1mJpQ5h3nbaUU49prHrOzdu62fhgJxlXrvqa81dzwYmVO4CMhqFpNMcCJZ97JXgX8hM7e3ft3nhR2R2tvxkdBxPtFjERI4cRI9eFSpkVQpDJ24Vqfw/FpzMNVdC8pi1OSyxIukz5kGVLvv/knnGjjcWRRVNXab8DaYs9fWkQ0BQxOZTIsb0riS6gO5nlG49u5/nXBqqe95zVLXzzvetY2hgmb0u+9NAr3PjIdvI1CpxajsOhwUyhKUIlFG/ygYq6/b6hj4OJapHc+ptdE645FUDI1GmOhljaGEYIjZCpoQsNzWU8vJ/iprig/HFZdB5PwQuUoGi1aOOmzi5ufGyHqkpyVB1qQB+5qLN5h+5kXu0hgJ5kjkjAIGBo3P3MXurGkaBe2VzHt967jjPdjed9LxzgE3crd65WqFrVVMVa1uJNfjX4hj4OJtr9eDinLoqJeJcSJQMN6m4xnLNZGAviINGEKOi+SKA+bBSa4kopyVj2WApZjJTVVbrzeCuht1o6Uome5qyRi7r4vJYjybq+edjU2T+QpjUWHFdvPRoy+MKfnMhfnHUMAC8dGOLK25/lDweGavpscN/H4aEMh8tIXpe745aDb+jjYKLdj+tGydLVgpDLmIC6W9QFdAxdY3F9mKChFUrnDA3WtNXz0fNWFRp91QUMAvqoOle3gFrXRMU7j7cSFu4YXg5LsXLXqDfgldV5dzQhBK3xENFx0g80IfjLN67gXy85gUhApzeZ42M/fJ6fvniwxk9IYTirlAiGMiPdP8vdccth2uhFIcQy4PtAG8oVvUVKeeNU6rrMFEaH8qvhg2evLOujV2NRGuvMghZi3pZ88OyV3LNlP6YuWNlcV5bpudp97hgtGvd1dQHRYOVoo6dX3hINcjiRRZRzt0YdE1D2jtYaCwGZkpK7cnjTqma+9d51XHf/y7zWl+JrD29j2+EEHz53FQGjtjXXkZKeRJZkxqI5GixR/6qG6VzRLeATUsq1wJnAVa52y5zVdZkKXH3+aj725o6C4KgQsLQ+yHf/8owxrRgXREw+fn4HKxaUtmG8+vzVNd9FytW5mrqgozXKV6pEG72VsDUeYmEsWLJ6e0lbxf6+QAWPKs2lNTb+yg6wfEGEb773VN60StWY/vTFg1xz9/N0J7LjPLMUmbzN/oE0Jy9r4M9OXew9v3xEixmkF4UQ9wH/4f5skFIedIujN0kpj3NXc6SU/+aOfwj4ZynlE5XOORcrjKYbtQSvahlz0yPb+OamV7Ech6CuUR8xMXWdS9ct4ftP7mEglS9clLYbsYyHDFqiihnqSqhWMwFDo6M1Vljh//2xHewbSLEoHuayM8bK2XlwpOSO373G9x7fXWgh+c/vPIE3LK2f0Ofx1M4+vvRQJ8NZi6wtc7s3XhQsN25GDF0IsQIlT3ci8JqUsqHosX4pZaMQ4j+AJ6WUt7vHvwM8IKW8p9J5Z8vQK4mNVtMIPKu9iQdeOlToa7RyQYS3v2HRmOeNF4SajLxbpTE5yyaRsdxKIxVFvfr81SUVQI6rmLSgLkDQ0Ng/kFFRU0353khojgWwbOlulk1MTTCcs7EcyUfP66ho7ABP7uzliz/fynDWRtcEHz73WC4+eXHNJXgfvO0Z9vQOo2mCvC1TuzdeVLaCe9oNXQgRBX4FfFFKea8QYqCCoX8TeGKUof9cSvmjUee7ArgCYPny5aft2bNnWuc/GqMNqXc4S1ciR0s0QHM0SDpvM5TOF770sKnTk8zSlcgWNoigeG4ELIyrGs1aIq61BK+KxyQyeboTWTKWTV3A4KbLTi1RAaglCFY8dmd3EsuW5Ny8nJCp47i1prZ7QXS0xtz355DMWiX1p5Wwvz/Ndfe/zC53EXjbCQu55vzVNfntb/vGZpDSKw2saOjTrdRlAj8C7pBS3usePiJdl+kUMKoFo3UCh9IWmlCJVV42YcLN0/bGFBcHeFU1EvX3ULr27hITkXdLZPIcGMgUSuVSObvQpmUiQbDisTm3YKJYHUwIddxynJLAjqFr1AX1kvrTSljSGOY/Lj+VP16tvs+HXj7MR+96nq5xFA4mgmkzdKHuPd8Btkopv1b00P3AB9z/fwC4r+j4ZUKIoBBiJdABPDVd85ssRhtJzvYy/0Y4ldFfuvfYqOTEksdgfB3Bici7dSeyCOG5F4KgoRUupIkEwYrHBtzmAsWbVOkGrwy3JK4YeVuyrMZiinBA57p3rOVv/89KNIHKfrx9C8/vrR6BXdYQLjRYqIbpXNHfBPw5cJ4Q4nn35+3Mc12X0UYS0LWSSCUw5kv3His2AzHqMRhfR3Ai8m4ZywZUFqKDVFmB7oU0kSBY8djmaABbSoQETVMXtONI4mElFafqT0vPedW5q1gQLbs/HAMhBJevX87GP30DsZDBQDrPJ//fC9zz7D4qudhXnHMs8bCJUB9jRdrHT+qaIGbTR/def7xMxE2dXVx913Okcip9tzkaJB42J5XROPo167y27okMuTKsS6VzDmXy9EyAQjwwkObz97/Mq2537fPXtvLxt6weI50Binm56+m9PL9voGJSl2/ok8BoI/FYl+IvGBgzphLrUouxTWaOk0kvnk54m+NakcnbfPUX23jUTUxb1Rrl+otPoK0+VHZ8e0vUT9M9GjGRVXumkMxaKhGtRruTUnLPlv3c/KtXcSTEQwafe8fxnFYmTdg3dB9zCkrzsXZjB9jyWj//+tOtDKZVIOtv/0877z59aQnfXs3Q/aQuHzOOuqChGhBPQLZg3fJG/vP96+hojeJI5RZ+4Wdba0roAt/QfcwSIgGDtnhoQsbeFg9x02Wn8NbjFwLwy1e6+cgPnmP/wPhcvW/oPmYN4YDOovpQxU545RA0dT59wXF8+NxV6JpgZ88wf3/7Fp7aVbG4CPAN3ccsI2TqtE3Q2IUQ/Om6JXzlXSfRGDFJZi0+c+/vqz7HN3Qfsw7P2MfTXB+Nk5c28O33n8ZxbbFxpfh8Q/cxJzBZY2+JBbnxPadw4TgKA76h+5gzCBo6i+rDY1osjoeAofHJt1aX9fAN3cecQsDQaKsPTdjYx2NvfEP3MecQMDQWNYQwy+g2Tha+ofuYkzB1jUX1U2fsvqH7mLMwptDYfUP3Madh6BqLG8I1y2FUwnRWGH1XCNElhHip6FiTEOJhIcR293dj0WOfEULsEEK8IoR423TNy8f8g64JFtUfmbFP54r+PZQ+SzFe15ouPqYPnrEHa5CfK4dpM3Qp5WbGqpteAtzm/v824E+Kjt8lpcxKKXcBO4D10zU3H/MTuiZYFA9Nythn2kdfKKU8COD+9qoAlgB7i8btc4/58FECTRO0TcLY58pmtBzbXzZ9QQhxhRDiGSHEM93d3dM8LR9zEd7KXq5+tBJm2tCPSNMFZl/XxcfcgKYJFtWHauqIATNv6PNa08XH3IIQgoXx4LgNCWB6ZaPvBDYAzUKIfcDnURoudwsh/gZ4DXgXKE0XIYSn6WIxRzVdfMw9CCFojQUZz4n1i6N9vJ7gF0f7OLrhG7qPowK+ofs4KuAbuo+jAr6h+zgq4Bu6j6MCvqH7OCowr3l0IUQ3MLNNjI4MzUDPbE9ihjAb77VHSjk6NRyY54Y+3yCEeEZKefpsz2MmMNfeq++6+Dgq4Bu6j6MCvqHPLG6Z7QnMIObUe/V9dB9HBfwV3cdRAd/QfRwV8A3dx1EB39B9HBWY14Z+wQUXSJRagP/j/0iqYF4bek/P0RJN93GkmNeG7sNHrfAN3cdRgRk3dCHEMiHEL4UQW4UQLwshPuoe/7IQolMI8aIQ4sdCiIaZnpuP1y+mTdelCizgE1LKLUKIGPCsEOJh4GHgM1JKSwhxA/AZ4NOzML8jwqbOLm7evJO9/SmWNUa48px2NqxpHfcxH9OLGTd0V1zUExpNCCG2AkuklL8oGvYkcOlMz+1Isamzi+vufxlTFzSETboSGa67/2Wudx+v9Jhv7NOP2VjRCxBCrABOBX436qG/Bn440/M5Uty8eSemLgp6gJGAQSpncfPmnQAVH/MNffoxa4YuhIgCPwI+JqUcKjr+Tyj35o4Kz7sCuAJg+fLlMzDT2rG3P0VD2Cw5FjZ19vWnkFDxMR/Tj1lhXYQQJsrI75BS3lt0/APAO4D3yQpplXNZTXdZY4R0vlQyMp23WdoYqfqYj+nHbLAuAvgOsFVK+bWi4xegNp8XSynn5TJ35Tnt5G1JKmchpfqdtyVXntNe9TEf04/ZcF3eBPw58HshxPPusX8EbgKCwMNuF+AnpZR/NwvzmzQ2rGnlepSvvq8/xdJRzEq1x3xML+Z14YWvputjFHw1XR9HN3xD93FUwDd0H0cFfEP3cVTAN3QfRwVmNQVgLsNLwNrelSBnOZi6YPXCeFlKcFNnFxsf2MqO7iS2BEMIVrVG+fQFawBqSuTyE76mFz69WAZeclbetulJ5Aqk1YK6AAFD5/qLTyjJSPzkPS/Ql8zhFJ1DoHphSikJGBoLY0EMXSNvy5LnF7+eqQvCpk46b5cd52Nc+PTiROAlZw2lLTRNYGgaGoJExsLURSFJyxubzFqFgkXhftQSsB2JI0E6cGAwg2XLMc8vfr1IwEAI9bvcOB+Th7+ij8Kmzi4++P2nsZzq4xbUmbREg+zoHsZyqn+GgrGVu4YmaIsFQAj2DWTUOAGaEBiaACmxJKxf0eS7MbWj4oru++hF8NyQ8YwcoHc4z0Aqj13DOlFuiOVI9g1mS8dJsKXEdi+cgMaYvPViXz4a0BFCkMhavl8/DnxDL4LnhtQKR6oc83wt1j4JaJo2Jqfd8+V1ATu6hwFY0hDyCznGwbz20W1nZPWbCuztT03ofBLQNeVqhIyp/ShNTWC7bqWXt17sy/ckc+hCoGuCnmTO9+vHwbw2dEfC/v40mVF53pPFssYIuiYqO3qjIFDuRtDQ6FgYq/l5tZxXE4KArr4eL299b3+KsKkDkLMdhFB+fc5WvpZfyFEZ89rQASzH4eBghkQmf8TnuvKcdqJBA61Gi9WEuqs0RwOkchbx8JF7gsI7rxw5r5e3Xly8EdA1pFQX2ugLwsdYzHtDB5BS0p3I0pPMciQs0oY1rXzl0pPpaI1iuiu7Z/PFvwOaoLnOpKM1SkdrFEdCayzEje85lY+f30HYrO1jFYBRdFEFDY0F0QCrF8ZY1VJXOK/HpxcXbzRHA4WN6+gLwsdYzGt68eRTT5M//sWvSo6FTJ1WNzgzF3DNXVu474WDFLv+a9tiXHhiG0/s7JtwEYbHuuzrT1Hnsi7JrOUXcihUvBfPa0Nf3HGC/OWvn8AcZdSGptEaDxJy/VkfRw1en5HR3mSOq+54jp3dyZLjnt8+NAV+u4/XB+a1oQPs6E7y93ds4a6nXiuhBqWU9CSydCeOzG/38frAvDb0YxZEWNwQIm9Lbvn1Lj72w+fZ358uGZPI5N08kxrCnT5et5jXhh42Df7rL07nkpMXA/DygSH+9vvPcN/zB0pW8Wze5sBAZsr4dh/zD/N6Mxpc1CGX/OU3CBiKU85ZTvW2B/MMS+uDnLGyiUc7uxnO2dQFdD549kquPn81ADc9so1bf7Or7GNHU377NXdt4f4XD2E7kt0bLyq7IZ33uS6OhEzeKZshON+xbzDLvucPomsq2zGdt7nxsR2Fx298bAeaAEOj5LGTljYcNYKm19y1hR8/f9D7s6J/Ou8N3cPrzciLISVoQkMTilG69Te7AFwj1wr/9x47YXH9USNoev+LhwCVClHNOZlLjQCahBAPCyG2u78bZ3pucxXFX6AmYDhnM5yzx6QqeI8V58R4eL3mwdSahDcbm1GvEcBa4EzgKiHE8cC1wKNSyg7gUfdvH4xULYFy1eoCOnUBndHfsffY0SRoqteYmDTjhi6lPCil3OL+PwFsBZYAlwC3ucNuA/5kpuc2VyEEONLBchwcCR88eyUfPHsljsQ9VvrY0SRoevFJbUB1twXmViOAhW43DKSUB4UQZZ3JYn10Pd6CrgmCbi54Kme/rjal47EuQEXW5WgRNP36ZeuAAutSceGeNXrRbQTwK+CLUsp7hRADUsqGosf7pZRV/fTRNaMFSq1vmJCpIyUM5yza4mEuO2MZ69ub2NuXYuODnWw9mABgaWOYz1y4hrWL4gCYusbCeIiAoZUkUB2psUzluXxUxNxK6nIbAfwUeMjTSBdCvAJscFfzRcAmKeVx1c4zXnF0znLoHc6SzpX6q7YjufOp17jtiT3YjkQTcPn65fzFWcdg6hqaELTGgwXWYqIo5rBjQQMpJcmcXZbP9sZuOzxE3lbSGB2tscK4cnw41KYVcxRi7hi62wjgNqBPSvmxouNfBnqllBuFENcCTVLKT1U7V60qAMNZi77hHPlRaQA7upL82wOd7OpRtZerWqJce+FxtLdEAVhQF6Q+Yo45XzUUa7RYtsN+t8J/SUNojK6LNzZn2fQO59QJJDTHApi6zqXrlnDPlv0lei9D6TwSqA+bvgbMWMwpQz8b+DXwe0YI/n9E+el3A8uB14B3SSn7qp1rInIXUkoG06py3yl6zznL4Xu/3c3dz+wtFDv/1RtX8K7Tl6FrgrqgQUs0iFbj7v7yW55kd2+SobRFKmeDoFDbaWiCrOUQCejcdNmp3Lx5J7t6knQlsmMYFF2ovYYQ4LifUtDQcKRE0wQdrbHC2FTOojUW4s4rzqxpjq9jzB1Dn0pMRtfFdiR9w7kxpXcv7R9k44OdHHBX4BMXx/n0hWtY0hDG1DVaYrXlt5/+hYcZTOXRXKMu3hwHdQ2ExHIkSxoi9A1nyFqyJhWB4vPomuB4d08BIxfxrz99Xg2fwOsar8989MlA1wQtsSBLGsOEAyOGe+KSev7rz0/nYjdB7CU3Qez+Fw6Qs+ya89tzlgOuENGYgI6mivNCho6pC9L5CSwyYuRbHL04vV458qnEUWfoHoKGzqL6MAvjoUKFUjig87HzO7jhz95AczRAJu/wjUe2c+29v6drKENPIktXIoNTJRpn6socHUeiC1FCdTpSIiW0xIKETV0ZbI22XjxUSo4KjnwqcdQauoe6oMHSxjBNdQE0NwR5xoomvvOB0zl/rdrcPb27n7+57Rke2XqYRDrP/oG0WrnLYPXCOAvqAhi6WoKL9V4MTbC4IUQsZJLO20SDBs2xQE2qAwLlr5sarGmL0RoLMZjOlxRP+6iMo85HrwbLdugbzpWodW3e1s3XH9nOYFq5LeesbuaaN6+msS5AcyxINFhKQZZTxh1M5xFAfBRT4rEqnmqvIyW2VDkruCu4RGUnakLgSGiMmHz50pN9wy4PfzM6EaRzNj3JbIGO7BvO8fWHt/H4q72AMrZPvHU1bzy2mXjYZEFdAFGUkLKps4sbHuxkZ88wtuOgCyVbJ4W6hSqa0SlxRwr+d9E8DE2UCJguawzzr5ec6OurV4a/GZ0IwgGdpY1hGiLKgJvqAlx/yQl86m3HURfQ6U/l+exPXuZLD77CwYF0WVdmOGfTGDGRQNaWOKgP25aQtVReSrFRe6u3LtQPKCFSQ4OALgr56OXg3UW6EpmS/PNNnV1T/+HMU/gr+jjIWcqdSeWUO3N4KMNnf/ISr7oCn6YuOO+4FrYfTrJvII0QAukowx5PTrocPH+93FMNTRAJ6MTDZsmqffktT9KVyBQiuYlMnkODGSSwbnnjnFrdp/nO48tGTxYBQ6OtPkQqZ9GbzLGnJ8Vw1qIhbDKYzpO3JQ/9Qa2chlDMypGUYVe7NixHksxYLG+KlFQNbTs8RCbvkLM9N8lB1xTjM5eqi4r3LzNd+eS7LjUiElDszI+27CNgaLTGghzTFCnJFbdllVquKYKKlo50xdj4wFaSWbtg5FnLUfNwJAFdm1Mqu7PZ2cM39AlACMHBoQyxoIGuCQKmVvIBzoQTWPwaYVNnV2+KpjoTgSj4+aAuuuZosDBuLlQXzWblk2/oE8SyxggZy8HQNUxdIzDFuujjodgJ9TanC+qCLG4IYRRJXmuaIB42C+PmQuR0NiuffEOfIIqrdwTQME52oyaq7JAqPafKY4ZGSUS0vbmOdN4mFjJpb4lyzIIIhiYwdTHnIqezWfnkb0YniA1rWkuqd1YsiNI/nCNjlXdcvIzIkC5I5Cp78J4uOi5rMxoaEA3qLG4IM5jOF4o3QLV7SeUsLNvh8FAWR0oEgkODaToq9EYtxnhMyFQxJaM/u5ksQPHpxSnASf/8EOm8jaFpSCmRqCirEKJmirEhbJLJ26qq3b0LeO0bhYDVrVGuvXBtxWDRDQ92sq0riamLqj1Nyz23Wo/TedYD1Q8YTScChgZSUYsI5VoIVP54sEYffiCdJ2M55B2JIyU5W6UDSNRdoTuRrWpY+wfSCFTuO9TGaGzq7OLqu57jwECaQ4MZEhmr8LwbHuzk8lue5Mrbn6VrKIPtyHndA9U39ClAR2uM5lgAQxPYjsTUNeJhk7ztjKlqqgXlntKbynPNXVvGHPdW3OGcha6BZUsODKYZSuerMhrVnmfZDtu6kipTU6oL78DASPucucLiTAS+jz4FuPKcdq67/2Xa6o3C7X1ff5qmugCJjMVwbmrETe9/8RBfv6zUZx5K54kEdEKGjuWo6iMc6ElmMXRRkdHwOO1yz1MXq1q9A7qGZas7VXciW8i8nAsszkTgG/okMVrg881rWug8lGR7l2pKYDuOKn0L6FNm6LYjx0QXDw6mGc5ZSFkaVc07VGU09vanaAibtMSC7OtPk3McNy9HbYqXNYYBxcUfGEwj3ByducTiTAS+oU8CNz2ybYzA530vHCTqJoOFTZ0d3Un29qXHP9kEoGuiJLoIYGoamTK58VLCpeuWVPTrlzWqNIIC3NRgTaifrHtOj4s/nMggpKA1FppTuTO1wjf0SeDW3+waI/CZt22SOZtjAgaJTL6Q2DWVuPikNp7eM0BDeHxlAkODJ3b2cTXl6UHP3eoayqAJ0IWGg2RxfZihTI7DiSw9yRxBQyMWMuZ9gYe/GZ0Eygl8gnIdEpm8KrAWEw0TjY9DQzliQaMkumgX0cMeF28qEoh9/amKKbwA1198wkhxhy5YXK/clWTWRkOlB2csm/5UvurdYT7AN/RJoJzAJygj605kEVkHU34AACAASURBVG5x9GhTF6OipBO5FEyhMhG7k1mG0vlCdFF3LyhDqNaTQUNH0zQMTWNpY6RqItWGNa2sW97I8qYI7S1R4mGTnmQWUOc6tjXG8YvqWdoY5omdVZVH5jx8Q58Eygl8agKiAZ2MZQMSx5FjDNurKPI+dM/HHw8CkEIVdMdDBgvqAoWa0ZXNdcSCOgiB7TjujyQWMrjynPZxE6lGh+WzlgNuAXe58fMVs+KjCyG+C7wD6JJSnugeOwX4NhBCSUt/SEr51GzMbzx4Qp6jBT5PWtrA1Xc9RypnEzQEbfWKgjswkMLbLxqa4NiWOt7+hkX8/PcH2dWbwnKqe/MStRG1bAdD00hkLR685o8Lj2/q7GLjA1vZ1auMsaOljk9fsIYNa1pZtjlSUpQBpYlUo8PykYBOXVAnFjLLjp+vOOIUACHExcA57p+/klL+bw3POQdIAt8vMvRfAF+XUj4ghHg78Ckp5YZq55krKQDFqCVkPnpz2D+cJe9IIgGDwVSOA4NppFSptsVorgsQMjWaoyFu+cBpNEUC43bIriXEXzyXs9qbxsjgzeGQ/2hMT3G0EOLfgPXAHe6hy4FnpJSfqeG5K4CfFhn6Q8B3pZQ/FEJcDrxTSvneaueYKUOfaFKTN3774SFSOYesZeOgakEX1YcZSOXIOxLbkSqv3a0G8o4hVY6LrsFoCl4AZ7U3kco5HBpKs7Qxwoc2HMt5axeOO5/RiVSVLoJL1y2ZVPv2OYBpM/QXgVOklI77tw48J6U8qYbnrqDU0NcCD7mT1YA3Sin3VDvHTBj6ZJOaNnV28Q/3vEDfcG7MygzKhTE0gXR9fQkqCuko9ySgC0xDRSUHM9aY59cFNBbVh8haSuLucxet5e0nLZ7QextdawrzXsdxWmtGGwBvS15/BOf5e+AaKeWPhBDvBr4DnD96UHEjgOXLlx/By9WG0QGaWhpfeQGlav11LEeOyWzMWGpTGwsZJLIWuayiMQO6UJmQtlO4aIZzDjt7UrREgwQMjVs27yKVs7n7mX3s7EmSsxxMXbC6Qprups4utrzWjyNVyV1zNEg8bGLZDlte6+fsGx4rK1MdDegIIehKZMbIXBePm0nJDe+O9cTO3p27N15UNmR7pCv65cBG4Jeoq+kc4DNSyrtqeO4KSlf0QaBBSildaelBKWW8yilmZEU/+4bHaAibJbot1UQ9azHyWiBQrotwNRwFytDLpb03hA2QknDQxLJt+ofzKtVXCBbUBQgY+pg9ghcs8nLXHSSNYZO+VB5DF6xqiY6RqfZksB1HIlxRJU/m2rLlrMhZF99xX+0efnb3xotOLzfuiOhFKeWdqIZb97o/Z9Vi5BVwAPCohPOA7Ucyt6nCRMu/vKjpkUIpdGkEdA1wV/QK185A2iKRVW1tklkboQl0TUNIGErnx6TVeneptvoQXvK7AHpcjfaFsVCBc09kLJJZlb7bk8wpPUlXytrQNDRNMJS2SsbNZDrv6DtuJUzKdRFCrJFSdgoh1rmH9rm/FwshFnvNuKo8/05gA9AshNgHfB74W+BGIYQBZHDdk9mGFypP5aySlapSUtNwzq6JG68FOdvBkALLluiuqpEnH60L0DSwbPW3LZXmjMfVS7dM2nJdk+2Hh7j8lifZ25+iO5GlLR4kHg4QCeQZSI+oBEcDI7WmoPYP3t3MUxoodgKEUMellCV3PZgZ/t1LThsPk/XRP44yxK+WeUyiVuSKkFJeXuGh0yY5n2nDRMu/6gLqYtBEdY2W8SBQGYSHh7IgpLtxlRi6Riygk8zZ5G0HQ4OGSIDeCpteR8L+gRSZvGJpGsImPYks+wcyDKTyDGasEu31oazDocE0bW46gKFphS2el7Irip4gpTruVUYVYyb4dy85bVpWdCmlt9peKKXMFD8mhAhN5pxzGRvWtNbsZ37w7JUlbcw9aG5aQFPErGiUxWiJBoiH1Y/HhHh3F1MXtMY1kjmLnCX56Hkd9KdyfOmhV8ZIbghgKGPTEjUxNQ3LkSyMB9k/kCmwOYUGA0LdGXqHcyyMh9yiawOJYmOaowH2D2QQEoSmVnskxOvMgo9e651vqlB8x62GI2Vdfgusq+HYUYPiqGkiY6FpgrqAzuJ65fcmsxarF8boTmToHc6XiIy6ezvibg5756Eh11WQ7HajnpeuW8LPf3+QHd3DOI7E0AUbH9zKigVRwoYgY8uSO4n330TGcpPOLHKjrjLNbT9j6BqWbZN3KBRgf+6i44GRO9qqljqSWYvDQ1ksW71+fcjk2gvXlowbzdePx8bU2pSs3LHrLz6Bmzfv5NXu4aZK38ukWBchRBuqCe7twHsZuWnFgW9LKddM+KSTwFyMjNaCatz8DQ92sr0rqSTl3NpRUPWnSxvDBRbE1AU9iVyhRrUhEmAglcNxlO9uO6ViR8XuyWgYAkxD5cNYjkPY1Hnxn9824blXKtyuJVJci9R2JfntonNNeXH024CvAEuBr6F89a+ifPd/nOQ5jxpUyygsLDySkpU3ZzlYtiywG0NpdbcwNA1daKSylirQhoJqVzGqLWeWBNuxS7pPT2bukx1fbkwyaxWKtasdq5XZmayPfhtwmxDiz6SUP5rMOY5mlGMKPIZColo1Hhos2foggQODaWyXgbFR6QOgXJ68J5MhVW553pGFEHO5Qj5DgKYLci5naTkQCWj81RtXlHSmnsjcJzu+3BjbkWN6NZU7Viuzc0Q+uhvFvAg4AZV16B2//kjO+3pHOaagmKHoSmQwdI2cPWKiQoCGwBbKwHVXM0aIUubD0KG9OcrOnmShqNkUXiR2ZA5SCFeIVHD8onq+9p6TC491DWVorAsUejtNZO6TGV9ujK4JlZtchHLHamV2jojxFUJ8G3gP8BGUf/Qu4JgjOefRgGrSbN5jWUtRh4UKIE0UuPFo0CAeNnAcqdwNVP55LGQQDRpkLJuWaEBJVTiSprpA2RXTclSBxWVnLCt5LJm12Nun+PbREd6JysrVMr7cmGhQvZ/xjtXK7BxxUpeU8qSi31HgXinlWyd90glgvm5GoXJGoffY1Xc9x3DOwnTrUm23mmhls8o1v3nzTrZ3JchZDgFdFKTnoCi33NQU05K1aIuHOXVZPb98pYvX+tMFZiaga3zo3GN550mLxgR8QFGiDRGT+qI0iGpzn+h7rTam+L1UO1Z0rmnLXnxKSrleCPEk8KdAL/CSlLJj0iedAOazoY+Hmx7Zxjc3vYrlOAR1jfqIianrE8od8YxnT+8wrfEQl52+jPXtioF7encfX/zZVoZcLj0WNPjwuat4ywkLeWpnH3c9vZeDQ2kWxcNcdsYy3tTRTGNdYExzsjmGacte/F8hRAPwZWAL6i77X0d4zqMemzq7uGfLfhojJomMRdZy6BvOc9WG5RMyco+ya6oLMJjOceNj2/koHaxvb0I6qleT5UhSOZtE1mLjg508vqOHbV0JpTYWMugdznLjYyrtaH17E4OmzoK6QE1dtOcSJm3oQggNeFRKOQD8SAjxUyAkpRycstnNcxQKMFwXo1rabDE8uq0+HKIlpo6lclZBvqIWjE52igZNBHnufmYv69ubuOvpvQR0jaUNYRIZi8OJDI6EzTt6CJsai+vDCEZ47bueVs/L5m0ODKSJBAya6gIzrg8/WUza0KWUjhDiq8BZ7t9ZIDtVE5vv8FbUvG0zmFJps8M5yTO7e3lqdy8dLWPVcb0L46ndfYQMrdCxoieZJWc77OtPs6mzq6ZVvRxlFwkYdCUy1AUNDg6liYfU1x8LGYQDEQ4PZRnO2aTzDrv7Uix0+6iGTI1DQ6ViTKmcVUgRaIwEClTnXMWRXo6/EEL8mSi3iznK4a2oXmBHILAdFZzRhWB3X6qkRWKx/kpQF8qwB9Ls7U+pRCqUA1prW8VK6cXLmupYGA+pzh35Eb7R0DQaI6Yq8kCxMgcGMxwaypDK2bTFw2NeQ0rJUDrP3r4Ug6n8GI57LuFIDf3jwP8DskKIISFEQggxNAXzmvfwZCZytoMQjFT6S8VkeEKeXlSv2NVojYfcC0OqlFgBoPLHa40EjkfrffjcVUggY9lIJOm8jS3hfeuX0xILFuSuhzIWhwYznLGiseJrOVLSO5xlX3+6pOv2XMKRBoxiUzWR1xu8IIiqAx1JtJIoXcOAoWHZDr/b2cvKa39WMUTvjdcEpLIWrfHQuJFAT/7iwEDaDSIJjm2u43MXHV9wezasaeULnMh//upVXusdZqHLrqxvb+K4tjh3PvUaO3uHSWYsbAn/9Ztd9KZyfPDslRU3onnboWsoMyc3rEdk6EKIR6WUbx7v2NEIL300HjboGirdunjGu2cCIqSOhK5kjrzjsKatcmnups4uPnnPCwyk8io1WBc4burtaHjpx44j6U5mGXZX4/XtTQUa8rW+FBsf6KTzUIJ7t+zn6V19XHvhGtYuqlzl6G1Yo0GjYoR1pjGpGQghQkKIJlSFUKMQosn9WQFMrBT9dYoNa1q5/uITWLEgWiJPJ1xtxIluarzxA2mraiTw5s07SWYtdKHK6dSPIJGxKro8miZYGA/RGAmMeWx5U4R/v/xU/vpNKzA0wd7+NB+58zm++/iucZscJLMW+/rTBc312cRkL7UrgWeBNe7vZ9yf+4BvTs3U5j82rGnlzivOZGF9iBMWx1mxIELE1CctQOptSKuxLnv7U24blqLnuXuE8VyexrqA2h+IsTkm7z/zGL71vnWsbK7DkXD7k69x1Q+eY1fPcNVzFm9YB1K5WduwTsrQpZQ3SilXAp9EGfYLwPPA94Bbp2x2rxN4DIjXInFNW5ygObGPPmTqGLqoGpnc1NnltmZRuTLeKiolBdHR8RANGiyqDxUksYuxqjXKf75vHZedsQwB7OhK8ne3P8tdT+8dd8V2pKRvOMfevnShRcxM4kidp3OAtcBNwL+7///+kU7q9YZyDEhggrzzeLniHj1ZF9QLRRY52yFn2SWio7UgZOosbggRLLOZDBgaV5zTzo2XncLihhB5W3LL5p1c88Pn2T8w/p7Dchy6E1n29afGLX+bShxprssLUsqTxzs2XZhPuS6jk5b6h7MMpPP0JrPkq7u66G453gfPXlkxV7xYdSuRyXNwIE3W5d/XtMUKoqMTgZSS7kS2ImWYztncvHkn979wAICQofF3GyoniJVDyNRpmjqGZtqSur6HKp170v37j4APSCk/NOmTTgDzydBHo1gYqfPQEHnXKEF9+VJKbClpi4fKCiVVO5+HakJLE8FAKkdfGdbGw9O7+/jSQ6/Qm1RjzljRyCffelyJ9PR4qAuqCOsRphRMeSmdhz8CfiuE2C2E2A08AfyxEOL3ri6jjwoojlwGdK2ElQHlV+ta5a5y1c7nYarkJhoiAdrqQxXD/GesaOK7Hzid89eqO8bTu/v5m9ue4dGth2vefA5nLfYPpOkbzuFMA0NzpNmLF0zJLI5CXHlOO5+85wX2D6TJWU6JGkAmb6tiC6mUc4tRqaJ+okJL451vNCIBg8UNGocGM2VpxVjI5B/fvpY3rWrm6w//f/bePD6S8rz3/T5V1ata60gaSbOYEcwwLGbMYoJjDhkcbEOwcY4vzoGT7ebEF5KQQG7iHPA5iZNwbxKIfePg5SRMnHxiOyfGDlkMtsFmm4ydgAMGs4wZmGEYZte+dKu3Wt77R1W1Wq1uqVujlrql+n7QR6Pq6lKp+fXbz/usrzOdtfijbx3guwdH+b+v2UF7fPEmQ0opJtN5klmTjniYtqhRtQm0GKsyIr3cIADv+G8Av447COCbSqn/vtB1msl0KRVUX1uYb7x8GtMrgNZldko0zM4jMnSN23afze3X7JiTemvZDkPJHKat2NGb4LoL+3jkldMc9tx92zbEK45UL76nWjsFO45iKJkls8BIyfGZPH/22Ov8+xtjAHTGQ/z2+3bw42d31/SahXSNrpYwLdXnwNfHRl8qFQYBXA38T+B6pVRORHqVUgtmLzWL0EsFNTaT49RUzu2Ua2huGzkF4BX/iqAhiLiVRZoI9//cpdy/7zDDyWxhyrPGbHmdrdymR92JSNUNPpfaNlopxdhMnulMZTehUopv7x/ic08dIu29Ka69oI/brj67FuECEAnpdMXDxMKLbljrZqMvCaXUPmZbTfv8KnCPl+7LYiJvBPYeGObmPc9w5b1PcvOeZypmFZa2c5jOzHoxBHEjp+IOwLUctwha09zGoromWI5T+DSIhXRGU7nCOZommLZCE7c5US1tIBabb1QJEaE7EWFDIlLRtBARrr2wjy/84mVcvLUDgEf3n+ajX3qOF45OLHj9UnKmzampDKemMgt+kizE6ichzLID+E8i8n0R+VcReWe5k0TkFhF5TkSeGxkZWeFbnKXSWMNyYi8VVN52EOb2ZvS7dCnmBk6VgoiucdwzeTKmXciI9B8H18zJF9nO1Qj2TDew7bEQ/QtsUgH62qJ88saL+PWrzyZsaAxN5/jtf3iJzz11iJxZm2gz+VnBZ2t8biMJ3QA6cdtQ/w7wtXJ57kqpPUqpy5RSl/X09Kz0PRaopZFPqaDCuub1PHdtXqXckS6G5nbgspVCoXCUm6bbHg8VCoFN22134ajZxyOGWwQdLkqeqkawtVb0lyMa0tnUESsbXPLRRPjwJZvZ8/OXsrPPTXj9p+dPcMuXf8Crp2rP6s7k3aSx4enyG+Oy91Dzb6kfx3E7CChvGp0D1LZ7WUFq+dgvFVRbzAAR2mMGhu72Z9FEuP092/mNq89BE8G0HXSBDQm3KNr3htx9wwWc1RXHVq7fvb89QmdLCEe5lUK1CNa/nj/KcanToQ1dY6A9umjhdHGCmF5jglg5/KSxalySq7IZhbITL34FGFBKfUJEdgBPAFvVAje4mpvRWjdypZHRdw12VRyItZT2EAtdbyUZn8kzma4cXPI5OJTknkdfKySFndOb4OPX7WRbd8uSfq+haWzdEG84r0thEAAwhDsI4MvA3wDvAPLAx5RSTy50ndUU+lKHeK3EfZXzi9c6We9MSOUsRpK5RYNFecvhb//9CF999lihceov/fhZfOSyLUuqQR3sSTSW0JeL1XYv1trIZyXup9I4xdLZoVMZk55EhGTOqovws6bN8HRu0WHBAK+cmOKeRw9wctLtN3nhQBt3XreTTR3z61QXIhD6OqGSOTWSzNHTGikcn86YnJjMYGjCOb2Jun0a+UGtarwr8xLEQhq/8hO1JYgtJPRG2owGnCGVNsgzeXvO8dGUG6yyvblD9RqsVdikRhcPEMXCOr95zXbu/T/ezoZEmKzp8OePH+Suf3qZkeSZd1EJhL6GqOQX9+cq+fj+9mJ3ZL0Ga4kIva1RNrRUl8lYKUHs8RoSxMoRCL0BqTbiWkolv/hHr9w257jrh2dOGm29B2u1x0P0t8eq2mT6CWJ/8MHzaYu6AwD++FsH+MNv/MhtBrUEAhu9Bko9F75Lr5wn4zOPv84XvvcmM3m7bNFEpWu9PjRNKmfT1RJiQ0vlvJXFvCsHh6bJ22reWESlHGxHyFo2YUNjY2sEQ9fm/I56emhM22FoOkveqs5vXkuCWLAZXQZKPRqjqRwjqTy9reF5gnzp+CT3PXnIm0TnhvodBXe855x5WYil15rOWF6KgDDQEaU1Gprnn1/Mtek/nrfs2TYXXkBpKmvRkwgT8cLxpuPMaY+3Em7T0vYai1EuQey6C/v4td1zE8SCzegyUBryT2YtNIHpzPxEKn96tKFpaKJ5391JdYtdyx9aK0JhE1ZqPy+WfuA/nsxaaEhhwvNkxiwkf7XFwmzf2MpZG1robIkURFzrjKKlsFB7jXIUJ4i9Y4ubIPbIK7UliAVCr5JyiVmVEqlm8va8MemauFOlF7tWWHfTdqXo2qX282LpB6Xt8MC9nqMWT/5aakbjUuhsCbOxLYpWpfuwry3Kpz6ytASxQOhVUi4xq1IiVUtYnzc12lHuVOnFrtWdiODgJnmFNCmbt7JY1qH/uP+mATfL0TejFkr+qmdJXjlaIgYDHbGqu3ktlCC24PPO+E7XCaUejdaogaOgLTY/keqjV27DUX6LCmdeq4qFrtUaNdjQEkYTIR4xyiZaLZZ16D/eGjVw8OYcOYqO2OLJX7deNchUxuTAqSleOTHFyyemODqenlfSt5yEDY1NHbFFx5wX4yeI/VJRgthCNPScjkZi985e7mZ2fs627gT/9fLyiVS+KCt5XRa71rbuBPcs4OkofX5p+kHx45btel/Chsb23taqkr/ypj2nBYfjKL78zFtctLmjbikOmuZ2C56YyTNRRVIYuMXjP3/F27hiWxf3PPragucGXpcGZiluvjN1Dd685xleODaBclzxgdtlS4CLt3YuWGK3XMx4SWFODdrMWw47+9vqNsNoTVDOp/3IK6c5NJzCUgpd4JyeBD/19n6+9MxbjHr9SwS4YlsniMbrQ9Ok83Yht3ywu4XrLuzjH35wnOMTGRQQC2n86k/MFjrfv+8wrw9Nk8k7bj62NxDXchTFXuaI12L6Ew/t526o6OsGCq7B4qon/znV4Pdu1Is2iCJu3spSNqTF99kacU2mVN5e8E3YEjEI6RpDVRZW/NZXX+CHx6cB1JF7ri8r9nW/opfzaQ8nc4Vx49UQ0cF0ZkvjDM3d/Dlq/mhyAX76Hf384OgUectmJJWjmpoDQxO6E2G2dScKrS1Kfd0tYdfTUmuxczHLuaKXdi044WUnbuqIzgtSlcN2FMOLdBwoEjkAlYS+7jej5XzajidyobrGtzl7tnbTrwUtFrnI3Os89NLpgp/bcaprIW07imTW4vhEuqKv+/DozBm7Bm+9apBExMBWCttxvK/aejf6FN/naCpfmHg9mspX5Z/XNaG/PUbHAv72YpEvxLoXejmfdoEacv8LK7c3snyhCRa2owp+7mo/T/3hAZs74xV93cAZuwZ37+zlUzfu4pyeFkTcTgTbexN88sZdNW9Ei+/T9+kXxweqfRN21ehvL8e6t9FL59CHdQ3T9sRSmB+0OH4HW7xgDxXELrgmge/ntuzqq9l1Tbj1qsFCf5diEyVj2mzbECdtOjV36yql2HN0JhS/tv6IG4r8+LW8CWu120tZ9yt6OZ+2Ju4Lo5g1SRYiUtTbX0Ehx8V/j8w2KHK54aK+gp9b0yqv/sWEdOG23WcX2s+V86Pfdd15y1LsvFwU32d3IoztuI1TuxPhJXUcKOdvf8fmyiNmiln3K3p5n/bWmr0uB4emmVmC18WyHdIVvC4ChSqg4rbP1fjRG4HS+9zem0ApxUzeprc1uqSsSN/f7hdh3/TOt7H/5MuLtt5e916XgOZlJmfxs1/4PmOpHLGQzuvDqR8cuef6y8qdu+5Nl4DmpSViMJLMztuYlyMQekBTs7WrBctxCj7/SgRCD2hqbr1qEMthUU/MqghdRP5GRIZF5JUyj31MRJSINGw7uoDGobitHlAxxXK1vC5/C3yOkgl2IrIFeC9wdBXuKaBJKfL7V/RVNlJ/dIBPA/+d6lzLAQFV0zA2uojcAJxQSr242vcSsPZoiICRiMRxx7q8r4pzbwFuAdi6dWud7yxgrdAoK/rZwDbgRW+M42bgeRHpKz2xUQYBBDQXDbGiK6VeBgqxYE/slymlRlftpgLWFKvlXvwK7vDdc0XkuIj88mrcR8DawG/hd9Zd36yY3L4qK7pS6uZFHj9rhW4loMkprmKivCcPaBwbPSBgSRRXMS1EIPSApqZctVU5AqEHNDXlOouVIxB6QFNTXMW0EIHQA5qaRk/qCghYNho2qSsgYKUJhB6wLghMlzWM32nglROTpE0HpRSJiDFvnlI11zg4nCRvOYR0YcfGtjOaa7T3wDD3PPIqb465zYsGu1vmdDmoFX9e1HTWMo/cc32o3DnBir5G8SOGB05PkczZ2I7CUW7l/H1PHuIzj79e9TWOjKWYSptkTJvprMWboyk+8dD+qqfllV7zYw++yKGRGZRyh4kdHE7xOw++uKTrfebx17nvyUO+i7Fiv+lA6GsUP2I4lXHdbiKz3cSK5ylVc43pjIWmebOQcHtGLnWu0f37DpPKWegi6JrmfbnXXMr1iudFLUQg9DWKHzEsHTHjj3iZWaBDbek1Smch5W1nyXON/LbUxW0URdzpIEu5Xrl5UeUIhL5G8SOGpSLwh3b585SquUbpLKSwri15rtGWzji6JnNa9CnlrshLuV65eVHlCIS+RvEjhu0x19/gd/j121r785SquUZbzMBxvFlIuD0jl9K81L/mcrWlBubMi1qIQOhrFD9iuLOvndaIjq4JmrjdrfzBvtVe46wNCdrjIWIhnfaowbbuxJKbly5nW2qA26/ZwR3vOcdP7KrYSD3ovbiGqWaeUS1j35uAYET6eqOaUeel54zN5BhO5ulJhOlOROoyHr3OBCPS1xvVjDovPWc6YxVGqNdrPPpqEQh9jVLNqPNaxr43O4HQ1yjVjDqvZex7sxMIfY2y2Bj1cue0xYxFR6g3K4HQ1yjFBQmV5hmVnnPWhgR3vOcctnUnGmIG0nISeF0C1hKB1yVgfRMIPWBd0NSmi4iMAG+t9n3UQDewXvpJrsbfOqqUurbcA00t9GZDRJ5TSpUdD7jWaLS/NTBdAtYFgdAD1gWB0FeWPat9AytIQ/2tgY0esC4IVvSAdUEg9IB1QSD0gHVBIPSAdUFTC/3aa69VuMXtwVfwpViAphb66Oh6iaYHnCl1FbqIHBGRl0XkhyLynHesS0QeE5GD3vfOovM/LiKHROQ1EXl/Pe8tYH2xEiv61UqpdxTlPdwFPKGU2g484f2MiJwP3ARcAFwL/C8RWbydVEBAFayG6fIh4Ivev78I/HTR8QeUUjml1JvAIeDyVbi/gDVIvYWugO+IyA9E5Bbv2Eal1CkA77tfp7UJOFb03OPesYCAM6begwDerZQ6KSK9wGMicmCBc8uVQc3bSXtvmFsAtm7dujx3GbDm+WFI8QAAIABJREFUqeuKrpQ66X0fBv4Z1xQZEpF+AO+73/39OLCl6OmbgZNlrrlHKXWZUuqynp6eet5+wBqibkIXkRYRafX/DbwPeAV4CPhF77RfBL7u/fsh4CYRiYjINmA78B/1ur+AtUM6b3FsfOEmS/U0XTYC/yxux3cD+Hul1KMi8izwNRH5ZeAo8BEApdR+Efka8CPAAm5TSi3erT5g3ZK3HMZn8osO04UmT9MN2l2sT2xHMT6TJ5k15xwf7ElUbHcRTKULaBqUUkxlTCbTJk6NC3Qg9ICmIJk1mZgxF51sUYlA6AENTda0GZvJkzPPbLsWCD2gIclbDhPpPDO5xTea1RAIPaChMG1X4Kns8gjcp6nTdAPWDpbtMJLMcXwiU7PIT01l+MJ3F57KEazoAauK7Sgm03mms26P9lqe9/03x3joxVM8++Y4CvjjD19U8fxA6AGrgu24rsKpjFmTwMdSOb71ymm++dIphpO5wvENiYqTF4FA6AErjFKK6YzFRDpftS9cKcULxyZ56MWT/NuhMeyiUdGXvq2TG3YN8K7BrgWvEQg9YMVI5SwmZvKYdnW+8OmMybf3n+bhl05xfCJTON4WNbj2wj4+eNEAmzpjVV0rEHpA3anFF66U4sDpJA+9eJKnXhshb82+KS4caOOGdwxw1fYewkZtfpRA6AF1oxZfeCZv8/irQzz84ikOjaQKx+Nhnfeet5EP7Orn7J7Eku8lEHrAsmPaDpNpk1RucU/KGyMpvvHiKR57dYh0fnbFP6cnwQ3v6Ocnd24kFj7z0uFA6AHLhmU7TFQh8Lzl8K+vj/DQiyfZf3K6cDxsaFx9bg837BpgZ18rXor3shAIPeCMcRzFZBWuwhMTGR5+6SSPvnKa6aKg0ObOGB/cNcD7z99IWyxU0+8O6RrxsE48vLCUA6EHLBmlFNNZi8l0fo7LrxjLdvj3w2M8/OIpfvDWROG4rgnvPmcDN+wa4OItHTWt3tGQXhB3tZvSQOgBSyKZdfPCK7kKR5I5vvnSKb758inGZvKF472tET5wUT8/9fZ+uloWDvL4GJpGLKy7XyEdXavdpAmEHlATmbzN2ExujtvPx1GKH7w1wUM/PMnTh8fwF3kBLt/WxQ27Brh8W9eiQhURoiGNeMggFtZrdiWWIxB6QFVkTZvxmTzZMr7wyXSeR19xAzunprKF453xENdd2McHLhqgrz264PVDurtqx71Vezk3ohAIPWARsqbNRDpPJj9X4EopXj4xxcMvnmLfwRFMe9ZGf8eWdj540QBXbu8mpFdejaMhnZbw8q3aCxEIPaAslSrsUzmLx380xMMvneLN0ZnC8UTE4H3nb+SDu/p524aWstfURNwV29tILsXWXiqB0APm4PvCSyvsXx9yw/JPvjpMtsg+P7evlRt2DXD1uT1EQ/MDO8Xuv2hIW3aTpFrqLnSvI+5zwAml1AdEpAv4KnAWcAT4GaXUhHfux4FfBmzgdqXUt+t9fwEu5fLCs6bNU6+N8PCLJzlwOlk4N2povOe8Xm7YNcCOja1zriMiRAxtxUySalmJFf0O4FWgzfvZbxt9j4jc5f18Z0nb6AHgcRHZETQxqi9OUV64nzZ7dCzNQy+d5Dv7h0gV5am8bUOcG3YN8N7zN5KIzErHN0niEYN4SEdbQZOkWurawEhENuO2hv4j4Le8Ff01YLdS6pTXe3GvUupcbzVHKfUn3nO/DfyBUurpStdv2bRDnf1/fZawobG9t5VbrxrkpeOTfOF7bzKTt2kJ63z0ym3cfs0OAPYeGOb+fYd55cQkadPBcRQInMlLkIhobO6Ik8pZnJ7OYqszu95ibG6PsGVDgteHpknnbSxH4TgKR83vyNrdEqI7EWEklcO0FWFDo7sljIhwbHzGfQ1KniTMv07UEEDIWQ5hQ+iMh8ma7u+OeK/9r/zE2QDcv+8wxybSbOmMc+tVg+ze2Vu4zt4Dw9zzyKu8Oea2jxvsbuHOa3fOOWcpfObx1/nC995kOmtZR+65vmxotd5CfxD4E6AV+Jgn9EmlVEfRORNKqU4R+RzwjFLq77zjfw08opR6sNL1o/3b1Zb/dh8o6G4Nk87bTGcsDF3QBBzlfiQPtEXIWA6pnE1Ig1R+ab1B1ju6gO9c0cSNbvqvvWUrFNAeCxEL6WRMG9NW3H3DBeze2cveA8N87MEXmUyb+Au+o1wX5Cdv3LVksX/m8df59OMHC2/OI/dcX/bjpJ5NRj8ADCulflDtU8ocK9s2WkSeE5Hn7PQ0hqahacJ0xmI6437MGpqGJhqC4Cg4OZ0jazo4SgUiPwOKPIg4ijmvfTJrkcpZxMMGIkI8bBDShfv3uUXL9+87TCpnoYv76WDaCstRjKTy/NrfP8/eA8Plf+kifH7vGwtP6fKop43+buAGEfkpIAq0icjf4bWNLjJdam4bjTdnPtK/XeUsG0MT8t6KUozf1clRkLcddBHMql6WgGrImDaagGm7K3ypRyUW0jk+kWbvgWGePzpBrkw0FSCdt7njqy/Q3xYllbfLmj2VqHTNUuq2oiulPq6U2qyUOgt3k/mkUurnWOa20UpB3lboIrhrxdzHwP2fENa1utrO6xXH25MIzPOLZ0x3n/SJh/bP+39TjABTGYsj42k6YiGGk1k+8dD+Ja/y5VgNP/o9LGPbaF+7jlK0xQymMxaW4+CZjwBsaAkTDxucnMpUukzAEhFA0wAREhGDdN6aY6OHdY2QLvS1Rzk2np5j/vj4h2xHFcyedN7i/n2H563qvkPB3/BWfZ/N3DY60r9dbfo//xwRwdCE+3/u0jlel4ihoQv0tkWJhXRGUznGZvJzwtUBZ4ahCWFdiEcMPnXjLu7fd5jjE2k2e+bH7379FTpiIUSEZNbkyNhsw37xnm86CsEtmxv0yuWUUpyeyrB9Y1tB1O8a7OLB508Q0qXwZnpjZGbO/VTajDZ1ZDQW0rlgoJ103qK3Ncrunb3s3tlbcCfC7ApwfCLNtu4E93x4vgvyJ3f28IOjU5i2zWgyj4OiykL1NUlIA8uZXWlFXBvX0DXyloMCQrow0B6jLRaa9/oXs2VfnOFklnjYoDUa4qwNcY6Np3GUew0fTaA7ESn8PJrKkczZDCezBXPm83vfoKslRHvMTRCLh42y7tByNLXQwR3rYdqKW68aLPt46Yu/98AwDz5/gp7WCFu9VeFbrwwRC2mYtsJh1uaMhjQy5tpVfKlIROCnd/Xz6ZsuAeDmPc8URJrMmowkc1gCDq452Bo1Fn39b71qkE88tL9g0uia0NUSJqILIzNumsGWzigZ08bQBaUUGdNmIm3S1RIqVA7Fw4bb9Cht0p2YzYTUvTflYjS10G1H0dsarXqHDq6bK6TLnBfQtB3yluPak5qglOCgaAnr3mZLoWta4XeatrPqvpt5IqW6lc0npAkIWLZC04TLz+qa9zoWizQRcZOwTFtx4yWbePrw+BwTpdLrv3tnL3fDHJPm964/v6Lt7Z8zlTHZ0BKZc07E0Mhac7dtVTpdmlvo5/a18pVbrqjpOccm3J19McqLKvqhaxE3ND6Td91nGUshtuvG1ETQNSGsa/R3RDk9lWUmv/JZCr6ou1vCfOSyzXzo4k3c8NnvAbjR0hLV6xrYjm8Xu3+rUtDXHuasDYmyr2M5kfqivr3K+yzdPFZ6U5R+8hZ/mvi0Rg2stJqz4a2Wphb6UtjSGZ/3AvpRVEcplFLkvc2qaSuMIpeZ6SjCOsRCGu2xEEfGZpbFlq91NdYErtzezQ27NnHV9m464mHChsbZPQleH0rOE3lYF/raY1y6tZ1vvTKE5TiEBNpbQoR0vaLZAfMFWAt7DwzziYf2E9Jljtvwbu+6C1Fq8mRMm7Chc9vurXM+TUo3o5VYd0Iv9wIaukY8rJHJO+RKPDKWo9CFQlDKjei5rrOueIixGXOesHwiOohoc9Jai/EFXovIL97Szu9efz6DPQnaYqE5vuvrLuzjtaHkvOdsbIsWQvEfKjERajH7aqWcmVjJbVhKtZ8m2//nt6ryoq07oZd7AT+0a4AHnz9BJp+ds7r6EnIUIIKhu6t8SBMUMJWxaYuGmMyY835PIqKTMR1awxqm4xRW/rAutMdC/OyPbeWbL53izbGZgp2pA5ouZf/HdUR17rruPN53YT/tnsBLzYKJmRy9rRGSWYu87aCJ4DgOw8lcIRR/Jit0rZQzE/1oaTVUc69nd7dwcDjlJ7VVVPy6EzpUfgE//cTBeSL3sxvzloPhucNMW+EnHOQzc1drwa10722LMprKMpOziYf0QrZkxND46XcM0NcWI5W36W2NkrdsRmdMbMAuI/Ke1jARXWdjW7RQOV/OLDgyNsPmjhg9PQmmMyYnpzKICLbj1GQ2LBflzMSMabO5hkDPYtx13Xl87MEXSeUssqYzf8XxaIys+FXGdzlGDK0g8IJJoYpWdi+wUWnZCGlC2NAKOdxhXSOds5jJ2+ga9LdH6IiHefilU3zmyYNMZUxOTWUZnan4/wddIB7SiYQ09nz3zcLxYrOgkESlaQx5PcNHUzk0xCuE0OclWa0Et141iGm7m0el1KKuyKWwe2cvn7pxFxdv6QQ4Uem8NbWiV7vDL8UXzcbWKMcm0nNyYhTu5i9izAZLyiG49nxYcxONJtJ5Tk1mvCw/UA4MTee8MLmNWWTYawJt0RCprIlV9AtCmqBpwmgqz7buljkf+eXMgo1tEY5PZknnXdNFAJTQ0+q66WoxG5aDhezs5f493jUrvoPWjNDPZIfvi0bCwhbinJ7KFLIhz+tr5c5rd/LS8Un+7PGDFa+hC1he/ruhCcPTbtsHBbgxJ1fBU0Wt2EK60BV3Ay+aCNNZk3jI99d7LkAUeduZ95FfziwwdI0dvQk64mGOT2QQoK89SmvUfUMst9lQDSu5J1iINSH0vQeGuf2BF0h7+S3diUghNF3NDr9YNG2x0Jywtu9fvn/fYcK6m5dRLj1IxH0xRYSYF0mMhDTSZfLfBeiMGUTCRsE3bzoOIV2jLRYiYuhuApoDCjczs/Qj/12DXXx+7xtYjkNE12iPu67C37t+Z6HQ4RMP7UfXZqONy202NBNNb6P7/0Nn8pYbDrYVJ6cyTGfMqj+qq7Elj47PsLEtgiFCUYoG4OaG2Aq2dsW5/ert/OR5vSglZUUOnv0vwk9d2Ed/e4yMadPXFuO23WcTNnQMXRhojyLedbd1txTcg/7f/ODzJ+iMh4gaOnlbMT5jcuMlmwrn7N7Zy903XEBva5SpjElva3TONdYbTZ29eNlll6ntt3yO4WSW01NZLEd5LjWF4aWGhnWNjnh4Ubu9NAR961WDXLm9m5m8TTpv8at/9zxjqRyOUozP5MlbDrZnf5/f386FA2386HSSHx6brOreN7aFGex261yL9xXvGuxaNLxeLmpY+gm0TqlYld30Qo9+5E/piIVI5SxOTmZxi1zc7MPOeGjBOsZSlFLkLIe0J+7i/oL/cXic+548iKG5fQGzpkPWcriwv40fHp9kIj3rOelvj7JrUzuPvTpUNv9aBGKG5lbNe96Qau7P58p7nyykvhbf+1TG5Lt3vmcpL+VaoaLQm9502dIZJ2PatEZDDHREMTTBchTxsM6GljDtsVDFOkZwpzNMZUyGprO8NZbm5GSGyXR+XhPNywe7uOM92+mKhxlJ5pjKmIwmczz1+ggTXsHvu8/ewJ98+EK+/MuXc3o6R1dL+V7fIU3IeYlk81yEVbgA/b+5mNXYaDYTTb8ZrZRhd/cNFxSS/ouJGhpHx2cYS+VcN98iySr/cXicB549xvHJNCFNI2PZTGZmPSetUbeXia0UMzkbUe7m8tR0ho54hOmMNS+tQOEWFvsreTHV7CvKpTGs541mNTT9il5p0wXu+L4Dp5O8MZxk0hv7N5216Em45y4m8u+/McaffucArw0lGU3lOTWdZdIzUS7Z2sHPXr4VXWAik2cynedHp6e499sHeO7NcbZ0xrEdh/6OGGFdw9Bma1o1EW7bfTY7NrYtaWUONpq10/QrOpQvrvi9r79CLORGJvO2cldYM0TI0LnpnVsWuJrb5P7b+4f46++9OafKXBM3MWlzR4xPfWQXH/3bZ0l6fnFbAY4ib5nc9/hr/NGHdxX8+v3tEYamcygU23sS3HXdee79Pv56WRdhNStzo/inm4U1IXRww/Np091E3veEG9hpj4UxdI3xmTw5yyFjOnzsfTu5vMyUYaUUrw0leeiHp3jyteE5NnrU0OiIhUhEDURgMuNOcDg26RZbl244T0y7j999wwUFT87FWzvneFCKXYTJrEXOchifMblt99ZAwHWgqYWugKm0Sdq0yJpOoTnmyakMbVH3T2sJG7SEDRSKZNaaJ/KMafPEq8M8/OJJDg7PzreMeXNyDM3NNiw+v6/NnVYszIrcd4D4Tqz79x3mK7dcUVG0ftpBeyxKj9enM523ePrweNVFDQHV09RCt2zF2Exu3vH+thhjM7k5G72s6RQECvDm6AwPv3iSx340NKdCaLCnhYs2tfPG8AzHJmaYzto4yo1ajs7ksbwWDvtPTDHY3cKBodSsT8sTecTQFt1QnmkKa0Bt1E3oIhIF9gER7/c8qJT6/ZVoG33TO7dw35MHyZh2wedtOW6t4xOvDvHQiyd5+cTsfMuQLuw+t5cbdvWTylh85qlDWLbNTM7CdGAk5W5AQxoMtEdRKD75nde58ZJNvDF6yM0fV7PtGzrjoUU3lCuRwhowSz1X9BzwHqVUSkRCwPdE5BHgw9S5bfTlg13cwXYeePYYp6czdMbD9LZG+ORjrzNVVCSxqSPGB3f18/4L+grmyW999UUs22Z8xpxnezvKTZxqiYQKZsZvXH0On9/7BraXa94aNQgbi28oAxfhylI3oSvXYPaN3pD3pYAPAbu9418E9gJ3escfUErlgDdF5BBwOVCxbfRCXHpWJ3nb4eGXTvLskQle9RrZawLvPqfbnW+5tQOtpF/gqekMyaxVNqLp4I4VbI2GCmbG7ddcwUWbO2pORa2UwgpuiL/WVOOAhamrje5Nu/gBcA7weaXU90Vko1LqFIDXaNT/v7gJeKbo6ce9YzUxkszxrZfd+Zajqdn5lj2JCNdf1MdPvb1/TqOcUvrbYowkZ+1+Ke6f7jUrhblmhi9EP2eluGytlIVy5s8k1ThgYeoqdM/seIeIdAD/LCIXLnB61W2jgVsANm9x/eH+fMuHXzzFv78xOme+5TvP6uSDuwa4YnBDVcOhfvbHtvKjf5kqdAIoLcIIaTIvu7Eage49MMy9jx7g9eGUV+QRmXfemRQTByzMinhdlFKTIrIXuJZlbBt94a6L1VefPcY3XjrFicnZBqIdsRDXXtjHBy7q5/h4hgeePcbnnjpEf1uMm965pawfXdeEjniYGy/bzKmpDJ99yt1kupFMV/C612OwtGnSYgL13wjD01l0cauNTk5lGWiPFXJbdu/sDTwxdaSeXpcewPREHgOuAe5ltm30PcxvG/33IvJnuJvRRdtGHxpOzUmAevumdm7YNcB/2t5N2NDmZBy2RQ3GZnLc9+RB7mB7Qewirp+8IxYqNDC6/ZodXLS5g3sfPcBhb8Tgtg3x2YhmCYsJ1H8j2Eqha4Lg9nUbTeXmlMgFnpj6Uc8VvR/4omena8DXlFLfEJGnWaa20QpoCeu89/yNfHDXANu65863fODZYxjabOKU79144NljXD7YRSJq0BV3o6el1BJiX0yg/hshrGtYjkLEtf1LS+QCT0z9qKfX5SXg4jLHx4CfrPCcP8Id7FUVfe1RvvYr75qXAehzano2QuoTDWkMJ7Ns7owv22jAxQTqvxF6WiOcnMzioLx+jnNL5FaqmHg9UpXQRaRLKTVecmybUurNSs9ZCTpi4Yoih/kRUhHBtB3etqGlZpEv5C1ZTKD+G6E4wctSisGulnnmUJCsVR+qqjASkX8DrlNKTXs/n49riizkRak7uy6+VP3zd/614uO+jR7ShZawQd52qqrgKaXYq1JLJVDpNYKVuu5UdKtVa7r8MfCwiFwPnAt8CfjZZbixuvKuczbQGjX48jNvcWIys2SBLYfbL1ipV5eqhK6U+qYXxv8O7szQn1ZKVW5yssqICK1Rg854mLdtaOH6XQNndL0zcfsttalSwPKyoNBF5LPMDdq0AYeB3xARlFINl1HaEnEFvpwz6Jfq9gsinY3DYiv6cyU/Vzscd8UJGxobWiLEwpU3p0tlqW6/INLZOCwodKXUFwFEpAXI+n5tzzdeOWFkBTE0jc6WUKHtWj1YagJWEOlsHKrdjD6BG9n0sxFjuPb6j9fjpqpF14QtXbF5E4vrQbm61MXMkiDS2ThUa8hGlVKFOjPv36v+f6vcWO7lYu+BYW7e8wxX3vskN+95Zt4U47Jtm0t6sqxE2+SA6qhW6DMicon/g4hcCqzZMcyFJKyiGZelI7uPTaQX7ckStKVoHKo1XX4T+AcR8bMJ+4H/Up9bWn2q2URWa5YE/vPGoKoVXSn1LLAT+FXg14DzlFIN64E5U6pZrQOzpLmoJanrXOB8IApc7PnRv1Sf21pdqlmtgwSs5qLapK7fx63zPB/4FnAd8D3cVIA1R7V+88AsaR6q3YzeiJtae1op9UvALhrEj14Pgk3k2qNa0yWjlHJExBKRNtzytzVtjAar9dqiWqE/5xU4/xVuGkCKRcrcAgIaiWqzF3/N++dfisijQJtXQRQQ0BQslr14yUKPKaWeX/5bCghYfhZb0f+/on8Xp+v6A5TX9cCcgOZhsezFqwG8dhW/BlyJK/DvAn9R97sLCFgmqt2MfhGYBj7j/Xwzrg/9Z+pxUwEBy021fvRzlVIfVUo95X3dghsprYiIbBGRp0TkVRHZLyJ3eMe7ROQxETnofe8ses7HReSQiLwmIu9f+p8VEDCXaoX+gogUJrWKyI8B/7bIcyzgt5VS5wFXALd53QPuwm0bvR03z/0u75rFbaOvBf6XV+AREHDGLOZ1eRmvtybwCyJy1Pv5bbgdtSridcz1u+YmReRV3O64K9I2OiCgmMVs9A8sxy8RkbNwu3Z9H6hr2+iAgHIs5nV560x/gYgkgH8EflMpNb1ARVDNbaO3bt16prcXsE6o60BdrxfMPwL/Wyn1T97hIa9dNEttG62UukwpdVlPT0/9bj5gTVE3oYu7dP818KpS6s+KHvLbRsP8ttE3iUhERLZRRdvogIBqqWfb6HcDPw+8LCI/9I79D9y+6MvSNnq9E3QBq56qmow2Kpdddpl67rnSHkvrg+VofLoGOeMmo+uSRl4xgy5gtVHXzWgzU03Li9WkmgLugFkCoVegmgZFq8mWzjgZc+4WJugCVplA6BVo9BUzaLdRG4HQK9DoK2ZQwF0bwWa0As0wIS4o4K6eYEWvQLBiri2CFX0BghVz7RCs6AHrgkDoAeuCQOgB64JA6AHrgkDoAeuCwOvSIDRyAtlaYF0KvdFEFQzerT/rznRpxKzERk8gWwusO6E3oqgaPYFsLbDuhN6Iomr0BLK1wLoTeiOKKki5rT/rTuiNKKoggaz+rMviaN/rstDYxEbzzARUReXuWOtR6IsRVNg3LRWFXs8GRn8jIsMi8krRsaZoGd2InpmAM6NuK7qIXIU7ve5LSqkLvWN/Cowrpe4RkbuATqXUnV7L6K/gds8dAB4HdizWwGi5VvRSM+X1oWn622P4fSKnMyajqRxZy+Hys7oK9nxg2jQcq2O6eF10v1Ek9NeA3V4X3X5gr1LqXBH5OIBS6k+8874N/IFSasGW0Wcq9L0Hhrn30QO8PpwipAsbWyMYusbxiQyd8RA9rVGmMyYnpzIAhDShvyPGdMZEAe2xUGDaNBYrb7pUYE7LaKC4ZfSxovPq3jLat8PfHJ1BF1AOnJzKYtmKrpYQE2mTdN5iNJUDQBB626LEwwbJrEUqZwWmTRPRKO7FqlpGg9s2WkSeE5HnRkZGlvwLfTvcVgpNE/cLYTSVI6xrOI7i+ESGmbyNBgx0RGmNhkhmTbKWQ9Z0ODySIpk1gdUPOgUszEoL/YxaRsPytY32I6RhXcO33kQgazmcmMyi68L23gTRkIbtPZ7MmpyczLrnApajODmZJZk1Vz3oFLAwKy30hmkZ7UdIe1ojKAWOUjhK4e9ZNrZGERE2tkZRSvHWWJojY2nytoMm7pvC/cxRnJ7KrnrQKWBh6ule/Aru/KFzReS41yb6HuC9InIQeK/3M0qp/YDfMvpRVqBltB8h1TWhvz2CgGvGCGzqiNIWCwGQyVvYataO8m2sDS1hDF1QuI8FG9HGZl0HjMpFSO/fd5jhZNbbdJq8NZZGAZq4glYKDE2IGBqDPQnSeYve1ihfueWKxX5dQP0J2kaXo1LfFr9D1/B0trCSG5r74Ze3HSxHIbbTEHkyAdWxpoW+lHyV3Tt7uRvXK3NkLI0moImga+5iEUbI2wpNhN7WaBAoahLWrOmyHPkqN+95hjdHU4zN5NEQRHw7Xrj/5y4NBN54NEzAaMVYjnyVW68aJGzohY2n5bgiv2332YHIm4w1a7ocm0jT4XlOfCzb4fmjE1x575NVmTLFZsxCKb0Bjc+aFfqWznjBewJusOfEZBajxkr7oNHo2mDNmi6llUSnp9yIph8ICvJT1hdrdkUvNTsUcwNBUF1+SlBptDZYsyt6MQqIGBo5y5lzfLH8lEbsAROwNNbsil7a/cp2HIaTeQC6E5E5o1oqrdrBLM+1w5oVeqlIuxNRAGZyNlMZs+BBASq2gyvnuQnScZuTNSv0ciLd0BLB0Ey+e+d7Csdu3vNMxVW71HMDq98DJmBprFkbvdpGRQt17qq2B8zeA8PcvOcZrrz3SW7e80xgwzcga1bo1Yp0oTdENY2Fgg1rc7Dmcl2KN5aJsI6IkMpZbO6M867BLp4+PD5n0wmcUU7MzXueKZg3freAnOUQD+t85qaLg03ryrI+0nRLPS2UtltRAAAgAElEQVSuaB3+nw9dCMwKWhd44egEv/ylZ9nek+DGSzbx9OHxJYX5/b2A3y1AQ9A1mMlbQY/zBmJNCX0hdyDgFkM7ilNTOURAF+HIeJoHnz+x5Aohf8M6msqh4RZZOwqihlaIvAZCX33WlI2+0MbSf2wk6YpcE0EpyJkOJycz3P7AC0uyq/29QM5yQPy6U+hpjQSuyAZiTQm93MZyNJVjKmMyksxxaDhF1nLcvHJHYTru/qTY1KhV7P6GNR7WsRyFoUmhNUbgimwc1pTQSz0tI8ksI6k8LRGdvrYIlqNcgVsOpu2mAxiaAELU0Jec5LV7Zy+fueliNnXE6WuPkogYQZldg7FmvS7HJ9KMpnKYtituAF0AcQsoBHcl1zW3r8tAhyvQ09NZtve2LimJq5p21AF1Zf21jd57YJj/9sVncUr+PA1IRN3N6kzeImro9LRGaI2GGE1lGZ8x2dwZm+dqhKCpaBPQPO5FEbkWuA/QgS8ope5ZynXu33cYpby/3PvzVVF/ls/cdHHB3WjZDgeHkmQth5AGlq0YymQZm8njKPilv32WtphBLKSTzFqcnsry/NEJbtt9Nrdfs+PM/+iAutNQNrqI6MDngeuA84GbvZbSNXNsIo3472+/y5D3LaxLYRMZ1jWOT2ZB3BdDRDg6nmYklS98GihgKmMxksxh2e6G01GKz+99I4iANgkNJXTc/uiHlFKHlVJ54AHgQ0u50JbOOGFdQ9ekIHjBFfn2jW2Au4nsiIc5a0Oc7b2txLxIaiVjzlagaYJ47S8sxwkqlJqERhP6srWPvvWqQVo9W9zQxI2IakJbLDTHE1Lse/f7MFaDUhDRtcBP3iQ0mtAXbR9dbdvo3Tt7+eSNu9jem0DEXYXP6WnhUzfumrOJLPa9t0ZDDHREF7whxWxQqD0eCvzkTUKjbUYXbR+tlNoD7AHX67LQxaqp4L/1qsFCC7pYSEfX3FwYW82KvNA4FzBth4iu0d4SIqTrgZ+8SWi0Ff1ZYLuIbBORMHATbkvpulEuFfeOn9xOe8xdA3yBt8cMfuua7Vx+1gY2JCKctSERdNBtIhpqRVdKWSLy68C3cd2Lf+O1lK4r5Vb+izZ3lA3+3F7vmwmoC2s2YBSwLll/vRcDAooJhB6wLmhq00VERoC3Vvs+aqAbGF3tm1ghVuNvHVVKXVvugaYWerMhIs8ppS5b7ftYCRrtbw1Ml4B1QSD0gHVBIPSVZc9q38AK0lB/a2CjB6wLghU9YF0QCD1gXRAIPWBdEAg9YF3Q1EK/9tpr/WrQ4Cv4UixAUwt9dHS9RNMDzpSmFnpAQLUEQg9YFwRCD1gXNFQpXbMTDN9tXNa00FdSeKXTNorHOAZiX33WrOmy0kO0iqdtiLjfl9qGOmD5WbNCX2nhLTRtI2D1WbNCX2nhVTvXNGB1WLNCX2nhVTvXNGB1WLNCX2nhVTN8N2D1aOrCi8UaGAWjVtYdzTPxYjmppslowPpgzZouAQHFBEIPWBcEQg9YFwRCD1gXBEIPWBc0tdflwOkkN+95Zo7bsDSR612DXTx9eHxOYhfUNhw3yEpsfpraj96xdae69I6/nDPd2c8gjIV0xmZyDCfz9CTCdCciZEybqYyJAG2x0Lzp0OXEW5yVWM35AatK4wwCEJGoiPyHiLwoIvtF5A+9410i8piIHPS+d1ZzveJkrdJErumMhSaQzFqFxK5UziKZtapO9gqyEtcGq2G65ID3KKVSIhICvicijwAfBp5QSt0jIncBdwF3VnNBy3Z4/ugElqOIGhrdiQhtsRB520ETyNtO4VzbUZR+ii2U7HVsIk1HLFT2/MCkaR5WXOjKVVnK+zHkfSncCdG7veNfBPZShdCnMyYnJrMYmhDRhbztcHIqQyZvYTsKU4Em7nltsRC6JqDmfsItlOy1pTPOcDJLPGzMOT8RMepSaBG8eerDqnhdREQXkR8Cw8BjSqnvAxuVUqcAvO9V/d8dSmYB6GuP0tsWRRAcpRhJ5Quj0QFOTmUYSWZJRAxao8acZK/pjMnETI4r732Sm/c8M6c4o1JymFJq2U2alS4WWU+sitCVUrZS6h24A3MvF5ELq31u8eTobHICpWBTR5TWaIjWaIjOeAjb8TraKGiPGsRCOo5SpPM2n7pxF5+8cVchyzCsayjAdFRZcVXKSkzl7WXPdw/2A/VjVd2LSqlJEdkLXAsMiUi/UuqUiPTjrvblnjNncvT2rZ0Me6t6MmsykTYBEIGQrpExHQY6oiQiBlMZs2AG+N9v3vMMedspmCbxsLva37/v8JxzS82HLfvKmzRnku++0H4g4MxYDa9Lj4h0eP+OAdcAB3AnRP+id9ovAl+v5nrFpsXwdBaFQnCn8WoiiMBIMldRhEutRKpHvntQpVQ/VsN06QeeEpGXcEeiP6aU+gZwD/BeETkIvNf7eVGKTYucrQjrGt2JMKIJjuO25Mta9hwR7j0wzM17nuHKe59kOmMymsrNuWY14ipn0tx4ySbu33e4rK1fDUGVUv1o6oBRaeHFzXueKZgTvoBzlkM8rPOZmy5m987eeQGgckGlpQSEliuwFBSLnBHro/Di1qsG+cRD+0nnLVqjBoYu88RWvOED6E5EAZjJuVHTYnHV4uorvW45W78agmKR+rCmhL57Zy93w4IrYrkN34aWCIZm8t0731M4VmtDomAj2disKaHD/BXRt8f9Vbk1YpAx7UW9JQut0P7jxSt9pcBSsJFsDNZ0mm65AMxIKsd0xlx0w1fJG3NwaLpsUOddg13BRrKBaeoVPZm15qzWpWZKuVUZIKQJnS2RBTd8ibDOoZEUtuN7ciIYupC3Fe1lVvqnD49z9w0XBBvJBqWphX5yMsPmkpW12IY+NpFGFzg8kiJvOwXX41TGprMlUnEWyN4Dw4zN5LFshSZg2g4nJjN0xF0b/NRkBtN7A/S0RkhEDI5PpIONZAPT1KaLCAuGy1sjBicms1iOQtcEy1Ecn8gwlTEXzCe5f99h2mIhNnfGCHkpAobmug1zloNZdL2Tk1lOTrrXXKr/PKD+NLXQNZnrNi31chRiBEXjnGwvCWahN4hvn7dGQwz2JNjZ18Y5vQmGkzk6vVVdOa7T1nYcxtMm8bAeJGI1ME0tdKck2FXq5UjlbTZ1RDF0wVazg8tMxzVnpjNuXkzpG6RSKB6gOxFhoD1WuKbCFXxPazRIxGpgmlroSrGgl2NLZxxD1xjsSTDQHsMpeq5lK05OZZjOmPPeIJVC8ds2uG+AttjsSq+JENLcN86B09McHklh2U7gP28wmlroAx2xBZt6FgvWz2cxNMHQBNz/GEpm571BKqXm3nXdefPeAKCwlfvG0UWwbMWJySwtYZ2AxqGpvS6tUYOv3HJFxceLI6VHxtJEdKG3zQ35jyTdPBhRUiisLnVVlrt2aeQ1bzmcmsq67xp/y6BApGLaRcAq0NRCrwbf5Vec8AXQGg2Rzlv0trrCrzbcX+pCvPLeJ9nUEWU0lS+4MPvaIqRy1or9jQGLs6aFXpyU1eoVXgBzsgtvvWqwEFiybMWbUzPkbQddE+555NVF/eJ+6H+wJ1E4VvwGCmgM1qzQS5OyXGE7nJzMkLcVLWGdj165jd07e/ndr7+CLnByKouGoItgWg4HhlJc9AffBiCkCzs2ts2LdhZnTJa+gQIahzUl9OIVfDpj0hLRaY+5K6vtKGZyNoYunNfXSsa0efD5E1y0uYNEWOf14RSOAk0UKAoemumsRUgXMia8OZqaZ9IslDEZVPQ3Dmum8KK08OHA6SQCbOqM0RoNcXgkhWk7KGBnXxvgmhi5vMVQKo9pV34dwrqGAIYubreB1uiCm+By9xN0+FoRGqdTV70oraCPGBp49aIw28QorM/+yZbtcHwqV/Z6xeRtB9N2yNtO1TnmQUV/Y9HUQrcdhe24K3FpWm13IgJA1rJRyvVxO2r2OMCQ9yaomN1VhIObUlBtjnkwd7SxaGqhHxxOceNf/DuP7T89L2zfFguxoSVMS9j1tmzrbqEjHsLQZU60M2JoWI6a4wavhOXAVMasaqMZVPQ3Fk0tdF1gNJXjEw/t57K3dcyLWlqOYlNHDAV0xMP8whVvmxPt3NGboDMeKs75WpSeRKQqGzuo6G8smlroflNRQxO+e3CMO99/bkHIIU0QXPvaDwI9+PwJbr1qkO/e+R6+cssV3HntTsKGTkhbfDUH95xqA0HB3NHGoqndi5ajODGVZWNbhNPTGc4baOOz//ViuhMRbt7zDKajFu3AdTdwzyOvcnAkheOArrkmSjkMjZpMj6AQo3FoaqEDpPM2R8fSDHa7kcnpjIllK46Oz9AZD885t1K757uuOw+AW//uBzhKETWEbInaNVzzJzA9mpOm9qMnNu9QPT/3aRRua+hbrhrkI5duRkT47a+9yFQmT0tktgVFOm8R1jVm8rYX8ncYSuYwbcWO3gRKqcKnQDJrcmoyQ852N6o7+1q589qdQG1jYSoRBJPqQkULtMmFfq668rf/iolMnqFp11X47nM2cOf7d/Kjk9Pc9+RBoiGNlrBRCNjEQxqmowr56BqCQqGJ0Bo1UEB7LMR0Js/YjImjIB7W+ZWrBrloc0fZINCNl2yaNydpochoEEyqG2tT6LsuvlT983f+laxpc98TB/n2/iEA+tuj/P4Hz2dyxuSB544xksyytauFW68a5He//godsRBvjs6QsxwcpfBfgr72CB2xMMlMvhBICmmA54Pvbw0TCRtzereMJLNMpE02d8bmif/B509g2jZTaZOc7WBoGrftPpunD4/P6wHjJ4ItFnENWJC1KfRLL71M/ctj+zC9qOcjL5/ivicPkbccQrpw29Xn8MGL+hER2mMhNnib1OFkliNj6UKwqZi2qCu+jGljaEVRVMfBchQX9LfNyTU/PJIia9mc399eOJbOW4wkc7REdMZSJiJuIbftuJ8ciYhOf3tsznWUUkxl5nYLC6iZtdl7UQQ2d8YYn8kzlTG57u397Ohr5Q8f/hHHJzL8+eMH2XtgGNuB4VSWTR0xfmJ7N//4wsl5c4wE14+ezFkIbrZiMZq4pXulvV5ylkNEn+uljYV0ZvI2lu0gMlvErYvrKTJtVVW3sIDlYzX6o28RkadE5FVvKt0d3vElTaUTETYkIvS3xzA0jbFkns5Y2M11AX54fIpXT08TMTRGkjm++txx/vM7BtBK3vu+7JUCR4FpK3KWTda0yXltpwW3ZE6Y7fUCivb43J6LGdOmJayT84RO0bUjhkbY0IJg0gqzGgEjC/htpdR5wBXAbSJyPu4UuieUUtuBJ7yfqyYW1jk0nOSzTx1iMpNnS2cUf6G1HMXR8Qynp7OYts2+g6NcsrULgXmC94XpeIJXJf82vECU/+/+9hghXZ8n2o9euQ1D0wpT8BxH4aBojRps720NgkkrzGpMpTsF+EO5kiLyKrCJJU6lK+avvvsm0ZBGxNCxHIfS7YdpK0ZTJqad4q7rzuOHxybc0L+tCiu6DjjiCrsclqMQgYH2GK1RN49moVZ0n9/7Bpbj5tS0RkOEDb3w+JkKO3BRVs+qpgCIyFnAxcCSp9IV42cM6pq4Q7iKxOqv3Aq3mGJTZ4yfvXxrYXUWcV8M21u9RSib6OWu0G6OTaldXfreuP2aHdz/c5fyzrO66GoJs607sWwrdzDBrjZWzesiIgngX4E/Ukr9k4hMKqU6ih6fUErNs9NF5BbgFoCtW7de+tZbbxUeKy2A3n9yqrAyh7RZEQO0hHV+59pzieo6/++3fsRMzs009FvNVbxv77uuCQMdsYIbcaV94td++l85Mp6e1wR1nbsoG6vwwpsY/Y/A/1ZK/ZN3eMibRsdiU+mUUpcppS7r6emZ81hpxmBY19CAsC4o3I1ge1TH0ISZvM0fPPQjnn1rnLuu3UlIF/RFXg3D+1hQgK3cutNvvXxqxQss9h4Y9nJzZnvJnJzKBI2TFmDFbXRxncd/DbyqlPqzoof8qXT3UMNUumJK6ze3dbcwksrRHgsRNdzQf85y+PWrz+Jb+0/zwtFJ/vH5E7x6atpdjfMW+QVWc9uZteW7W9wR7EfGZtjcEZtzXnGBRS12dLXn3r/vMCFN80wud/IejltIcvGWqpxV644VN11E5Ergu8DLzNYg/w9cO/1rwFbgKPARpdT4QtcqHdZVjtLhV7/042dx3kAbWdPmi08f4e+eOQq4poigKmYuFqMLaJow0B5jaNptXrS9t5WhqQyjM/mCeRQ1BIXQ1RJiQ8vCg8BqSQu48t4n0QVOTeUKwSjHcTuG/fUvXLaeN6RrMzJajdCL8UV/dHyG/vYYN16yGQT++FuvMp2tLs9cAyIhHcdRGLrQnQhzfDJLW1RnIl35GlFDo689iq7Nt6P3Hhjm9gdeIJ23iRiuvd0WC1VMC/D3IrajGEnm3D40ImzrbuGR37yq6tdjDdJYNvpqUOyl6IyHmUjn+dzeQ2gCe37+Us7vb6vqOg6QM21E3KIOQ9fY0ZtgOju3bE5K/p2zHY5PZDg+nuY/jowX+qj79zWTt9xc+KLmp5VqTP29iK654t7aFae3LVrIrgyYz7oRermq/Iih8U/Pn2CwN8Gf/5ddXHn2hqqu5QBZy/EipKogsFDRq1n8Oem1ZMdyFDnbrYry3YH3PnqAkC4Y4o6NydsOlq04PZWpmBYQVC/VTlPnutRCpfGIJyYz9LZGaQkb/NGH387P/OXTs90BFiFvK8Znsty/7zCGQM5e/DngdiKwbMVwMkvWdAh7rs9iKzJnu0lev3f9+WWvEVQv1ca6EXrxeMR5U6Uff52nD49zdHyGRERnIiPkrcX3LgIoJQwns5gLeGuKiXjJYienMoWAlOnMphQ4SrkBK6ovxA5YnHVjuvh27Ugyy8mpDHnbNT0MTbjvyUO8OZqiMx4mbdpViRxccWYtxw1QVbmn7++IMZrKoSGISMHHD+4Ej5CuEdY1tnbFgo68y8i6Ebpv16bzNo4XTNrUGSNnOWjijnIUEaYztYlLKcV0xqxK54LrxszbDgo3laC/I0bEcFveOcp94w10RDF0LUjbXUbWjekCrtjbYiG2dsULRQ8nJjNoMtuyrrTp0GI4Co6Op6sSusIdGQlujnpfe5TWaAil3PswPC9K0JF3+Vk3K7pPaQetsK7hKPf78HS2YtbiQtTylLzlEDU0WqMGuiZMZ/IMTWcL1Uenp7OBF6UOnLHQReTL1RxrFErzYdpiBo5yx8QMV+ltqUQ1TZBsBcmcjeO4I2HeGnf3C92JEP0dUeJhI0i3rQPLsaJfUPyDiOjApctw3bqwe2cvN16yiZFkjldPJ5nJ2dxwUR/buhM1rczlqOX5Y2kL07IJ60JI05jMWFi2Cjru1oklC11EPi4iSeAiEZn2vpK4WYc1J2StFHsPDPPg8yfoaY1wXl8rPa0RfnB0iluvGiwURi+F4hLTcpVL5bAcN2dG0wQNYTSVCzru1oklC10p9SdKqVbgk0qpNu+rVSm1QSn18WW8x2WlXIQ0b9nc/sALc86rdaacP0cgHtLoagmRiCz+pvEjpkAhpSAokq4PZ+x1UUp93Ctk3g5Ei47vO9Nr14PSCOl0xmRsJo+jFOf1tXFkbIZUzl6yGZM2HbZ2xbn63F7+YhETxO8s4KCwvGkcR8bShHWtEMRajjK5oORuGbIXReSjwB3AZuCHuAXPTyul6t6gpNbsRZhbhTSdMTk2kfZmF8HWrjit0RCjqSzDyTzKa24kAEV1pD2JMPGwwVvjZ2ZiaAJbOmOcnMxgOm6BSH97lLztMJzM05MI051YOL13MdZZV7C6Zi/eAbwTeEspdTVuDejIMly3LpRGSH3x6ppwcjJLMmuyocWdinF+fxtbu+LEwrqXr+6Ks689VphEvVQ0cSueTk/nsDyRt8dCjKbynJ7K4TiKiZn8GVctBSNmXJYjYJRVSmXdSheJKKUOiMi5y3DduuBXId3+wAs4SqF5DYYMTcNRbn63rgktYXf1a4uFaPNMnYNDycKa4QeYloqjIGPOXiNvK0ZSeQyZ9d7kbDfq2hYLVewEvJgZUimZbb1teJdjRT8uIh3AvwCPicjXgZPLcN264UdIz+trY0tnvFChA4qs16zoo1dum9dkqDVqkIgYha689cD2zCg/4cv/5MiYNomIUXPlfzBixuWM/28ppf6zUmpSKfUHwO/h1oN+6EyvW298AbTFQgy0xzB0wXagJWxw9w0XcPs1O+blfP/8FW/j/2/v3KPjqq97/9lnnpJGkm3ZMoqNsQ3GBhww4FBIvAhJSXEghXLbpriB27Tk4qQkUJIsIE0uTcjNCrS9kDiLpObm0QSISUpDkoYCjUNUkkACxoDBsbDBGPBTkq23RvM6+/5xzsgjaaQ50rw1v89aWtKcOWfmN/Z3fmf/9m8/FkRC7O+JEktOL1TAK+mCSQqjHTvSRZFUddpmiGkx45C36SIi96nqNQCq+t/pY8A1+b52Mcns+NwY9uP3yYRFWmbMd+aibkVrhGgiRVf/CEPx1KhrsZBY7uLXp9DaGB5TCTiTbGbIePMmXdY6W4GlWqEQNnpV7Yymmarj83jSOZ1D8SRhv48FjSEawwEWNIVZ5LMYGEmwv3ekoOOz1dmEOnlBw2jO6IlP1k8oNz3eDBnfGj7du2mWelk8M2Ohi8hncLL360SkP30YiAP3FmBsRcdLlk5aOMPxFH63uNHB3hHm1qcYGEkQSzn1XdqaQ8yPhNnbNchQvDBmjU8Y81qZd6FMV2GmGZLpZYHsvZtqkZrbGZ0uaeGE/BaoYInTIaNzIEbC7Yo3HE9xpC/GniMDBRM5QIqxzcG85IqaRr7ZKYTp8jMRaVDVIRG5GjgH+KqqvpHrwmog7Z6bHwmxvzeKnbAzMoKc/M/DfVGSQMxLUZhpIDBh0ZjrLpSZMpimFr0s4ymEj+wbwLCInAXcDLwBfK8Ar1sRZLrnxu8ip2zlrZ5h4u5qtNBr0rbmummbG8bLkp1CCD2pjgKuwJnJvwo0FuB1K4K0cI4MjOC3hKB/4j9ZWuBp/3chmOl/TNq8CVjCns5B9vdEaQj6cl84yymE0AfchenVwCOu1yWQ45qqIS0cpxOG4rdkTNuXzIykoM+iua4wHz1d0WumDCdsFs+tY0VrhHjKrvmS0oUQ+l8AMeBaVT2MU9T/nwrwuhXDRataOWfJXE5qaWD5gsiEBgNpYkmb3miiIO+ZsJUd+3v5xi9fnWAy5WJ8fEvKVjr7R9h4/3OjFcJqjULsjB5W1btU9Vfu4zdVddbY6Gkybd/MbnYBy4kKtGSsCVMIErZy5+OvsOYL/8XWnYc9X5fpeRkYSXCwd8StF6M12zAgnwyjgYzMosyfgQy/+qwh07WX7obhF8fEsDOEny5bUUj6RpJc//3t/GT7AU/nZy6guwbcirs4XUBqNXoxHz96Y4b/vGmcL91bxc4q46JVrWy57nz+YFkLC5tChAI+UuoEg6WDsIpVmziWUm55eAfPvdGT05TJvPvEkimnWRjK/IgTflyLfvVydbz4toh0isjLGcdm1H6xlLR3dLLh3t+yp3OAnuEEjWE/Kxc2IpaMNu0tJiMJm2u+9Tse+N2bo02Es5F59/FZ1mgt93S4cS361ctSH11ELgQGge+p6mr32D8Cx1T1DhG5FZirqlN2pZtJhtFMGZ+pc3QoxrGhBI0hHwOxFCc0hegejBd0Z3Qq5keCpGyblO00/z11YVPWWB2TYeRQlkpdqvqk25Euk7zbLxaT8TEk8yNODZa0C7BzYCTvZAwv+C2nekD3YBxw4mFE4PXuQT790IssiIQYiCXHJGV4DV6bjErPOU2P7+m9R/fuu+OyrDtjlVSSbkz7RRHJ+i85ritdyQY3VabOF69YzW0/3YlPBG9VGGdOOu0uvRubcpYIHO53EjSODcU5cW7dqHfldvIrMZ0tGjLzdctN5viASVsBVV1Juqm60hWTqTJ10jbxsvkNJRlLYooAeKcWZJSBaKIg3pVKzzkdf6edjEoSuqf2i+UiWwxJfzRBz1CMdXc+weYn93LL+lWcdkLxox9y3TMU6BqMF6QdY6VHQ2YbXzYqSejp9osww/aLxWR8iGzQ57Q/TNg65pbeNRgbLfZfTtKVe/uiCdbd+cSMd0QrPec02/iyUS734hbgaWCliOwXkWtx+ou+T0T2AO9zH1cUaT/6r255L3PqgzTXBSbc0uNJm3mR4Gjz3WIwpy7gafc1YUNDyJdXC/VKj4bMHN9UlMvrsmGSp/6wpAPJg8kWp6o2x4ZsVLXgG0hOu5cgC5vr6I8mONgXRTVHb9R0qbwsmUZevClpr80dj+5iT+cgAMtLtBbxQqZX6bWuoXmTnVdJXpeqIluCQ/dgjHgK6oMWfVG7YCIXHBdiJOQnaSt7uwaJp2wsQMVp7W67VcXGc6g/RtJWFjSGJ3S09uJNae/o5M7HOtjTNUTAJyxsDI1GQ1aK5yXDqzTpbaaSbPSqItstvWc4QUPQx1DMJuCzCAesgsSnp0tgjMSTHBtOMOJu6zvtGpW59QEWNYVwm3gQ9MmY6r5dg3H2HBngSH+URW47dy/elPSX4fXuIXwCasPBvpFJy1und47zWRPMhPT7Lr31kUldQWZGnyHZNmL6ogmGY0nErf4FzgZPuiBXvqZM3H2d8ftS6c0jcDaQ4lncjwlb6RpMcMnpDQzGkp4qeKW/DClVtySfgO3cuZbNbxhz7nT87YXcgPLqRzdCz4PxGzEb7v0tz+w7SiCjipclFk4LXjfS0W2vOFPSE7XPcuLMx79UrhozP9x+gAtXtrKwMUzPcIyG0HGxj/empL8MQZ9F0lYnCnKS8tZeqw8UegPKqx/dCL2AbLxwOdvf7CFlq3Ord0tCB30y2pyra8Dpb5qcodrTV830+njSZuN9zxEOWCRTNi2RIPMj4dEYmAuWzxsTuHawN0rQZzkx+JaTN+uzZILnxWuNx0KX42+JsY8AACAASURBVMj2vtkwNnoBuWhVK9dfdDKWOPVf/D6hpSFIU12AUMBif0+URMp2C5uWb5yKU+DUsoTuwTj7jg7R2T/CsaER7ml/jVcO99M3nHDCexUSKdstoa2kVFk6r35CUJhXf3uhN6Aq2o8+m7nh4lPZfPW5vGPpPOY1BFk2P8I//9lZtDWF8bvNcwM+i3LtKQkQCTlCiyWVlA2DsRQDsRSDMZtY0qZn2InYCfl9o9V9RYRwwMe3/uc7eOymd0+Yfb362wu9AVXRfvTZTrYgqs/95GVOWRAZ7W/68oG+ko4pvRAO+4W2pjC90QRdg/Gsi2PHy+M84/dZpFRZubCRvmhiUvPCa5Skl2pj08H40SuME+fW83r3IAMjSbdzdOFZEAnSP5IcU0jJl073UwBlTkOQgN9HwDf17T69BFC3B6uXWddLlGQhwoaneN9Jvy1lSbwoFKVMvMiXTVt389UnXh21z2PJ4vy7p7tyZHpfAj7h5PkNXPr2Nh7afoB4MkXnQMyT90dwNsCSttOLdUVrY8XFo2dQWYkXtcjTe4/R2hikP5osaoKGMlbk4YBFa2OYS9/extN7j3FsaITBmLf3T5s7Q3GbefUBTmgK83r3IBvvf66iRF9tiRezmrd6hmlpcCruAuw82FfwagHZiCdt4skU97S/xtz6wIzuJBYwkkgxMJLk6JCzOdU/HOf5t3q49nvbOLU1wi3rV5VF8GbDqMLIFhuTL152Wu2M7KP0b6+MFlPFcUd2DYwgCooStyEkzhrg9e6hkuyCZqMaEy9mNePdb/n2QCqGd9I/xYsqMJK0QZyQBuF41+uUTh77Mt2eS9PlrZ5hkimbvV2DAG+f7Dwzo5eI8d6GZfMb6BqM0TccJ2l7i4FJt3tZEAnQG01iIdhqkyiQyZ/LqrGV0Splzs6vE4IQ9Fl574J6nfnHn4cqB/qcToLApM50I/QSMt791t7Rycb7n8OHTcjvYzg+dcfqgM9iQUOAUNBPfTDghgULAUuxRIgVo5nSOGx1Zn6R46HBC5rDk+6Ceu25lC3+5c/2947pnn3B8nk8tP3AmPOODDhhyG5IxKT+T2O6lJHxxUvrg75J/0PqAhbXX3Qy/+fKM0mknPCCZfMbWDKvnrY59Wy+Zi2RUGHCgrORHle6LlnaVb+gMQjgeRe0ezA2Ib0vW8hwegGdafbc0/4aiVRqzHlJj19uI/Qyk2m7z48EHbsXRktTO1lFAd42p46H3NqL2dq7gBspWSSlN9cH+NB5S6gPOmX4RKClIUTKVubUBbnp4hWsWzF/0s+m6nTr7hqMT0jv232kf0L8y8BIkqRtjxF1ylb6hsdWK/Z6DzOmS5kZb7ufsqABEWFv9xBhvxPx2Bh2bv9p+3bLdednDX1tCPnoH5k65gOc70JT2E/fFOeG3NoxinM3ueWSVZy3fB6XrF7IzQ+9xOH+EQ71j9AU9nP5WW2cdeIcDvRGaYmEiIT8WT9b/0gSnzjx8z1DjmATtg0IAV+MBRn14GNJm9C4BXvIbzEyw/6uRugVQLat83V3PsGcusBobAxMHuWXvvU314XpGoiPxrxbAkvm1aOqvNkTxRLGtI98vXuQwdhE4VjACc1h/D5rtHzd2mXz6BqIcbBnBHA68Q3FU/SPJPnSf+7i6FCcPz13MZ39IwyH/LREQvgsGf1s7R2dXPu9bU5lMVwPDhBw0wC73OSR+ZEQ0UQKnyU014+17xvDfpLDOiZOxivGdKlQphPllxn6GvJbThqf38JnCY3hAH6fxcrWCIvm1HNCc3i0zfu8hhDzGwKj1o4lToWBoN/icH9sTNe7SMhPW3OYH2x7i4DPYtGcOhY2hhCcndivt7/Gj58/gKoyGEtyoCc6GlGY7tNq20oi5fykqw8nbQgHfLQ2BhmOp0bNsesvOpmAzzcmGjLo93H9RSePMdu8Ymb0CmU6UX6Zm1ELGkNO4X8cX306XPZ/X3Y6MDGY6nM/eZkzmuvG3DlUlb5oYrSRb5pwwEfnwAgNrruwuS5AOGBxsG+ERErZ9MSrvHSgj0/90anUB/0c7hvhpf19/PN/vcJQPInPrRs5nvmRkNO920rwq1veO3r8zMVzsgZ/3ZBx7dJbH/H072mEXqFMJ8ov80sRCflpiQQ4NpSgzo1zybxu/PXZulF3D8YYjqdYd+cTE3zaS+Y1cKQ/StDvw7aVkN9Ha2OIoViK3miCX77SxZ7OQT7/x6ezfEGE7/xmHyIQ8lmkFAQl4friRSBoCU11AYbjyQl3q3xqRo7HCL2C8fofPf5LsbQlwpev9LbVPv7O0T0Yo2swTmtjMGtOZ/p8kimCPouheApb4ZZLVnJ4YISvt7/G/p4o13//eW78wxUc6o/SFPYztyFIZ7/TfSPgJoz73PTCfIoitdT7OTrsYQFuwnQNaV/2/p5h+qIJGkK+0eAzcLw9rY3hUVMm8/wTmsL86TmLOW+5k/PwyuEBvvAfv+dw/wgA8+qD1AUtGoJ+huJJjg3FiSVtwn4fJ7XUMxhL5hWTvmnrbu7aumf08b47LsvqYDUzumHMnSPt7clkvLdn/J1mOJ6ksz+GrcrKExrZfM053PnYKzz12lGODcfxjwjzI0pj2I8lIZK28tn3n8ZlZ7WNWRvMhKf3HqOtOUR/NMlQPBWf7DzjdTGMYSY5nfVBP21zwqNlPhrDAb54xRlsvHA5ljgVCzoHYnQNxGhpCHHje1dw+qImDvaNEM+zrXw6/Hn5ggjAS5OdZ4RuGMNMi4qG/D7amsOEXDeniPAX7ziRr/zFGloiQWyF3miSpfPrWbNkDgCxRIoDvdEJu53TwVQBMMyI8eWxM33pufD7LNqawmM8OKsXNfP/rjmXc09yeq/9+IWD3PiDF0ZteFXl6FCMQ33RKRuQTYbXKgAVtxgVkfXAVwEf8E1VnbR8tFmMVi7dgzH6M7pop2zlvt++wX1Pv4Hi7HLeun4VF5zcMnqOJUJLJDga8uCVjFS61ydLpasooYuID9iNUx99P/AssEFVf5/tfCP0yqZvOMHRobFZTdv2HeNL/9lBn/sl2HDeifzNu5al48kBaAj5me+GEEyTSS+oNNPlPOBVVd2rqnHgQZxudYYqpLk+wMKm8BjPytql87j3mnNZ/Tan5/KWZ97iU//2It2Dx78QQ24IQbSArSwrTeiLgLcyHu93jxmqlAY3RiZzdl7QGOKuD57FB9cuBmDH/j423vcc29/sGT0nadsc6otydDCWs1O2FypN6NluPWM+pYhcJyLbRGRbV1dXiYZlyIdwwMfb5tSNqTLs91l89N0n88UrziAS8tMznODmh3Zw32/fGK0SBtAXTXCgN0pshuG5aSpN6PuBEzMeLwYOZp5QrvaLhvwI+CzeNqeO8LgEi3edMp/N15zDqQsj2Arf+c0+PvOjl8a4HONJm4O9I3m5IStN6M8CK0RkmYgEgatwutUZZgE+S2hrDhMJj92Qb2uuY9NVZ3PFWW8D4Nl9PVx333PsPHi8PmWmGzI5AzdkRQldVZPAx4HHgV3AD1V1Z3lHZSgkIkJrY5h5DcExx4N+ixsvXsFnLz2NcMCiazDG3/3gRf5t21tjbPRo3NlkGorlDuQa876V5F6cLsa9WN0MxZJ0DcTG2OQAbx4d5vP/sZN9R534mnWnzOfmS1ZOuBNEwn7mN4Swji90q8a9aKghGkJjY2TSLGmp554PncMlZywE4NevdrPx/ufYfWRgzHmDI0kO9EYZMSEAhkon5PdlXaTWBXzcfMlKPv1HpxL0WxzqG+ETW57nZzsOjjFlEimbg71ReoYmDVwEjNANFcBki1QR4dK3t3HPhrNZNKeOREq56+d7+PKjHRM2k3qGjdANVcBki1SAk1sj/MvV53DhqU7dmK27OvnbB7az7+iQ59c3QjdUFHPqg7SOCxsAx57/hw+czsffcwp+S3jj2DB/e/92fv77I55e1wjdUHGkS2v4rbHyFBH+xzmL+OpVa2htDDGStPnyox3c9fPdORM4jNANFYkTNnA8kSOT09qa2HzNufzBMidP9Wc7DvHxLc9P+XpG6IaKxe+zeJtbcGk8zXUBvnTlaj6ybhmWwKudg1O+lhG6oaIREVqbwsytn7hItUT4yz9Ywj//+VlZF7Fjzi3WAA2GQjK3IfsiFWDNiXO495pzp7zeCN1QNUSyxLanMTO6YVaRLbbdC0bohqojXc23LjjRIzMZRuiGqsSyhBOaJoYNTHp+kcdjMBSNdNjAnCwemfGY2ouGqmdeQxC/b+rSGGZGN8wKmnIUPTJCN9QERuiGmsAI3VATGKEbagIjdENNYIRuqAmM0A01QVUXMBKRLuCNco9jGswHuss9iBJRjs/ararrsz1R1UKvNkRkm6quLfc4SkGlfVZjuhhqAiN0Q01ghF5a7i33AEpIRX1WY6MbagIzoxtqAiN0Q01ghG6oCYzQDTVBVQt9/fr1itOe0fyYH2UKqlro3d21sptuyJeqFrrB4BUjdENNUJZyFyKyDxgAUkBSVdeKyDzgB8BSYB/wQVXtmew1DIY0S299JP2n7rvjsqx1L8o5o79HVddkRLjdCvxCVVcAv3AfGwxTkiHyKakk0+UK4Lvu398F/qSMYzHMMsoldAX+S0SeE5Hr3GMLVfUQgPu7NduFInKdiGwTkW1dXV0lGq6h2ilXSbp3qepBEWkFfi4iHV4vVNV7cSPj1q5dO6Xv1GBIU5YZXVUPur87gYeB84AjItIG4P7uLMfYDNXDYy8f9nxuyWd0EWkALFUdcP/+I+B24KfAXwF3uL9/UuqxGSqf9o5ONj+5l9e6BukejHm+rhymy0LgYbcXjR/4vqo+JiLPAj8UkWuBN4E/L8PYDBVMe0cnt/10J6AcG4pjK/gt4a4PnsXlaxYBTFpSt+RCV9W9wFlZjh8F/rDU4zFUD5uf3IslcKgvRtJWfCK0NYfZ8sxbaaFPiqmPbqga3jw2RO9wgljSRoAlLfU0BH3s7xnOeW0l+dENhklRVeJJZSieAmDR3DoiIT/RRIrFc+tzXm9mdEPFkl54vtUzjABd7uJzbn2AOXUBhuNJEill44XLc76WEbqhIkkvPAM+AYW3eqMAnN7WSFM4wIHeKIvn1rPxwuVctCrr3uIYjNANFcnmJ/cS8AmqcMAVeThg0RgO8ODGC6b9esZGN1Qkb/UMY4nwxrFhFAj5LZa2NHDQFf10MUI3VCQnNIXZd3SIlK34LGFpSwOJlO1p4ZkNI3RDxTGSSNEfTZBIKQKcNK+OpG17Xnhmw9johorCtpWbH9rB7s5BAFa0RlwXYp3nhWc2jNANFUHalfjywT4GRpIA3Pr+VXz03ScX5PWN0A1lJ+1KjCaSoyKPhPysbI0U7D2MjW4oO5uf3EsiZdM1EAcckbc2Brn3V68X7D3MjG4oO3u7B+kacHY9Q36LJfPqsQRPMSxeMUI3lIW0Tb7v6BCdAzHUDbld2tKAzxKG48kZuxKzYYRuKDlpm9xnQe9wnHSJ/uY6PwGfTCuGxStG6IaSc+djHRzpixJP6WjBxLn1fhIppS+amFYMi1eM0A0lZdPW3ew6PDDmmE+EpnAAW+FXt7y3KO9rvC6GkrFp627u3rpnwnER5Uh/rKA2+XjMjG4oCe0dndzT/lrW2s4pGxS7oDb5eMyMbig67R2d3PDg88SSdtbnFVixIFJQm3w8RuiGopL2sAzGkhOeS6fsh/wWt77/tKKOwwjdUFTSHhY7i82iOGK//qKTizqbg7HRDUWkvaOTV44MML6VrcBoMsX1F53MDRefWvSxGKEbisa//PdriDA6m/tEsNXxnTeF/Wy66uyiz+RpjNANRWPX4QFS7vrTJxDwCbZCSrWkIocy2ugi4hOR50XkZ+7jeSLycxHZ4/6eW66xGfLn8Z2H6YsmAKgP+gj5LVKqWJYU3cOSjXLO6DcCu4Am93G648UdInKr+/iWcg3OMH2yFQAN+i0WNoVoCDrFhhIpLbqHJRtlmdFFZDFwGfDNjMOm40UVk3YjHugd5mhGAdC/eedJnNBUR180QWtjmNsvP6PkszmUb0b/CnAz0JhxbEzHC7dJwATcDhnXASxZsqTY4zR4JLMAaMpWLIG25jAv7u9ny3Xnl3t4pZ/RReQDQKeqPjeT61X1XlVdq6prFyxYUODRGWbKm8eG6BqIjRYAPamlgea6QEGTJ/KhHDP6u4DLReRSIAw0icj9uB0v3NncdLyoIlSVeGpiAdBCJ0/kQ8lndFX9jKouVtWlwFXAE6p6Ncc7XoDpeFFVfL39tdFUuJkUAC0FleRHvwPT8aJqSHtYXjnSz7Ehx434zpNbsG2ddgHQUlBWoatqO9Du/m06XlQJm7bu5p7210imbFLurmfIb/HX71zK+844obyDmwQT1GWYFum48pR9XOTg5Ht++zf7yjauXFSS6WKoAu58rGNCXHnQEoZiqYrxsGTDzOgGz6SjEcejQCw580q3pcAI3eCJ9o5OPrFl+4S4cgESbmnnSvGwZMOYLoac3PTgdn78wqGs+Z7pY6VInsgHI3TDlNz04HYefuFQ1ucECAUsls6rL0nyRD4Y08UwKe0dnfx4EpED+CyhtTFclmjE6WKEbshKOnM/m7mSpj7oK1s04nQxpothApu27uZrv3yVRGpymQuUPEsoH4zQDWPYtHU3d2WppjWeP1nTVjUiByN0QwbtHZ05RS44Ir/7qnNKM6gCYYRuGOWOR3dN+bwIfOev3lFVM3kasxg1jPL60am38Fe2lj6puVAYoRtGsbOV08qgGtyIk2FMlxpnqg2hTC5YNrdqZ3MwQq9p1t/dTseRoZznXbBsLls2vrMEIyoeRug1yk0Pbp9S5CJw/rKWisoSygcj9Bok19Y+gCVSEWUqCoVZjNYY7R2dfOyB56bc2gdoCPpKMp5SYYReQ7R3dPLph14kmsjeeSKTj6xbVoIRlQ4j9Bricw/voHswnvO8C5bNrfiw2+libPQa4aYHt7O/L5bzvE9evGLWiRyM0GuCDZuf4unXe6Y8Z0EkyD/92VmzwsOSDWO6zHJuenB7TpHXB32zWuRghD6r2bR1d85dz4BP+PpfnjOrRQ55Cl1Evioi09oyE5GwiDwjIi+KyE4R+YJ73HS8KCDtHZ185Re548o/8Z5TZr3IIf8ZfTvwORF5VUT+SUTWergmBrxXVc8C1gDrReR8jne8WAH8wn1smCH/63vPZm15mMmVa9pm5cIzG3kJXVW/q6qXAucBu4E7RWTKaUQdBt2HAfdHMR0vCsa6L28ll6u8MeSruuSJfCiUjX4KsApYCnTkOtlt1PUCTg30n6vq7xjX8QKYtOOFiGwTkW1dXV0FGv7sYf3d7TndiPUBi69tqB2RQ/42enoGvx3YCZyrqn+c6zpVTanqGmAxcJ6IrPb6nqbjxeRs2rrbUzTi1z90bk3Y5Znk60d/HbhAVbtncrGq9opIO7Ae0/EiL7wmNV9ZZUnNhWJGQheR9H3vGWCJiIzpmqWq26e4dgGQcEVeB1wM3Mnxjhd3YDpeTAuvyROLm0M1ZZdnMtMZ/f+6v8PAWuBFnATxM4HfAeumuLYN+K6I+HBMpx+q6s9E5GlMx4tp097R6Vnkv/7MxSUYUWUyI6Gr6nsARORB4DpVfcl9vBr4dI5rdwBnZzluOl7MgM89vCPnOQI1LXLI3+uyKi1yAFV9Gcc3bigBGzY/5SlQ66aLV5RgNJVNvovRXSLyTeB+HF/41Thtzw1F5tzbH+focDLneasWNtTMptBU5Cv0vwY+BtzoPn4S+Eaer2nIwYbNT3kS+WxIai4UeQldVUdE5F+A/1TVVwo0JsMUeAm5BceNWKselmzku2F0OfAC8Jj7eI2I/LQQAzNMxKvIP3nxCiPyceS7GP0HnDiXXgBVfQEnDMBQYNo7Oj2JfDamwRWCfIWeVNW+gozEMCWbn9yb85yWer+xySch38XoyyLyl4BPRFYANwBP5T8sQybtHZ1sfzP3bP7cbZeUYDTVSb5C/wTwWZwY8+8DjwNfzHdQhuOsvu1RBuO5y1NcuaatBKOpXvI1XU53f/w44QBXAM/mOyiDw9JbH/EscrP4nJp8Z/QHcLb8XwZy/48YPLP01kemfD7kt9h8de2F286UfIXepar/UZCRGEZZ+dmpRQ5wzpLqLuNcavIV+j+4IQC/wLHTAVDVH+X5ujXLui9vJZbKfV4ltyOvRAoRArAKJ+8zbbooYIQ+A7xW04oELTObT5N8hX6Wqr69ICMxeIorB3j59vcXeSSzj3y9Lr8VkdMLMpIaJ9fiM80nTcjtjMh3Rl8H/JWIvI5jowtORYsz8x5ZDeFV5GZ7f+bkK/T1BRlFDbPco8hDPsz2fh7kG6b7RqEGUossv/URz5sPr3zpsqKOZbZjykaXCa/mCsC+O4zI88VU0y0DXs0VMCIvFEboJWb93e2ezRUj8sJhhF5C2js6PZWMA+NGLDRG6CXkw//qLbBzcXPIuBELjBF6ifC6+Az5TLGhYlByoYvIiSLySxHZ5Xa8uNE9Pms7XpzyGW8ijwQt40YsEuWY0ZPAp1T1NOB84Ho3jGBWdrxYf3c7yVxtmnFEbmJYikfJha6qh9LVdlV1AKey1yJmYccLr4tPCxOoVWzKaqOLyFKcgqOzsuOF18XnXuNGLDplE7qIRIB/B/5OVfu9XlctHS+8Lj6Nr7w0lEXoIhLAEfkDGdlIR9xOF1R7xwuvIl+1sKHIIzGkKYfXRYBvAbtU9a6Mp9IdL6CKO15MZ3v/sZsuKt5ADGMoR1DXu4BrgJfcznQAf4/T0qWqO15s2PyU2d6vUEoudFX9NU6CRjaqtuPFpq27PdVGBCPycmB2RguA145wYEReLozQ88SIvDowQs+D9o5OzyI30YjlxQg9Dz7yXW8bQp+8eIWJRiwzRugzZPVtj3qKYTHNsioDI/QZsGHzU56q3IZ8xldeKRihT5ObHtzuyY1oQm4rC1MFYBqsv7vdUzRirbcjr0TMjO6RTVt3G5FXMUboHvHiRowELSPyCsUI3QOrb3s05zlNYb9JnqhgjI2eg5WffcRTYf5NV51d/MEYZoyZ0adg9W2PehL5lWvaTGH+CscIfRLWfXmrJ1/54uaQ6QhXBRihZ2HT1t2eWqy01PvN4rNKMELPghcPi4Xp1FxNGKGPw0vrQ4Bvf/gdRR6JoZAYoWfgtfXhJy9eYRafVYYRusuGzU95sstNyG11YvzoODO51/6eRuTVSc3P6OvvbvckcjBl46qZmha619qIIZ/J96x2alroH//+cznPWdwcMnHls4CaFHp7Ryfn3v54zp3PxpDPbAjNEmpuMdre0cm1//osubyIAnxtg9nany2Uq8jot0WkU0RezjhWko4XH70/t8gBvvPhdxhf+SyiXKbLvzKxvXrRO160d3QykvQwOCPyWUdZhK6qTwLHxh0uaseL9o5ObtiyPed5Fyyba0Q+C6mkxWhRO1587scv0Z9jf//KNW1s2fjOaQzZUC1UktA9Md2OF5u27ubMzz/O/t6RKc9btbDBxJXPYipJ6AXveLFp627u3rqH/hyG+aqFDabQ0CynkoRe8I4Xd23dw2RV49IF2usDPiPyGqBc7sUtwNPAShHZ73a5uAN4n4jsAd7nPp4xGzY/NeXzClgCH3338nzexlAllGXDSFU3TPJUQTpetHd05iwb1xT285F1y0w0Yo0wK3dGNz+5N+c5Oz5v0uBqiVkl9PaOTj71wxc4OpyY8rwr17SVaESGSmHWCL29o5OP3b+NaI6i5aY8RW1SSV6XvNj85N6cIr9g2VwTjVijzIoZvb2jk+1vTr34NPErtU3Vz+jtHZ3c9tOd2Pbks7nPEiPyGqeqZ/SBkSQ3PPg8Q7EkqSmslsvPPKF0gzJUJFU9ox/sjTI4hcgtcTwsZvFpqOoZPZ6yybRYApYQ9Fuc0BymtTHMluvOL9/gDBVFVc/omVgClgWxpE0ipWy80GztG44za4RuKyRtpT7o4/bLzzCLT8MYZo3QARbNqWfTVWcbkRsmUPVCT4fb+iwxM7lhUqp6MSqA3yfYCje+9xQjcsOkVLXQFagL+Ey4rSEnojp1fEgls3btWt22bVu5h2GoHGSyJ6reRjcYvGCEbqgJjNANNUFV2+gi0gW8Ue5xTIP5QHe5B1EiyvFZu1V1fKlDoMqFXm2IyDZVXVvucZSCSvusxnQx1ARG6IaawAi9tNxb7gGUkIr6rMZGN9QEZkY31ARG6EVCRE4UkV+KyC4R2SkiN7rHS9LCptSIiE9EnheRn7mPK+pzGqEXjyTwKVU9DTgfuF5ETqcELWzKxI3ArozHFfU5jdCLhKoeUtXt7t8DOCJYRJFb2JQDEVkMXAZ8M+NwRX1OI/QSICJLgbOB3+GxhU2V8RXgZiCzcWtFfU4j9CIjIhHg34G/U9X+co+n0IjIB4BOVc3dhruMVHXiRaUjIgEckT+gqj9yDx8RkTZVPVSoFjZl5l3A5SJyKRAGmkTkfirsc5oZvUiIiADfAnap6l0ZTxW8hU05UdXPqOpiVV0KXAU8oapXU2Gf02wYFQkRWQf8CniJ47br3+PY6T8ElgBvAn+uquN7rlYlInIR8GlV/YCItFBBn9MI3VATGNPFUBMYoRtqAiN0Q01ghG6oCYzQDTWBEfosRkTaRaRi8jbLiRG6oSYwQq8wRGSpiHSIyDdF5GUReUBELhaR37ix3eeJSIOIfFtEnnVjwK9wr60TkQdFZIeI/ACoc49/TET+MeM9PiwiXyvTRywLZsOownAjHV/FiXbcCTwLvAhcC1wO/DXwe+D3qnq/iMwBnnHP3wisVtW/EZEzge04sfBvAE+r6inuezwKfElVf13Cj1ZWTFBXZfK6qr4EICI7cRIYVEReApYCi3ECqT7tnh/G2Wq/ENgEoKo7RGSH+3eXiOwVkfOBPcBK4Del/EDlxgi9Moll/G1nPLZx/s9SwJ+qUDPYSgAAAI5JREFU6iuZFzlxZEx2i/4B8EGgA3hYa+xWbmz06uRx4BNuhCQicrZ7/EngQ+6x1cCZGdf8CCfLZwOO6GsKI/Tq5ItAANghIi+7jwG+AURck+VmHNsdAFXtwbHtT1LVZ6gxzGLUUBOYGd1QExihG2oCI3RDTWCEbqgJjNANNYERuqEmMEI31ARG6Iaa4P8DfTP2wSuh6r4AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import seaborn as sns\n", + "sns.pairplot(data = boston, y_vars=boston.columns, x_vars='medv', kind = 'reg')" ] }, { @@ -72,7 +257,7 @@ "metadata": {}, "outputs": [], "source": [ - "# Your response here" + "# Your response here\n" ] }, { @@ -84,11 +269,153 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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2hIH893tWtB1hYEcmbUcY2Ol/vUXbEQby4n+4re0IA/tK2wFWxWFCkiRJkrpgXlcGJEmSpFllZUCSJElSF1gZkCRJksZ50jFJkiRJXWBlQJIkSRrXsTkDdgYkSZKkRnWsM+AwIUmSJKmjrAxIkiRJ46wMSJIkSeoCKwOSJEnSuLFuHVrUzoAkSZI0zmFCkiRJkrpgqJ2BJAuSXJ3khCRXJvlKkvWS7JTkoiTLknwmySOTbJPkuiSPTvKwJN9M8vxh5pMkSZJ+w1gN5zJHjaIysB3w0ap6EvAz4KXAqcDbq2pHYDnwrqr6PnAscDzwN8BVVfWVEeSTJEmSOmkUnYEbq+ry5volwOOBTarqG82yU4DnAFTVicCGwKHA4ZNtLMmiJEuTLD35ez8cbnJJkiR1SlUN5TJXjWIC8X191x8CNpmqYZJHAFs1NzcA7p7YpqoWA4sB7jzouXP3mZUkSdL8M4eH9AxDGxOI7wTuSLJ7c/u1wHiV4FjgdOAo4IQWskmSJEmd0dahRQ8Cjm8qATcAhyTZA9gVeFZVPZTkpUkOqap/aymjJEmSuqZjlYGhdgaq6ibgyX23P9S3+pkTmn+jf1lVvWSY2SRJkqS5JMm+wHHAWsCJVXXMFO12BS4CXlFVZ8xkn550TJIkSWpUS5WBJGsBHwWeB6wEliQ5q6qumqTdscCXZ2O/nnRMkiRJat/Tgeur6oaquh/4JLD/JO3eApwJ/Hg2dmplQJIkSRrX3pyBLYGb+26vBJ7R3yDJlsABwN705trOmJUBSZIkadzYcC7958pqLosm7DmTpJnYM/kneifufWjGj7NhZUCSJEkasv5zZU1hJbB13+2tgFsmtFkIfDIJwKOB/ZI8WFWfXdNcdgYkSZKkRlsTiIElwHZJtgV+CLwSeFV/g6radvx6kpOBL8ykIwB2BiRJkqTWVdWDSQ6jd5SgtYCTqurKJIc2648fxn7tDEiSJEnjWjzpWFWdDZw9YdmknYCqOng29mlnQJIkSRo31naA0fJoQpIkSVJHzevKwEfOf2zbEQby2SesbDvCwF6/6Ly2IwzszWNrtR1hIIcvfEfbEQb2oaXvbzvCwN6z8G/bjjCQ5ds8te0IA/vwB+5oO8LA7shP244wkJ/ye21HGNiR9WDbEQa28/svbTvCQC47br+2I/xOaXECcSusDEiSJEkdNa8rA5IkSdKs6ticATsDkiRJUsNhQpIkSZI6wcqAJEmSNK5jw4SsDEiSJEkdZWVAkiRJalTHKgN2BiRJkqRxHesMOExIkiRJ6igrA5IkSVKja8OErAxIkiRJHWVlQJIkSRpnZWB00mN1QpIkSWrByD+IJ1mQ5OokHwNuB/47yYlJViQ5Pck+SS5Mcl2Sp486nyRJkrqrxoZzmava+lb+icCpwNOArYHjgB2B7YFXAc8GDgfe0VI+SZIkdZCdgdH4flVd1Fy/saqWV9UYcCVwXlUVsBxYMPGOSRYlWZpk6ZKfXz+6xJIkSdLvmLY6A7/ou35f3/WxvttjTDLBuaoWV9XCqlq46wZ/OMSIkiRJ6horA5IkSZI6wUOLSpIkSeMqbScYqZF3BqrqJuDJE683tw+erJ0kSZI0CnN5SM8wOExIkiRJ6iiHCUmSJEmNGuvWMCErA5IkSVJHWRmQJEmSGl2bM2BnQJIkSWpUx44m5DAhSZIkqaOsDEiSJEmNrg0TsjIgSZIkdZSVAUmSJKnhoUUlSZIkdcK8rgy8caeVbUcYyF4XP9B2hIF9570L2o4wsMuOurntCAM55rid244wsPcs/Nu2IwzsXUv/ru0IA9lwqz3bjjCwnxz61LYjDCzrPbztCAO57Zy72o4wsA/9bNO2Iwzs0iN3bTvCQF719kvbjjCwzxzYdoKpVbWdYLTmdWdAkiRJmk0OE5IkSZLUCVYGJEmSpIaVAUmSJEmdYGVAkiRJajiBWJIkSeoohwlJkiRJ6gQ7A5IkSVKjKkO5TEeSfZNcm+T6JEdMsv7VSZY1l28nmfEJXuwMSJIkSS1LshbwUeAFwA7AgUl2mNDsRmCPqtoReB+weKb7dc6AJEmS1Kix1nb9dOD6qroBIMkngf2Bq8YbVNW3+9pfBGw1053aGZAkSZIaY9Mc0jOoJIuARX2LFldV/zf7WwI3991eCTxjFZt8PXDOTHPZGZAkSZKGrPngv6phPZP1QiY90GmSveh1Bp4901x2BiRJkqTGdCf7DsFKYOu+21sBt0xslGRH4ETgBVX105nudKgTiJN8NsklSa5sSiMkeX2S7yU5P8kJST7SLH9MkjOTLGkuzxpmNkmSJGkOWQJsl2TbJA8HXgmc1d8gyeOA/wJeW1Xfm42dDrsy8OdVdXuS9YAlSb4IHAnsDNwNfA24oml7HPDhqvpW80C/DPzRkPNJkiRJv9LWSceq6sEkh9H7DLwWcFJVXZnk0Gb98cBRwKOAjyUBeLCqFs5kv8PuDLw1yQHN9a2B1wLfqKrbAZL8J/CEZv0+wA7NAwPYKMmGVXV3/wb7J1/8447bcdCCzYf8ECRJkqThq6qzgbMnLDu+7/obgDfM5j6H1hlIsie9D/i7VdU9Sc4HrmXqb/sf1rS9d1Xb7Z98cfv+e0w6qUKSJElaE9WxT5fDnDOwMXBH0xHYHngm8AhgjySPTLI28NK+9l8BDhu/kWSnIWaTJEmSfkuNZSiXuWqYnYEvAWsnWUbvDGkXAT8E3g9cDJxL7yQKdzbt3wosbE6vfBVw6BCzSZIkSZ03tGFCVXUfvdMp/4YkS6tqcVMZ+Ay9igBVdRvwimHlkSRJklZnWCcdm6uGemjRKbw7yeXACuBG4LMtZJAkSZI6b+QnHauqw0e9T0mSJGk6WjzpWCs8A7EkSZLU8GhCkiRJkjrByoAkSZLUcAKxJEmSpE6wMiBJkiQ1nEAsSZIkdZQTiCVJkiR1gpUBSZIkqdG1CcTzujPwF5dv0naEgVx07B+1HWFgm73p021HGNgxm/5x2xEGssefHdd2hIEt3+apbUcY2IZb7dl2hIHcvfL8tiMMbPcd/7ztCAN7sB5qO8JA9v29rduOMLCjHv/DtiMMbO+//1HbEQZy5jYO9NCam9edAUmSJGk2dW0CsV1JSZIkqaOsDEiSJEkN5wxIkiRJHdWxI4s6TEiSJEnqKisDkiRJUqNrw4SsDEiSJEkdZWVAkiRJanTt0KJ2BiRJkqTGWNsBRsxhQpIkSVJHWRmQJEmSGoXDhEYiybuBnwMbARdU1bltZZEkSZK6qPXKQFUd1XYGSZIkCWCsY2cdG+mcgSTvTHJtknOBJzbLTk7ysub6MUmuSrIsyYdGmU2SJEkaI0O5zFUjqwwk2QV4JfC0Zr+XApf0rd8UOADYvqoqySajyiZJkiR10SgrA7sDn6mqe6rqLuCsCevvAn4JnJjkJcA9k20kyaIkS5MsveHnNw01sCRJkrqlyFAuc9WoDy065SisqnoQeDpwJvBi4EtTtFtcVQurauEfbLBgKCElSZKkLhhlZ+AC4IAk6yXZEPiT/pVJNgA2rqqzgbcBO40wmyRJksTYkC5z1cjmDFTVpUk+BVwOfB/45oQmGwKfS7IuEOCvRpVNkiRJ6qKRHlq0qo4Gjl5Fk6ePKoskSZI00Vwe3z8MrZ9nQJIkSZor5vKQnmEY9QRiSZIkSXOElQFJkiSpYWVAkiRJUidYGZAkSZIaXZtAbGVAkiRJaoxlOJfpSLJvkmuTXJ/kiEnWJ8k/N+uXJdl5po/XzoAkSZLUsiRrAR8FXgDsAByYZIcJzV4AbNdcFgEfn+l+7QxIkiRJjTEylMs0PB24vqpuqKr7gU8C+09osz9wavVcBGySZPOZPF47A5IkSVL7tgRu7ru9slk2aJuB2BmQJEmSGjWkS5JFSZb2XRZN2PVk5YNagzYDmddHEzrl8Bl1hEbuLe+6vu0IA/ufD72w7QgD++J7b287wkDu+vABbUcY2Ic/cEfbEQb2k0Of2naEgey+45+3HWFg31x2UtsRBjZ2+y1tRxjIAyf8Q9sRBvai/1in7QgDO/egjduOMJCXn35v2xEGdnbbAVZhWOcZqKrFwOJVNFkJbN13eytg4pvUdNoMxMqAJEmS1L4lwHZJtk3ycOCVwFkT2pwFvK45qtAzgTur6taZ7HReVwYkSZKk2TSWds4zUFUPJjkM+DKwFnBSVV2Z5NBm/fH0iir7AdcD9wCHzHS/dgYkSZKkOaCqzmbCKKqmEzB+vYA3z+Y+7QxIkiRJjRnNxp2HnDMgSZIkdZSVAUmSJKkxrKMJzVV2BiRJkqTGWDvzh1vjMCFJkiSpo6wMSJIkSY2xSU/y+7vLyoAkSZLUUVYGJEmSpIaHFp0jkuyZ5Att55AkSVJ3jGU4l7lq5J2B9MzZTogkSZLUFSMZJpRkAXAO8HVgN+DyJE8B1gPOqKp3Ne32Bf4JuA24dBTZJEmSpHGeZ2B4nggcUlVvSrJpVd2eZC3gvCQ7At8DTgD2Bq4HPjXCbJIkSVLnjHK4zver6qLm+suTXApcBjwJ2AHYHrixqq6rqgJOm2wjSRYlWZpk6UkXXjWS4JIkSeqGGtJlrhplZeAXAEm2BQ4Hdq2qO5KcDKzbtFntc1VVi4HFAPf8y5vm8nMrSZKkeWYuT/YdhjYm8m5Er2NwZ5LNgBc0y68Btk3y+Ob2gS1kkyRJkjpj5OcZqKorklwGXAncAFzYLP9lkkXAF5PcBnwLePKo80mSJKm7nEA8BFV1E30f7Kvq4CnafYne3AFJkiRJQ+YZiCVJkqRG1yoDnvxLkiRJ6igrA5IkSVKjOnY0ITsDkiRJUsNhQpIkSZI6wcqAJEmS1LAyIEmSJKkTrAxIkiRJjWo7wIjZGZAkSZIaYx07mpDDhCRJkqSOmt+VgXvubTvBQNaZh32vPHbLtiMM7P7c0XaEgWSDDdqOMLA78tO2Iwws6z287QgDebAeajvCwMZuv6XtCAN72KZbtB1hIPXAg21HGFiYf1+zZv312o4wkDseur3tCL9TnEAsSZIkqRPmd2VAkiRJmkVdqwzYGZAkSZIaXTuakMOEJEmSpI6yMiBJkiQ1PLSoJEmSpE6wMiBJkiQ1ujaB2MqAJEmS1FFWBiRJkqRG144mZGdAkiRJaox1rDvgMCFJkiSpo0bSGUiySZI3jWJfkiRJ0poaG9JlrhpVZWATwM6AJEmSNKAkmyb5apLrmp+PnKTN1km+nuTqJFcm+cvpbHtUnYFjgMcnuTzJh5Ocl+TSJMuT7A+QZNcky5Ksm2T95kE8eUT5JEmSJGpIlxk6AjivqrYDzmtuT/Qg8DdV9UfAM4E3J9lhdRse1QTiI4AnV9VOSdYGHlFVdyV5NHBRkrOqakmSs4C/A9YDTquqFSPKJ0mSJM3VIT37A3s2108Bzgfe3t+gqm4Fbm2u353kamBL4KpVbbiNCcQB3p9kGXAuvZCbNeveCzwPWAh8YNI7J4uSLE2y9KSLrx1FXkmSJKlNmzUf9sc/9P/+qhonWQA8Dbh4dRtu49CirwYeA+xSVQ8kuQlYt1m3KbABsE6z7BcT71xVi4HFAPcce0i3jv0kSZKkoRrLcLabZBGwqG/R4uZz7fj6c4HHTnLXdw64nw2AM4G3VdVdq2s/qs7A3cCGzfWNgR83HYG9gG362i0GjgS2BY4FDhtRPkmSJGlo+r/QnmL9PlOtS/KjJJtX1a1JNgd+PEW7deh1BE6vqv+aTq6RdAaq6qdJLkyyAlgCbJ9kKXA5cA1AktcBD1bVvydZC/h2kr2r6mujyChJkiTN0ZOOnQUcRO+gPAcBn5vYIEmAfwWurqp/nO6GRzZMqKpetZomNwGnNm0fAp4x7EySJElSvznZFeh1Aj6d5PXAD4A/A0iyBXBiVe0HPAt4LbA8yeXN/d5RVWevasNtzBmQJEmSNE1V9VPguZMsvwXYr7n+LXoH6hmInQFJkiSpMUcPLTo0bRxaVJIkSdIcYGVAkiRJaszRCcRDY2dAkiRJanSrK+AwIUmSJKmzrAxIkiRJDScQS5IkSeoEKwOSJElSo2sTiK0MSJIkSR01rysDd59zY9sRBnJbbdx2hIHde+o5bUcY2O1rbd12hIH893tWtB1hYD/l99qOMLDbzrmr7QgD2ff35m+fEgIAABisSURBVNfrGOCBE/6h7QgDqwcebDvCQNb92+PajjCwPT5zZNsRBnbfkpvbjjCQqoFPOqtV6FZdYJ53BiRJkqTZ5ARiSZIkSZ1gZUCSJElqVMcGClkZkCRJkjrKyoAkSZLU6NqcATsDkiRJUsPzDEiSJEnqBCsDkiRJUqNbdQErA5IkSVJnWRmQJEmSGl2bM2BnQJIkSWp07WhCazxMKMnbkjxiDe53cJIt+m6fmGSHNc0hSZIkac3MZM7A24BJOwNJ1lrF/Q4GftUZqKo3VNVVM8ghSZIkzYoa0r+5arWdgSQLklyT5JQky5KckeSt9D7Qfz3J15t2P0/y3iQXA7slOSrJkiQrkixOz8uAhcDpSS5Psl6S85MsbLZxYJLlzX2OHeLjliRJkjpvupWBJwKLq2pH4C7g4cAtwF5VtVfTZn1gRVU9o6q+BXykqnatqicD6wEvqqozgKXAq6tqp6q6d3wHzdChY4G9gZ2AXZO8eBYeoyRJkjQtY0O6zFXT7QzcXFUXNtdPA549SZuHgDP7bu+V5OIky+l9wH/SavaxK3B+Vf2kqh4ETgeeM7FRkkVJliZZ+olbbplmfEmSJEkTTfdoQhMHOk028OmXVfUQQJJ1gY8BC6vq5iTvBtZdzT4yrSBVi4HFAD/ac8+5OwBLkiRJ885cHt8/DNOtDDwuyW7N9QOBbwF3AxtO0X78g/9tSTYAXta3bqr7XQzskeTRzQTkA4FvTDOfJEmSNGNdGyY03crA1cBBSf4vcB3wceB+4Jwkt/bNGwCgqn6W5ARgOXATsKRv9cnA8UnuBXbru8+tSf4P8HV6VYKzq+pza/SoJEmSJK3WdDsDY1V16IRl/9JcAKiqDfpXVtXfAn87cUNVdSa/Obdgz751/w78+zQzSZIkSbNqrBwmJEmSJKkDVlsZqKqbgCcPP4okSZLUrm7VBaY/TEiSJEn6nTfWse6Aw4QkSZKkjrIyIEmSJDU8z4AkSZKkTrAyIEmSJDXm8gnChsHOgCRJktRwArEkSZKkTrAyIEmSJDW6NoF4XncG3nzjRm1HGMj7Hv5A2xEGtujSjduOMLBF9z/YdoSBHJm0HWFgR9b8eo4BPvSzTduOMJCjHv/DtiMM7EX/sU7bEQYW5tfv3x6fObLtCAN75yXvazvCwF6xy9vajjCQc3a7q+0ImsccJiRJkiQ1xoZ0mYkkmyb5apLrmp+PXEXbtZJcluQL09m2nQFJkiRpbjsCOK+qtgPOa25P5S+Bq6e7YTsDkiRJUqOqhnKZof2BU5rrpwAvnqxRkq2AFwInTnfD83rOgCRJkjSbhnVo0SSLgEV9ixZX1eJp3n2zqroVoKpuTfL7U7T7J+B/AxtON5edAUmSJGnImg/+U374T3Iu8NhJVr1zOttP8iLgx1V1SZI9p5vLzoAkSZLUaOsMxFW1z1TrkvwoyeZNVWBz4MeTNHsW8KdJ9gPWBTZKclpVvWZV+3XOgCRJkjS3nQUc1Fw/CPjcxAZV9X+qaquqWgC8Evja6joCYGdAkiRJ+pUa0r8ZOgZ4XpLrgOc1t0myRZKzZ7JhhwlJkiRJjWFNIJ6Jqvop8NxJlt8C7DfJ8vOB86ezbSsDkiRJUkdZGZAkSZIas3BOgHllRpWBJAuSrJhk+flJFq7B9g5O8pGZZJIkSZI0PVYGJEmSpEZbhxZty2zMGVg7ySlJliU5I8kj+lcm+XiSpUmuTPKevuW7Jvl2kiuSfDfJhhPu98Ik30ny6FnIKEmSJK3WHD2a0NDMRmXgicDrq+rCJCcBb5qw/p1VdXuStYDzkuwIXAN8CnhFVS1JshFw7/gdkhwA/DWwX1XdMQsZJUmSJE0wG52Bm6vqwub6acBbJ6x/eZJFzb42B3YACri1qpYAVNVdAEkA9gIWAs8fX96v2dYigKdtuiN/sME2s/AQJEmSpLl5aNFhmo1hQhOfsV/dTrItcDjw3KraEfgivdMjZ5L7jbsB2BB4wqQ7q1pcVQuraqEdAUmSJGnNzUZn4HFJdmuuHwh8q2/dRsAvgDuTbAa8oFl+DbBFkl0BkmyYZLxK8X3gJcCpSZ40C/kkSZKkaamqoVzmqtnoDFwNHJRkGbAp8PHxFVV1BXAZcCVwEnBhs/x+4BXAvyS5AvgqvYrB+P2uBV4N/GeSx89CRkmSJEkTzGjOQFXdRG8OwER79rU5eIr7LgGeOWHxyc2Fqrpsim1LkiRJQ9G1OQOeZ0CSJElqzOXDgA7DbAwTkiRJkjQPWRmQJEmSGmNzeLLvMFgZkCRJkjrKyoAkSZLU6FZdwM6AJEmS9CtdO5qQw4QkSZKkjrIyIEmSJDWsDEiSJEnqBCsDkiRJUqM6dmjRed0ZOGnf+9qOMJBXnTP/nu5Pv/1xbUcY2GeO/lnbEQZy+l9v0XaEge38/kvbjjCwS4/cte0IA9n773/UdoSBnXvQxm1HGFjWX6/tCAO5b8nNbUcY2Ct2eVvbEQb2qUv+qe0IA1l/y+e0HWFg97cdYBUcJiRJkiSpE+bfV9WSJEnSkJSVAUmSJEldYGVAkiRJanRtArGVAUmSJKmjrAxIkiRJja4dTcjOgCRJktRwmJAkSZKkTrAyIEmSJDW6NkzIyoAkSZLUUVYGJEmSpIYnHZuBJD9fzfp3THM702onSZIkzaaxqqFc5qpRDxOa7od8OwOSJEnSkA2lM5Bk8yQXJLk8yYokuyc5BlivWXZ60+6zSS5JcmWSRc2y32onSZIkjUIN6d9cNaw5A68CvlxVRydZC3hEVX0zyWFVtVNfuz+vqtuTrAcsSXJmVR0xSTtJkiRJs2xYw4SWAIckeTfwlKq6e4p2b01yBXARsDWw3eo2nGRRkqVJlv7b1StnLbAkSZLknIFZUFUXAM8Bfgh8IsnrJrZJsiewD7BbVT0VuAxYdxrbXlxVC6tq4SF/tNXsBpckSVKndW2Y0LDmDGwD/LiqTgD+Fdi5WfVAknWa6xsDd1TVPUm2B57Zt4n+dpIkSZKGYFjDhPYELk9yGfBS4Lhm+WJgWTMx+EvA2kmWAe+jN1SISdpJkiRJIzEXhwkl2TTJV5Nc1/x85BTtNklyRpJrklydZLfVbXtWJxBX1QbNz1OAUyZZ/3bg7X2LXjDFdia2kyRJkrrqCOC8qjomyRHN7ck+Kx8HfKmqXpbk4cAjVrfhUZ9nQJIkSZqz5uicgf359RftpwAvntggyUb05uz+K0BV3V9VP1vdhu0MSJIkSXPbZlV1K0Dz8/cnafMHwE+Af0tyWZITk6y/ug3bGZAkSZIaw5oz0H94/OayqH+/Sc5tTtY78bL/NKOvTe+gPR+vqqcBv6A3nGi1d5IkSZIEQzsMaFUtpneQnKnW7zPVuiQ/SrJ5Vd2aZHPgx5M0WwmsrKqLm9tnMI3OgJUBSZIkaW47CziouX4Q8LmJDarqf4CbkzyxWfRc4KrVbdjKgCRJktSoGms7wmSOAT6d5PXAD4A/A0iyBXBiVe3XtHsLcHpzJKEbgENWt2E7A5IkSdIcVlU/pfdN/8TltwD79d2+HFg4yLbtDEiSJEmNsSHNGZir7AxIkiRJjZrh2YLnGycQS5IkSR01rysDrz1nnbYjDOTUXe5uO8LA9j56RdsRBnb8Ohu1HWEgL/6H29qOMLDLjttv9Y3mmFe9/dK2IwzkzG3m33c1Lz/93rYjDOyOh25vO8JAqtJ2hIGds9tdbUcY2PpbPqftCAP5xQ8vaDvC75SuDROaf39tJEmSJM2KeV0ZkCRJkmZT1+YM2BmQJEmSGmMd6ww4TEiSJEnqKCsDkiRJUqOcQCxJkiSpC6wMSJIkSY2uTSC2MiBJkiR1lJUBSZIkqdG1k47ZGZAkSZIaDhOSJEmS1AlWBiRJkqSGJx0bsSTnJ1nYdg5JkiSpa6wMSJIkSQ3nDExDkgVJrklyYpIVSU5Psk+SC5Ncl+TpSdZPclKSJUkuS7J/c9/1knwyybIknwLWa5a/MckH+vZxcJJ/mZVHKUmSJE3DGDWUy1w1k2FCfwgcB+wIbA+8Cng2cDjwDuCdwNeqaldgL+CDSdYH3gjcU1U7AkcDuzTbOwN4Sd/2XwF8auJOkyxKsjTJ0pt+/oMZxJckSZK6bSadgRuranlVjQFXAudVr66yHFgAPB84IsnlwPnAusDjgOcApwFU1TJgWXP9J8ANSZ6Z5FHAE4ELJ+60qhZX1cKqWrhgg8fNIL4kSZL0m6pqKJe5aiZzBu7ruz7Wd3us2e5DwEur6tr+OyUBpqyVfAp4OXAN8Jmay8+cJEmSNM8N82hCXwbekubTf5KnNcsvAF7dLHsyvWFG4/4LeDFwIJMMEZIkSZKGaaxqKJe5apidgfcB6wDLkqxobgN8HNggyTLgfwPfHb9DVd0BXAVsU1XfRZIkSRqhGtK/uWqNhglV1U3Ak/tuHzzFur+Y5L73Aq9cxbZftCaZJEmSJA3G8wxIkiRJjbk8pGcYWj8DsSRJkqR2WBmQJEmSGl07mKWVAUmSJKmjrAxIkiRJjbl85J9hsDMgSZIkNRwmJEmSJKkTrAxIkiRJDSsDkiRJkjrByoAkSZLU6FZdANK1Ush0JVlUVYvbzjFd8y0vmHkU5ltemH+Z51teMPMozLe8YOZRmG95YX5m1mAcJjS1RW0HGNB8ywtmHoX5lhfmX+b5lhfMPArzLS+YeRTmW16Yn5k1ADsDkiRJUkfZGZAkSZI6ys7A1Obb+Lj5lhfMPArzLS/Mv8zzLS+YeRTmW14w8yjMt7wwPzNrAE4gliRJkjrKyoAkSZLUUXYGJkjyp0mOaDvHfJPk2wO23zPJF4aVZyaSnJzkZW3nkGZTkncnOTzJe5Ps03ae2dD2+0iSTZK8qa39T1eStyV5xBrc7+AkW/TdPjHJDrOb7jf2tyDJikmWn59k4Rps7+AkH5mddKvd189Xs/4d09zOtNrNBWv6/6K5x85AnyRrV9VZVXVM21nmm6r647YzaP5Kj+9HI1BVR1XVuW3nWJV59HrYBJjznQHgbcCknYEka63ifgcDv+oMVNUbquqq2Y3WGdP9kD9vOgP63TEf3mxnVZLXJVmW5Iokn2i+Bf7HJF8Hju3/JqFZ9/EkX09yQ5I9kpyU5OokJ7f4GA5NcnlzubHJ9/MkRzeP66Ikm40408+bn3s23xackeSaJKcnSbNu32bZt4CX9N333UkO77u9ovmGaP0kX2we04okrxhS9t94TTSLn5Pk283/+8uadhskOS/JpUmWJ9m/WT6SnFNkX9C8Hk9IcmWSryRZL8lOzetgWZLPJHlkkm2SXJfk0UkeluSbSZ4/qqyryP4x4Hbgv5tvHlc0r5t9klzYZH56WzmbrJ9NcknzHC9qlr0+yfea1/sJfe8bj0lyZpIlzeVZLeZ+Z5Jrk5wLPLFZ9qvKV5JjklzVvE4+1FbOJkv/6+FS4F+TLG2e8/f0tZv0faQlxwCPb96LPzzF+8OuzfO7bvNecWWSJw8jTPMcXpPklGafZyR5K70P9F9P7+8czd+L9ya5GNgtyVHNa3VFksXpeRmwEDi9eXzrpe+b4CQHNo9zRZJjZ/FhrD0h/290YtL7mzzZ62LX5j37iiTfTbLhhPu9MMl3kjx6FrP+liSbJ7mgec5WJNk9yTHAes2y05t2k72n/Fa7IeQbf41M+V7bvE5Pal4Tl/W9ltdL8snm/+ZTwHrN8jcm+UDfPg5O8i/DyK8hqarOXIAnAdcCj25ubwqcDHwBWKtZdjDwkeb6ycAngQD7A3cBT6HXiboE2Knlx7MO8E3gT+idPftPmuUfAP52xFl+3vzcE7gT2Kp5nr4DPBtYF7gZ2K55Pj8NfKG5z7uBw/u2tQJYALwUOKFv+cYjfE38Z5N/B+D6Zt3awEbN9UcD1zePZeg5V5F/AfDg+GuxeV5fAywD9miWvRf4p+b6G4AzgP8F/N+WX78LgDHgmX2Po//366S+373Ptpx10+bnes3rc0vgpub1Mv57OP6+8e/As5vrjwOubinzLsByet8Ib9S8Xg9vXt8va7Jfy68PJLHJXHk9THjO1wLOB3Zc1ftIi5lXNNcnfX9obv8d8CHgo8D/GXKeAp7V3D6p+T+/ieY9rllewMsnvr6b65/g139LzgcW9q07n14HYQvgB8Bjmsf9NeDFQ8z/qxxTvC4eDtwA7Nqs26jJdTDwEeCA5nf0kUN87sf/Bv4N8M6+jBv2r5/4nPPr95RHTdZuSK+RVb7XAu8HXtO03wT4HrA+8NfASc3yHZvtLGxeB9f37eMcmvdAL/Pj0rXKwN7AGVV1G0BV3d4s/8+qemiK+3y+eq/u5cCPqmp5VY0BV9L7pWrTccDXqurzwP30OjXQ++Ve0FYo4LtVtbJ5ni5vsmwP3FhV1zXP52nT2M5yYJ8kxybZvaruHELWqV4Tn62qseqVxMerLAHen2QZcC69D4SbjSjnqtxYVZc31y8BHk/vg903mmWnAM8BqKoTgQ2BQ+n9kW3b96vqoub6jRN+v87r+91b0FbAxluTXAFcBGwNvBb4RlXdXlUP0Os8jtsH+EiSy4GzgI0mfks5IrsDn6mqe6rqriZLv7uAXwInJnkJcM+oA06i//Xw8iSXApfR67TvwJq9j4zKVO8P0OuQP4/eB6cPTH73WXNzVV3YXD+N3pcxEz0EnNl3e68kFydZTu898Umr2ceuwPlV9ZOqehA4neY9ZhasLv9kr4snArdW1RKAqrqryQWwF/B24IVVdccsZVyVJcAhSd4NPKWq7p6i3cT3lO1GkG3c6t5rnw8c0byHnU+vE/44ev/HpwFU1TJ6XzpRVT8BbkjyzCSPovf/cSGaN7rWGQi9bx0m+sUq7nNf83Os7/r47bVnKdfAkhwMbAOMl0kfaH6ZofdG31o2fvN56s8y1XFsH+Q3X4vrAlTV9/j1t5t/n+SoWc4JU78m7pvQBuDV9L4B2aWqdgJ+BKw7opyrMvH53mSqhk3Jfavm5gbDDDVN/b97E3+/+n/32vxd25PeB/zdquqp9D6EXLuKuzysabtTc9lyFR8Ihm3KY0c3H5aeTu9D4YuBL40q1Cr8AiDJtvQ6q8+tqh2BL9K8L7CKx9SySd8fmnWb0vt927Bv2bBMfH4me75+Of4FWJJ1gY8BL6uqpwAnsPqMWc36mZgy/ypeF1O9j0OvYrAh8ITZj/rbquoCeh+afwh8IsnrJraZ4j1l2K+Lfqt7rw3w0r73sMdV1dVNm6me508BL6dXKf9M3+cRzQNd6wycR+9bhUcBJNm05TxrJMku9N4QX9P07OeDa4Btkzy+uX1g37qbgJ0BkuwMbNtc3wK4p6pOo1di33kIuQZ5TWwM/LiqHkiyF73O2KhyDuJO4I4kuze3XwuMVwmOpfct3lH0/uhr9TYG7qiqe5JsT29Y0yOAPdKbi7E2vT+A474CHDZ+I8lOI037axcABzTjfDekN5zwV5JsQG9I29n0Jpi2lXMyG9HrGNyZ3vynFzTLV/U+0oa76X3QhCneHxqLgSPp/e7N5vj6yTwuyW7N9QOBb03IOdH4h9DbmtdE/5HUprrfxfRe/49ObwLygfz6PWamJss/blWviy2S7AqQZMPm9xLg+/TmlpyaZHUVjxlLsg2918EJwL/y678HDyRZp7k+2XsKk7Rry5eBtyS/mu/3tGb5BfQ6vaQ372XHvvv8F70vFQ6k1zHQPNLmt8cjV1VXJjka+EaSh+j1xuejw+h90/T15nd1abtxVq+qftlMkvpiktvovcGPT6I7E3hdU5JcQm98IvTGNH4wyRjwAPDGIeQa5DVxOvD5JEvpDX+6ZlQ518BBwPFNJeAGemXrPeiV959VVQ8leWmSQ6rq31pNOvd9CTi0Gf5x7f9r7/5Vo4iiOI5/f2Aj6DtYBt/ATq3NE6QIWFkJFhZ2gi8giIimMFWaFCGNdloIgik0SoiI+KfRVEGLQECFY3HvgmyMgmSzhvl+6pndM8zl7px7zp2llfU/0fpqnwGfgU1aEgZwGbjdjz9G+wG9dNhBV9XzvslvnfZA9GTskJPAal8ZDnDlkEPcV1W9TPKC1sLwnt5y8Jd5ZBpxbveNlxu0uWtmfH7oK8M/qmqpPzg/TXK+qh5NKKzXwHySu8Bb4A6tjfRhkq2qOjd2DV+TLNAqmx/7dYws0uaRXeDML+dsJbkGPKaNnQdVtTrB+Gf79+43Lr6lvbjhVpLjwC5t5X0U75skc8ByktmqendAsf7OWeBqku/ADjCqDNwDXvUWp4vsnVMYP66q5iYY55/cAG72OEIbFxdo9+J+j3sdWBudUFVfkmwCp6tqbe9H6n/mPxBL0j9IcqKqdvoK5AptY93KtOPScCU5RdtQPbUESdLRM7Q2IUk6KNd7NWsD+EB7C4ckSUeKlQFJkiRpoKwMSJIkSQNlMiBJkiQNlMmAJEmSNFAmA5IkSdJAmQxIkiRJA2UyIEmSJA3UTwGOWNIWgIWmAAAAAElFTkSuQmCC\n", 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\n", + "
" + ], + "text/plain": [ + " crim zn chas rm age dis black medv\n", + "0 0.15876 0.0 0.0 5.961 17.5 5.2873 376.94 21.7\n", + "1 0.10328 25.0 0.0 5.927 47.2 6.9320 396.90 19.6\n", + "2 0.34940 0.0 0.0 5.972 76.7 3.1025 396.24 20.3\n", + "3 2.73397 0.0 0.0 5.597 94.9 1.5257 351.85 15.4\n", + "4 0.04337 21.0 0.0 6.115 63.0 6.8147 393.97 20.5" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your response here" + "boston.drop(columns=['rad', 'ptratio', 'indus', 'nox', 'lstat', 'tax'], inplace = True)\n", + "boston.head()" ] }, { @@ -102,11 +429,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "count 404.000000\n", + "mean 22.312376\n", + "std 8.837019\n", + "min 5.000000\n", + "25% 17.100000\n", + "50% 21.400000\n", + "75% 25.000000\n", + "max 50.000000\n", + "Name: medv, dtype: float64" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "# Your code here\n", + "boston['medv'].describe()" ] }, { @@ -123,21 +470,26 @@ "metadata": {}, "source": [ "### Implementation: Define a Performance Metric\n", - "What is the performance meteric with which you will determine the performance of your model? Create a function that calculates this performance metric, and then returns the score. " + "What is the performance metric with which you will determine the performance of your model? Create a function that calculates this performance metric, and then returns the score. " ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "from sklearn.metrics import r2_score\n", "\n", - "def performance_metric(y_true, y_predict):\n", + "def performance_metric(x, y_true, y_predict):\n", " \"\"\" Calculates and returns the performance score between \n", " true and predicted values based on the metric chosen. \"\"\"\n", - " # Your code here:" + " # Your code here\n", + " \n", + " y_predict = regressor.predict(x)\n", + " \n", + " r2 = r2_score(y_true, y_predict)\n", + " return " ] }, { @@ -150,11 +502,16 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ - "# Your code here" + "# Your code here\n", + "from sklearn.model_selection import train_test_split\n", + "X = boston.drop(columns=\"medv\")\n", + "y = boston['medv']\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=8)" ] }, { @@ -177,11 +534,46 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 72, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "depth= 2 train r2= 0.5023456744776895\n", + "depth= 2 test r2= 0.3034297534810919\n", + "depth= 4 train r2= 0.8126229078597743\n", + "depth= 4 test r2= 0.6077466246516998\n", + "depth= 6 train r2= 0.8883966698604917\n", + "depth= 6 test r2= 0.6561969983070313\n", + "depth= 8 train r2= 0.9250562907878406\n", + "depth= 8 test r2= 0.6826129557352696\n", + "depth= 10 train r2= 0.9398830157147131\n", + "depth= 10 test r2= 0.6825110481107488\n" + ] + } + ], "source": [ - "# Five separate RFR here with the given max depths" + "# Five separate RFR here with the given max depths\n", + "from sklearn.ensemble import RandomForestRegressor\n", + "depths = [2, 4, 6, 8, 10]\n", + "train_r2 = []\n", + "test_r2 = []\n", + "\n", + "for d in depths:\n", + "\n", + " regressor = RandomForestRegressor(n_estimators = 100, random_state = 0, max_depth=d)\n", + " regressor.fit(X_train, y_train)\n", + " y_train_pred = regressor.predict(X_train)\n", + " y_test_pred = regressor.predict(X_test)\n", + " r2_train = r2_score(y_train_pred, y_train)\n", + " train_r2.append(r2_train)\n", + " r2_test = r2_score(y_test_pred, y_test)\n", + " test_r2.append(r2_test)\n", + " \n", + " print('depth=', d, 'train r2=', r2_train)\n", + " print('depth=', d, 'test r2=', r2_test)" ] }, { @@ -193,13 +585,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 93, "metadata": { "scrolled": false }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "# Produce a plot with the score for the testing and training for the different max depths" + "# Produce a plot with the score for the testing and training for the different max depths\n", + "plt.plot(depths, train_r2, label='r2 score train')\n", + "plt.plot(depths, test_r2, label='r2 score test')\n", + "plt.legend()\n", + "plt.show()\n" ] }, { @@ -215,7 +624,8 @@ "metadata": {}, "outputs": [], "source": [ - "# Your response here" + "# Your response here\n", + "# the optimal depth is 4, beyond that performance improves in a lesser magnitude" ] }, { @@ -232,7 +642,9 @@ "metadata": {}, "outputs": [], "source": [ - "# Your response here" + "# Your response here\n", + "# When the model is trained with a maximum depth of 1 it has high bias \n", + "# When the model is trained with a maximum depth of 10 it has high variance" ] }, { @@ -249,7 +661,8 @@ "metadata": {}, "outputs": [], "source": [ - "# Your response here" + "# Your response here\n", + "# the optimal depth is 4, beyond that performance improves in a lesser magnitude" ] }, { @@ -271,7 +684,9 @@ "metadata": {}, "outputs": [], "source": [ - "# Your response here" + "# Your response here\n", + "#The data used to develop the model is too old to apply it on current data. \n", + "#This model could only be applicable in a city with simmilar real estate market that Boston\n" ] } ], @@ -292,7 +707,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.2" + "version": "3.8.3" } }, "nbformat": 4, diff --git a/your-code/lab_overfitting.ipynb b/your-code/lab_overfitting.ipynb index 9739877..a5e25c5 100644 --- a/your-code/lab_overfitting.ipynb +++ b/your-code/lab_overfitting.ipynb @@ -21,7 +21,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -48,7 +48,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### We can change thecomplexity of the decision boundaries applied by the SVM by changignt the size of the radial basis function, through the parameter 'gamma'.\n", + "### We can change the complexity of the decision boundaries applied by the SVM by changig the size of the radial basis function, through the parameter 'gamma'.\n", "\n", "Instantiate a list of three SVM classifiers with three different gamma parameters, (.001, 1, and 20). Use *SVC* (Support Vector Classification) ([documentation](https://scikit-learn.org/stable/modules/generated/sklearn.svm.SVC.html#sklearn.svm.SVC)).\n", "Assign the list of classifiers to the variable *classifiers*." @@ -56,11 +56,43 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ - "# Your code here\n" + "# Your code here\n", + "from sklearn.pipeline import make_pipeline\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.svm import SVC\n", + "\n", + "\n", + "gammas=[0.001, 1, 20]\n", + "\n", + "svc = SVC(gamma=0.001)\n", + "svc1 = SVC(gamma=1)\n", + "svc20 = SVC(gamma=20)\n", + "\n", + "classifiers =[svc, svc1, svc20]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[SVC(gamma=0.001), SVC(gamma=1), SVC(gamma=20)]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "classifiers" ] }, { @@ -72,9 +104,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from matplotlib.colors import ListedColormap\n", "\n", @@ -86,7 +129,8 @@ "xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n", " np.arange(y_min, y_max, h))\n", "cm = plt.cm.RdBu\n", - "cm_bright = ListedColormap(['#FF0000', '#0000FF'])\nnames = ['gamma = 0.001', 'gamma = 1', 'gamma = 20']\n", + "cm_bright = ListedColormap(['#FF0000', '#0000FF'])\n", + "names = ['gamma = 0.001', 'gamma = 1', 'gamma = 20']\n", "\n", "# iterate over classifiers\n", "for name, clf in zip(names, classifiers):\n", @@ -133,7 +177,10 @@ "metadata": {}, "outputs": [], "source": [ - "# Your response here" + "# Your response here\n", + "#with gamma 0.001 the prediction is very bad and is not accurate\n", + "#with gamma = 1 the predictions are good, the model doesn't have a big variance\n", + "# with gamma = 20 the predictions are very accurate, but the model seems to be overfitting" ] }, { @@ -146,11 +193,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.93" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "# Your code here\n", + "svc7 = SVC(gamma=0.7)\n", + "svc7.fit(X, y)\n", + "svc7.score(X, y)" ] }, { @@ -162,11 +223,48 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9875" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "# Your code here\n", + "from sklearn.model_selection import train_test_split\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=8)\n", + "\n", + "svc20 = SVC(gamma=20)\n", + "svc20.fit(X_train, y_train)\n", + "svc20.score(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.7" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "svc20.score(X_test, y_test)" ] }, { @@ -178,11 +276,87 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.9375" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Your code here\n", + "svc1 = SVC(gamma=1)\n", + "svc1.fit(X_train, y_train)\n", + "svc1.score(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.85" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "svc1.score(X_test, y_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.925" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "svc01 = SVC(gamma=0.5)\n", + "svc01.fit(X_train, y_train)\n", + "svc01.score(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.85" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "svc01.score(X_test, y_test)" ] }, { @@ -198,7 +372,8 @@ "metadata": {}, "outputs": [], "source": [ - "# Your response here" + "# Your response here\n", + "#it was overfitting, I would use a gamma around 1 to avoid overfitting and get good predictions on the test set" ] } ], @@ -218,7 +393,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.2" + "version": "3.8.3" } }, "nbformat": 4,