diff options
| author | adamhrv <adam@ahprojects.com> | 2019-04-10 23:04:58 +0200 |
|---|---|---|
| committer | adamhrv <adam@ahprojects.com> | 2019-04-10 23:04:58 +0200 |
| commit | 363654e04d28655629b0eda6de02a6e8e49ab55e (patch) | |
| tree | 3bee2e9ff225620da32792934759ee6caf98758b | |
| parent | 8032dc798287b0ae26342063c3016858f2b44974 (diff) | |
add nbs
8 files changed, 3357 insertions, 367 deletions
diff --git a/megapixels/notebooks/data/colorbar_saliency.png b/megapixels/notebooks/data/colorbar_saliency.png Binary files differnew file mode 100755 index 00000000..4d3b43dc --- /dev/null +++ b/megapixels/notebooks/data/colorbar_saliency.png diff --git a/megapixels/notebooks/datasets/brainwash/brainwash_bboxes.ipynb b/megapixels/notebooks/datasets/brainwash/brainwash_bboxes.ipynb index 3c9074fa..bd357ad3 100644 --- a/megapixels/notebooks/datasets/brainwash/brainwash_bboxes.ipynb +++ b/megapixels/notebooks/datasets/brainwash/brainwash_bboxes.ipynb @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -48,7 +48,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -62,7 +62,7 @@ }, { "cell_type": "code", - "execution_count": 131, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -122,69 +122,271 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "8966\n" + "loaded image\n" ] } ], "source": [ - "fp_ims = glob(join(fp_dir_ims, '*.png'))\n", - "print(len(fp_ims))" + "use_existing = True\n", + "\n", + "if use_existing:\n", + " # load average image\n", + " im_mean = cv.imread(fp_out_mean)\n", + " print('loaded image')\n", + "else:\n", + " # or create\n", + " fp_ims = glob(join(fp_dir_ims, '*.png'))\n", + " print(len(fp_ims))\n", + "\n", + " ims = []\n", + " for fp_im in fp_ims:\n", + " ims.append(cv.imread(fp_im))\n", + "\n", + " im_mean = np.mean(ims, axis=0).astype(np.uint8)\n", + " cv.imwrite(fp_out_mean, im_mean)\n", + " print('wrote image')" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7f9dd994be80>" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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o8HjOnT/H1umzTCYzfFkynyeUpcU5jzEBHlgsEjaDkPFovHQFgZKKdrvN+HAE0jIejRBCEEcRJjAUpaXT66OkIc1y7t69xdPPPcFkNCFdzPC2pNPpYp2nsAW5E6yfucC5x59Cebh78xqbG30ajZhms0Ucx1y7+hY729sk88V71qtvKppCiE8Cfxm4771/brltAPwKcAG4Afyk934oKm/tPwH+Q2AB/Kfe+y++lwMRUmKtYzoZMx7tMbp/lyKdQpGDl3g0OoxRQUheFiA1iyRnkWRMZ3OsEyRpxnyRkueObrdHq9tDSrC+CosUWcJiPsM7vxQhdcI3IlFUVk5ZWrQxCCFZW18jXSxQ0qCkRJqAVquyRDY3tzh95iwra+s4HLPphMHqKspomq3msiOFKK0qUZbVjYT3KKWxrsR5i1laAEeeVSll1R6FRRhd+cuEQMqlr3YpmlUwqfKBOZsjRIl3AnvC5zSdTUjmY9bWBrQ7bbwwrKys45wlEAJXFFBarMsp8xxXlmSLhEazQekKsA6cI0kTXvjgR5d+wuo4V/pdVjoxq4MuIClLz+7+iAtPnqPZbCGX09uiLIiaEUjIsow333oTE3fwKF5/42s8/8wllPZVgEtU0WOlQEpFnuU89thlstRxZ/sOH/q+D/CHn/kMzz73HFdvvcFwvsfeaI21tbXqJpegtaTZjMhtQNxoYcLKKnZe0GoMyFMIAkGepbzx1a9gyxwvBF5pEmvp9/tEcUxgAhrtFo1Gg3a7QxAGKFVZ8koqwCFUNa10ziOUBG+rNhJVnxbW4b1EumpwtkJw7uJ5Xvnqb/L4hRgpPEUyY7UZsZhm/Mhzpyl2btBaO8UbV77GCx9+gWbPcnXyCqEb8td++qf41L/4A+bxJiaKEIGm22sTDiOeWjvN3cMRe5M9kuyQWTql022TJXOmszHdTh8hFUVh2dw8Q5Y5lFJ4bxmN9/HeIgSsrq3QarcxYYD3YH1Z9VkpH/RT7wCPWlqjgTFoE6ADTb/fo9vvUeSW4f4+zWaL6WhEaAK8c2RJhgkMt27cIssyNk+dRjjP/Z0dImMo8xwVCrq9Lq+/9jp4CKIYABMYgiDid3/7d2g0Qnr9Lo24QZ6k/N5v/SbKOzr9FdIsY5bmhHFMHMUoBElekltPKBSt/gqtTpePX7hEs9Xg/v1D/tHP/eP3IlXvydL834H/GfilE9t+Fvi33vt/KIT42eXnvwf8GHB5+f8i8PPL129CdUGEENy8doO4ETLorLJy4TKPXTyL9447N+/w1rWrWO/JR6MqgKAkQRgShiVxo0m73VlGlj1GB7S7HaSA6XRS+VzyjNu3bvFCliCKBFjaFKKKMkshaDRiTp85zXQ6QkhBGFUWXBiF1agqNFJpwsBgdEgUxwgpwTmsLY6jH85VIinEUdyV4yiyoLr4IgxxSxH0uKXPqQpaFEWOL3PSxJEsEoq8QAYGEGijUUpw9+4d7u/uopQBFEqVPAgySDwBk+mcfr9LEIaUec7ps5uY0FCUDqNkdVCqGrB8UWCzjEYUkiRzpHEYk4Gf0umv46KQxWyM944iz5hOJ6x0I7zw1dROgwoUjU5Io7EUGAQQVecnJF/4whcoLMzTQ+K4wb27+yymEz784vuwOKwv8XhsLnHSIYQgCgOKPOOxS+d5+Utf4kd+5Ic4GI4wxpCkGc4pRuMJnWYPKSWBUZRGU9IkTQXaerSJcK5AqRAhNN4VzGcTwsCwde40UhlUFHP+3AWyLMeVniSf49IRczx7Uh+7cYrCUnpB4TyNKKTVbtHqdGk22zQabaQAJzxSeJCglEAEirKsgjlxI2J9Y43P/9lnsUlGupjAfJdVnWCCGZ0twf6dP+Op822e/MiCYLXJqdclL3z8x/j0v/4aE7VOqRs4E1EqjYlj8tIynUwxyhAFAagFpvCMh/fBO5qRAZeRZyUAN2+8Rhi2iBsdXvzYx5jMJsxnU3Z27tHt9Gi0mmhjsM6R5im2LCltSVGUeGexZQ7eIaRAKYWUAm0MURyS5wvu3L7JE08+w91bt9hYWeHAmGO/ZZnnKCV54cPv59aNm8RxBN5jlGJ4MGQ6mTLY7FEWJS+++CJRGLFIU1qdDkEQcH/3PmEY0m43mU5n3N/ZYTIcoZSkSHK88wyHQw5GY5Qy9HpdmnGDOAywrhqcrXM4UQV/8tJRuPeervVNRdN7/wdCiAtv2/wJ4D9Yvv9F4N9RieYngF/ylVPns0KInhBiy3u//Y32IRBopYjabS4//36UUWhvkd5x6+422WLGeDTCeY8ti2XEVaK1WYqTJAxDrLXY0iFE5dOLQoN1Od6l7O3tVp3dCj7/2c/x7LOXKEqLMGFlaC7/qimyJU0XOO8oXVn514IQpCSKGzSaLYo8IW40CaIG1rvKwSwd3rtlxLMSy9IWyGUkNs1KlFAYLdFBhNOGsNHAGFO5C4yGvEAIiVj60lQQIKimr0optNHYhcV7R1nmaB1ighW8bRGZCbgFQjhU1ELHZ2gMUsbDe/RbHZ5/7jkajYibt2+jlcE7QRhGkOUo5bHGoCjRRpMridQeYwqKckzmJCZeoYEjW4wxkUHjUc6BVHgpGR4Okcqj9NJSFP44alraKubpSo9zFmMMk/GIycgxGS9YvzjGMSWKNWHYQtsuqvSUznI43GP79j6PXbrM04+d58LZTQa9DkYHWKEBxXh8iFYC4UqSZEJRWLIyBxoobRBSEkQRjqq/QIkrEqTWqKhJYQUq6CDDLhuDJlJAuhgTiin9VgBCMxyOKdOCuDfg7uGUPMlxyYJpOmV/9x5JKfiB7//hZRBfIoRHCodfRr21klg8eZHR7XZ48aMfg6JElRmf/fX/lae22vzwX32Jz/zqb7NI5/z1/+qn+fznX+PZF36Ij/03zzG+O2H/lc+RKo8MDGUgcaHAG0EhPHm2IOr28Wk16Erp6TQbZFlGEBi63S47OztEcYSQ4FyBtSkbm2tssE5RWp7/wAdIsqRyqYQRaZZRFDlZnpFnOVmSYMuCpCjZ391hZbVPcWSx2hIpHGGg2d3bx5Ul3Xab2XTK6GCIVtXMJi9Lzpw9i3eWC5cucGvZH/OiIIpiZrMFPd8hMJrZbMKbV75GbzBgNJnQW1mj0ejy4osf51O/9zt87PsbdLpd1tbWWF0ZcPv6dYqy8le2ohjnHYvpGFekdLc2mU9HbKz2ydMFWRLQbLVQWlEU5XsSTPjWfZobR0Lovd8WQqwvt58Gbp8od2e57RuKJgiE0CipUUrjbIGTgjRZMBmNkHhUGBHEJarQJGlWBTy0JslLLIKsLLm9vUvpwQvF7v6Q/+vXf4vSWsbjMUmaI5VG6C47hwn29XusbZyuEoZFNeWQsrKLpFJobVA6oCwzlFI0Wy3iRhMpBUprppOEMGpQOosrHd5XOXRFWUBZsDCKPM8o8qyyYqXElrYSdOlRUpOWBYM4rvw93lGURXVTi8pZnycFUsnKt1dassyjjWF9Y6OK/OYlUgRo38HLECXHaF1Zq6XLUdLTaK4QRYbFbB+ExBhdWbdKkxQlpSgrH5aERZ6CBhUGxK0W8/mCEkuoA0ajOVe+doVBt8H2jdcJbUrgUw62ehQ4xrllf5IhTZNFsEEUmMqC9o4sS/n+H3gJPHz8pRcprcU6z2Ix4czpHlY6dAdWN58mSRc46yCXFIucMIqITMz4cEj8FMRBg+tX3mA4mbLIHHuHE5I059KFM7h8jrclzhYIpfE2A63QhipCj8fZEqkFwsMinSNDg1OCvCiQlJjIgIb5Yo7QCiE7COkZHdxj0B2ge5L7ownnLp3h3t6Cyf49ukHIarvN9dvbCOGWsxfFUX5i5RusrjtI0jTFeVtZpN4xnUxANfmhv/zjhN0tfuzv/Bf84//2v2fnMOCLbw3Z/7Ov8eb2Ic8//QEmBpxQdPttdKeBA0Rk8FohjECFnouPn+NzX7wJwla+dyHJi5zpdIFShmbcA+b0VjZod9oMBgOk0pX/F0+UpXiqDA8dBGRZSrPVRkqJs5Y8S7l9/SrzecKHPvQh/uSPP0u32+UwHXHq9BbZ3NFrDtAYhnsTZqMJ3daAZDHDW1DScOPqDW7fukcQhfTX15hN9jFKI1VlBUqhiKKI/mCFG9dukCwS3v+h50BpxvsjyiJnbb3PaH+X8XDE6PCA+XTKSn+ALy1f/uKXWKRzoihkMOiztblJmadEkcG7ksBo2p02WZaRZhnvPRv12x8I+nrJW+8sKMTPAD8D0Gm1EEJV6SRLCy2Zz8kW8yotQFQW0f7+YVWZ1EwXKQfD+ywyS5Jk3D+8TZ6XjCYT5vMFHsXK2jr9wYDzj52unODLzptmOcl8hhdVMEWKI8tQYIxZ+gwN6+vrXL8+AiAIQrz3JEmGCUIKW5IXOcPRiF6/i8CBkLhlYMAuhcE5e5wE790yv044hFRgK6tYL9MOrXWAqkbHxZzDg32kUBRlSavVJI4DsgJK6wjDCKWqaboUIR6FczlQLK+CxBUFTlfTQsQymX4Z6LClI4xiTGgoi4zS5iA9s8UCJzS5K5FSgQAtNWnhicoDisTz+JMvMr9zhdBOUHmO0oJCGLpxg1K16bfPEocB2kicy5lMDhFeIrygERk8BmsB5gxWA+blAht4dg7uIZRAS48RCk+OUDkmhNKnXL9+jSIvuXbjDoWXlE6Q5jnnL1zg3JlVynKGVopnnnkGHQbMsoKyCIiiPt5DUZRkWQo2wpcLDg8OacxTCuspnCeWAudyxuM5WkskUBSWYTJipdulzFNSBzqIKFA0V9ZZWe3jZyOK2QzpqzxCKSXePciFrKxtv+x/kCQLhIQiz8mSBfvDA3zQ5nOv7nDn6pBep4m6+D7+h//pVygCzS39GqkXSHkFvdpnPBwzaEaYRgRFiY4CpJbMkjkpJWJiWV1ZI83nzOcLms0WCEUjirBFiZYB+Dmj4SGrq6sEYVj1Cymw3kEGiCpSPlssCKMYKSRJkuCWfc85z+OXn6TZ7HL+3GMkyQKjI7Y2TnPx/GPs7R9gZLBMpYqxRQGucmt54fjwix9lMplh8WyeP0ugDVdfe53h/iHWluAF1npGhyMef/wy8yRhOpnQ6vTYv7/LP/vfPsmlxy9x4803+fj3v8STTz7F9t27LOYJSZqzs7tHnicoJdi7f59Br1cFUKWojmWZZnSUUpUl6XsWuW9VNHePpt1CiC3g/nL7HeDsiXJngHvvVoH3/heAXwDY2lj3UatNs9NhPBySZQu8r3x8Jm4xn4x4/Y03uHXzNlnuqk5eOOZpgfOCvCgRQtJstzl7YYNev4/W+ihLi6NkXO/BVXcrzi8d9csM+qpjV8dmiwIQhHG8tABLrPNMpzOCKKpEsSzx3lVpF7bE2xIhFKW1+KVlKFDYsjxeaVL9poogV7+r/Ch+uTrJeV9FLZXEBAG9Xp9Gq4WSleA6a7GOyjI+znSWR5nAyKV7QEmNcAJn7fIYK0e+VAqEoLQWqaDRaJCXOXmR04gDwB0f22wypdfvgbV4myDthNDOme2MKJKctc4Kh9dvELYdzWZMPskQqs9iumA6KyhyTxBIPv2p36K0C7J8WKWRhAaQCC/prjYxoadczDBRjHXVdmkLbLGg22xSHEYki5Iktezsj7l08RKdSUpaOFbW17l8+XIVYFncR2sHvuT1V18nSTKsNhjdodPqVGlY2nDqzGnyBbS6K3S6A9Y3tmj3uuRlSbPXRSpFs9MiTVPKIifSCpvlhKbFcP+Atc3TJCkkTjHLCpwoCbxkPJkjdYB7KJH+aAXAg2g6QJ5nlbgqTxQHCAUqblE2egzjiM9ducatnSGHztDvrdPurbHaarK+tcmpD1/i07/ze6gwQBhVea7jkDiOWd3cYvdgjzvbd3n+g89z/fqblGVJv7/CzRvXSGZThBDM5qNKMIxh69RWlWcqBFIpcltWr0VOYS1RFFOWBYUrCIKAsihwtkRIAUqysXWa69du01SKMIzodlf4wp9+gcHqKteuXKXfHVAmDk/IV15+mR/9j36YyWTI8GDIbJGgjEYhSBcJk+mMyWTKdDIFBMPDEbPplKLIGayuMh6N+f3f/X3u3bzF6uoaP/k3/xNOnT3NzevX+fSnP02n1cZ7QWHhxZde4t69e+xu32M5lQykAAAgAElEQVQ03KPb7+NclSMs8EghkLL6T9NsuVjkvfGtiuZvAH8L+IfL1//7xPa/K4T4ZaoA0Pib+TMB4kaT8089SbvdJk/n3Ly6w1e+9EUmowl5UZIVJVlekGaONLeYMKTVarO62QEhsLZK1YnimLjROBag48D4iVUG1WqWoyCNOBpgj01kqSprUakql807R1mUlV9RVn7FosiAamrlncU7V00pUFUdUiz3VR2Hde7YyqsixJWv8zgqLkQVjORBIAjAlhZnLWJ5cY+W4WhTpe84dxRxBnB4qtQt4Sp/ogkFhcjwLkMpgZISZ13l4PewSBKsKzCmiuSDp7SeyWSKbjQQziO8Q7iCfDHGSEukSsbbb9A8e57Wxjraj8mdZTqbMLMlpy99gM5qAyU9Eke716TVXqPd7WECjSsLmnGT7Xs7xKlktdfD4UiFozsYoKSmSOcsxgd0G03ap/tsb9/npR/4IdK0ADxPP/c++qurBGHMYpZQ5iWzcYYOC5Ry5HmK8ILTm6fBR0zHY6xzTGYpa6srfOXlV+i2elx54xrrGwO++tVXKcqCC5cf4/SZM8RGEwcGqwSqTGl3+yzmc5TWVdsnObu7hzip6fRbOGfJrSWMY46enfBua6COLM2nn36K6WTCl77weborTa6+OcOHmqm3rGxt0peal69fwwUxW+cvETVaNFptCgSt1RU2L5zDlyVOeILQYMIQoSXT2QRlFI24ybW33mSRzsnLgus3b9FptQiNwpaW02fOcHg4YjSfs7I6qFbVSFm5hXw1cLIcyD0Qh03SJGU6nVWC6R2z2Yx2K8R6SxhH9Ps9ojBia+s0586dI89yJuMxWgd84EPv5+U/+wpxo8n23R2CUNNstEFo5smC7bvbLOaLZczBk6YZeMHGximefrrPzvY2Ogx4/Y03ePbZZ/iLP/hD/Jt//RskyYysyNk4tcWzz72PV7/yCr3BKgUljz/5FJefeQbvPePhIZ1GgPcFWmmcsyglsWWB0kHlHvl2BoKEEP+CKuizKoS4A/x9KrH8VSHEfw7cAn5iWfw3qdKN3qJKOfrb7+Ug0mTBv/zF/4XFIsMLTZLm7O8Pcc4TNpo0mi26vXW2ev0qF24pUkVeRaubzQZhHD9Y43fs7D+xkE2AtSXz2YzhwSGdwSrglj7NB8KaZTkHB4dICWmWLANLYpnsG5BnKaFqIIVAyyqVSEpBWSzz9GxZ+WX90ZJGsM6htFmuOqki5aPxhKDTxzmPPOHUEELiHctATxXYqlwIlX8QRJVTyNHpLmPzy3NwzoOzOGmZpwcUZYIt5jQDs3RDSKTWOKcoyoI4jhCUFEVCUZRoHVSpI3FMoIPjBO+iyLC+5PTZU1yM2mitaHd6DDoBr73yRRbuAK8kKNif7BBqRbvZQIWSeTonMLqaXjU7zBcpToCUmlC3sFmCDNSyrR1FaglUiEIxGiUs5iVnNzaJ0sr/ihLkeYEtIDIx2zs7aPr4coz1KYeHQ1qNztLvmx2nMXVaq4wOp7QaKzTjAcIHtDpdDocj0nSO1gHz+RxjDGEY4p3DeEe/22NvZ4SUimQxp8gL1npr7O3vYawG6bCuoN3soRCVX5qTS/aWK72XecBKCvr9Du1WwPve9wTT0T7lxZJWs0kZClygaK72yYHu6gpxo8ELH/kI3hj2R0M2z57l+iuvcGplgPQQdxo45dnfP6Az6KMDTRRH9Ff6DCdjwkaTZDxEK8VsOuGtt75WDY7JgrW1tUocl5YXYhkMPbEU2DtHGIbVoOscwjsO9g8YHuRsntpEKlhZXWE+TzBBUPVppRmNh6ysrHDxqfO8/PJXWN9YJwwizp47w2y2YLZYYMKAZrPN7r1dnPVMJzNsWbmx8DCbL1DaLFO9FE89/Qx/9Kk/4NaNG1x543XOXrhAnmWsrKywWCT0B4I7t25z5c3f59TZU1y8eIHVlRUMnkgbhC8o8hxjDGVekGVjQq1R0XtRqor3Ej3/qa/z1V98l7Ie+K/f++4r5vOEnYOUTqdLr9dnPQw5/5isrKkqyxgp1fEIaI4WpTc4ttSOrbgHx4L11ZK2PEvJ0wWL+ZRbt25z7ux5jKmWvikpUEvVkrD0SXp6gxUODg7QJsCWliAMkcITBQYhBcYEKGMQLJfOWYtw1WqQsizwNkRJhRRVUKnd7TOcTGj3+qSLlI1zlziYLYiiGO9K8qLKCpCymm6XRYH0ErdMCpbywYoTtUw8hqptQCGFr3yQvkCFCq/By7SKZlMl+wtRpUIpEyBViHECawuk8ARRhIkahK0+1gk8iiBooGSEFIr5wnH+8vNUi4cUc+cYDue8dneXO3fHiHhAUQrevHeX5374R5DecX/nHuPhlFNbG7TiHmuDDa5ev0a332M6ndLutXjlK1eJ4jZ/8MefYpYmBKpBqAxGOrYGG4iyy9rGFreuDplM7zGdTNDGMBxOmIwWaEJOb13i7NbjyEBg7SHYJmmWM50OaTYGzLMEpQytTkSaZEShZjS+Q+kmlO40QaOHnxZsbp2mP+hQFAVaGw4Px3SaPUapotM/hy1GzCYjDodzEjGl3zT42d5ysMrp9dqoo7XQRw+ggWX2w4NJupae9Y0VjHJsnNrEuZzcFXgdc/GZx3j1xjU++NHneeJ9L9Be30KLoFp7rSPWt7qYLYF2jsBZjHOsb67xk3/jP2aRZkznc5I04d69u8yTBZ1pj8lsxkGSkKfVwoJqaupoNFq0uh2crx74ImQVEPPiwcNJEG7p2vKVYApwXvD+j7zE7u4ON2/eJzKa2XzO2soaSioO9g/Z2tjCFiWH+1UUXWpBv9dFecH4YMRzH32B7Z0dhJQ0m23anS63rt/k4HDIdLYA55iNphwe3mQ2n/PY5cd56tJT/PNf+D+4c+stfvRH/xLPfOAD3Ltzk72dHX7z//lNvu9j348AXJ7RjEKG93cZ7+8icHzfx16kCEPWBr3KRVaW5GkCyjA6HBEGwXvWq++JFUFxHPPU08/iqKwnt1yShhBIjp4QdCQcHiFF5aOS1XTY+Uq4rLXVhZWyCuaYAPCEgaYIJEZ58A5jguME8uq5GVWnVkJgtMYEQeWbxOOWU3+lFVJrtPJoo8gzj9Ia6xz4KiqrpETIasXOnVs3ONjZo8wTynTO/fu7oJY+IV9ND0BU+ZpU0fLK1VDt17vKUX307AqkwFmHQHNk/h09zMvhURSVdaMdqZCU3lB6jxaVP9ZLQZIlmDDAeYtwOVobjp7S5Lwnarb4+F/4QcAjnGTQ67LS72AkdBstnn76WYrSIYTG2SoXcZ7OePnLG0RxE1t6omabTiumzHKcLTBa4WxBb9CjLHKMUezfv8/mxhZCNtk6vYUWkrbpstI8g3Wefr/H8PAQE/aZZQmNVgOlGly//gaWEOljmp1VmpEkm2TcuTZiawCBamJ9QpooIgPzWcpssotCUhYlKpihZEyRVxbodDYhzQVJqoiiPmlSkqU5Qgim0wQTNlGdFQ5TWOeQxXRKEMWcefw8+wdDemJMI44ZTRK8hWari/UgqR4k4Zxf9i95/DAVKcDajM//yR+iBRzu3SeOIs5eOM/oYJ9Ou8Fg0MO4gsKVNNttFrOUMAiRShHqEOk9/V6PYjJBupIAh5QByoAJBWlqCEKFtZY0TbHO8cRjl7h29Sp5liJwJFlO6lwlmMtZjBQK64+s4uq+ErJaqSfwx2vXpTY0Vs/w9MXnKccH5LNDvFAIoVksEiITsnf/PnEQMRqN2L69jSstYpkgj/fcuXGTwler4NqdDkVWYkzIxuYpWu0OUWi49Ph5mtsNdnZ38V5gTMxP/ORPM94Z8qu/9ot88eXP43E8/fQz/J2f+S+5fv0Ok2nKeDJZZsJIwNGIG7jSsigXuF4XgWA8GtHqdJFGEGjFndu3ea98T4gm8OCJJsePhqtu5soXVKXsSCGXqy6qKW+eZ1WZZUBHmyof7+iZmW454jvvlutuNVIeraQRy0X8y38qX6TWusoD9RDHjcqqW/5V+aGVw3s6HhMGIShFq9mizDP27t/HSonWmna7S7fVBeGZzEdgLdJIjp/VKI5upCogpVQ13bfLJ8645XfVMrxqeZ/UCltUFrWnuiGlFMvQQxUhl1pX0yipUBKMDvBZvjxniVaatZUVxDK967jNpcAO+uR5xhuvvUK6SEnHDQ63FRLHl7/0MlunNjEmZLGYo1QVaV2kKel8jBYSKSPyRcHOnXsIPEVWIKVgMBgwHg8JQ0MUhWRZinOW0xvrdFptlBSsrw944qknuX33Nv1+n1anWkJ5aWuDi5fXMFozTs6iwxa59diyEvZ8ntPowsaFFsZYSm/YOH0RKwuKvFr9JRSVS8M7hAowYUg+3idJUqbjCXnqSBaQpprZVCCNxKJYW98gaLcxjZL03oio2cASEAQRofIIL8jzSmTdcgq7vBJ4XwUbnIA8z1nMppR5yitf/iKf++wfYV1Jp93g2u07LGYzkjJHS8mrr7xKNp9TSsFoOGL7Dz9DHDX54Ac/TBSGDA8OSCYjXJZhjj1QgsPhIb/2r36NVrvF2to6Z86do91u0+82KIqSdjNmfaVHmlSLOqxzJGWJxGGPHhkoOO6TciluR6/CA6q6d7zUqEAQtjpsbGzRiQz5bIQhZ31lANayGE9hUhk9f/Ynf4q3/rj+9c0N1s5s8ebVt2i2Wty5eYvJaIQtSjqdNs1mg0bcYDqegPCEUcjK+goXL18mT0smB4d84sf/KjZY8NiTT7CYTHjtq6+SZZbSCfIsA18ZFVIIpJAopWnE0fFS5TRZEMUxvf4Kk+mMtbW19yxV3xOiWUWUbXWi3pNlGVHcXOYPViOms5aszJZrlwVBEFSpElSWIss1v0cpP8BxOFwsO5ZU8nhtsTgpmEfJ7UtLM4wiWC5tPKqs0WjQ6XRRCpqtFgf372OtI0sStu/cIUtSVtc3OXXuPN47FvMJGgm+JFgKsXdVWtPRgskj0ZJCINTSzeD88aPfvK98t+FyPbBfprQIKY79mZX/tlqr7YUEaaqBhaq+KodULNuyOv9WI0YqU+XFyQcP5XPOsZhDmWQY3WM+z1jMFjhbcG/7kC99+TV2d7a5+uZbeCzdXo8o6vDG628Rh22iuMOLH/8LBGGJVhIjAmIT40q/DKDlNBsNBJDnlVtAKZBYlLLc373DhXOniKKI1dUOd+7epdE2RE2BEmCMIGqGuDRBG1/l84qcloKo71ACRG4I4w4owIZk6QJXpnggMFUOppQS60ra7Q7tVkQUNRiNSqJ4hbxwGKMIW4a5LZEKxgd7NMs5jV6LWSpIs5zIGGSpjl1CUlY5sDxY+lVN0b3Hu5LPfOYPuHHtLbJkznyR0Go30WGTRVowXaQ0Filaa27dvEUURYBYZjCsoIxib+ce88mMThihBGjhK2tWCFCK3d09tnfvU+zcJ33la1hbIqgCRe1WzMWLlxj0V+j3urRbbRDgla4S0pXG+qr/u+MA44Nn0j7orwopFaWXmCjGK02uAsL+Ouunz5BP90mSGRtra6ytb3B/Z5cwDJlPpzRbLZI8Y9BqLWd4HmMMSik6nQ7T8QQhBa1l7uTdO3fZvrfDxcceQ6kqDe/w8IDpZMK9e1d55ZWv8Im//glsYcEJlDBEYcjN23fY39sjbkQEkQFVpRE658jSjHBlAIBWmjAIcLYkz3MO9g/es159T4hmnmdQJlhbUJQlV16/yodefAmlDVJJvDcgBC2l8MupZFEUlO7Ibnvgcj+K+hw9D1EsRabS1eWUdtkhKhFdiglUjyATgjAM0aHBLao0BGsdSZKwv79HupixWMwRCFY2TtHu9On2Vhge3Ed5QVkWtFot8myGRmJUSB4FqKMcuOXxGGOqFCCqiD3VQ3agrKZBHo8XDpSgLEvCMKLIHdZVa7Ld0joES2bvI61H65I8dXgBlurhEVKWaGmWOZ0KE5hl56+WGx65O5RUVUpGrui0Y8pCM8/mKC0RwtDpD5AmYDqbsrt3CCh29xZcONflwoXnSRcLKqWSKK+gdOSLnCIt0FIzmy3QChbL3Fu8RwuBwGHLHC09H/ngR7lz+zapTRlPp4RRi0azvQwKVMEWE2kauglUeY7elQRBk6ipkQiU0Vy6vFkt+UvjavBxVQZCp9fl5s2bKKkYjfeIooiimLBIRrQ6q0jpKZ0gaEQUpAxW+syLCZ1Ok1bZ4vD+XXJvKKMBi2lKUxZ0u20OJ/tIHeKRx/6lo0fELeYzPvnJf0qeZVhbHjtVWu0OzWaL0pWEUQNE9VAQhwBriaKIC5ce43A4QkvJ3t4uEsFaM8aX1VOajh87LCRX37pBbrpcfOFjSBXihAIEwpa4ImV3eMD1Nw+YDN8gT6bgC378r/0VepuCMivQYYhHkBf58n6Rx/fQ0W6q5x6oKkE9jBDKUKJJUTTCBuubTyHLgoN7dylmU8JOm+nwkDAOmSZzVGDQYcit67e4c/suYStmdbCKKy3dTpc0q9aKqyDgzP9H3Xv+Wpal532/FXY48eZKt0Ln7knd0zPkDIMEipIMS7ThABn+LAP64j/Ef4ctQBYgwbBpSCRtMQ7NISmS0xz2hI7TqdK9VXXjiXvvFfzhXWuf2xIhtQDZaJ1Go7qq6957zt5rv+F5nvd5b0zY37/B48fHDOoBdVFy9Nln/B//7J/yD//h/8DLz79MUdS891fvcHF6ijEFphzws599ytOnp7TdGpTHGMV3v/tzKKVYN2usNRwc7LI1nbKYzSjqEevFgvn56ReOV1+KoAmwmC+4dXgDW2iOHj9JTB59hST0sARMcfW6KulQ/9Z/59UZn6sqUX1Azb9X+StSIJ1MxoynU3xwNCkjeh94dP8Be90+t+7c4c7zL/L08SO0kUAjUh6H1jZpv6T11tb076cXlqtN1g7eo43ACRnHjEh7X1UVSsN0Z5vjhw+Eue9WNG1D5xzWFhzePiQGjU9YUVkYMVRQBpRBaS3TMFq+32A0zOICSHpMa23PyqcLx2g04tnJks41NK0w1q+//jqvvfFNBqViNJiiVElEMxxuo5Tm4vyUyWTM62++xN7uNopIcI6nz57HWoW2AIHRaNy3gHVdCXDvPd57mmbF02dPmEwnoCI6hnRlAiE4cSlKmlWtDdaWEGWEVkVx4ilLzfUbW/KZ4jYglXxVCSZ477k70naqyHw2YzAqiVgm2zeZLy4ZDMdo1tw7PKALDWVw6GhZrR0hIvPLwyHGjFlftJxcrFiuHS4omqajKBXRi1qzaxt+41/8C7q2kcCtkvuUkrFhrRWlKdF1jbW2h4my0uP2nUOarqNrRYd8OZtzagq2JxNCUmJkZv7k9AxVDoi2pokGH7Pju0aXBaNrQ8YHkWvxVYJrIXTcvPsKQRlcENOYEKVIsNaCknOVpTi967/WtKs11Kp3OYiIWXMTIoW22NE263WHNyWd0jilMYMBk8EAUxWERaBrPEHDZx9LEnvy9CnlUDw/feto28hqteLy8pLrN27y6Ucfc3h4yD/6R/8j/+wf/2P+3q/9F1hd8nO/8B3e/vO3ODs5JzhPPRjywsuvsFovOD8/Yb2a9zCb0SUheJp1w0LPMbbg4vQETeT6zVtfOFZ9KYKm0VL2eyfzn3VVJgMP/TncMUaVB1qEDEp3LQs8xA9D9QJtkGLMFiKpyFo0pTOeSf+9xT9RTFJD8HRty9nJCU+fPENpw627d9m5tsdwNOpt7FzXsQyeQV0RgsMkXWcWymY8NWbNKJvw3rtY/xvzUsZayrJka2ebdn5BNaip6wFt2zKfLSjsgP39A+qq4u6deyit6bq2rwz6xJCShTYSxE2qanPFrXRyJg8+JaVMWoDShuvXr3FZlxLYEqMv7ZRmOBihdEVZjRjUY5q2Y3SzAuMYDA31UCfXfIMt91MCzPIv+UdrndyfFF3boZTh2clTrt04EFJKDTi/uMAaeW+d6+i6jtV8LiOSzovki8CgrrD9PY2MR3VKDvIzc5WduxLvPTduXWe9mrKYz2i6jmdP7+O9Yj5ThOi4/zFUdQFGo1TJVlhhFJiu5ezsEaPRFkU1JbjIZLvCRzh6/JSqKimMpjCGP/yD3+eTjz4iEihKK618UAzqisKYFCBFPytnVf5bCJfI22//kNe+8g1+8tN3sabAlhWnl3OmU3GVigSRChnNydkp9WCKMgYVDaSgKTBPJOYBeBTRiLKjGIxRymOLzW4uY4wQQyDPl9JpTt1TFSXaCNkzmG54AJ1KUecjznsaD9V0jzuv1GydHLBeziF0KA3vfvQhh9dvUmq596vFinbdQJD7cnp6yrpp2LtzQIzIeObpKdf3Dlg+PeezoyccHz0mRMd4OuTD997j+OiIuhiglKEeDvE6YKqSoiqZXZ4xHk0I3rOzNUUrRdc1tI1ifnJCQPP4yVNa9/+9uP0/6ksbYbLbtqWIyafP6CuBIL3URr6htZb2JAUd7yPOub5iDCHIQ5QIpJAqVpWZpc233PyMCA8+u8/Dh/dRxnBwsM/h7bvMTi8T4276YCdVosFYObzeO3zwSWIuwVLInOQhmSlJtdHCqYSzCp7oUUajo1SaMr0j5qiL5ZIXnr+L8y1NC+PRGFuUmMKiyKsvJLAJOSSH2WiFVoKzXZXA6Iz15gwkIAZKyejaxeWcrpvLvSksy9mc8WSCNfL9q3qEUpWYcCiDVjK9pa38bKV8gjw0o6Hgc9lJm/5dpP06IdB2DmNLHj8+ErjEWMqiZD5bcP1A0a0dCsPN64c0bSvjtc4lr8zI9vYhhVUsFwsx5ihLQPBwk5QW9AMMcs1fe+0VqZ5i0ram6i5G8WNtmpblcsVqveJytcIvwXWG5bIjasXhzT18V9KsO7SytJ3DE/Gdx61WPDp5xjs//kmCnBpGg20iAVNaSjvqByq0IpEVm0ELkywEl7M569WK0XDEyek5B9ducnb8VIKaUvlm4l1ksZhz4/mXIIYEtcjwhU4SqBDTkjbywghp7sXbQPfXqChKWuckgYbwuQRcVRUhigVjnZ4zq6VPIg2BrBcrunVLWRRMt3fZOthjPZ8xP3vK6uKM117/Bj/88x/w1VdfRUXFfC5eA13XUe9MWDZrZrNLmnaL008/4+zsnBvXbzDZ2WY6nvJ//1+/zSuvvMzetX2a5ZJBXXPj4BrLyzVBW2xZMLBjRlsTNJFHDw3DYY3RchZ16oAuz89BKebLNa+9+ipbB9fhf/pi8epLETQVkuGUtjRtR1UN8iP1+b+XAp60ORI8+8bSaLQSnDATHlqn9jy6TbWT4kTTNkLM2CtBRMPO7i637t1Jhylw9PCh2EiFkAxnM9kkgTN4h2s9bdtgdUHXdslVJwHrSUKUA1cO1zHGXm8p+42SlCrIk9O2LbP5nOF0h4Nr+9QjMWeICurhIE0nye1T3vTfM1+jSMQHiNr3hz5dPfJGymxLlxNMJDIYDPjFX/wlmVZCpF8hyANWJCPhtlvjQyeVycpQlrWYOtTiyCT47KaSl5fuv18OouJDGRgMBnz3u99JCSAg+nyPT/8v//3Dw1u93jRfX61ND3GIWe7GIFf1UwO5hE7vJCULbeRIJOUa1ooyI5aRQV1TlQWTMGLHOaK/JhrczvHhBx+ADzTLjr/44/d4+dUXeOfHH7Ozt0VRK/YOJvzgB3/ZnxNjNN47qqrEWIPrXL92IZ+JTesu98UWBUVhOXn2DKM1bdOyXjfs7OwRwibZg7SxMUbG0x0ule7bdq3FVcoaw5NPPsDgqYcDhsMRxkSKZFDsvMciZEnnXH+/860LgrRKJWzEGlFrQ17v55yn6zx61XJ5fsn56RnbOzsU9RZFOWR67RqjrTHr2R5xNecXf/VXePsv/5KBrSi0xflA4zquj8eYQcnZxRmmLDClYzyZoI2mrEqenhzTacfv/OH3+eqb32A+W3F5ck67aLl+cJOlE39aGVEVx/m6HrC7u53cnlYMLDjyTq1IYS2ffPQR7mcffuF49aUImiHKBMJkusX5+SlFWaZ1sz2vk16qxwZNainzEiylTR/8snyi//5epWwOeRSxLOUAX91aSYTBcNBXHQQJiiHIfLkPwuLbuiJ4R1EUFKXFaphdnGKtZWu6JXhh16FKK983iD6U9GBoLdVOUVjRYyqRR0myFwZfac3N23ekegye1XIJKAgBhWe5uMA2phfTg0hbcjWrlcwSa4VU4OQiV/frDIw2xCiO3CLHUr32VSfIRGlFlzSwrvF86803+OYbKo2pKogyAmqM6YOCVkKCIGIAefX5T6KXT0FR8EUoC/HeVMm3MkMaElw9KIW98h6vBmSV/t54OMy3nz4wJ9gBMq5MgjA2CUzx+fQsRZxsuhRDFItTgusF5+jaNavFAu8Mb/78C7Rt4MVXD9jb3+Pttz/kfHbMoC7YmozxXtymRqMBw+GA1XrNs8sZq9UaYy3GGgaDmp2dHUbjEVEL8VfYgueee47pzj5vvfVX3Lp1i/sPHnN99wA/rCi0tM8xwv1HD+m8Z9F61MimgRASRySjvFvTLZYXpzx7cB+jPNZC/Wt/S5zmrcF7x2rd9N0aqN7SMPqkRQ5BuqoYaZqWshoDyZzGeRataH+v37iBtYayqghAB1STKYPplNX5KevZJW/8wi9iQuCzDz+iWa+ox0PQEYPBdS1aW24f3qFdNzw7fsLH77zPv/pXv0nTrNjeHrN/bZ8Yz7h38y4f/vR92rblcrVGFxY86KLkcnbJulkzKC06esajVIzFIPyDtZycHjMYj3nlpde+cLz6UgRNkfqUsuJhZ5v1qpUbdrWN7MFMegwyqixTu0roXP3OVzO56LUydlckPWP+QvkZka5zsvwqhrTlLvaau7IsEt4pVlLBO/GHNEr+23ui73CNw7uODs16IeaubGJMwlzdhqxSqerUgnmFEFksFqhYiIfhesVidkHrPG3n+fSjD/DdMkmSfF8Bxxj7gBKB4ANt2/YVTw5GGTet64FACEqCmLrihLrkNdUAACAASURBVJS7aZ+GBWKU5VrOuX6IAAVlUSW5TZGSl1xQY1IFqHS/d6awBVVdy/OcPrstCgpbSAIqSowxlGUplSRQlmWvMZXPofpqOSfRlAclSHuRaeX/35eYCbs2RoMWx6WrZ2VTk+ZgKslMpnuS3Vv0FIXlYH+fo6NjGeV0AfHONKwfn/HtX/oqP/nxj1HqQAJHodndmTAZj7h//zNW65YQNErbBG0Y2qZjNluwWsm5un79AKM10Qc+/fgTtrd3ZPlZVTOejEV3nN4tCo4eHxO1IWgLynwu4aQHiPG160wODrjuXiS0a1azZzjvxeneaFyCkvJjtslxkigIgeADq9USbMGjo2P21p7Dw4oYPME5UcGEyHgksjKjFPPZgrIqWDea8WjIcGcXU1RcnDyjnc84uHWTi/Mznjw5YufGrnSEzvHos4c86O6zu71LaBytb5jUU97/yTt8/ZuvYrVlZ2uLt9/6ISYaqkHBqlnz/EsvsOw61qtGPAiUQBSr5ZzxoEQXNmmvI816yfVr+4QQ+Pjdn37hePUlCZryYFV1jTZQ17WIp6+QulmwniSXqTWjJy9iTE1ECgwxRlrX0bUddVVgFP/WQ3L1X5BKYr1eoM/ZSFUQM+D5bEY5LLFG0ZQFSsH52QkhOApraJs1a1Vw8uwoWbvN8bbj9OkT2uUsie7zz/ECmK/XPRF19c1k9yTvNd53hOBwbYsyVtBHFYjREZzr29gcGLN3o1K6/30WKMesZfUe13WsERIuJx7vu751z+7WEgDTGuDUqiuV/CljxPsO75HqwOjkLgW5v8s/vx8qSBrTkCQ5OZmFVJIqnf++wBa5mhSs1iS2X/6etZayKCjKkul0ugmeSIVV2IKilI2bgpObVGHrRAr+NYcx5oQj9z/9DoWM3Hrn2d3bY7FY4L1syhQ/VKnQbGko6gHj6Q7Pv/o6hdXUNrKcX7C17LhYOEYTGCkYDmqIMqRRDWratmM2u8SaM/x25N1332M02WYwnnJ5eYkxCZfzDqI4DUUfefr0GaYqCWkVhygHEnaplCRWFNFLw6OVpagH0r4Hn3wa/poLkX71waGCJPr5YkFEMRxP+ezBA9brhldefUWSnbU07Yp106CIPHjwKa997VW6ruP0bM54MqaLYIYjtrTl3HlW7QU3bt/h9PKc7/3B9/jKa69QVyXBBQgR13QCWQV45YVX+fSjj5hOtvjLH/wlZVExnUxYL1tcjPz03Xf47os3qYsCZSyT5YTTtA8sek/XrhnWU7RRuLZDawiuQ2vNaFD9+wNVen1JgqaS1s5oQpC1olqTZmLlFSUablq3KwfCO59GvhRN0zKbzZgvFgxHI7Z3dsQL0zeJRU57TlRuV3PFIWC5T/KX4DsIYrWGAtc5mR8OnuAlGDiXpkFitlRzYv+G2MApqzbYnnzSPvCATLx470Uf2Lk+SMmfJeOEVMGS8Mpc9WSZTgg+jXpmkwVFXnkRYt4/nt5AX43q9D6kYnRJeiRjf3mKKleDRpa9JWGzMZvqO1fwOTBmjDGLpHvsNElXQgwofzVNKYKP4i+aqsGc9HxqCTf3HrzKy+dygqBPBI8ePurfcyZBIFW+MSZCUK5DPgfWGsbjseCXlaywreua0XCwwWKVIkYJoG0rKoWmbQjQqyWKQog0bQoePbrPV775Omun8FFxeT5juDthe+8We/e+wmtvrlhcnLJazlnMLjg/O2W+mFGWJcdPnlLViovLNcORor1cUNRjWK24uJijTUHXNtRWMFyVSKxPP/tUgqAt+u4sXbh0HcSDNYaISve40Cbh3h4VxQu2JwtTJRJVTm5iGuO95/ziknq6T1uWDEcTjo6fcPvePTrn2N/dEbVHVRGcYzweMxwMICk1MlatlSJow2j3gKb1rM4vmOzsYgtxx788PWX0/PMQkGo4wP7ePoUusbZiNB7zzW+9yQfvfsjTR0+ZjrdoveNyvmA+u2S6fw2tNcetLIuLIaSxZYGRXFrfK/BDwPtwBdr797++NEGzrqpehmKsrAsNUW3m0JONWp5Y8CHQuVSxtR2LxZKLywvKumY6nXJrd5dhsonTyegiy5fST+31nypjoFHwP+/EM1Aqzc0/0tqH5Jkpc+kyyWR68Dyk/dmZ5IgR2ZAZIj56ZDuE5fj4GOeE8ddK2MPghRDK1yQHdikUPTFoCewp2H3u3z5gyoMUUmudpzsyM5sZc2FHkxtU+m+QIBRy0GITFH0iWsqy7NvfmJKFSIjy9sKEEbPhXoIPeEIPq+Sg6VzYjKlq2bMki77i5/0NU0LsK/8UkHM1takwFSFIgAjJji9XlDF5i/ZQTCLfLi9nZNu9o+NjsYBLCSD7kBpj2N3e5nI2Y//gOmU9YjAcE0Ma2UUINYWiWSyYn54y3r/J2ekFZyfPUMh0jlaKGzdvMp9dMhxP2dqacnh4iPeexXLF3edeo3OeRw8f8dzzd5hdnlLVFT4EtrctMWoGgxq3Xso5C5HOBU7OL5hcv4lKQTMXFvka9VhL+jMVRaYVERy8qut0mUUrHKD/2pB8XK02OB+YL1fs7teEqKkHYwpbEqLcy/v3H/DcvbuSiIPn7r17NK0jEphOp4QQxATZGLyPBAyjnX3Zf1WULC5PqY0h3Gn40+//P7z+9W/gE1wia5PXjCdDtre2+OyTj9nZ3WY9XxEizJYrirrm93/n9/lv/vv/jsIYYteyNRnRtS1lIvmCl+RnjWzc1Kg+sXzR15cjaCLVj9GaSFpRawwuSOXROi/BLMjDvG4b5vMlj4+fgNbs7O6yvbPDZHeXQEwW9i0hRsajkQC/Kk0ApSpLwUY03zNOEKKQP8Yo0JuRys65RK5kMbh4csZAqhzF3NclKdJgNMZ3slYiIpVN1IbFYsZ61XBweJdHR6fM5jOZEa9KotJ4GT5PhEySwgQnVa0xoKNMuzgnEzG51ZWvSqy4MOc+CEKnSdNGWmFy0ATIAU5vJCxRRfIZkoAr7vKoiIkigO7nqpFdTJAg5xgJKXPna5KTVF40l7NTnjZx3stmR+/7wG2VyXxW/310ZINl5ir2CnYZUxW/KVC1zFT3WJ1KgVcIub591XICldasVmtihMPDQ9brNZeXF1ycnVFYy3w+Y7lY8N7Z+/ydv/9f8Xvf+yPOnzwRTaY1VGXBeDShKId88vFn7Ozf4P7DI6rRiHv3fpW26zh5+oTZfEGpA6vZOYNS9kVVZcV4PKYeTdjeu87ejdsMasNLX/kKdVWwWiw4PTlhe2ebJw/ug3OYdB0UiuW64db+NULyb40puZM1wsRULQYUgtU//9wdXAi0rqPWA0KIaQ1JUoak6+uDFxjCGNHJtg6vjcz+24Kd7W18hKqqOD094Xt/+Ifs7Gzx1a99lS54FrMFu7vbPHz4iHv3buPaDlNputaxXLYU2jA5uMXN555jfnrC+vKc0Cz5L//BP+Dp8THvvvMeL73wIk8uTvnxD3/AZ48+ZfaHJ9y+c4uf+/YvsFyvUKYiFppf+2//a/7JP/0n/PZv/hb/+d//eywuz3nuhrhWEQUTv7ycEYKnLCtqbUAnjDz8R/TT/P/ntRE8E2RHT1GWrDtpXUNwMh2wWHM5W3B6fo42mhdefAlbFP3NHlYVSivKQrwjFdJSoBLLjsysa2P6ykR+fKYa825nm1pXn3C4jYaPlLSBK99DgdLoNApny1J0p92CsqpZ2YLFfMmya9FR3gtRQlxVVjTtkrBuKcuK9SL0bW/+1j7I6ozoxO2961y/ZwdIB10kIRInIjIxLPuAAmHzMQMonfHEDcFC2AQ+6C9HcrqXYFXkveCpNdZcrd5Vr3gIsDmEqWqLMQjJpeQaWmNk9YCX/fMg1YROMiHvOpEO6Q05pVIFnwPn1a4hV88qfU556AVyye48McRe25s1tABRizzHO4cC7t69i/eOp0+ecHl2RlFYurbFO49G0azW3Lhxi+tbOxRGiS0fUrWtVm3y5Cy5feOAH//0x/yLf/6I/es3+dZ3vkMbYDSdUG3t4ts1ymg64Hyx4rntA/78r37CyfEjFJ7JZMiwrvjq17/G8y89zycfvIcJDXkPkQ8RtKZ16zT6mSt0qaJ93MAYPp07oxQ+OHZ2dnGdoyiLtJ1A5Eb98e6rzNB3C50P2LIixvy8iHLDaHFH2t4/YLFccnJ6zvf/6I/5e3//P2M4ErJxPJ3Sto5PPnvA8/fuyeqR9Ro9qMFoOjSTg2sMp1POnhzTzMTz9ju/fMDbb73F9b093v7x23z3u9/m+sE1BnXN+ekl9WDIynkePHxAvTNhb/eAo4cPefTJZ6znM6bj6wwGdVqyGPqEvzkDKRn/B0SrL0fQ7GOXSoyrwpoClGCKzXrNo8dHPH56ymA45vkXX2JnextT2A0xBLRdh3M+LX4XWdFoNBIjhxh6wgmVl+p+/j0oBBjvupasJ7RpaiXLN0Tnkdlasd/QxlAoRVUOKOoBwQeMLTk5fSAkUHAYo6koccn1XaXgI3KfIW3nGAwGXC5WYriRA3lM8hwfUAWyqnY8InaulxJ5nx+OkA60CON7pj4EdIhpIi7SiUIJbVwfNLUxmMy8X8FCtcmESUyjn9kKT7oDGf/TfdVnbG5ZI875XiCdg5zK11qJ4sAanWbD9RVcKbWGqaU2RnDVrJFwCfPtD07fiubf5ipU8LgQ5b72D0bG6mIgBk00WjS/IQgs5D0qQts0PZnm03tRaNpmzWQy5qXXXqAqNIW1lGXBarXm+OgZZ2czjp+dsbu7B97hmgVHDz7iNx58ys7BDX75b/9tBpMR49EBXdNRDAZw9ISL2SXTnTF37nyToig4Oz7ih3/xZ7z/k7e5PDtlNb+gMBqrZeLIWMtwvIVSYFUgBnGs1zEmk+fQE1vakMY7ZVe7tXlttMAheeIqQy49tt1XnoH1usOYAu88MYoo3nuXbwERxfbOLuvVCu9bfvM3f4vX33idl15+gaIsaDvH4eFtuk48YuuqSnt/pjifzmA1YO/wNk8+aVjNZ1gF3/r57/DBT37McDQgIutc1iu5N8PxhPV8wQsvvsBqtaQe1hRlyZ9+/08ZlJ6qFOlRWezK6UltlwygRHTCxNW/GQ/+Ha8vRdDMOJU8OJt9JRnon83mOB/45ps/h4/JHcVaFLBYzNPNjrIDfTAgDGq8y1sWNdYo8BKITGJ3E5W0IWkUae3EhoXOb04ZrkhyQFmpfIwpQMF4LCsPQpuXq3k+/vBDDJrxZMr85AkaRV3XqEoerozdPf/Ci9z/7GParqNpmp5VztikGGoYpjs7nM1X7O7uU5U1a+eIUfWtVAikKiObFCddYfo3qpC+X7b+Ulg0IbpkCFJJtapVHzQzJluWFXVd9dcjY2GQyCItDLhKe9utTYxt3MiqMlFkrpikWFsJe5vY80w6bEgo1ZNcxhhx7E+Vr0yxqCuHPVWNqTqKIbekcm1ywMyTL/kEZFJLcFCPtvncBbqu7QcA2vVagqnRBN9hteL44QfcurHDdHsHq1owLbdu7HF+fo6KjqLQdO1KoKeiwOjA8uyY//N//V+oBwMmW1NsWWFtwXI+Y3FxTvSO6BzOdQTXEoMXk+wYsSRMzjlcOqsnJ+dMxxVqdYFazCRooonKUBqDMgUYg0eBjojdcO7gAkVpQGmZ/W+bHqbJ+3OEkJQEtWpabD1kNpthqgnGFCLjU/TTWeVgyGhri8uzE4L3/Pmf/QX379/nu9/9DtPpRNKpF2Y8es+Tx48pyrLXLgctY6/XnnuR4wf3WZ6fgfN89etf57d/49ep60rOe7rzs8sZTdvyg+9/n+/+zV/ml//GL/In34enjx6IITSRMq2H2QgThWTtuk62r+q/poj6d7y+FEETPl8q52mP9AcURcHNW4cMhiOyy6TzPs0lp2mi7FaUAltZlr2IW6lI9FKC6yTo3lQdG0xOJ4hAsFV5aaP7uWVjDYUVx6Vm3VDWNfVggDYG13U0yznt+QUxwPMvv8qT+/dRvu1JEeccvlv32Jw2hsePHkqLavISNtmAGHxE6cRqhsiz02ds7V/ncj6X92IssUhkTjDJOUi8EZ3riNER4HMz+IJt+QRD2LQtMwgon+RdKsqhMlqlCpY+4OWqAzIeLPfNKKlsnfM459MeFklKIUaMpHdAquKgIpXJZsq5sg3kEdWYz0Oa7PHOyf75KwxnZtRzEohkziPpaoTp6tv52OsyM/mVg6wQdEL+ia71k48/piwKzs/OiCGkayXsvw6BwhrGZc318ZDbh9fRCrrVChWNeDkihiBlaaV9NYIJK2uJHgaFxjdLLo7nKKUk6Qc5z8F5GYP1HpKBRkywgQJ8DOl8SlJZrZZsDWvGJuBjhws+EaQxGQqrNP8i8EWHZjAcURhZGV1gpWPSUsHn50glBrL/vTa0zlNNxhzdP2LvoKQYFam9jzJJJBeUydYOq+WS5WWLNgVPn57yL//lb/HGG9/gtVdeSTR6wCjFarmUybrOQV1tcHht2bt1l6IY8PT+p7z1Z39BDPDe+x/wzTemlLZknXxiz8/OefDgARe/9Vu89o3X+eYbX+cPT4+ZDAqMNphCuqLgBc+1CcaKIaK9Rymb5GVf7PWlCJqfJwtEf6eSaYFWmsFwQOtlQ57zaWePUbKXOv1jjLjd6LRXILeVxhgIgtUorakHgyS1CDmSpGpT9Sx+UZRpVlfaunpYYQtLPRhircEWlq7z4ohjDeenZ6xXK0pbsnewL+2Jc9R1zXq2+lxb2HVdai0FW1ksFhgrwdq5jr39mywWCyKR5XJJt15ckTpFvAt0rZBAMr+uk+7S4Z3gXJ9j0lNAcr0gWq5N53z/d53zFGVi4A190iqLUqr+xLA755NcS6zk8sukVb9i+GvogqINGo+sa3XCSolWNrV6TesFmtCqTyoxqSVUzENUmf1PFy9dSGmrNN4HXNoKelXPmUdcfap+JGDk6RZZ/ZHbM9kDH2narp+e+dnPftbLvZzzfXvunccrIRe9rrh+cxfvO0xhKOsR5WDKyccPRXmgFfVwgEt+BCppT0Pwae5cSCijQJc2aSgDaBmaSHcvnZuMz8bEW24W9Z2ePmN3a8zAipO+I9AFTxc8PnVqwm4nB3+lubl7gKbDuRatR6JPXq1Zr1cUZUVlykSYxh7+Qmvmq5a9G0Nu3L7H0YNHHFY1dV3hEvQRojyvprAc3LjF/dWaGFy/VeEv/vwt3vnJT/nWm9/k9s2bKK2599xzDOsB//oPvsdXXn6Ra7du4q2lrUp0jAxGE27efp6HH/6M6fY2r33tdRbrhuPZMw729gkoLmczrl27xrpb8+MfvsU7P3obTeCV514gV5VEJAEYK274C5mwi0rL2PN/QLz6UgTNnAV9wpSsNRgLWos7i9aaxWxJbaQ014gVlU8mF6QHwHtPUZWU1Wbfh/NOOOWUTYuyEKYw+D5bk7A2pdQVY45kxhE9VV1irATNnFlNUcjo1rNLdvcPmG5t06XdyRmOtIV8XQICyIursv5HZfY+3VjnPdevX+ej9z6kWbdEH5P9nEstpwSRtu2IPpkwxJiCR/Y69JtWPSkGQPfYFkRcCGjE8CSGQNt2VJXvW3NjtMxka9MfphClnamqsse4VHrfTWwSxiuJqvNiwqFtgU+BkBjFaFkDUZQEXSK1isKmClaTzahdd3ViSvUPcb5m0qrL587O/BKTrxJpOjHIJLZcwlAW0gciOPncdV1zeOeOmFs4SUjeObq26efzRTiuqMqKJ2cX/MmffkRlNcOqoKqKpEIwxNiRF+7l6rxNQdIaQ+jfaw40KgMFfeWsFMlLNuK96AnzDLhcJ/k8i+WC/f1tYpRgLFrnZOsW046tINUVKtIFz3RrkiRZUrE651itV/3gAmzgEfF2TZ2XKQi6YLQ9pXp2JtWxtbgQM9XYk4DaWKrhkPV8Jv4QSQo1u5zx+7/3+7z04gu8+cYbVJU4Phkf+On3/oiTW7fYvXWDwd1DSgNnx0fc2N3hyfF9Ah3Xbt7g8nLBqmn45P5n3Ll9l8v5jLaT+zSZTmWQgcDWdEtiQvKjaLsOnGx5JZE/IUjRYO2mCPj3vb4kQTMTI1dMGLQ8YD7ImNdqtWIw3U3tu1SGWTKTsUvfi8Zdb/QbhUtJLK/GWEvT+UQMZAY5JVOlKYuSqi7ByIHpuoaqEou0oqqI0Qsb6RyLxYL9a9f7FjID5/mGaGMokh4uH8ZMdsQQe11qHtlrm4Yf/ehHbA0nlHVFt1rTtgnf8tL6Bi8sp0paUZRcoxCVLD1Thqghpp2IWhnZCZRc6EOQ74MKWGNSiyvjo1qr/qELOmBNDrPygOedMzoZFufr1nkv+4a0VH+rtVQ1hRZTXR8RUbXOo7GKzonm0ijNciWQRde5XheY1yRn1rwsyx5WyUktRpWML0BdmSU3qUsRQgg2siTQCV4RX1bB40IMBCez5sTY72XadBtSweczpLXm4YMHXJ6d06wWEByDYcHhXdnsuG5avG/p2nU6LyIf69qWYA0k4o0UMPM6E+mINVGRdulkhj/BJ0m2lbH+GAPrpknaWY/O7kdGo1OwlIwhUIeOEKNjOBxJwZHgkLZt5b4qnTSUss452wlqrekiFFUNyeX92vUbwhWQBOip24DNiOtkukW7XuFbl56vlMxj5IP33+fxo0d861tv8rVXX8OoyO61XS4efkZzesK4mXN4aw8uj3h88ik2zNjeGjEeVcwXC3YP9liuVnz0yccoDaPRsC+EtFYUxjIej1guFty4sU9RlHLuI6wbWRFMQjJ7svcLvr4cQTNntBCuVEcbiN9YQ9e2crhiKta0WNZ7Y/tKxBYWrXQawzR0ziUsylMksNcYQ1gJS0j+Xj2rKzvFq3qAR0wiyqqiqmQhWna5OT05wVrDdGs7YSW+Z9NBKkxtDLYsiL76nGQmj6zlCkRumOmx1NliwXQ0TlhkxHViUya6zE50qusGq+VgKqXxUYMxRHRyNjJEL0EzaIi4ngGPUeHSjvMQHPnoCDss7997T9DJhd0ISdM0LZCCR7o2UjBLFeZVSFs1HSBWacp4okqGISGgokYp+R5CNEl1pEHY21a0sHk01CQRtNZKEp0Tlr2sjEgtUfiQRgFVclYizcvzeXG3SooJpe2m01fJU9RLAohp8kojmsa27ZLhsbSXMWF8zntOTk5wnaMsaxSBVbvi6ckZVaV58vic4WjM7PJCYJUYiUHJpBuGQEyfPWOJHZo0Nip6HxRQWCkkojFo5wl9FRh64ix4j7GmF2jLMdSpsBAhu4r57MmvRSkBJCg5u+vVivliTlVWG+hlQylgjGa1dtjBIH1vzfRgn65pwBhIsqT+gU1kUjUYMJpucXHaidTOR5pmJZAKcOkdv/e7v8veeITv1hSTIQd3bjA7OeXJh+/wyuF38TbiFfz8N1/jG2++waefPsDtbbFYe24/V/AXf/qnzOaXjMZDEfxrTfAKW5Ts7e6wuDjn8uKC6XTaKzS8l4Ih+EAbPNvbW/0wxxd5fTmCJhIEnfeUFCloGojiZlQUFtKB8umQFLbAFhZjR/JQpNY3JPxk3cioW2ELVAxELTLvoiho1zNU3BbRt7piSIxUt0rrfteycx1VUbFazGhWK1Cag+s3cN1a8LDUlqI8tjTkbZRKKVQ0OCvVbfShF4KToIQ8iZK9QfPYonMyGx7SuFfnAs5HlqsV3kUaIrFMlYqOJCEJAUPQmqA0XvleBiJVlQQS5yOdzwkjpv0vEeNk1CwiMiFVipgZCmJ0aZ97YpZzAlCKQEiemCtIUyMY0Vk616GtlYIpRIKOiaRJ1V9qD330DAYDDI3IlJRPGKrDeTEhibk7iKB0IcMHiR2RKZgg5BmJHLpqahGlo4hKoX0Ak9aFpMZTlBHSXMbgpXqNQgopSMRWTOc0slo3PHr0GK0thbGyA0oF1usFRPE7KKoxjx494ujxEdZYwcKt/FqWJUqJc32ZjE5y+eicl4CvFaPhRIJ+29GpjVpB/oF1s+7d1lUKuumAoVUEHYXYixCVzM6XtRgmxxAxhdzjpm1StE1tufk8EVsWBafHZ1Tbt1DG0C6X2HrAGsAWaNdhg8BJUct2S6UMXimGkwlts6K5PKVbXGLaBd26oQuRYEQT/Zv/+//GwXCAmw2xVsm9jS13bl/j/fMj2S5Jw/HRY+4eXofjU8Z2i+pyxYtfW/HpRx/y5OgBNiv1ypJyVKFCYDwaYg1cXFxyfn7O9u4edV2zM53iElF4fnG+WTL4BV5fiqCZE1TXtSgl1v8hyWmUTm7SMdC1LdpuloGFNLGQq8CiKNDJVX3dNESg6xx4h9UwGpaUZUnTrPrWRPUBQC74aDTClJbQmzoYui5iC8t4siXZPophhrEWFUhVWsSHDhOrJFORmWWt8yTKZsQwIvttQt/OixoAYsJWpKJt19Ked06CnWo7ojJ0nVTPMqEUQcl6AvpqPZMiAecSTpaqr9Z7ab8Ty1xkizhtUMYmqZBisVwLttm0MqFlLTZXQXozjLDBEtlIfLyDGPBdI+NqKpsyS/DO9855MVOwRrP2HcO6Ymd7j+lkzGg0QmnNfLlmtWpYrFbMF0tWq4amlTFX5z1dJ1VLcMmjMsbe/bzIC+0SDIPSGCXdiFSYDpWug0qVd0zjs72PaJJsZclZDJGTZyfcPjxkNlv19x4k2VblgNXqFKVKPvzwQ1zXYbWhaZq0vnmjg/SuAwXj0Yi/+3f/DtPpFu16LX6dRL715ptkzSlIJf07v/s7PbEoI6BpPJDcim8CKzmvKIWxMjiys72bBi86RlXNfLGgadZiR+eLfrtmXuUin0uY83Fdo6wRM+LgMWVBcA0HO0OOfvpDVudPiFpT1gNGk222JtvMPGwNBszXAz579jFh9hSrZS+YtoZYFHgUTQycVyUHB3vs7u/y0kt3eedHP2R/b4uy1pyfHjHd2kJFx60XnuODoxXTm/vc8ordwzvo6FjNZzy6L3vQP37whP/5n/xzXrPJiAAAIABJREFUpqOSV19+nufuPcdzz79EJNI0a5quY3Zxjncd3juK/9T2nsf0b2YqxXlaHjSTGPDVaikPhVe0wQNi02atEf2jkvHIxXLJumk2FmY+oJW0OlVpsNakee/PQwD5cOV96MZYlosFp89OODy8y9Gjp0mqEnqGVjDMTeDLU0QylgU+6eyICW+74jzknReWPpE7WolfpOpi/76dy2Yk8rWCrXWiZ+vkcykfACdrDrTHBam8fCKEQJa9yeyz7P/erEAIRCcjcvVggErEg5goy2cS38v8HlJLHhFGN17BaCFN3AAEimTiHLpWJn80EjDjxnJNJQLPeUfwjtnFGU+Pj7CG3okIpcXdSRl8VP01FAs/R9O2Eri8p1/rEYX8kjyUQoxKFZrx/RI5aYeT7VsixXx2N+pJp9APEcQoeKlzHWVhqaqCpgksF0uc68SAxUnyu3275Oz0lBA8bdegkIkjYw3NukluTjKLMpvNePvttxmNRlgr00dVWXB0fERZ2M9Vqn1nEiOr9Upc6rVKUrHNuext4UgFQcKTB4NhUvzInVqvVjSNWP5ldt5YsU9r2y5Vn2JOQnKqMrXFp+fSGMXQaD5+5yfc2KpwvqM5jzz55APsYEy9e5NidJAm5YaoeoSJLfg1q8U54+1tYvCUZcE3Xn+V5+7dpa5LLuenvPvue2xNhigN1w52uX59n8uTp2At685hcTiliUWJNhVbozH7Nw7TOfM0yznPjh7x7o9+wL/+wY8gOg5vXOPll1/mxeefoygrRqMh49GIi8vZF45XX4qgSapSXNehSdKMGDEm9q1cURgBc71nsZizX+8xHA7xQQ5017VcXFywXK1o2xbRQWrqqmZ7a8KwrlB4lr6lbds+k0aVzInTw++cozCao6NHbG1vcffFV1iePeXBJw9FHM7mMBLS1ErYWKZ553qsVPw2HRvTDJEWow3eB4pBmcTBcVOdhpCMblshl0IgBimDvReHbGM1RHFT6gNAIsZ8quDyyJj4Nuo+KYSkN8wfQStNiND5mEgVDVFJFZiZlxTkXMimG4nxVaFnRgEhg2Jq/xMhEILHmKLHTjOgKIy3oQ+zMTfLkS7vmlkvWa5WdM6nrsFji4LBYChi6kzyJIhFF4XgpqnqEsONfMSSI7w2RPVvS3+uVpRZ5ylVtKLtup7Mq+taDKaBw1s38d4xu5zRti1Ns+biYsZ6tWI4HDKfzZGk5VJyVikBBXRQNJ38+WBQi52a3qxZ9t7x3vvv08uuEzabRf4AzbphOBLj5awQCJ8LmKTPgSSbLlAPB/LH6ew2TdPvQs9kqExGiaJBK1lvgS7EIJqkpPCRsixkLHO9plKR2iqu7+3z6OiI6e6UH/7kPXZaz/V7E4KP7OztUe2M+OzDn7KeLwjNDFdbfvEXvsuLL9xjvVxyfvaEtm1o3QqtFRezGd51HD854vxyzs7WlE/O3qXau8douxInfG9RVrqHLialiimoJlvcGY144aUXqazBarj/6Uf87MP3+f6f/DMO9vf4+lde5cUXX6AajL5wuPpSBM2I+DJ2XUfe6eN8wFjwPgvMpfIorZVO1BiaZk1MmXo+n/VFxXQySZZfVcIXI0RpO0VCEVA6r9TdvAulZEnZxeyS23fvEpVMf9TDAU27JjhP1Bt3n5iE5H2LFsV7ULrYQHAN2TRB9cdfE9GyfrhztF2H0WKEYZSMFnrX0TVrfPLLNNZireCa2iQZS3L8Wa3FMDnTqjnOSTupyFKbmB44aQtd2kGkcQQ0itVahMLaaEKbWtQQko5SsLY8HaO1So5JOrG/GqONQAyJbdZG9w+wUVpWyiaSR4J8WseMYLM+BlwiiwUBCbQ+4kTiCcgDrbJ8KQqBFDMBpFSSzwe5xsnZSj6/BBUfIlhHbBO2arK/p+Lq+GAfaFOHIJWmJJKqqsQpPwbOz0957913+/UaZSka39UqcnZ+Lrvd07hnhgTatun3cOeENBgOGQyH/f1xCeYojKJILLt0MhtLPoEmOibTSWrf83tPF7FPFvIKIYp2dDDsO6o8hSYrWmSAQxQQnk4lrwWteHZyRtTDVGCk1t1L1ayJPHrwQERJyRDkq6+9xunpOXVRUFtDbQLVwHBz9yYXJ0956bWv8+GP36KqFG++8Q12tkY8O34sCTRKB6AVsixJSWeodMGzZycYW/DcnTtQjZk1S4yWNSU9VJTkMtkMOxKJWgYCUZHtg31+5d5tfuVXfxWAJ0dP+OO33uHZk+MvHK++HEEzSEXStS15Isj7FEyCPKBVJfrKYV1ii0y2wLNnT1ksF2xNtxiNRqlVl8pIZwYx4XAhqCSjkCczu4/3PTqR4XDEzv4+QSmZqIiiW2ybNSHK8qjEwwJiZBASHpkYj7TGIRC6/OdpTDQqorbUw4prN25zcj4jhkjnnSSAKC7Zqgy0zRrfNYTOUZU1zapN7L3gt953MkGk89y3770Uc3uVRd79XHdqSUVriWx1RNpf5yO+a5PJryQGjVQVfUVGTAFSp9nmKNfJB4xJZgja4ELEoORXbfERXMxmG0rwamSJm+wKD3QBgioA+bkuRnxMukcyFCKVZt9xK4VRSbaldNojn+9OFvZLzMki9951HmG0dWkxumTdteTx0axkkLMpVbwPch2quu5ntG/fuUtRWB7ef4hScHBwwOPHx2ilmU4mFGXBZLpLjOKd6py8f60Uy9UyfZbQy+Xq4SBdw3SNXSdVA7KGubCKtm3EsCVBBrLsTIJsbz6csOcswsoida1tv+fJGFGk5B1WpS0SNJadsjbJ/uL8ksGNHXyIqBBE4uQl8ergOTk6TkYgnovzc156+RXefec9BmXJ1rBmq1Jcu7bPvTuHfPKzik8+fci3v/0LjNScremA9XIhkjGd7Qtz4yeSMG0sKgaKsmK1bijnFxQedCgodYWuCkKPwgjhq7VCR3n+tEa2sqrA9s5Wv7lUK40tK8Y7O7jO8Xt//DtfKF59OYJmDLKLJYHaOrWi1pR0Tiqa3Z1dFrMLxiMhisQ1W3P78GaPW0mbmP6bK94l6RejRfZhjbSrIVVr+Wv7dQ9snIMiEWsVs/kZ7WqNV0KqZC1YnhSBFPAStCAVSmrxTElhCy7WrWhFtfz8srC0TctsdsH29lY/Gx68p1muULFLGs2YgkzonY2ULjCJvVfp8xhbkAXSor9rMMiMb1QK3beHIpCvhmM61+FDI9ghUFR55tthU5VujcZo0gSRxyHz0HkNBUS0S6uRdQQleFhUmqA8LrZpmkhIPF2kIQUj2kWtDYbNGuXep9Mq6Bwhdn17H3IR1Y/75d8rlJb1sz6IosDHkMj6iFSfYCMJswx00fPo0QlGa9brFYe3bmFssufLUzcR8l6VgCyea5qG4D3vvfuuVEFKEv+jh49o2o66qlku15Rlhfeh3zuljGUwGtM2DdpYQnCUZZESugMVsIV0O66LDMqKoipFn+kFvqrLikE1wGjLncPblFVJ23aJ/U9nefNkpSpbuqJqVFFWJavOU9alQB9dB1E+V9t1srYk6W1d0s0umo7t4ZgOIdyCcb1KodSK8+PHjJRU5Kuu5dd//dchKuqiZGA1Q+XYqTzXJxZ9fRuzXLA72uX993/A6dNnjMYlWkdZbJcmzrIYXmvdD1RopfGdY352wjSCNjW+XUFZUQ8meKTSzIoYggMNVmvByVWkMPJzijTIoUyFKQxt95+Y5CiP31dlKXKXhOlUtiTEFo1ia2uLQRvRfk1d1TJ6FqXtTiyLFONZNgH9Yqg8RZTxtMKK0FtMPTbOOzlYo+inb2L0CfNqpC0z+cGmx+OkkoQQUoWQxMExaoqywmFYzJfcuH2bJ48f9SOT3jsG4xFaC24m+3ikVe9ch46OtnF0ztO6SOshqOSwjvzM7IUZUTSeZIsHhVHYsqSysqvcuw5rDG0r7LPzkcVyhfNgihKt5bq7tI3QaIUnysdVaeFDrgKIhCgel8KVSDY3yvR4pcwQB/ARFxohQZL+VmdtrbVE73rJT/SdSGFSEujF0EBvL0fGf2V9RRag+2TUoYxBF4VUJ0mt4FPl5X0AFVHeSTANga2tbZbLJdVg0DuV6xyIE9a+btap9BEj5qZp+4rVJ42u857WiXtPUZbMLucMBmPG0ynXbt0kqkjXOtarFadPntLaRohCHGUp8EthPVVtmYwnKDS+C8RkJGKMwahkPhMjhRXX+KDg7OJSSNNcQfXeDRtGPQDlYNCvRgFYLpcCDyUTG5+UFzHGDQ4bwesSpy0qBLRyaAI6rXhZ4rClQQdDCKJrNUYTXBQv2RAwKrA1HkHoWFyecX17yv2PPsAqTxcdrvOyZtds3rtgyLHnB7KkKkaZ1Fou5tjKc+/WPZ5drolGOhhQfTLFaxRpV5WWSlMZkf7JdQRjohjv0H3hePWlCJoAtij6UT1V6BS8SlKXxHQygWROK7Ev9tq5TOL0VWa6yCG3i75LMhT52qq6Ki9QvTSjT9GZGZe+TjDVhO1ZW3xu3MwYk7ryQMCL0XG0qWV2PD1+gu8cebY9+JC0mI6oYm+tlTFVrYUs6pxnObtAK8OqdQRl6fJ+6jSCmRNBWZZEFG3nKKpS8KXgQGWhvUqLz2DddrTOs25auqBAGVQIhJD2/qSaTsck+jY6DQjIdc1O60SZOTLpsjvnUV4eXLRBGzFL0bakTIy3SYvWQhSBu1LirymVssxNu9AJSaMVMX3OXC3ZohAdbLGZFe4lY+n6+pgCWec2Z0OpBAsIvqWCTxi3QCm2sMQ2j3SajbJCKbo0w26NxTnHWz94i6qqmIwnyW+NTfBMwWg4GlEUFb/0N/4m1w8PGUyGrNYrtCk4PT3n2eNjzk6ecXl+xnJxjjWRwbCmGtSS8Aot9me+YblY0a5WRBfAewalLJ9rnadt1kStU7cQyBtX8zqPzTWSxFEPhtKtJJs70eFmrPuKN4HWtI0w/m3TYutaJn4Szk1ZgYJ23eHcCjsasTi5xIVlTx4qlHimKkW7XHF2ckbXyLbUg4NtTo4LXNBELAHZg2WVznYQAJvxW3LNrPpn0zkhc0+ePKIa7dAGJy7yiJZYCDAtZ0un1l+L6F+6kjQ6nYqf/wTHKFW/QtaHgMWkysT0LbZO2F3OhCKhyV9/hdNOD5FsdFzy2f37PH36lJ/79rcYDmupaLO9P/QMYT4xYoIhFQZBbpgPEa2TQF0prl07oGkbmnaVWvpsEZTbVZnrffb0Gddu3ODy6WO6XE0lj8eY4FTJpCI3KmyBUh0hRi4uZxRGFkStlh3KSrDUyVwgXGFKu1XTVzrn5xe4bg3B411LacVpXqWKw/sUAI0BbVOlCIpEhCAyrqA0BC9f17tJJYwpgewqymIvwT9lvNW7VJl3HqVbIqu+4tNKtk+idEqSEtxzEnKtWOPlscKotLS4zvcVkzaGuh5slAAZo1RKArHVG5jCS6S/uh4jB0O5X/IQWlPgtUtrEGqpXnWeUw8ifE7nynlPN5tzcX5BWdW9F8B6vUZpzXAwInrPwc09BsOaxeycy9kp460ptqq4de82Nw/vMD+/4PjhA54ePWSxOCfS0LkIBFxYEQMsZ0vaVUO3WuPWDaOqonHSQs8XK1ZtS+sDrXMycJDOv1YB7fPv5b75KNe+7Vq8F5WHuGFJMnNXuq48WmmN5eLsnHKwJdWuC2hrE4YfklIksHvjBsX2kMXjT7j/6afEGBnWI0pTgg9YXRCD5fxsyfa4pmmWFEVk/P9S92axlqXXfd/vG/ZwpjvVrbmqu3pks9lsTiKbZKxE1mCJUmRKEWw5DhwrCSAgiIIESBA5Rh7ykAc9BTGCxIkQP0RxECmwjUiA4kiURFmDI0YcmmM32UNV11x3vvcMe/qGPKxv71N0ZLMN2EDnNBpVdevWveees/f61vqv/zAdoVdOmiECMSl6YmKArF3ooWcOmB7CSdf3/HDJbj6i6hooN1DFWKAblJD7gwHl+yGT07MzZpMxZVb2FUBodI9X6+/xeE8UTWnHAyAdWFaaQZstBrkyEg5zU98Wxj7mQaXOT1HVNffvP+Deg4fUTct4POGFFz+Q1hiASjAAPUCebqT0XEJ6Q+hlaelGG5Vj8IGrF8+zWs4ljkPLyRhTtyEFV5HZjGpV8+RTz9DUK3r1i1LrrimkpEPR4gpu2+fa2CynGBVYIyTzcjwjpsLT55ZrRaIXCQ2pS9ttHwJd54nB4TtP73ilVW+7pjA2B2MxfZhackqKSQ3VtB0qz1CIbpz0Xvgos7rE6ILILO1AJieNTv3PqNBD1ygYciD03EcEW1QxDNr6kLru4bnG3j9Tug5jNEU5SksNGVdNwpWVrH4lyjbxUK0xjEYjPAxSVKOUdBc+DIUmeOHtCsUrEkUeLp153aRRPbXaMjdijOXHP/MZOufIspzf+Z3fZblcUhZiNH24v8e0nrK5tQnJaHljNmHnwkWaqiM4x+b2DuOyEBeu2OJ8S91U1PWKpmlZ4qibFV3jwYPzoFzHalmxrCoxPQm9BVyCpLQW1ljSnSuVOjYjAojVqiIqg9IV3ju6TlgrOsTkqbom02dZznJVkW1cEmPtILZ0JFejwmhm5YgLl3eY6cDr7ZKT4zO00ozzEcF5jvcPGGUFTz8z5cmnn+X1r3+B3e1LPPf8M7z++jfJMkNeZEBM1oIdbefk/baW3gMrBMlb90ZjopHD3Dt09CzPjglmzN7hnFBukucFoyKnzA2FFT19rzybzDbJrNDsUkM6FOd3+3hPFE1jJDOkjY5iVTHdmiDdoygwon4MlE+gO0oWH23nODg85K23brJcrRhNZly7dp3P/MRPsrWzw+HREffv3R34nFpppjMJue+Shfnj0RIAmdE0XScFAnGK2d7ZZZTlHD68h80sG1viGdhjo33hXC4WTDe25MRUyakGIPYpkHJRNnWNKnr+ovx9Zix5FkEbWi9yvXI8GUjF605JyN8hStGslZCTO+dSAZOts3MOF/vCL9/IZjldNBgsMZq0TIpEFRNMocRoFynO6U6Uj0XQOhPzB2vXvEeiFKEQIKpEC5KkyT4aQQ5BWdZ473F1g9YRnxYRgzt+osMIZiheAD3VRmtDVpSMRiOBN4J0TCbLCSlkTyktHQvQNjWZkmK3PDnFZDm2KIaRz7kUnKbF2KTrfNqMCztjtVwxn8/X2/QorlP9eDufn9K1jsl0Khh8kQsJ3RhmkxEbM0kNKMqCLEaqkxNuHR2xWtQ0VY1rJCrC2BytZNlR2CmTUlgR168kbC4pqXSMNMtTDg4OODw84vjklK6u8XWd3JLSIjEqccSXRooYA7OtTZTNaKoabSKhqmiaRvwsY2A6nWHtGKVgsVimaGLHcrliqxxDCLimwua5sCyMxejI3bff5l614OzRPbr5sSyV8jE+tAQX6HzHw3v3yUffZNXBd27eZbIxpZmfoPOS3Y0ZZWEYjUuauuLs9IzT0zNhXiQjjR5fHuz/QqStKym41lLPj8mmBtd03Dvcw+Yl3neiBFSBna0JWxtTNqcjpqUokKIygtcHv5YWv8vHe6JoymJEQP6qqpBlgR5E9D2O2WOWxlratuUrX32Vvf0jlNbMNjZ56UMv8MlPf5rlcsH9e/fYO9ijLEtISh2ZyGSD7vqRDYZJbXg+SicpnfD9uujIy4KqWbGxtY2xKm1ME7apFEZB7TyT6UzMKlSfOZOczZPaRqsUvZC2rnkuFKkQAllmMVo6ta7rkmdlvxRZP0kzdGLSTfTqFu86uralqatEj2qFkBxTZyZ+eyhtSICC5MIEMdvoX1+toE2FuV8sWGvRxpJhsJmhd/NOu5W0NJH/jVpr+RW97lvYCL3TjA9BRnkEA4sJ8Vda0zYtkeSFqjU29DJIoZ9oY8W4xejBXUcFyLRBW4t3smjTWnN2djZg2716KdUhOVz6QyYEohE2Q2bFY/L09CxxEteQTb/F7YIjyzKKouTsbJ6oSfLIMst4OmE6m5FlOdPNDYqylGVd3WLzAJlsvSWVsbc2dMnCTTbIbSsYoKjFDEFF9HjG9qURxcY5LqOom5bj40PeevMNXCe0OBOFCZKlZNc8L5jNNsRUOkjH5RD5cY//ySIpqa0aSag8PZnTJad837aYBF1J7pQjusD8+IhpId4QTbUQ2uDUgc1oqg7nAzaHm2+/yYc/9ee42r3IcQ0/9uM/xTtvfJu7t97iwpVzYsPoHMvlGzIJJSrWeDwmJvOUXqThQ+qQW0cWA8FFcC2jzNI2lQQyKpmKvDKcLh3z1TH31RFFptiYjLi0uyn0ReHTEYJ+1/XqPVE0++7Dpq5HKcnm8T5IsekXgUgO0KuvfpH9/UNmW+d48qlnePHFF7nx1FOczc947VvfJMuzlKMuS59T1gVSimZG24bhJkgInYDDWg3xAjLxy+cX45y6rtB6J20xTRoT5eIMAc6dP0+MYj0lum+P1TFp6UWTLSFUyXzCMYxCkm3O+nuaTIpV6lS/O5dZCqXkcCvh2zk3dGlyg8fEi0zegUon7XMELZLDNhUTFEkvnlRBQXxNe3WKsQZrPVkOyvjE74yPHTaJ1pTUNDZbj+zDc0rPj77z7alTibLUwyx93pEcBjJ0hhCRvKhIXbdUteijizzH2gwfRVOvUBBa+TmD8D29j4Ozf0hLEGIUh3TVp3/2rkvgOumWV1WFzfIB0xZvgSALNRQuvZfaGB49epTI1DJZZHkuRPe8IMtzjMnIsgKNJiOjiXKgEiJtlClF3l8p7Jk1tJ2jLAXP7WEX7z1129K1nYgFEObDzrnz3LlzlygXFL0sVBtx/Nra3MKkJVAk6f47KTyml2em6y4k2azWmqZphk5f+bUDFUnIUJ2doQmMRiUPT08pMgNBMZ8fc9J16+WnbvCnhl/91f+Ff/cXfpEvf+GLvPqNd9jdPsdLn7hCdXifw737xODJ8gnW1pS54N6XLl7k7ExUVj0ssljMUdGTGZkWxGvWkRuZOJp2hclyJF5F8ueFdg8ExdGi4Wz5QLK7tGJUFrJofpeP90bRVIq6qZkVs4HgXuQFwQesVYhnaKqcKrKxtcXzL36IF97/fvIi4/79+3zn298gyzKm45z9gwPatmO1WvHss89I1xoGmrvgYMGLK5APkKuhC9VayeJDp9M9RqIK5GVOCG6gL6h0Kuvk2+mTcUdR5FRV0i8b4ZoZY/Bdw+H+flrgIB6XCrq2SXCZSSqXQCSQZ0IVKjKTOqXkqdh3mMFhkvGj1YqQSfHzRkEQLqFCdOTQj7xy07jgB7jCRClYrm2SDZwsVxSJHP8YnUdrIUT7GDHGkheFQCVEGYlTse0B+8FQN0ETj/NoRTK6/nli7N9j6fRJyidhGSTFUQhEZQaKUtV0aCfZUMKJFTK2dPoCsXjnUWmKMckUGRgOxdYJB1I6KI3HcDpfUVVLYROkUTw4eZ5N05AlB6xVtSIvCk7OTsWIA6RgFsKHLFIKgNFWFmbJ49NoAwaIHTGxFJzrEqYtEECeKHVyoAu1SnuND6ISEypSwjK1GrDf3kBFYrA1o7Jkc3OTKmhcem1jjKxWFXVVMZpOBSc3QjtyzombPNC0LaoYYbUW/LAoUuSysENOD/aZTiYU4zGLs1PaOKcclUxnJfO5qKisMcOBd7h/j3fuvM0Tzz3DrXsH3Lz9CKsVzfKEF194iu3ZiPnqW0S9xBSWnZ0tLl+7hn20R9u0Aq9kBTfffBOCpyg1VCtC1RK6FshQIdK1HpTFqhRZHQJRZ3QRCRjUmjaKhVy3XNEdnNGsbr7revU9i6ZS6jrwK8AlhO71yzHGv6WU2gF+DbgB3AL+cozxWMmd8beAHwdWwM/FGL/8Pb4LEYkhcJ2QxY01tI2A7G3XrakCaRua5QV37twixkBZlpRFznwx5+79+4xGY86dO8f169cGHFFa8EQ21wbX1eKT6R2ocsAz++JprRnGWGthtrFBu6xTIqOQxY01tHWHtjnNUvS7zoiZsPcdKtEffBA3pmol0EMIkS6ZCi/my0TYFppR56Ug2TKjMIZMS0fpWz9wAkMQI+Je5aKDJyNgDASlyKcj2tzSugK0JcslBmS5rIgoXEzu7wksUtqgkJAsraWb6FOSpEtbh7X1jkkuymiXWUsvEI3JrTzPrPBFtRq629Df1CRsSovTUhzY6n04XBg2pSglhS5pz1WSjLgubevTc1NaZLcx2e3FIMR4n/TkiVdCjD5RnVLiZOowlUrFRMmBtlosaVtxaCL6IZJDnNiTiYn3/MmffGGIV+414VmeUZTrfCpr7eAkpROOoIxGpa219oZxXhBUWHNZlSiI1tEooINQsIxJHXySiPaLnpBcmbROQWExyiJFK05OT7GTDXq2cgiBpmmESZG6795w2HuBHZq6ZlVVmOk2mVZCc0v3nmDUgZODAza3rlFVNa5rybQnyxTlKONsETk+PgaS2shaLj3xNLff+CYf/fin+fDHXuIbX3sdpSxHe0d84atv8alPfZRGb7B5qWA+32PRRO4+OCC4iFIZly5eZ7FYMV80bG9O2N6ecOAeMZ4Y6rYhmhwVHLguMT7ENUyjEwMmmZLLiCgsiyzHaEXX1N+rFA6Pd9NpOuA/iTF+WSk1A76klPoc8HPA78YYf0kp9TeAvwH8IvAZ4Ln0/yvA306//tMfSoyGjbFUyQosyzKWi1rSHKs2LRLWEreuEacZqzV379wmzzPO7e7y7DPPcPfuXRkrdTLYU6KX9SGQGUmkXC1XTKdT2rZNkrm1QUOMUOSFUCGUIi8yxuWE11//Dh/75Ct44ODgGKUt1oj+OwQpADFTeCeGvTGxwY2Rm25U9lZcLTGqlODnvkvuR5CLPtdQWgXBoYOM33jJAoKku05mvoJ8ys2I1sTMUmtFO++G10GWRGmsWi6G5ZXkA+XDciOzmejd9XrUHwLPYsCm7s9YS27EbmxtrSd8Sx88TSvBWSAhbjZtZkl8QO8dTROE65jghujDcPM+zjTwKLTY76cjaQsAAAAgAElEQVSYE8CIy74yls6n8TkmSILe3V0PDulywwdc4+TwTe93jBHfCmfRJQ/Qru0SjiYuSEWeCQQTxflI4k4kbK1NslaTGXZ2dnjq2ac5f/4CZVZQjEqKLBcsOSI4XTpY0JBpjdOa0WQibutGlFhV08ioPHT4Kklzk/Zca0x6X7xfe1/2uVogZPvFYiFmG2h2r9i0ULRrDwFjqKq1E39IlDoFHBweUjctWxdnmCAwWQCBcLzYNPYF9u53vo3GEfFsbEw4OZ3TNFUyZYHOd2xtTPmxH/th7OQcv/LL/y3HRwd85qf+Kk898wJni03mixV3D044d/0Gf/oHf8zOhmHRtJy1BSjLYr7i4jMXuXfrO7RxzNaFJ2i6Jfl4h2gauqojH024MGsJzZyu6th/+JCuPsWODM++9GGiGeFshjJiWN42K6wK5GWGmY3eRSmUx/csmjHGB8CD9Pu5Uuo14CrwWeAH0qf9z8DvI0Xzs8CvRAER/0QptaWUupy+zj/1MRqNsUa2tU3dMprmInNUPekgdVVpKdE0DdvbI5q65vq162lLHbn/4AGr1YrFcsFsNhtG6Bh1GqGM0GrSxrGPhFVqvZ3zKb4hRMXV69eAyOGDd1jVFW1QzM9OycsRdV0LmO88vnPJPSgbkIQQvCycSO7j6UIjSnaRdC1CpdDKpM4I2aYEL8a/IotJ3Vwgz4TgL56SPR1nOD6RGIjIsqqJShN1RutFx+2iF6ciHgubinKjYAyKFHdAWj5YM3Q6/evTm4AYLXQia0SZIlGpycYsKX9sGve9d/QxB7J0CslRKW3NEZpMagjlAEm/inRT3n8VhfQdES/SzgeJaY1BOgf6JY9a6+9TQScIb7MvyrL8EN/VHgPtC4d0XmJLR0hu9SEkSzyGr9H7oUYkMXV7e5sQHCE4jB1TFDlFMUqLRfHPlMY3CqTiW+p6xXRnE0cgL0o6B8Y7IhmuqljVFXlS/4iBhkZbg2t7FyuFUdIQiOVhkGkjs8nJK6KtFqaICrI5T2+oSSO5GOJIMRWPhLSw0xaTFQTvEkVLDIqdc3Rdy+a2GHnPjw5EopglrnX0ZFkGcSVwWGbJipKvfuVVnvnABzl/aZf//L/8RSYbl/iDP/gS7//A84ynU05OTnji6evMT054/dUv4VzH4uYeWTHiL/7MZ/ndP/gKy9MzQgN7RxUf/r4P862vfAWVd2xOcp594UU2z93htTdvcev2MZcuPYvBce/Ba6io6NpOXOyDwA2+rQGHaoG2+l6lcHj8c2GaSqkbwEeALwAX+0IYY3yglLqQPu0qcOexf3Y3fey7iqZS6ueBnwfY2dlhOpsROjmZmqZhslGmC6Wnx0nXFmMgzzPqphmUDKSOwXnH6ekp09mMnZ0dAkJwV9qgCYnPJjfkyekJV7k2LB7ke8h/zjnysmRrczspfjwbG1vsHeyxnC+EEtSKAUNdN3gnsseecA2yjYzeSxiWSnnrUd6YEHtSdkxactGES9KmThdlh7GK4FOBTYqTfnFTlgVVXdO0LcLDisMBM68qqtbj0RirIAjmJdneog6JUbbcaBlx+w7DWJGdEcMgOOgPk14iKvEcfRYMKVVSJzWLIbPr+A5rzdBFey88PO8cwaU4ifSe9EqhHr5A9eO4FHP5vfzZ2Iw+WVAlhyFjrDi+EzFRY21GOQLXtiI3JGCwiOepHJZt16WOKfmLDtQmna67FIcRAhlm8BSQbhNiymuKMbJaLlkuF4zHI7q2xW5J0bKZONcrFcV8xmo5Ewm0XcNsa8p4WlC1HWgpcCh5z4vepSuKaGC1XJLlGcqlMTlLi7NU8HsVWyTiTaSwGRubmwRMwrMjSmgDgMRco1SygZOC6doOo7Q4NFmLMiYd6ioxPFTi/3oxxwmBejEnS1LP2cYGDjg+vj00O3lR8ud/6Ee4ePEKV5+6waUnblBePE9dB/aOHvHg4Iwrl87zqU9/hPnJgq2NKT/84z9CDJEr16+yv3/C733uD6maSDmasb//kIdf/Ap3797lgx/9CBcvXSQ3lrt373Lj6iVG4w0OD19l0UixniwPaGqPykxakDrqrsY3SwodyDKNr/4l+GkqpabA3wf+4xjj2T8jiOjP+ov4//lAjL8M/DLAjSdvxKIsOKvOhHLSirV/b34xrM5TYcjznPlSzC9iXyxSB3Djxg3K8Zj5fME7d+6ws7srXWiQCzHKDyNqiBBTXkkcnnaMEhS2OZkMtluyIJKMZ5eeh3OO1bIasm18SrTrpZ1aCQYlFBbp3nqVUV8ABavrHX+koEVEu+uT9ZdJdJi+yxNTYLk52qYnXpMWVIa66VjWLU3nZZx1AWPFim7A+KIoaxQipRdML226eyuyKDEdYgWWzC6sTodC4owqGQO9j+RZRlSKpnVoICvN4DJljUnO2EK3qptmwNVCjMmTUw+dt8AW6YATdr10LFp6SWMzmUq0OFFZpSiKAqKYWgAD17O/IvtRvOucREF3EuHx+AJFWzEujqkQihwxG+SqvXKpa1NSJpE8LwkJ1zw7PaOqBPeeTCZMJlNZpih5/ULabEcVWdZLHJ6tjQmT6QjVWlluVQ3aKBbLBWWRU45LCLA6W1LVNdrLoTJgi8TkxN7S1TVEP8AfeV7QtC02K1OQWgrZS9ev7j0zdWIWpMPaR8VqVWEnWzK5JGxfeLfyteu6IreadrXCtzWFEWbL/uEhbeeoanHtGo0nxBh54skb1JXj2pVrtOUBd5qGB3f2+b3Pf46XXvoEx8cnfPubr3Ht6kU+8bEPY0oRJFRtx+bWBp/89Md5cP+ApnXsnisZZXD50gW2d7aZbkz4/P/1W5SZ5vLujOAc1mQU5YSqqrH5iKpqsUEWQVorYttSKs1IR0riP4fy/F0WTaVUhhTM/zXG+A/Shx/1Y7dS6jKwlz5+F7j+2D+/Btz/Z339SKQcTzh4sI82hroW3asxhq6TETX2SkXkBjk+OUnKgTVXsmk7HuztCSZZllx78kmquqaqaoqywKeICZCFRkh+mL3qp/940zQM7VGEo6NDvva1r9E5T72qJOSsE6duow21b7Epx6gv7L3UsK3F17H3xuxdkUJPrUmFJCRD3Zg23b0NndfgOzfwMX0yGHapeMpXkOKhlOFssWTVeOrWY3MtYyVrp24SXEFS9ajH3Ip65/Ohs0x0Id17mebZ0CErvbZi8zHighQ3lVQdpCWRNwGFFEqU4LAyKqatfD9KEMX4mPVoLgKBvrtOuPR3kZBlOxqcFIJeehvimk4m6itxU6rreqCDiR2hdPZ9QRXPUM+QUKoA0nvhktM74KKnn1licn5SwGpVceHCBYKHIi/FwUkZ8kKMMsQqTzFfLjlbzIkxUo5LfAwDc2FYtkVPCB1G53JAuoa2bQguislGcozyXmhQdV3TVlI09fDanrBYVVy4fAUfFFkuCpumaalXFcVoRNe5xD5w+BglMcB72rZlsp0LNOEDOuHnvbn1cj5nsjnhZP8+Jplor1YVb998J5nXyHXmXMe4HGFNxmxSsjUuuZrtsiwLfv/Vr7D39pv844eP+HM//FMEZXi0d8hvf+73+OinP8KF3V1uvXmL4D3Lkzk3v/MWSimuPXGZ2XjK/PCY1fEBTb1gc2TY3pzx6MF93ry5R9c5VK5p6pXwsl1DVAEThYdcoJgVBUVsyTXEf5E8zbQN/zvAazHG//qxv/oN4K8Dv5R+/fXHPv4LSqlfRRZAp98LzwQwWUHVLJlu7NC1YiSQlzldJ0qLUKfIAQXlqKRzLatVJRZdb3wHbS1b53Y4f+kSx6enAq5nlrOjJe/cusWF3fOc392VG0EbppMSUufhOocxOb3dP8FTLyvCduAf/e7vM57OmMx2sFnJ0eFRAuUBpcjzjCyXghmJtF1LlgsG5X0a2fvOaV2HBWvTVlzWfXxsNO3jNGT7y3C6hzUFJ31uTDSXqETy9vDwmGXVUXeBoDSqJyOnm4HQ3/hpzFQkA10tnMR+S67F61IbTR+nbG1yFQoBmxm0NuRFsTZ7ULJAIwZa71hULca4ZLCclD8IH9R79xgFKTnaaMF0de8Dmipn3XQDbqhNlnBRwZwjUoCDd6i+8Hg/8A6bqhJaUdfhkgelT3zOvqvuDQR12tT3GeTDuJsw2D5xVClSSJlJHXig61rZdCtFUU4oygmd8yyrinndkJUtrXOs5nPOjo84PdzjyqVLjMblkExZN+2Aq2ZWc25ryqTMMFo4m2xPODk9wjnhUGZ5Jodc6I0pTDLVQKoCWlz7jQFl6JwIBqzNqFarpN3u0uHvqFSN0aJmWi2XBDRZMRIjmq6lcx6T5akLDyjfoY1i785NchNpW0/nBYNe3x/g245ru7scHx9zYfcceVvx+f/xf+Cbr7/OvsuYxY5u/ojP/8bf4RM/9tPUbpNZUZIVBd9+/TWeuHqVr3zhS2jn2J4aYuioju4zYpe6brHKkWeKa5fPU5Ylb966z+FxRdAjjNac7d8htwvyyZjgC2E6aMXmJCd2NaGrObd7niubPbr4vR/vptP8V4C/BnxdKfVq+tjfRIrl/66U+veA28BfSn/3fyJ0ozcRytG/8z2/g9w1oMRFqK1X9L6TTd2wsbFD05yuTXYTftaHvF+4eJGoNHXXMhuVnC8L3rl9m0ff+hbT6ZSPfPjD4BM9w8nFXZYlTVMz0iOc9xTDc4lEpTibz9l/9etom7NMGTB5kcloq5LUMN1QQiRWgNCRBhuzGBPA7jG2oBhDVBlZEVJnJlSZtu3SmCv50TbPCMlc16Siq7QUvF4vHoLYoPVdWdvJjedTFyiZ3ilywktByYsco4RTWVWrIR8e+mZPNuT0TjGQujIJhhNJfjLH8B7XtQSvBxs9lOSYxxjwvcFKJpdYrwDywaXF0dptPCqNTeO7CmLv1+OGfYaS0mYAUfoFhnTP8nW8d8So069yWDS10Eh6ArRIDVOxTkwJnzKd+rC4NMunMLwwOID7FIncc07X3x9kASe49XgyYzyZ4QLMT+cU4wl1WLFcLjk9OuLk8AAbffLhVMM2XiYQN7yuMXqaxgm+2HnappGUxi4OXbBwfmVB1VO1+gNAJaemPMXyCrQT8F4WX1pJTlVvtxYSZSs40afbpPvWsT/oAtrK6xycI8ss3nU01RKb8NA0xK23+Uqmpw+9/DLOdVy5dJ7f/63f5tuvfpnFfI7dPI/R0MQWLLzy5z/O/btz9t+8z8GjPXQMGAI6St6qIVCWFqMiNjbkOuGwzjObzfA+0LTCv1ZJ7qpCR7NaUdU14+0dLJFiVKBwaNWxfX4TpyP18ux7lqn+8W6253/En41TAvzQn/H5EfgP3vUzYL0Zz/JcAOeYZG+6d1/RyalF3hVjNFkulI8yLzg8PeXCpUtsjXb54pe+xGKx4PLly7z80ktiWNz1pqm9z6ZmMp2wWi1TOmXLeFz2XrPECKu64ujwhLbxQ0JkWQrhXlsZJ40RsrFO21TRh8tF2KURv22d2GtllroDpzLINCpthZWOWJ2hQsDCejxXhsZFciuqE5OpAXvsI4f7JUXbOh7u7aeTPo3qqUs0xkquTj7GO6EuaWMpyxF1rNI7u17qEBEJaWoWhHYUiSHFg6SiOUgP01jcF6LEDBoONIEh5IuJAYuSA7JfAGnpkJRa64wjyVA4xCQDlZHZ2izxPuU5KkTzngie8jOE5OJEzw2V1r53ee8XTn3Hr9LH+uI4jNxespRC/4modBhFepNkYbSla0EbppMpO9s7dJ1jsahwIaAzMdtYnC1YnM2F6laKQUWe51K4vR9C2XwajV3TCME/3fzeiSLH+cRZ7br0swjhH5DXFZlSSPeRtdKR2nTY1lUtJiN5If6tSg+dt3eeqCJ13ZCNZvRm1AMkAwla8hTW0K6WEGQrr1Qq5rGX0crUEok8+eQN8qzgyWvX+LX/7r/n9OyM2gcyA1EFphd2+fn/4m8yuXSFN9/+Im1Xcfet21zZ3WJsLJkCrQI3X3uV3e0pOztbtMsjjM3JihJblpwcHdI5R9NJgMtoPOFg/1Akz9HSNg3LkxOmG1NMrqjPTphOLPPDY67eeJpiZ+td16v3hCIIpKCNJzMR2hOHziUGeZOMSd1OuliL3NL5gC0KLl6+zHfeepO9R3s8//zzbL/vhYHaopJKJT6GlykFk/GY+/ceMRqNh4WEiiRDX+EWSraOnNBKwcbmBt55tE3cv0H+mTGoX7TCNR7nAnVds1quUMawd3jAsvEIwTgVGBRdWkjIQksPsQrBO1wyRsiybDg4sixL1B4Zo533rFY181WLsjlFkVFoiX/IyxHZaJzggZA6AVnsGCt4cd9S9oYafdGw2sgB4APR6B5TEGzVe3QUc1yVPk+hB3L82lhhHbzWd6Ndf4D1H0fkjArW0kpjBnhCzI81PgqI74MEz8kmOIijfFqaxQQ/COMhTQGqJ67rAR7pMUtUj+vqwVlJEYeYYZkqdLKJUyhSN5YMjPupoucrmuT0tJjPU95Vz6AF13S0dYNvO+xYMMQ8KWx6C7rOdeJ+vlrh2gpyQ2YzOudTtHKaanSCMEISOCRc2libunh5KbuuSzJOi41qSDjtl6c6dceyK0g/U1rImSyX8yapj/oXT/7syK3h4P4+Rsd0CcVhCpCrTLr1siwoipLt2ZSj/UP2H+5Rd55GGabllBCP+IX/9D/j3PXrPDqdU+TguwV33mo5frjHw7v3GBeGnZnlr/6Vn+T//t3fISyO5TAxhmphsEVJUy1YVg1392uq2mIpOD24S1Fogs6RGOKOen5GbRxl6ciD4alLW0zHEbWZveta9Z4pmiCqm8O9AzFZbVL+stbJeSZhN0gXUZQ5IQa+9drrnM3nPHnjSZ7+xCv0ihWtSJG0crljNMHJKf7o4SORv52esLG1M2Q9k2RuMRUj+U4yRoNic3Mb51pMKIQQ3F+4vVdm8IN0b7FcsVhWjMZTTs7mODOi3BqB0rjODxvcloALqdNLxrBd2xBT0FwMEWtzMR+GQY+e57nw8JCC5zEUo3Hq3DTaZhRliTIZTnVoZEutrQWSYa21Q7dI+jqhH3ejBKIpraSIBCku/yRroocnlGKNlcIwEq4/UX4xgyuScEZRouAhLTQ654UPGcFHUU71Si4dAm3n8J3gf65pMFrcjLq0aNJa9NYxUYtEttgv+dZGz/17a6wdcNv+QIj4lDXTd5L9tSE/kzUWj6Mn/IdUyINznB7K9WuyDJvllKMReVHQ1DVdvaJpKuomY7FcCovDe5qEt1arihACVVURXEtmCsDRtm6AAnp6FWk8F3MqJYU0de39dRJCYDQao3T/nH0iwCfWiV5HS6jEMOg6weGzLGe1WDDZygUz1kay5Z2nrSusDpweHqCIA2ULbYaIj67rMMqwe/4ix0fH/JWf+Sm++eWvUzct5CMUmuBKzu88j86mPLr/kJPTU/zihFkBh0dL2rqhLHMmZcbR/j0+/dd/klc++RG+/qdf4euvvsrJ6TFFYVAmYlSgXi3Zf3iffHaB1WnD4uQe02lBnqX3w1ucb1gtF5wrhBVxenKEwsPq/28RvqROc7rB/Tv3GI1nLBYrNrbGaKPpOk+R57RObHRCUGxubNJFw/nzL6SONEgA7PoaH8aog/193nnnNm++8SZZZtk9t8uzzz8vckfnWC6X6cZc4zBaC8dOfFEVrvOU5YTFvMKOSkaTGUfHpxidrNVci2tbPIrFqubweEExmnB77xidj7B5gc5LiY/VHmULlO2IyZ/SOyfdhDboPMe34p7etY6ghKvYuyYqZHSXOTQtYJQhS9zFvnsUKALR/6ZsIJ/I5qKQSVvqyGB91o+yoiSShMeec9lvrvvwNelowrDUUb2C6J94X/tfe8ZAj/8Jk1+ehw8BfEiuRanLjIIz9omXksUkfqP9MiyzFhciZVbI10Q+13UdWvcGxUkhlCCCiBik9PBFzxroYzQiDV0nsENfrATeCUMnJ9dJkuam8XZna5PV2YlIHdNUUJ1qUWE1EjOyrGuaekUg8Gh/n3FVE5D3f34mNnSnp6eUucWHHFQc3jelpHPru7kQewqZYjwaQV4keaQ4VmVZJqyAzmGzPOGoj2G6Wp5j35lrpemaliwvCT5yenJEVpR4H8T1vWvAB1anx4w2xrTVgoLklIUGm/OpH/wMi2XF4eER+w/v0XaRp65fpcxzTvf2CFoTTIHWOc6VPHnpWb78+a/xqR95iQ8+9yzfOKq4dVCz+UTJ0fGCs9OGiztb/MCPfpb/5r/6JT71qY9z7vIVDvcfcenyec5WFeNJweHJMfOzE2K7JFZH1IuWUq+woaXAkhcjGq+pQo6KirrzVN5w7cIVcg1T7Xi3j/dM0RSM0OBcR5ZZ6rphy8zkpnCO0WhE5yM6xbOOx2N8VMToB4MHkAtZeGciI7t58ybf+Po32dnZ5Sd/8rM899yz3Lt3m3v3HyUcRiy4xOy4H5tlC54XBQqbeKOyNGi958LVq7zxxm1O5ku2N8dY5YkpyndR1Tw6OGE83eTh/iHB5BgXiRayZNkVCWLwMahd+ovYDLSiEPsNu1B95N+tq5xsgTXKqGFJ4nwgKp/GtHSjPdZF9hveGGSky/KcLpG/exqS2L75VNDEoUmnJUns6ZnqsQ6sf/diUvsk8r1suROHtt+G890Wd320R3/S9abQPYVKRknW23QlfFSrDZ33mEyhrcEWY3oLup6+pKxCG1HyKBL0kHA5Huuy1rSktCXvwdyErpI6SVLxVZC6U0Xr0s+jFefP76K1YpSXgnVq6d6863BtS7Vc0oWkL89m5EXBYrHCR5XI45rT0zO6tmXv0UN2trfSVJE2/FGKE1oPUNDg3MXjEc3Q83nLUZHMnQVGadpWFl9apy29HaATH2Qi6zpHNhrhQ2Q8GqfRPCSrRFmkFtbgmorJqCBTEdc1RK3JN3a4/r4XUbakc4FuecpTO2OuXr6Maxs+9w9/k61zu5jZNo1XaMbMNjJ+8JVX2LQtT++e42jnPCfjOXuPHnDj6kUennQcnTgWy4yf+Dd/gT/+7d/gZz76UT77s3+JP/jc52iWK1zrCUEO0DwvyDNLdGcUOVjdcW5aYlWgDpGuTph5VrLyisNlxxmean7yrivVe6Jo9n2RUmrAYLq2TQatmrZ1MqK2snXtL9Q1mC+/iWm8Ojo54datd7h56xYhRP6tv/Zv88T1J0TW2LVsbEx5++YdirIUGkqy3yKawcQghEiZj3CtHy4q51qeevZZ3nrrLg+P5gSlyeoA7YpxoXFdy9HRMWU54t6DhwQtkbReeXCBqLoUFyAdgkvfp1cGCY9TcCdCWBcdJSM5irWCSetBsdFvYEWLqNMGXdG2HT2NaU10VWlEBxXSIoae7J5yeKIVL85UE0XHzbBh7rs1pdUQJQtJjRI8Om2TVaoyw0EGeJcKUFIU9TxN76QwWqvXW1j92GY+pAIWI53vhNri/bqApOun/5o66eBjMrCQgzUORXtdLHsH/bTNT4eNTnxVrxzKO1mC9a/7Y7gtSlEWJVeuXKGtllg8WiUPVSUJoN1gdqyZTSfk1tLUNUcH+9j5HG0NwQUWiyVNU1NVFfb8brKk6/Ol9HBYpUywgeYVvHBiq2WVPibPr8gLeY2Uok2Gw03d9KcextpE7o/Dv/PeU9qMLsh9FrpWaEvBo7zDrZZsjkcc7t1HK5jONmjqlp1z5zn/1HOUkw2WdUtQhmI85ejkhC9/9ev86q/9bzRNgxmN6TxJidbwsVeexXZn6Krj4M5dFsendE3H4d4Drj9xGcwMF6csVyOW9Zgnn/s4i9MTnn7fczz7/hf52hf+hDu33+HmnXtc27nE6aqmHE149OgBZWExBo7nCwprGE1mPH3jKuV0xoMHDzirVrz+zkMyFQndv1jDjn/pD6Ukt0cRGU0mYlgLqKhT11lhTY7WbRq34kAr6ek9McJyseDVr36NO7fvMhpP+P7v/wFeevlllNZUTYN3HUVuKMuM05MTNjc38F7Ad+G/Qe8/KdnJ0lp1zpEXI67deIK79/aJ2pLlGSsXqYIiNh34wPz0mKIccbpYUXeSfJd6QPFPVAarew18HOzE0n4mjbiJLqItSgVQYg6bZXa40WNUAthDckxPSySfKERRGAkDvSYKxKCMKD+iUtRVNWTxKGNStIDQaazRFHkmHpsDZqmTzVdSxqT3LrMJDkhdnur/Js2wUfZ5UjBj8utMm+x+IxRjGjWdQ5me85poW2qtIxc+phRQpWPqmgV2GEyekwu7QrihonlXoptWSuSUaYk27HvCoJwYDKOVlsVJJHW3Vp6XTrhpL70FeP/73y8YutYSdhbEYLo3wpBJJaDRTIqSyWjCKC8lWlZF6tWKR/sHBB9YVStGRSEUsVyUT70mPstsGsfjkPwSSDSv0B+ofacsTUTTthRFmWIt2hRHkkQUSS7rzRp+6ZeF4rzv6OqabDwmdC2zwgAdORmurgSCKMZ4NMV4yvbuBZarCmWkWYghovMSYz0uK3jiox/l3tt3ODw8w3Ud27tTdq+MqfcOuXH9CkcHh+zt7+G1+C6slqc0PsOFgr2Hjo0J7Fy9xD/8jb/Lh15+ive9/BFe/thHuPbkZV6uan7v83/Ixz/xMicnc8oRLFcrDo9OWC4qvIL5akn98G3y8YQnnvsQupxRr5bMT0442X/4ruvVe6Jorsc1w9b2NvPTOUoZcWbuhf9pLBwMJNI/da5jsVjx5ptvcfPmLSazDT770/8Gzz73nOTlJDMNoly8RTGhKApOTo45f+Ec+48OmUxmVFWFSXb/gCwFYqCqa5Q2XLh+DZtZjuZ32dzcYGs2xs8rQoQ2ag5PTslNxnyx4s7dh2TjTRQBpaQId22XslmSe09PSlaJhJxKi0lmuSEZe+jHQslQ0CX8T25zPRC/QxSSvE5jvHREsjU2xqQ8GCE0Z3meHNx72pDcYDbLiKw5l3lRDE7zRq8zjHJrv3u8XaHVueQAACAASURBVL9kgNCO+skhTdXixJS+Z6946kdCjUAG2lghmFuD80G09528DiGpoHT/WiTMujcW6b+PQiVIQgpLGD6e7OsSFUkFeZ7GiHu7IAq9yKB//tKBRw+QnIF0chaRes5kMuGJJ65xenyI1YEVHcFLwQ8x4qPE7Jo8wyiLQmO1pcxy8iKj6VoWZ6dYpXBaMSpLtjY3mUzGjMZjFIjpcAipWCdcP6YCn/T5/XtD1KJhj+KP0Bd8kfqKcUrsN/De0xFRXYJXIhjb5wTJtCPvvSL4Dtd2TMYlbVsL31lbnn3fBzk5XTFfVpy/eHm4N1VMcNC4YLE6pZhusWo6Hjx6wOZsG2s7NjZn3Ln1DucmJcdnZyxXjqpe8pGPfR/vvPEd3r55my4WXLx0haP9moMNy6VLUz77cz/PH/32b/KHf/t/4qMvf4APvfJ9OB+Zn845fbRP07YEHyi048pOST0SSlfwDoPn7OiEve8Yrr38CqONLcZbO1y68TS/85t/912Vq/dG0SQVRKPZ2tnh4f2HTCYbLFcV01lOnmdSvFTiKRJZLOZ86Stf5869e5TlmE988pP8hc/862hjh2TGzicbMJNiI7wXlxidsVic8vz7nufOO3fx3rE4mzOdjtNuRYpG17WUkzGXn3yKu/f2eeOtdwQ31CumueL8bMTtvSPKIkORsf/gIWfLmrwYMx5PhKaSwq+cc0TjcbFJ7jNJT50X2KIcqCDeO6LJiF2LJqKCJ0syxpjcfGJIO6AQk6ZYbnAZ4VWC30Tx0nSOELr1aGelYPZmHDp1n0OnqKQLyzNLmeeCy3kJHFMmDoeVD4kqlIppr7lP+5lE49HDUqfHPEVOKDihyYTm0WupFdB0HSEVid78eHh4T1KTp0A7oSQREim/536m6ymmIjvM+0jx7Lv6/iAaYAg0KgZilMWIjz0eK+N7IGKRg1uiGEp+7Ed/hBgcm5szLl44x72779C3ejZdi5GI0ZbtzV00OYv5gqpZcHR8gk/x0tvbO+mJKMbjgul0Jnr+ZO7StlLA4po3lWZ0+XNbt0nSmbjI2shSaDAoEe5wSDxPnUkh7PXkMfFbx5sTwS99SER+A8mj0gWxrSuKkgvnL+BD4OGjQ1548WXGswl13aC98E875+jqhgfzU8bjnMNVy+lqxeb2Ft1qjrGapa+59sKLbKiKnc1tPv+Pfp02Bup6SddGfNtRt4HrV7ZZnAWqOjLeGKML+KGf/lm0+ssYHWjrFbhDPvb9/xrffv1bPHz4gK6pwDtU8FzYHLGzdZ6dacHLL30E70uqyTX+3m/9MUfVCVXrktjk3T3eI0UzDl1VlhV4Jzd507Zs6BE2y6jrhmIkKXRtW/Pr/8c/oBjv8Bd+9Cd43wsvgNZD7EF/ZxtrpBPsJAPc5BmdD+RWnLGNFc1uDHEwCRmeD8IJvXL9Gvt7R7z+xk1cVJzs7zEd32C1ahgXmllhaLqWcVFy+epVtpsObQqefP55SOmIrRdPSBeVqJoekxAOHZsgcALoxwDOYYh0Tc3ZyTHLxYLVckU9X9D5SuIWWG9ze/cenXh2clBIUdHafFeusyLxJh/7/jbPB/2zi5GRsdg8l3HUyTjqH1dApS7T+950hMFYJPYFVKkkN0yKoBiFypVG/HpVrR2DIuiYDPBS8ZMFzJqkrhBytUm+oVKbpKj243HfMSqgC36AcEgfF1wyPcf0MwisIM93UNbEZGQRezqVSl1mkl1qxYsfeHFddBWsVks2NjeGcdp7z7nzu7RdR2YLfKdpmkAxmjDZGtO6JnFdNc5HlquaLBPjjqZuGI/LwZOAKF2vjOWRdX+frp1+RzjAIwpjMmKIyctB+Kzr90iSSnsdfj81aCIqOjJjGM+mQoJX4IIjzzKW8zlV3bC9sU2hFE1d48sChbATonOYZBGXFxneKJq2YXtzm3ox51tvvMnT1y+hVeT9L73M3tEJ7//Q03zra9/mndt3eOLGk5wcHzEeTzk5OyLPR6gocc9ZrikmlnykkjG04NzZ2HBhNOX81Sd5+WOviCx1teRg7z63b77B7be+RedrDg/PuPP2W+hsxp++9v8wml5kW5dMR4rlcvWuq9V7omjGKDECsgFMxgLJpUZbi80sq2VLOSplWWQ0TVPxH/5H/z6myOmCFz5fwuSkWEh313YOa4VWobUm6ChW7EZyXvqbsUtLkwEQQniN9x/scf/BESNrWDQdp8dH2Cevc3Z2TGcVh4eHnJwtKTNNppP7ugucLRZMNrZReUm0OST3ap2ic01S+sh2OsX7KpWwx0xiE6xhQ29x4cplkgxdUvMULI+P+aPPfx7nO9GYx4iJvYWX/FxRJ0s6F1L0RkxekYKZwbrLAgYuqCKyqhvaToyeje65fNK99k5IISTpZy+d7EnQfQendeK7RumOQ6/njkNhVKnqDIuVAbdN2KXqDUWksOkUYdxndfdKmaE4ptegf1/7rzn8jCCdqeot6dIB8hjM0BtKy4EiXRtGiqdNOfIhBJ5+9mmq1ZI+0rbpOjJrIKYik+fJ1T2j6wI65hR5iS1hNM3IMk3bSje4t3/CqqpoT1sm45H827T000a0/ibt+h4vmCGCaBQ0vQFx/1r0RAWtVeL+pq5dyWsb6PPkhbaklUp6bMdktsnZyQGTjW3xzcwVXb0ShVHSpTd1zagcURYlRV6QpewoFSRSuelaeolmpjST7R22t7YoioJA4Jlnn+NP/vAf8zM/9AqPHv4hB4cHXHvyGl1bs6pOCKHjwrlzOO/IssD2+QlZqdCZHPZixK0gpG1jorX5CLYYcenqU1y4dI2Pf+pfpetqqvkJj+7c5K3vvEXlxJt2bDNChEk2fdf16j1RNIli769QkFtmsxmwBqa1NjjXos2E4DpG4xGzyZim6citwcWARwjZFgbLr4hccCYVJjFDzbh48QK7F3apqypZikHXitv6cI5HUeXcuvMIowosnp3ZiINxyfzoEbGrOTw6Y7VqWJyccuo6WWAkysfh4RHldIPR1i7ZZANdjGTbrcVE1qSttzHZUEC/i+uoQNNLJlVSKiWZImC6iq5twDli7Lf/oEyEvtsOEmfrnU8jpYIoWeOZ0Wn5w2NFZd1N6dT1Nq0bbry++7JWJKQxksYaT3AO591QBFEKrQVOWI/Yal3KUoHruySx74tDxyrjfkShh8puMjHssL1s1aTOMV1EGln49B/rpZ6DkXVavH1XN0yvmY7p0EiYeSo6KDE3jlGTJQclyYUqyItCrpmk1smLgtVyTiCgjaXtHM4vyYsSowryYoyOIyYbGZONnL29B3gvqZl104IyKG05OZ2T2YyNjSmjshRiugvo3vcz9tcpqKCog2Pt4hxJIfCDQgsi1mSy3An+u3D7xwUI1mgMER87XLNExUDXNczPjtmeTTDGcG53FxcgRoMLkY2ylESArqNerWRa6RryPEMTaZ1LCzzomkZ8InwNWvPFL3yB3c2cpqo42N9HKTjY3+Po+IRHe7dwwfEXf+ZnefXLZ2T5FjvnR2A8qN52UK4jlaaOYWoweq0Ic4qmrlhVji5YJrtP8IHt61w4XnDr/j6ny0rMX3obwXfxeG8UTaRcee/RXrOxucli0RI8Yg2XLMgym4ke2HnOn9/l5PiUC9NyoB51velvlI7AJB6gyXM2traYbcxoXceqbbl69TL37xyyubVJ0zbkXQLAU1GSQDW5yNCBMs8YlYaR1azOTsRtZVXhOseoyFn5Tqgl6WZ0vqFuWuouMPZQbmhsXLv49J2MDxEbLNoIDae/cXsSck9EDsnIAhQHj+6z/8a3MMGhWdvbqdiPLLIkUjEKLqVAE8lshtWZOLKni6unxWgrSp08L+SwkSFetq0hrLFLJLhMfB2TCbNP0sgQMFowUZXGcqt6LmYctNwxLXZCen5RPRbolji2g22eCsNCqYcz+vEe1osoFQOycmM4BPqI5f4QWo+urMf4vruHYfSOySlItu3ye5MWeFobvO/49CufEFzWWlSUm7gsCyaTSTqwQrKpizRNS3Aaq0e4VhyJlsvVQDvLtCFqTVaW5OWYCByfnnHunJhgW2vJ8xzn+pyoNZ9UKblHwmMFcE33UpAUUFmWkQWf8Gt5fUKSZfavjEpLNR3Ady3G5GTWSGb4xpTMZhwdndAua5S1ZEUhTWvigvquJXiFVpBbncQRkTzxr2OEzY0NLl94gi996cu8+fWv8tnP/CAP79/nnXduYY3h4cOH+BBZVaf42HF6dpvT0zPGo3MU49TBKwWklNq+705DohmaTk0MKpnvF+TBo21GJMPXLbfvvkFMia95brD63ZfC90zR7C25YoiU4xmr5SE+OqpVzXRakhcGm2VUdUUMiueef5a7t29x+foVjAKPJxLQWmJXjbUU45FkT1vLarXicH+fuq7JreHJJ27w9Vdf44nrT3L75m3KkSxjtBEStxxdnt3tCU3lOHj0kHMbY6xf0DSe+XyFeC0CSmGzTAyJvXSccgp0NKcOXEN19IggwBv9WIVSafEkBczmBcVoxGS2wXg2oxiNxKUGoccIJqo5d+48d7+2IvMdKgqWaU2ybnOyYAqdSOxMijPOikwcw4LkVcdkQhyIYiwRkpzQ+BT3IYeOTaoSsRBLOeWknjz2HEoSPqjEfT5qCB6rTDIRlihdWX4l9oCWstw/eixTBTG/6Cll/ejeb8XFiGPNX41aC50rhoFi1Ts3GSu0qe9antDXjGR6EpMBx7CR77mb6+9Neo/6bPAPfuiDPPXMDRbzM+loFKiYDJyVHES2tFibYW1GXo6wOsOYnBigaVY8eHCPk5MT2rqiaVvaqMjLCSbLOTceUy2XPNo/4kLcYTQqpbBr6XZBnqc4+geatkEphu5cfrZ1x98bXctB2Y/ooNLP2YsmtBH8W2hhejjAdQzkmUQRey/+AdPxBnv3H1EXmp3tbVZ1xWQ2w1hLllmqVUVZ5lij+q0lxkIciUHOndu32d6c8ut/7+9z+fp1zp/fwfnA2XyJNZ7d3S0Ojg557RtfpWk6Hh0e4vQznNWl8FpVWL+P/RWkEtskHZpKR4yGXGWYbIJ3nrzIOTo4oV3MhWrXdRjtyYr8Xdeq90zR7HGVEAPWWHGcNpa2bVB6nG5euVGVUpzbOcerX7tLr6aJUTA0k2dMxhNmsxnKKOq65ujwEIEyDSoGgldsb2+zqhYCbi+Xg142N/mwkIkRMqtQmcK1FUeHK7yPnJ0tiDGdYmnLC7ItbWMz4GzQUzUqTAhkeYk2/y91bxIrW5ad531779NGcyNu97rss6qSSbLIakjatEiRAmFRMAnLEwEyDBseGJAHBDwwPLcH9kAjA4YEGxoIbgCDA9m0KNpqAHUUixJEslRsitVlVfavyXe7uBFx2t14sPY+cbPMJj1LBvDy3ZfvvrgRJ85ZZ61//U3M9NECG4ibumOMxrD97S03T57EAiDg/+LklNnxGat7D6K5rGd+tGL//ClZutsGH/nrMdsmQg1GSbCbdzYOu0lNxNTVeS8WaB4mv07ZmEdbuqRGUlLcRIHiI8FcVC5CeI8XrI/LIe3QsQOK8nVZjt3p+nzUn5uIG+poDuJshAzU4fNNmVEEkTsmzqRXycEo4qOx7fiY/j2kcyyWFcV0jEIQ4OBAn0q4q588NxO2qo3iiz/2JYboDypPKxg6sZiH+Nnr6FhvYixH6op2uy19J16wbbOn6zsc4vpfzhZU9Yz18TEfPfmQp88+4qUXH1GW5US3m6SoQbBwGzOYkuRTx5vzhEOnf4dgnwmCmhgZ6Qbu0iQgVKmizCdHLR2FDN576qrGZCkLSqhpTdfjgnSVwi9VDH2HIkScVxqSvKoYh45/66f+HS4+esabb36OzfUNL7/6Ij/yhS/xq3/v17h8fsnf/p//Jr/0S/8VdbHmvetv0463tN0Vy3A/0s8ixYoDu0LoaLFrTqeOTjezpLnX3NzcELxlu72hqmv8AEEfcO8/7fHpKZp3PuQQoOtalsslNl60eZ7R94cN92y+4PnFR4zOQa7QKmN1tOT83j2cc3Rty+5ig4uREVoplA/TOFGUFbNZjTaGYRQ373EYY755wtMURsN+v6UuNJcXl9xudtIVeXHDmbatkXdZlAW994xDH7uewHxec37/EcV8BUaWQTrLhfpTFFPMq1KCxfR9x3az4XZzw+b6iosnj8k2txyfn4u1m1I8euklvn3xTEZH/J3iEGQh4EX65u1I72zM1YHgHZkWE1ujRcWUHpPGPOFBWk9mu9Z5lE4joMLE3B7npCtJtn15HPOnZU/kF6IUKigiXRzUYTGULsz48iGEmKmU8Lt4s0wRtO5AL0odhneHSJCJkRm9B1KNVmlWj/9OqvehcE6XTVqicLBNk+f1fPknfoKsyMXdfypIB0NouVg1KQ0zEGMugo7wC8zmc+pdza0Spc52s2Gwjmq2QAFlWZJlJUfrYzZXlzx+8oxXX3k5wgMqYpM+3iACdhzvNBRA0FN3PfWed0f3WGy8d3j01HHLF0oWp8pIuGCU2IppjnSewzigR0tZVxgDWV0T+oEXHj1kt99xdXnBajmnaXYiNFCBWV2ig6auS54+e0aWad74wR9idI6XX/ss1nveefdtvB/Jc8tqveQv/twv8H//6q+z7xqacUNdevww4KoahZs2EAmzVkqRJaiFaLMTbwhBKxnZdeAb3/wmbbtjPivJMo3WATv8GVMEoSRhMo1DPrpKK6Iqw4uZbz/0kewt2Szb3YbROU7vnVMuZ5iiYLfbcnt9gx9GWZggRqqaGIsQL1aTG05PTxntSJ7neB8t/plDXLgoIDOKvtvTNQ3DME7k59TNTJvXKI7OTIbPZSwUk1fH5Ucfsds1zM4fUc3m5GVJlheyGOpkM6rMwUEoM5piMePheskrn3udKi/Ybff0/R4VHcSrwlAWWdycq8MdVh1OGhU8Qy8RrXDHGzMIVjkgVCBRuzAVKa0VwaWkTjCY6MeoJ16oNCiyGNKFuKi76FA/dWUqGSEz2bRN+vDUMUbyfQiixVdBTIElCVN8OQ94ZPK6FJXPYfNLhEQimX5apmmUujPmc1geEOT1eJcWf7HAhMPXSqvp3FRaUdYlX/jSF2ialiTfRMWtc0j1+NDVyXvyU9zuYYKRG8q+adjtdux2O7G3GwZ88ORlQZ5nEapZcntzzfVmw+nJ8bSzm1giXsLQVEiO/GrCbCNwy90YlcONRhZHaiqr8g/S8+dFIWYeeTFdl8kNrK4rdvstQQd0njNay+npKU+fPaMochbLOevVET/y+R/kq1/9Gl3bMXQtx8crynqOCxL9/PziCucsQzeQG4MbZWH553/mJ+nans//0Bf4nX/1Ll//9hNee/WE3eaK1fJUlo6R4B8isJt4tz5i0TrCL4fVnijSNts9T589Y3vxhDff+Jw4bXFQh32Sx6eiaCog5TAT7yFlmUcDD0c/jGSZpmt3nJ6esG/204e+WK9Zn52waxu211eSkzKOGJi2g8F7XFJ0KPHVU2XG8fGa/a7j+HhNCJGrGYjjVSwgRvPs+Uf0+5G2aeKAKxdUSjVMp12SOJosx5hxWngE73BDx+3zJ+yjC5HJMomY0JLBPNmJZUYUGKMVVUaQu6v3gj3aVLSdI/NjBPYVPijKsqIqy6nDGa1FZxk6xdnG42yijl1MaoUCpSKtRUbwABzGNimGxAJ4Z9scFwd29LEr15EIHn1DdZL0fVyrHWKhu8tRneSj8YQ42J4RFVLuUI78IaWU9Dmnv4tLJ1SyR0sd1p3zLeF8IcgyzAssJPsbP43c6WcorcjyjD/30z8Vc4rs9DpVOASuTUbOKsEO4h41GZHEN1TVNfVsxsnZOdvbDfv9nrZpxOVqI2NzZgzVYkVR1Ryt4eZmw9FySVkVE0c2uS7tt7diTYfALMJ8kFE0bdSD8oSQpMHEc8HEhVKI2y95TucCWRFQ+Cg7rrDO8uyjZ2y3Def3H8r22oB1YzQq9uRlhSkM3X7H46fP2O12rFYrtpsNWa5YH6/ph5Hdfs/R0QKtFK9+5lVs7zhen/DNb36b0Tp+4Rd/AWcDT558xCuvvsKHz7/Bq6++IJ9zCARnGWy82anDJKCUwuuDRl+nKSG+YWcdl5fXtG3Lu+98D6Mcn3njTZyXuJ1P+vh0FE2tKOt60vQOvef07Ixm3+F9oGlajk+WDH0v1mdIBOpyUfHr//gf8xd+/ucYfZSaAVqqFekCkqRD8W/M8nQg4c033+T/+bV/yEsvvMR77z2m2bcRAE/1QqIenPds93uJX4jk7BBEr27vdFekjSUakxfioE5A4VB+YIYiC5rFfEHXNehRVE5qlNeZPB1dvGvqdPHFSIZcya+0dS2UonUjOq9IC5BU0IVpIPZgRJqTGDjr+H1qWuqoO1iZG4VipGKHYuIEoCPmSThor0MM1PKR4uR9zBWPogIdvTNVxMsI4OPiKnUHQUUNNGDy7HAcg3hUOhe5hIlOEgts+n9qKvJxVIvnlIybd3LbSaN4OunUtHxESexvyo+f7ODiIiwrcn748z/ES6++LD6Ysbikn5mKZRY33VVVCeSS5+R5TlXXkTbnozWf4sGjRyyPlrJdHwZubjd0ezHsGIeeoWt55XNvkhcVJsuxY8+TZ0959OiBxPrG80ApRd/2k9G00oisMnJyNCZC3AaPJ7ikmU90NnHd0lHYkGV5pFh58gzunx+zOF7TtR1n905RmSGvMkpvaJqWqq4p61Ku025A9XLOH6/WXF9esl4fUS9meGWpjxZ8+P5jsqJiHBy311f8xI9/nt3Osd13XFzd0ln4H/7G3+be6QP6fuSX/ov/nF/8Kz/Or/zq/4ExBQrH2DXClAkh3mwPXF6fqHsqMVDkYw/e03cDGsUH733IxcVzLi6e8d333ueHf/zPoes/Y9vzgzGsPLQxVLMZV8+vKKqZGKPG8aIfhgl7eemFR7z33bdww58H5WRLp1VMJnR3Qrr8dHBDIJ50mpOTU8kJqmcMfS/xpdah89RxSadT1hU+bHA+Fk2I2SRC9ZAaoKcLFMXULYxOilBR5tTzkqoo4nOIQYi6041AiDxDJmqOvOa4zQyQUiSNUYx9DJuLeJp3Dme8uBgpJrlm6jwFG85jYJqO47qayqe8FhO7LBdPtgNvVRuDMtlE8LZjYEya57hYmWhEAVyw05w4+W96QYvTpts5MSU5pEIm/PJw/GVMNhA7Oi0bOFIYndYHSWSIDk8HqOKwTU0zs5/G2AO+B0maqSkit3ca+7TmzR/6wTtSV7mJEVLxFLlhogfpeJNJqpU8GoAoDGEUTrEPgXo249XXXuPm+orHH35AHzoReUT3q83VJUfHJ4QgcbZD18LD+/GaiWN4nASIn2OCWeRmm27iBwZCvMtMnfG0yIquRiDUv9wYMpNy7hXPLy7wIXDv/j1669CFHJ9h7PHBkhUzXDvig2McWvLcUJQVF5dXPHx0n3pRkhUF1ze3sgzqhCP98kuv8off+B4XVzf4oDg9fwDa8+HTC159+ZR7j06YLWYUZUVuCrqhxduoLIOpCTBaPEyDkeM/GSzHcy94z9gPqBDY73ZYJ6mpHzx+wu63fosv/vTPf+J69akomvK4O/opdJbjg53ugM4HyrKM7jyKgOaFF875zrd/C9f25HXF4Mc4lmlcPJnSHcdaS1XXGJPF/HNFVc0ponxwGDrJfR4sZSZ4UepaHjy4zwdvPxbeqBW1TeqWtDZoUrSpP8gYUVMhVSHgho6hDaJ/R0XyrZpGUblAY5FKBTSOwT5e7JMcEIUL0I+OYDJUxPecD+R38NV0waMkZCNhXOmXj7ZuqSh57+OxjeD6ZE8Z+Z5Rc60jqJ4Zw6g0DivTfFyKSayywWSGoGKSZrqw080leNwYXXWUkNKdc9MWPql7hGYksr8U6oZSkbEQu02twejI501nE9MxTEqZQ2dKPEbpmOoJB0wmzgnPzPOMLJOOxY6SsSRSUj91uMYI5CGWcUEw6SyjKguBW5TchHJjUGSAjVaAgeVywauvvMLb3/kWfdsyBi/6exounz5GeUc1X2D7Pob3xbfiw2Rj13YjATFnkRqpQWVEmxTE8o3INpCDo6LdgBTMMN1Y+k5C1ezYodSSYezQStM0Dbu25YX5gmo+R9cFTbuj6xo222tOz2tMaTA6Z368xBhNGYQK6JXjenOFdY68KNnvdrRNx+devQ8qw6uMm80tJs9odluePf6Qs+MZ//5f/o/pmo5+7Pnxf/vHwQeabdwteI8KLh53EWqk7t7caQpSY0AImOCwbcvtzQ1dP6JUwHcdF+9+l/dm/+ITV6pPTdH0U+cQ4virKMpCLkzrsIMlL3K6buD07Jjdfs/pyQnjsOfm6oqzhw/jMx0KUCqWWgeKvJDcG9KoJtSc1dFRjAnO8c6Lxn32cc7WcrkkkNyApLNKTto6GZ4HLz6ZsahMSxSTEVzcUPsQC5NIQ0McA4VLnQqKn/w2p83x9Joh7Witiwqo6HSeykSKIZ68JpWZ7rTaCKfR2jDlm6cTK+VZTwubiFGS2AHq8DlJyyivL416SoVDpz0dj0OWtrMu3v2TMUjMo0yv13vcaGP8roo58qnAy6gunahwTIWalMb2A2aZ1CFKpXPBHzpNaT9lLI/RJunvVLwBKhOXJXEysc7yIz/yBTFrJi2hEjVHuIITOBCPXwguduqOXGcQUkJpPIbRACUzhqGJ0b9lxNRCjMBl5PbmGqUUs7bFWk9RFjINOSfOVVHj3g+xaE7nvo7ignySgh5GVqZjMTUpqRvVKnq6WowyDMOA1prN7pasrpgXBTaI6XCWGapZjQ0DGIRetpzx6N6DaH8YGJse5y37riXL4eryCgl9k9d3eXPLP/+Nr5CXK4LSXDy/4ObqAm8HZrNjPvvGGzT9SDd0tF3D7cawbxtC5MtmRn5J1pH4K+SF3KiyTHK0jBas3lmHHR2/92/+DX3XRshO+L3BOu6tXM11/gAAIABJREFUZp+sUPEpKZrTOBE/XJATsZ4v8FZO1L7vKUqDs+PkbVhVM/Jc8+EHH3D+4OGkYkmjiovxCVVdieVaLGzy86TlOL93j+3tjqOjFc6JicTqeHnnxUFWFIL7aIPRmjFpnqNEUMXuKISA8skL8kB1KcqKzChMprHWYUw+4WZ3ZX7cwWa0FxzWh4DQ0BPWJyhEP4zorIj+kzLMKnUIGTPGH7DEKKXLs3wSCMiPk0Lho3zROU+ybctSBKpKoy4E58Sg1+nYoUj3pxVTBCxKTXZzToDNCCdIfEgIiPNPnL3TBW20hujv6X2YuK7BuZjxE+LYm9258NWELTJ12H66wUyowfQ43Fx05ItOUEAqVomsrqWILBczTk9PojtQZEskHDe+Bx0t/tJrDBGHtkPPSIgy2QwfHCEoVPD0bctuu+Pi+QXPnj5B6GqV2MkNHd57+q5ju7mh73vyvKDIV7KECma6TpRSwhn9GGR7eJ8qGkInyCBRvCA2pPKuAM96vWZzfSOmITpGkGQGs5hR2pHxdovONR98723O751zu7mmdz1N3zA7XlMVy3iOW9zoUHlGOZvR7CQ22DnPfLbEWkfXtxydnjMGhe0H+mFktlgwq2tur6948ZXX+W//u7/O8fkJx/fO+Kf/5J/T7BpeePEFlvMZdVVydHTE8fGaMgk4MkNVldGbIMIlRqhfzjqsDfzmb34FZ4cIrcjFVFUFi/n8E9erT0XRlEdAyO0J4NcsV8d8+M47VPWcvh8oqxlKqYnyoZTmldde5htf/wO+8OUfQxtF8h3MihKlYAweixJDWmulowKcVVRFwZtvvsnf/ZVf47XXXmO77Wn2TSyEfhpns8xQ1Rn7TUcIKkqv8qnYhBC9DqMe1js3YW7BB8ZgKYsZgUBeZIcxMvhY9MIkD5SO5DA6GpV8MaWYeA99O9BbmK0WeC9BZMm1XhZJTKOsivEXEqMhyZkpEyexFcYocQN1J+7hwKM0kQSfKTm+wYkySC6OQRQ08eer2Hrb0ZHc5RPkMPaRaZCwtFTAQDojmDbTKmgUMcfcxcWeFihA6wTy39lce4fikCV+kKDKzeBOnf0YD1dHDX0idaOS2484pH/xCz+CtwPDcMBZtRI+qoo3URPpP85ajLhIYIcOP0IYu2hykmGdSEafPvmItuvY3u7YbLaTcW+elzRNg3dSxHon+egza/FVTXXvjLwoGIaBEPdjqRuW6eYwmaTsKbnRqthhmwh3CY0rL+QGlGCYrMh58OILDP2A9SNWBd756ClLBYuyZr1eMTQtdV3w7tvfZb5egVLM5jWb3TVkhqYq2d5umdUzZosF5bJkHHNm1QLbe5r9iPOeo/WKrCzRecV77z7h4uI5Y98xr+c8ePQCA4arTcu7T7/BbDHjwYMX+fYffoP95pbm5oau66SbjZ4R2igKo3lw/4zj4zXL5ZL5bEZRSKaSMTlf+cq/4pvf+AOGcUDhJjjl1VdeZhj6T1ypPjVFc9rlxovXmAznnVigmeh4pDMhj3cDRVEwDB2vvPwKv/4vviaGxXU2jbRoxXXb8Hx7y0snZ9D3mABVXRGA/e4WFQKz2Zxx7KlnNbvdIDGqoyUr0mUmF9j6eMX2egvk0507hOiGE0dBHd2+fdT4SnHwmIgX5nkWP0DDZPelgUgwNkZPHadL4yZptJKiTAiMzuOVIaSigo+OQPGtez/pJLSWSAODwAAWJoWEQYoV6kBw9k427MMwTAFqpNdALDo2ZY6L5DIVzQnTTNtnQixmKurJiV2vdGfWiqrGBpkIQiz+CZey48GF6m4XLrBdPGZZjF6NP/8uT3V63Ym3GQ9oMiM5nG6Hrk2Ki4zeb77xhkRXKBEypH8xSWcjPmsix1bqpadpWzIl79/mGcpokXR62O0bbq6uCARRu8XPtq5nLJZLnLc0WjGOA0PXxfz4jLOzM6qy4DOf/QxPnz5lPl+wWq8YuoGJZKim/0xQxPSLaLnnEqykWCzmzOal4LZ5WsRqdKYZnIFc04w9ZWHYt3sKU9C2DabIyWY1wSiUydh3DXWtuL255PrpcxbVDL9aYV2LVmDdwGbTsFysuLm9xntLmVcM48BsdkQwUMxKtAGdKY7WR/TjiDIZx8fnVLMKFTSvv/YKF08/5PLiIuabCxFfKdGPd8oztFsuL+YUeSEeEs4j8t7Ad7/7NkM/4kJcwgaB115//VWKov7jStP/5/GpKZqpa4M4rhmDs5rZfB4xROmYiqJgu92xWJwyDB2np6e0zY6ryyvuv3B+wK+AnoAvc0YFVZahvadrO/pxkPClEHjy7CloFY0VWqpZxTD0aJPjgwPEEejo6Ihh6MjzCK5Pr1UuvOSc7ZyNHVrUvkw43oEhIEU3/htMHPEOqpJJd522nkqBVgQrEbbDaCErZAM4Dpi46NBpwRR8vPi1xJuSSOsaYreZHjpTEaJMvpXglEIFJk5owvCUviNnjOO5IvpOehfz22FaYgUTcUd5rzp6fCY4xsWi6Z2bujGtEq7mYkGKOvRwB5OLmKXJMmFIRAVTUiVN33RnmzwVRtRdlemEsRp196btWC4WnJ2doPAQJOt8OmZxW6/0IW9cbiLELnugG0bwAWsHMbcocpx17JuW29steZxUklXg8ugIYzSL5YI806xWK5q25dnTp1xfXREQwnnXNiwXCzHwGEeKsoiKtvB9WMThD4fuOwFXMj1UZc6D+6c8eHiPBw/vMfQDT59dsGsarm43XG6uWZ2usENP1zYMaLr9nqzMKeqSoi7RKqNpHf3QM/oB11hqbeh3OzLjMAZsHIf37Y750YzdTsZ8kxV0Xc9+u6OsK+bLOWEcULmjaTv60aKMpixqnLX87M/8FHUuQhdlKq5vG55fXvHB++/x1ne+xW5zScjSnsGx2+4YR0vfj3T9KIu8tMSLst7PfOZ1vvzlL5GZP2va83hRJTB6ksIpxWq95nazlU4r8gBdjF8FkZzVVcH7777HwxfvTRcDSpQcVTYT5+txREdaxayuubm+4itf+Q2ePX3C53/0RynLktvbG46Ojthvt5hMlj9KBbwdWa1XYuOlLMbk8Zw8bNjTYiAgLjJpA6xjsUyLACHbxyKntTRed/CmqbjFR+rAk3v4MI4EpGCM44Abx8kOLTkMuTgma2NI+2Svw+QpmnA5F1MKiYUqWbgZI0C+DlFFEoQYbPU4YbXqYxeoHHNrXRxhBZYIJqC8nj7fKR+bwwZbTU8WpuIZgosY4WGsnHDVeJz9KJzHoihiBxV9OyGKAkDpML23iUnAAUdN0+uhG5MbFt7xuc++JvAJ8WYWIUzZ/MvzZMZIAmKe0zaNwBijZRxGurZl6AfG0RKiM1LKmG+7Tl4XJtK/DIvFnKoq2d7eSrojirKecXR8QtcPtH3P06dPefftd3j1tdcElvF6cqE6dOTTYTssf74f2VWKssgJfqTrdqhwjFGWs9MjHj68z7ZpeP/xY8qnJWNhaLoetMJ2A93QkOuSALT7PaqWa8HFLCY7doxDB2WJJjBGT828KKL0tCCrMurFjKqYcfH8Il1AWOuYzSrIFbnLqeqKsihwLtB3HcdHc/a3Fww9vPL6C5zff8grr73Gl774Rd5//23csGc10zg78vz5Bd/79ls8efyEm6trut7Gz9NHXrKcb48ePuTpk6ccr48/Wa3iU1I0ZSuZtMP6YCihFEVZ0XfPqeo62sSJCe1g0zJB8eDhOR++/y74nyBB26A4ygtC0xDcKMapRoLNPvzwA37tH/wDXnrpJX76Z34WvKPb70UvrtVBGUTakAqnThuFs0PE+cQFyGR5XG4IXnp3OaIUGB35f17gBelQINdGYDp1RyFzd7spB0aapViQBuvEZkyCjHGjjQ7s0ZUnBJSXrkJHCMGHSDdCOpHJXzQzcYPop0KaumY36cXjp+PDtCxJMbc+nnQu0pbE4EOKngqi6hJcNRauaCji79wUDkUsmW1Eknv0P03fM2XzxOLgY3pocF622hHmUOpO1o936AhK+ERlUoniflAoTXNJWkxpxdnJCfO6ih2mfCZeJbwz0tEOU2+EKDzWjti+x9qRruu4vd0yjg6vM7y3MUNeXqcPwhfN8oy8LIQAP5tRFAW3mxvJBQqCH9d1LfADmre+8xbvvP025+fnvPDii5ycnAmzAI2f3t2hdwggoXLxOMtCCLLCsFzWnJ8dc+/eMfNZRZYpikJxUi64d//zPLy4z9Vuz9OrS3ZNy/XFNevjI3bbLUU9o21agoMsNzTtQFlUWK3Y7/esV2uslxC3buwZg2ccPFlmWB2vWB8fs7vZc3W7oet7jNHM52JUMowN/TiQ+UwSB0JguZyx320Yho7V6X1JBSBw/3glblG7W4oCMg0np0c8uHfCj7zxOrYfWKxO2G5brq43fOs7b/ONb32Lb33nLUJw1PWMm80tw/BnLPc8AfIp81spYrC9QmXJ866kbVtW6yWzWc1uuyORkn/48z/AP/z7v8F+uxfg2ToCln7fMNeaMs8Zuo5//dXf4Vvf/g7Hx8eocs3VLTxoFXUBdV1QlibSjjoJhTLq0DWajMXqiNuLrWCReRxhx4GgFDZeyLJocORG3MVN7CaViiavkSYhOFQyWDjgp6nbE4giOv5EPl7TtIzOMTiL8nsyo1HEDisIT1MpjUaBiu5LSuhRJnaM3nvGcUA7GY/ysogYobwGH+kseZ6R+t2g06cENspCxSRCvE2TnC/htLINlzetonTVZGmRFWWf/uDiTghkWsD6ZJqbKF1FngPJ0d7ELbad+KJpOgkhbc2lDKaumhCEopRMmGPnFeKomqqf3H/leL7+2ssQbPws5e8n0xfkRpfdef6maUQ3bkc2V1co72iahq7r2O0bdl1PlmXUVSmhdEA/9KAz8mKkKErq2QyjDXU9Y7065urygvfefYfN5oZhHKnKkm2/pe87Hj16ID6wfc8ffv0PybKcIQbxJUjizsU1PXxkBpgsJ6/m1IsjlNEUVUFQCO3Od1TzGSjLS4/OWTdzTk8WbLZbbs9WXD1fst1seX69oV5U6KrganNJUWW4YKkXM8btyL5rcWXAB4e1jrHrCR4WdYYdc548fkqz7+jGHmdGjk9OKPOc55fP0EpEFnlRYMqS0facPzrlYnuLAT778ufoupGnz57z+7//+2hlqUpFZiIXNlj8MNI3LTcXl7zyyqss53NeePSQL3/pS+yagf/tf/9lzu+f8/LLL0+T1yd9fCqKJiraqrnhoOZInBQU88UciORnpcmynKbpKErpSlerNc51PH/+jBcWL2HHEesshSnItOLrv/d7fO13v0Y9mzNbHPF7f/AdXv7Bn+Peo5fZdtfUlZCVjtcr+rYly+aCF5li2mQTAuvjNdvLnagexoEsK+LoHDeyimjEq6PxLzEqgkh9kLZRiqFCRYJ0sudKqO5EylWJEBIYRivSMS8dpkaDLqbRS91tfSLo753giNLFe7TyB25kBjr4CT8MQYybFVLQxmGc3IcEsw1xSy+9jDaC49kAdowam2g4POnJIyTh8WgtJHEXN1wpNjfPU9cbjVqCisdKlkXO2ojBig1dMjrWJpKWFdEgOW7wI7F/qhtaRxqYvPYpTC0WzHBnCaRU4GixiAwtDxxMVNKom5z0E55pR4sdB5yztHFaSdxWeR6hHgVvUcER8pxZXWPHEWPAqQGn5SaqjUheq9kM5xz32k6SUzc3iCbcxt/F/BllmC2WdH2PVsJvPaizvu8Cm75U5GWJyWZk5Zqj9TFZMcfkmQg3tKVptiIBjktCvKXIFFWhObt3zMm9Uxa7juvbLaOzWEaavqXbNXTjSFnmjG4kD7K5zlWcqoyRpY4xdPuWbugYx5718RH75oYPr66oyoKzs7PIrRzY7hx5nXN8fkapPGVeEHROPas4vacoC0WRBfADN5dPsM7RtpL71e5b9k0voo+8kGhhpXj8+EOcdYyD5eL5JXkuu5JP+vhUFM3gA3YUVyAf5MTo2xatNeWsYn604vmTp5Lw6BMxO1BXNU3bYLTh9OyId773Fi+++hJlnqOBZrfna3/4B3z7re9y/uAFvvntd9jsA5//ib9MfvQ6XXD03TUnK1DBs1qtePzhJfV8Rt8P5EX+MVL3+fk93n/rg3hh2gPupg3eW7wPYk0Vu0ThwyWJYIjLi0OGtg2xS1PT0CgJrHE0lnE/0I+Wphui5DDm/kw48MFY427WEEFhfcCoCBV4F7smUB5MMFMuTjLMcE6KuCyG/KFAxII8xi5UawNaljoaKXIpHS3pwnNjxKjECcPA+nF6nskOLkZu+IlJoEimHTrdYKLByMQHJW3nw0SWF9WVaKiVNh8rbsncAuICLuajTzeY+JoSlPLyCw9RHOzG5ASNRyndk+L/805unuMwSOcdeZ5d02CtJc+MLJjcgPOKfdvg65pMa7pO3KeyosRo8Z4sylIWYlnO8mjF7eZ2glQgUNcV52fHmMxQVBU6y7E2avz9BGdyAB4+7mKUzsuirFFZSVAF1fwY5zKMzhltS2Cg6RusHcU8OS/YXF/ilcRlt12DK8SYoypz/H4kzzJKStzosFlDnuWUs4IsF8MdHRVKPlIJ+2HAes8w9hSVwBFdu6coc8ZxZLfdcrZaM1vMQWesTo8Yu46m2/PmGz9I03RkeUE3DjgC8/Uxze0Fi8USNzQy9TkvkdlZwf/5K/8X3oMyGfPFmmH0jNZyeX3N9c3mzs32kz0+FUXTexmJnRO8LASx8NdKkxWePC/i3bxkHAayUuRSWV7g9ztCCLz22su8+973COFncc7x7W99k6///u9ivaeoj/i9bzzm9MGP8rkf/1GcrhlchtYjzmUxW0hR1SW3txvO799n7AdYLqbXpwKsj09iRIBciC5GBKfOgiD0hswcFhcK0YkbrcgzQ55FE4lJERiXXiES4mMBjXUEHwLdMArkEJdIgmMGCevSoq5Q6FjIFOjssARI0kdzyCHKizxubU10N9J3tOBRSRQ7xzS6ylgdcbMQ4iSAYEt5Ed9/vEhD5FvGzXVSRymiHj5ePMQCmHw3ldIxdC4/4G8KcXyKhUvHwpfiN4jLM2W04LlTETzgw8qbqZBMeTKCI0zfbxScrJdUhT70qSrRrA4FNH2m4Y70MJHd7Tgy9j1928pp4RxlYSgiLrfvBvZW+MLDIMyBaibxGPV8Tl7kzJcr0Iq8KlkcHSHc3pwQ88e1ggf372GynN46mtZGQ4/DeBnuFEo5pyInNbIRdJaTFRVVjJm2zku3qj1Beeq6IlDRdi1tu8d2LS4qvoz2WNswDAqCJTciQHBWFpK6UOhCsR/2HNUrVtWMtukY7F6+D2HBKK1QmZZFT66ZL2bEYBTqquL+2Smb3Z7Bjnzm5CW2txsyDcpIQsLgnNw85jUqM+IdMQx4Kx4U4yhNjMly5osF1oO1nnfeew+Tlbzw0ks8ePiQru149vQpjx8//cT16lNRNEH4VFopnI0SQh9AB9zoyPKCvBA+lrWOsi7J81zuoxH7Oj0941//9h/w5PFjfuurX+Xp06ec3zvj6ukljff8wBf/EhTndKHEWYPHkaHBzOj7DUURR0UjJ90YXaqDSuNeiEFaxAsv4nhM+4sJ75LfBWIQXPNg4JAUI3c7oeRYc9ej0bmkk5aESxeC/O6SJl0eCT0QTFLMgHUgbu3jGKslsEtp4YgqI5SjgMAEsumWkVnMUZDUwVhQ+2GI/NJoAjwVq7hdjqoobQ4LJYO47iemgMmyuMxAiOw6zv2xAMsyzE/FN4pLD/JJn+KDZbsfYnyGIoBLrAstjk5KTxjt1JHCdBM5/A2xQ1dkGh7eP5ftqnyC0zFWiklhksxOxClKbhIh4rxy3DLKoqBr99ho72cQ70w7jBN26qybeMjWjsxmc9GpG4NeaMqyYr5c0PUtrrGALCg3tmOxmHN6do5W/o4fAHc6ah3x2TCdJClp1GQGk+WUVUk1K6nqirxUON8zjB0ms4xunDBl7yVOw9qRrC6Et2otdb2ga1tQgVlV0g8NbuxxYcTpETL46OIpy+WasRfWR5YZXHAYnWGVp6wLuqah7/ZkWlNmhrKsqesj8IrV8ojOjiyqmt31BevlWtzh85y278iqkryYs2ubKT0hWBchEytpCH3PaIUy1rQ9Sme0/TDR7haLBTx4wH73ZyzCF6abNsmjMstz3Dgw9ANFlXNyfk63a+i7jvlCtoy77Y48LxiGnuPjExbLOb/9O7+F84rtPnDzgeazP/SL+OKc0WeMg0NnHq0Ff8zyHMIRm9tLjs4LtMm4d/+UvmvRWjH0A1lpDhttFWkqsRAorUSD7WU7m+VGlCRGk2VaoiYysf/P85ws05MuNplWyJaXWJyFSzdaK4RcD+0gHLMQFDbePUOs1KJIka9DxDGlCz7sApRKxbJA60y6xVhkwuixkTHgvT2M5DrJPbPYmQindRzt1AkTwiQlzeINzXuPzjQ6BEbv5MaW1E9xU29M0spLAum0JY9ej9qkyGA9cTYnwUIc4cWowkqcRJ5PuPJhcxwO3WQ4eKrGif9wzsVOVgXPay+9iMHFDtpMXNIEq8gNTWSeomfWh9ekhFqWGY2NyaJFUVLkwqWt6hn7puHy6pq264RhEXzMXRpFT+59tIUbWJ30HK3WVLOSsirY77bsNhu6ds+8znn+/Ll4sWY53qUbtZoMokk3ExK6q+Jna6jqOcYULI9monLbXZHrAuca2vYWYxxoJmpb23bsm054zZ2HTGP7jqubDYNXeAtNu8Uoz3JWcWstu3aLKQsKFKpvUV5jcQQNje/ZNS2L+QzXB4YOTKbY72/ZY6htwPYOP68pq5xXXnmR6+dPMWPHowcPcdH8uixz2mbLYlay294wjj1qHA+MCh8YhpF900gkS1Bc3dyisop+HHj/gw+4vLoiNxl5Zjha/VmL8EWKpYomCtPHHakjzjrysqa53TOM43Sx9p2AyML/0vz8z/9Fnl/v+c1/+VXOzn6Ao1d+klEVOCqCCmS5IiAFDmPwQGYK7JCDEqx0sZjx0UcbyqpmGEayQk/cSaHUaOkCide+VrFQmon0bHTcrioZyYXPZ6a8bhM3vyoWgMTPVJH6AzKWj9bR9QMeUYg4a6eCqCY7tMPFm5ZR4ocYok7cx8WTBjRaZwyjkI2Loog4YtyKB4/Kkqdleto7phw64YNqkg5qI4F3AlVIUUrFW0j50pkrbYiBwZF+FA4Kn2nZIvEaqatL/MrENUwvyzn/MRnoJIs43N1iqZBZWmuN+z5r7sNNRbFazinLHBUskw5e64NJchDJKPE1SMHUJMOSoigEB0WgpPzIEPwcrQS7bNoGt9uxXq+ph56maSWXKvkXDANd03Dx0TOIeGpmNPnxyWSiYa0U2MGItdnt7S0OTdce7AHvQgjf/0g+A3le3oFPrNi/ect+v5VkAGXFJ5UQudCBvJR4D9+O4jZX5BR5xtAO7LdbSZpEOs5xLBm2A85bQinXR9+PgEIbRTt05Mqw3W2Y5TlHqwXf+fb7rFZLynrB2A5Y2/PkcsNnPvMq81nFxePnZFhMXjCEwK7ZMZ/VjH1Lx8DQNth+wFhHiEtNax1j/FoZQ7/vxFlqtCyWS15++RXsONJ3LSbSzD7p41NRNENg4mlqJTkecrFKEXFWLKWaZk89m9F3PfPlDK2k6HkvXYMUksAsL7C9JmQLxtFLYJfyaDxZUeGCQTHivcKpgqxYE/SWPM+pq5qbm3c4OTuPHMBywvoUEi+8udxM1BqNYGzTuH1nDM8zoe4UuST05RHLkeIiZPTRD9N7VSSLOaKpgRgZqLhFnnTh6hDr8LGFhj6Ei8lxFas6HauZFCrFbCacV2uFrqRUTCI0uWCDOvpsxhHXWTEZzrKMLLrIhBAwPo9ySDsV75AEnFMnJq8vy4o7HFaNVz52+sTXG1DIiH/QlKsYbMahYyR5KIoqy4XD98kjLXemp51oTgeQU8WXqMgN3D87RgXHZFisD1vo9LmKY46O7A3pwAW+kekgyzKMkslD5JQRxzWavCrx8XmstdxubqjKgidPnk5ChGGQnKqr50zYcAhODGa8xTmxMkuZS9vdln5wbLfdRG4PcZlIhDoOSyA5dkUhePH6+ITMGF58dJ+6CHjX4eyeus7Ybm/ohpYsN7RdQ1GWqBj7OziL9YFuv8NnOe1uT6YURV3Q9R1936C0p5gVDM4x2IGx81R5LVBEbzEEtNKs5ksWdY1znnomcIZ3lqP5glld4n3BvfNTsjzDIdfKZrtlfnofGwLX21sUge12K3Lb2CQ4KzaS3TAwDCNBCeVt30i+eT8G1mvRpmeZwVvLfrdls7n5xPXqU1E0IWaem7gNRaJttTHicTmOFC7HWikgwzCyQBQ/bddNHZqOd+jl0ZzHz55zkjrEpJtLGBpexjofyCgxek4/bimMoayqaeM6xDY/5SsDnJyccHNxPSl9En6mEHpRclZJRTK7Y2M2Ea5jDISKxTN1Sjbq1cUR3tOP4rs42nHCEVORTGTwZDA8jYnaCL6o9eQORKqteIahpyjLGOYmrlGBgHMjECZvyHG00UPToI2ctDa6HI1j7HI5FIKEGWYRuyS6rnsXM4jg0CXfKYap25SHimTmtEmPxT8lZsaOM/5DDpUxHpo7/ya+OhJlS939vrhQUsD981OKzMhNdVoexaLLgT0QQsIMU2E6FEodi2vXNNRVFUn/USQRR+P1eh09CRxHiznX19dcXV3T9T0EgSpkoSQMgLSQG0c/5YqP44jREsFSz2YcrWu0uY1wTjqEcck2WfDFZV4Q2g0YTJ5R1zVaKYrccLPv0FpRlrWowXAojeQAEdjuG9Caej6X87zRbPueXGu6YcDFIDdjtCxilHBqR+tw3ShiB29RJk4dJkerwGBHxqHjs6++yvfeeovgBvbtVo6xC8yrGU+ePME7T7VY4L2nKHKUD2w2V6zXC7qhIfqboH2YIA87Wol70QbcZBlhAAAgAElEQVRrLW3bYfIKHxybmxtCIKq5sokt8Ukff2rRVEpVwK8DZfz+vxNC+K+VUq8BvwycAF8F/pMQwqCUKoH/Ffgx4BL4qyGEd/7kn3Jw/Ba8UaOsIyixXHOxK6rqCoIcmHG0FKUYCNRVxb5pUEhHsF4f8f6HT/F9i85qXDzhPbKdJxKVfbxIlKppusBiIXSak9Nj+u5g+jqZAhO4d/8+b3/nuweys0ygU7eZZwfnm0SoTu5DchIfHLJTdjXIBepi0RyspR8c4yhZO86O08grY7IokQ5mG6nwyJB4yP82KIOMSkBmculmrdh0aRXf1+Rsf6D9VHUdn/uwPU8Rujoogha1TUIRJR5VcMCyLOXisI6Qydg4WhsXQWHaoqdQNdGlH5IfE/aRpI9BCddSp/EfufjSIZmyfu50kxO2+fHT7NCYRzei1WIeu8yD8753Dq0OOvnDtQDJXwAVdfIRThmHEa0VlgStWEY7TpzKuq5ZLpeS/+Q8FxeXzKLSxzpZlHjnsMDm+nq6SVon6rO0bCrKGWVVsT4+QWcFF5c7Mdb2MjWQ/hsLphRN+VxNXkqYn1KcnKwxRrrZVHGFByvLon27ZxwsWWZYzJfs2xgx4UYW8xkYQ5kXqH3DvmsheOzoGK2jdx6vFJnO8MpFuplUtqEfyfKKzU4K1dlqxaqe8WNf/jLPry5o257ry2s2N7f8vX/0j6iUosDxF372p1kuZsyrgn0/4saevjMMVlRHJt7shK3hp0UWKHYxxmYYZCewb1r6YaTIM2Z1xbyuWa+O/uQSdefxSTrNHvi5EMJOKZUDv6GU+vvAfwn89yGEX1ZK/U/Afwb8j/H36xDCZ5VS/yHw14G/+if/CEVZVfHuLhexiyeAMZmA5d3I8dk9nnzwvnyI+4aqLnDWUq9WbLfbCQtarxYsF4qbx29z8uoP08SAMmM04zDgfM98MScERTP0FEYzNoazuSLLc87Ozvje997lxfolJtPd+FitjiQpMcW7EgtNHCGIGGCih4ihxWGE584QpWJn6pyXKAWIhhyOth+wXqzEhmH4Pudz2YYH1KH5RE1FXMY6Ic87hPhdlLHg+MDQHyRjUvDF69J7YlQrmPhcKX1TaxEVaK0kdygwdTjeOdBSDK11ONdCCAf6ECqmaIYJi8zz4oBRWicdRJTQBn8Hn4sdpfxXoYzY5YU7I/ykI4c7HUNIbSWKOErHMqriDfr8dI3G3vmsDt1qMmNOps5KQcpT01pjvAdjIl4cCFoWdz4Eur6nbVuGcZANevCUVYW1lt6O7G73jMMYz9cMa/vDjdR77Diwub6i71pCkBtXVRaSJ55nzBZz8rLAB8Nmc3tnUSYGMGp6+5FupBVlVZAXNcujFWWVc3y8YF4XtM0tQUFVzYWy4yzaZAwD+JDhMcxmFc4rXLMjyytQmkwpMIbVckle5GzbPcqO+GaYbqx+HLFuQClPlskN0CuPVY66zDmezTlfr3GjWAwezxbMdMH5ck0/DDy/vma73dF2Pe+89wHd6Jh9+DgKNBzD/oZcy+IxhMDYtOBEGdf2A0Ve4lzg4vIapQzDOLJcHU8G3H3fc319w+Zmw+Xl5Z9cou48/tSiGeQT2cU/5vFXAH4O+I/i//9fgP8GKZr/Qfwa4O8Af0MppcLdW/Yf8RCFhInAd7IWOyw6rLVU2QwXM3fsaDGLGXnMoM4yg3VCwciLjNVqxpOL9zh75Q0UibcYJzulGfserwzOg1UK70uGscE5R1EWUwc4Dpa8yKauRWlxomm2zbQgkiIptI9UKFPTc7iGw0S5SR1aGk9txCtTVrh1gsuYPBetuXcH6E+pKZKBeJSmz4pYEOL3SpiZqILcOEwFXuvY2afjqwR705G4njJXlNYoH+LixmOjY3b6u6IsRUs+Wd35qasWw48wdcFGHXioqSs9RHuIMXFRZFR5MS0AgxP39zQUByDTYrU2Ledg6k4nM+uEEadCGuWWcU8mY2mmODteYdTHdeTpkN4tvoqPe5x65xjTcih1aVa24NaKcmuMkSqjtZSl5EINfU/wnrZthZdsxS/TWju9j7Tx945YxIIs2jKN0sXEq7Wj5FPttjsRhfjkuBDfggpoFXBu4IfffAOdVbSDGHKfnKyoSkNRaLa3NhqaGrSp8L1l6C2zak7TtYzDQDd0BA91NUMp2NxupIAXGm0d+7aJ7AFhiaA0bvR4PPO6jE5VTqAhI/lSQ7unC559nrFeLlkdH+Ot5+lHz9k3e0Y7ys5Ca4YAv/07X6Mqv0leVeRlQVCB2WzGerlgtVxyvFqh+o5ut8VFlZstZHpLETUh7h+MMSjEuCeUxWF6+ISPT4RpKqUM8DvAZ4G/CXwXuAkhpJ/0AfBC/PoF4H2AEIJVSm2AU+Di+57zrwF/DYgOI7KVds5PHcTdKpuyrhcLcVUfhwFjDGVR0DQtdV2z3e1QWpFl0m2+/8FHKNugzVHcR2hQ4Q52RbxaNKZcMQyXFEZs88syi1KrEZMZ0u3bEzg9P2F/u4sGwUIxSl+niFylEhXlLtE6XoDTj5auMcSKKL2QxjqPDwrv5MI83G+SYkZeMwlPTS6yqbArhXAeBR/TCC3KRZsypTSZBm3ySHSXLXRKswzeS/JnVNykvJw0PidLtiSiUJmRAkmG04KFpoTOZAmXRTNi7xxj3zOEQFVVpEFa3O2iwYgS+hYZDH0XC66PsIN8X1AfLxIfI6uTbpCJncDEZ5Xi6rl/fg9NisKIURHxc0jEfe7imwkygMlVSWS98i0pkTPF/VbMxJPUunjOKrq2wzvHxfPn7LZbuRFFzD5NNEVRTJxKaRA0s1nF+uSYqq44PjnB5BmDHSEEtre7WNSjmYkXvNw4B5lCYfn3/tLP8vy65fo2YIPn1ddeYD7TgqNGZy6XeIzEBj0oRJmaMQwdzb5BKyiqjLKo6IaeoBSjGymKnGboGcaRsR/Iqxm50fRWcHJnXVRHaYL1CD3YYuIUFazn6uqafhwYbI82UJUZfijwumN0ATt6btpbUHtUZqgXc242DU8+/EiktlqRO8ej+/fIYmHeXN/gnKOeVWRZQVXPpjQCoyU4zuTC6TCm4pM+PlHRDCE44ItKqTXwK8AP/lHfxp1T7Y/5u7vP+beAvwXw0osvy7YixNFVgahr5ERI+efeB1bHxzx/+oyyrPDOT+P78miJ99sJJ5vPK6rCsdtcok+OSPI8FYukIGMhUmQUJq8YnRfZoTasViu6rmU2zilDMb2NhGu+/733ZdRU6uPYZsQxE0am4oUkNTMtlQ6HyAfhpabu0jlZCKGEZkSiI8WbyERPih1JiFugVCTkx0hnmKW7aiw63okJsTE5OvIJtclAx4IYQUNR8HiCP7gPTfzMLKOL1mZEXqWYbhxiI4hLudTCaS0dF1HNpO/gpGmZlsbJAELjMinVUUeXqEjF8i7CAodjQvq5d7+OxyVM5xFTUZtVdXQxsqSi/bEz9WNncEB8AlRc5vnoNK8FRkrHPx73tKk3WYbxXm4wStPsd+y2W26ur9nv9njn7yQqKobRYoyh6zpm85nAISajqisePLjPvQf3Keczzu/fR0eHrN2up226iEIcMEylU/idY3005/EHb3OxcXSuZrlaUeSGTAfJytEySvf9QJYb/OgIHvpxQPvEm4Y8r6iKAut6drdbdKHIigIfLC7ITbvtB2kYvKfbtxRVjiclR4piqzCGWVlT6AxcYH+7Z3d5I7HHRT5NbWWWM6oBHTTz+RFlUbPdiibeuhAXZJ52u4vTQ2BRlgw2wicmJytq/vB3f5fXX3+Zh49ewGTSCAF45QlOE6Jaaxz/iKr1xzz+f23PQwg3Sql/BvwksFZKZbHbfBF4HL/tA+Al4AOlVAasgKs/7bkFgWMqnKTOwx+23s5a8jynbRuqqmIYxkgkNweX73gXqcqCk3XB5dP3OF2/Pp1EWsmm3t3tIAh4FL1zlJkUxtV6zbvvvM9ytRaziriJ9kA9m6NUwJjol6nS1lyTGTVtrhM+NsnwYremjUlvSd67kvfrfGCwntF5JB3S0ffdoUu9i3CEuDIM8SYQ5HnSJjfcKdySZSQnS/BCwZKjG4+3O7gKaa0p8jxufg+yTpSiyItJvij9mTxHFrmrqXAlyEHFLjMtNfJMiOhZZqIMkbiw0pjMkJclKQr3rgzUW4eKEIBSKr38+LzRUT0cfn6atJOT0kEpAzo4Hp6doIMkb05z+bSo+6POzcOHlZ4vhZLJWJd4vGG64ZlMk4Wc3Dq6ruXy4oLrqyvJyvEuRoyINZx1doqV9kE62KqqWB4tmc9n3HtwztH6iKKsmM1m5EVBVc1QT68Z+uHwOiOsoCLenmeGN974DG2zJc+OKOc1q1VFnoFSsnwaxk4EF3lG33YUuRK/2FYmE6MUox0kLM3LTWY2W7AfGrr9HutGlNZkKsOTWBGSstnbDjsMBBT92OOHEa0ydq1lllc0o0UFwf/7dmBW19RlRTAwMOKdJzcZdpS8KA0ErTHx2vPWR3xafvd6xDuLdSKgmM+XrI9Pqep5xPMl9A4gKLnh2fGufPmTPT7J9vwcGGPBrIF/F1nu/FPgryAb9P8U+Lvxn/xq/PO/jH//T/40PFNI29KpRD+aCZty1k2dwtAPZPmM9fEa7z37XcP6eCmj+e2G5WLJZrfHGE2eax48OOLDr3/ArMwYPIjNWwzOwhO8pcwUob/h5tlb1MuW1geqqOBpu5a+6xn7kbIqUh1HZxkn52d02/1hY250VIpEPNAcOJOpACR+YVGU9P2A9S5SIxyj84zW0w0DWVHSNu3BYDbqvkmUmiDjNsk/UhMzddKIKa5KWXSnn0ZqraPhicRkJFqLjgqgydEJWYgVRcyUCVKI81yyhjxi1BGci52mj38v0jQ7jjEaOZt6uER+TxlFo5OLRGtRHBVV+f9S92a9kmXZfd9vD2eKE8Od8uZQQw/V1eyJbYlNsiVSoGDqQXqxHygb8Afy19CD4RfDzzZEEzBoUwIkGqAtUQTZ7Bq6qqsqK4c734g40x78sPY+cau7YRYNCigGUF2dmbdu3jhxztpr/dd/EIWTsV+gIQV36PJ8SnHMvNnM+wwxm0FnNgCHA3HGkeXQeePJGU0hfN6Mcc9FNc3x2mbFT8Kd545dOJo5B8kWdjYAiSEILmxD0jzLwTiNmouL11zf3tB1e7E/TLZ6KoE1VZVx3MDBjDrQtgsenZ/x+PEjqnrB6JxECFs7E973XZeucEyGMVDXFUWlqcrI1946x0171ssCUxqePd5QqJGyMPiQnJb8hDGWo6MFwQ1AoCwXrNYtowt4hO5UFQW3N7dMbpJiqjSmKOn6jhg8i6Jm1+9BORbtEtWJZ0NZlBAUg+q4vriiUIZqWbAoV3TbjqCAWLAbHffuRjxGrZbI36LiqG64u7nh7PiYsiyo6pqoFP0wcltd0W23ssAi0u12VEWB1Zrdbk9ZWP7qL3/Cb/zoH1Kj0AZGn1zCYMb//06LJvAU+B8SrqmB/znG+L8opf4S+J+UUv898P8A/yp9/b8C/kel1PtIh/nf/U1/QdYdx9RxhaRBFiusQ72dxpEQahbLJa8/f4k1Bc7JKBNiEO/F9AAbrWiagrqYKHRgDJqYCItKe4zyGDVx+flfU3PLpnR0uy3fePNd9ts7eqVYJm7YOI4UlSWP5zFGjk6OeXG/xeZwekjFPeNjWWet5tZHqbwt93OHMwe9BaEaORfwSmgUPicgkuE1dRjTQ0i0GSX5NSFCSMbByfzDTw6durpshBJJCpm0NMv6eaNlUZL9TGPwTONI3TS0iwbnPUPXzSOlLcSDcUq8T60l8nVKm37ZjquZGqTz8if9UxRFGu9AGYOPYDgcLiDN3WyRN3se+oNZRsyjeB7D0+8rZkx1/n0iSkeOVi3RT/NDMmOZZOxT5dpL5jzKuGfnzjeT+x/iyN6JjtwiJH5bFJRVRYywaFuGfk/wjqHbM/hp7lSNEayvKGzS/cs94VKzUJVlUqFNh848TUvCVJDPQwxscrGXiJbf+Z3foF2U3N/twI8UxmNws6re+Ym6KdP9pYghLVSdp6ws4+SI00hVFTRNTQiB1dGa7XbLzd0N99090WqqqmK33csBk677bitjswqR6Dx+CizbFjVFDIbN8oTaNJSmodAGosBRutYCS2mFd55xPxCDkPyHoWO/3RLzoaQUOkbWbUtRWgpjKcuCuqooyoL9LnJ8dMR2u+WTn3/Cd77znflZimRX/piGjL/Dohlj/HPgH/6K3/8Q+O1f8fs98N9+6Z8AWYhI1GwOb3koxTs8PCg5pYuqxvuJcRLWf1nIQkiwLhnBTVo+bDYlYdhiiiM8oLRw03x/zfNP/iNfe7xg2t4Q+ol/+rv/mBgCN1evUQqOj2U0n6aJQ4CatPmboyNeffp8vol/FUE2rSTg4aaaxMdMGnsEApStufOJ4zc9wDI1UYV5tJ+VNw+iGFSK8A3JNIIoXWA0grvFFOfro5DVXQZwoixmYpBMbasUsbCM4zgXHDeNTCkLfJpGikKytL2X7W20kW7nJE4kdWJVVc0dY44FLoqCLEf03mO1YRxGirKcjUGyG5PJZPggU0Hwfo7VlcVZlMwgrdAkRVJMWe/BP+jumQumVtA2FcGNGP2gu8jQyTzUx4RNpnE9QTA2O/Pk//8QT0UYBEyKotQzBGEStSp4h9bS/Xd7iZp1zskSJP3cRiuwwrcsywqt4P7+jru7G/rulKpuKMoKYxRWHyYFiIm/HKQDNAZrNet1w/e/9y7Xl69omprt/h605vVLT7tsaNqFYN5aoW2BUeJt0O239ENHiDkiJGKt/Cx101LWNWG3IyqhS5nCEpzHYiiMoV6XjE5G9t12Kw5VaBZ1zdMnTymf1cQpEp1GY3CjI4wSR9MsWnb7LU3byiIylkzO0+1HxqFnGncMfUfwInctkqFzfh+5WEj+VP6agsViwcuXr/j+D76H1iZFNedDMkM6f7ed5n/2l1aK+9tbVkdHyXrtwZ+lkTSrKaZpxJYNy/WSGCJDP1CVS4qipNuLU4lSJKyz4GjdcvXiE9ZvLFG2IIaR6O+4v/hLvv1Gy9WrT3h0vOIH3/t1tJLtonSqmqauubndYidzUCylYl7VTVolZbMIhQ4ccMvcoaSuSToUO7ux5E4IpWaduQ9BbNZ8LzSkhDNKJlHiZ6pkJSffNf07puWAT3w/Pd9A8scP8Dh18JfMKZaoQ45OWYls1FpLWUgXMo6jmBo7x5Q6rIhKlmWC57XN4vChxVzwDt936Pu5ozPGzj+Xcw5blJhCC40lb/S1ntUdKgp9KSayviLiADz4eQOetvWAUTmSIunjVUQTePLoTMbyfC08GdSWAkEkoFE5Y0knwn4M0kUqKzZ/RlRXLmvj099li3KOZ44gOfO2YOMmCmuoCku3W7Cta4ahl4z6UWhK+30nNBuv5PtYIzLbcaLbdzT1gkXTsGgafBCNu3cejSYkJoFOTUfwjr6/5/Wr5/TdnvV6w3S95eTkFIJjHDrQkapJ5N0ofE5rDMYaKsTNqx8GhnHCaJ22+gqXnsHNZkPVF+kgU/TFQhRtCl5fvkaZSF3WlLYk+Mg0TlxeXlGokqPlMeMwMHTCpWzqBWVd4YKnqAp88CwXK8becfHqFYvGUJgSV1WU5Z5x6Bn6nmF0jGOfUjun9D7kOhQppVJrzX6/5/T0BKLifruVjnm54vTkNPFkJzF1/pKvr0TRhESvAHKnqYipqTqc50oFnBsJoWK1OWZ7cy9GAqFFG3nIbJJv5ZTA5bLmw/c+4PHXv4vTE1cX79Pf/Ix13XH1quP73/kWzx4/Ini5OVycZBTZ77HWSB5KWTKNE3VT5ecerQ11u2LY7QV218Ipk0KmsUnKFvLIqfQ8duVYj+wlOTlJmBQFWiLqJtxLTDYEO9LaEBAajcqmEg9wUxnZ9XyzfCFfJ3VU1iQcLjs1zR3lhLUF3os7kVKKaZoYhmHu5GwhEklr7dw1KyWYtBunGT9V2sw0oyyFLZIBR96GeyfmtRr57409mG9kD06TpJZeiXorhjBruPM9gVLi/A7oEOT7zIdCXiJ6To7W1KVBNDtSKH7Rd9ZrWSLOizvyljymAzA7zMsSTv/C9Qdm+lb+/7Vp0DEm6zPLuFpSV5JdPk2TGBg7xzJd58yftYUUJDc53vvpe2yOXvOtd7/N5uiEtm0IUeSr3rm0Ec57AMmM+uEPf52+3zMMPc6vqKoSraEqC4ZpwFYl291WLOmIGBUZnMArSgs9apwmtLHcbTsicHN1SWlLCSwsS3k/Q09VNSwrzTDKf2NOz7m5u2U37EUH3o+Ct5qSclExTCPr9YamdgQfuLm5wU2O9WpNXdcUCUNfr0qePX3GB++/xzB0jGOPNjK1lFXF3d0dTJOYgMdJeM5J898ND5gnwOXVFX/yb/4t7bJlvV5jnlnqWgzMu65Lhixf7vWVKJpKaxZtzfb+lsWqlWKhDh1EDreXmzkwDQNVU7Pfv6Csana7Pe2ymTeLry9eS+EwinZpeXLW8eL9/xNTKo5WnpvwKT/63m/y6NG5OOZog3N2zlh/9OiMi5/8tWjbux0hHDEMA2VVzF2Wj5rf/L1/RrvcsO+SAqTvcf2evtsz7PcENxKDF8OFGCAVlkzqdj7QjxPDMDI5jy1r+mGQzi57dcL8d4ZUkMX9vUgYcIYN4tz1xIRf8sDoN5PKSWFdxkhBy51R/hyIB829sZaiLCmKcs6eL6oSpbRss1HzKJ9PePlJZKnipokwjGithKxvxF1KGXGuP3S3msKKsbRY6MltqbV09tM0MQ49wT1YYOUNfirSWQDwcFMuHT9s2hVPHp1AGHOP+mCEP/hm5koZgocQCFqlv3tMTusaW8giIh8IczeaNvVFOtxQ4jNaWJlSjLWUVT2rx0hYq88a/RBmUnYIUjgzdcgHiW7+yV/9hNeXlyzaFbaoePnikn4YcKOTJWeUrbKKE0dHK3bbO/7Ff/Vf88EHn3B3+yFXl6+xZUXdLgk76TaNsSg8FCqTMISMrhR13eCSf2tEQUBsE5Vm7AbGYWC9XLPf9uhkYvKNt5/ivedut+X65o6ff/Ip0YCtC9zo6PXAOHiuL2+oi5rN+ojaVgRt8W7i7lZCDY2GsigwRvPkjXNApKq3d7doAp999inD6BL9TZIEghfRyLxTSIeiTZziXd+x3e949fqC95IUOqap6GEC7N/0+koUTYB60bB79Yp21Ur3kOgXKiIORkpuNIDgJ4g1EcEvh35guVpSlhWTm1JpkRHTmoK33qhwQfH558/ZXnh++zd/i8ePzogxUlq56ftul3wvbTpJC3xAXKxDSIaygonmbnK7H2iPF1jTsmhhwYGXqbXBaEVVGAyB1y+e8/z9n9DdXhHHfo6cHfoB2QtJwiYwcxI14tCitUUpAcsfBoLpucvJe6UUAKZl22sKeyDXcxgrSUoa8eA8LFuk883iAo2OUCSFTo771fqhJRs0dQMgTvdKFiKHzbfDWCtkY5Uy1Z0TOky61pLmeYgbmG/0bFEXAtYY3EzkTxttkIYxv5O5aB+wRq0ihsAbj0/RKUYlRvmPFTy4fg9GdK2Jaj6vBV5R6WvT7439wMhAsxANNkrUV1ktZbQWgntVY41Gh8AQI64fmEaHF3Kn+JVajbGJTlfK95mXRNYm6ap8ZuPkuL65Zpwcdd3S93u8H+fpJztllYWCGKSLrBeU9QKt4c233sAF2HYjzgesFl6oGwNKy7a+qkog0ja1HIrbPdaK4GIcOzbrDdMwMfQj0zDRqx4/ifAkhsg0jhRFhUFTasPbT55QlhWXVzfsu04ajLGjKhuC91xdXKGcomnqhHXJ8rMoCspSp4O7SDWiplku6Hc79l2HQjF0e1xKj1VpAZgXhHlZp5SYphA0VVnhvEBfsz5dixfpl319JYpm9pK0hcj9bFXOy5P8wGeZXh4nvXMs2kbwktQNaKPY77Y0Tc1+388FY3t/w4sXrzl7dMZv/eaPaBcLghMTgb7v6fueuq7nzkMbxXK15ObmnqOjjVAXqoppmpKkUqhR4zgmnl0qQhHpMJTCa4MDfDSMQ0dPweLomDAN7IaOEDzjODJME6PzqLLBdT2KkBZEUShGiUDOPPrLvZXTOlGyzdXp7/0C3Bk5aLK1SmbCsvnOOeohfUMFifJjZhMKhRRB6UjlVvFeuh6RywkNKYIsCEIgxFGgCO/nLf8URun6EuUqRDE0tmUUOzWVDUEO2exz4X2wPMpLtexjGWOYH5RM0yHdK7JIdJydblBxQoLLQ+pCDt1IvqzZfHkunPMDp2eqlkpLqRmLftChmDQ2NnWNNZamqanLirqu0CfHuMnR9x23NzfcXF9yfy/Jkg+jk0O61jrdS1VVy3NhLUVVs9KG1WbDdrfj9etL3DSyWrXc3e6IMcUjE4nRMfQdb37rm+y2WzmoNOIpW9aUWKGjIYF7TSXwUtf30kiU8j60MTLFNTU3t3ecHm9YLlb0xch++4qmrtnvO4IPVNRs1msWi1Ymp8nxxrNnaCJaWd56+iajc/Sj4/nnL5kGOTxeff6KqRvp9hXtsqWqS5QK9MOeojTUZU1RFCmtVmCx4BztomUaBmzCjZXqMzzL4Sg9UMoiUCXYqapqYhnp9vt0WMcZrvoyr69E0Uz3L81iQT/0rOoKUDxgg0iXGUVZgI+4sWe1OebFp88pyoa+H2iXNdM4slyesN918iDEwCcff8yPf/w7nJ6eMPQ9pTVUZcHd3R1aa46PjxmSbFDG1cDx0TGvX1+yaFtevbrk+PiEaZwE1yOCSjnXzqFsLdhclM5NjDQ0AejHgB89224gjtM8eme/TOdlweGSZ6XPfMmYr0sqEvOsjlysrHAi0XmI89IpxCARECr7b2ZTgwmTipw8jGLAIX6l4oCPP1BhVFJX2aIgBPG/9MFjgphAOOeZmLBpM5516IrkPxnCfDPa5P4uHZtX9JwAACAASURBVKtCJQd3lWSk+eaVMdfMN3+GKYwVp58MR3gfDnrhRME5qIRkW14axdnREvyIhDJJcTw43Od+OxXMNCHoTAsjW+BJgdbazoqfoshxw/I5iW9qQVWWEjRWltJJp86zKkuqVIyOj4/EUHgcub25Ybfbcnd3C6aYDywQrDvTuSDDWC1lVbNenfC//eH/TtM03N3upNNOE9nTZ48Z+p633v4aYzfIz6kEY90NA1NQTCFiC0NhxCTGWlFmLdqGvu/Z7XbyPsuCODkWtbyf7GewXi0ZR4dWE3UjBba0FqJk8SyahbgHrTcYXbDfddze3jENOxZFxX4KRDexWS+5Hi8JYaDvI5GSppUGZhh76qbGGOERF0XJFIQhUDc1K7eiLCtI0N2MZMdsB8isPlOpSTBJJDGN04Pt+S/5Yf1/vr4SRVO68kDVNGy394mikSg2qDQuRcb9PjdQaDNw/ORpokZA3/e0bSMPf1JJaGQ5s1muePr4MZHAcSthVbe3t9R1jffS8cnyI19kTdsuk0wz42UpSC1toImRGByvXzzHtkcSZesj/SiO0S4XzWFg2t/D2FHur5m6npCswIZxYpgctl7S74WknJUimRB/oMIwF6acUaSU0HMOSwjxFc0UrVwIlDYHPmY2+0hyO+e9GL3GgDZ2TgEFgQHEYPjQ7VtbzJv9fJrnVMsQ8sZaHlBlRc1x+MwsZV3LkkMprC1S4Uxaa+cJ1ktERlpW5QNkPjyUerDEEsxPmAgH1oVKBffRyRHL2qCCFCNZuIknq2BfOh1AaYpJcRaCdKj0gMn3zMbDEekwrbFpEpKfw9qCsijnAmmtFderVJxI39Mai64b+qSnOj45ZbXesFpvJBxsGhmnUR7q9B5zx2uMTZCBpUz8y+vrGzlItIIk2Pit3/wNbDGyWm148eqS+7v7ZPbb4pQTmo+X++RAnxIl3jR5wcujka1y14kf6GZFU9WMg+NquqGL4iHg3EhTSQLAommwRhOjZ71ecbQ6YtWuIUC37bHKMHUDfhgZu46u79htt1SlSpHRGqMtSgWqukIh5sxuEl9MydfyELx4YZYlzaJBXT9YhuaxXC74jLfHCH0/pLhjuZ4zr5eZRPGlXl+JoqmUFCRtDM2iYr+7p10ukxY6IZRKNrYxiHV+cOIAc/7kCVcXV4QQ6LqGxaLl8uKS4+MNt/f3VGUhtvhdx/pozd3dHVVVcnp6miSKah4H8wb6ficb8/Mnj3n1+pLz83O29/es15vE30sXmsjtq+dcvP5LTs+fsD45ZVUtcNrQe3ABymZBD/TeM0XFdrun394R3Eg3jOhyQT96tClwU4/LmKDSoCQEzRblL5ju5vEyqamSyYg8CCGpeAJxmpITe0gbfzFpcENPVTdMbkrdZqZUWdYnJ9LFOSduQiiGUQ6hAkn3s4XFKE2p5bPxQZY6pihS18u8+TZGOsycwS4OTRJ/EZWojUwyHyFEgvME7XGpME7jMFOPsg8oaWGljUndJ+khSCQwJTSYUiuuXr0k+nEe8UlFrl0uadulCK20XM/gJhJwnYyjD9y/oqwxieNnrZUspBQ0V5aFcAZVNoLWWK1nb1WF5NXERGebktRSDj1FjIqqXmBsSeEminFgqpzEAqfPuk9WgcYY+Tplef78pXhERgnTswaOj1qapuAHP/wBEcXN7R2XF5doY+ZU0yIdaFlpZ6xMGVW5YPITbhpRSmhsddUS/EBdlBgl1orWGEpbctFJHvs4dCxXK9bLliloCl2xKBuW7RKrLTe3t+zvd1y+vuDu+pp+v6ffbdnvd4k9MbHf3jF2hqmvcW7J/V3EKENV1dRVg9Ka++srmmYhn8M0st/eoxC3ozGFv8FhLM+HQQ4pzH8o4sAUxDYvUv+e8TQBIsL6r6qS6/sr2tVyXm6oqMFAvVzT3V8luVtg7HvqRcswPKdpFnRdz2ojfEGlxEdSG027bPng/ff57ve/x3K5pCjkBq+qii7FreafIkT5ECLJRMFalqslH3/0czZHR8m1R6UDSkwx/Ljnk/d+Iphc1XD85A2Wj56hCxmtmkWDG3u2UbGbRMnR7zuGyVOu1oQ4CvfQ+QRlatBGTIS1mXFH1KHvtJmHppI+O2WMmwdmviovhvLiJsqYGRNh3xaFxIkkR3YXAkFBXdeUdZW66Zgc2CVCOJDxQrn7YhRPTaUORUSlztB7nxyBUlolWQGVuaZSMGIUk4hRTQQXGBNnLvNzYzy4l4dw6DhBzXgmiVoSM/mfiDKGMAkVNQSSPl7G+KHvubq4mOGHqm5YrpY0yxXKWvJCyQV5f9M4YOrmsN3/wqgvRB852Ek/Z5jpLg9t5cjY60yHSfZ22nCgr4p5i/ODqH6SSUndNNiiwAYwWmhw+e8RU+nAD3/4I4ahY7M5mv9sHEesDoyjRLyEZFSiNRIHQ3YXky2ZTOCBEGSiWDQVZVkTfKSsamLUXFxcY2zBNPR45zjebBj2HdEYVstaMtF95PLmiv12z+3tLeM4UpZiftM0NdvtguAc+90WFYT2NvYdzk9ghKO6Xq1RS7l/oo9YrRh84Obmlr7rmMZBuLyKdK/EeR9Afm5IA0X+rRhnzD9/zd+78RzifNrLTaxncwqVNNegMEq6Lj/IQ+WGjrpd0LYLYlSM44DWa9p2wX6/p0h+lMdHG16+fsmPFr8lUcBkp3Ev5FbvZTufOJHD5Hj/gw/oh4EIaYyUC++co9DFfJF9CPz6P/od9vue/X7P7fUN/dgzXV6wPDqhXBjJ1WkaJmXR1YL9zTXD5NG2YnAiuXNjN9tWSUdWoG0hdIr44JhM3abcF4kDai0GK4onIBuAzIa6aVzVmYaT5JMhKXNICw1jLToR8E0yGo5KIIoib5rT5h0SlBEPsLv34XDCpwc5q2t0hDGMoDS2ABOVaOZVTMVfdOVz6FyGJ9LyJhsTyxY0j+s82HTJPaLSb0Xg8nZLbSROOCLLO+HjpWgLxKk8eMXQ7Rj6PVcXF+InagtsUdAsFixXa6zRTEMv2F2xmpMw85PonaNP71/8COw8+mWKVH4Jdh5xTs2OTT4phIR2JJlLIS13QowprTJvyhXjIJJLRdoMJ/jo2bMn3N28nIulTs5VIR0UyjRynbQ8L3VtZ7rTMI7zdBDQdN1WvEfLGjeJD8Q4uHTQicyYRcNq0YD3kKSd4zihgbHz7Hcd+/2e/T7BPhEh7Q9OFnIJz16t1mgF2/t7um4vEJuGsd9zO8keoK4arIL9vsONAwTPfreTaSTT9HLdeLA0ffj0QF4O8eB31QPOxd/8+ooUzcPDEyMsWjEbNvOJrhPmYrBlI4a6ETnlpomj0xNefvYCbWVUq6qKm5tr2qVs8lbrFZ89f8HlxQVPnj1JRGqh1chiB5x3+OC4eH3Bq8vLhB0aSKPUYrFgGkcxbyjEhzkCUWtsWbKsWurNCUfnT5kmx37wBMxM7ynrBaqosc0SUy1Qk6dolvSTT+Orn52ItE5SQm2IUT+YHFKfqeAAeCc8U2soigR4+5l7Nh+6eayPcd4GB+dwSmGBoe8xiYPoErFcJy4nqXP13othRFoU+ZDkg/nhDkIRy3dkSAsspURBlTfSmccYgqh1ZjwtjHiVccI8God0fRwhOdQcBqmsy48z7s2DQ+Jm2wvVKIhMsTSaxtYo18vyCC3XNymDCiPRykUhAXMQGfuOm3FEaTFAWbRLBi1JAz6N+sYatBJJ33Z7z9D19NWeo80RVVkmPuCh2yyLAlVV1LUcLEN64CcnphOogjBNZBqYzx3jJMRzrQyDF/er7GAViZyebnCup1ksmCbH5ENS+VgIQoR3UyeqJ63ROk83wlWOIdINwsMMIeImR2El+tpazTD6ZMvm8En9tlouOT89RUd49eIltq4ZQ2B3t+P4+AznPHd391glktq6rtntd0J2t1YUftrixgmtYbloacqK69trRjfR7bZzoJ2JsA2BYRS2TNd3acJy8/UVHPjhqP2gbD6soGTNefrV36LV/EoUTakBhy6qrBrubm5ZHx/nZx2FYHymrKG7T4Jtz9T31EshxCug78c5LjdfoaoqWK9afvbhhzx74+nsJiPpfiL+n7zj5598wna3Q0R3aYGdxt/lasXNzQ1n5bnQTnQq5DHQ7Xa0m1MhsBspdJaIDwghPUQKYyjrhqlqsO2GSktsQKEGprGTNMKkm/YR0VY/GC1Iuuf4oKCEVDyNAJZYXUo3FvwcW5D++pQ3nmgpUaXRMuDGMRVCeSjDOIpjfD9QNQZl9Ky/l9EqAetp4xxi7mwPpP2sQMrUGenQfdqs60y35YtQUhrnIeHMefmVjH5j7uLyAZpnKumi8lpq7ia0wimLD4rgFdFJP7EqPE1wRBUoVsdMAVQIFF4+q7LQlKl4CodPpo+qqqRATSP7aaS7l/O0rCoWyyWr1ZqyaYhB0fV7bm4uef3qJctFy2azoSwLiJG6Kjk7f5wYBzCME7bvGcYR5z27/U46w6QW8zHinHTrzkmKgPOesd+h0BgN0XhC9Pzw179Nv7/n3W+/O3elVVVgCoPyCXKIMXXrEa9CovFk6DZgtCz/xkkctoZhEOmkE+aKLWpu7y5lulGwbJcoSUyjbtds77fycwMfvP8Bxsi0p4H1epWq1IE+lDvCTOo3RUFd1yx9K3zKmAMThXPtk5v/NI10+w4FB/f7Xyp8Mf1vbi0eHLfpi2NU847iy76+EkUTJe7nMY2OSmmGoWMaFpR1zdxCK402BVWzZNjdAYFud0fR1Jw/ecTrV1fc391x9uiYqqrZ73e0iwV391vOzx/x0/d/xvX19ynrknHsOT4+nk2AP/75J9zv9rIdTeNMyIUAaBYNL168AGAcp5lwG1F8/unP+Y//67+mXR1x/uQpT569wWJzglLgYkyZ25rl+oQYFM36lJurK+4uLzBuZJjGBGIfXHVmcDrjunlczWNy8pzMPozik5loQvqQ9hhCQFuBCIRrKWOa1tJhaSM8wDzahGTSYaaCSYt6RyIWFJObEtVGy1jp3GwWQhDHdZ1+LrLCIiYfw9Q1kZkB6QYOPNhgImwHbTQ+ORnF4JlS+Fe++WfYQeUbXzCqwyPC3PHKwXcgvUfEzd5FzeA1u1FBkEx7/IRRkUXlWS4XECbWqwVNXaOCEcce72TvbjRlYXDTyPb2mv3dDSEE9vt9eo/yudxUFTfLpVCPrOHk5ISj02MWbQPoZCdn6Abh7Ibdjv1OeJfTlLm4PCh2Yrf22afPkWjnCWvlvb399hsM/Za33n6Lrh+EGF4UVFXJuB/FsDuR0J33RCQtUlJUk9+s1kzjRFmVKCUqudvrOzl4bYFLaZlt29JWJWVR0nc9fT+y23e8fn1BVVWUKZhvmhy2KDBaPtNx7BjGkaIwjEOP1QqXoaME63Rdj7XlTIlrmoamqdEY7u+2xADdvmeaJrq+exAXk+32mO+9LzaZcV4E5dNVPSipX/b11Sia8IUHiRhZtK144zVN+vO5scAUknZIgOg9bhiomiVuesGgDUM/inXZbkdZCh2irEqauuKjjz7k8ZOnNIuaKZ1Q773/fgrQUonvl7rM/KAmHflyuSRGORVtsPPNrJTi6bNzXr284M//7FP+7N//O771g3/A0ek5q5NTqqZFFwVl1VC3nmEcqJeO7e0NoxPwOyTt/eEaqGQrd0iazAU0674f5n9Ll+eSPpoZQ4vZcm+SHBpjDNpKKqVO9Srbi4FQUEQfnjLcjSFq2fRmtQUwGwpPw8g4DPPPLkVNzCsynUUnpUr+bB/CSVrL1ydSk2CPPhsiZ7w268nD/Jk8ZNZJAeWLt35kHmtnvDN3rFqBNgxTxAdDCMm31Qse6YgMjKxWS+zmCXddx/XnFxgFbVVyeryhrismP4qb1DRB8FJM04OvED+F3XbEGkVVVVhbiwdm0nyXVYWNJtGBGrq+F++EyX0hliH0vVxjleM7ApcXF8QoU5L3Pb/7T37E/f0N3/vurwkTIhlpJHoq4jjl81wCiBGMbO4L3CR8Tuc8AcU4OKy1wh8OUaaMhJPGGKnKgsIKW0JksQPd7pCbpZPBTO7zlLEEkoghPXdDt8e7NJa3i5m/HAmUVp7bvOFXSlMWFUrtCV6ub11V7LJJD3ksfzBz/0ItPNx3h2oqB+yD/+ZLvL46RVNLVcxOPMvVisvXr5K5q0nFSzoYo0ps1eC7PZHAsN9RNAvWmzW7Xc9+37E53lCm7Xjwfo72/fjjj/jGN79F0zY8//wFl5eXs0ololKHw/xYxijLB6UUbbsU/ASwRfKjTOXi29/9Hv/gN9fc3W25vLzkbtez296jixJtCyorOehRKUxR4IJHa3DTQExREHnjJ2P4F8rQ/E/uOOf8HqXmMVeWLn4el3XiaCboW3CkwqBUmKV5MT2cIUiXUTcNzgcZx8YJW1SJHqTEhIR0wKUxuUicRMGkBLubhhHPNC+YlJLkP3lQbVL92LRtzwdCWmskTBPm30b6gcDDpyCD+bP2Q8Cs9H3SYfYL4L5CScmIMgZOLk0UPhB9IEaFjwE/TnTjyPmzt4j1Gm1bjtozvJtQRK7cRPd6Rxh7DI62tqyaSgytpwFjSFxW+SEljG9FVYnhy3a7ZblcJaNmoSbVlaiHjBVTZm2ki5XrFiUPniiyTBRXl1dyACj43d/9bf6LH/4an3z8Ho/OH5GNpa2x3NzezT+DTBGBEAVysWVFXdUC1UyOwmjcsJfrreSgrEoRjAz9CEaKYb2oCOOEGyZsJVOOipGysBwfbVK6aYmxhVCtyEYoh8lt6DvhpY4jlTWo5IMQQ0BZS13XskWPckCbTPBP93xmZ0zjILhm8qeIDzrNvCRPt//8+gK0mf/obwFqfnWKJkjRiPIrpQxVXdH3e5p2ScZjQN6fKSpcJ/iPmwbcOLA+OqIfXjMMg2CVRkYAYwwhBpbLJRdXt+x2Oy5vr7m6uhJOoxc54Uxf4XAND4IsKMqSu9s72uUSN00Upeh00bJIOT4756ioWJ+cstsP9KNj8gmsD0FoROmhHfd7QjKi8H7i4UcZYmS20cijrlKHQppH9QeFFAVGpY4shtk5XuSW2QAYKApZ9CCGCGg9E9gjYoaccUXvPf3Q06Qwu7x2URyifXOh0kmxkzPMYwjE3N3EKKTu7MyeRtf5vTwcqh5+28Ptj2yJs9wymTOnyhnnRlyhkkTy4SY1X1eVxsAYk3LJKfzkZORVWUppE1UqcH1zC/USj0aZAuela66bhqpqqQqTcPU9t8FBNxA6R2nEc6DQYu9mipLVZsPpySkffvgh2+2WfuhpvRDJFWICvWpblu2Sly9f8fyzz9je34kcs66pyoIqadmN0Wx3W1BSRPvunovXn7NaLanKkr4fk2ghstvtxOB47FGIckkWX7K4MxTSFMz3kVzMsqrFnT8GjAmyeQ/SvMTgKbRmDDHRwyS+uirFwrBpW5S29MMo3qtBqFXBe6FSOYcPgWmaxIBFi1erQPdiEWisRusCa5OZS+p622Ur7kYkLDPR5aQY//KgPUM186/jL1fNv+XrK1M08ytv0GOULJ6b6xvqRXvA+JD3bGwKO1Oy+Bj3e9qjI6EiKEu37ymrkg7JE3LbHXVT8+jRIz759BNsVZJzXUhjD6mDylK2fIEjWQ1jub+7Z7lcieMPB8ig63q8C7goOyptLaUymKjwMY0ZUZIyx36HDg4/9oz9HpWwJKVl256LysPC8mAj9qAjS8Umd2cz9nnwglTKJ6pH8sNMygsxMUiDmtY09QIfAj5G6sWC+7t7dIRSH1zKY0wTgdbSmSGjtEYw1IBsoFWMc1pojsCQQ0+ieq1RmFSkMlatkJv7wVHwxZtbiYGJCGnkcAu5jKt8XZgL5qFoKlCpS1URlEeJElc4nyEQkxzTFmKQsVgu5yVXt9ujihJ0OnSMqGaU1kwegVGKBqMghgXRVLgY8NGDH6m052mzol6sqJsFxhS8fPmK07MzwdzbJcZohr6j23ds1ivOH59zd3vDe3/9E5qmEgs9BWVhE1ezhjhxdn7E7e0N3/jGW/ipY9GsmIPVIvSdeHaKcY1kaRWmRDkvaacwSxRzrK3WhuxUH31IE4XGFJXkuLuJaEVV1k/iE6qUQlcVbduKqbSV4qm0EeNrf1CpLRatHLopCSCEUeS7RZF+Do1SNW4iyVKLlFqqGaeesqrox5GuH3De4dyUWCd/c6eYn9VfKph/ywL6lSiaB4qJ/Dq/OVuUEg96f8ditZ6/Lm9hdVESpgGF8OzKpkEnp+27uzvOHz+iaRbkx0trTdsucCFHavzCXxgEk/IPcLcDtikPpDZ6tokT1YzBx0CME7c31yw2x+mBTeB9iISoiFqjomR7X2/vKYxoo3WuhQLuiVVXMujInWXOwJFL9JCClIjmPhldKNFkJ5wjYU/lLFt0TnCqOJuAHHq5KQSqquZ+u8U4z+bkVGSR2iQea5LzJX5nzIbLacEzjRN1cjyK3gsWWRSyhElYqGBdyfwjCt1G5IgAB533gzr5RbwpbeSJwhzQHJZBAXm/PnEOZ0cjkFEThVIBH0ZcKcXbO9Hd5yVTGCbGydENQ6JSRUpr0WXN6NUc9WHS8owYKIq0aU/hXt6NaCJtU/H0jTc5XS843ywoS4m+ePLkKX/67/8dZ6cnAhdoTVXVEDxNJUYqq0XL22+/zc8++IDXr15RlpamrmWqCoGLy0/5J7/3Y97++jdk2fTqE/ykOT055uWLFyhlMEXBex+8R1FYikJYD1VZ4QK4YaAbhDi/WC5xk2PRVMToKa1kWMUgRdW5kO5LRYFKeT8Bq6AqSsrSzuOy2A2mLKrUaMzvDyVBiEmsoa1luWzZ3t1xf/1aTJmdS3i8J/gCNxlicIxDjwsRbUpQhmbR0g+fMYyTmHqrDJP96sL5y+P3ofk4fMXfQ0zz4c+cw6WIinbZcnt9S7taHzquVJCKuqGbBsQ2Tsak45NjLi+uAZ+2cIbt/U7C13ad4GjBJ8fy3IkguA8Zr8t/f/qBZoxTsV6v2e22WHuE1zFFJ4gOfXt7xfXVNVW9oKgWKFPOS6RsEKyTi1J255clRiKMpyWP0uYBrskX+GSKlEoZQsIxZTGgYkQZ/SDVMM5LIOfFH5IYcUzoshTDjLQ0AhiHgcpYymbBdtdRNC1Ry6hOkPeYo4i9k0C4oiznDiJr90OIM277UPopY3N6L0F4gcYoxMRR8cVymTrgL+CTpBFdpzE7HFgO+YOKeSw/5CHJb0snrhHVTFCWbvQ4JyFws0lGuhhlYSVsTGuCS0tF59DpcyiUwcSAjg63d0zJCMIawzgMlKXh8ckpbz8+4dHximVtaaqSoeuTLl1oOF0nJsFFYWnqkv1OTHHbRUPXtTx96+u8uLihc5EwBILSROe52+04eXSKMkD0jMNA08hydJocKE9tjaiYNNzc33L+5GvYQjbQx9WSddqga6VxbmR7f8c0Ddzf3QIK78XJXbKHCowxkkaKTHaakLrMgxWhNgcVm1EabcQIRqf7WZuCvh8oKkkoCK5KiZADtt8zdDvSXCeWeUYlLb5g8025wIXA0cmxjP2pEyb62ZjjQG5/eCc9KJj5uftCkfzbtZpfnaJJql0zXie/Y8tKwp7GMdEY8gif9MscyMxD37M6OcFNLynLht12x+mjE2KM1FXF7f12HgVDzCMb8zWN88OaLmr6s6gOOEhV17x+/ZrN0ZFsKe3B1KHvdvyHP/sPdLsObWvOzp+yenTO5vQR1WJJtWzTMoGZJqNS9Zyd2BPd6NB5H7os0ukdQiRmX89UtLJqZvKeoqySs42hKAt8itIgbdgDCrShqG2iCEGFYhgnyrqhqOo55EulwhfnhZOa1Tkx+DlHWhz0I8vVak6hnN/jQ1ghMZHExkzN11q+3yEC5AuvmIPhghyQ+W5RgnXmZKkQwkGLnv7O/Ajl/y6bFk+DY+wdbnACjVgzb5yNUVRVKWmQZ8cslitCWkjUZUG7qNE6UhUaF3wqgD3T5Lm5u+VoueDZ+TFvP33E8XrJ1IvRTNd1HB0dsdmsxRawH7i/v6dJUSGioZ6oK/Eaffz0DZYffcbLl6+43XVEv0XFEWsFcwwhpvceaZctzgeK5IV6dHzEollwf3/HYiERJn0/4pVBaTGwDlE8Or3zlNWCpmlZrY9wkxcLwLSoub/fMU3y8zon6QiLumS5bFmvVtR1jbai1jswOhRlBFuW0q2ixADHWqqmTkIJS0RJPIe1FFWFStShxXKBVnmhJg1LiCEt1ZYcHR3TdZ2YixCTFPiXPTEV+Rk+/Prhs/3/5/XVKZq/sPafDWVjZNEu2O9l/Ib8ZeKMstwci5nDNIkSZ7tlvVnTd4NY/Y+Owha4caIoLH4Q7ptQcn7hPHoAemSqw/wApv81xlCWZYpoENwn5Bk7Rs6O13xyd0sIgdvLV3OWd1VWomywNuXqCJ2nsMUceEYy2tUZ4Muf7APakUpWYweHcjVzI2VzflgaqTSuT9Mk/Ectp7FOZhKFFUdr78TpyA1juhHFwUfge7nBshwvBlEviSONwYWJwhYU7VI+t8R0iPHgepSXLzIi69TVx3zJUPN4pOYDKEMPSh++liBZPcocPDPzwxBijhCJ85MSc3c7Y5/pwEXRdx1+FDhGOl5JMz06PuLs7JhFU1EUBeujNZv1JqV9ysLEGpjcyJRimIP31JXG6Mg3337MG4/OeOdrb7JqF6gYcIMoo9arJXd3d5ycnHK/vaPr9tSN5AXVVZ1MTeSzaZqKZ0+f8uzZm7x4dQ22xIWRqe9ZmmK+Tt1eLNy0Lei7gbqS4L5xnGiaBVdXl1jTimVhiASVlmmo5NAv5ixGg6lLjDISLxInIgZtK9qVlIngEzuDiHcTow98/vJi9i7w3lNVFXVdi/x0uaKqG6qq4o1nb/DRz3+eQuTS5FUULKwhBoFzNAGNdLir1QJi5MXnz7FKYW3J6MQspShKnjx5ykcffSTPAMlgWymcd7+0+7d6egAAIABJREFUKc81MteOucv8W2KZ+fXVKZqKWe2i1KHDUTE5BSXqRf7zcdjTtCtQEVNUBO8ovZdRzBju7u4xpuT6+oajoyW73ZbNasl+f4FWUiwODnyHMfCw9DgULbEeS1+nFaenJ1xdXvHkyVORe5py/pzefOsNXr74nBAN3o8QHMGNjEPHIqUOZs04pG11SEYSeCGMO1Hz2KJKhsHpEqXONCrSIkbiFWQk0smzEuFhJiULMSDS+VSAg/AUx66n63pMWnwIp1Lj8qga4mzR13U9bnKs1muGfhDVyOTkAPCe3f09i3ZJWVUPjI1jupGznPIhDKJmnOlhUykF//C5yJcIRhsJoBVGWyY3JhwrzowHyV9yD/DnB8+ONhADuhBfzi4dJMFHyrri69/4Gienx0CkLC3f+ObbcsCGwDAO7PZ39PuOtm7RKIpFQ1NWhHFkdBN+lJwc7weOypa3z0/QfqIyImO12tB3HWVZUpcV6/WaEANd17N2jn4YqMoKpRXWaAqrWS8XDNOW7/zat/n0+Sve//ATvI/4MdC2lteXVxgCzz/5mPPzU15f37KoGiYfefLkMRevL9j3PevNhmlyrIqKaAqcS0swRNE0DCNuHIneEcPiIFyIyGLyYW+Rnouo0tKsLGiWJNGC3J/SrWuqquTx02cAc3jc9eUVTdOw321p25ZPP/0U5xzvvvsuMQS22ztUjKxWLW88e8JmveLzzz5he3fH8+fPKQNYK5DXj//Rb9MuW/7kT/4P7u/vKMqCd955B+ccP/3pT8WZK0Z+8IMf0Pc9q9WKDz74gMWi4Y033+Tjjz7mIsXi5DiYL/v66hRN+AKmmH8dUyfVLpcyoi8assNR0y5T2ylgsEnFwqI4Pjnm9nYrmFF5RjmJPVhdlfSDe3AfHEwnMuaWsTKVfyZyYRXVS1GUokDIy4YHILMpLKujDbv7TugrLlmaTaNgN9YmT8A4F+kcDTtTg0IghInRCR2mqJrZpYwgdCKTFElKiVV/cI6mXaCUkcIaY7p24mwtcQ1RInknKS7aCg7pU6duy1Kc1LVGGYVLh9eibdndb2UTm4x1i7IUXGlywje0KWMpmWPk9zKrNBIWPZMAFAkqeXiV88yU74GMO0unFhO5/WE3q9LoNVPF+FVTl3SUGk8Inq6XbPaqKvnBr38fXRgijrK0vP2Nt5gITNOIUZq6rGiqmurJE7m2UWzftIr0t55p8rSLCucmKlNwutlQGitdsZsSyVvuthACzaJmu9ux2Rzx6ac/Z991rKaJbFajlMWkILqqMGyWDe987S0+/eQzdmOfDJyTJt2PkijgA2qcWC1WOO954803ubwSd/g3nj4heEdRlIwh+2YmVyME2ndecqOc82gd5wUg6QCScLwc6SsUNWVMkneG+bOT96CojOVrX/9mWgQZ1mtJt1ytN/zad75D1/X0vTgxPXv2jNv7e2IIPHvzTT762Yd8/vI1JycnBH/LvpPC/+jRI/7iL/6C8/Mzvva1b8okd3PNO+98k5cvX/LjH/82N7c3KBTf//73+KM/+iN2uz3f++53efnqFRD5F//8nzNOI58//5zf//3/kj/813/I/f394f78kq+vTNE8yAQ5jOmKGbEqyorXL15wVle4aZx11ZBGv0z0Tv9ebja8fv0aoyu8E9fxYT/QtguG8ZaZcpNG8rztnvfk85h3eJhzq6+NaJH7rqeqq7k7zRf+9OyMYf8crQWML93E0HdCsSgK4at5Nxt0mNkGTihQs9EwKvlJelGPFIWYL2RO1owuSPSuAONAEI5lWWU3csE8fQhoW6CNYEllisqNIbLdbiUJMJkEo6CwdqYlNW2bFnBhjgfRid4yjaMsf4zFBy9jvZafA2SDmrOI8v5N6fTwBk+OJj4UzAf3BZp8KMpnzdxN5mXXTDH6FfcUGR8mJJhAsNH1esk77/4atipAR45Pjjh7dIZH4aeR0hZUyVQ4xOQFqtJCQwm0oVdH6KJO4WgOHQObzZpsP7ff7UX+p+Vz8N5T1VJA1us11trZyd+HkAyiZak2Tg6jFTFMvPnGOUfrBfe3NxSlFa5l6q4Xy6XwYqPCWEtTVXzy859zdXnJs2fPmMaB5XKJjw/uq5Du5pivjQIlvqi2EJ9TpTUegQuUUgR1sOUDZoaIC6JfF/aHNKZPTs+YXOBnH32EUoqz01MenZ0xOk+I8OLlK7q+5/zsjG4Y+fCjnxOC5+mTx/zad77H888+5cnTN7i/uyZE+Iu/+Avefecdrq+uOTk54eOPPuRnP/sZV5fXfPDeT/n9f/b7PH/+KX/6p/8XMQb+6e/9U37rRz/ij//4jzFG82//zZ+glOJf/sv/hv/05/+Jn/3sQ549e8bZ2Rn39/fzofZlX18+gu0/80tl1wAgU0B4eNMnXfPQdUzTSFlXCbqKD06KA3ihtWG5XKAUMqrbIon+xXZOJdwrhC/eDOlbzhv0kK3J0sOaBEMsl0uJKEDA6rz48D6wWa9TCqXHDz1Tt2d/e8Pu9pbt7a10dnk5w6EQZP9JkzBFRZI1qsg09PS7LWEasVpRWqEYiXejR5Fw4IwfqoP9W/awVEnyVjQLiromaok9HseBdtHg3cT99TX79HO6aUpnmE7dnXxOIt2TTlsZQ9U0gu+SOvL5AEyFDmQcDmnUjqLC6fd74f1l82AOXz+fVQ9e8vsqYbaHzjLTjQ5fl/Be/eCbxIAlYgtLVdd861vfEuJ0Ae+88zYnp0d0U89uf09wTv7x4uqjtRSzQAAlOOs0TVSLJe1qw3J9RNO01FVFYQzTNIoUFEVMxhSSeS8551VVoY3h9PSM3b6TzPNZ5mpn1VRZGJaLis2q4dvvfI1CizKorgoicv3rRQPa4iNsNhsW7ZI/+7P/G+8cj85ORQuPohsGkQ0ntZdL95rSBp1USOjkHZAwc/m8zSyLlBykFNZH8mgIzN9zcoHJBWxR4nzKkDcF+34koPEextHRDaMQ3o1lu9szTh7nYbvrCWgGFxhGx9XVDW27RCfa29HRhtOTE5SKlIXh/PyUf/w7P+a73/k2J8cbvvmNtznerOm6HScnG6rSomLAaOS5J4hW3xis0ZQpssRoM0fFfJnXV6TTfLCQSaNy3nIfuk7F8aNHYhWViLg5BE14g8LN09gZjzw5e8THH35M1+1ZrVqMKRingeVywXDXiZNRzOa1ap7rlCJF1uZkwEPRTD+lbO3SFtk5cZ3PCxhTpA+LgMEx7e+S07yXUTKIiikM42GtB7KcSgUnPMBvm6aepZ7OTUzTSF1VmMKKo3ZZC76ozKweytnqJKwv280plVyUdPIsVRoXJqqipG0WxJi8FXd77i4vKIqSomkoqipBokl9YZhx4bw/i6kzn+GVtNhSKIoyj+LyxblLzAdXHjKyR6cPQeCQTOlKnXXMS6EImeQuf1neI+dbKnH3lBRVHQNWQ1U3rM5PUmid4u2336RdLXlx8Zr9bkdlDGXdolLcQ1lqjBEZg+S0KwprmLxggbl701YUQOJ4rqkaiV6JCPxSFAXTKFEWq7WM0YtFy+uLC7bbHZujQcL9kM/OaC0O6zHQ1hVvPnvKctkyRceiqWd+qQ+BqAQGWS6X/PVf/YSu33P+6Jhuv6duFuz7ifsuYEsIKjK6gEsxwXLgqsTaEH4lyQU/f46TmxKbImKUTgo7ZoGDSsUWJbzT29s7Nm+/NYsbzs8fC/+1HxjGid1eLN0uLi95fH4uUTdlwfn5OffbLeMoDuxNs0AFz8nJIzbrI97b/5TLiwuePnlC3+25u7vn3Xe/xdHxEX/wB3/Ay5evsFbz+PFjlJIx/Z133uHps3O887z77Xc5Olry6aef8Y2vv8Vue4ebOqZpYr/f8yo1QX/T6ytSNA9LGKXStpi8BFDzYj2G7IFZEHzAlpbgJZo1xJiyTcKMExZlzXqz4vZmx+XlNSenR4I9VSXELSapfyI50jbBk+mf2eQgjfG5cCol27p2KdvQarGYnc1RsnFetAvGfiAmZUgYA900SjHQBjc5xrFHKxL1RrBbEuetrGqsLdl3HR4xJxBepFB1gp/mItTvxI5rc3IqKYPqoPbJ3pUoUXvEDCiSMpSMFUszZLMaU/GrmiY9BEY6LueYI79S8QopIVJnHDT9efDJZMGmrpA0kmclkpdRtKhKiOCcyOkU8ufZNES61YOw4HCAxZl6lS3FstI8QzS5CofkllRYw3pV8+jJGdtJuvmqstRNzc3dHVPXU2txDdpt74hNm+I0HM6Jbr6p66QgEmpT29Q0TYsLnqIw1EpiL4qyEoOLBDUV1ibGQ2C/26csdMGCz87O2O129H3PvqxmdHAaxnRNAoogndQ3v85fv/9Tjo42xBhxPrC9vub09Ixx6PDBs9vvWa/XnJye8uknz2lXG+7u92y7iaj2oGwav80MG2QNe4wehXRfWomQV9gSUNfV7FPgnJs3/YqISV2nsXL/Xt7csOt7nj15TIyR1xcXLJoFzntevbqg78WX9tWrS169uuT05JTJTbz30/f5f9s70xhLsiuv/869sbwl16rM2rpq3O62hRiEsT2WFxmNRsMisKyRkCyN0Qj8AWTB8IGRPwy2QEh8hA/IQkJjLAwCCfAMw8BYlpBnvPAJjZf2MmNjerrdS3VVZW2ZWZkv3xbLvXw4N+K9zM7qytduV2aJ+5cyX7x48SLOi7hx4tyz/E9VVyz1e5RVzWg8YfP8Ouc3Nvje979PWRS89NJPuL11i43NTTY3NzkYDnnpJz/h/v37bG5sgoFbt27R7/cxxjAY7LO+vh5yiTOeffZZrl69ytraGmtrq7z//b/Quup+49P/5ES66owozUZh0kZQm+jqDIbxaEiWaXWBNApNHSokqSbXem9CkEXZVNbPn+fB7oDRcMj6uTXSNGM6HdGQB+hhwo2IMKczAUJ0rfm8qb7Wf91uhzt37tJbWtJWt4Ht3OE5t7HBnVtbbWRR667VQs2yXK25iZBbCVZy46eDJMvBWGo8K2vr1M6Td/KWS9D5GsG0DFBZRxiPRuzt7JBmOWmekWU5WZ5r4xgkWNUhGbhFk4JkkWD5SfBNJnmKWNt2RHQeqB1eNAJtxFBMJlTTgiRN6XS72l4i5Foa2/RHJ0QnQ9FC6GTZKJQmDahNMWuuXXg4BB/Moal6w2SuZMvz15DZdl6T/RHNGOjmuRI7eEizFJsmPP22q0ymEwYD5WdN0oSlfpeyrCjKCfUUxsUEI0Yrcuoq7K4myzKKsgCjnTersmAyHtBNLaurFshaGj2VRdPLrDW4qtJKKNFzv7KyGrqTKluUgdBpU2vlrRG63Zynrl7hhZdeoNPptOegKW4ArTNfW1tDU4Icw+GEG7fukeUdOv2lwBKrMzJxTqfcWJQOU1OvXK3BKxesSJ2JaTFCVSvFoTFKCOydC5Rys+tmRcmaEeHu/e2QYmTZHwxxXti6ezcEO/U6lkXBve3ttn+TNYaiqpmWNfd3d5lOxlpEUJWBCUzTnW6+doMs79Dr97GJ5eDgIPjxNQF/OBpijeXu3bvB3QD37t9vZ3M7u7s6rIx9kqPn8yO+TZCZa13rOdjb59yGBl6aAEaa5TpovFZ3ND3R21xCawMhhrC/P2BlbRkpp3Q7OaORkqO60EzLH5JBj6lKpilNpI0CI9ImhltjmFYVllkbjN5SX6tunN7Mde0Qo4GfYjoJylRJXxEb+CY1SmxsAjYhTVLybk9LyIwBqx0jq6LQKHjdlGs6+ssr6vOdTJgMhwz39zV4lHfwQKfbVRIGQ9uxcsak5NsbGFzLT+iNCelLVq2MoACquiZLrRKWeKVVm0y0LtgFpvtEaHkvjTFafulqtTKNWlomMa3i9MElQmPVozyk4sLMm0aZauveOuQMzrPXN2Pn0GjyGtCyojm2XrQLZp6lbGyc5/bODhavnKNpouk2gQqt9h4TUrGKosDUNVmSgqsZDw+YJgnpdEJiE6bjITu3b7K61GdlNUx3g7XsNQ7V8luWZUnt9Zoc3Nqi0+tSB3+4Dwn6dVVSFlNNgi8q6ho2NjfI0jRwz/r2PiDQrY1GQ2xiSYxhZ3uXnd09dnf32N3b55ln3wliyNKMbrdLmqtPXHyYnntB6grxFufK0BfKzfzLKHdB0w3A1crSb1q/SpgZ+hq8oa0gc9IySTnvMSFo5Hzwg9ZO29vYcL9Zi/PCjVtbTKclmRHOrS5ptRVKFnIwOMDYFGszBMGK9uEqywKyrB13YgRDElIGA3NmMLbmrCKabqgnxRlSmgQ/Ja1frymNaizOpu2BeIuk2tOmLJRtyLkqKLiGz08Vr7GGvJNRlTAcjlhdXSZJUlaWlxiN7oVoaPAhNh661kkXXtvlwzDWsrq61loH3tVaMx4si7zbpZgWrfXVcEQqy7wPxw0+IZMgRo+T5DmYhLTTRZKUNCgC8R5vVYuITbBZ1vZ9dnVNDaSdLlmv37LLJ8GXVhYFo4MDEmMCY06OSbNQE++0e2JqES+UAtNQpqmEwK614gQJOZw6VUs7HTrGtO9Nq/jUKraNrxffJvWL1QdPUU7Dgy0JfsvQq8jYmd9y5hQIPprGjdI8MMLUvanJbx4EoudLPCSinSmTQD/W6fVY6oda7tAy2SRKtmxJggLQ6+4cOBzTyZS0k1PUjixLKZ1jcjAENMgwnUy4f++++uvEUDlPMnfOmhvWJAnT0QTtAOq4cPECzkOedzTns1Jrtq5KJpOJXrfRBG+173hiNYWpdrVG7QMVYD+4iNIkIbWGu7f3Qxtg9VE+//yftjOeTh6Ykzo53V6HPMvUjZCmodujafMtBa3Tr5yDuqYsg1UWLHxt95GQiNqxiEdcTV1oGlPt1A8KYEWLArShXyBLCYHWtvQXoaxq9vYGWERZyswyvV6PwYNtvKvZ2ztQf6cYOp1OaLPt6PX61C4wR5kZ5ywhLWqeCakOAeQ2G6ApZjkBzpTSbOe9zQ0i0q4aDgb0+/1g4alybJ6ERTENOZqNjSrB16m7unT5EtdfeY1iqk2Zur2cqi7o5BnjaYUTP7s34bCCDNalD9aY97MNRETJY8dj7a1TVZhQ1oUYlldX2d3eUWsSZi1svccbVKn4pvOhRieNaFO1JO9g0zz0GGoiwB6xHmMTUiEQJCjtXVWrtZ0kiUa407yNphvvybtdEiMMdraZDB5AmWPTjNrD8soKdVkzPajY23tAb2WF7tp5fO1aflHwUAcXRVXNWNzDFNxYS9M4y3tlnRHNbQEvIWNB5k9qG6WtnVaJuOYE+5AMj8a1PM0UtFGYMz/njKJOK4Ca1CUfauBxNQmWbpooJ6VXBsKlJfV5VbWjrhzGeFJvaKafHh8IOOqW3mxSlCRoxc00cF0KaskWkym1E+7e32Hz0hXNJmj8mW0WgebNZp2OWq+jEWmeMxgMSKtM047EYBOd3bhaLfiqqigLR1nUaDM4p6QWoTpHvKOTZWSp9pnPs5QHuw8wNuHKU1d56m0ZW7duU0ynTKcFxbRgMt2juFeEca13TZqmdEIFT2ItWZrS7XXJe12t+goZG2IteZrqfeZda4m2lW2+VuVrE8bjCSKeCxcucHvrNhfPX2B7Z5uLVy7hgdu377CxeQFjLNs7O6yvr5MmCffubFFNCtY217mwuUk1GWF8RbfT4eWXNb/12rVrbO/s8OyVZ9ne0VbbCOztadQ9zVIe7O6ysbHJvXv32NjY4ODgQF0RxrK/v99mdMzRZD8SZ0NpthEYwpOgeSrUiNHo+IPtHVbX1mZlX0nD0qPKtS7LsK0mrlubaEvQQqOSyyt99vZG3L+/zbWfuwrec259lZu372HEUDc3GrN6lDbtolHk88Gg5uYWYWdnm6euXsOVJR7TJlv3+n0G+/uBaVpd+s18R0TUWkSnKq72iNEgQt5fxgVrUkKv7bqZ3hjbBlhciBB7k2A7SuDqkbbhlwaEHGISKq+ujk6/hze10qFVNa6qGWyPKKclNs3od3ONuBeFUocZO6uICtNjG3SbEkJoVL4sS7rdrga6vAs3lyEzaiePhiP1fXb6OLQLo/qm9dw61B+mft2m/UHD2xlSw7xaJ1XTzjdM5ZGZxSB+5v90dY2rSopiROdcVxmsQvAoSzPNLvBCXTk6mcXX4dlpCOxUqoir2lE5GBUV4macnL1eV+nT0FYQ07Lmxs3bmCzn7W9/mnNra1hTkDRs+sF3XqER8iwUZ/TFMBmNtIPl/IMjuBRcNWE8Lrh95z6+LoMVX4NTNwmupi4LyslYGadCqpV2nCwRp5kkIpqY3hBza0sLNIZQO8ppoaXHZcloNORBmKHUzSkVQtmpTvOttS0JteYud1p6vXe+4x0s97u8dHsLMUL/8gWevXoRMYbhbkXfKku7TIf0E09RTnDTITdf3uYdzzzDaG+HzIJ4x49/9EM2z59nc+MiX/3qV/nABz/Aq69eJ81SLl262BoO3W6XaTElzzqsrq62tHhZlnHlyhXSNOXe/Xusr60zmUyC33hOB50QZ0NpglpfgQkIGrZ0TcQ92NvTZGpr1R8RbjibhrK7UC5TlVr210S8jTU4pxT+mxcusLP9PIJh78E+3X5GVZX0OjnD0VRVpQ83X+sWCP+Comxm6vhZmo2IodvttS0fXGi/2kSo0yRlXIzVwklbBs42LYqQbKyzCPUnSlGQZHkb3dSpp2C8bad7rgl8hHMXJvDhfaPgmoCLntMasFkXb4z6PI0hX0rVfzUpcCG6n/eEvoXt7R0QodPraw5fouw3HlXYoH7lyeiATpbSSZRAqmmVUVcV04MRafAD+lqYFlNmbPK0qUQQ+hkFIuqmYZumHAULMjB0u7ZHN7NzwCzhvdmheIfxDhtYsEQSXK1N7ow1FEVJEqqS6rJGvEHEIYm6PcQYbWwWAk7j8UhdIcFfOw3TYe+hEjCdjO39PVaHQ16+/hrjacHGuXNYUwWXQ/jNVruGVs7hfd1mGzTUc71evx3HRtRoGA4GXL/+Kka8luaWOpU3qQ317QVV0dEgSFEqM3tIlaqrgsTqeK/LChMYr3Au+GwFZzRrIbV99Tcvr1CUZQi46UPNVXXwJ9dMp1PtFjmZtNZ/E1DpL/VZX1vl3t273Lx5i9FoyLnVNa5fv8573v0XuLt1i8xoMGYwOGCpk7K2fo7zSx12piMyqeimhK6zjttbW1y6sElRlqyvnyPPuxhrKaYFV566gvNOORyc486dO6yvrbW+9NXVNaqqYjA44PLlSwjCcDikLMr2PlKvzhNmaTZObcJE1IcnrcfhasfegwdsXrzU9rLxaF+bWYRW7xxrE8piqhUtwedlbEJdFtgkob/UpSxgf3+fpZWLVGXB2uoyw+EII1qnLczIMOZm4sHWnHsczUX2+/0e+/v7nD+/wWA0Cj4VvdF7vS7j0Uhz99J0puzCI955TxIYzcvat60OCGWITTZ9y8wS0PhvZ6I0ymKm5JucxsY96JwPvdETTHcJsUJtDUnHImUdfFvqd9vdH1CUlXZ/9DAZjbl8+RJ7D/Y4GA2VDSnLqF3JUk/5IF0xbZnwx8NxSLUR9gf7XLv2NF6E+7sDlJvEHJ5ON10BvbQE/jrrk1lZaPNgDZZ60zqB4J9SQ9631ysxyruZJSb4Ai3eu3bqKdbS7/YYZENGoxFL/SXSNCfvdOai+do8zteeNMkoK2UYb9KtrFXLdVqVSJJQjie8+up1Ll2+zHRa8mBvn2tPPUWeZXMkNKGJnWuyP1TZd/OcLEtRwmstfx0UQzye7Z1tdnd3yFJtmKdBHA0k+rpmWowpp12Wl5e5fXsHa0LCutgQZCr1YVNV4GusCMZ7JYM26oP1aCaHoD5VXK18ojZpFX7TDbSYKglwE/hrO6Wi1/bl668xnUyUbHgy4X//0R+xv7fLSy+9wHg05pWXXyZJE0ajMXfv3uHC5ibj8ZiDgwG3b73GcDjk5s3XyLOUd/35P8d3n3uOO7dv0+l0+fa3v9Xeg4MDddvVrub6q6+QZimT6ZStrS1EtDdTVVUU0yk3b95EkMBRoAaaBANrvjjiUTgTShPCtNy5QxySeM9keKAXKjzFGiYTG9JW/BwdlLZa0PQPVZyzE+HrmkuXL/PSiy+TiiGxKVVoa5vnKeOJTuu1Amhuih5eRQJrT6O55txznU6H3Z1dbeI2HgWFrTJrQy0beAu16qNp+6CBLW1ba8SQdTOqqibLO3jRPi61KzUKjzBTnI3DoPGVqSKWuaBDOwial7n81SRNSDpdMEq47BBsfxUn6q+rENI8p58rZZlDSVOG44lambVvXR/iPWvLS6SdTCtVvPo3y24nNOGC9XMdBsMDyqrG2LRVEs01baPAEhSKaZ3HmisbIsqNNQMcsrQ9BE5NCf7TYLVPxyTe0ekrOXXw5GgzL4SiqDQaHfyUStNWB1KIUBGGPqB1KpqSew2aeFdrz+4kJU01g0KAoiiYFCU3bm4xPDdlNJkyHk3o9bqsrazS7XW1DBL1ZDezo06nG3z1aM6r9zoO8Ow92GNne4eDwYALl9ZBHT0IPpRa1lRFwWQ8ZHVlheHB8BCBdTtg2zGik480nVXCSOh06V3dtnfGa8S8rmvSNNOgYF21FU7OObTnXWDfCvRuTW7w8to5pUL0HmscV69eIc8SBoMB4/GYyWTaxiRefvklQOvvH+zuUlYFaaoBwrouKAt1GUyn0za4OBweaHAs0RYkg4EySJWlcqEaa7VMNRhYRVHoafB+7r6eZXicFGdGaUrjPwxPXkGnJbe3tti8cHE2bfautUZ9S0lVkaRhoIc65LqqNdnW0d4AWZaT5xnO1QwPhnR6OdPxiHPra9zcuhd8Xqo0WydOsOKaSDchINQEnMSANYlam3t75FnGOKTfIDpFtVYzAcpyZil7o5ZPIvoUb5Kwm5bCJpm1M3ZtGWQ45pySbCwyNdhc+3mj9tVaawJXeq6baVQzBQZI805oYheUME3v8cYygtFY/V1JmpBlaWgXUTGDZPNnAAAMbUlEQVSZjikLwdc5eZ6zs/cA5zxFqc3WkiQlzXJsklCHfL7WGm6JS5r2v+EMBf+Zc6XyhJYzSj/XuEuYpYs0nYRDgyPwjnI6wiaWPFvCuQrINEvAWsqyJE0zauDC5gaj8YjJdIqZTqiq7bYeXpPgO4FaL5C1OEdRelySUNUutExO6HS6LK2ssLO9oy15t+4w2NtnurHB8tISB4NhSNpX+jNrDEtLfdI0ZW11RTM57IwJPUlSbJIyODhgPBopC3qWtsGL5rq7MF2u6x57ewOG4xEm7bcP08Y907hCtHhAT5jmZvpAUt3QIc46Smr7ZYL7Sv25iTXBbw4+kHaISUK/qZo01fPUWHOuLhHnEANZnmJH2val1+vQ7/cYDYdcfPoaFzY3efXVV/VhGx4I3W5OmiYMDw4AfYAJkOZZ8K9qbrCrHVmetQ/GxpMmYeDPc1t43zAz6X2RBDLlk+LESlNELPAd4Kb3/qMi8nbgi8A54LvA3/LeFyKSA/8R+AVgG/hV7/0rj9p/HXyGzodcxqLgztYWq2vrOsUOaS/OawP7LMvImxpZD1VZhTw8sDbVp2JVY6zBkGrqgoerP/dzvPjCS+zs7nEx39B+Js6xvLzM7t6wdcB7P2/LKZq6fglOdmuMWggi3Lp5g1u3bnH5yhWVL9Un6r27d5WtO/Rc8QiJ0Wlfs/O6IWmtHIlYjK+wzRRehJp61sYiqEM7d3O12hCvLVC9V+cizJnKzKpsGgUcpiXGWqiVwqx5TrQMRGGgiZqQaNyhxogjSdTBV1ea5N3t9DHGkxiPN1p3ba3Q73cYDkcUzpGkuap0H5qtJU0LOYcxzTmem2InosEW50IDPB8sef3d4vVLTb5gEwmeFmOoxtgkI8sNSI3zyuKTdzIG+3uc39ggSRKs5Lzzmad57dZNBoMDjHg8wQfpPKnJqSqwHmwNqbGkSUYlRtNx6hJXlVSTCcZ7MpswGe7j6ppyPGKw84AklFL2el06gbQjSSwrKytcvLBJJ0tZWtYGgrXz1GUVyDA8w9GIXr9Hb9gJqTZ6DY1NABNaV3jWzm1w/fothuMpS5lOWb0XZcbDI1YDe3hH7SqERGWvHZ6KJG26gwamL1djnZB31Xosy5KyclT1VFONbDN21ZKzFnxdUotmTuSdTOn3sgRrIO9o2lR/qY8PeZom+K2LsiDJEpZXltnfe8C0LCiqmswlTMuCynnSQLyM6GzGZhlJplkHZV3TsYl2IwiWbsu/FAJxxpjgc9fxVZZluJ/USj4p5KRzeRH5FPA+YCUozd8Bfs97/0UR+RzwA+/9b4nIrwPv8t7/PRH5OPA3vPe/+oh9+3nlNHefM5fnM3tyvCk0pshsv00VEjSHeJ3ncrH9hoT7+V8wN4uf2/Lo90+y7meNo5I9SobjztKhK8frr5gcs81JsejVn11rtcLDdZ3bxVzMqJVsTmcff7gTDY7GbXJ06ciXm7HdfnR4nM8O35SIzrlijh5tbvfNLOL1v2z+HC42yg/t6tCqmYvosFTHvdfX+fuv2abJLjh6z79eAObuWT8zHBYR+iGfOXjOe/++N9jZ7MCP+gOuAl8Dfhn4cjjafSAJn38I+EpY/grwobCchO3kEfv3x//JQ9Yv/idz+xKR8Nd8xqHP3uz+j353/r3WXBw+1tHf2X4ux+1/9t3j9/Hw75zk72HfW/w8nOwavNV/rztuc43nrvejroscHSdz74+ekzc8n+G4HHn/+nUz+d5oPLTfe8jYbMczx//e47Y/6TV7o+8ePdbDxtGb2e/x8kl7nzXXZv4+fgv+vnMSfXhSm/SzwG8Cy+H9eeCB975JdLoBPBWWnwJeA/DeVyKyF7a/f8JjzcEv/pVH7EkticOld/NHWSSKdvQIR786v6/miMfv/Ugh4BuIIEde3wocPZxnZukctVNOgofL5t9SuR92TA8cvhiND7hpmPewq3+cjK+X+aGzonalP7xuTpbj1r3eqvLt//nzPj8bmv/k8Nfl0PGbLef3fHSMLzLi5+dhR8/zT3O3+jfYz+vuonZbf2TjRUbpm8cjlaaIfBS4671/TkR+qVl9zKbHjp8jn83v95PAJ08o51sAP/f/8NJbt/c3v83P/lIvhubRO//+LOM4+fyRhUOpZI/h+G/9fh92RR72KH6jT98Sgd6qTd8iAR7PKD2Jpflh4FdE5CNAB1hBLc81EUmCtXkVuBW2vwFcA26ISAKsAjtHd+q9/zzweVCf5k/7QyIiIiIeBx4ZZ/fef8Z7f9V7/zTwceDr3vtfA74BfCxs9gng98Pyl8J7wudf929+zhsRERFxpvDTtLv4R8CnRORF1Gf5hbD+C8D5sP5TwKd/OhEjIiIizg5OnHL0MxUiTs8jIiJOHydKOTozjdUiIiIingREpRkRERGxAKLSjIiIiFgAUWlGRERELICoNCMiIiIWQFSaEREREQsgKs2IiIiIBRCVZkRERMQCiEozIiIiYgFEpRkRERGxAKLSjIiIiFgAUWlGRERELICoNCMiIiIWQFSaEREREQsgKs2IiIiIBRCVZkRERMQCiEozIiIiYgFEpRkRERGxAKLSjIiIiFgAUWlGRERELICoNCMiIiIWQFSaEREREQsgKs2IiIiIBRCVZkRERMQCiEozIiIiYgFEpRkRERGxAKLSjIiIiFgAUWlGRERELICoNCMiIiIWQFSaEREREQsgKs2IiIiIBZCctgABB8Dzpy3Em8AGcP+0hVgQUebHhydR7v+fZX7bSTY6K0rzee/9+05biEUhIt950uSOMj8+PIlyR5kfjTg9j4iIiFgAUWlGRERELICzojQ/f9oCvEk8iXJHmR8fnkS5o8yPgHjvH+fxIiIiIp5onBVLMyIiIuKJwKkrTRH5ayLyvIi8KCKfPm15GojIvxORuyLyw7l150TkD0XkhfC6HtaLiPyr8Bv+WETee0oyXxORb4jIj0XkRyLyD58QuTsi8i0R+UGQ+5+F9W8XkW8GuX9bRLKwPg/vXwyfP30acgdZrIh8T0S+/CTILCKviMifiMj3ReQ7Yd1ZHx9rIvK7IvJ/w9j+0KnK7L0/tT/AAj8BngEy4AfAz5+mTHOy/SLwXuCHc+v+BfDpsPxp4J+H5Y8A/xMQ4IPAN09J5svAe8PyMvCnwM8/AXILsBSWU+CbQZ7fAT4e1n8O+Pth+deBz4XljwO/fYrj5FPAfwa+HN6faZmBV4CNI+vO+vj4D8DfDcsZsHaaMp/KQJs7GR8CvjL3/jPAZ05TpiPyPX1EaT4PXA7Ll9H8UoB/A/zN47Y7Zfl/H/grT5LcQA/4LvABNGE5OTpWgK8AHwrLSdhOTkHWq8DXgF8Gvhxu1LMu83FK88yOD2AFePnouTpNmU97ev4U8Nrc+xth3VnFRe/9FkB4vRDWn7nfEaZ/70GttjMvd5jmfh+4C/whOgN54L2vjpGtlTt8vgecf7wSA/BZ4DcBF96f5+zL7IE/EJHnROSTYd1ZHh/PAPeAfx/cIP9WRPqcosynrTTlmHVPYjj/TP0OEVkC/hvwG977/Tfa9Jh1pyK397723r8btd7eD/zZ4zYLr6cut4h8FLjrvX9ufvUxm54ZmQM+7L1/L/DXgX8gIr/4BtueBZkT1E32W9779wBDdDr+MPzMZT5tpXkDuDb3/ipw65RkOQnuiMhlgPB6N6w/M79DRFJUYf4n7/3vhdVnXu4G3vsHwP9C/VFrItKU+s7L1sodPl8Fdh6vpHwY+BUReQX4IjpF/yxnW2a897fC613gv6MPqLM8Pm4AN7z33wzvfxdVoqcm82krzW8D7wwRxwx1kH/plGV6I3wJ+ERY/gTqM2zW/+0QufsgsNdMHR4nRESALwA/9t7/y7mPzrrcmyKyFpa7wF8Gfgx8A/hY2Oyo3M3v+RjwdR8cWI8L3vvPeO+veu+fRsft1733v8YZlllE+iKy3CwDfxX4IWd4fHjvbwOvicifCav+EvB/TlXmx+2IPsbR+xE0yvsT4B+ftjxzcv0XYAso0afX30F9UF8DXgiv58K2Avzr8Bv+BHjfKcn8F9GpyB8D3w9/H3kC5H4X8L0g9w+BfxrWPwN8C3gR+K9AHtZ3wvsXw+fPnPJY+SVm0fMzK3OQ7Qfh70fN/fYEjI93A98J4+N/AOunKXOsCIqIiIhYAKc9PY+IiIh4ohCVZkRERMQCiEozIiIiYgFEpRkRERGxAKLSjIiIiFgAUWlGRERELICoNCMiIiIWQFSaEREREQvg/wFoXa1EwIjZvAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(im_mean)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Draw BBoxes" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "im_mean_copy = im_mean.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ - "ims = []\n", - "for fp_im in fp_ims:\n", - " ims.append(cv.imread(fp_im))" + "bboxes_test = file_utils.load_json(fp_json_test)\n", + "bboxes_train = file_utils.load_json(fp_json_train)\n", + "bboxes_val = file_utils.load_json(fp_json_val)\n", + "bboxes_all = bboxes_val + bboxes_test + bboxes_train" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "11769\n" + ] + } + ], + "source": [ + "print(len(bboxes_all))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'image_path': 'brainwash_11_24_2014_images/06966500_640x480.png',\n", + " 'rects': [{'x1': 182.0, 'x2': 197.0, 'y1': 138.0, 'y2': 156.0},\n", + " {'x1': 160.0, 'x2': 177.0, 'y1': 153.0, 'y2': 175.0},\n", + " {'x1': 128.0, 'x2': 147.0, 'y1': 168.0, 'y2': 190.0},\n", + " {'x1': 195.0, 'x2': 241.0, 'y1': 221.0, 'y2': 271.0},\n", + " {'x1': 249.0, 'x2': 271.0, 'y1': 159.0, 'y2': 183.0},\n", + " {'x1': 334.0, 'x2': 350.0, 'y1': 136.0, 'y2': 154.0},\n", + " {'x1': 424.0, 'x2': 446.0, 'y1': 135.0, 'y2': 156.0},\n", + " {'x1': 474.0, 'x2': 494.0, 'y1': 150.0, 'y2': 169.0},\n", + " {'x1': 520.0, 'x2': 540.0, 'y1': 173.0, 'y2': 199.0}]}\n" + ] + } + ], + "source": [ + "pprint(bboxes_all[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "BBox: (0.3375,0.33125), (0.39375, 0.5854166666666667), width:0.05624999999999997, height:0.2541666666666667\n" + ] + } + ], + "source": [ + "bboxes = []\n", + "#bboxes_jit = []\n", + "dim = (640,480)\n", + "for bbox in bboxes_all:\n", + " for rect in bbox['rects']:\n", + " b = BBox.from_xyxy_dim(rect['x1'], rect['y1'], rect['x2'], rect['y2'], dim)\n", + " if b.width > .25 or b.height > .25:\n", + " print(b)\n", + " bboxes.append(BBox.from_xyxy_dim(rect['x1'], rect['y1'], rect['x2'], rect['y2'], dim))\n", + " #bboxes_jit.append(BBox.from_xyxy_dim(jit(rect['x1']), jit(rect['y1']), jit(rect['x2']), jit(rect['y2']), dim))" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, "outputs": [], "source": [ - "ims_test = ims[:10]" + "# random shuffle bboxes\n", + "#bboxes_rand = bboxes_jit.copy()\n", + "#random.shuffle(bboxes_rand)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "BBox: (0.284375,0.2875), (0.3078125, 0.325), width:0.0234375, height:0.03750000000000003\n" + ] + } + ], + "source": [ + "print(bboxes[0])\n", + "bbox = bboxes[0]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Create Saliency Heat Map" + ] + }, + { + "cell_type": "code", + "execution_count": 218, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "c779299eb4354ceaa7e7399d1fb06fdf", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=90298), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "im_saliency = np.zeros([dim[1], dim[0]]).astype(np.float32)\n", + "for i, bbox in enumerate(tqdm(bboxes)):\n", + " bbox = bbox.to_dim(dim)\n", + " pt1, pt2 = tuple(map(int, bbox.pt_tl)), tuple(map(int, bbox.pt_br))\n", + " im_saliency[pt1[1]:pt2[1], pt1[0]:pt2[0]] += 1" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 551, "metadata": {}, "outputs": [], "source": [ - "im_mean = np.mean(ims, axis=0).astype(np.uint8)" + "im_saliency_mean = (im_saliency / (np.max(im_saliency) / 3 )).astype(np.float32)\n", + "im_saliency_mean = 255 * im_saliency_mean\n", + "im_saliency_mean = np.clip(im_saliency_mean, 0, 255).astype(np.uint8)\n", + "im_saliency_mean = cv.blur(im_saliency_mean, ksize=(13, 13))\n", + "\n", + "im_saliency_mean_bgr = cv.cvtColor(im_saliency_mean, cv.COLOR_GRAY2BGR)\n", + "im_cm = cv.applyColorMap(im_saliency_mean, cv.COLORMAP_JET)" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 552, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.image.AxesImage at 0x7f9f4d4bf0b8>" + "<matplotlib.image.AxesImage at 0x7f9d978ef048>" ] }, - "execution_count": 19, + "execution_count": 552, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -196,138 +398,219 @@ } ], "source": [ - "plt.imshow(im_mean)" + "plt.imshow(im_saliency_mean_bgr)" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 553, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "True" + "<matplotlib.image.AxesImage at 0x7f9d97842860>" ] }, - "execution_count": 21, + "execution_count": 553, "metadata": {}, "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "cv.imwrite(fp_out_mean, im_mean)" + "plt.imshow(cv.cvtColor((im_cm).astype(np.uint8), cv.COLOR_BGR2RGB))" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 554, "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7f9d9781e198>" + ] + }, + "execution_count": 554, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "## Draw BBoxes" + "# preview overlay (not for production)\n", + "alpha = 0.5\n", + "im_comp = cv.addWeighted(im_mean, alpha, im_cm, 1 - alpha, 0)\n", + "plt.imshow(cv.cvtColor(im_comp, cv.COLOR_BGR2RGB))" ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 555, "metadata": {}, "outputs": [], "source": [ - "im_mean_copy = im_mean.copy()" + "import blend_modes" ] }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 556, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7f9d977f3470>" + ] + }, + "execution_count": 556, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(im_cm)" + ] + }, + { + "cell_type": "code", + "execution_count": 672, "metadata": {}, "outputs": [], "source": [ - "bboxes_test = file_utils.load_json(fp_json_test)\n", - "bboxes_train = file_utils.load_json(fp_json_train)\n", - "bboxes_val = file_utils.load_json(fp_json_val)\n", - "bboxes_raw = bboxes_val + bboxes_test + bboxes_train" + "im_dark = np.ones_like(im_mean) * np.array([.05])\n", + "im_mean_dark = cv.addWeighted(im_mean, 0.9, im_dark, 0.3, 0)" ] }, { "cell_type": "code", - "execution_count": 189, + "execution_count": 673, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "81973\n" - ] - } - ], + "outputs": [], + "source": [ + "im_mean_bgra = cv.cvtColor(im_mean_dark.astype(np.float32), cv.COLOR_BGR2BGRA)\n", + "im_cm_bgra = cv.cvtColor(im_cm_test_blur.astype(np.float32), cv.COLOR_BGR2BGRA)" + ] + }, + { + "cell_type": "code", + "execution_count": 674, + "metadata": {}, + "outputs": [], + "source": [ + "# Blend images\n", + "opacity = 1 # The opacity of the foreground that is blended onto the background is 70 %.\n", + "#blended_img_float = blend_modes.screen(im_mean_bgra, im_cm_bgra, opacity)\n", + "blended_img_float = blend_modes.dodge(im_mean_bgra, im_cm_bgra, opacity)\n", + "blended_img_float = blend_modes.overlay(blended_img_float.copy(), im_cm_bgra, opacity)" + ] + }, + { + "cell_type": "code", + "execution_count": 675, + "metadata": {}, + "outputs": [], "source": [ - "print(len(bboxes))" + "blended_img = blended_img_float.astype(np.uint8)" ] }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 676, "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'image_path': 'brainwash_11_13_2014_images/00001000_640x480.png',\n", - " 'rects': [{'x1': 63.0, 'x2': 89.0, 'y1': 260.0, 'y2': 287.0},\n", - " {'x1': 115.0, 'x2': 135.0, 'y1': 174.0, 'y2': 193.0},\n", - " {'x1': 155.0, 'x2': 168.0, 'y1': 158.0, 'y2': 174.0},\n", - " {'x1': 184.0, 'x2': 203.0, 'y1': 162.0, 'y2': 180.0},\n", - " {'x1': 182.0, 'x2': 196.0, 'y1': 137.0, 'y2': 150.0},\n", - " {'x1': 283.0, 'x2': 301.0, 'y1': 124.0, 'y2': 143.0},\n", - " {'x1': 292.0, 'x2': 305.0, 'y1': 132.0, 'y2': 145.0},\n", - " {'x1': 321.0, 'x2': 338.0, 'y1': 119.0, 'y2': 134.0},\n", - " {'x1': 295.0, 'x2': 311.0, 'y1': 161.0, 'y2': 180.0},\n", - " {'x1': 320.0, 'x2': 344.0, 'y1': 173.0, 'y2': 192.0},\n", - " {'x1': 328.0, 'x2': 362.0, 'y1': 222.0, 'y2': 261.0},\n", - " {'x1': 470.0, 'x2': 513.0, 'y1': 245.0, 'y2': 289.0}]}\n" - ] + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7f9d96c2dc50>" + ] + }, + "execution_count": 676, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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VhYhiqrrm9TeuU9vgmmvpcbZkMByQpgmRjul0M7Iso9ftEsUxWkmkEEipcICQIriCziGUWOlnCLKGMS2Q3iOcRAiPwHHx0gV+4403SC9dxQvJomxI8zUOFiXbT/8Qdw4attc7vHPjOi989AVsP+eN+U3GLuYv/Ps/wRf+t99jK12SJBEqEnQHfZJJzPb6E0zHuxzNjhjXJfNyQbffY1lWzBYLBr0eSgisadjZ3MLVNUpZrIfj6SRMAEIwWl+j0+0Qxxo8GG/PrDKpQsjC+aB1OlpZrVFMpBU61vQHA/qDHq4xHB+P6eQZ0+mcSMc4B1VZE8UR9+7co65rts9t4Z1gf/+QKEpoaotIJP1Bn7ffehs8pEnwQHQUkcQRv/Wbv02SZfQGA7I0oyprfv03fgePYjToUdcVx9WCLE1IyxSBxNYl3tYoETMaduh1cy5f+iRZJ2d8eMjnfv7vfhCp+kCW5s8D/z3wCw8t+zng1733f1sI8XOr9/8F8OeAJ1c/nwH+7ur12xKEQiGE4M7tu8RZylp3yLVLI85fuoL3cP/ufW7dvon3lumkWX1GEMcRJomD+93tIEWQi0hpur0gmvP5gsYYqrrh/r37lNULlObUnhBBMEWwMtIsY/v8NtP5AiEXJEkSLLEkRimF0qCVIIoSvI5I0wQpBdZ5jLUPJZlcEEkRLA5WYiNW1qyOIuJY4JwLbrf078WcIMSHjMeVJWVRYpoGHYUkltYaoSQPHuxycHiIlhoFGKW+LvkR41guZvQHA+I4pmksW+e3iWKNswYpdbgZFDhrMY2nrh1xkrEsS1ItqaKIuYeNQY8kcUwXBR5PVTfMF3PS/ggvCNaIBhkpkm5GnOUoFUphEjIcIbzw1a9+FWzDSbUkS1OOH+wxnxc8+/GP4fEYvwqXNBYnHUJI4jilqg0Xr1zllVde5Qd+6IeZjk+Iooi6LFHOMZ9OGWz3woSjE5R25DhEVeGdJtEK6SSxkighMQ5miyU6Ttje3CJSkjSRXLxwkaau8MaxrEumlcOzRMuj1eQlsU2DwOJdQ5xkdLod+t0OnTynm2VhohYO7yVIgkuMwFsDUpJkKeub63z5j1+mKh3zouJgCaVaYxFrxFaXP35wTOfiExQfe5J8LUK+vc2PfOoF3vkXv8+GmpFpSxI5tLKkqcaamsVsgZYRUZRQKPBKcziZ4jzoJKN2YJrghr519y6dOKaXZbz00seZL+fMF0t29/fp9/rknYxIB++nbEqscRhnsMZjnac+jQuL4CUKKUNsNE0pmoa79x/w1OOPce/eA0ajTbQ+QQiBd56mMUileO7FF7h79x5Jmq68zYjxyYT5fM4gG2Iaw0sf/zhJklKVBb1esGYPDw5J4pis22Uxn3NwcMhkPEMqRVU2eOcZTybMJsdopej3g7BGSRYmNyFwzoIIiTRvGpwzH0AKA99RNL33vyOEuPoNi38a+OHV7/8z8FsE0fxp4Be89x74ghBiKITY8d4/+Hb7EIBUim4n5blnr6EihfUK5yX7u/dZFBXT6QzvHc3qYkkEkVZ455FCkCQx1jqccUghEEoSxSmNt1TOc3B0hG0asIavfPllrjz9NNY2xFqsXKvwzzmPc56iqnDeY7wJrnccISVkaUonzygbQ56lZEmM8w7rLE6CwwdrjyDIxpoQH8Nj6golJFJFJJEi0p4si4miKIQLtKKpV+VIXmCsI4pViOsLiVIKrRVL73AeamuJVcQo1nQszKKE0oETgjxRnE815TBjbzKl2xny9DPPkGYZ9+7fIZIK4T1JnNDUNV5JdJRgkehII2WD1wKjI2a2QfqKURrhyJgVFVGi8WicUyhpEdIzORnjlURoDUriV4kUIQTeWgQSb8P51TpiOp3jp3OK2ZzZ5U3mOHSakscxfavwVmGd5Wgy5vj+PtcuX+HilSfZOn+Zbn9EpCOUMCgE4+kMoSKME8zLEmsaGlORIohUcCGTVOEJ48UAZRMmwDxVCNvQjWP6iSAfboKQTIuKhYiJOkO0gOlkgikNw37KfLxL09QUpWNRzdk7OEaYkh/49GeDlQkhRILEy2CWSSI8hto0dHt9Xvr4S5gGaqv4B7/2JTpbT/Cpn/i3+K3Pf4FlVfAX/+N/l7de/gr/5gvP8PTPfoL57pSvvH6MlxU6EsjIIGKH0B4vDEU9Y9BLoPI0Jgh0lgWrS8cx/V6P/YMD0jSBBozzlNayvrXJBptY0/D8889Q1iVN05DEEVVd0ZiGuq6p64ayrDDGYUzJ3sExg7URVV2hlMJEEU7U6Cjm+OgQax2dbp/5fMHkZIpQevXZmvPnz+O859Lli9y/f49IaZqmJk0SisWC3kYfHcXMlkuu33iX0bDPbD5hfTSgl2V88qWX+K3f/l2yT79Ev99jbX2d4WiNO3fu443BO0iTDs47posllXFs5n2m8yWDtQ2KqiYqIzqdHKkV1nwXRfNbcO5UCL33D4QQW6vlF4A7D613d7Xs24omCLQQKBlij411CCkoyorpZIZHksQSk8boxlJXBVpKlBaYpkRgMabmcP8eeIMSnsnxAb/xa/8c6wyz6YymKlFK0NeCcnzA7tuW7c11lBCrmk6BkKGkQyqBVopYS2obZtJOnpNnaXCNlaKYLciSGOsMzjjsKq5ljMEYUEVB1YTkASK43M7YIIhShriMWZKlQ6wxOO9obBNiYCIkaIyrkatjssbghURHEZsbGyEu2zTEQtHzMbH0zEQEkUYKQeMavFSs5R2iNOV4USAFKB3hnUNLiWlKLDZ8fyWp6gIURLGi01EUyyUWQ6RilpMpN965QdYf8vadPSqbUPmI/rkTHA22nlHPj8m1ZDMqiOIUISQeT1lVfPozn8V6yUuf+jTWOryzzIuC/s4lvLDQUzy5tU5RlThrkbWgKTxJmpHqnPF4Dk90yOIO12/cYT4b4+qS2ckhTVWwc+kqy9pjrKOxoKWkEuFaEkVIGY7FOI/QErxgWRXoRCFksH4sCp3EoAXLokBpQVdKvBTsnUwZ9obIfsRsesD5KxcpjnbZPZ4TR3263XX27t/GrTwLtcqOC++DiArwwiGVpqrqVcmYxHnHbDYnl/Djf/YHOdeL+Q/+ox/h7/w3nyM62Wf87iu8s3bCeO9dnn/yGYjmKDzdYY+spwGHTgRKg9ASn2guXr3CvVdexgK9PFQBNKammC+JpKSf5iyBzVGfTrfLcDhErxKCHkdVJzg8pqmJYk1VV3TzkER1zlFVDTfv3KdcLnnxxY/wpS9+iX6/z7Q6YWt7G7esGeV9NJr50YTZZMGw02NRlGA9Wiru3LzD3r17xEnM+saA49kxWkVIFfahRKjeGA0H3Ll1h6IoefrJ59EKJsdTmsYy2Fjn8HjKZDzlZDxlMV8yHI6w1vPK115lWRUkScJgOGJra4uqMegkWRkoMd1edzUZVI9UlvXdTgR953LD0xWF+FngZwHyThclBFmanFloy2XJsqhXsbdgEY2Pj8NBS6iKBYeTE1xdUBUl98eHmKZhPptSLJdIPBvrI4bDATtXL5ImSYiXCUFdlSyKEkWwAMLNHQ4+0hFSSCKtWV/fYHInzAFJHBIZVVkQRxrrGuqmYTqd0Bv0cSs33zkH3mOtBWdXx/+eFSuFxAmHkgJng1WplAbn8dYiAecdy6Lg+GQcajKNIe90iNIMTI2zhiROUVIjlCcWCoWn9h7jQlxPIGgaj1QObwzy1JpeJSycdaRJTJREVI2hsRYvoSiWKOGxp4ItQEuNNxUnJsEXDR9//Bo3HiyZ25i6DiUtkTBkaY+utJzvDonjFBFpGucYz+YILxFeoJM8DDrrWKKI19YpzBIfOXZPjkOMUCqUiGiARmpIMirvuHX7LrZpuH/nJtIbhGtomopLFy+xtnOJhTUoqXnqqaeJYo2p50SNYZgm4D2maajqktRCYT3jkzHVMsO7Bu8ahEhpnGM5myKVBiSuaZiUE3q9tTABuoo00kgM66MOg7U1JgtYLhqEl2dho7My2lU4xguxysh7irIEKWkaQ1HWnExO6Maw/9ZXmNy6T94b8Nxlyef/x/8WFTe8pe8hfMUNKRmsaWbjKUk+JMkibCOI0yA2y3KBocLOBOujNZZ1SbFc0slzlIAkTTHGEskQqzwZT1lbWyNZxQuFBOct1KclaDHFckGaJEghKMsSZz1JEuOd4/FrV+nlOVcvXqQoShKt2d7c4srFy5wcHxEJjUaSymBhagdRFOOE52MvfZTlbI7Hcv7iJlrHvP3WTcbHk3Dv+FWMfDzl2tWrlGUoc+p3OxweHvMP/9H/ypWrl3n33bt86tOf5InHH2d3d59yWdCUJUcHB5RNjZCKw8Mj+v1hCAHKEN92q9izUhrvHVVZfWCR+5OK5t6p2y2E2AH2V8vvApceWu8icP/9NuC9/xzwOYCNjXO+kyf0ujmT8YxlXeNXCY9OqpnMlly/fp37d+/i6hrvDK5pMNUS4T3G1EgEnW7O5qXzDAb9EPdbSfBpLjOImTs9gJAdPVWRENQEwJhQUJxlCc47jGnwzrKYz0nSKNyAxuJW4misxa7CBNbZsB9jkAissSFZQ7CCvPd4D9ba9+IowgdLyPtQ2iEFURwx6A/o5BlCKpwDaz24kMAKltOqgW4Vx3UiJCe0UAhnQ6iBEGsNMSOJEGHfKEmW5TS2pjENUZqFMmnvcdYyny/oDwY4C6X1zKxk6WImBwua0jDqrnPnzgm+E5PmOdWsZqgkRbXALOb4pkFGCb/xe79LYS2TpgEl0XGKRCC9Il8b4OOURbEkTTIip5BeYKyiMJDnA5IxmMJhS8Ps+JjLl69SzsZ4U7G+PuKxxx5DCMHh0uBUjPHw9ptvU5UlkTb0lKbb6SElaC3Z2TkHRc2o32HY63Ju83l6/S7WNPQGOUoJOr0RVVlRG4PUCc3c0YliTo4n7GytQVWgXIGpFxg80kcs5zMipXhv+g2Tv3+oyeK0crCuazweryRRmoAUdFLFIDMk6YRb77zMeP8e2o/Z6A9Y73fJO2tsnVvn8ke3+Z3f+j3iOHhaHkmcRqRpyrmtNY5ODtjde8AzH3mWd+/cxljLaDDg9p27zJcFAsF0uUQgiSLJ1rlzq3wCq/Kz8Fo3Dc42pGlCYyyNc0RRjMBgXPAEpYKdrU3u37qD6uQkccxar8/XvvJV1taG3Lpxm2FviCstCZ5Xr7/GD/zZf4fJbMbkZEK5XKAihUBRLiuW8znz2Yz5fI4ApuPJKh/RsLY2YjqZ8Tu//S+5d3eX9bU1/r2/8FNsnz/Hndt3+f3f/306nW6w7K3h05/6OLt7e+ztHXA0mTIc9nAuGBCeMIEJKRFSUBcl1n2wwnb4k4vm54H/BPjbq9dffmj53xBC/CIhATT5TvFMgCxPePyJi3S7XZZVw/7Nu3ztldeYTefYpsaYGtPUuKrENhVxHNHt5PS21hAiWE3eOdI0IcvSlQC5syaOsx4gcZptDlnC02wr4r1uX7FyD6SSq8JejzU2zEpSomQosgfw3mFdqMtzzqJWLW9nWVwRSk68s+9lhlelTcbZlZUbLF3n/CqL/56xbo3FObe6uHK1TxGOy4N3wZVHgFsdv1JRsFqFhFhR46gdCKmQUuOsQ0cavKMsy1CGoyOss2GKsYb5vCbLNN4JnBc0XjAraqyMsDLh+v6MC+dzNjY6zHyEdYb5com1C56/sk221sNLhUOS93usdzv0ez10HLL1edplf+8AUXkG/TUcMU40DEd9tIhYVoaT2YI822GwvcPR/l1+4DN/hqYq8Diee+ajrK31SWNNuVhimoZ6NqeJFU5JqqYBL9nePE/iYTab45yhWkxZW1vn9VdfY5D3uX39BsPNDd58402Mabjy2CV2drZROkXHKUJZSqMY9DKWywKtJZGOaEoYHxyipKcz6OOcx1pDmiVn9Z3+zOk6rdhcWZrC8cSTTzGbzXj5q6+Qj/os372Fij3WL9jaGqHlgNt3XiGNHFcubtHJE7qdDDCM1jpcuLSFMcHdj+I4xNu1YLaYI7UiTzPevXmLZVVgTM29u3eCNxfFWOM4v7PNZDxmuZwwXAuJPCnDeHVeBYNFgJCh7yjPI6qyYjGfY53DecFisSDpdLHekqQxg8GAJEnYPrfFhQsXqKuG2Swpy2z/AAAgAElEQVTUZT7/4vO89sevkmUp+7t76DimmwaPoyiX7O3uUyyLUIJmLXVVIYBzmxs8/eST7O3tEyWa69ff5qmnnuIHPvuD/F//4tdZFAVNU7N1bpNnn36KN15/i7VhH4Phicev8eRT1/AexpMpcdaj8R6t9Nn93RhLpCJm8wWPoJkfqOToHxKSPhtCiLvAf0UQy18SQvznwG3gL61W/+eEcqPrhJKj/+yDHERR1vz9f/yrVEWBFp6mKhkfH+OdI89Cofd6v8/w/FaofPNBTJqmQQCdPCNNE1Za+J6L9N63ACEw1rJYLBmfTFgbdnGAEu+5swBNXTE+OQEpKKvqLA6ptCaKNFXdkKlwc0ipz9wu7wyCYHmGmtP3bhvnLJFWWGuC+41nNp0w6AU357Q9bnW+YVWQ7KzBmVUSQazKjQAdxw+tL88MZRB4F+KrVjhOqorS1CyNIYrycMyEeK1yYKwJLhsixPSMJdIRcaRIU02s47N6yaqxGO84d+E83SRCKs2g1yXqDfna629xslcglQcJ+/MTlIrJ8h4yVizLAh0lzGYLenmPqihBCLRM6egBZd0goxRvusFariyx7KCIKaclZhmzuXkeW1UIYRGqpqkbaDxp1Gf/4C4DEqbWUXkYjyf0sg4eqJv6rIxprdNnfjJhlHUYZjkRgn4vZzoZs6wqIqVZLpdEUUQcx8FS9xGD/pDp/hFKSpZFiakN64MNjo6P0C7CSYFxlkHWRaDPfJvQlhcmTjjtQBUgNb3hiLjT5bHnnuV4Ouf8ZUOedRCJRUaOwVoONIzWQgfWRz/2ESLtmUyPOX9+izfeuM1odA68IOuleOU4OT5mMOyhYk2SJgxGA2bzCXkaM56VKKmZl1PeuXkTbw1FOWN9fR0pV+VQMngizrlgdJx+C+eJ4xjZl6tzIjg5PqE5mbB5bhOUZLQ2oizCufMu1IWOp1NGoxEXn7jMa6+8ysbmBkmUcP7CeYrlgqJYEMUR3TznYPcAbz2L+RxnbOi597BcLkIpk5QoIXjqySf4wu99kTt37vH29RtcunSBuq5X+y9gOOD+vQf8yxvvcO78NpcuX2Y0WsOj0TrBeEHdNGgdYWrDrK7RKob0gz/25YNkz//qt/jTn3mfdT3w1z/w3leUyyXVyT69bo/BoE8SbyCuXGRlTgXXYeW+Bo2LwtV8yFI7NRrhoQ41b0NNZl1TlA3zZcH9+/e4eP4CKorC0JZqld0GCIPCe89oOOTk5IQo0lhjieNolYjRCAmxjoii4CI7HzLCwgUr1hiDdz5YpgSLddDrMJtPGAy6VEXJlQsbFIsT0iTBOk9jmlUtXCg7Mo1FeIU1wYpGqhCH8T6UeIhTqzbUsHokSgqM96hYgBJU0uGVxJHgpAKh8F4SRSmJDNtqrMULQZJEZEnCoJMgnEHhyaKYRCqUkPhiybPXLoK1KDzOLVlOxix232K2e59hKhDGsLt3kx/6wedwXrK3f8h8MmNza4d+2mNjuM3t2zfpD9dZzA/p9CU3X79BN13j9774m5RVTaaGaDXAiy4bo3X6BrY2e0xuzthdVMxnR2hdM5/cp5geECO4srXN1XM7iMgzFg25ldRVzWSxZJjllLMlWiqSXkZd1ug45cF0ynxVhNrPYpq5Z+fcFt3hAGNC6+ZsfEI/76HKKRcGfSbGMp0vWE7GzKnQ+YhmESbc2kFnMMKLKDRpnLnlHrGq/z3rE5cw2tjAqYitc1s0ztG4hlR7rjx5mVt33uTZj73IC889ztZ6l1gocJ5UC3pbG4itULXgXITzEeub6/y5n/op6qpguVxQViUPdncpyiWLRY/FYkZ5cIKvGgQ+TPJS0skyer0cuSrDRwiMqVdxb48QHrf63a/GOEIgvONTH32Og8NDDu/eRUcpy2LJ+mgNJRXj42O2Ns9hjeX4eBzCXVrSHwwQXjE5mfLCx57h4GAPKQWdLKPf63L39j3G4xOKxQLnYT5ZMh7fZ7lccO2xKzxx5Qn+6d//p9y8f59/+4d/mOdfeIq7D3Y52D/i1//v3+DTL30CEKFsLs05PBpzeDzFIfj4Jz5BEuf0h2vhHrWesmrQCqbjKVEU80H5vugIytKEp558gtCO5s8sreBay7OYHXJVPCxP3YlTl9WtYnEumN5SIFd1Y6EAN0ZGBq8inL93luyRUqy6OcJGhVgV6sZ6lUn0Z65/6MeVeKWRWuOrJliUq/5VY/2qk0IgpOLOvQcc7R9T1pZlZTg4OiKWYBqD9T50VQBRpEOMT4c6VWdDR8lpP+zpwyOEDGEI/d4Q57T90+NoVg9Ic9ohRYP2Fu8NVugQHpCComqIE4nzmtorIqWD5YbH05DnHf6Nz342ZPAd9PtDusM1EJo86/P0k0/hjEELwHq8cCyqJZuvvUKepnhj6eYJad6jqS2N9SgVY5ynPxzRGI+MUg4PT9javEwuU85tbyOEpBddZScPA3owSBmPS4axpKgaso4mk5LrdybE5KResNa7hEw2qOdjJrf3YHiRXApKb1BlA1pQLQoOZgskEoNhEStSKfC1pW4aZosFNBWqKhkkKaasaKoaIQRlOSePI0Y9BeWEMRGLeUGaxFy8eoHxyTEzMSBLc4rZDJyn3+mGSR6JF6Hg/cxRd6dF74rKWv7wSy+D0BweTUiSjIuXLnB8MiXr9ukPRxgXYZyh282pFgVJHJI9iU7wXjAYDJnNGqyTuDgmkgoihYgjdFVxIY5w1lJWoUvu8pVjbt26RVXVoV25LnGu4rS73uPD5OgtrOL/3oeEpfcujLRVDkArxfm1jGcvP8HJzDJe1Eg8SgjKYkmsUw4Pj0iilMl0yt79PZxxeC9WoTO4d/cBzjc45+l2u5iqIY4025ub9Dodojjh4rXL5Hs5B4f7CO9JI81f/KmfZLI/45d+5fO8/OrXcHieevJJ/sO/9td4cPsO5XzGbD5dGVLhPsmyDGs8S7OkNxiFuO5kSr/XQUQSpSLu3/+OUcQzvi9EE05dl/deg8t8+vuqS0aEwG24pmHgCzhL6Ggd4nZhcD4kpt6tstShsDmsz9mJFQ+VHIVsGsHtSdNg1a3+eR/c+TRJmM3mJHGMlNDJO9S14fDwCCkdSil6nQ69qz28gMmyDply/V4yIPRlh9+llIjTPlhvz1yi0+EcujBUOBbvzgr48T6cD+Sq/jC4RVKG2klkEMYGkFIjRYRSHUajDkrGaJkQEmUWIUoGw4K6XvLGW69TlkuyaYXaH+OQvPrKa2yd2yHWmmVZIKTCe0tZFUyXFZKIREqawrD34DDUqNZBrIfDNSazOVGckSQdqlpgnWRjc4tuHoMUjDbO8/gTI+4/mDEYJtAN/fyb5wasXxugleR8WdFJJN728cYjHdTFAnp9OpeuYiOP9ksu7d7ByJpFExJ4yIgojnBeEEtFkkQczwxVWTCfLnBlDWWJrmrEfImMJArLxuY63W6MSSOmexVZnhFhSaIYrxKEl9S1XcWkIY5TwiQXYupCqNAKWlfMl0uquuFrr73GF7/8JYwzZJ0eD+7fZrFY0tgKITRvvvEmy2WNkCFz/Ad/uEeepHz0Iy+SJAnHx2Om84K6diCj4G0hGE/G/Mqvfp6822FjfYMLF3bodnpk/RGmaUjzDoPRBmVZAqweUFOGJmL/Xi40jDvOxO30FS9QPsQ5tfSIWNHtJGxt9omSHpNFTUPEcLSBczCfFqvtSr7yR1/Fr6xU5zybWxuc21nn3Zvv0unk3Lv7gOl0jm0snV43dNOlGfPpAi8gTmJGGyOuXbuMqRrGJ3N+4sd/jCJyPPb4FWbzgrfeeAtb1whnqKvgtXlWxhAytM+mWQg9OE9RVqRpymjQYTEPYYoPyveFaJ4+aSQYmZ6qrsgf6oG11mKtozarrDr+LAAOp5nxcJJCyU/Y7kM5FeDU9V21Tq7E8jRpIzgVXk2SxCEOtupXB8iynF6vD0rSyXMOOcFZT1mWPHiwT1XWbG2sceHCNt57ZssCicL4UBO2ijScCTCACr2T4ZjUaWw0PPbrvQSTI0lDcsut2hdPS1dYiacV4CVBNGXo8Dn9js4Ga1TKGCkzBF3SLEIrgV61awJ4ujjnmS+PqUrPQMVURUGxLDHWMd7b463XXmF//4B3330Xh6ff79NLUt69/jbdOKWXJnzmk5/ExEnoUxYRadTBG4+SEXXjyLIh0KNpVq2lKnT/WyV4cLDk3MU+SaLprWU82J0TdTQiD08+EpEkzjRl5fEaGudpRA5yBzfIQAiiRtFLO6BSYmspqoLKWkAQ6RR0SKwZ5+h2+ySdHlmSYqYTRmmKMwYVaXSeYl0JSnF0MmdpO3T6OVQL6roi0hnS6JW3E+LbWqectrWK1bj2gPGCL/zBF7h56xbLsqJcLsm7XfIkoqlKqqKgLAq00ty7e580SRHAfL5gNOijIsnuwRHL2YIk7oUwC2r1XE2Hkoqjg30OD/Zh3/DO6187e5qPjmPSTpcrly4zGo7o9wd0OvmqlAyMBa0UwptgmZ22hApxViMsVglOr0Jrq/SGNNFo5YlVw/ogZmd7g+NFzaIsWFvfZGNjnYNV5858saTTyanrktEwDZO+96uHgUh6vS7z2RwhBd1uh7quefBgl/29fa5euYySCuc9J+Mxs9mcm7u7vP7GG/zYn/+xkKRdPUcijhMe3D/g6OiYJE+JkhDGiyKNc566qhmNghuulSaOw0N56rrh5PjkA+vV94VoVnVNYcC4UN5z6+0bfOqlF9FKhUJzrVclEWoVX3E0jcGvSnbeK/LgrHLoVDBXeUsQntN/Z5nBVfwwDI7VwwdqSOIEHStsEQL5zjrKouT4+JhFUbIsQunGuY0Rg26PUb/P4ckE4SXGGDqdDou6RqJJpCZKmvAQjVWnkJCCSIcBAyJYkg6QEm9CnBXCw2iFDGVLOk9xtYFVrNT70C/tgENX4p3EKI2rahAegQVvMTIikglKpig1DI8LkwIpBSpaJaykCHWjzqOaEWl3C2UW2HqGVBqtHcPhkFhHzBdLxkdHKKA4OqJ34RLPXrxKUZQrG0uhfIwzkqZwmMqhZUaxtCATloXDum4QFilxUlC7UH7zsY9tc//ejKowzOcVnUTRyaNVVjeIpE4luQ7DtmlC9UIe99F58Ah0lLH12EsYW5BWS6yrcc4gpKPX73L37g2UlBzN5qRJxqyxTMuStW4PLyKEb0iylArDYLTOrFmSdwd0TJcHh1MiXzNMHNWixIgu3f6Q4/mMRMUIIrwPNZqnsfHlcsH/8ov/gLqqVhUKwWvodod08l6wOJMuSsRoFSEQWAdJknD18gUmkxOEjDg8OgQkab6ONX71lKbwWGIh4M7NW/Sihk+8cIlYKdSqnsI4QdU4TiYHnNy4zfXJjHnZYDz86J//cbZ9n6YyJIlGAE1Th3IisUpKrgwSfPhOSkqwniRWRFKgMCgqsqThia0NGiPZ3Tthvjih240ZT+YkacyynKNjSZxo7t25x+79B6SdmLXhGtb48JSjqiJNY+JY0d3aYXNtjYO9/fBAFZ1w794+/+yX/w9+5md+hmuXHyONNNdfe4eTk1DulUaSuzdvMT4+otxrwv2jJC9+/CWEgKqukFozXF+j1+0zny/JEk2xrBhPFx9Yr74vRBOgWC7Z3N5GasXR/j6nz787c8tZZcb9KiN55sc/JJgP/X6aSf86q5JTt/z0/ekn3nPXO50u3V4H6yyyas6svQf3d1kzI86f3+bK5fPs7R2jTsuTpMZYh5biTIydYyWKpwcmvk7MlVJYG1xvsXLDnVvdUjrMmkjBYNjnwe4hsY4pG0PdVBhriHTEzs7O6lFkNljlOkYqjRKhOFkKCVGGlhlxPCTL47MTFGpFHVpL3EPtB95Dnq9RnCyojcDUDVJKnn32JV547mmI+/TSPpEQSBz9LEcKGE8ndLo9rr3wIv1heEyfsXDp+BihEtA9vEjodFa5ZAnxUEECznhs4iiV5XBW0O1GeBXaQb0I1QbGheMNfcOgpCBSIayRxuqsq0vFit7WGs57Bg+FepJYIyWcv/Qk3hu8iJnPp8R5gsJxbtBltpzTyTpURKzvXKR2Bvv/MvdmPbZd2ZXeN1ez9z59dPdGxO3YZpJJZpZSKcmS/CBUCTZUhmD4yYBRL/5DfvKr/4ELsgG3BQvKKqlKSkkpqVLMlsmevH10J067m7XW9MPaJ4JZMko0YAPcQDAuI8695+xmzTXnmGOMmRIWR2haUMGXYwYDZWRL2mVLvbgm1i0kJbQJ8T0jAkvTNvxff/yvaNtIShmLRhTpYRKREYUDUxqcLW6DFEqMcHL/EV1oCV2HiGGzWrK0c8ajKSFmK7sezOH66orKC6VVLC2GTGnzIrjCMDgaoodD3tBDuqB0Cq/fv4uVRNKI4LOqjd5J6wbe6jv/Kd2spabrstnTjWmvgkY0tTjjmA0toanxNiISEIlUlaGqxrjCkjaJ2AYwicefP8EYy+XFOeWgyFVA16JtR13XrFZL7t65wxefPebk9IT/9l/8C/7Hf/m/8J/9/j+jMJbvfu/X+PGPfs7i6poYlcGg5PXXXmHT1FxdX7OumxuYDZO19G3dsjYbvLVczbPi8OTuna8cq74WQdMa2ytfIhHwRdUHS/kV3FF2kZCcgZF23cldRa43JUZK/XAAyVpo6V1njOwAbcOOqyk7tQZk7Csl2q7j6uqay/MLrAj375+wfzRjOBzcqAi6kBdVWZXEnvybkt4QZTORXXte6O5s5eZz3dRvX/q57Q1hp3szluuWsiqpygFt17JZr6lsweHBIUVR8eD+Q0SyfVq+VjaXUmL6DcIhpsKYwW0AF/LCtXlHiT3Jv798gGLNiKM7r1GUc4pycANrOH+IMRMGg31KUYalY1SWdG1DcXdKtGAGE8xgClgsngO/36t8yCZSVhAPphLsNF/7rk3YfeEibTl8Y4g2ShUcy4sG0xv8hhDpQmK9yVZtMfQZtwjFwCFF9hBVJ5RTn5uGvbG5E8Hm6ItGR0zKneM3mMyWrDbXdN2WpxfXSAycr7YEVfj8Oa4sMBYKEeo0A3F0IfBifsVkOGVSDNAAxewQVLl4eZWfXeuxxvLnP/gTPv/scxKK8yVGMiZdVA5rDoBhvme9p2Pm8SbERFQiP/3Zz3j7G2/w4S9/ireWwnvWyysm40lPXUs9jGSYX18xqcosjlC9ceyPPa5vdtAOiljFqGVUeaII6uwuI8FYi5FdarnDfYCkeOdx1nC93SLjqv/MBmVnwhyyN2ts2R+XlK/f5/BqyXrbEBJghE8/+5DjOycYkzeJelPTNB2asuhiPp/Ttg2H9/ZBlclkynx+xeH+HRYXW85fPuHlyzMCicF4xEcffcrZ2RmVK7OqcFCSJOILgy8c18sV4+GIGBOT6R6IoQ0BaTqu1nMMiYuLl8TQfuV49bUImqZXwbRdi1GfvfysvZH+3Qaa/v91p4hJNwtdUyKGkB+iXiO7C7hGDEZSLwv8fxhM1WcpKDx98oynz59jjeHg8JD7905YzVcZf+nLedUcGK0xGJcLoZBiX36lvvudjW1vNEk9ZrsL0jkbkZugEHvCrVHJjtqm96LsAtvthvuPXqWLCbqG0WBC4YtsD4fpMwWHGA/qQXzeGIzB9em2chugd05KN5k4+RqKkLlyy8g6rAGP9SPW6y3j0RQxBeiEYblPKRGNDUYKrKS88J2AKYmS8WiDUA0yHUxd/mhUwGC39+mNAql4JJy1K2QtuFbwweaGyP6QWCcswunRiLaLbLpIiLkCUKOcHJfIgWXTdZhK8GWerGP7a20AOqAFqcEE4fW3voFGRXqndSQRYguaiDHSNVu22w11s6Wul7CNmBAI2wakZP/4TYrO0DUBJ47Q5XufOqjrxOXVC375i/fpoqGNHdNqgmJx3jG0FZi7IDMwZX+vFEwD0oFpUbasVy11HRgOJizm59w9OuLibJ7hClFQk/feEFlvNrz66G4ehWEMpKxrV8k6+9SLPb4EUgGZ8WGU3mYQCu+yIe+ORtevuZ2vpWiirRtEeid44zLtLkHsAvWmoW0C3nv2phP2Dyes1g0X12uuFzXfeudN3vvRT3jjjW8iKmzX2eG+C4HRXknTbFmuVkzalidXcxbX19w5usNsNmY8mvCn//rf8Nrrb3BwuM9221KWFYeHd2mWW5wkvHeMbMV4OkQxPHn+gnIwwBhLORgCQgiJplkiAuvtmjfeeJM7hxP+u//+q8Wrr0XQhFyuOiM3Tifc0Gq+dPQBT28aOHm/BcEYEFdgrdw2fEwu60OPn+mX4m/btnmxuNssExH29mbce3CCsZkX+fz5S9JOkvil5swucIY2kbpA2wa8CYQu3Bizihhi7Pvlu473LkT1fMvcOKDHWnsIob8O6/Wa2XjEwdEdBsMBfauUajDESImzAxCHSQrGoZaczZkcpJBEFEE0d0iJIHqri05JMYabcleBqnL85m+8egMjJNX+9Zp5qbpP010S0gpQTN1R+YKmrfHlGKGElM8ByVQpLJgBMCTbxwGiiuk3vH3n+N1HpyQgaF+OrxW9TlTJ5YliqhyfTrAGMDlbpRDsQLCTLOkrOoMR8JI3C5EbOA4t+q8yB05pgSDQ0pupml5vnguAspziipZhCsTQcpRyFzl0kU8++ZAUJ3Tbjo/+5u945Y1f4/NfvMfk4BgpS8aHR/zkvR+RUoESMbYgxhJfzrBuSggToh6hxuVn0hjUWvJDvCHpFd46rG+5vFxiTEnbJtomsD87gpQNp/NagLpeoQp74wlGFrm0JlPfNGb46OMvnpOwVIOS4aBCrUWNv5ECO5+VMiGE3EzltqpL/RoTEazpXdyNZUeHyyKMQFu3LBcrrq+ume3NmJSegXccHY0ZTYcsVzWbGn7nP/1NfvKTn1G4Cmc8KYXeaf2IorJcL6/xhSW2ltFohLEGX3rOri6IJvDv/urPePvb36Beb1hcLWk3HceHR4SYjVAU8DYzYaqyZLa3x2A4pm4asBWWkONLUpz1fPbZF3z66f//Lkf/nx6p54RNxmPmiwXeO9hxKHedHfpw0y+GnGkCPY9zl1XcHF/6s/RZZzYkzovIFx7j7E2HcPf6alDlsjVGYoIQe4VNDMSUu/hF6Ygx5XKl8CCW+WKNtY7JeAoqhC7hivzZdUc/7YFZMeZLMs18YqoJjEGS5IaAEe6dniCSGwPbbYNgSMkSGbDcekz0qIEgCjYQfERLMBV9xzzvEiEl6EBbQVpwncG1BpMEYg6YuzEZfaWI9YK1ucWaYiTGXMq/+xt3ke5uztIgB+OUsdmisBgnGYtMZPdoARzIOC8xm6AAvCZKvd1QMJYNUIvQooQp6Bj0pZK2+XycA1wOlAzATAUL7BLYI+9vHuicR/WgjebY2Ak0HqLPW23aACtyFvrl+WR9g03F5nEQ4iFkqkqQRNMdsNlEbIRXvvs7pDZx+OavsX8w4JOfnXG+muPKbzMaz2hjg5qKanjKYDijbgOr7ZZmtcVuBOuFcuDYm1YMnUfMiNgN8G7Fw4fHHMwcP/vxX3By/CYvnn3O4d4e5WAGpoBkQCPPXzzOz2bXYIfulnus3NDTppM95osNT59dEsWAtfzu71egEety4GyaOlukfakXkKu4XCXlTTaBRrq2RXr2SoyJGBJtu8FZy527eTZTWfj+wgYmo4LJeI/5oma5qvnN33iXlAyfffokixpGVY8EWNouYI3h3skpTdNxcX7Jxx98wZ/86Z9SNw2j6YyDowOugft3H/DxB5/Qth1NvcJ6AxG8MyxXS5qmwRYVUQ3VcJSzYqV3STOcza8YjSpee/X1rxyvvhZBU0Tw1lGVFdOZ0NVNxuXkltN4EwN3jRxMv2K/9Lvd3f7SsVNm5DL9lt/onM+7pez+zbxmUgjZrED1FqvRrKLwRUHUjHcqOaBqyI7dISZSzNZjoQl0ISEEVpuG9XrbL8isPc5k+L6T3jc7rLU50Ui5dN9uNriBpWsDddOyXJ9lLXpQPvn8Bdu0JJkB0VWoU6QEM1PcRDBDydcuKds2EbZKqhXdQtwqpjEUmt1nUqdIzBihEfpSESgULCSrGAcaoV1FYpOIjZI6Ba0p/RyRFu93JggeYYIx+xgnGCfYkeBODNWJYeIsA4ShKkeyzbxWU2DMmI0xbI2QjKUTIQEem7HonpYmBqQCxmBV8SJUwLDHjbPJ1D8UEnvA982+ViAAOoSUJ27kwPkliDn1j1OvtSDzERTnDQcHM85frum6nUt+hgLmZyu++dvHvP/+BYfuEFuMMc4wng0YjjxPnuXBakYUW9B/CUETm7qlqQMa4fBwiJgDUhzxxedPmU0f4ZynLGpG49dJTEB8P55FOXuxxEq2G7whqEuPpZNtXY4OxxweTHglZou0y9U2Z5QiGONJ2u0WY7+GbjecEBIpZXHFpq5xDs5ePifW+xSnp9mAO/TrIimD4ahfc5bteoMrPKZtGAxH7M0GFM5webVktW45Pj7k+nrJy/Nz9u7O+uoMnj95ztPuKXuzPUKTaGLLpBzxwfsf8ca7b+OMYzqZ8dMf/wyrFlflaueVVx/RdVvauqbp2r6ZaFhva3w1wnnJohSy9eTB0R00JT748POvHK++NkHTWktZlWANqzLjJXlSX/8avnQzZbcL7swQckdWNN0yJFT7zmPAFSWI/QcB9RbR25XMiU3dwMIQU2JniBRjYrVe4xcesQ7nWxDh6nqRsUjnadqWjTheXs5Jmlhvt1Q2cn4xZ7XtesON/A/GlHGzpm7ZNaO+DDAm8s4vMdLFRExC12Z1jQLJzggyIVolOUUGCRmB2VeMjZQx4AXQROE87cTRjYUOJTRCfKmETqm7kDvsbc4auz6jQDJvOhWKVOSMOYCG3OnGgVFB44AuXgOBLkSMNX3DSUFDDnA+Z7wuQNMIdSOMSHT6hErPQSJCNp1+zH2WckAjQidCeKrIc4EtmWrlBFsZmCjuQBjcNUysYc9YHul2PQEAACAASURBVJYFaEd+cc6WrHiMzY0w08tlK5M3wJTLFuIgbwh5stvNLSJFvbn/uyRUJD8X+/sVm22XHY5Km4OGKOLAHhiqfcMrxwPeGU8z19dYFqtApy0htVB48J5yL0MqzTpRiaVbRZaXLddXBh0rH314xmzsGY/GLFcbjL9HOdkjJCH2T60GuLxqKKoh1lYYE0kaUDUomXsZNWWWRcp2hY4s0EAsSeMN8+DLx5ehsZgimrJ3w3azRlAmowHPnj2hbRpef+P13iC7oO6aG3/Kx0+f8cZbbxK6wPp6zmg0Au0YDizWTIhxwXJZc+/0DterOT/4ix/w+pvfwBdVVhAlCE1EUk7933jlDT777DHT8YSfvPcTCu8Zjye02wY08sGHv+T4lV/H+xJnhdF2TGKe8dakNF2gqPIk267LJs0h5F5HUQ2/crz62gRNXxZ92ZqljJjcBbzti99EQ3bjOXPpmoghZgWGEbo2jwDdbNYMh4PsvuI9TepBb2tuupW3AavPMnsH9hgjIfW7ax9EQhdAMulcevJvFwNCBtlV88MVQu7ax5CQ3XtJlqZlsxF6R5Xc9U4xocYQuowlCXlHF2P7BxViMqiWYMq8c7q9vDC8IiPFTMBNlBELhqlhQIfPoZdWDa2UbBmyZUjjFR4IqVHSWkirRNwkXMyu6iqaGzYTRUeKnQpqBdsZTBBs2kkE+3tHgdAhJt5gXiJZ6pdLb0UNpErokuJRhEtKlsAWUsyZNp6CJYY9FENUzV4hsX+vCEl6XNkqsQRyzwTLJZerZ0CNagca0C7zWPE2N0zEgwx4ySFLOaEWIRiDv/IUjaOIFhcNZWGpBv5XmmVR81fXRYzJjvlYxQ8kcwGdIF5xpfC0WfGtPzhAYkRiYnXeMt5zHJuSb5iKOhwwTx3rEFi0HfNVw/pFh18YLj7YIENLs2qQyrFZwqgaUDfCepVH6rY2IWPbQyOCNsrjpy+pqkO830dMA6nNF0dD9sdEe89QRVOmt1mT/UJjynzGGzQMblkdoje+CpCNZ5aLaw4mJd53jIcDzs/OePDglBgDs70DyqqkKEpCiIxGI6pq0PvRaG6y9VCZNYnDvSGxbVksavZnI5y7x/L6mvl8ycOHQ1CIKUASDqYHFMZTOMdoNOTb33mXTz78hMsXF0xGY0Lq2KyXLNcbjg7GiJjsPj8Y9LBC5j5bYwkh5KREDInciLz1n/jHj69N0Cx7mpG1uSNtrLvJHPNo1L6E1qwFT5rHh6YY8tiBzYblcklZeSbjCXt7JwwGgzzcSg2i2pf0t/ioMbeD1Xb1eQzZHzPEPAsl+3D3Mkq4Ac53WveoiqU3HyZ7XkqP6aVdkO8jZZT8Q2eF8/MzNKTsyyk9AB+VHTFEpO/oiAcZ5qFpjEjWEX0Cr8hYMftKYZWBzjlmzgENVmsg5DJNoRHPnJIFYzayx4YxoQIGihwI8RK06ReKAS2VtH/rciNA8gm7ZzDR5iygo1ePOASLNdxAINBvSv25pNTrsJMQRIgEApGYmvx6FRAl3JBi6BcrPU3oFj7BgBkqptrhowv29IzEEqGDi4AuOrRNqBWkMDAz6GSLsmZCw5aOjlPWKO1lA9eCruDsyZrNekffkhtVjTGG2V7Fat1y586A4dAwnDikyiV2KsEMBBkKmyJyXXfcHXiWIXBV1pm5owJRuDsZsVx0TLxnUpScjsfEY6XuOt58dUq8SLz45Yp796bM5y3F0JEk4QYlxkP5wLFNKcMLUdFNZLlccPfu27jqAGEJcYVKjUqLSuo3phqlRTWQVCnKMWDo2khZ9ZNM6T0felZDJulnAYE1GduutxvKgz2MNoyqCu88aCKFwLOnT7n/4CEpJVKKPHhwn9i1JJTxZJy9abuYKXsxYkkc7A0JXUfhDFerDdZUtPcSf/XDv+Xtt97Z1ZAkDTRdzWA8YjKZ8vkXT5jtzajXDaDU2xVl6fmLf/vn/OF/+c+x1mUbwtGUtuswtuiDcFYAGWv7GVaZZfD/5vhaBE3IWJox2YHcmF5nnUzenUIgxAD9eN62a9is11ycv0QE9vdnzGZT9vbGKIm2benaGtXEcDhCNQ8v242K3eGcZteNv/kQmdcWYh4r6wz9YDUlho5sViA3csZs1a43GeKuWWSNYTQckELCWYeh7Unnwmqzoa0b7p8cMn/5jNVmDcZSFD2hOCngMKZCGYGxBKu04rFVBS7CHcUeJCQmRlwwTVecsqJgA+sWriLUAWKEMZRHlmNfcCIVSy54xh1WzEhMCBY44ha/4wbEy+A/ucutAjKFOM8ZoPQUFeNGQAeSR7QmbG+ckjM9kfxrXWjGEIGaI64JeDrGGlFxzLVgoQe0JqtdaIEmwwEZ2t5hraD7OSR7DUz1goIVUKOrlM99nXFalYQWPcQzFkQChRoG4lhoBczgUHqWj9A0uYN6cm9M00aWq5b5osF5ZRVbNtrx0fMtf/BfP+Kv/83nnF812LHFTA3FsWV61zNpLVfra+4NKp6vPmPkx7w1e4MmJZ5vtzy+aoliuW4DYrMMs7CWUeEZvea4807J2WmFxfGN6R5u7NjGwOW2ZnZQ8nS5IaRct6Ag+0ITlKPXfhMzzc+P1koKV6S4Bt2i2pDaOYkNqjUaO+49+jWSFnQRKslTCWJMNwwR1R1jJBJiwhqXR7l0NdYkNEacg+lslmGgouRqPucv//IHTGYzvvnWN4kpsFlvmO7t8eL5c04fPCB0ESOW2AXa7RZrHMeHYx4+POZqvuZ62bBtE3/4h/85Z2cXfPTBh7zy6FXmi3Pe++n7PHn+hKu/WnFy75Tv/ZNfo262lBaMU/75f/H7/NH//Ed8/0/+jH/2+/+U6+WGyZ2HhC5kTDwNWC2XxKSURU9tNBn622XTX+X4+gTNXbd3p/bwntQ1uXTtDXObzYrNasliMcdYw6uvPMrWbTGQUqQsB7nU975Pt3vXILE371H0bjH9Y9f/vA+cksnlzrke0+yJ371fou5a4F8qY3aZmBHBisGbTKo1YtiEPJzKW8N2vaENW1Sz2BAVFEvpS7ZdS9t0FEVJ2gSgQMwE7AyoSK5BykgaRqgScifiQ8tAX3LIkru6ABr0ZYfMI7qKSOiD3TaincLD7Eo00UAQIC2pzT6wT9BMPdGe/pTPLX9LmrE9FbJhg96+JjfoKkSmCE0PMXuguJWMJkECsIK4VtrR7lqfgjgudYuXkpohWx2ikvG69jwhq8xb3TUCxXFDklcFww7z7t2eSqDIGR0hR311CYpedaUZ/W5VidplAMOkTMkiTxQF4cGjKQHl/HLD/P0GNzZ0PlcV4oRmEjn+nRF7bpQNYET6aZMrCI+J8Zpk9nl7NOXvLv6C/+2X/57j4at87+TXaTXiSs+qtGxj6jPoRN11HI6nvP/5c158XBNbGEwLyj3PN799yKODGR9dXdNops7tNjgj0OgF5UOLur5J50HbPTQ0qNp8Pyj6yqUgxCV7B28TwhbvxxkyCnoDLeVMMzckd1BSSimPWfF5IJ8iqChdiFhjUSKHB1O22w2L+RV/89c/5Pd+/59SDfIEyPF4RGhbnj35gvsPHubRI01DWfV0QToOD8aMxwPOz6+5Wjcc7I05/K3v8uMf/5z9/SN+/v7P+M6vf4+jwztUZcXqasGgKkmx5unzZ4xmFYd7Bzx7/pInXzxntW648+qYsqrwZYlqzNMPeq/OXXX4H6RO/+jxNQmaO/xIMg7Yd9NbyYu2aVrOXrxgfvGC4WDAq688YjabYZ1l1xiC7AUYY2S72WZakS8YDocghqQ5s8yD7ndF4K9+BNG8cNou3Bj+Wte7JmkmAKfd9dVM/DUI1likECpfUJWelDKn8Xp+xWrTETS/b0FBEzKEn5UUgnEFA1sQukBVTag3LeLHiD1Ay1EeWzFQtEi4O8KyeQLdAybpObM05w5bkm7hvEOeJVgnzK4jbHtccBPQdYJhBFqmqWOJo04LopzT6YAkj3KG1//VvlL+FczX1kJqFQ1klyEE5wQjY1Ia5UDmBCEHzBQTGhU6QdfAuRAM6CDH10aP8H3drQKt5GueVpAWwEZJXS72NYEEMpMmJZwIHZ4Njj3tRxc7gWNBN7knpLmtDdmxDYBLHEs8jQ7oSMRW6MeI5qzaCtHmZldrIlQgUyFWOQOTITQxMpkWvDXeozCWkbHMrEFCoFkrTW243D7hvkl8otd0YcXF8oL/c/kjjob3+e2Hf8CBd7ihp46JwhnO1rBqW0b7Je/+3gRvLC83NT/6m5f87K+umNcNy1GHyLM8IE9GWHPA1A9gsiF9y9BsQZagW0XCnNQtQBtIASktaSVoXSFaYAanJL3oOZ0NIawJIRsMq8pN32DHSU6qhKbB2Uy3M6p5vdyMj8n/2ZvNqOuGNka+/yff55133ubR66/1vrQdpycnpC6gmiiKitVyzXgyytNKTaAqLKen+zRfnLMONQh897vf4f33P8kBGM1D8+oaVRiPBmzWDa+88grbuqYclBTe8Xc//DtiUeGLktV6yZ73+YE2OUhrD0HQbz7/oeTlP3Z8LYLmDqvcTWFEdgqFvKWuV3lcwT/5zrdRjb3ZRc4e15ttnuGj2V16UBWkqiSGrMc2RhDriD0u5mwfaCF/7zuH0tNRduXJDeezX3gx9l1GEcRB24LrKUuj0SjvxF2vqkmJTz/9HINlMh5xfrVBsJTVAKfQ1E3v7g6vPnqTz588oevyVLykBWpmSDXImKODUmDvTkngnAPxnNoVB+kazxrVBs4bOA+5PM0+cOAENQmKhJYJLTOums+8oxSHNx3rtCYmhzpDHhwqO5/xXLIoFNZSWJO9+AOQlK6LEEHV3fib3nwvDJE+Q9VcKpsgsAbmBqwQBtnNqVPdoRx0mjCXwFzRNUgHqcsaK+tM7mg3CdtBcJnTuWbKS2ru0AIRdQGdmC81DPuIr4YllguZseGIhirjgh1I0vxvi2IKgbGQCqVdJtJYkWOhq/Lm5ascUEoxPFltuDcac+wcFYEoC6pRyby5Zo81YrfcjQtqcSTjqMVT14/5l7/4HzDuLmXxNtZOEWNYtoHrtiNeKeEKuk2iQ4lDkJmgowQ8JunL3HAUTwpPWWwHFP/VCcsS1iWYQpDVEp8+xfoa7yNWFXnhSPOKtCxJZowOBd0eYYzF6IKYFr3NXU8q7l3c84SOPO6lbWsGpWO1WjEuLL6Hu5B+7pQmBpVnMhlydb0kxcTf/+jvefr0Kd/93vcYj8fcYtyZofDi5Tm+cIgRCitgsmvTqw+PePr0jPliSwrw1tvf4F/9yZ9SlGVu+va7+mq5ousafvjD9/it3/51fuM/+S344d/y7MUFSqYWeVfk55BbfWHqzYGyGMT8wyTqP3J8LYIm7LC8nCrvzE77H+Cd5+T4mGFVwS6LSQEx+ePvPC93SiAkDyZz1mUCuQgSM8BtTa/57i/S7m20537uDIx3x645BdoT0j0i0DYtVVVQ9RZ2IcB627BcLDI94rVHPH16Thtvd7AQAk3oTWpVsMbz/MUFMRVYVxK0Aw/JjPsmD5QDKIaJTfM5rw8qtH3JI2ZE05AIcKnoxmRDCKcgiWgi4hR8QkcR9iB7POYgFhA606ub+swCnQMDRA57IzBz03ndOd6kmDNXHJiyzxBtLlmx9GM2Is7mWl5cXhy9aTwAcZPy5M4jS6oy00c0B0c9E9gobEFrhQDWCiHkoXTi8m3TPmi2KEudEMjGzWM6LF1mQahSA51Cq0KHZUvBhrsEGdH1LYa0VuigUyWJ0hH5/Pwaf2i5tg3pWHGvCTSKRsXohqE5Yc8m9rzh/rgCqenCEsOCGK+AGuqA2UtUf1szmFrMkcMcBZYaiabgKpxxGbZ0HLNNp3Sa9fJppDAWYswwBdBTnx4DlySue76xQ0hsw5zq0SHJFHQpoYOGVJ5j0gZhhSFgiOjYkpYlhIJBdYrOLF0XqcwdJHnErojpvJcc5wQCkzA9RGUNpNAxmpW8fPqS4nAfP6xwhevx0A7IUx5n0zHbbc1ytcUbw/zign/9x3/M2+++y+uvv5nFHim/x3ZbZ3J8p1DSG2ZnQ+T7J/tU3vP46QV//6MfQ1I++fgjJu+8i3cFXVsjxrC4XvDs2VO+//0F73zrTd56913O5n+Jq8aZt+p7E52YjZBFXN+gjSQxWNld4692fC2C5i411n60hXN551HJuvFqUGFTSxfanh4giLV4y83eYaylLDJtCc169kzctcS+dDBG8iwhMsB9wzLo5YuIUBQVhfPZDIHcbSsGJc47BoPsluK8I3Ydw0GFtcL1fEldN3hbcHB4QF03hBApy4p6VX/pRPsxFsaieEQqNluL+AOMGxKMcPzoiHYglPeVJkRs03HMU1p9ypupok1naGyJz7foMvbZWES7iA5jziwHCRkLDAX6AL2O0GbkkY0I2wSNpqyUSQbbl2TGJHZyVd9PKTQ7ZsEkYQqDjATb9hfPgq0kw0RBsV4QSZgu4kLugGvXZ7i274x3SrqIPQnf5Oy1BVnmAJZB10wtCirg6ZtAAhUkkwPeNinbpCwZc80E17v7qCaCZvls0Ow9mQlY9PPpE7EFnSu2yRSqYAJmJmilfLadk7ZKOADdy7p3Sc+w+hyjK970R+zLkmp0l6RPsvDBJowrWc1r9OMALxRXFejjDnxEnwJHlulew/SVyOcYziSwIiG2Ya1v39CsQm/Yu8OOVS5QvUZ1BRJJanuc13JZP2NYvpqrCxaQniNygZEVnhqvCUNic9gRDlrSi4rje0fwqhA2eU1ovUfTrKmbZxTeUPRBRjVkFyVJGFHaesvg7gEPTk958ew5ZXFKWQ6+ZFCTnxXnDCd3D2nqJ7lppblJ+uMf/T2/fP8D3v32dzg+PsWI8PDBAwblgB/84N/zymvf4Pj4COsSRdGhahgNKx6e3uXTT54xnU741ltv0jQbLi/OOTg4REisVkuOjo6ou4Yf/+QX/OznH6AYHj18PaOVfcVkJA9HHI8HbDd1jhyieLdje3y142sRNPOZ5S60cblzjrNoz9U0JjdSClP1ao/cVc9T5YQYc8CNKeJLd2NODJnnpdzOEHLeZXOP1BNcdh1ecpAuvLtxWDIul5lFWeKsZVCVeJ8djrx3dG3L5WrF4cE+08mEpg7clPwK3ltsP3IjZ9AOJCBYZGcKLHvg7qBGSH7EybeOefLyl/hwj1IbSnNNp5fYtMgUorOaKB4uI9r1D6vkslROLTrOXZuEsFLLSjyNWJqcuBGARiMJQ0Ro1NDESGFHILPe6CQ3tbKKLj9MCSUMIn4s6ExvoIhkFZzenLZIlsTGGPFGegmqonVfBmluDFnbl8QhYW3vEu4yH1JVCS712UjOUo0XtAAzBnwmK9Pr/xWlBbKo0rBbAJHMi9VWM+89am6KRe1pjEpUkEIop457b4zRKXRp1wBLdDFlGzz9gpIVQ2r2zYamec714hf5Ptoyu/YsBFkq6VxhIXBp0JWCS9k+rhNkbRGfeHBqafpsOFubLFAmtzZ9u2xPFVFPwpFwQIXBo1oiTNiEmtPBMVGXiCywsgKpKaRlQGREwGliLsIKYXsc2D/MVDpzmK9NaBN1NyNxAFLnu62KSGZAGBOAhDcWL4bJbMz1ZUVMZMFFrybaJT9J8z0dDEpW6wallzFrYr1c8Rd//ue88sprvPPOtynKAmM9KVr++ge/5OTkijvHe5zer8B6Xp5dM9u7y9PzcwKJu3eP2KyWtG3Nk6dfcP/0Hqv1iqbLFoaDyRhrLQnLdDzN4hPjesu5DmLIHOr+MmvP8879ka92fC2CZo740nMxv1xmGyBirKWua/bGg3xjTJ9f9me+wy53dnAhBMQIzuUZ5dnDMDeYnLOk0Pa7o96U8zsKkndFJtr3WEfbhewSX5WUheszFSGEyCZuuHN4gLWWEHp3o3TblbfGUpYFsO7fwyBSABZNQ8RGTHVCKkGKRLiGDz5+j7vvwIkL+HBJFy9Z6oLui23GoZ52qG9ItYBo7hj7BGOFSVbXbDGcqWGLp5UxjQpJHAHoNNJonYe0SUHCEhBMugPSy+okN7zc7gKT6VcxKUkDToTkbx1wUkwUxuCgn0MfEFWcZKxIRUmDm8ucM/jdtEM1NNuAKIS6N0IJSrvr3PSPQVHZLFovFNv1897R3gMybwYgmdO0FagF3SjaknXyfb/Qeeld+Xpq0xBSpaSJ5q58Fp3vah+cXOH0ilIvGUvHIQGRmtXyM5qXC7pPGtICjK0YnpxAY0hXDXEdidddDtJJkARx3mG6lClb1jI6DHhJWPGIXCJMbkYy5+mjGTbSNANd9YBCBClAxyT2aaPi7QGqS0SuMbLGScPERPZUOSGjM5+SeKoQNXDgAkaXmPsDdA7dIlLHgDFvYu01IV1jCRibExQjAWgoyxHWFqCJu3dOEWsBR4xdhr36BusOP5xMxtRNS9Ptuoo2b3IKH338Mc9fvODb3/kOb77xFiqGvaMjnjxbcHXVsG5HHByf8nIJj69esE6O4XRGMRyx2azZP9ynrrd8/sVnYGAwHJJSTlrySA7HcDRks9lycPdOrh5DAIW2bXbSfITsKvYrvhX/yPG1CJpAxnNSxs+yMe+XfmUtbRsytqh9amjygKdodyWkwfrsy1mWFdaaG8eWqAmMR8jOQl2dbmHNnSqIrAH33jKoCmLvVVgUnqIsslO8ZlrG1eUV1nmm0wnGmJsO4u4ze+fzbldYimQQcX3QLjDGgySS7GfHlYngxgITwWuk818wlSGj9IKWBZoWxE9XpMcNaejQeSS4BpyDAowVmCTMacZkl2q5NAWrVNAyoJUjGhxKRQSCttS67PmYDqUgMSakrOW3BoLmeUPG2B4/U9oYe2KGEvugIgqF1KANlSpOIyFtKQk0aYOXMVYsUYWoU1SqnuidF9ZuA6IUgk+EMiEBYg2pSRjfS09LIVYxU8BEsGr6662Ipj64gHQCV6BL0FrQWm/xM5P1+HaQy316iSgHoD4H3lvZZI/Xxs+weoWTLSNdc0jibRTVmu2LS9IvO2xXYDoIi5o6XCC2pHl2jh8MaK7XedyIJqT/7ASDNgmuE3uHwrko19oQdUmnHYmeCdAv/uwAJ4jeAx0BStIRqq7PhmdYM0C5RLTD0OFFmaA8QDnuH/NvKURJ1BI5sB1Neo7Ka6QjpX4c2XQdhbOIPcLqHZAtUAMLjA2E5oyqmmJkgDGRg8MjmrbG2qIPVvnKQUJ6P85BVTGZjOiuFqgYNAp1mzLnGiXGFf/u3/45w9E+TZcYjB137h0yv1rx4Sfn/PrJ65mXLJE33/0u73z7bZ49fszk4IBUb/AP7/G3f/v3rNYrBqMhIWVjZmKicI7Z/gEsNiwXKyaTcd9cziR9a10Wp6SO6XR267/7FY6vRdDM1bEQY8Djc/MF+swzY4g5yGWKg3XZCch5l8tf7RcFuTRIMdK2NZCHw6vKjZeqc45V094SpuW2eZRxzZyRls7grKULgcKVrDc1dZ3Hm969c0QTYpZ7al4MUcEW2Xw265wdpqcaWTdAo0PcEGxCnRDtEQwbmIE7FnSgeP+ScVhwlBpSuiTFLWm7hWcNetURNlu0jWBbZJJTJ60Mcpqz2w2WM/EsKdnImKAHBA4IqsS+Kx60JKQBkIPDTukUJWEQYsouMIU1dClmXDNlIxJvBKNbrGxwdHjpKLXBasSElkISmgLegE1bSnNNwved7AuSzPoFP0XppXvkUrhyjpZIlER0CkOIZOdw2zehYk/18uL7ur1/fqQvw9cKayGtsjMS7a3DlLGK9Hp6OwCtQKegbqf82sEQIHqO6BUmvqSkZmYSM214A4EtxLBh/WfPMGuDUU8ecwHdssk659Dhh47VxXM25y8R4zDeYgqHbBzWeCiF7SsDGvVkaXV/H5KiK0iLxGiWHexFoKtTdr8f3k4ibWIg/eJ1OAah4ra9qRgMA+mhLAAiJyKsradiTdASZzTPyJlFGOST1156JzoEhmD2cIVjfv6Ck+l9rE1styuq8gg4x7kRXRS6BKodxgSEPAIaiYxHQ+omy0VXm8Cms7RNQFOHMQnnPP/7//F9qsEhg3Um/GMNrcLR6X3Orj9itVzQYHhxds7R6X3mZzA9GLFdlmzfeoVPP3vMs7NzENc3gaEcelIiUw6tY7lYcr245mBvRlmWjCez/MwkZbG8vpnX9VWOr0XQ3D39XQhUfQm94/ohuTueNPMn87TF/CBkiVfMBrCqfRDNs3jaJsurgulyBiEOPxhSFAV1094A7bfTKAERhsMhtrC9aXG2nNPQYb1jMh5Bv0CDag6aqcfsSHQJCnWk5BEzJOEQ5xGXpxea4QykRoqGMIvYaY1/dUIlHT69ZMtzHpkNe0RSWhCf1eiTBj3rYBWJbYsxSkodxISUBnNXQA2K4wspmOuQVo7oOMkeFClTdlJPvwkaM35Mxindjpwt+c9RM97VhIiVPPrWyQJvljhWOFpKCRkvE2WfxAjF6y4TjZiU6GhpoyW6AXMiSQ2dXhK1BEqSeqIOCbqHkRGdBgrn2S9LhkXJ0PvM5QwdbQjUoWPbtTQhEGIkqtKmlG3vyMEmbhK6BFMbJAhODGpBjWK8ZPORe4K5c7vBapKemHINOkfTCsc1hdZ4bZlq4JEq2xjgC4Oew9ZeMZ7eI9Sr3IBLeQMTJxSDgnpRY2fC/MmnmU0wdMTUEiVCt0Wv4T2UT/4SVt90+OqI333031CWBduQ+PjHV1DDt1+7mxEHkzvLMhD+7H/6HLxCBesnLfKLI/g9UA6JvETI45mXwGOEd3ranhhLrZHjaoxIoEtXWDdn0U2ojyLhJOG2hnabKCUbN2vI52VLSPIO5dhjSqGULclU+OqMNgmD/X1++v7POL8+w/SjLWajiul4AumaqoKqWfP55RdcrDKdou0C1kacz/5RSRuK4pr9w0P2Dva4/+pr/PQXHzDZP0CqgrP5NdPJmKjCw0cn1Gcfc3B3jMQT7p/slXCZAAAAIABJREFUEdSw2tQ8fvKCs7MLzp99zv/6R4/xwwmPXnuDhw8e8trDhyhK07aEruV6uSKErHgqiq8eCr8mQTPvkdnLL3e8s7489SN3Ldu6JqVIFIhNwpeQ6tw4KquyH76lbLcbmqbJCytGNKYMirmIKQqMtYQYb+YO3RbVcoOnGgFnDZtNzdXlnPsnJ1y8OOsnQmY9t/bKmKzPzRSQHMQLslnZmJYB0Vaot2BK7AzEt9jUYQ6WDPc2jNQx1CX7smZgWu6kQPpcUALpZUe6jtAlJAExkWICm+kgWhi0NEg0PBXhQgxrNQRKgu6wpTywLmd2vYUdeiORDCgWQyV5ho6mHDxRRelQfYzqHEkdhQQqIpkVkzhUqG6woNTTxjJm50RwKCY1qFjWkgUDlo5EAxiUDcqaoFNi2ue6aTlbb7JZy+5+SG8ILy2i1xjJZKEYDSFVdLHKzSZVzJ5gnaCLhLQGej4gDnSomLGSDvImgyqGiNHnWDY4GkSzzHCgW4ZEDiUxIOby832FhSJbS7oKmOizuXBoCe2WlAJpE0nzmGGTu6fUHy3YlsrGBTqBLQEdWz6jZVVYtlNPe1WwPqt57/IXlOsT7MrQzhNeLGfvrbGVxRUGWxrsIAdtUwhqlfrTQNHtsERAD1BWdGxy1YHyU5SZCC1wIZZDV7HVQKcGoaUONV1Uwr2UM/V5VuTZZAibmFPvAtxIsGMwleCGIxCDNfcQbzHDIe9/9JhyckoX5uhyzSdffMGoStzd8xwODd4aBt4xLKHD0kS43tTMZiNiUrwveONb3+L+gwf4qmK+XvLRhx8yGE3ACHuHRxzcucPF1RLnIHQNgYiRgPdQGMNoOOX0zgFJc+W33ra8OLvkvZ9/yM/f+zuiwuHdU15/7TUePnqF0nuGwyGDwYj1avGVo9XXImj2VRchxNxJ3E1u7OlDqGK8wzuf9azbDfvVAdVwQOyxiLbrWC6X1Ntt9vXTzKssi5LxdEpRDkgIXdzStW0eiqY7/OXWkzPEgFjP87OXTKdTXn/lPhfXW55/8Ry9IYdnAFlTHi+cNDsSIRUxDkBGYPeJVgkmwbDAVuCPodhsKMyKwemSA584lciMLV43eInopx16aYhliy4T2mjmmAr9RtIharMyySkSHE8UnpG4ZEON0KU5UYeAYmU3gDWfY9KdKQO54bBDKjVlAQAgkoh6jugZhgWWDZ5EpTAhMhPhqMcVk95m6nluu9x0U+ndn/bEcEGiJdERSARCH0BjZlOCrnuHo2nuaJKVN3X4mJTOgTUxrvPUQTfqtcIe1QkiJwgznBHMRNBpjiKhSXnRl1n0I6q4JHgU9DleFgxYU0nAa4vTGtGWfQ2UN0PDhPSkgbP/m7o3+/Vty+67PmPO1f263Z592ttV+VbVdVW5bFdVsBXLgdgYHHiIIgQSoIhESHkxD0iAiPgL8oQUXpCMQMIB0UhBMhIRigU2bqCc2EWqc1XdunW7c0+/+1+31prN4GHM3z7Xwtg3kpEqP+ncc8/e+7f32qsZc8zx7RSC4H1Lus4Qhfndu5YntVmRNJAYGOOKyED9hTnf/dqGhweOrVdSkeOmLrNpHcFXbD5KpE2mdvv0G9AUkV6QaMq0d88vboyrd1tvjzlU4WA4S0zmNXwf9AHo7A6qF2Q29PQ3O4tzBCeZVY4cVBO2OEZVXE6M6Zo+Tm17vi9GuxqKdv/KVD9jitQH4G8J1EqOoClTdc5kparQfBFpX+XoVsuLJ7/H/PAOP/zePySFfeYPbqFJODw8YHrQ8PZ7H7HZDKyHTNVGvvyVr/Dg9TfYbgZOr64ZT8/o44iIsFoviTHx4vQF6+UVi70D3rl6yCuHDc3e1GTPKRpXGEU1Gl3OO/bmDdPpfV5/4zV8ZVZ4Hzx6zLvvfcCv/+E/5vDomB/7zOd4/fU3mHbtJ65XPxpFU5WQElUIJfzMkVOEykNKZrThzKS3qmqQGc45hmFEUdbrFav1mh2xbT6fM5vOaLrOulaK/6DacD1jsbVZXw5/d51YCJHlaskrD+4hYqTqbtIxhJEUM1gDU7pMMTekBKoNyoSY98HPyS4z1jab8z34PZje25A3Vzgu2GfkKCWO08yAIQZ4pOijSBo86dI6F40ZqTy+8ajaudAmo3OF28Jp6HmI4xplKQNRKzJrkj5GZIGqAWBKxkmL4owqUriYuUw2QwxGs3JCjI9RfQS6opaAJ+FItDgWOI5EyCW8zVYbj4g3v0aBnUGKZTipzaUl0SAMmgk64immvjgymUzPSz/MqTnP5EvQU0N2GHASeKmPtKKJZIQKkUMoc1tX7ilpuFnkyCUZJz9FWVLrkolEjmVgH2WhESWS1O4pInBl1KH8UYIVaEhUBw25mAVvr685f+eHSONxU4ffb/GvGwVnGDa8PVc2s4aYnJ0fhc16wFVzxguIl0oeO+bH9+niLVwQNEAeV2i+NuDKT1DtUBZmxrH7dbISN4n5okYfg25BHyj5+FWExKgjiZ7ASLWLcxaQao9BWpKYD+iQAiF1hn6juANIoojL6L5d3sv3tkzugbyiSOvwWYhbxe8ZuPPk7RXanZAbAz/f/PwvcXX6lLr5Gt4vyH6O7xruHNzh7OKCt978FN/6/ntI0/DWF36CyeKA5y/OyxjJrh3icB58TnafOOHi/Jy68ty//yqzBvpxxS44cRfHrWrPp5SwQI+WBAGzIDw63uf+g5/l537uZwE4fX7KD771B5yenn/ievUjUzRztixzKduyUDwlpRgR122DZqVuO1w5SYhwdn7BZrtlb7FgOpmakbEUlYszfbfedJIlwRBsVpRvTCHtOIDpZMLR0T7msJ5QFZwX+hLnG0PGVNfGCczJkVKDMiO7fbKbol7RDugUfwx1DfV8yT4XTKsL9gl8YXbEODxBdY32ifish6e2vXNOiMuRNGTykKm6hjHZjDa5CI2SF5khZx6L41qVNcLAQMK08F4SyjVJA04UwaNqC0btF0BFJY3llItHdSDmS7xG0GuEayoitUZayUyAWTKddS48WRHjXSqWoGgFsmSyO3PK2YojaCJoNOs3lWLTB2jCURUNcDAqk4LxBEeENd7o96iOJLWIWLNAMvTc4XFui5MLvBxTeBDlohb+KApcU3GK11Pq1DNh4ECUVz04qYm5R0eFs4T0DgkeetCNItdmwUZ2+KolDxFF2XvtHm6vYvX8KSwc0y+dsK7OeMfVvNXcYfNgyvz+MenMM14E4jpR54EcG8L5Bgkt0tewmZLcJW23QP0lrtvgJBDitnT/DV72qOoDxnFGTHYfkqDxFfnaqFV5q7CaIK+9TmAkc0ViQMo59NIQ/T691uA6htSahBY1wI+dtV9hOMwBEVYHAwd3K7MM9ErtPUwTvhOSCi/iBXIQSfWE6+3Aj711wA+/31M3t2mnx0hzwNGtBXfv36X54G2efvQBX/7Sl9gwpVss2G57o38VdHtHnnbl2fQ+4VRom5px6FmuLbOkzo7GNdSNY2cuoFroaM6RdBdlYw5nWYS9/T3EVTb6wdE8qGxEEBO/84e/94nq1Y9M0cRbrAEFnMk5UbsKsA7oYP+Q6/WGdjqlqhqbS1YVd+7ev1FOiLxUkNoj87FqWD7v67oEaEkpmnLzOfNRLG/JybaaKOIrrjYr+j6gksnZI66m8jUpKTktUHebmIxvqROlui/UXaYTONLHHMuWV+NDm52tss3tHifycmB4saJd7KOnCV0pWmcrmohJJSvjYao3lyPuCeOJ532tuAZUKipq5m5SSOtbVFeMeWPzP9VC+fYkTUBFSJFZNSFpJKh5GwqZygteEi4PTERoRdnDsyfCkUKdrTdNYpEUPY4ByGrfQUsXGovk0qmSU2CbIyqOLI7aexMt4BiSUjk7NpuC2kOsZDveXBHVATVCxPpIh8NI+GbwvEZ4ipeAMEfVF1PdC0xKuKRiQ6NbjjSyx8gDzXgS179/gayFcDYwv3/XFsMhGUhYMpSwRhckU9UdKQyoZM4/+CG5jXDi4LbwvDvlGwqju02KC+L5ba6ezGn9IeNyQx4Ck6qlXw9Mi+VaNZnBZkv0H5Bdg3MjY1hCHmnqlrppIA/kNBLiOU19l665Qy/CvbsLau8Jl8myPJbAOfBwgnzqS6T7a4TnoGtUl8yqhuzfos8DrbvFmDMhb4BMV1WEnKicL14AWsZRSpgGplWL8BzNFyCOhiW1LqjlNmf3fgO/uIee/hT9w5b/9R98AxkydftpXHNAdHNSc0A1v8f+SWazdRxM9/nWu+9wfnZJPZuYkAVvktsdOFuELU1j2nEnjhgS51cb0Dmtd/Rjomlg3nWYGcJLBozb0VpdZfVFPLjKIr2dMXIaL/jak8M/YxG+uZBh67otsaFmrd80DeMNUXaBho4hOdq2papd4fpxMwhXhJfZKEWiV+Z1u+kdCq6qygw1lzbevoHlk+TShZp5cDJtGGNWm3c6d0N/ynigBfbs+3rFdUKaKjJRWlWO3YqKZyzCOYeLA1Y/3CBXkM9H8lmgbjraypEvR3RbCnXO5BxQ58gaUBegDTCJuPuKzjIfqWOJEKXG4qgcUXsq19wkMTZaUTszVYg54l3FmEZiCoj0hHiN5ETjPV4MRfbZIQSmCFOEOY4DhAVCgxIwZclGM4N4tqKMajks4ix3Pesub9sZXYmRMZvzfQbTA4vgXUPIu0KuRLXu3rld9IAvaHuHSEVW29CbY5VRd2ymClm3ZD01pN97KgEvKxw9lW5oGOm05zWUI81kEnqeafOcsNxS5waWxSy5mFargiYlbYaX907tCf1AloS2mTxROBa29+GHOXOhHY2/xYvLhmbzBrPmHrfv/Bh6konbDf3qmrPNB4xuw+h7Utri6xZlSXITqkaYT6c4OnIYyTmQc8B5oZUG/Ai6pPZHZtsmymrVk3ss+30QZCzNw2pKfv0NEwXwmKa6RdBDsiYaPNuwJuaMd/b0ZNWdmK2IP6yDqOU71HKv0MY2ODydG3FpSeKazm9IexcM+++iaR93AXqxwOc7ZCaomzOdPSDkmsvllsXeHd778CGJmqiRFBLtpEa8N26qlPnk7mAKHdDMyJUUE+vNltRUvHL3FYbluXkdlG5zZ6xjiQAWky1lMc++OKm5yjYiJS78k2dR/ogUTYC68ubsHIMlGqYSV1BmE/P5Ai/YMFGwbmTnh/fHG8qbk6xq2eQhW0zBjttXNy+HvvLx/+y+zw06noqe1he9uKOqmgL6VECF9xUwJXtFvCILob4ltAJVvmS5/j4H6ZLDnQvP44AMntxEsz4b0k3+jmgp9E7JRIbNFpk4ct3jThS5HxFxPMOzloZEBTR0fkHGMeSe2jdlNjcAkcY1iKRSPBVNA0k3aNrgNFIJ1FpRKTchZTXKgXjmKhyhtOVMZYQRxxrhCqFHGagJ2M4gq50Xm2Fa0mfjHJ5snkIfm6Pm0vF6JzhalI6cWqJ6kjpEZogknGzZDfhrZxnrlXvpVGWX1COiCCNZNxZZoiOeocxkzfB4T6PNYxX0QtGHil4k3FiZD+UqWmIAO0RayGMgx4TzFTlFnn3jm/hpS3M8Q/YFTgS9Bz/Mwgtt6DcLpvw41dk+f+FnPsPdoykTX9GvIxXC9VnPi8Vdzk/f5+riMVfrM9QFuomja837zlXe7M9Spt9s6ftITtfkVFHXAe83pHjKMGScOyYEZwUlCoyCG8SSRnusQ/6CgN5hUs2NEK/ZlGAF2PQ3YxF7ORGGVJyNstL5NV5eoHpFTj3e1XQS8HFg0CtO6sh2+5RBE+lTB/BogWw9Pt1B/JRtP3B1uSnG4I6941vUp2e4HKjIZtGnGVd4ljdPZgESKVP53SRbVRljwnvH09MLDqYNKQeLPbat6g2d0HkpMcnFiGenJtw1SyrFEvCfMZ7mLlhNnCPnjMcTU7ZQKnbIrAXSW9deTmFx3NCP/XfX2u8SHR8/fsTZ2Tk/8aUv0U5MhmnSRnvP7uTuCqZt2XcWcQCCFjf2nAzUOLx1h3FU+uBx0lhOjLMwMjcXdGJUusvtD/gLs464sfRJloputURLqBlTlGLu6grX1uRBoFLCeI3bq3GHQp4NyH1T/DxzNWc0bGkZtSUwIcaKlANRB677c4a8JOvImAdq59CybREUNOGBRoRGoEWYqoVttSq0KHvO84o17UBlZ1ZBxDMK9Dh67JncFnMMpUVpyOoNcCodoJBwYnYZgpbtX6ZyVUF3fXlglTFHslZ4KoQZAjRuQnLnqA7AgJdMV3UIscw5A1lj+be5ijcuIwQqHelITAgcauIBCfDIIPBU0GvQDbjsrehvAtJVmJwUFItWccW4xO6rRNiuGZ5eUzUtwwL+yUZ5mCL9Zkr14T0WR3OOFxPavuLqg8DlMDJf1DSd497hjPt7M64vW548rXn6zHG1uWRki8ZEJtFngZzZrrcMfWDoI2OvNO0eIV5T19BvesaQyekpKU0QuQ+phSjkWIQaI6CCmwvyqlIXwQLZSO2heGU6MaPvHQvCgFnzLL0aRvbqSNJrRHtaGfEaaDXS5oEJnh+fzdhvJ3xrLbx7/TapXzCpapr6Dlmh9of47NlevaCddmzHEa1qutmc6AonFEtM2OUp5mSem7skAZvgmfZdne1Ox5jYbFZM6iOG2LNoYdJIoRNK8QsvHrhlq7BaLummM7q6vWEkIFKCDz/Z60eiaFKkemC6cd9WaAlC02y8REWQm9wFOwe7h03K9xBgGHqePX3Ki+dPGceB6WTC5z77JjvShkkjG0qverOC7aqmokVjbYdWGlsm7YSchONbD1hvA841OFeBWAHOqmRn0jzvPBo2fGH/Nbr4hFUpGNKInfGoqM9oy42ET0TQPsNUcAtPddLCkSe2W5qDDsHxkIoraRjcHOE2TvfwOjMUP1+UgLfevAI1kPNILECIFwNgPMrCeTqBmXPUmpkjtKosEI5FIEWEtpyTdHN8QqJ4ChMQgjpwjspNQCYknaK5JrPYQTRE3eBJgGXUiELShGJmHooQciTlbRnc16WrL9dCwdTTprzqqhpIeBlR6fEMpLwGljgylUSyDjhGWlGOq45jKu6kvmTMO3gGeg2ytYVLg+VH5ZjwWVFXtnoipCKSUOWlF0gNbuL51L/5S+Ts+HF3wH/x4e9yunG47Ztsn2RePO2Z1TWLaYujJ7UD08MDTo7nhP6KOG442IOmOSHlI0YNhBzohw3boSeMA3Gd2Q5b8mDhYiRjR/SbDX3f411TgtI6lAzyaVwu3dhYbtyVwIVQvWqH34eIw+TKUZWQMyEb4NmUsdWOWFd7Tx/e43Zj4w+ngcqB08SExFxqpJpxMjvhs7LPWXrCZX9F/ov7tN87Ir6vnJ/1NFIxe+WEN177Gf7v7/0Gtw/u8fqn3+Ttd76Hr2rqpraRQAqEmEhxBNWS4SM33WVM5kPh1JzlY4KkjsvVlonPrC9OWbSZpm5o2g5ft0jV4CrzFEyaWMynOF8X4EhKQc439eeTvH4kiqYvaYxRA/22Ybo3w+7RYlbqiimwYjPL8vvWlTmXXFyc8+EHH7DdbphPO+7fu8cv/Yu/wMHBHpeXFzx58uxGOeLEMZ3NAAihuLPsOs0d39BXxDhy02KpcnRwQFNPefriAl91HOwfs90OqNbEmMGb8mZ9HTic1yA1AzVLqemBBkEmDm5btxndaIa3Xdl0OHCLGnrrLvV+IKWRup5wJjWX0nGtUwb2CHIHkWOqwq7XmMxlJy8Q+QEiIxZAMBh4ouljBbNiXxPH4jnGcb90ooqWzl3KFsbcYSinRUpcYS2KF6VxnqiCSE2iJeU5qsfAfZO/qi1nN9EIeonICidK1iVj7C0uISdQVxafGqHDybTMRJXG7Yj2hoq23tFVDSl3oAtiXtP4ipRX5DyCDOQ8UBFxOrIncBvohw3eOfx7DXoKLCGvbTRi9BYh5UgOASlpqGHdM65WNmerTIcrrYMmoXMYxp5VqrluJizzFE7vIZt9XOXoZjXTtjVAp7tCNXJ1dc7lxZZ+s2Tot8TBnHnqCuugtGbm58Qi1vjUnfsgDs3OuMBULDfK+fkVl+eXXF8vGYaeYdiiOqKuJsurSFKkEPjJSk7CommoHAwxUsmGIfaM8Qds4xnKIbP6FSbyGghsxkDlhJgz2/Auk0rJmhhjYM85co5Mylz66uoxz+MT/tF6xbvBMWhL3e4zhivS9oS4Tjwb3+X71QsIezz58G1m85qr9Yq2EWaLI3zT0k46+mFgeb1ktby23V31cr65A4jBCmg/jLiqpqoarlY9flYTxsRw8YSurggpkTJkqZjuHTBd7NFN96i7GdIknCiIL9iFBTR+0tePRNF0zpGjWbX1vfncOW/CeuBjc0x7VZVjHAPf+aPvcnF2inPC3nzGm5//HF/96lfYbDY8efqU0/NT2rYl5eKqU7ZYVV2jGl9+w48VTLDCmrJl7JhkMtK0NduhZ3/vCKk6AzVK52JvdaQ+Mfd1KdDCMs9JzLmUjkMRFlrB6xW6MooVjVAdlBGDKu5uS+4bEBgSrEpBOmfCwIJBDgjcI8vEcl3YPRcGfsVcMeYZfcxGI0+JWmzr6kRoi+HqTIQDMnexlL9dnMHHrghIKECaafPFmRnKSEN23rbfWGeieNAZ6F0g8ZJOb6fYop8OgANyXgKerJekPHCTXKkeocHJlJB25sfOtvbqbqgwlYi5L8nu83Ogt5mmF2pX4STgMxziaIelEbFEkBcOLjEXpNEKi4hxdzUpzitpDNRVjWZlvL42Xmw2kryCpYA2jlxHnOvAH/JsjIyXM/LlMW6w+3Pa1cwmNU1lSYxtaxPhMERyPaGpOkLboymV8YkloErtcNEoMWMYy5jDF6pcYjZxdCf7HM4nCG8wjnBxBe+99y5DsuRHEcFV4Gcef9vRfMWx1zSQl4h+ALolEtD8GEePaEQx2azqG4S0ovUL1sNHti1nRkjJ7jccQWFJZp7h/X5F9nMG4CoMbPNIt92nWm0ZrwN5ewXzgfc/eI9/7sv/Gp+Nr8BwyS//wj/PD997nw8ePuTwzi1cZRnk7202DDs/CXFMJhOL2giBXT57zIkYAzEEVGs0ZUIEX3X0QzCn+V0vIpm4ueZqu+JSniFVQzddsHd0m7ozgBEB90+RSPkjUjQN+PHFq3I348wpmYvPzscJJcbAN779HS7Ozjjcn/PGa6/w2c98hldfe5XVasXbb/+Aqqlomha8N7oCy4KoW9Gsq6ogkx9D2nE3jvFSioIh8OZa1Exa+mHgwBl1wbka2CDO4ctzf3zQgZqGPoiyzg1R7rCWK4LbclenXLFAZoGJKI1kajXzDNXERiOXMiGKEKRhkAaVORsWJLlF5LbpyaFor03vPeZELAuLk1eAj0A3NuzXkR1sMmpiQBlECSKEFP7Y6q3lOLTML3f2fDsgLPvaeJfOEbOShOLK05J13wAGxbZwu8XEGZUr3Vjm7RtZWwVYlxm1YOyGKVmrjx2L2VhYyqVtkceYGGNERGi8N305G1Je49mSdURyT6OBE2Chlmkt54I+zuh1NiL4kJHs0JR26IIR4IMtpqnf4mt7PPKNrXfCTSrYF/Ii4aRjlDkP18/Q6z0Y5zgVam8Jk23tqGul9kpbOxwVNROzz0sRzYlYYqoRweOQLPjWdjpN25Kj2Q1mDaSkhDERgzmbg9BUDceHd3jy6BFxbOx6OkErcDOhe9OzN2mZV4/wekHDOU4HUu6RfMXEUWz9LvHyDDSR9RIn9xjSQxpnpilRwVExFsDwIkeej1ue49mrJjwbTnF+gSJcfeuK8Xtvw7VDUmBMS3x+zN//9f+MX/mb/zbf+Prv8uh73+Lw4IC7P/15nl5seHZ6TsrKtK4YfIXU5l17cnLCarmi7wdEwHvHer0x0NFXFoGdiqGMr0kpsw0jTW1be/HeXKZQICMK4+aSZ5uluXWJp+k65rPFJ65XPxJFU0Tox4F5W98Q3Ju6JSc1C7QUb6gQCuzvz/nCZz/Nm595k7ppePbsKd//4btUVU09mXF+fkYMI9vtltff+BTOy42f4s4eLg8JJd+Y7u66TXGleDpwrrapp0DdtsSshq5KZUqjgnZXlYBkcq/UwbN9AemE4l4zZeteY5lP+UfbLYEFQsSroamL1JVRhLCiZonF4Hq/R5IW728x6glJzLQks+t+PzaNFYff8XhF6eq3GJN1D7XzeAKVKC5H095o4kKVObBfSmpMsahW7CHZuUaJZpIknFZciONCIutohRffkmjNWk7NNWbnjn2DeOquJshN5ynSGnChl9bxm7cQwgJodoQJFG7svrwImYyXQgNTJURF3XMavwJdI4xUGvFpYE+UvRzQHNEzgQ/BLT1sczEgLj82BTRF+/k5IyTi6prQ94j3L7PoU0adkuKIczWbo4qzOHLl4Wy8Jl3N7fp7R1N5c0BvvOVZOayjFLWOzjlQV8j+GU2RkMzGUMv5q+rGsEIiDm87EWe5SylHyzzP1qWKg6QBxFvigccUSrcc3SsVR63S6nMqrnFscIxcxwuIV8zrCTWORmpartAccQQcDTE9o/MRJxVJLcZk1JFWHNcIH2zXtPWUVE95Pm65UEdb3aK5dY9QA9Uc7wMZsyJ8cvaMDx5/wBuffo3zpx+SHr+LiOdq0/Pam5+lm+/z9nbJxim+9ewfHHDv3h1Oq4owBurK0dQV77/3IcmDa1uyDox9Zoxm0axZyCGQpS4LvydnqJ2BoJodzmUcI5Iy2yGyPI98uB0+cb36M4umiLwK/Bpwt9xmv6qqf1dEjoD/AXgDeB/4N1T1Qqx1+bvAv4JFcf0NVf36n/ozsOGzF0eKkZRsnpHGQFPVNnu8EQpYLEPT1Hz0+DFZlbZtLXVus+bZ08dMugmHh4fcu3+/2PaXh7DA794JQ0zUjQVCyQ26xs0W3vuq8NeAqmax2GPYRLyrSdk6MV+1xCFT+4q+L9VhmRmHRMxKvgMBZa0zeu04C0+o6EBHUh4MsBhGH5JrAAAgAElEQVRzOa1a0MwpyJS96jWcHONwbEv0aCxbiJyUdFXctSeQajGVjhhY1tV3qVxNrL5PzXNan6gkEsKShoQnEtLINZl9QHB4v7PGq8tgvCQFibXR4jwXONaKub1DAetmZG5zUyTLQ29RGWK/UwHXXl5t27InDthdHNtIqIFZcOMcXzt3E6fgSudvpGvByyXCNV56yD2qA04yU03cFgGN6FW2eJ0LU8zomJAsaLS8mFLpEbHYC1QJ6zUpjIivrJwXqgreGYBXZ57uKb//5Pe51hnb5wfkzV1yr1Stp6k93jsqbwtq5Wu8C0hZEMXnm0QC7xxtPaGVbEBHCesLMRFDfInq5pKdVTiH6jAwYzfy02xqeWfjA1qlem2Nlyesh3MW9TUztjSMOEZiWjPqwEI9XmEhHRVbNpqYOCGk5wzxBXtNATvFA9ZxjihBlYfbJa+2R/QxscmZKDWtP6KWT5HjBddnf4jmS2oX8dWK1+/f4e333uOrP/kTfO5LP8U73/0mlSiXZ5d88Edf54tf+QoLF2hPFpyu1+i45vzZE9O5i3D/5MSisDdrpot9pvv7vEjnuOmEMQw0TklZCPGGWGPAEQ7NRrsrfELEGc3RAhc9wxj+9EL4sdcn6TQj8B+o6tdFZAH8oYj8BvA3gP9NVf+OiPxt4G8D/zHwV4DPlD8/A/zn5e8/9WUxF46hD4x9T1XX9OsNi/mMsV8b+ON2naAjDIGqqnGu4tHjJ1R1zdHREa+/8SmePH5ic50bqgjFoCMhrsZ7x3bTM5vOGUNg7j4WSYGZhDRNZ4izCFXTMW23vPvOD/jpL+8BFVfnGyq3Bz4x9tHs4aIi3hGWig4QrkEWEILQDwL+HterQOhtEJ1K7nV2N+QHiJlq4mlenVBNPRphuBDiWskbiCuTz+3UStRYeuKB4PZNZlsJiNwijiZnFBkY8xXIhEEHlmGDz5FnmnlbE7dcxYlGFiiTUjTFrOvBCWc4TnPiuQoBZ/w+V9HIPklfQ5jbNSyxxElLBlMpkJVztEWMsLNrjtl8T405UeayWEdpX2GvAiNRfFVubnon59TuitpdIbqmZqDRgQVwl8yxeNJWkA+cqWQ2AkMm9+nlLHuHno6ZHAMpJnKK5NHmvBqDyfLaBtdV0GZk4djeUpaLhq161lkIjybUfcvBQcvrd/a5NZ/Q+Ip24qmrhsoPoPHGiV2ct+LmKpyrmEw78/v0Jq4Yxr4sDlp2Qq54i1pn6grHUKVCUoXkDqRC3BStBBrQ2ffYHj6H7ZLAhjfnM+5J5o6AauTTS2V1DsN8Q30LZjqQsuepRK5wPN4+JqZLFvWJiRRkgpJJdAwaCcmxUU/wJ7xz/j4DM+Lb+3R3f4HVHwn9lSfnd4FAyGum3R4//5f/LQ6nZ/xX/82vcX55zl/75V/kzTdeY7G+ZrtecX3+hFfvH/KPv/YN3GKfcVjTjCsqge1qzcnrJ7z78AkTHXlwa49NGDmY1IxOCX1g2k0Z57cYxkzsI89fnLHsI27i+eLnPkXnlSrbyK+qPdshkMVTdy1d/nOkHKnqE+BJ+f+liHwXy3r9q8C/UL7svwZ+CyuafxX4NbVh4ddE5EBE7pXv8//5mnQdlbfDGfuRZtbdKIVuuhhs1a98xTiOdPv7DMPI/Xv3cd6hKM+ePWO73bLebJjP59aNOcGp3MzInHMM/Wjb8+JIzk66hckrK18hKPfuvwZUfPRsRT+MiHqWy0jXLhgG8/JM2bJuMkptoxPoi6pom8kBGIUxJMLasrxDso5Kd1w5LzeAg5tCTEBrnVu+Ag1CHgSfvUXojuYpSQ2MmPZ4r2SEq/lQihzg5TaqZwg9CeM1RioGjYzYeUE8Gwzh33PeuLIF/BnFscK4mVupgJpISyX7RN2jkcMbr87KeSOrO1NfWWSDmglySqU4ws61fVcHdxrjlwTrj4FSpUiq2Nd5EQJXKKeoXoFuUR1oJDF3jlsod7EFM7/wuEIrItv12AXvmZdIJo0DKVgYm+aMpmwF3/tyX2DbOpvXwCTz7K5jgydoRTxtyMs9Khz7ex0x2Hxt0gh1U9E1ipMazdm4uipWhJwnpMy271kcTMlEuqaGGPHJoVjES99vqavWAuoKwcFXQh4L8dt5nJuY+XG2JE7HmvrwmsZt8bph5gInqedYlHwtcJnhMUzWjkkLdRYmbzicJjaaiXhcHmjFuk6LqBCUGYgn5IFtdszbT5G4zWn/Dvr0mOrJZyBPSOsttTtimw38quqarmn5zrd/j7c+e4+j27f5lf/wP+Jk3vLNr/02n/7cZ5lNO66vr7n/2gOurtZ88zvvEFPg7OGarqn5l//Vf4lvf+13WC43MCr95Rlf+Mkv8O1vv01ohGa6x2fffINHD/f46P0fcPnoIZ86uU3E84PnT0CFMAakFnKhK/UhGaEuBPpPrqL8p5tpisgbwE8Dvw/c2RVCVX0iIrfLlz0AHn7sbR+Vj/2xoikifwv4WwAHBwfM5zNysO3zOA50i0mx/9IbXqbJ5ZS6qRnH4caceEd4jymyXF4zn085ODhAMYK7d6Zm0RuETLlaXnGPuyXW0+7GHW8zxkzbNhzsHeBdQ8oVe4sTTs/P2KxqvG+JKZPIDCmRJRPqjHjIreX25KykEfKoSIZqFPoVsClpjLGAL+X4s2aL+3CWlRNcRiYCKqTeIk5z0jIyEFpf0Y+RsElm45XAnwK3hD6O5BStQ5NXgUzOu5FAJKknYORyJ5E1FUGECqF3pq6xrq8miifaBIgoLVFrYIKXI+A+YJQxV/ZD3vnybyl/jLpMQflDzsTSicb0kh9X4KhyeV6Cdq7QnRxlhyxQuWscKyoZ8RLoxDicexi9yHYZFVXAWBnJFicnniyWf5FTtqyoEK3jLUAQWnKjDA0zihsJaWrolPWhcNVaDtOgnvBhRbpo2GhkLYFuWhEmGb8wgLCqpTiiW06Qq0oBJzPGwGx/RjvrTC3jyufF0hubtmHPeVBHipnNtqeua2IJrxNacqrJWtuhoyhrMo+Q6QWdKA+6A26z4WQc0Q8y+VKQAbgCnxsIII88uqdwK/MgJYJU+Lxl4gyszAQET9YOkbuktCXlDU11TNLPs/z6H5Dev43ol1jca2Av8+hhbwuEZNp2yl/6+b/OnVsdr77W8eqDY45vTcnDhtPLU1bnTzi+fZcvfvUrrK+XzBZ7/KVf/HnImbv373J9dsrv//bvoWPPvGt5fvacb33jOY+fPOaLP/HjnJycUPmaJ0+ecPveKywmHd+5uMCPa7qm4nwzJQ8DvpbSvStDHNgMyfT+dcVq+/8Dei4ic+DvA/++ql7/KUFEf9In/l/MUVX9VeBXAV555RVt2obVdok4ecmfdB8rdLq7j4W6bhg3q0JBKBzOgri/+uqrTCYt69Wax48fcXR0YHQZhZiSuXSLeXdq0ZPvOp4drymlyHR6yGy+T84NIi21m1HVc0MmnRLJ9BqIbSKSyaq4zqGH5YGPlroY1oXKEWx7rVtMsleSGEVK0SwLREaRTshLJQSzWMuhjA5SiUNQI2CPQwJfUHMvuKUQYyTUgdQlvJjfpeM1FFe8NB0ZA31KFBy9CJFMJcZr272cq21W6opphltgSW77KK+jHBY+pVA7O8aUIlDjqx0YBF48dWXdZ1aLaVCtyt92cV1Z+LLalnRXTDWrKa54aWdXyZrKKU4S6EglsOcb7pKZpJfcW71KJiPcjTMKOp7CSA6JnJOh5/YG42ImU8zYDsXhKge1QyZCnmce3hXOkrJECZctTXxA5AAdlNXZwHB2itcTphNlNk2M44gTs73LhAIsZjbDhkRkOj+im87wtd3DY98j3rHerKmbCe2kgwybZc/Q90hdG6FdXblbjH0yxp4hnpJyQOQFsjlHtMUlz7FP6A8inAmsMxqFvIwWc70tlKv3rMNOhyNHJHLYsKgrWoEoZZauc9AFUSds08LMwYMyfOszkL5ADImLH2yIq8ywiahumU4O0bzh1QdvEPun3Lvzac7ba4bxEWePH/Lb/+dv81Ofe4urq0t+8P13uHXvHl/80k9DK4zDSAhb5vt7/ORXv8z5s+ekcaQ9PIK649bJHfYP9pkuZvzWb/4eru6YHd02IxTvmbYNQ9/TNRVj30Ou0NrGe+OoplxzHSYU/nPmaYpIjRXM/1ZV/6fy4We7bbeI3AOel49/BLz6sbe/Ajz+s37GdNJy9uzc5prDgCCF9B7AeShejYIpeq6vIzEG4xeKAQQxjJyevgBV2rbhlVfuGfm372nahnEcb4rwzsUlxlg6m7I1V2EcA6oe1RrouLjY8t3vfp+cK7YxkrBOMFaZat+sz+qpI3uQY/BT80V0A2yegSSIa4vFSDGTRyuau4haS1Qs6iRnCHTOCmMmOSWO+pKPmawjvZlxocWgQXFXyubRSKoCySe6NwWd2PY76z3gAOUhSEPWFRBwLpl/InYwQ3FwL2UKkRqRBlxD7W8juofqfUTqmyKmRSNsVCghZAUaqsJEyJoZE7sRIqGAb7atL5pita+7eWnhd0pZF6ScFz0DeoQBCxED0cQEZZFTYTVk9GmRrI6gIZOGQOoHUj/Ymc52/XcLLqpojCVN1EAXvCAVaJ3RJvLRITxvPJcpsyUzvu1IT4R4HWGAPr3PrcMEuaWtjwhhbbLPBivQOSIOtpslq/UVqko7acmYZDgXoNL04cZcaJwh52MKxttMgRASlTev2JxGqloZhkv6sCaHDY4lfrniuhdeBOVnOESfJ9xQQy/k1UBcDpbLHiO+qsl1NLpZp0yaQJVGFl1LrZGQzS0f7W6u2XoMTNuap98b0PVb5KD0m8BHZ6MtOumhxebGLd20o/KOdnpMO5lxVL9B257x7e/877z3wQtePL/ml3/+Z/GSuTh9we/+9m/yxa9+iaOjYz567yNSzqyuNnzw7oeICLcf3GM2mXN1seL8ast6GPDdHrO9fZ49O+X04fukEHGNsB1GqqpijKkAfTarFxqads6oDUiN0+0nKYXAJ0PPBfgvge+q6n/6sU/9z8C/A/yd8vevf+zj/56I/PcYAHT1Z80zUWgrz2bsOZzPjLSKeWimGGmaljiUX0qUrms5jZF+uyUl5d333sV7x+HhHrdvH3F9fcV02lHVcHG55OHDjzg+usXR0fENet5OZ6gKMWZiyNTeoSXFKmVPvxHy/oz/63f+gPniAQf7n6ftXnAVerRTZA+qI2gmjsnOt0+h0UR74OhVGVSpTyCdqXFNVwoBCFYoKlfmnigqVjAzWvJg1PJtVM34OGW08NHU2/tz0huOYe0cV++tiUMwfmun5KWD1wQ9KTlBVUfWz5D5DMoS5AJkAxIRl1DJxr00FAKRFicdInO8u4XIPmiyOIReaLLHb4Q82q9HNof02CTC0UiaCiUvtxRSWyCMRiQ3NCQwh1LFQtR23acCIcUbjm0lK5RHZH1BcgHHQJ82DJpYkElFQ+2eVfAQ4rMRRiENIzoUkCcWgErM/WYHP4s4qArv0ynqMlRqhs8zePZpePiKY4kn0CKnt2iXb5HiDImZGN5D9DnT9jbTNpLSJf12ZOx7xi6TYs9qteLy6orTiytun9yhnbQoiZQdYRjKiCbjqprZ/iF1O8c5TwqRyb5wcX1t19Y5qrrGuQb1EzPr9TU+OfARX0WqLtOJZ/4YZqKkiwiD4nJFuO5t50Mix0BeJmLucRsLBAx7G+4cZY68J2lmrZGQl3gfSDmRFcKlILXw8H/ZoMGR1hlKXlJOW9CPQDaE8YqjV77K1dXA4dGUPnj+3t/7Td555w+p0lOi7vFiNfLf/cPf5a/85S+zSAOtzmibmnfe+SF37z7gm1//NjEJbrZPzPDssueIjnEYSGI5XMd3btO2Lc8evk9/eU7nbBzz+GzJ2jdMprXNZnNGnKOeLhiC0ofM8dEht/bu/lml8Ob1STrNnwP+OvAtEfkn5WP/CVYs/0cR+XeBD4F/vXzuH2B0o3cwytHf/LN+QOH2gkBVebbDyC6vZ9gOHB7NuR4HLJoCQx+laIWrilu3buFECXGg7ebcao959Ogj3n77BbPZjC984ScKFdARypa47TqGMdIVClFdHINUK0RaVuvExXfep25usx0qgsvU8we4Q3DHQjMHr8pUAx0XJb86oepIVFwwAZ0xEcdwrLSVoIOnriBPHBpzURwZQJAkk1B8A9Xc4fYU1xZLq1HJwZEj+ILS56D4uOObQB4SYZXQaFtdSaVefaTkC4v+qBcenZl13XbYI8oCmZpJs4pDdQsS8AV4c8xJWluRUUGvlXwGEiBtlaCZmKyr1mTFXSpBW0gbJc+gOs7QvZzZxt0WXHeGCkZuavyufNrv5ApSvpv72igmYrpzARIWbWDy0DonsqgFnZ0rrIW4HiBCHktWVEGid7xcQV6i/DeUK2PXSCVoozB3cKw8eVVZqWOgIo9z8kf75OUMBnBpi+g13g3MpxXzaQ15w2p5wXTi6PPIZrvk4uKK84srsjpiinTS4coIKuVEjAZMhhBJCnEYcFKRY2AYA+I9GsuFFYuEyaXFz9nCBYWAeKhqs1o5lAp6a9k15JvRBGL3oGY1zueoJBJymokvttzLFd0ebFRQjWTtqXRLLPSx6toRBmVzkcjBFFXsIAixXYwJoeHzP/7XCDFzfDLj//itb/Ct73yP1WrN8V4DzhM0QwU/+Re/yvrJY56+f8rpi/MySjLT64yBY7612IpBK1vcNJNSYjafoymRgkmIvRdSToQsbMeBYdhysD9BqWi7hogQxLF3fIC6xGrz55gRpKq/y588pwT4xT/h6xX4lU98BPYuBKhrywffWbqJswwecc4cj0o8hfOeqq7JOdHULdfXF9y+fYuu2+Ob3/wGm82G27dv89Zbn8d7bzEVuNKxmMJlOp2z2fY09YQwQDtpQSZAB9rRDxOur7ak3OGn9uB3J/u4e0pbCxMGZnLNRFfcdtsbU9zdNjVER2bGJs3IaUY9dwwHiSpkXAvaCyRFnVA7IXsHHUiruD3BdYpKxDceH8QMcaMgQZAkdk8myGMm9pmzxyOMCYlWZHwNbiv42lEnx2ReEc4y8YXiO6GTin4brattQI8AP4F6aojiFgiCiwWZz5A3mbyxrtKVqF/JxZdUiiCgwrq7kPFbR94KuTaUXxBkVFwW1PJH8LXgJ+AOpXDrtMwvuaEgZbXCWrvOtOpEcg5mA6ZGR2p2QMgFcK3oBjQoxaqzKGWMO3qT61vm4Temt2Xh3nWa2mSYKdd3HVd4RikJmu8uSKfHaG92bJpf4GXLbNpxsL9HDEv6NeS8JVU1pMh6uWa9WrHdbKi7CYoBmoKp4WKIpGQFYAyBcYiIF7w3alqKpmxKyYpRjMEctjTathPM+o+M02SLziox0w5Ri4uBTOwHcgz4ukZzkZeq/clDgpUjbQYObtd0CEEj6GBadrY2GlL9f6h7j1hbs+y+77f23t/3nXTzy6mqXldVp+puNpuZMkXSpMzQoGDIhiYyDFmADduw4bGHHnhoaOCRARvSxPDACZIoyDRF0QwSSdEMHcnu6sov3XzPPeELe+/lwdrnvKYN2zUwjOIFCvWq3qtT935h7bXWP+F7z+p5YhjK5bRbB4DIGGEX7zqUyMMHu9SV5+69Xf7e3/sNrq+vyLkDH8iiHN6Y8R//J/8Od26O+dMP3qEdBp68/4zdw9sEPwECKo5vfvdDJnsH7O3vc7G6og6Opq5oGs/FxRUpReLQIWQm4xEXZ+eI9wQVun5gPl8xnU2RyrO+7giTKVcXCx49vMPu/l8yRRDYGDqbjImFmqIl5iJlJW+jL+yhwDlC3ZBTpK4Dt2/f5L333+H05JTHjx+zt7tXdpag6oqO/eXeEoHxeMbp82PGI6XvBXQKbg9kBm5MqB2yCogkdAJuT9hrRtQuMuOaHb3itmtx+XqjqSmfLZAi9zXTxWPy4Ahyi5N2StvUxs+LpRNMBkglZ4i7c5CDwkiIKMMqE1pHyA7XCy4JITuCeHzrrMPolPZqYFj0VE6oGjtgnMCo8YyDI/eKXqq5WGdwIyum8TqbLagHPVXrrrzVE5+FnCBH434ClNQEuydgWe+FKuScARJSXKjIZX2wLlk9hXcY+/zy5fKQnOLGdgioceSLbypWEAtwB1o6q0TKPeadmRgXSlDKg9GYzkBWDl3Z3pIMG/MxZIOOl/tEKeS+rBGk/EBBLK5kJsgDx7M7ni5XRKbkZzvkF0fk+RFppZBOSfGY4DtEKrJ2LBYrhujwLuEKJ2zoB7puIA6JZhxIMdHUNSklIFncS+xJMbFed7R9xNdCyDU5RTMT2XBZnTUAMQ/WbYsaW6AKaKhwoYch0Z9F9vb2cWtBfDBiflqV62o/szPbfBtYkkKX0VXG9Y6AUmsm5Ih1+SvSRlKpnrMP1yWmYnNLheAEdITIFHHn1M1NmsYznY64OGs5O35Bih1eeqbNDpcK/8G//x9y794ei/kzqEYsY2Z47ymnx1c8f3aMr8f42R4//9e/wm//zv/O5UrxLuG94JctTR1Ytj19u6I7e4bvWho8T8/nuKamcrlkX/VcLzuib4lNg88Vu7ceoeMpYff/Ftj+v3x9YoomwGxnxvnpBd5741SVEX2I8eWIpqbcqJqaTObt736H5fKa+w8e8OUfeLQd/Sha8o0/jvOQojIMkZPjU5pmytX1gv096GMD7jb4qaEPDaSQkR2QynaXchtupZ5RPuamixxJC9oRdUVWb1zJiDmtjzJxWDEdOu6HA97rv8dM9pnd/DTchHSa6U8yaWE7rCwWlJYPIY4t+ydmZfAZ7aFeOGQFzEE6wUVHnZwZzQ5GpPeqjBuPZ6OXF5raU2UYUoFbsloOT2sjdlhbF1cuFwpkrxtqpClw9CV/0qnRZXhp6l20TIAX1JWCidFrREtH3Jc/CPjBxvKUlCxG09JeyNlR1Y60m42dj3EJTA1kxSKrkHJPn+za57QmCXSp5SwN7K5ATh1h3ZA7A3oMUfGlXm46yw2RWS2C1olVfY9RkiaC7Di4o3zwwHNFoJMxKc3Q57fw60+Re0Fyh6ZTcrokaU9MDecXx3ifCQGqShiPKuo60HUd67an7TtC37Fame4+5YE09MQUadctOStt29oaydckBmI/bEEy7z3B11hkmMkxRcC7YPlhdY1rWkIIuHbg8OEYrtRWWr6sH+Slemur/qB0m+sBiYLvA/3Zmr2bM0QHglTkPCflD2jTAzQ5zp93KPZeYQ6O1LUjx4Y4XOMEbhx9mauLll/4pc/w7a+f0vcto8qiLZqoPN6/zTQEjl+ccD2fM19mqHdYXZ7Rd6a/D82E52cX/LV/80d46we/wjf+9Nt885vf5nI+x9c16gUVz2rd8eLkjBvTiv56zfOrFfV0gq9qqsoTkqdPieWqpWoOAcfl/JqMsPz4ONAnp2iqKjvTMc+fvmA2HrFeLhnv7uCckIZIVdfkWGzOcmZ3ZwenkdcPj2CLxPqCSGDFFRtVz84uePLRh7z77nuEUHF4cJvHj79E30PMe6y6m1CPYYpN5zMl7Al17/CVMpI1kk7YDStu90+ZhTF11dC9uMDNBdqatFbzPfSJmFcM1TlHb47Jq+9yy09Y+p7W3SHKLummUt+AIYFEpUu2J0qqOFVqt/EXFWKVcUeKuwF6AnIJfpXRK0UHkAgM4DI4TIMuGWsMeiAIPkPKWNKhmtmrOKB7WRGdd1sSwQY9NnWU4HwhqkfrEn14+WezqnWYFJP9WObq0pyoMxhcU2EMFCQ8uJJo6bDCHzPZge9A7mJAlL70OjXTjwZhRO1HiCYykR0noD23XcPowCO3QLIjrRIa3JYtYdxL2aYUasqWcuotdEtqj/qMHznSUYSjxLfvK09T5hph1e0wfO026fljdCFGZYrvoekJoitEEru7N5lfXyJecF6pgkfmkNNA16+JQ0vXrVi3LUri7OyYth0jZFLMLBYLnDiu53N8PaLKlqCo+tIjoW4agm+w+OIazTUintH4gDrsMOg7ZFkiA9Q7tSnVOvOh3IzjyEv3cldVW5cnUUdaRHwd4CLT/u6c2VcDVfaMwohVPidlmHdnjJqvsFonEF/WM0rt4Wd+4h7tauDy4md4fvxHEDvu3N+jqj2nZz3OeWov1FLTpMyrtz7Ft/75H/OZn/oxXn3tLdrLr9Gev8vo/g7Ly3O662t2D27wr/30T/Jf/t3/ii/90A9x59YBJ2cXHN26Rbu+pp6MuZxfMF8sWfVw4YVh2bF2DUMOeGpGdY1LHVVuERxp6HCp487RDFxNdNOPXas+MUUTjBg9xIgPgb7rmPldfKhIKdoeKCUoo9Z4NMYowpa0+H3NQ3FNguVywQcfvM93/uzPONw/5Bd+/pd59bXP8uT5GSfH16iMEX+bIe+Ra0UOFLcvyNQe1J3aMUorqvSCMZfc0pYhXzOb3eH6j7/L8OSKUO+heHKn5CGR+hXt/ITm9THrr79g7w1YZRhczcA5mV1rugp1Y7PDQ0zNkws4hNEvcWIZzk4EPSy7uqWd7i4C2XIxAfKQSc4RvBhY5HWbs6IRhs5eGk0bGzXHUChMBQYxzX821ZIKhFB+56X9NbBxZS8X3H4cA6oKP0g3nZ3VKuv4Sve5te10mMwz26iuK0WDHQy6/1KvvuFsWkHfIcgY1ZYKT3BQ54oJxWh5ClpjvMfGoc6hRbdtK3Ep+4dNh2Vj+xYtH2e4Bc/uCSdZWGjFikD75zPy2W10VRHypvheIW5AJHF4dBNxSlONDBBz9rkxRoZhYLVakXMkxsS08tR1xXq5RDSxcfa6ns8ZhsjxySl7e/uIOLyvyuG1MQvxpevM5UDINl3nwd6fwQLpcp+pjiq6mEl9NI7vYJS7Df/ZSSj31lYfiJC7gbqp0FWmGo/QK2W6Y+mgaxVSviC4XVqXqfcqtHP07YAT2J953nx9h8YLGhPz1S8y3t/j1q0ZfZ/5p7/xNocH99ibRSRdMUOA5r0AACAASURBVCZRzQ75wS//NL2fcHD4KQ73z1hMLnhx8oKbd18hXh0Try6pVkv+9r/+8/za//YHfOELX+Wrv/IL/NZv/QvWKxMoSM54X1HXNaGqWCSgbhhcRTM9JBPQ0EF7Bmq4hOQ1w+qcRMV8+f16nP/nr09U0RQR6qoieE/fD5Z17j1xGCxDaLBHRHCb2gmUl9KgWFLOnJ9f8OSjj/jww/fRnPk3/sbf5P69V0jqGIbAdOc2Tz9c0oxukvINksvkCYQ72MuTLcBp13um6QUzPafRa1Jes39wn8W//B79O8dIn9G6ok8g1ZjUJ9rzC8KkYfmd5/hbGe0coWnxeU3mguzuGzG58EQ36DBFWpg1b53jteyeZKusgRwzGq2z9CL4skvUAog4xTTwDmKXkFy68LLSE4FQkGqUUnClIOamE/cCwybeWI0fuTG1EKRonzcBeHkD4Js8MhWDc0chWdqHiEpJpjQ1lLgCuIgaF3KtBG8oPyOFWdnxbhB0yoSvI7PBU1N29CW+Y6Cs5kb2g0pwJZiw+BVQ/lk2z86G6pWtUPuMjkF3lPRAOddAdIFMBToln98hLw5x0UA50SssBbOnaSpu377Hqp2bnbOUw6A8oDGZP6Rznsl0SggVXddzdn7JYhFMFhmV1WpJ1/W0bcvhkdkkxjjYNd9G2zo7YShrBrXddggN69UlUvnyQgjj/TGreUJzJvUDw2pNartyxync0GT5VOUA0ZjN5Ka1m5TeVW58wdz25xpZx2vG4QZPVu/A6A6zWU1/nTg6HPHavQk7k1CKqDIde67mLVffOuZ//gd/Tt9fMh41kNZ45+gFXv3Bn+I6johtxbOn51xfrRi6xPHpBbfv32fqYEpktF4zblu+9NpD5vMljz/1Km++8Rp/9Eff4qMnT3n+9H1u7d+lW8+ZjBqOT04IdQPOs1xc4X3NdDLi7sNHTKcNxy+OWbcLjp+8DVS08S+Zn6aIY9TUKMJkMiKLdWBOjY/Wdh21DwzO2U0uzcKm4ylAKMvVim998xs8e/KEyXjMj//oT/C5z34O5wJ93zHEgK9nhGbE1fWfsbP/FgMjosukvWwa6GzhfRMuOGDgiEuGfIUPsDO9y/oPnyDXGRcDDGtE16Te0OF2viTUDcNyjmqLrgUWAWpBc09micoVWfcxSEv/4nWAUiCVgPElc9ktelfAjV6QAcQiH8mDAV4uQ+pNPbMxzN1wIdEyijkpOUfQdtHiBETw3vTMihigI44qeHNqKkCzE8qfNyR902eG8u+2kdX/p5+HQmpHjdqyMSlxRkq134sG2sS14hsxhP5KyQelyIvDixQ7vFso74GscSSydgwkOilE+SNBTjzaCbpI5Ggeipt9wtaMxFuQggpoUBgBeyCPHB+JsBBPyjXqRrjVbUb6GskD3hzkVeeYBjHxxhs/ABJxTum61tyoJBfkPzH0HcbfgKaeMBlNaOqRxciKZ73uOD87IWdlvV5TNyOc91RVhffBuLxJC+LNVva7udp2LXs0RtQlQ/STGafM+x6CJ8VIjnErGxZVxPd2mPpkHrIlP0iy7bxzzqQnPdMvNOzmyNrvcMIAdHTj7+B3rxg3P4D7QJlOPTduNLTtQFGKogqjWkheqEPmC194wNP3r7i+sI56eniT8e37XJwdc+feIy7On3F6dkp2RsObr1qq1NPkSDw+hckOt+4c8D/82m/w6LOf563Pvc5bX/wctx7co2s/x+//89/mc1/+ARZXVzAasV6vuLo8p12uQTLr9ZL3Tzomi4rPvXafWeNYrTvm8wXHZ/8fUo7+f/kq86lznr39PRbzBV5MDWQu67BZhm1T5MrXkDLr5ZL333uPDz94n9lsyi/94ld57fFjO2GjmWpkDQxDpGoa6vqAq6slB/c+z8Xlmlld0e1FKq0IIox4wVTPuQkM8RwnAzs7t5DOsfjognq8Q9XsEVsDGiT3dJc9LtQMywWr46fUtyu0UIJSTvTSE6Ul5wXK3kugheJKhHXRTiBnIZWC6jZbvVZgLnCdyauM69S8A3tDxU0imNnQxa2hEsuDKe45abB9ZlU5NpiNmmgZdQZcbDTMCDS1UXRS1hJsZ91lCJud53Y4Z/M3AWMIAN/noAlOyEUjLhvQaQvMUFBhocrGEsirTNiDWFDuTYqifeoYqEms8CXLuiWWdbagOwJXQOWggBRaaDWKFo6MWOzr2CMjhQOBe6A3lNPsWBPoZQQcIE/vomtwqRRMemAJ0jOZTLh7/xEXl8/ILjEwIKnwUMsuElFCbawHhxAkUAXLNO9jx/x6iaV4RprRiN2dXcaTCePxCHAM/UDMye7BZg2t5mC19RpNnX2G1ogL+Fyxansuo0N98ZhMG2MSozuYV+hQ9tA9YLk8mmxaUQd6lZEPhKNHkavcciOMOUuXpKMrwk3H5358n/WTjrYduH1nsn2XVYU4ZOqxMF8P7E09Qxd5cfI2e7NdJAiz3SM++uhdRuMp19dXxPWaVdfypS9+me+9+x5PPniPRgdu37pBd3ZJ2DlnevMWf+tv/hK//pu/x3/793+PT3/ui3zxy59Hc2I5X3J2MmcYOnLKJFcz2r9DHnUMMRa/CM/84hqvp3z5s3fZ2xmxvzfm0cNb/I//9Lc+Vrn6RBRNu86m0Njf3+Xk+TGzyYR2taaeTQh1Tde1bKIlFMditeTbX/8az58/Zdw0fOUrX+HnfuZnCD6QUibHRExpuxdyVKTscW6PygvXbeLxnRHPzq9Jh5ll13NYKWP9kAPmPJDWxp7Ksbf7kPXXnzH/43fRZSQ2CmFKmB6xPnmCbxocwvL4GWm9IExqqr0RcqDIHUfSTJcHonQMegHuTnFwgsY7o96UONWoShAYsiHeSQV35nDnkC9AFuBWQEtRXxTbNKWMofbvRQUfhDiYfG8jNa28dZPeG7sAse7T9osbgFXwlaeuLAogpkIw34z1sAUmXOFRbgAlLXN0cZUrk0CRWWZTNpFMCRXqDWhU9rs9DIsEg5IXirZKfuVlN24hawqUmF08loEknKkl0N/WDHcFWiPjI4L2Bo5pec5UsJC72sEBcEPgsY3x31WYu4q1ji0j/Pmr5Ke3yAs14AyH8AInK5rxmJ/66a+S8pLp7g4HNw7QZ9locSjBO1KKKJngHIc7e1Q4lssly67l6upy66F5sLe3YUHRjMfMJhNCqKxDTZk8RNvxKqVbLiseyah29O0VJpN1MAQk1yyOFxyL8ufryKvdYN1msvWTl5K4mr/frCRT7Y6tYEYbLwRH/p6SL+DRF3vO05odP+X+eJ/2r4y4vH7C53/uFqM+0MWIJqHynjRkui7RLxZU44phfcp63bG3f5vl+grxNV1a8ubrb9CKZ29nh//lX/xjVNesugH6yNBHdGjZv/OAvFijbc94Zwa156//4k/zKyJk51h3PRdJ+LEf/QG+8/bbHJ+8oO0iKZmsd7R7k6PdferpPm995vM0KXFv0vIHv/kPmV+dEvsWM8P+eF+fiKK5eRecOJpQMZjLL8PQMXI7VCHQtT1+XKPq6IbIP/4n/4T9ccPP/fTP8Prrb7xUVqSXDqQ+1KAQB3t5qmpGToKvFd/cpZoIXbxEZ1NS7qm5ZMo1R7SA0Zx2dm7Rfu+Mqz96G9rI6njO7v0pebWGeoxrpqShJ4zGzO7eJqd9/Fg4+MUHyL79TLdVOWfEE71LKybL30gI3Qat3sJCZqphsbhCFzNXBx3L7wysl5GlRtrBukZFyNGuXUo24roC9HgvmDjROhS/KXhi/++s2TibJeKjrgtFq3Bhgw9UTekX48sdYi7FZ9st5i3p6GXEci5rQ1/8MYuWXinjOSYXbVe5FOKyh3RGVTJ1iZId6DWk6RYKKt3uDk4uEAJD2WauxTEHbiEIGR4L+SzazxvE/FhL0aESy1ieAEcKr9m1eUfhRIVWGwadoXIbTu+g62zcWgRhAVwjMvDmp20s3yTJrdZLdnZnFgecEilFDo/2GYaeOgTckMh9x2RUM96d0Ke+dPGgKdGtV4Rg2d9d19OMJ5A3PpqUWBWjGm1MogVFcjSkTwdEKyRXaPSEUc1Qdzx92vNIi0FJ2S/nrJa/lO252Zh7K46cBecqqtkYPw2QM/kq4p4H9qcrLuqWWTOmwrNy71H5G/haIApxsIlBnKeqHeKUfkjs7R6xWJ7x7ju/z617b4EkPvuZH2J+8ZRHn/8i3/vWt3n65D0ePHzI5eUVk/GUy8Ulo6omFAzA1RV+MkJGo5JYauoy7xqmo1s8uHOTH/zi50nZHKFenJ7xzodP+O57H9GmgeuLC95//wnTyvEn3/0TbkxGNJMDRqOB9Wr1sevVJ6NoqtL1vd1Q5wlVMKpRUkJw+CowrNY4RohknA+03cC//Xf+XaomkHMsJ7qRfO2hMsefFDPBz/B+gnN7qDepotR7xJChPkNu7KBpxYyGQzpGWHcgZFbvvKD9xnMkj8jDkvZyzs69QLu4Bj/QXlwwLOdIaCAEVCPqI8MfLGh+eErwjisXOHVjrqRC3ZGNT+JMw+1s5HNihVPEHIMqcXjn2Wsct2cTmCp8KpPnGXq4ej7wu//sCUPO5GTjkIWdWfCUFTYle5Nfii9FLiriKbprXgJqYk5JWawD7juLUw3Bf59qBrw3CpKq5dCnlLe+mVKy4jcbFCcvO2hyWSEUgGub2VTAKUNxMUnmZteIIelutlk6QHZCcA/NaCQP5DyQUTqUuSgfqvIK9kLxEDgBXdiOzvarAhXoRGFH4VOOXpV3FU41s6BmrWOi7qPPHqNzxfey7VKDdORsMcGPXn2T9fqYpB2QGWJbMq0g5sHyqXKm8h4dBoI6mqqBkSdMRriqoh96Us7Mz05p27X5xI4nRrErBdN7h3MONBgfdttll5saO0tuFYAayRMklZ3rTiLeieR3hi0LQcWuu3WdL5sWxJkFYcw0swnri2sandDs7VCNHPEi8mDp6F4RFt5xEpdMDo5oCDRLT1g6tLP1Ehn6aN9/ThaCt793h729u9TNhMya1179FH/4+7/Ol/+VH+X3T55zfnHC3Qf36YbIvF0Tc+bgxk1iiuSqYnx0iDQ1EjamMt4iSlxx4Ve2Nn+juuLh3TvcvXWLH/vKl+liZL5o+eDpMe+98y45rvFVQ9ARaMM0TD52vfpEFE3U8s4FIdTCdDbDYXpaVPHOsYqRiXMMSRmNx4wnU4Z+MORRbSTavIgxpUKKdjg3IoQZzu3hQ001dhw9mHL4YJcuJ+rDiG9OyGnNLofsMaBERM3zcfXHH+LXHo2BMDnAj89ZXS6Ig9IvL4jrNf18ScplkewUGqH9+jldGLN6c0Jbjej8hLULqOzg3I2t32QQA3m8bEAg2OxsBYGFICcga5AWGBSi0K6Fvs/EYUNTKrs7V4AaMXAolpHYjNhlG8zmgjOvR4pBhtuM1GUT6a07i0PadqeGAAshF7MLLdpfhRQhli5yaxxUspY0vRyxN4jypiMVbDR0QSy3x5dutnA63aUgDXDTQKfNRAJ3Qa5QGYCVWfWhXEjCodzHIbcceqTIucBSSha4wlSsYM6E51k5Bi5wtNIwMCZxQO5eseveCi4LTrK5/+c54jrqKtA0HhiTVGjU0dTCYnVNxqzJ4tCzSgNNHajFMW4qRuoIswn1zoQXp6dlPDfDDifGX11ez6lCxXS2Q9OMUBfIMZG8K8wLU9yDM05qbnFklIRqQHWE9hXSm6It3sssdzyzdUlBTRukxm7E5kASX7rYnBm6iGYhdQPd6ZKq2kNax/juPm+NlK8TOdNI4yt8JQxDZt1G3ODoS7OjQIyFOqZC3y+5ceMVutzjJPPHf/y71Lu3advE+dkLEOHs7JT51Skfnr4gaeRXfvmrLL7+p+xVNeOjI7Iv3q0lh0pEcOrK2kLLms8co2wqiaSuJ67X+Dxw/3DGvb3Psry6xdnz92lXShUC6fue0f+3r09G0SxfNtZ4dnd26ZdLyJk4JLwLgNiOp5xch0c3uL66YjS9tcUhUk5kEmhF8DXOjRFqquqIvb0p092aKIlBBm6/MeNyvmD/CxNifobLyg2d2rgF1mmeKbnNuAFcaJBqhLgR7bVpcOO6NdeZekTq1uQct2PgB0Pig/Mr/LpnqjuEuiEiOGlwqniHGUyI3ezspKDKZWzvQS4FWQBzyCuFIr98/nzNd95ekZI9mMPGZk6tGUE3rJqXHZIihOAJ3iSUGzSd4oPpgxXFutq0pPYqxZKGaECQFcUYratMWem7SCwPnG7GfWcjGiolNZHtQ70B9TZJoFaITXJp5H5DfTWVbuhKi00byM2XBTnrCLiNsiKR6HVAGUjIBqbhQGHfO8JN4OZfxPXnCOcKp+KNh0nDICMiu2R9BfloD+aCdPa9OAT0Gi8dQ2r5oS//HDn3+CA49eBq6iYwmTQgxVDaC2ii7ztczIycx/UR74X1aoVm87C0cVYZNQHXVMwXS67nV+wdHJrPQqio6gYfLSsqYxaGmwkhRss9N0ObgFDBMELbDpUBFwLcFUIKaMjGz4qYYUe5N5sCJD6AZtKQ8N4jvqKa7VJPd3F3Ap1eEnVFLcrE16Si2nLZMfSK9AlSOVSLsbdznpg60I6dnX3u33jI17/2q3zz21f8lZ/9W7x4vuTDj97F+5rjk+doHrhuVwwaeXI953p+xcFoDOMRMSshmJCDgm8UrWxpoe0wd66wJpyjBrImW/Oxpu8y7z59QvCY125V4xvPx/36xBRNESsAmpXZuOF81RqAsm5pplN801CFirbrIcOrj9/gwyfPuH3vgY0VZgVM7UZATQhTRuMDptN9ywNpB87mazoSvnY8+sld3vlH/5THj2/w4up9RmEP9NCW+CLwAvQUqvEhmnqWz8+pdg4YciD3HXGxLNxo6+J8E8wlPA9ogD+7LZy+KcRuYJI7aC8sIY8ZwitsKz02DrtzoVkLoxSYpYpZFRiJp1ZvHWYPEhNO4WhvxHp9bTG62faQ3tu4r7EUsGgb0gqhqj2h8eAKx7xI3pCXe8mQBac29KWYCWJ55yFY8RuGTB7+IknK9P3W4cr30YpQQ9x9kG2XqUm3xhtQgKfvv/8UUDuaO31OGKNniRHiBwzVvSMFbQLkLiIzUn6bpMdk6UkM9JJYk7lwgmgiqB0MrjRY5kTv6MSx1IqBmiwTkh6S9AHpa4dwDLJQpOjtbQ/4HOeXfPbzP8LDV1/jevG+TUOSEM22RxZBxBMaRwieyntGo0AQT+1tDFj3Pc+Oj5nP57RdT9/3iJo/ZV15bo0PWa9aLs+O2debjEZjKN6klQ+Y+YyFguXs6fs5oEZz04ykfRhm5OWaxEBL4uQ+HM492stLskO2X283xs7WALn4nW4TRJPD+Qov3mhck8h0t+ZieULbByZnd+H5DWZ9hR+EIJ6WSNUExAuaEzm3EKAaNQz9BU+e/BnTnUN+9R/919y7d4f9o1vk1LJaXJCcY/fwJheXJ3zrz/6coe+5uDjhFVFG3cISG8SeSyknhzE+pJhZy/bh9uKpxCOhIsdEVTfMzy9YrCLeCUMMJFdR19XHrlWfmKKplM5CFe8Dw9BZFtAwMHaOKlSUSQ4Rx+HBEU+/9XVbzhfZiZNAqBsmoxvMZncRD12XuDhbghf8xJHH4PaVozRiVX3A1O3QDxfs5oacOjuVT4ELNbMJKtQZCh3PL9GUGK4XSFGVqGZTKnkjC6eh53shcXHXs0ZImkkpE9RT+UO8PGZjhxYKKT3NleH9THuSuO4SL+YtLgkkwYtwsFtxuFNx80Zdxg5hd1ZxfDaU03wznttD48p7YY+TIMGR1Ph3KmI2ad5t98Y5b4LLjKyuahZuJu/buKpjY/rmfpW95MaB3rnN41vQeyA563DNWs6+o82+c7ujzLrlbQaHxT3ANi9JhrKWAPJTK2L5wUuAyckOiddBPFnmJFbAQCLS4oBoYJsaGyGrRZ9ECUQ8PWMyY7IeoTyAFzP0FPRaya3is5i5ilzgfI/4zFtf/AGGYYGV4ELjwfxORYrjE3aQVXXAO7+9PgCL5ZK27UjJAIuu6/Dlc6BmPG7Y29vl+fEppycn3Ll3n9pb9rwVTCnoua14Yu5KPlAPrJB8A69j6GqUniSJ1Z1E/CATrsXMUbJugb/NC2hii7xdu7imAowGIcGRU0Q1E6Zjggs4qaEVmmaPdbGZ884TKjtwu35Aac2pSVeIE5rG0w1zvvLDP83p6RNee/0t5lfH3H34iLc+9xa//r/+91ycnfCf/92/z3/2n/577NYT3rl6n8XQctm13NQdsgqyCSXcVg/Y7pi2v7YO3mPfTxKzAbyaz4kZ5osFo1FjMt7Nf/Yxvj4xRdNQ5OJ1qErbdcymNSlFnDh8VdH3PZvXbTKecHZ+aovfyhMEZjt7HB09JueGtk3ML3rTWTeCNIJOQQ7t4Z15x+wNx45bo9dr7u9Gcu5x5x7OFF2C9AJ4+uUKqUasz84Z5otyrmXIJY7DYcqWSvB7NeejnqvbkS57VBw7o31uTj7LrPpxvIMg5gbjCgUo3HaETztzYH+htE8S1897rk56Ls86nj9dcz3qODo4IiYrAPfuzTg5vyjGxYXEjtUmFesmkypDUuI6EoIpYbb7zJHggtDHMtrIS6einK2YGal+Q4rPqPu+7gNBkgWmbaIqKJ9twM9LmpHbiFlUtgcGQhnR2X7vgEn6MGWSomyYIDmqHSTRfq2PAFd6JJmS8qsoL8jMSSwROsxpc9hQBwFnvqGY52mmJrKHcgC8gn6g8My6W3pwW2BcEK7ItHzpSz9DqEq6gGzy4S3pdPMKOzHO8aarNspVoXg5mEzGjJZjRBb03cD8ekGOA5NxA/s7NE2NbwJ7uztcXF5z8uIZ9x88sqtenKQ2KZWKEocWNKEMhqRljw41ua2wJHehE+H8CG4v5GX8R7KDUfSlokwUxAecKD6YKkm8I8XBCPEVpNzT5kgTxqSdCaNuQqsdt+7NWJ30nJ+1TKYNq/V3cZJQiTSjMRI8zajh9PQjxHvefOMzpLTi1UePyLnng4/eZsiJGCpmu1P+1Z/8a/zer/1D1t2K+bAmNxOGXsmNSUUpgS2b50dI38fj3hwGBWB1DqcmK3777e+yajvq8QwXAirQ9elj16pPRtEUMY1tGQlSzgzFYTsX4nZw1nU6sbjdUe2ZLxeknDjaO2I8m1JVExbLxPxqSRys5RIv0AgyE/K+2ZQ5VXac4/5oh0m+5va5YyaRdNUTwrjwltUW5uIZup64asnDAOSCPlq7pJvwN6fQgDvytHcqyxEq6o3j1SmL4dvcGt9mUt2l9o7aFfQ8luybS0HOgDm4lWM88szuT3nl0S6VBNaLnlWfSIVi5CtPqLzRfDZVjzIml19nFbqu0HrE3NK1UEssKta+Px82i3T7S8qYn4oG3mMZ3s7ZHlOEjabRgKG60D+SojogooiLOKm28u6cFcSZ3nnbrm4KTCn4qcQ8UHajOEN4wVQu2PieOkVWoIeYnZyCMrMMG85RucS2misSnY1wpWhafGcgM0KZgT5EF94K5jnoHHSlNpKz0eMnhMh4PObzb32KdbtC1Z6FTcbTdi+47fENiMxlF7JxFtpcYyWzXq9YrpYslyty8dFUzdR1wIeK0ahmNptweXXN9fUVe/uH25bfuUI7yjAMQ3GrKrElJDTvovGcdB6IR0KrsHjFcfsqQye2uu+x4qmYyYtQFuPgmgoXAq6sdaQSMgPMhBDGnA5rkni81AzLyMHNEafPloTsmUxrdnYb3vjMj/PNr/8mXTun7c7Z3TtkMpoi2kJ2XJw/IaWBoVvgfCCXnPev/NhP0bcDn3vzLT76oz/kxTvfYP/ha1zOVxxO94nRdpTopmhuRBIe0eIRup1lNsop+zlXyyWnJ8e8OL/m8eNPkzWWffVfMiDIXhKH9xvGYqaqTUpmBq0DzgeWy479gxus1is7ZUXY3d1l//AG67bj8mpJ106I0W60OpBa0DHkfcU3FlMrObHnV7w6mrDTn/MTYRd9kkl7PexhJObINsd8dXpCXvXEdctW5VIqh3WaCo3CTHnnJsTXPBIDIkpUQzzXSXixPiO0+1tpYOUF96Hgrxz+Wqh6wSWHdI7UakmghKHXLZF949qTMgzZbcdbQWlqv1XxgBVGH4RQSUmxLMWoKkv0UjBDJRssFmCr9d4CbMm6atl0lLqpESbBzHGTq2NxujkPCJHsApt6JcW4U6RC8Qh14Yhufr9QlRR7zrNuG4ZciinRgK7cl3u0ELikENQ364hDsh6BZEQugUs2aev2gRNghrJrL9wTcCeQr7CcgXW59xtepwwIc0KV+OEf+UWzGExrNqicaC57zc29yYDfjr3OuTK+2/OKwGjUMBmNODrc5/p6wWq14nrdkjSh13ZoeRfYmTaMmor9vR3mV5dMpzvUjS9MBiGLjdSLhRnwZukRVrjYkuMUbRvSpSceCiuBi0oZ7jiqpZq3arHpk7TdnrDxREADKoKra8JOQ3aJ5fEJcbFkcuMmURxJPN1lpG4hdEoTHF6F5eKck+MzlsuK3Z0ZH82fIJVnd2/G0F+xXl0yme0iEnj46uukvmV/94B33v4mKXb87M/9Mpoipy+e8uDhK3z37Al3HrxaDhxHypRAxFIwcaXhykVdunmuHCLGZ0ZtjXR1cUnbdnzw4YdkCbz++DFoogkffz7/ZBRNEUajpjxgSu4HDg8P6dZrNCvr1ZrZwQF9FwmbvQ7QTHf5nd/5bX7yr/6CUWvyCKis6xHM/HYC/j6gis8w8TDlgkNafvbwIe/9g2+ys3uXxdsfEe+tzZQ3l3HFYFo0J4a17bDMELkg3ymhLqKVIjN4977wwRuwUEFcjZAgBxIT0EOETzPgmIaKdYy0LwTeFeQaWwfEol5JNjKBSd1yUfjYw+BKRIGNZ0OK5tiCbNc54qAKnr5Xqsrb2B0EFUN0bVRmq/2W7QtjvEoUNBWAqaRIyqai6cYgxFYSWSGldPRroQAAIABJREFUC1s+5tas1oIRLr0L5cF2hT/nSCUVUqRBZBeRxkCpguBvxn/7XAujK4C77RZjedlbYAFcgD4DZqBjYII5HTUO2TmydjS/vLZcA2uMwrUSdAHaKq43SlLqIQ+bn/OcEBZUdeSNz3yBBw92WK2uUFqyWsylbt2GbIcZvMUpeO+pKk8VPKORxVrkOKCakJS4fecm050Zqpl+6Lm+nrNatXRdT98PtN3A6689oKnNwKYbEicnL7h55y7O2YGsWUAqunZBSoMdDXmJ5wzXHhGvj+D5Evd4YM3AsQ78yb3MmwJ7HyqoQ1pBu2JwEjOuMvqFisKoonlwk9GbU+Jex3h6SNc6zvyIQWsWQ4sf9mlCQCP0q4jGNaon7O2OuLh4j9nuLpNpIMrAdMfz/OkHNBXkYc3F1ZLPfOnLpOU13eqS68tjSGv+u//mv+DW4W2GruXf+jv/EV/65V/mV3/tf6L2noRn3WZStq5cnBVGJ3aYbJ9vMZrY5uTNWRm6DqHh2ZOnnJ2fcXJ+xpMn7/LDX/o8YfSXsGg6t/mm7dfj8YjLsyvGo7pwOA3Z64eh7D2FO3de4d33PuBHf1xJUrwFi1IlqeJrQacGgDQCY4EdveaGzBES49EO8f2W6tMN6aonH0S0t3gN+7KOMkwa+vNse6NCk1EyKtHMHiaZDw8cH30G5ghdyXBxUmN7tDGV/xRNFahcIKmSrsGfi+W3pFKEyshrv7YqJmJd5aZmbexCxYu5oFMUjFIchJyh1lDI6kVxAmU4DQ4Jts/c+GBKLuOJ2Li8GSGBLSEdNZVR8GL6ZMU8MPMlIj2ILf035HV0IBZwSdh8nods+ygnikggpwEns3Ln7Q9u/WY2BHgpDvHFKMTSOm2c33RMkgTWoJeKjAQJNlLKZtWoGADSgQ5a/hsMWBoMHKHQtqrKE7wlXoq0iOt5443XSWlAtSOlFinATVYrnN6Zo7oPvhxgNi4qRuMRZ4ZPMSrGp1TG4xGPHj3k8mrOs+cv0L6j7/vtRHFxOWd/bwcUhr6j7Xpu6t3tO8Mm/jnFspu06655QR4itGPkckb8cEX/cI2TzDnwnbvKYy8cdcDcdtra2iFMBZoTWlfIxJtV3h1hvTiHnBlPbvORKqoNKkp3qgwTZewspDDF57T9U1yY0NSOy4sn3Lx9j3raUFWwmJ/SNIG2a2nqmof3HvD+d7/J1eUxoplbh4dkB+fHH3Jw/1X279xgPB3R1BWVr2mHDo3m5wDYuseZNFi8pRwI5Z/LmK5q3N++U1QDq+WKlM1B6vjFR/zJnyz5qz/y5Y9drz4RRRN4+WKpjXoheCLZ/AOzjSF1PaZtO8RXOJSjuw/4k3e+S99CMxozaGMdQjDULIWM2xWLec2ZvSpzS67JugaEylf4VCGtJ60HcpfIXcQ39cuZ0cPk7k0WT54CSpbBHjLJyAjcRHjnfuD9T2Wu1NGKp1ewLOWApR/fpM130JhIzvZH+T2QK2ChSGcdFNkI3ho3haqMwboBTF5eK1RJQyJ43aQ4vFTcZFP9SNkX2mdsdrAUqaK9wChIYzG5lqfuSpe9+T9ZtTbEthTaAs9753ASiXSQB3LuTBSg0fa0oQLJ5DQYhagUPHGFbztk0AoRNRQ8GWhUau32IBFnFCbzvtACXBgwRbL9nFPwqVRXi9Gx3x8o4xnbuA+SGGKaQJLg4nbfYBQrloi7QGRJCFoiISL9sCCldXGsSljEiXXvrljQqRiLIviKqmnw3sDApGqJkeV512xhb9PpjAcPHvK9dz6gbTuyRmLsWa8zL44vyFmYTJqScf8S4NCcjKKVe4ZuiSPhJIL0OFb4POCHPfyqQz7sSA8W9CS7m5JJt6BvlTtPHVyUwpkgph7XeJKL6K4Qdwdk1xFjy/faFbs7O2iYMQ4HjK4HFu2Mq3nHaDrC1QOhysz2dhE3AIFEIEnP5fUVKa2oK8dyuaBbr7j58E28JIJEFvNzQnAsViueP3+P8d4N/sbf/irdek0fO770gz+MZlgvlrbDzZmsHucD4gLBm3othGKaXTLGnHMIvhxwFW2rhp53FtXRdcr7H53x++MPPnat+sQUzS3ZmXJCKFR1bQviFElDJtQ1Q9ezd7jParVif/8WqyFycXnF7duHgNUGAlCB2xGyt1F3z3uOuARWCL1dSMnUzQ55MeCq2k6wdfeyaDr7rPpoZh2l2Pcotb20q4njyRG8/ym42hHWWUsEbkNUM5jz7pCUHwHmqZiXSnjuCAshX6l1moOWcCtgAyXkjc8m2Gtf9o1WAgo9ZMC7arsX3Pw+BUzLuWjQtYxyTojFJd0Xc2Engqs35g1FWrcBY8RtM8iccZIKoEMJ07KXVOjtEHFl5i8dWCx28TkrKZo/qoq3UC1qoLULnJScr0lxhPf7CGaUsul4czKfTilqJyflemxWiMo2UsOZ1SQ429fl/uUBtOnUBVs/FMykcKOLLZ6LwBniFggdMa/4/Bs/zjDMUVpSssKmlAiKMppreTE1W4F02OoiuFBoclLy7U05ZdzawLBeI+Kom2ZzA8k5EYGr+QIRYdqO0ZSp6ophiLhkhrs5Kzl54rDCkVAcIj3CGi/XVOwjwx3ksoeTJXprSZSelp5LUdIriRe7mdkTYe8MbvSOvMjkkJGRJ+9G5FOBflhzHkb0vuZCa5apJrq7NNc1bXKQICWYTBfcPHiEc9eozunXc1KuaLsrCI7LixNEE04yzsH1/IR/+Qe/yW4drAs+O+H88oo+ZfYmIx4/fp2hX9H2a9bdCj8PrNpVASsrnLe/BI8PBlzVVYcLNcEHO6ScKYhyMsL+N77xNdqut5WRlvVSVsa7dz92rfpEFU0EXua3wHQyMbQ0KV034JuGVVwTfEPWlnEzxYWaZ8+ecPvWZxCykYudFbbcZIIIeyFwSEvgmpyNx4cCZzDZP6I/W9BMd9CUieuO+mBnWzAZgx8HS23EId5zKYnvkbk6FFZ3Ybnj6AphWrVBGZOZoNwCHjHyt2xcO3akD5Wqh3ypsIbc2vrAeKbl5fU2JqfiLrTBAjcdpo1rPXUY8K5m23+IgTZxAC3O5LlEW6hC7RyhdrRd3BLSXYmiQCHHvHUt8t6R8kurOSvERoR3WVBtyXlpBVAUTT0p9YjkgmwmVIetLNR7hw+Vjd85IXRQIulEOpyrUN8jMqBamepIpKD1hQOqLwGt8uPaKJ8oMcKQPS+BcgEGeVkweXm4OC27Lih8xUxOZ+Q0B7lEXI+4gfFkwv7BjnWYdGgeyDpYIFqRYbkNqbrQX4yyReEpepyXIgHNpRMX2rZnuVhyfnbO8cmpRVPVNaqZrregtbbruLoWut4MP3ZCRcwRj8kjQRBRhsHuQVEHILRIPod4E9eNcYtXcN/pIV2S7l0iVHRERCL9YWb5f1D3Zr+7Ztl912ftvZ/pHX/DGWqu7urRadtx5AEbExMcLpCQyE1QokiIC6RcccU/ABe54QoJEYEiBSnkxgJLCYMUiEKMrUTBdOzQbdpt91Bd3VXnVJ3pN73DM+yJi7Wf95wOjruQfNH+SafOVOf9vcPzrL3Wd1oXkat9hvWWF7+rIRmxFtp3DZ/taqg2HFJiNw1U9oxv3TzhLPwM19+4ZrjO5HFkU32GVXvAuJoQdqRwwFaRrqsYDxMhBFIMrLoFMXiGqefyfIVkhSS8H1kuO9qu4+Zmx7tvvsXf/C//BmeX51xcXvDP/ulv0B96Xn/9LdrFhqZdsFpt2W4vcXVHXbcYV9E0S6xzWOOw1mphRTH1HAJf/epv4UOCeVpJUDcdi8XmU9eqH4uiqXVATsuvVLRrOFtv+PDDj1l0HX6acM0SEcfQD+Ss8pU33/kCf/CH/w8//VN/EbFCImNqoT4D2RgciTWBVXpKTHfkvAciPA3YvuHi3c/z/tf/N7Zvv0Pc7wn9UeO2KoEF5EuQS4t8o+WD/ZEf3Bd2l5bhvmPIgkeYsgNpFVdlRcxL0v6L5Jtz8tNMGCLdoibfZJwvC9EOygK7cq3P+ZZzAZzHcR1nC3OdMiTBD7cQ3me5+ax63vNKWcVY8MRC0Aiakm4r7RBjSvr9jZQQCH3P/fSyu0wmz2qZEkCswvUY5g7zRkXOBEI84P2BmHSNQkyjjtc5kfyIGME5d+qa4+TRUb9glTj0EhSMaYFATCPQIKwxLE9E0Kz3pBwCs900aRus3SiFBDBykqEgir3O5XLeiqkQriB2D/kW8h05HxAZyblnlpb9xFd+iSns9H1BN0ci6v6xlcMYUyCFTAgRjNUEp0nZ9TFot2+NISePIfP86TPGceCw23PY7Rj6I84ItXP0vbLXCe2AYojEkIhNzcW9hrpyTP5ljJmQdTunkbIORk2kEj+GYBDzWTisyY++AjuPfPCUsHpKuneAdya8BEZJ2LPE9+sViz9/n5s4MeZAIPG94w0XVDj7FjRrrg8NfPMB3/29b7FevYuER3SdcHvzf2LXmbo6ctg9oWtrlsuaemmpvLBsVuQp4I8HcvZsNmvq2tI44emjD3lx9ZxxCizaJa+99gDDwHB3zbeffp9uueD1B6/x7W99m93uwO3dkXFU/NxPXg9UaxFbc3H/TbbbC1arLW23pqkarK2ojON3vvqP+YNv/75u/WSGU4Q33voC0586nSbaxc0gniCai5lSCV/VjExnHHXdMY0TVbVg9Im33vwC3/jtf0SYIq4r6TYWpIYhDHjf83YbCfEW0C19YJiuevBCVXdEH3BdSzwciDmQckQaCyvgjVLK/q0t3/jekf7C4os4eswQsiFKCyzBn5E+Pic+e0i6Xmoe5JSx2ZCajItFm5kMOSZMITbm5tqIfi917uTTOyOi7w4ml3H1CVYOCHfkNGhURWpAtuoKSpn5EnBGNNrt9Ekn9TqLrr0wZg4JKYdXUO3lNEUNXZiJJ+lRL2dfuq5EjCMx9sQ8naQqaZbgoIRPTEripRjmOV8/bbGEMAGRlMEaD7kiZ0NVVRjrieGGzAKoSlfMSyFzKYiusFwn8mzGL+d3T17+Gx1l5p96lErfIdKTOepoq7H45Ox5770/q2SfvLKXRxOfFYfNpmyfsKeOOqXEOAzotkhwVVU6TQs50h8P3NzcKqLg/elgXLQt02pJzBE5Ct4HxtETJWCd5eLigqppePezn+HZ02csF0vWmzP8GPXgKP5rdV+p/1R4jqQKCW8hw4ZMTRzeRtoL0u01VVvRftbRmERllCnzRCZzwKcBrOV427Ncf4a7pxk3XbD7fsLtNzS2R/xzHFccDy9YNIbrm4kXT96nazrWmyVDqkAEnwL9bmSzXHG7vyakSFMt8WFg3bVgEk1Xq57VwnqzIYQRa4XL7TlN12Ky4a13PssnT19wdfWC4CeEROUqRAy2qkniOAyeF1fPqVwDReercEzkww/UkhlzAGN1l7sR3n7nS7R1/alr1Y9N0czzTpq5SBiLEc9isYQSmGqdo6obDvsD58sLRj9yfv4ah/7IzfWey3arD6HJWUCktpma40kmE8JAup1K5mDm+ORpae8SwU84GiITpmnJq0hOBhHLVXPOo+1HVDRkdHdMwJGua9LjM/LdOeLfI9w50pRJPRDL6Ia6S0y50aUQGCm8YivM8srCtdM78VLHaCjY7ifE8DG1DaR4hfcDWSZAF3AlWTEP1aYQWdkZrFdiJIZMVZXCUhkqS9lHRNkND1IEzj5r15JyKF0YwFTkHpmURjLqCIoEQpyYBceQsDnpzvQsGkxhi5wla9fr4wRYTIokE7EWRGpiVMJFzELXPeSM5IYfcg4JGhuohPzJAaXPv5BJwKw9nLWrQg/mSM4HyANGhlIs5/WZkUhksVxzdnFOIiornWYAVbFbKZs0xejonYEoUbsfHwh+IKfMFCLOgascKUYVtO/2uNqRU1LG3RpW6xViLcvVEmMd682GYeh59vQZ1ze3QKauKvphZLlcUlUtPniqumYsC9Neug4ikkdUT/UUyQZJW5hUMZD9ChM22Ccd64crHry74MFqSQiR6+ORPkzcPH3CzUcf0a23HH5/yeH5ATPB4dmBylU0ZqJ2I9ZOxHBgmjw+ekI/YY3leDAkCxjDFCbImcOwp1t17A8HjBMqa7Tj3h9o2opu1eF9JlYwDr1ujLRCW2+IIfIL/9qvkKsl1jgaa+n319xcP+fRo4/47ve+zfVurxGNovbl4/6gi+2mgTAOTKEQSEiRnCTefffL/ORP/xvU5k9hYEeasbuCa86e8s3mnMPuTp1ASbCmIsWMNRXgqeslVbPi0Uff4d4bP3d6PDHahTTGkXLQGzwrW+CajuHulke/+VX2nzzn/p/5ErapGQ87mnsrJt9Tryz5HMiiO8ib++yy0KYaK0vy0wXx+x3cXcDhi6RB5S9pUkIlj/lEtEjRjkHRwwHEVzrLPONqL1nyl9awmb2eSOkaH54CA9ZVTOE53keyTORcYU1GTE+Ka4xpSsCvpsBkI9hcLJFJczNjzNjS6cx6UABjMpkrbI6ICZBHUtjjjUWdMLlU/gnd1asYZowDZWDU12LtKbYrpXQqtidGPllUhK5MdIoDxmZiDhipC5arrhM9OVot7jmf9gpRWy3Cp2gvZdnJqFJBIMWdFkaTUJGmLzKpEWREJJSiqXhlSpG3P/MFUi5dco4lNr6Ipws5Z63D2QpXOfq+R4wleTVj9MOAHz0heGzZeTOTneM40EmLIWGswRrDYrmkbhr2+wOTDwiZrq05266ZppFxGnj69Akf/uBD3nnnHWKKmCQEgpKC5bXrgh8VtAoDki2SnkGsIb8NsUEiVLVlep45fCswVkL/BWHVdXxmtaL3E0+GDtNdYFJi6gNdWuKHQH/7A1ItEK44jntc64FeIYKcGcPI6EfNEgV8GEk5U1WOcRqoJeNaS7ds6aqGqxcv9JknSCHQdAvEZVzl2LYNVdWQY2AYJ7r1GVe7I+SJ1955j4f3H5De/ixf+crP8uHjDzlOGdOd46OSSh+8/22efPKY25srwjRohCLmZYB2TDx8+BmePXnMdnP5qWvVj03RzPMCLqP7bNQ9YmjrmqvB03aOGALG1LrWN+iOWRHD5cN3+ejx+/xM+jnmXFYBKlOTAhxzpsUg4hCx7B59zAd//x+xfvgGb//yL6jrZhg09b0TUjPpygTAZ8sPcsXo1kRZ0H9zgbu+wB7ewkzv4pLo1OoTyWfioC6eeSOgAl5CzGBrUU2kgBXlO2d7nRIzr9DgUF5IgLwnxj0p3OCnJxgGMoHoY8nSFMAXOdGAMX0Rjp+fitRMFJlZa+lK6k9WW2nKCeQIHEl5xMhQJt0EaQRGchZyCkWbqFF8MajsJkRPSkElINkou1xgBvUIBDUKZIomV4p+NBfNJkhZ2O6cKwdKRMxYcMNASgOZBgmKXaeU8TMWJfPBJJAnYj5iUyYxEdMOYzI2J9SL7guRMpUfWvSRiJjE2dk9mrZVmCZFEHWpCRpd95IcQ/HjGNUAESamKeBDZBxG9vsdyQeseZnviinrmMu47ypHqivatqHrOuq65vZuRyjWyJgybauHhSHzwfvv8+EPPuTy8pLXX3+Di7NLzeQsn3LROJTXVeyxJiOpMOvpHMw9TG5obc227tiaBe1tpes/FoYFLV96Z8G9asnxeuDaHxiy5+b4hPWyYr9/RNck/LSDELBVwvdDWRaXOR73bNZrQvJkEqMfSNmSvMdax3q7Zrvd0N8d2O2vmaYBYy3tYsnZdkMfvO75SRXWVuSc6FYrdoc9o/fcPz8rB61jc/aQ29tbdocRKt0+ud5ccnb5Bu++9+eYpsjZ+pxhv2d3e8UPvvcNvvvdr/PB+79HJNG1S3a7a4IfP3Wt+rEpmmJNIToSuoA+IGJL0ISlrlr6fmC1XdJ2a477PQnFIT73pV/k//qNX+e499RnVvd/D5mBSCsVyWjs1EdP/gX73/pDWtnSbAT8DcgDWLbYdYuc1+SLRHhjUumNqfkDltyypTdvsrj9SfZfvySNb1JjykiruX1xSqcYtDjl4tU2xdeqN5nBlJR2o4Pe7OCZNZTMuJxmwRmbIQdyviOnO4b+MTHeEOIeSQ6xi3IraziGpAEjNZlbktxoYK44Uuo0kzRX5OSYQo9JidpKSbLJiOwAT0yDCrWruaWKZOPRlEohJbX7BR903XCMBcec1zJIGV1fbqm04jTgNimzrgxzIudQuuuAk4yzjYLzxXEjYqkrXS4sJmJtRYwHIgEjFmyFoKEZKfvSv0YgYGcJVA7YfNAO0WRE1OKJRISovy/F2kgmknjznc8o7iUZKTs85rUg+oGJZk2WlKq+PzB5TwiJm5s7YhL6vmccR/rjnmk84qylblqcqwFh9JPugvKOuqrouhZrLF3bsl1vuLq+4cOPHnG3u8N7T1M37KeJapq4/9pD1hvtQL/1rW9SWVegkXI8zqMM00tWnUgOd2T5GGe2LMx7rM2XMAeh2hnwUC0tY850nSMAl2bNom1Y3m/ZdxPrbmS1usf+LrG7/QFNt6RuM9d3z7GtIWRPt2gIB88w7sh1Q8yJFAOH0UPOuHZJ5QPPnnzCeOwZ/YC3kbOzLVXV8Oz6GYjFGv3s60aYQuDi4SW7/VOg4rNvfo4wDrx4dsU3v/l1ojikrom2wlpLyBnvA0M/cX11y9tvvcli0fDwtXv85E9+Gd//e/z9v/d3ubz/Bm+++Tm9FtOfsh1BguBMhY+eOZE5Z6sSH2CxXJILyG7EUtmKfT9g6o4YM9vNBWP0PHtx5I3NCj8kwl2iWlgsht9+/nW++ewf8p4TfuLPLrj+b7/JO19+g/XDe4xpj1y2SC00n98S1p7qrGFK8MTU7Fgz8Bo+L9kMv8zusCNOmSklal3MrR1USZpI+eXYTdFGgobxCpqGbiop+8jLmHDyc2dgj0iPMZo6nfFkDoRwTUw35NQTw4gnUBnVqMEcWKBFTgjkPJDjBLYlJYOJFUkqDYjNEzhIxhGjJcYJ8ohzDsGrxtKrEJrymDn7Qj0HBN1XY7CQdYmdkEBMKUSUnxUaSFntr8Y5de7onyIoUWKtA3FKGuWItS2IHjEhHKiqBRoIctTXYhzGlo5KNHB2ttXlVKw9ZXewMbH8WdCiIqWjRGEBKZYhkUyWxHKxKZ9j0qUpQvl7e4JNpMjajBhiCEw+EmPkeOxVZlTMCIghZZimQHCZmEdclenaThPxrcV7Xaymmk6DNdB1DTFGxnv3aOqa292dXiNTLCHciWkcsAKrRcc4DZp/yqwYKMTQjG/Oan+1T1HXFZ19wcbdcbbcshCDy0I4JqLAflLz/UwShpgQe4upjmwvW84vHzIeE/vdFTEOeFYMo9AfB0IYcLXey3W2OGux4iBF3QHW1RgLw3Fg8Iozrrdb7vojNx9/TFW3XFxcYE3FFCPxsKdqHReXW5K0VK6lMomma5B7F0jdkG3HlISn1zfE6BmHAznBcByZ+h05ZerK4gpc8/GT28IPjFy/eIKrHFX1p4wIyjmf9vnkHEgIQ+8xxtF0LZv1mqdPnrHoNgqeF5dF2yzoh4mcLeuL1/jg+9/jjXd/mspYiMLxzvO1Z0955P85n1u8yfvXv8PVt6/5y//xl9hOlnwzMN6N8MYZua1o7m/57vMntHlNiBDskoHXCWyIOXNpOx6NO5h0bAolSNcKhHlBlSk2rtPmzEJMFC2RcSo/SQImpyJ8zmVsPJI5YowH8TqOponob/DDU1I8IqKECTkU5lxKd6d+d/XgBh2R00CSphSkWkWM1ugFnB0qk68RFO9LsWd2uaRTWkw+/YgplNUcgpWiSwSsdScRvBTCzdhaZU4xknPU1KrZ1oYSKcbYsvxOLUpSRleIBbbwGFPraF5snhl93RFXdrSLpm9nT0JHYS1uOu6rs+hlYTRWLYpyKpypdJoZjOXB6++U53e6Ol8eaGKYfazKDWkykfceH8IJszz2IzGEchhYppiRFOkHT9cmjDjN0DSGqbJgLOOkO4VsIZY26xX73b5AKoqDt23L9uIS6yxNU+Gc1fHYCKcdJ8A8qGdKziea6KyvH9o60LhbavmY7eJ1XMw4YxhCYiLTT54QBtrGUFVwffsByIgPe4bxjqaesFWmqh3hqM+3aSpS8PTOU9mKuquxVYHU5uslqw7Y+4mUA5P3VE3N7W5HP4y4uiIEz35/YLtpWS87rBHW51uGceI49nzhvS8z9nsqVzP5gUxku+242vWslkt6r0aKFDNWIpWD//Uf/A+QwFnHZrElhUAInpubJ9zdPi/Kjz9lkqOUEuM4kmMqXZfoC5dMVddUrsEHDfP1PmDrmsrVVJXjcOzJ2fDmO1/h+4//b34p/xRxyHznO9f8/nefk7eBi3/9Ht+9+qf8/PKcf+fPfw4nI1KPpLVB+ohs9II7piVftT1fyA0x1iy4j2dLyJn8GM6kUd9ygpxGQg6ITCSCYn0pICyw5gyyPVVLHVUN1hVv8hwhfkpjOSC5J+dBxd0MKhthJBPw/poYd4rjFHF1BpI/aOExBoNV6yIJZ4r8RGzRNGasVeJCyLja4azHWou1I0Z0M+HJv456mQ1z96rWSFOix9Spo9iCSKRyKq/RhllxtBh1tW5GtzIWwFoLbNauQ+EIlSulrPAFrqay8/NxIJkQCp5Kif+y2kGmFMtzEYyNumRL9BDSLlm7LWtVX5nR7okSGiySSncGiGW5PVdnGKDd+6y3mv9TWDp46ckv12+KiRAi4xgYhhnKSNiqxrpaWfXxSAhHQsh4PwFohqbAYtHiKsdmtUAM1E3Far0ko6RISrp0EDFc3r+va3LjRBwGnLXoCtoZv54VDCXLs1wXmIw1icp5miqw6CaEJ6TomcYV2QhJEk2baIgM4x3H3cAw3pAlIBJJJtGHCfEDIUekSAN9iCqTqwxSCUd/YN0u2TRrxn7gGL0GsJBwJSrPOKGqakzl6JYLZkdC03ScX9zneNjhw8gbZ59lt9uDcVQGfPDE6LHO0XYOa2GaBu34A+S8TitqAAAgAElEQVQkxKCrZyorLJdLSIkUMo8ef5vGVrzxxrs8fPg243Dg6dNHPP3kg09dr34siibMRJAhh6hsYBltk09UTsc4EQ1DrduF/p4ZI3NcnD/kD772v/PJJwd+7xuf8OzFgYt3F9w8OuK/+gl/8Vf+Td6110z5jiareFiyUFWWMWaOpuaRrdhJwy1LUtog+U0CmfwI8nOoJwtpRHgOckdOIzmPnBIxSIisgD1IR84Vxi4RaRHTaRCIUOLcBJG+MLdH7QrzCAQtnHE8MaApHMl5IoZBsZfC3r50gRgwGYMpBbfCiMOaXIrqhDUBJzXGWiqrDLggSK6U7BGVfflwBITKWUwRwHs/YI3DaItb8MiCo5aOS8kaOXWEYJmm8RSR5pxF1xBErFGFBEUOpPZZ/UxMVjugrsYQQhgQscquFjbLmFqF/GnSVxFNGZdVwjXLgSidllojORVULXyK2WqHrrj55b3X5+CnkqM1F01zkgaJLVNEEbRrGnwuRI9mJtRVzXEYFfdNepD0/ZHgi1dddKVIzHqghBBZdJ06WazFLA1NXbNcLhjGgdArVDJ5z7C7Y7FccnlxTopS8FZDMsX2hcIGc3o/6KZGU8T51jkqm6gbqLtM0wakGZjyxDAFojP4adTrTCClgWna4eNE3TqyJEJILNuafjiQJdE0C/ppZPSRkAPeaNf27OoFm9WSNAaNd3SWmCPOGpJEqram70eOw4gxDutq2rpm1bZIyqxWa0IYaZsFV7d7tqstGU9VNRr40ToWlaUf7k7a4BjUEBB8wk+BcZqIYYQkTEOPE5imA1XlgMRisebBg9fpD7efulb92BRN/cCVDIop4qoK7xPTNOGajsvL+/SHkXEc6ZZQVzWH/Y7aVUw+cLY9Z7Hc8LWv/Q7kS/Lu28h3L/jVn32L+1/4S7Tmil3MBCNcS8tKjixMx57MN0dDXjzkuVR0i8yLeI86fhE3RvjEwE5UqTIB/K46RrIvRStoirapsK5BmDB2j3FrRCqMPVDVK5xrMa7D2hrnKtRueCDlIzCRZcAQQBIh7JEcIE2E6Q4/3SA5lqKpc7CRwkJbqzdxKRCqbIrMBnwrgjOGytQ44zHikZgRk8lBmHxEDPQpqsRGNGw4BUonakuqkfr/T51WFkIMmLJyWSPrUnEEWWLyilcWwbmUomxsfRp9gw+FSTfKShuHs0WnW7C5FKcCAswwhFNcNytUoFiUeihnhYBi4jCvohBRW2J5EhQkWcfygkO//sZnSIXcM6VDS0nj9Kwo7qyZRaWzPzkCQDAKixjVEhsbqKuKylWkFOm6lr4/cHN9zTgOmguQM8F7gg862j+OjNOEnzzT2YbNZkXTNdRNw+Fw5G535DgMVO2CFy9eaOxciX6aJXqxdNoplQzJUtSFTCqW1kWrRbNbN9g2c3N8SmU8fQrshp5kNIvWhwHIjH3P2O9VPD54jMuMk2d3d4WkCUJiP+wVLuvUwbUfDtS1RagYRt09FdFUlSn1DP2BbrEkTxHGCXGW/fGI4UhuW+IUaReJqql5/a23efbimtFbHjx4DVIgU1E1Nfv+SN2tuN3vmXwgeN3ZPk1T0cuO9P0ejTtN7O6e0FrL5A98/PjbXF9/oh51V7HcrD91qfqxKZo5lW6nnI+C3pg6+kTauua4O+L9qMy6sUzjkfX2AdO0w4jwK3/hr3G8Cfze7/7PfO785/nZ9y6oUqJ+nkhpC+98mQOP8HLAyy07DHtxHGkJvMkkZ9T1A67/yTX3NpmpSdTeqOYyitZJ2UM6cBrVTEIwWJMQE3Q0NKL7ZCg3kRmwzmKtw9jC4Bqjob1RU8BznjAmkZKKrHOeSPGIn+4QAt4PhODL4ZJOI785hWEWEkQAqcjZF1YwY2yHIajmv3SOOWfquj51ySlpAIVzczjIq1KlEk9c2GIoodFoN1pVjhDL+sg5kal0cams0FDoQC+3hOK/RtvCgnXqa7FiVLtoLXHeuYPGrWkaRyYVbNVYUdJrJjxOOOT8/LWzNGhnw6l7nIkSfY7daoOrG92jJJQ0+ZcOpJwTMQYEixMhGaUoc+mq67o6PWIVIqvVSiP5RJRBH3oOh8h2u2GcWoa+59gfCSHp+t4p0MvIs+dXBQPXNbRuW50SnkIIBB/J1nM4HNnv9giROKhUZv5cyot+5XVSXqdi77XTbZMhqjPGGAhpZH/c048TQURtxMU5lom4xjKNPWHQiCxXgXUVfhjZHw6EEMlk6rajDoFpPxFypHEaieeHUS9LI4xTjxHH7rDDVQuW6zWP3/8eq/WaZdswDZ4pBHbXT3j73c/QdAtefHJFxFE7IefAod/TdkuGccTj6IeBaUrEaLX7RsnJGEfIEWsN47Enp0DIgdVqxVtvfl4Z9lH1tednDz51rfrxKJpZ3SgiSUfMIj6d8e0YInVlOPY9i27JNI50qw2IodLo8BOzmWWitgvM+DELzslDJO0gJQG/oHnjS7A8cuATTPZM4nB2Sy/nYITq+wtuvnng/HMwVZG6dUjZS2MybDZr7q5vUSvdq9l9hYAwGTEOYcK6CusirhKcSziXEBlBtBOyJuH9qIRHwd9SGiF7UhyZpj1+OmIkE2JQrWOmSF9SGUXVSTV3iELJnkNO6TpCJudYiKqatlsQw0QMk46YAmKFympgse69me2dmRS1GFtrdRWDrQoOmYodUpeXzUgapJMGU7KSSNp1pdPuoSTgyrpgJcI0OV6NACXUQ0wR6FNcPTr2WTPXeiWIRARry/sALxlkmXNKy2H2SiEFPdywFWcXr+myrvk5z/Ki0xqF4lAzKqdyzik5kxJGElHUYz/DCGB01zcaG1c31YmUCiFyt9tRNw1Px6e6Y8kIk58U2nhxw5zFEIs1NaSMT5Escz6qYX/YE/3EuN8rAcV8zOlXyrpZNPMyOczVFc7B2XaDtYZ7r70G1YIhRfo44dqau/2e3o9Y5+jHXg+EhI7lcSSnyOHY42zmeBwQcVRtzTiN9ONEMkLd1cQ4MoWJNHpa16imdwrkor9eLda07ZIUI3XXKpyREsvFmrrtqFLi/PKewjroRLPf33HvfAU5sNtfkxH2+ztiiKXB0tCZnBKTHwhe96tbMdz2OypnyN6z3ZyzWq0xtiLGyP6w43Z39anL1Y9H0USF0mqdNEhWS5OxhhgU+HUxEqJ6dcM0ov70inFUDV4uY4qxiW694sXz70D8il7wY2E7PcQJctdhzt8r/myh7i2xjjBW1HsHg5APmckkcgmwULhIODs75/bq/dMIqextuWGNLUEYWhCsBWu168xZAxhs6Zb0H0RynkqnlEhxJOdIihMpDkSvXagPk2I25a6YuzjF8FTWQ9bR0RjFr+Y8QbUeqUA7kZimnrqp9XnahhBVgOxjIJeg53mrphZ2Q7YWK5YUA1OKYKZyYFBw5uJMEKOdddaDLqZIignnVAs6j8YiRqMhS2rUnGwlgHWlkJZOGiiratPpeyqOl8r35/TYL80Br0wrhT0+NaGzprU89vnlQ4ytiwjflPd3fp/n4llG3Tx/BPpo1rrybwx1bej7gaZp9bmGiPdFO5oTm8226FoTi+WK29tbbm5umMYRMngfNeotaYen+tdMCkFjzWLW+6B02F3X0m5W7IwQ4zyBoAegyMmeawrZmHOichYLuEo3JYiAqSzj7R4x0NY1xqxZswQj7I8HIHFz3GEMutMdwfTCNB0wUuHDoDh0znrdxIiIhpSkGBiGiDRCSJoHakSorJDFEIJn8J633v4MH3zvB/iY2fdHPQCi0DUdT54+IafMYqmbWKvakZNwvbtjuTmj99pNkoScLD54go9Er7mk1hhCmBiHI03liDlwe/cCJQhrXNUUgvGVTv1HfP3IoikiLfBbUFJ14ddzzv+piHwW+DXgAvhd4D/IOU8i0gD/HfCzwAvgr+ScP/jjvkeeWb6yR8WI3ihGhIDm4KUYadpOsYowEfxI1VT0w5GmWTD0R73pTGK92fL0kwP98DFdtdVVpgHSmLVjbIBBkJyxIrQRGDy2qbB3sF23TLcRaQXWhRXOI5kd9+8/4PvfU9mIsq7qXppj9s0sajcJKT9inMgmIMGTRL3slO4vxBFmiXqcIAdCOBJ9TwwDhqSFrbCjgo7GzinRIyfyoxRT5ueWdY2EgZDU6ihOdzuH4DWpqGwzTHnerVKgBYGqbU/dOyRyisSsrnaJtlgty9+VQkgJ62jqjmA8JijoD1K62uJZyepMMkUknlLE2KLLLR2ijuWKcxqyGgHEluIQXx4WQCYWee9Ltl/fjXi6wl4d2ZEMRsmmbnGmpJMm1wJJD7dCpORXdmsjyvqGGHFiyZaT9dR7Xw4pJclCCIXlVWVI27YslyvE6AqT66sr3WeeNVPA+1SccJGb27uCS0KOUTdzJnVAVXVN0zScbTdUznC4vsIaS0qBl7f9DDO8mndgVKvo9Drdnp2RjdG9RIVASiXuzlrDcTgS/YR1jtViQT8clbRKiW6xxFqoXE1/hGE8KhnmAynolCSSsWKJkvAplEMbhsnTVI58uENEWK8v6No1P/VTP83VzQumoefm+pb97Y7f/M1/iEhLpOIXfumX6ZYrqmZBmI5MPmLHUZUVAOIU189JoabkT9fQcNwhkgiF4Br6HcGPWFfTtEu6dsVqc/ajSuHp69N0miPwqznnvWgM+T8RkX8A/CfAf5Fz/jUR+W+A/wj4r8vP1znnz4vIXwX+c+Cv/HHfQBCapj2xmilTYq7AWkPwET9O3Lu44PHHj1kttvTHA3W75BB2bNYth/2d3uQ2styskUXHh5/8Hl98+0vEyZI5x7gW36sWbbHWfmGcNBzXHBJy2eEmw8W646MPfps33vwyKQi607UHRtbrTgsjIEVALcaiLG1Gg3lLqKNEMpPe+EbHZi01ofw7yokcSSXxJ4SBGAb8uCenCSMwTSMpxlNnZ43BlSKp9r8yTpdOKeaIRCkJb5mYBJoG1XYmwvTDxcRaUwTIqWQNWqS2mCyF09ZAYmctMpMvmYKxQkixFBZDCp4hqhTIOlvWP6g1NueSXm6t7rEv3V4K4OpGxeIxlEJUIAiTSOQS4pNKt+LKCF/gB3Hl8JqDOebNj6qrtLgiT1LkMZcNjJvzh0RKR17+nRiLkEq+a7E7SsbN7WdxI6VUCr91pXPVYp5JjOPEMPSl61EIoWkaYgz4MRZsPiAI1lhiCKfON6WM91o4h3HUwBOBum51vK4ci2VH1VTYnNjvdic8cx7JCzmgh71otGDV1HSVY71a4ZqGxXZD3XbshgEk0TU1fgrEGFX36SdsTlgSTdchKXHojzTOlkPaYq0y3K529MMeH4S+L5BGhhB0gkkiiNMpMksiEXB1y6LTPMzgEz4Elt2WynRsVpf4hxM3ty847vdM48DHj35A9CNPPukAXbR314/IvFImZ4be6+qYFJimI01Vk2Pk9voppnS22/WmbL7VsJC7257d3RVX1598ilKoXz+yaGb9RPblt1X5kYFfBf5a+fO/A/xnaNH8S+XXAL8O/FciIvmHkOr/71cIAWtcSfOZxytTIrcyIWjiUYhaqGLwWKs38Dj1WKdBo2IytoJuc8ajqx/w3ltv4bJHGCGfQdQQiWm/VBIlesQI9ZTph0j0mcpZQnwK+R7Bq4sjMwLaTSxXK/r9ofio9SQ3pugypXRT8sqPU6TYPDDOFIvioSGkovWMai2MEzkHKueYpqHIKeYOTAOCZ9KjIH7lXUxF1qPPI5URz1qD9wEqLbrZaDEQ5kR2FT1r8TRqkRbVk6pz6WXkm0kOY1Ri1NS1EgZBTlrLVDI98yx1KR25iGVOG1LvdREUl8sixglXtVRNq4+VEilRPu/5/QJnaowtAnrz0g01F7iU4gkPn9+kbEw5YDKaaSCIq9ic3SeLOX1upxleZsvk7OU2J5xxXjGdvV6z+vQzISa8n4hB9boaiZeJ0VPVDSmpEiSlzDD0jMNEiuokCiGeXkcuMAARzc2MSTFUF6lMrU4sI0SvUXuH/aF43+cOu0Tlia5r9jHy3ue/pJsip4GmbdicnWGbBlNXxP0ejJJExhrCpLmni6ZjGHumyetO8JTpSmOz29/iir4yhol+0O2wlYVQ6eedfSSRqLuFHgw5M/kJa2sSmeOg+5ZcdWS53LLdagj4i+fPOfZHfAza2RsH2fONr3+N79QNTVtR1RVZMl3XsVyesVptWG/OGEfD/jiUpP+IxEb1s3HEFnfhaTUJQtsuqMs1GeKfsI1SdJ78HeDzwN8EvgvcZJ0ZAT4C3iy/fhP4ECDnHETkFrgEnv9Lj/nXgb8OsN2cq2ouxRNZoCtfX0LbcyFdLVUaME2jdix1w9AfaNuOw2GPmIRxwnKz5fnHPX0YWNsRXcswFmucg7yA7JE8YnLHpnJcj5uSMH6Lq7P6vKeAtQ1IIKM35NnlAw677xa9nrK9s9/aGMFYw7z0Sn7oBkw/VOTUKWEgl90tRAzq1ZWsIRAxTD/EjJpC7JRptIjXZ/dRITvkZRHTgFxNYScExRwFEEtlDa522FJUdOOkplmP01Aw5hKCzMvX4pzKbmaQzzohZ4PDEEwgZ8O8UyilgLUWZ2tO+9bHkZwzbdudhmYpxWd2jdjK6iEzKZap9lRTumotCq9+nda5njDJ4j6ac+/KDndE5UP3Ll8vEqPChKO7lpBTHT99r/mN1u+orzsVjSVzdx/jaQy2ztG1LdM0UTnHarlEgKGfSCnx4sUVh8NBD4XiTklFPVJV9UnOFGPEiNB0HdvzDW3bcHZ2hnUOHz05w2G/RxBS1nE+lW2iMVrEWQLCL/6FX2W4fUHe3ZJz4LV33sZ0C8VR89zJJ6ahP70BkkULds6M3tMfe8WsG0dT1YxeR/AQA66qGH2P955pCnSNA+vwcSKX12Gt06SykImGch9apsmzaDO3Nzf4MDGGCazBSUM9JUaTyDGQQmQ33HHc6XTWLVv6u1tepKeEGBHjiNFx7/4bOGNJOXN7uyNF7ZQrV9G1HTHOGaYVxjqc0RDspm3+1QXwX/r6VEUzqw/tZ0TkDPh7wE/8Uf/bfKn9MX/36mP+LeBvAbz5+ttZJRyloyg3Scp60lurYxspst2e8/zpEwXcY8BZw8GPrFZb9klZaGv1jYpVw/XuCeuzpuCIM4tqyBzI+FI4Kxq3IacPSdJizch6vWYYr1kEocozdqej6v37r/H4+++fiIBXQ26VwJBCxMwMbAHpy6j36hukaUBe9YjJQ9Rfi+jJnMu/OxXeXLo0ZtCt9K4yp+/MGkMF5q1Vz3QilXizjBRJj7EGZ1QYrpIeIEtx8KA4msip+GfAOc06pMhyXAlaUWjPnLrE2QuvP5vCvEo5EOdRNJbFV7Mwu3SVRj3LqghoQOxpZI8pla2Qs9Uxl9c8d1rlfS4OopT1/ZivTDFC2yxo2hUhF5Lk1cv25TnNfAzpXqHyeCWtyBi9Rk/6UPQlpKKVtNbgnCU6hxHD4dhzOBy4ubnheOwLuTPDNIbgdXIax4FusSjp+o62bbj/4AH3H9yj62ru3b/UAyslpsORsR8KCSgnDHNe8hZzZrHe8uHHnxDvrmjTyGa9wrqKbBzDqOn6klXQbiurWtwEUxghqUKAGHWTatUwxcBhf0Qqg6u0gzTl0PfToO9LEoajcg6ZpNtUAZJgbUVbdzhTkyP0+yN31weapqGqnV7HxlLblkk8JhtWiwVtXbPf75X7SIFcrJKHvRb6LIa6WUEYkaqltpautnzjG3/Am+++x2sPX8M5DcMOgJGESUkNGxldxvcpv/5/sec55xsR+T+AXwTORMSVbvMt4HH53z4C3gY+Em0Xt8Cn4PNnacyM1eVXOoU5QDhSVTX9sKdpO4LX3TLGuQIIq2DZilA3NfX2kkdPH/HO5nV0A6LXGzBGLRIipYN0ZZRyZHtBZmC73fL4w2+yXbfk1KinuhTNRbdQttXa4pWei1BV8Msy2p4mv1KsCiNrrUUZ74LDldebk4LoKY3YIrsZx6GM/JRd6HORKB14LhdkphRpUxqjl/ZNY0xZeVrcPNac3vWcNWxEhe0Fu6yaouWUU7EUgdo1RamghFNJesZYS47pVJyMMcXGpsy74olC5TQUwZYVGGStT8YI1jnquizCMu5UbBVmSEVgXwplgSBUapNfvo5T4Zz/Xsf/l0VTiNly/+JNUraINeUQlZePfSKYXj3aSufMy/XGufwiFsJGirwpRZWeGadYZ3SRYRy5urrm5uYW7wMpRXxQK6wrGldjvDqFso6WTbNktV7SLRZcPrjHarOmqWu6bqGBG03NzdPnTOMrd7vMmlcp11nFZ957j30/sHYVbd3QbNbgKhJCCJ6xOHWsc4zDhFQVzljiAD702g1GxXF1ZxQsuo5hOnI8DopnG8EVIsZaQ0ZYrlaMYcR7ve4mP+F9IovhMBxoXCaEnjkVyw8TbdvR1C3GZjwTOWacdQQ/Y74qq8uifv0UgkqNygEZfCLEiLV6LS+7BefbMxZtfSIp56Bqxeo9Iu4EG33ar0/Dnt8HfCmYHfBvo+TObwB/GWXQ/0Pgfyz/5H8qv/9n5e//8Y/CMzXUoVz85XSfXQ1p9qMjTFPPorJszs5JKdAf7lhtz2nbht3uitVyxfFwg1hdu7q6/xoff+t9XFNDmhTnAZBAwiiR4Bpux8AHN48YVpacAlW9wDkYxjvG8UA7KdZW2AichYvL+/T7o44srlZBts7KRbZTxsUSPiGSSkFVN5OfemIKBD/qhsM4kOKInw40laPvD4RY4Iq5MJqXN2ecU9FLh2hy6ZiK4NpYp/t5StqQsypHykXnF5Injp6UG7U/hlAUDCAMuMphK5UEkaMC/5Urn0tEyioBbHXqrnTFgOCDx9S1rngoX7P4vXK6p9rHQNsusUWm1bR1IZs0yOMUwhz0u+mYl4q0bJbkzJF0M0qcf+g9QMypYGrHLlw8eBupliWtb+7M58IrkAXrbOmAC6Jpy2cqWfWYRkdYV9WYFE+dPSIkZ8lJ7YoA3ltePHvB7d0t/TCQkuYnnLpT9IDPpbiLSaei3C0WXNy7x+W9B3RNTSj+bQ1CURx1GPqXr6/gMU3BK3Ndc/nG2/Qh4JZrbGVZ33uNSRy2qvHpDqwlRA3B6TYbpqjlpKvXLNZLUvDE55EQAs5V7O52+KDNhxFP5QzDOBBzpnEd/XgkCSwXLWkAsvrLJcHQj9xc3WLF4ZYNq6pjOAxKtAFhd2QIe1zlMFZX3NTO0W633N7u2G4vqOqKpmkQyfhp5Lq+0+IdtV4cjwNV1VAZS3884irHd771h/zkT/+MNkoWQhw0oQvQ+Dz5ky2awOvA3ym4pgH++5zz/yIivw/8moj8DeBfAH+7/P9/G/i7IvIdtMP8qz/qGyj+NncRSjzkbIhpBtr1y0+e1CWWiwXPnj4poQXL4nmOGmyQizPECFXb4F1DEoehV3ucCMkkoli8WL775GN2LAnVhsPxjvc+9wV2hx0imeVyTU6RyQ/YuqxqQO/Js7MLjvsjrjBxFFzJYAsJUlwqRkDmAI2ENa5IMhJCJCVlzXMOxDCQ4kRI6rCIMTCvjgBzGpOZ2V0jZQe4ukZMuXGVf0qaGu7mHMviUSdjSjizGB2/Euq9ltIpIfp4k/e01tF2y6K5G1XojhTvbmaaUN2nWCY/4n0gxkTlauY96WTVk2p4hGJuzjl9jJywJTd0DomWWWSYcxGUq8khJyGigu9y4Zw6zFRwy3zCJYsjqazfyCgOulhd4GM63SR57vL1N9ic9X3KugJ4TlFydu7gdaqYO9M8u5xiIERPRUXKOprXdQ05s1gs6MeJmDJ9EXHn8nyttRhRK6r3oRyKipemDFXVYKzFa6Izsy40xlRIJ4U0XOWK+0yzWo11/NTP/Tx1t+C43+MjxLZC44p10ggxUrUNheJiyhrqEmPA1TUhTHifqZqGpmvJKbPaLDkcj9ztbtkPB4xTZ1l/0MyCnBWeOhzK2Jx1rUsKkcViSfaCxXK2XNPaltZWuoUhq2zLNAbvPRhtpqZe37ecsiYdHfvicrOIqEKi69YlhKbGVRV13VDVFcejsNmccTgcePzoIz7/+S8ygzEaTVhcXZk/2aKZc/468Of+iD9/H/iFP+LPB+Df/9TPAH3CKRbf8kyVlNzGGXQyogks3k80TUWInskP+KnHVi1VXRHDSMza0Virkpdqc8Zh8mwrYC6akrkdRr7x+DHd/c9zewiEMfCzP//vklLmxc1TkMxme6nWKz8qcSRSSIDEZrvlk48fMztHZmb15WhXRvKCMSrmpLBAShpKkspOHVIoRXNCY9RU8DyTInN83Es1gR4sgi37cwpxUPLZJBtizBirN2eyWiRyUneED768x9q9ScpUTVW6yYSffCk45UIu47z3k3ZXRrWKOSeyy4RjJPhRO1pXUde6d9oYZfCNsSpwz5xYSmsq/DRQVXVRA8wkWllCxrxjXfMjEdWSWqNjOlHDhzVzU51SMYWy8ne+CWb8FxBD3a6YQpz9kWUCKNcg+fSppeLEkRmCQdcPz6Jxdf/Mn3UJYbMCXrNSIRXbrEqrQkxQim3VD6WLivhpOo34YizOqcljlmPt93vudjvOh5GuqakrV+LzbMF2FU/VlHmKntdinKVdr/nsF7/M86sb2rZl36sJJD1/QbtY0C1axDr1+7uCO/vIse/pp1GvLxFyyTfYHw4s2oambTj2e0Qyzlqcs6SQsDiMrajWDSF4jIHDoSf4hKkyTdPx8P4Dmoe1Lu8Lam+NPhAnPeDpWo79EbfomKaJOgt9TPjjwDB5jt4zjJNes6Lwg04CVqVi8hJXDkEnrMpVdF3H82dP+eKXfwIrBedOnA5d+KOJmH/V14+FI0iMYbfbsdmsy9a/+SUoaSBGbWkxaUFpa8tivVK71NizrJuy/nSHjtDaoVTOsFid8fjpM5avb6isYcqZXYRvXe1YvP5nePz8Oavta/zEF3+OPOdaFiKnaWeSsksAACAASURBVDoOuxeY4IjRl1xDxV7bpkWJi1SwudIS5yJtKNIaMycgGb3IUprX2JZk8LL5MIWRlD21swxRi8s8irqy7dDONzuzZXCGNCgAfAQxL9n00j6dVl7kVEZL/ffKmxb8q3SYTd0gjW4D1TCMjJ90cVeIiZyngs1mXF2fxv22Xc6fpk4Lr4zRIqLYbC5k0qsL1qInJ73RXVVTWZWUSNHVeR8KYW00eszaU3mLMZbHKd+5FDIjGlVn0G4x6zYeLi7fANGxbB6HmfHm8l9THkdEfeH5/6XuPXslSbP8vt/jwmRk5nVluqpnuqd7zBqSs4ZcLkVyIQKEBEiUvpFe64W+E0USIGgEcQUtRXF3Z6Z7qm3Z69KEeZxenCciby+XYi8kSMUEZqq67q1bmWFOnPM/f5OLpijGYutnygLw5FaVEZ25c4LJUo6us5IhFGLEWId1Ne2xp673jJNQjrz3hBAY+p4QAyoGnHUYKzCF956h71nVLU27omlWpFJYUyzOVgtmLt5MIWb2w8irt+84DgPb9ZbD3R0X5y0hCcE8a6iamhkGzkpC6rQ11CURYRxHSX3UBudEBy9E/MBms8WNtUw7WtG6URJHFby7eUfWci0568gx4b3n5uaGSjnOui3T5JmGico62qahoiKlgKu2xJQkH330vH17jWlbnHHUVaB3FcM0MY4T0Y8M3jMOXu6XAr5rrbHGLvdx3/ecX1yicubQH0gpse42XJxfYowlhMg0Dt+7Xr0XRRNOHcjMjJu7gxPSKTnUU/BUKXK+2bC/3zFNA6sUUCbjwyicsDiV7aOi6TpefP7n/PSHT/A68us37/jivmeozxnevuZHP/ldrh59REiykAghUTctqRd6zmF/R+Ucfpqo21IoMxhtWK9a+mMvt5pWaO0QOlBGK1tUK166KAUpTYW8XWgUuYzlURROxFConJKMKeO+Km4+tphezDk7qpCMT1vqlE7jrBhOzDSomddZCOpztAily89CqHZWInfn0Tp4zzgNIpPMYJxZit5Dak8IAT9Te5RabNRSsiJOCAFjKmJMhc+q8SEsnUIIEWMDCkcmkrMhF2UKWEIoXp+pdJzL1lw6cGMFHlFJnbah87WUJaVyc3aFqVoZ78tChzxDH/LdKWd0ErK8BNCV95uLQYmSjb5gh7kQ4YXrOo93xswiSyl6TW3JWaO1w9qarptwVYP3E8H7EpMRmCbheM78WescSkP0ic8/+4zr7Ts+/eQTzrdndKuuwC+BEJJor5HJJGWIJH7rt/8ax3FkHD1pFXDFnMW6mimMuGQ4HA+s2paMI2PwIeCngNIwDOOy0R8OOyBzfXNPZR3WWiHb24px8iK/rDpGP+H9xKMLzf3unn44klPEjyM5JSptqdsKHyY26w2hDuSYuL+/J4TApttQ10L9UWiq9YanT5/y+edfMEwTg59QRmOdpa4qdvsdJogXQSia81iu66mc3rme3N5e87/863/BqlsJIf8DQ1/XaG0Yhr5Igb/f670omlop6lXL/X7Pat0KDqUEmM8Ivjbz5DJiODqPCXVV0R/vabo1bdvinOP6+k0ZrcB0K/zlB/yrX38DzpLWZ3ybMr/zsz/g0dVT2cxqRwiREHu0VlxeXfGrX36DMYrjcGCbzpmmI66ei0VCZ8/f/zt/yLbrGIcDQ38UR5tRkgj7fsKHSEyKkEVj7n3pcMrWN0VP8AemsSfGgcZpxmkQ84aZ0I5a/k1VOiFtTBkR0/J0nd3GZ5qNQBoFvyldny4FUsUslm+luM2v2XV98nKRW2OpXAWWRVfsaivjqpECLtndqlBFHm7lSzGdxJFpGlORmEreesrCDogR6koiL5yzWOew89ilBSPzwUsGuJbxO8bCa6SMabrwUBeTAEpHDijNenXO+dVzfBJfeunKZqmhZqmyZTkUC7Fe6fkzeIZBuhbnDHVdL5Z5QledPUYzlbPlIZWxRpgCqaQN1FWDUkY63wK/hCgS4ZTEGT/GOBuHLtShlCLRe375y19wc/OObtVSO8vN6zdM00iYxAA4Z6GThaxYb8/YH4781//VP+SbF5/z4n7Hu5tbamdZrWqGXu4xazQRhXIsNIwZL2zquvi3zgwPGMYJrTTT4BnHiU23YTyIuEQbw4cffkxMkeNxz+7ujm+/+QoMuFq24KMeiZPn7uae2tacbdZUtsZq6cj9bldGJ4F0tDFcPXsMKMLkud/vyCi++fYlwU+MwyjE/CKKmdeB85QF0uCQE8N44NjvuX73hhef/6o8EPNigvJ9X+9F0YRM09a8PRxYsUL0x2YZHZTSZEVJXcz4GKmzuECjFNM40K07KmcFGynFxhqD05r6gx9CCrx6/Q3x+p7f/Z0/5PLqqXRsVjaXx+GAqxqMrWW75xpIgbpZFYzEQ5Io3Dn+Yep3tGcrVisDbYtCsm3QciMrbTG2IWF49eY1v/z8K252PeNURl2yjAUpYJWSrB4KQRkkiE0Jl9LMRWAeqIvBxNxBUrBarU6mG1JYywID4f3N2vIZbyWfXH1SCT7LZezEJJyrFiqN0ULGN8tWfIYpwE8ymsUSawGZEGLRyBtSQVzEYk3hKvExdFa6yjzn7hYalrWisJLYZtnUzi5EM6XotDGXtlfr02QCMnKC4eLxDwn59DApe5CyVJmt8CgdenGJKmR4rW2BUYruPatC85lo2lZuyDKqa2XQhXJmraGuarSxpKTJeWIaD2LvVj6r1aJTycYSYsApW6hb8j6N1ThTcEwNMUzc3t2KOq6uOY4jU4Eo5CEpSx5lK1JWrNqWtja0tXSZz54/hxSZhr2cT2sYx5HkI0kp2tUKV9dkoGlWQKY/eLS1sgicJrabLX70+GkiTIFRjXLOM+QkgWaVtYjvqOPxkx9QO8fd7Q3D0DMNPcM00FSi1rm9voOgaJqm4LvSHTpr0ZXg3a4SuKBpatqu4XgcGfoehaIfZPk4XxbzsZsXfKh5mkroJMyVGEWtJE5aQg2M/7nFXeSc0VoWNz5EcTLJpbuaO8xlwy5b2BAizaoteMnINI4oozn0e+qmYez7Bei/2+949+Yll1eP+fnP/zZt2xEiZKUYhgPjOFDXqwXoV0Z4Zvu7azbbc/r+QF1XeO+x1axUivhpwDiLLhtlKfCF3KwlDVBnucAsR87OWsYQGcY9MWX81OO9aM1bpxkGT0Jwo5xL/dWiDdfzOCxHTMYJafAKxmZRM9UGyq/lqcOsc5euyrn5CTt3Z/LnphCq01zAEIdxY06Fcn6AOCtdty64Z127okZJRUN+4oWmJJ6jWs+dWST4TOVKe6NUKdYRo+tiviHvX7wsvWCjC0UolkIlD82cC+0n5+VaIUcCls3FY3yW5Y6IJUT5k8v3LV1yWURJ4bQyJpcbTmBg+bfE47N09SmVwgxaO5yz1HVbSOkNlWuo6pqzc+FEDuPA/d0dN3c37Pd7xmlcPgMUMxlT5omchbOoVSnADqM3bDYbjsc9N+/e4kNktV5zvN+XpYZg1IHMMI589OwTDsde4A0thsq1MxhEwz7bVqtasMlxFJ9VWznqukUbRX88Ujcr9vd3bM8uWLcdkx15e3xDXYs3qFwvFZvNllXbMk0j0XuePv2AjMYqzbOnzwnBE/3Am1evCJOHmHj7+i3TEKj7gbZbUdUVSWWO08i6ctRVvVjxkRJaO6oq0bYrxingCrVOTdN8Uh88OGcsX35vbY1SirpQvPpeTL0zLHDV93m9F0UTgJxoVw3j2FPVm3Lxg9zUMzdRtDw5wugnzjcbXn77LY2rmMYjdbfGTxPd+SXDUfSwKSu++uoL/tbv/x0uLh4xjgPGVljXsN/fo5Th/PyCcZwEtzJC2TjbXnDz7iWr1Yqbdy85P7soOvTiDKQyPnpimBBKnha39SysQl06pux7ko9M/Q4/Cbcs50QMnmnqydFjdJYuU1EK5gLKLZQaOFXNAh2Wl8QviGFIKWw5oiIkJXQnYf0YVBbVBwitp7JiwBFDonKO0QuhmCzju0YKtisjpmTVRHIStVOMkeAnrHPLYmVehDhnSnZNGZGMXcZYpVNRKhUnppyg0KxSDpisWZZVpbBbW0jM5cPnGBZd+um4pYKDFzjHOLqzR/hYBKxqfujGgg3P1XlW0bC4skuzf+pCEwqr9ImT6hxKy5afLBiktRXONVjrcK7GOLd0nlVV41xDU7dszy4IwTNNE/f39xyOB3b7ezCnKWOmnBkjdC6BaRSr1Yq6qjhfb/nn/+Qf0zStFM3CBshK8fjpU8Zx4gcffsjU+8WQRGvDNB3kWKcg14J24qBvJdSuWa0Yx5Hj8bh8zhDANS129kTN0HUbohfT4rppC9QjDIkUIm3T0jQrtpszCW079ux3O46Tp3ItKYjhy2q9ZZxuGVMijyOeTL0Sh61x8tRNgzZCZHfO4ZNkWzVNzTquqSoHx3kJOPuKLiNqAbRYtuqzSMJPgYWyNt9s3/P1nhRNoZU0TcX+sGcVI2hbLudC6cnQ9yMznacyhidPLkil6xjHgWbV4SqhssxPGa0t6+6Mx48+IAHrzTmZzG53S123xJiYplE2xSWmVZPoVmKQOluXQSo0G+k0cpZEypevX3G2MpA9OQXiNBDThM4BkO3+vg8MHu76inEIpBgJxd4uhIGutgy9kJR9CGXgnNUdD7gEWRZiYnghWPAsNxQsSgtNJ+dFBy+uSGqxMLO6dIiqGD/EKLSRHLFGMfTTgu8oo4oDj5yHnIXcHUI4jdNI5wgzTUfeqzEGZZVE1QKQhKLSVAtlR34tDu6lSKRoSToVk9+y4Z433aX7m/9tEUAVnX15j/OomoHt+RNM3YkyKWVCnPB+FHYBsrCbbxVxCJo5jIU2ZCwzRmS15PeoMtYZbeV7y5LP2orK1Whtca4RA2plyUmjnUPwV4PRFU1jmIYBheLi/ILtZs12s2YcPT6If6qfTnlCFDzaGisFWltcW3Pc77m/vV2mkoR4tv6N3/l9JmvZrjfcvH3FYbcnx8hq1RBVJPiDeDlkyW5aVF9kYgjS2WVxix+GiZQj680Zdd0Qx4k7f0vMA+MUmGLEVbJwbNoWZYQGt95sOFufsV51kGA8CKF8HMTpaeil8z4cjqiqIkyhLD0NqXSDGsU0eaIXo+aVEkFKTOIc71ygaRvU7ckbYRnLYRnN58tiGkemaVzw/SVqGR52If/J13tRNDNy82qjqNuG/fFYvAeFEaIpLiwqE+btWAjkGHn85DG31zfkMdIMR1ZNy831OzbnFxz2d9hKKArDMLA527Lf3+GqhouLS8b5AOo501qWE/vjDudE83vz7iVXj56y39+z2ZyJ7nXu+IBX7275xZ+/5vHVFRcXW9qqw+gaYg850jYOGEhpQOWJ/rBndxzwIRWFkyL5Hmc0g4+k4DnpiCVNTzrC0hMpw/JMzUJQNggpWdRT4laTcyL4jDLSoQk+V8lSZYo0dUUIqWCOIiSwWnN+sZVM6BCLa7p0x/J5HTlprHOLC5KGstBJOKeXxYoxYoQwd5sihVQYLebJRit0oWvp4qOZUyaGhGSVl/PshXYk/pSx8HnloWVmP8ucy5JrdrEvJiO64s3bd/goD7xYKDFaabquo1ut5cbSUjR8iCQDurAQUlblAalkQ1y6VGMd2gp+CRlX1bK8UgalnEh7laRQzhlIfoqFb2vJQRgVRsmDRWVo6xXOeEL0jFNFrDzeS8xwJkvuTVkoOaOxyvD25UuC9+WBInzKdnuObVp+47d+G4Vit7vn5voGbQxhmiTF0bjSuQu9T9y0JpqqIhRKUVbSfa+qmjElnGvQWHp/xBhLZR33w0DKmWHydOuO1WqDzp5KWxrXslqtsNpyv7vjuO+5vr7h7nZH348c+oFjL4T4EBK7Q48ZPPUY6ELD/W6PUYa6qmgqUa3d3h1omwajNT5EDoeejKJtW2EhxFDsCwokNWPe8cFoVopkyvMDn4dD3Pd6vRdFE4QmkWPCVRW3+zu6dceso9ZZg4FNV3OzF75fQnhkq7bm1TSim4Zx6Gk3G+YuRNzgFauu49e//gU//Y3fZtV1WFuBEo/CYehP+BlyM7btCkUm+AFjDF3X8fWXr9menQs3T0KcRXmhNf0U+OXnX5B/FWlqy7PH5zy9WlM5jdGGpm0YvUflgRj2xBAZ+p4YRjZdhQ+zZNSXAiDYn9FFUcPJoWceJ51x5SkqyYgppcX9fu5S55HMFGrMMo6khC+45Ly1TSmRiOATdd1S144iWpGogihk7xlTnJGTIICQvOd5E59VwSKLKWwsVCh0gQ5m7bpQS2LWkDJBGXKI4mYOgnWWELKYJF44F9mkeDYWHO8BhLG8RxJGZygJkKQIMRIzBDzjOHB9/U68SZ2lqWu69Zp11RZmQOl+kxDQx8nT1DXWSqd8GvWl8CQk30hwz4Sxcxfz0Fau8D4zzJ6ei3eSFtI8KJJTZTk2EkIUuW30tE0jC7LkcFo4nvNDI0VZ5vz8t/8GwzRxtj0rG3158KTC+VQpEwqtiSKftRQlWEplgS7nLCTZ6tdNS+0cxExdVegMt9fXOGMYoifEyHZzxtCPGJOpO/HszDFxe39Df+jZ7Xb4yeMqB6yom4b2eCCGzOHYk5IwFYbRE1LJLvKS55NWapEAK21IMbG7u2cYRqZJgulQ0mVTukc1L8PnTvIBpjVDPKevPfzG//TrvSmaSgsuZ4wtZgdy0c5xrAaFVYbKGaZiojtMnnZVS5HLmXEaWest7aqj70V36seJzfacN+9e8zuFkpSRLi5mIZzHKIC+RnKxg5948eIXjOMRyiZP7iFxYbe6Yub3pRT5W3/z54z9gb4/cHd7x+AHrm8852cdpqmpKkvTWIyaaCvN3d09MYxURhPjiLWWwYeFCK6Nlm7CGIygE8CpbqryXiheldbKlpipmCKXC0Lp01Ihy0GWr2sx0RXepBVDXa1KMp8m5SCdU0Y28iUbSJWRfr7AZrf2QqAS5Q4io5PuUqSAkqBpmIqpMs6gshXBvFJEpaRgplzMTnR5YKqFayfwgpbuKM3LntOxWXijzAcsc9i9BdMiIQ/yLkP0otlSQngnZ1SMHIeRfhy5vr4W014j0sa2XbHp1mhjGadAMJm1k2WVc6dkzRgzKY7l8xtshGyly4wxMis/Z8golziIEMTiLYaM9yOxdMVz8VoeCikxjRNQobIiKM1szDFnM4WYefL0GW/uxZh48kHuqzJpjONEo0sPpoUuZnTNHLMxTbLQNMWI+TgMoMQ3lSCyzTh5yX3KmVW3ommhadfEMjbHQtgHTewnhr6nP/YMfS9ddxYKUJhCOU3y2TalSdrvDxKUFkVKOQwe73eklGhqCY8Y+p7JB2KG41F+P01hoX3Nx/m7d838+/K1udOkQE9/hVr13hTNOduEnGlXrfj0zZgXhkzGqEzjDJMXQ99xlBHm/OKMNy9fSfHImaquuLu7ZdWt8OPIerPhzauvub5+x5OnHwh3ruBFYqwQCFECrK7fveHm5lVZaoi8U6lM23b4aSzbzBO1RWsZS1dVx/mm5smjM4L3pOlYinAGEm3taBx0jaWtJfuoaxwx9OQsHMg4u9VrV3iUCv1gI77gm+UhqfLpghB3IulgZk9So2fHHnMqKoViRJKbU6kAWMZhwDpDU9fEFIqRhlrI2qp0UCHMkQi2jItqWVjFsj1f9lilC1MomqZi1mubWbGUcoE6pMhNSeCHeakxSzlnH844uxXN4H75/7zg3rN/gRSR8XBLyPclZVJkfrVdMQY5GJogU4yIobCmEseeYsCSgWGY8NOtnHdn6NoVSg8laSAu15ApBhCHw55xGOmrnu3mAlcc6cscg0JhbUNVQa5bUgr4aeR+d0uIHo3CKYX3stRKKRSXKMnKEsqYYRynMkkooTSR2V5cMoZI27YEL74GRjuxqEuZEBJDDmhkAstak0IscR+yqBvGQd5vigQvJh1xEtpR9F4WcCFA4f52XcfFxWPImjdv3lDXono77o5cnp2RQhTPTyVOWE0tUkkKD9j7AasNfoqgM6u2o3INd7s7fPAcjgOq+LqSNTkd8NOEn6ZiFDLLSU8LnYc68ocl8+F/5HIv/MWx/fu83o+iqeTGmPmHTe24v9tzfr5h7hwEKVPUlUEPuQDCinGcWHXN4oTkx0EiFaxZDpatKtpuyxcvPufpB8/LBle4n5LFrSF6vvnmBcfjHrldZPmjlJgBrtcr7u5veFQ9JiY5ibLtTRyPPRfbFTkHjM5om8mYJaIhJ8RHsHY0tWezstS6RisYVcXgJxmhCmVGNvCKE3iqZvonp4REkDiNjASiQVUMVWNKhJSwugChWUxg5Tgn0aqXbtB7vyy4fPB4n7DWYM1A2zQILzgKzchVzCbHilQ6h0K/yaUI5vwdBZJ8IZOCR5eNPDNf8sEFkIEc5mOumOWOKWdQpvC9Z6YA5JlVsfx+VsWUn6gURnlUTqgoFnHKa6KdCHlFVomzzkGKpKwhOvlMri7Z67MvqnTsM/1nColpd4R9LzzeqqbrOtbrjYSVZUU/DNzc3fLm7TtWbcdmcyZu41nwz8ePHhXaV8JPI6N1eC+yymN/4GRAgkAhMZVFlsc4R4qB4ziii9FK1HJeP/2tv86+H/jkxz8VXTsZW9dS1NNpmTdr65OKAlvomfYlk12Igeg9KVHur8g4ihdE7RzH3U4aFGVYrdZFMgzrtuF42JeHZeLFr19gjcGP0oGvN5vTwzulYn4t13gsblFOaZqmwadQpJHy8LDFMDinSEyJKQSGfkAw0UgM4XTyy+s0fc/95IOvle9VOS+32fd9vR9FE0qwlmx9FTBMA+PYCKcKluWI04quqdgdRxKwP/bUjePqyWNu3r5ht9txfvVIctL7A+1qxWEfuHr0hC9//Wf87O4dVV0zThNn51fkLE/yb77+nP64YzbYmCk086a2aRtev34JSECTrSSkTJH4+ttv+Cf/+H9n23U8efKYZ08/4Hy7Wh4GIoeE8/UalTIX65bb2xuub+6Zgsb7vPgrnvTqs6IFTi7wernoJMhttiyT7bgx8xLECG0H6TqNFSXLzLUcxrGYacjSyJrZ8k3eq2xwDWaasCUegGL04ZwrclPpONRcuBJoZZYojkVgUTpfWfQIpjh7PkqxVA+u9RKVawxk4arGlIl5WgoksFBo5tk8P+jGHw5dM/CqF+PnVLBHyAR0HFH+gE5idiIDjCFWK9pug0/Qrs9p6hadR3IsWUeIXFNbxxQCfrfnbn8kpUTfHxZmg1aKqqrpulvBlo3i/PyK84tLmlUne3otOUrT1OP9yPG443jsESlt8ZGcYYoMOUnH9fLbb9EofEgoKwupDz78mMM48vzDHzINPdZqnK1xVc00TMK0yLrIDQORRBijyEGLabHW4jJUVQ6rJEVyd7uDnLFWkWPEaM2q7XD1ispWjMOIHweG/sj1u2uqqqJpnPiDenF211os83rvhcHgLOPokXyth3BMZhgG4V8WMUbTNDRNi0Zx3B8gZYZ+kNzyYSjx1iUg8DSP/YVXmUhmMH75U1Umtu//em+KphSDWdKmWK1ajseepqnKNyBfy1A58Yak+AqKZX7N6xAZ9cA0DmI7doTKOY5aU1WOqm754ssXPHnyVEyMg2BIn3/+50unHmNYgGEhC4v+W6tM13WQZXFik1k6t6wUV0+fcf3mNd/+yf/Bvwl/zF/7jZ/w6OKMi4sNq6bCWU1TV8RVwzQNhK7h7n5fSM/jopktreEyEou+/DSWz3QhBYUsLouinBFfRGXLAkV+XiIL+B/kv4yxOFMuLE35PCc1hLgT6VJ8i7elltTOPEdGgOC8wDT6goWxXLBilmIXOosYNZ+q2kL0yRm0Zc5smQueGPkKjcUajUFMOsSYZmbhnS589aCAPrhYmMPUTsdP8D+BCCCHAZ0CKgteJ2O6JhPxTKzWW55sDMNwx/WrG1AGV3Vszx9R1RYfg/ha+kQskt85Cwkkd8YfDihjpZCYBh8Dh2PPql1haoPJjpyCkLXHAWMqQrgvx0BhtGUcR6biPJWz0KOur68FsrKGMUZ+/rf/Hvf7HT/+6W8LpDRjwykCxRkp5gIiyFTntEVlcHW94J8xehSJMHl5mIZATnIf5Sz57Dln8aw0tnigKqas6I/DMmnMyjQ5Ehlb1FzCkBA6Uz9MwrXVmnbVSTEPgUSisk4kpHNHqKB2Fb06kKPAPlVd0/fH71wH+XT6/5LXX1YcZ9Dk+7/eo6I5b7ZAqcR63fH23TWzWigzd1GZSmma2tL3kUTm2I+0jWOzWTMcRQe+PTujqh390C98y832nC+/+oIfffQjmlXLm9ffcHNzvRBjZZSOD27scntmuYC71apEFCRSMaOdJZU/++lP2PzOzzns7rm5ecd43LE/HKjcvNSpitGFKHJSCqA1U/CEIFZV88ZPOrG5Ozo9O9V8epcOcz5uUhVSzkSidBNQaC0Le5GcxX4vzX9fSyenUMQc0UpIwykFYvAEBdXKYrTAJrqMzA9zj6pKDBy8D4WSk/GTJxCXXB+llNC7AKul4xWpp14+5+I4Xrb+Dy4MFBToYgFm5WjMAgIQCEOd7pfM/Og53ShyVGWbbZ0hB49siiMpyqiWciRMPX468vzpUzZ1ZmU1l6szSepE4eM7ju+OjFMmoLHNmqrZokzNFBKYIudNxVxFadbrrfhrAofjnnW3xlUr0eOnmqoK1HVTOn9NLrSacRqlsy0PKaUdCsPt9Y1QyZTmd//gv+Anv/VzPvv6S64ePZHJRmuMduyOd/L3tSzRkk/CT02J2lXUtXBmg88lWC0tMJlWmto1TN4zjR5t5Bqo2powJfyU0JXQvnJWGFuz2doSeChS0jBNKDJGGzEBLw/zYZyYponJC4FfGwrP2GBR1HWNTxGdEdenItzQ5drLhTEweV+YI8UdbQ56Wq6Cv7zr/O6fZ/6ycvofe703RXO+8Re3bCXmtv0wsFq1ZWyex65MbTVHPbhz1wAAIABJREFU/EKpmKbAdrvFTwPTNJKTnKhxnERRkBOrbs397VuO/Z673Ttub28KiRqkWzs5yM+KlMxM4s64yrK/v6frOnzwVM7Ku9VCf3p0eU5lpbucjofiXCTegkKInouXEPVDSAyTF1NaHgLWsz3eybFo5pFKgSm45um7QIHRdulEdNGTz8sFlRMh6+LZGABxvFEJYvClTskxmHHFmCLj1LPuWk5nhu8cn7nG2UKsTzktJHul85KrbbUtMk0x3dXz+5+L5fJz58vhuxd7KZ3Lkks6ikLrkRAf5p8k2/bTJvV0C2UolPYZTwshsNxvSmO1LLzIifv7a7oGFAGnNSoJv3LTtKyqBuNqYoJ+9IR0wzRAGEAZJx4GuiJpg3Oa7WbLxfkVL774JYfDnuFspIstrmzYlbasVhu61Ya3b9/w8tuv2R921M2Kum6xrhbCt3Foozkc92KSrC2HoefV9Vu6botzDX7siTFhLRyPx+JGNJ9zNxt1EVPCYpcH0kP4p65qFMJVtUbuo5zkHMSU0dqR/cQ0TuV4GlxVoRW0bYPVCj+NTFqRU0SjivN+LMc8FcPqCCqClwecVhpbCQ/WJY22FmOsLKSKkfFuJ+G4IYTCTIhlAvnLiuR/WCD/o7X0e77eo6JZPsmyVYBV23B/d0/b1swuR/J9qVxs8ldiSvTDyHbbMU0BowLjcMRVFaqHuq7pg6dpaq6uHvPNN19R1U7Gh3TSEcvT9btSNrkr5VdrLPvdnq4TJ3OcXd76OPSkEAHZLBqr0cqhskYRi1mwYLfHcSIkzTjJ+44ZwbzmxYPS5YnKqbA8HNFLMT11ZywYnyxABBvMOaOidBlCa0kE7x88rWUs11rRNrLJzTnStg373Q6ydCvLkjGnkjs010whrStEfqpIWDOPcV5upHKMpEEso7cBoUtp5rcux/HhY+B0VefyPTpr2S0pobx8Z1taDs5cMOcYDAVFLSQ/Pi1IgdzAKQlVB8A6Ma3tuqpsaxPH45HK6iLPTygD0RfVVPSoDI2VzxNdpjKRlD0pR6Z4JOmadfOMrm1omwanLe/evOLy8opj39KtpLsc9gNDP7DenPPo0WPu7+/45a9+QVXkiyiNtTVN21BbQwC2V4+4393z/KNPGXyi21QnTDwbxmEklugNbSQHyGlHigqVDRDR2hbCu5XzqMUQ2hoj/NqyhK2sLli3x9qKpMD7hCnqLlUZwTkri7O6dJdyjaUo3YLWiVUrD+CYkjATij2ezcIV1cZQK8XoA85VWFdJBw6M3lPVVfGakHyiGSL5fp3i//OCCe9L0Zzble88EDKVtVhn2R+OrDtxTp95jApF5RSTlwJ37EeapkIZoWTsdvdcPX5M2zTMTEKlNe1qBUm8LBcYrIzjs7vPqbuEh3ZjGTFUmKYRV1XiA2nkwvA5c3d/x9m2XYwrTjy7iNaZmBW2qji8uQXjUEZuBhRLkbTGYPVcPGfn92VufzCinkbunIX7ppRkv2cgEE7YU7mwQ/QFXE8S36DhhP956qrmcNgRnebifFsMEpQYMJf3l8rIyQOH9JSEm9fWLSCcRWsUzonSZ0Y6lBbzBlEJUdJEZeM/PxzKB11+PfGQy8MhS3HOS9c9HwuZRESdFE+ORszHUZGUYkoRqiDYXQyCZZa/HybR0o9jXzTKYK0jOIOKEzEJdqu1LdJTMK5ijhgGzVSECnXT8fzZh7TrK9rtU+E6knny5AP+zR//S84vHqFQaH1FXVXEBK5qyTmzard8+OHH/PrF57x7+wbjapqmFTpZDnxz/Zbf+8M/4qMffoxWim/e3qJD4Pz8itdv3mBQOKf47MUvJFbEunK/tJA84xiYpp4Yg0BOwVM1rVCzTE1dOVTKQCyUO+HwKsDZqjjqO1yrsa5ifooaY0ssSDlHGZQ2tFWFQlIAREcvTcWq69jtDlzfHRinqXSdYgVpY2IKkZBEWJBTwBXe8qpteDkOhGkkp1j6hf+7wnm6Fr5Tdh60Yf9ZYpoPsYjZ15Gc5cDe3rPuVieqTZYbpKktkx/ISlL8+mHi7PyCu+t3ohgaeoyxHPdHmqZlOO7QRon9VMpkddpQ54IgL+mEnJYecswTCtHUHo5HzoyRKICC1cSUuL3fc3d7Q1vXtJXDmZMcUiJ1C//QLPO2PARK9yxLHlMwxFndAt8BPCm5KyUPaDaezUahc9k+L38uOnlR/Mjn8HicEz9M/aDqTNOENRWrpmI4Hlg1jlw4psLuUUt2TywUD+ccFOBfIhpOHbtzdpF+CtRU8MWcScXuTc2MibyADOVwz+C/Lp93HrNFgJBRpKLGmfX4yGVBSrHkIZUTB8X9SQueqRSGSPI9BEmFnCeLuQBbVxMK8X8K4pIuI3vZZCtLypaYNaH3xQjCytJmGjCu5uL8A84ffcT6/Amm3uCqhnEYqKoaayzTNNAPR8ZpIwYfdUt/PGK0pmk7VkPPD58/5/76FTn2pDHhSMSQ6ft7Lq6uwChihnGaqJoGrbVQhRQYWzNNAZTlfn/HD548prFC+eqqwhqJslzyIbI77Jj8tIy+FHWZc+KIJEbYYhAs6jGDKao0MbqxxY1rlspqkvFUxc1+hnCmcaSpK5yzghHnyORl53Acprm9QVuLMmJWHYLHKEXrHClFzs7PmE2iFyFHWSKfSudDXPNhnSn3+YMy+VdtPN+follec/cC8mEqJ1EI3gfZpM+FJkv7P0sMM4Irnp9veBMCjas4Hg6cX12Sc6KqWg779CBjp/hJLrsCtdx8y00+dzHqJGNs6op3795ytt2Is45ZKi7HYeDf/cmf0PcDjdE8eXTFo6uOq4szurZi1TUi+ZoLgZq9LOVBoUt0APPDQZ1O7cOoWfH1FNUGBb/MJFLW0jU4V7o6cE7yaHJKxapSHgleQ1M7IacrhaLCTxNN7ahrWWTMi5kZR4VTtykjlozbIDduTpF1ty4ZP4VHqYoqqcAK8wmQ0VmfumfU0un/BThz6ahTjuQH18bpFMkNk4rsbz6tLAs+Fi7ebGASJk8YR+IUylJK2AKydTa4uqZt15xfPqHrVpAlLM66hqbtyFqjbU1MkWkaCjwTuN/d0HYXnD96ztXTj+k2FxwHUdoMw5Gz7SWb7RneT0zjyH5/R9tIMWrbFcFPuLrGOMuzJ095ebbm7ZtXDMdbDjHjs0JZVwyCU/nsgtenGEjGopVie3ZB27Ts9nvqVYtSimkcMSpi5ykmZ2IQx/i2qlg1LWebDdEHUjGymXzguN/JGD2OxXHf4uqWVdexXq8FczVmYbXMnSZZimOKwvFMURR4NFXBXBOKJJPJcRB7wUJRa7sW0KfYF4qzvlZ0646z7Rl9oSZBJkaKuOI/qCgL/j3/9zKt/VW2Pw9e70/RXBrNsgiaaShFIXTsj4V+lJdi4r3nfLsuhg6R4D2H45HNZsM0DJJxMvmy3fVYV+RbSjq17z6LpAua30aaZ8q5A53flzFUzhWzi7LwUGk5B+vzK+73X5NT4u3NHVVlMXpH5a6K2kSUNKoYBTtbkbNw35ZtuFKlIJTVhVpOdSmuJ1qLUhQ8UZcN+Ix3ynFKRdmhCrUHpDM01okaKidiSFhn8OPEMPQSIlaKjTG6qLXk38wpF/NW0bTPqpGuFd6q5F6XYyk2juTiMC9cW3Fjz8uFO/cWD04/c6GMZK2gFF2RfobCFyrOR8tDUBzQc5KKKfuhebuemX075Z9NDMNALumPwhWU7mx7fsb55WOqZoW1js3ZGZv1OSTRjKtCKJ+ix09+0e2rqiFrz+MPf8zl1Yc8+8FPaVcb2XCPAbKiW5+x299ycX7J/nBPP/TUTc04jtR1XTA9jTYVdbPiydPnPHv6nLu3L6kMTCkyjhPWbE4P6n4AJVLaqR9QVS2ep36ibTpubq9Z6U05XiUHPkUyElKYUipjscY1BqUsIpqQLXttNHa9ZsavhZ6minnKxPWb18Qky5gUI1VVUdc17aplvepompqqqnn29Blff/2FfMZsSCljrWbVrYgpY6wq/6LGaEu77sgZXr16g7IWZw0peKw1OGt58uQJX371ZbmDVbEalMC/7xbDv9B5Lg/p0x/9VV/vSdEsrcEDtYsUTSAr2qZimga5ucrX+2li3TZkBZWtCCmRokPljNE1+/09lTbc393Sbc84HI+s1mdcv3mJUQpRkMxdS9mq5lmKV2zOmKe8eTsrneH5xSW3N9c8efIBMYay7JCn3LPnz3n9+jU6Z3xMxART2ZKn2EonU2g4gLgmJZEIRjKBTIyyWKnLxcLDDlgrJKFRivqSHaTBKFc6orJImmEOZ5fPMoeBjf3I2AsBuutWovlvFEvwW1mQKA3jMBB8ZLPpGMcBpQwxjExlS77fH+lWDVW5YWfeqBG2PfNib4ZBVIEj5rjX+aVLUZuHcTn0RddOXvwufdn2CzE+LlhmKMqfeXk3j2pC6Q3gmhJu1+OLd2hdOz786BPOLy6lcDrHhx9/KsuOHJmmiX2/L+Fma0DTth21a/E+EcLEMAXaqmaMkdadcf7oI3xUdNou8MUwDFTOUbmazWZLypGxPxLWa8ZpoKqq5YGoraXtNhz8yKc//k3evvqKb178QlQ8PmJXmdub1yQMX339NRePnrK7fUNTrcgp8PjxM67fvWUcj2y2Z8QQ5FoyGeIEhSFBirLh9pKn3mbZXocoJiVzjEghmi2nEpVoXIlg7jjBIUo6eaWF1P/06RMAwiR8zJubW9qmEZ7qquPbb74hRM8nn3xKTpnd8UDOYrDz5IPndOsN37x8xX534OWrl5AclZVO+vd+/2+y6lb8y3/1L9ntD7jK8vHHnxBi4LNf/UrOb4bf/M3fZBhH1t2aFy8+p2lbnj17zldffsm76+tlcvp/NcL3/7vX3Dmp73wA6aSEI+m9p2lrUoZxmOhWoqkWAwZ5cmmlqcicnZ9xvN8xTiOXlWMKTkbXqiZMsy9n6ewWXCyfOpjvAMsz409QtcoJTWN5cj9QFBhr2JytGfZHoV3ESIgJHwKjj4XyI0VpKdJaLQoSKQC5EH3FrqupxFWH4ieojcJVenn/MUeyl47cYEp7l5cu1FoB53OmpB96WRLJnEbwgeBDSYG0LM2dCrJZb1uO6VhGKiG/i4GH4JvOSdcqixIZl06fZeb9ze1f6TDnjngZzk8T0wy15uXIixtQKsseXRzopUDKQ+R0Dh4u8ZYZAqUkCyfmiB9EveOqip/91l/HWE0gYV3Fhx99REacc5TSVFVNXTc8ftIIKyEXww00cTcQ/cS27SSuwlRst1cYXZMT+BiFp6pn+CBRtw3H456z7Rlff/Mlw3AghA3iymTAKUw0RO1kAdRtef6DT3n5zZeMx2PBxGWCmGKgqmtSmvBesW43xOh59uw5N7ev2e/vefL0Q8k3dw6VZswwF4J4WVaWDXQMgVwYJWZ+4CKGLSnK8dA6l6C8YshSmgs5dwllJH/8ox9+VB4Yinq9BTLbzYaf/OQnjEPPMA5sNxs+ePoB+8M9KSWeuQ948cUXvHv7mvPzC1JMjEPPZrvh8uoRf/Zn/57Lq8d89IMfkHLi7v6Oj370CW/fvOZ3f+9vcr+7Q6H42c9+g3/2z/4p/fHIT376M969fUMG/st/8A/x3vP61Uv+7t//I/7p//yP2e/3LAyU7/l6f4rmXCyXZD/p7nTpS6rK8eb1W6r6Cu8D1sxbBik+utyYM51mu1lz/e4tlRZVg7OWqZ9oVx33fixPzZN+We7BdLqoZpD5O68k789oqrpiGMYi8zwRtAEuLy951U9oJdQbHyqGQTw9nZOlQoyxuALJ5tsULEjce1IhzgvNQoq9w1kxh1iaqXnKyHJ8JEJVobK4zVRq7l6K23wKWDvTg3Lh1UlxOxyO1KGmrq3cYOSSFinvcbVqIAsWPI+TRmuyVkxTQClxe485LJ37DAVrbdBlQmY+5gUqSMW+T5XY3RMWKa+Cjj14Pegky7JrphjxF75z/jlKlZ/xwJpttd7yk08+xdWOrGF7fs7l1WMUs1FFRWWbhRQu+UhmebgZ69hmTe00McQi5TNsNmcSDJgz/fFA3bTMrvAxBaqmAzLr9UbiXbwvWGyUzCAlFnHBSLENGR598APa9Tn39ztM5TDWLUuvrluJgiuLOqiuWr7++ktubq55+sFzpsnTdV3pyGNRZ5VlW2bBrGeqnbFOaEZKkwhLyFpCl59R7oQk5zGlsLAsZnepyydPydHz5Ze/RinFxcUVl5dXxCImePvmNePYc3n5iGka+PrLF8SUePzkCT/7yU/59uVLnj19yu1O5Jt/9qd/ysc/+pS7mzvOzy/44quv+OKLF9zd3PLZZ5/z9/7oj/j21Uv+tz/+YzKZv/OHf5ef//z3+Bf/4p+jteVf/et/jVKKf/SP/nv+9N//n7z44gVPn37A5eWVFE39V6iYLBFT/3+/Cob5oAjKKM5SRLWSDmsYRonxrd3yvQ8XFvOJM1rRdmIyuy8GA9Zoia8tHU9m7vqEGnR6FerR3HWCPJFLQYNMt+rY7e6BLBfDfBOnwGa9lSVJhnGM9MPE3e7Ibnfk/v4gBgOFlFs+ROnKJC5DHMLl+W2NJSvNOAUO/YgPohU2pgKlpUNIMw6sywhc3n8Sd6CUAqo4vlujaBtHXcvN4UMQr8h2hQ+Ru7sD9/dH7ncHcbPhYX67dA7SeaSiPBEHI2PFfk0tEMq8/ZdR3IdJGAvlnKWY6PsBH8Ipu+fB8ec7vz/9HMFq85L1Lehz5LtzQRnwHyzS5JqyGGupm4pPPvmxaLat5cOPP+Xs4pLRHzn0B0KULXVMkRzDYpycKKmPxT6wayu2Xcd23bFqVlS1BKlNYRTcF4Szq+Q8xhQIkzxojdFcXlwx9HuG/rhcQ0YXS0Cj0baiajqa9Rk/+NHPyLqkdlaFRpcTTduUyJDAdnPGatXxb//kfyWExOXlY/r+iAKmSXLVRe0llKvZyUuXaeSURzV72ksciS6QktaSFipG2EWRlZIkFkQvnWcIVM6QY0ADViumURy/iJEwefzUF4csTX88EMMEKTAeD2gSKYwEP3J/e0u3WhXaW2BztuX8/IKMPLQuHj3i9//gD/jxT37G9uycDz/6mPXmjOPQsz0/xzgJmEMbtLHkgsUaY9HGYm2F0uJ5O0fFfJ/Xe9Fpfmchk+Wi17P3Y9kOKJW5ujrncByWojJzNgWglu2axZZCCleX53z14kv6oWe17rDGMHlP260ZdhOCq82wQH5wrxZaUIylq0t/YQxPAkyXYhVCRJs5iCtjnGQTJTQBw74P+CAFDJUhZcYQmab0Hcl0KtxHq777MKjrprgqSda1GCo0WGdwtqaujBhrqLyoh1LK5OLjGKOYBMuYLniuxOPKw8iniLMVbbMSKWaM9MeJ65sdzjra1lFVErUg0EEGMxcsNZ80ecDBArTPuKpCoZ37znleqFLlc6NSOc/ijJRyIqNB61KK51E7L3N8LscJ5v05C39TzuK8FErinakNTV1x/uiZbI+14tmHP6Rbr3h3/YrjsceYilVdkXQmBI92lfBKKdEQGIx1+DiRJhEDaK3RFkyqikpH0zQVVcG6lc5YZ5m8ZgoT3VqYF6u25fr6NcfDjnG7pa5FoTXnrRtjSUBddzx9+gNW3ZqQPXWzKhnpiCBBiQtS16355S/+lH7sObt6Qt/3tI0ohPKwo3FWvjcWfiOi+lIUk5WyJBMMuJwLcqH9TAJPqRKyl9MyKSmtFlqR1obd/Y7nH54JFc1VPL56Ihnv40DwkzwkUubm+h2PHj0mxYRzNY8ePeZw2EvoGtA2DTEprs4vOdts+eyzz7i+vuHJk6f0w8B+v+dHn3zK9uyM/+a//e949+YtyhoeP36CUoqf/sZv8qMffcKjD56QQuSTT3/Marvl5bff8vyHH7M7HBhCIHhP3x/Z7d9+r3r1XhRNKKNxRmz2S6Fc9MZlbpOYVKRgRUmtDDEVfDGJE3npCJXW1M7RbTcc73bc3VyzvZBAq6pyHLJoglMKzGZjD0c/CtaYYymWGWbDXSnWhq5r2e13tI3EkS5uRGjaVcs0TqScmaL460xhEEmZFveX0U+I0kmK2ewQJBnZFZWVIHuIVHVN5ZpSTDW+JDwCHI49OScuz8+wTvTtc4c8e1eixAl+xgvlJRK5pnGlGKV5U0PbiMGu0ebko7kspKQznHOmKU7z8+Nv4T0+eOiRZ+hEqCcSzSqF2AePinqBWIw1i73c3PEsq50HD7CcJMIip/I+HsAk82eWKUJSNutuy+WTR2R/wFiDrWrqpmG3u2UcJrSu8SGwC3tWzQpjNCElpij0q7puimGvfMa6WbNqWpHIWgdKkhNl4VPJ8VQKu5hPROFi2pYYPVVViTLoKImo43CgrBuZxmKNhiTeb84v+OHHn/Krz/+M7dlZKZieu7u9dKzjREyBY39gvdlwcXHBq2++YrPu6Pd3hGFPr/ISG2O0Oqm7ytmKGRyyyDG5GDcn6eyrukG45xmiUJK0md0QJL3TWBFM3N1fM44HHj3+AEhcX7+lbVpiCly/fcM0jmituXn3hpt3b7g8v8CHwOeffUaMgXbVEUNgHHrOLh5xeXnBv/t3/xY/BV68eMGr12+4urrk6kqO3Ytfv+B6+46ry0eg4dXLb2lXAlvs9jvOz85RWuOc40c/+oTnz56zPTtjs93y89/7/TJVJv6n//F/+F616r0omrOag4IXlbU5s3t7IXrQ94PY7sPSsudSSI0zohTKpyVLCImLizMOt3ccj0e25+c45+jHqdxQ3/335xvv9L+ykEgziTov7wcFddPy9u0bulVLDBHrVGm6IpeX57x++UZG8AxZV2AM1ljqyhGriBonlJ6Ief6sAsxXzhadeuJsuyFnKZo5RkLZtGsUTSOnr2k6+r7n5vaO2jlcXVE5R105tF1KWTHQOB33Gd0yxd07lbHeGoWtrAgBYpDEv5zFMEeVZZBSDKPHj8IeaJq6dK+CBZuS7AmliCq5SYWnr8qmNRcsWxxxFCyenJJfc8Kt5zNFwaJT8VV8eA7ngj//Vhu1dKNV3RBzhByxlSh6nv3gY8ap53DYkZJ0ks2qI3jPGEaYEnrqxbiibkVumUXIUFUi5+t1xmiHD5790KNdw9nmjExaspQyeUn1HI0pixRJmDRas91sSEGUSPIBTPEHKNiwVlRNy9Nnz/nsxZ9T1zU5xyJ7TaUrRxZMZ2fSmcfIeNzz7tVX1JWjWzXFr4uCA5euUZmSD6dQxuDLVDLHOOecxMZaG3Lh5GplQMvCUhlT7rky6SldzMPh5vpNwawNx8MOlRNv372Uez3JItVPgeuba+H7lk41Bk8MI7d31wzjRMiF5J7SMmJ/+/W31HXFatWKFv9wEBy/qgHFsTjFv3v7Vq63nLm+flumGri7vYUs7l0p/2X7i//4670omt99zUZND2YwJYjXbrenujwXu/2y5asqKxK2rMQxPUvYmMi/ZJTwBTs87Hd02w2TV1R1w9TLRVrq9QNc7dTdLDhr+b959JTFh5JCrzUhTFjc/J2suhaZYlQpOIGknVj4j14cZzKgjUy6KpdGTokdmgFnDG1TLQB+0oJ1+SkwhUCKZum6Np045ozjxPHYs4sH6kqI6pBpmoa6cqAfJFaqEysApTBK4otn81et5VwYXYLvNORcZJVOCjNZtq7DCHXlpPtUgAOVC4SiNSlJsUkpYYpNmbZzFyznWALh5HgtD9Ly3mYwIOVczm8sWO7pAQcPa2z5u5my0CpZSUomEltVXFxecXv7iozGWINxRsbQlCUWJUtSp1YK7wdS0ljjiDlzOB4xZsBNMr4fh4lvX1+z6jaozQatS1qmOr1HaxTOanFAyiLWePVqT9PWZGpyCqWTlQf+6D2Tlw09MXB59QjnalQRD+RlWpJr/tgfBbrSjtubd9zf3bC7u2Z3f8MnP/pUTHBsRdO0mNqBUsQs8InKCqIs6Hwqzk8z5l4OaohxMZ4WhdS8vFWgWa7pVCZGpeXn5iz5X1IspeFJJFIQjNUpK9xbuR1QOfH65beEaWLUE93mXJICkEyk436PNRpXYDqjJIfLF0nsgqlrJYvkGeOnBObFkzRaqVNO0/d9vVdFU5UbZD4PM6YyUx9yzuIZmTNWKaw1+ClQVZZQtt0KobsoawDpYFxdgY/0xwPdZi3cxPVGckvKHPd/tXeuoZJl12H+1j7Pqvvo2337OQ9lZiAYyyCssUg8KJjgPEiEMAQEVjCxfsQYx/lhox+ORCCQn8mPIALBiogSEkgiO44TC0FQjCQH/5IyI43GsuWRR57X7dftx723q249zmPv/FjrVNVc3+6+NaPpuk32B9X31KnTVatO7bPO2mutvVanMLuo4ty/Ot9evDhB03nObFh1ebrKPnpYYgGSqqpnkXj9TkJXOnO28skJqUWiCS15npI6KIuUNNXpDzBLR3KSkiRCniVqBYr6LUEbu/V7G9b/xzoN1jV1VXF4OEJbzObkRaH5nC7gg+AkxWUpBCGVGh8qU2Ri1nIwA1sIntlNqShypOdma5Sd6nG7eXX9zc2a9+onE2uRUdW1+ch0eaO3nMaudzp0iwzmt9Jurw/zFDGYr+6apS6LmALWyLxYEMUlCb2ypOivo9XqdY1+kmhqW0piBefNi+pbPNr+NS/0ppBm2v+7mo4ZM0Jcqo3a7txiMh4i0hC89snR7lY6axAHSeqYjoc4p2k85y+chxAo8oLaVudg1tR0OqWua6bjQzIXtDiGBWXaoK6J1tZe93prC8U5Uu7s3qCpK7se4M9/+IPZuCzykqIoKYqColeS5QUiWoKtV/ZmtTidTUu6Hke+1ZQ1DTLqL+HEWXEa+7VEOyr4qqVNAsE3s5KCiFA3jZbl81hVLL1Bdkt/BWjbiuHgHoJWV1o/4+j1+uwdDGl94HAw0K4CIhTTwm7Knn6vr7VuM3UXCdpzqkuL0kCkjScrWNw97zqZnoRTpTRt1msWXpd6pDsJyyEGAAAXQUlEQVSHwxH9ft+czbZa23LNqkpXCmBBB0Ev2G4p38WLF7m2s8Nk6pmMJxS9krptyYqcdjqZuzM7ORZ144IVanlK85dFKHslk8mEotACHlnqbBDAxuYG+3v7SFcL0OnUV69zRyOBNCSmcnWqk4jW3yzyblmaBTRQ/RAStUQpU1KrSxmsJiRBp5jOadvfWTQdDUysu5S9/SEHh1OKBs3TDJ6NjXXatqEZTbh3b8D6Ro+zmyWBBM1FtVPU6nloW229kKaZ9RBS5eokgaD+WwCvc2mzNub5t50Fr9N5y+V0DrGVQ2HBoscshO49u5vnfHtx6WuY+ehCCBZzCzhS0qzEpbPCrPTX1qzKVY1vGs0QMBdNN75CcPimUd+2b2jqCZDg25q6mTKtKnRmkFFNK8S37N+9yaUL2xZ0a60KUJceDlmC3mhEmIyn5HnKcDggyxKCb9BeRonmBLQt08nYSqlVtHVlcmn9yNamqz4IeaadMpumIcsKDg72SJzjyuUnyJ56gls3rjOtaiudWFFVE+7cqeYDHFE3S1GS5yVJkpCmOb1ej7KX62+daq/3JBHSLJ9N9eluirayzRPoFSVJ4phOJgSB8+cvsHtzl/NnN7i7f5eLly4AgVu3bnJ++xyJOPb39zhz5gxpmnHz1h3G04at7TNsb19gPG1pgqMoSq6+9SaTyZgnnniS/f09nrn8LHv7d9nePg8C9wYHrPXXSLOUg4MDts9tc+fObfUfHx6CU3fDYDDU6D9zA+YknA6l+Q53VJhZM63dndsW9vcO2Nzc1KkLraZQu/k60qbWor7anEwDHHXTUDUVRVnQX19jPBiwd/cOV558khACm2e2uLN7w4rneq3cYxNBYHZxdosou39C54MMerLv7u/x5JUr1E2Na9RxHkKg3+8xGAygDfN3sbupiJA6cKnW+qT1pE7Is5T1fokTb9WO1NILVjMwcYKknYvA20Ue6BVm6RLoGn6JqG+wWwFFEHr9Ai/QeFuv23jGe0PqqiZPE/Kyr4nZtRZbTlxC16dFZ/UeRM3Jqq5J2oQkgaapKcvSCmaIBocSEJcBwng0JstS+kWBWBaAoFa2nuXWlItN46zBWmcbdKXevA9m+ViaWHfN280sLAx+7z11o+1Jyq1SZy6+pvWZrYm2IsRNS5Ll2k6RAG6ehibWowff0FSHBC/Ulo7W6/VtZZYuY/TNhN3rO+SZ8PQHnmFz86ymhzn7LiHYOJ8SvKdvizOc9LR7aqp9irS9b5i5LNpJw3g84u7tm9RmnbXmnkhSs3qtA4DOdio7t1DXE8QL586d1fYTbctkMqFtW7LcKhQJBOuAMK0m1LVO9et6X4t+BLV+sdmfSxxZqmlTeab9uFyiXSvTNCVNU5595jnK/ga7t15HRDh/sc+FK89o4euDQ3zSwzct46kQkj7TpmZUefbevs4HPvAs+4MROF2L/qev/oCzZ7e5cG6bP/zD/8OHn/8pru68TZalXLhwQevVBk+vVzKtphRZzsbGBt6at+VZxuVLV0izlDt3b7O1ucV0OjG/8VwHnZTToTQxK2ohUuGD5hXihcG9oSZTJ9qjpW26KGliFob+oFpM11mTJvNfeG3qdf78Nj/c28cBw3sHZP2SpmnJyx7V6FDvNhaFn0d8F6fp87l6mO/EidAvS7M6oPHtrB0F6JRnUqs1K7MulszSomaBGZtitA3UlVogOk0Ch67/7jpTznLkwtwCXbDN1NoLQddey2Lwx1NmDieBwXCCk4z+mhZPqKZB/aS+RXoFuD77e3uIQL+nLWtJHaFtTTFb6wQfOBxPyPISkgKssIg4R9N6xocVaZrhPUgbmFbVLIrfnQebT6ui6sr0W7V8LECE6HSu9Y3eQHwXAeqm7+ZkMWsTs8B8cARJLB0N63Gj6/CbeooTXWLaNto2V9DCt0WWmiWc0Xp1sYwnus4b85e17YQkzU2GiqwQBsM7jEabXLv651TTy5w9u00jzvypKnKa6E3Xe+tt02rQR+taasdGcVjLC50eDw8P2bn6FgGhMZ9n29QkqeYiVtOGslbl1gyHBN+SWR2AqvXkSaKl1mqteBWCrfyxNDTvtKFekqzT5C0b686WIuoN2xNoGz9zCVTVlKYNFrzq8ozVRdNf67O5eYZw5zY3rl9nPB6xubnF1atv88Gf+JCuJ5eU/YN9RsND0nKNrTObFGtnGU/3aCWHtKSyTpm7u7tsn79IXVdsndmizFVhV1XF5cuXCQTrc9Vw+9YtNs+cmaVQbW5u0LQNh8MhFy9eQhC9IVT1/DpCHkNLE7Vg9HJzsymaR5d7Hdy7x8UL27MWt9gUMbGWCZ0iSpzmYWrqERA0alnXLUmaUK71oGoYDAZcWF+jDi3rG2e4NTrUQEtg5jieC7a4uRB4WNhf9vsMBwPOnT3LeHyo+XxmBZe9HuPxZJaz1im7LkkgBE9CQpIn0DYkqeaeasDPzwJJneLoJHHSiRBmVpYsiNtZNfP/6K0CryNFtCJ5As61JEVK2wTyTH1baQrD4T5NU1kx3pzxeMLFS5cZHNxjNB5SFoWmfPmWsrdG62Fadz7QwGQ8Ik0yxCUMhwOefuIJRALDg7tozxqx6bTMb1jiTNHPe0Xp6tHOStN0n26QBwsEzabznRvFEJeCeFyaaRFep37TJNHiyC4RemXJKE8Zj0e4/hp5mmjivynrduYP09xcDTbo+BOwG3lL005JUgiTmqs7b3Lp0kXq6YTh4C6XLz8Nea5LKpFZtLurQq8zk4Y875HlGQRVeGkqjIZTAi17+7fZ399Ti9h+Uh+wvj4tk3rKZDphfX2T/d0bmr2QOhKxKHUXPGtba2lsPl9Rd07o2p6Yw702hZUkGWk+7++uie+e6dSKlbQaULSqgXqME65dfYPJtMK3nsl0yrdf+hYHg3u8/uabTMYT3nrrLZJMe5jfun2L7e3zTCZjhocjrt3cZTQ65NqNG6RZzo/9+E/wyiuvcGv3FmVZ8PLL37ExDsPDIf1+H+89b+/saD5sNWV3dxcRyHN1WVRVzfUb19R119Qzo6wN87F1Uk6F0rShj/cLq0hsCnw4mtJ1W+yCKRrkcCBhlhMIap0miVA1qjhnFiG6AuXixYu8/cabiGQWodYLLcsLGkv38KGd+RDn0gF0jurO1zZ/uSwKDvYPyPKc8WSkyjfoNCrPcwuGOFthM1/10fXzViUYyMuMtm0o88ymnN4ill0+gcz8vgtOgwVlLnPndjcIQnduzApzuhSzLLTeZQgtgmezr6XmvCU953lGL+/Zl2zplRnT8SHgCa12z5zWU0IQ1ta3NGhVFHqjctqGtbI2ssXWGQ5HQ9q2tqZu8yWQ6orRxQzqTnCICzPxOye/tzvprKr+gqVto0fPUYCu9/ukavAhpeyXGp21C7tuGlUQVW0Feh2hbRgOB/TLkjy14FVQV01rHRjTLNE+P2b1Vk1Nljiyzn+MzhKaesLN61eZnj2kmo6YjkeUvT4b61uU/ZI01cLLAV0YISKUhfbJ0WR49cUXeUag5d7BAft39xgeDtm6cGEhOIblf2rriPFkzMbGJqPREJF2dlMGc9vMrHrAgcvSmdw+dJa8n+UthtC5QgJZmmoPobbRc5EmhLqFRH3H3WqiIu8a8wW2zqxTN626G1zCpSeukGY5w+GQyWRCNZ0Cgaqe8ubbbxJQw+fgYJ+qbXS5qAhVqxXMRpMR02o6Cy4ejkYa+Eo15W0wHHJ2a4u6rmxxQGKVqLwZT7XeWBcUZBdpdzIPPj6MU6E0QX9WLH+sm4K2refm7k0unN+my//rutOFoMsHtVK3J8u0NFS3YqW1Zmp46JZEFnlGlud47xkdjsl7BeNJZb7Nkf3/uXG2MEu3SL4NV5mpMHBCJgm9fp/BvQFZVjCdTsgLVXxt02oumzh8Xc++rXOmPMX6kfsuCKIDV9fWu1nuIwRN4wh2rt5hW6o8franK+ymX2Q2RrpAjOVNspCfVuSZpSJ1mQSa1jVz9gct6lw3DUmWWEpOoPGBSTVGqoTce4o85969A4L3WpPTaWpInmd2o2jprMOu1Jy6UsJC4CrM/GeNV4unsaityujn7o3O99AtdLff2wft3ePShLU8s6BJwDntOVPXtfYeRzi3vc14MqKaTphUQrtfawTfMjSKPLdoslNXQ9CyatoXSQtZJE4V38bGGvt7e9RVxe2bU4b3Bpw7d4G1tTVGw0P9PUVw1smxv7ZOlqWsb5xZKECtyi6zpb+j0UAtYUlI81wrY3V3Qwm0bUM1HdP21xje22M8PqSfdYW0uxqyet5Aa1qK1SPQIJef5VnOLHcHiaSzQFugc6VoJSa9+YBv1FpOnRo8mgCvfkTNhrAUQA+JgzTPkERr5BaupNcvGY3GPPH0Rba3t9nZ2aGqdUkp4ijKHmmWagAHLA1KZgVjkkRbA/u2JS/ymftkNiNknrUya4sSgpXHU1ySzNbkn4QTK01RL/2LwNUQwsdF5FngS8A54NvAPwghVCJSAP8J+CngDvDzIYQ3Hvzuga5fTWuWRF3V3Ny9xdbmpqbjWIK5D14rVecZzuV068GbWqfiSJj16m5bLTCbJsJ0WkNwPPnkFd58/XUGB3c5V1xAS0oK62vrjAYHsyntfFXlwsm0u9FsCadzlEWBiOP6jRvcvHuXS5cvabHXLONwOOT27TtkeUHqElPIgcw5Gj+/6/vGrILW4yShCQ6Cm6VetUFmbSxM7enAFxb26XZrKTStX9hpX2PWmpfuRqIXQpI4aLGAhf6nd/YfUuvNOciSVNezWwkwEa3mIw76RalVclyKOLVsxCUU/T7j0QgfKoo0nfkeu2rfYKE3J2iF9dkJR9IU3wZ8IprrR7f80pRm0GIY0pWJN4EndcWk1QwBl6e0Yk3eXE5WpAyG9zh37qyuFJIeT3/gGW7cvMbhcEDIcpKuXJgXcpdAEyAk4EVL8KUJIi2+bah9o3mVU230l7iUUTXR9fWTioP9AeJSsjSl7PXICy06nKQp6xubbG+fJ81y1tadWd4tbePxviL4hvF4SK9fUoxLemVhrh2v4xyvHSvbmnNnN7hxdYdqMqSf93XWEIDEFGgSZi6KxtekpNQ+EFoNrrpUV6eB/t5t8ASfUJS55iLXWu196s1t4xxezI2WCCSOuvUEaQkVZGVBaIUkz0mcFrlJs4T+WokP3toFO3BTqroiyRLWN9Y5uDfQ9Ku2Jg051FNCaNXyNqvGJY4sc+SZs15PDakrSJyul9cZqyrYxJSls9mGBgvdLBjpUMv5pMhJ5/Ii8mngI8CmKc3fBn43hPAlEfk88N0Qwm+KyK8CHwoh/IqIfBL4eyGEn3/Iey8IseiZO6r9wzH73g2LamZxm2O2l3hXOeIPPfazwrGvPmzf+839pD7p8Yv7jju73f77/bIPY9lfflHxsuDIuN9R77Ta3xvzd+jCU8f98sfvW/x/75Rl8V2OO7NH39nPto7OSbp3+1HQuaveWXDlL0p4/Kh/t+f/wdfUu8e/FEL4yEMP65ygD3oATwFfA34W+IpJehtI7fUXgK/a9leBF2w7tePkIe8f3v+HHNmWhX1HX3s/ZXjQ+z/o9fvJe5LPO8njfv/vvZznZV77Uf6+9/v+DxsLxx0nxxx30nN7Pxkedv5PMk5P8juf9Fwt87uc9Do6yXh/0Pue5DPfyzg99vHiSfThSb2fnwN+g3nBwm1gP4TQJTrtAE/a9pPA2wD2+oEdv2LCke2wsO/oa++nDA96/we9fj95T/J5J3nc77PkyN+TfOa7ee39JvAXrbP7faejrx1nyS2+7/2+13udRxz9vR82No4+Fn+7xe903O+9rExHP3fZ93nY+57kM+83ft9fHqo0ReTjwG4I4aXF3cccevQqO+61xff9ZRF5UURePJGkkRXwo7ogHgXHyXe/i/pHZZic5GJ+Nzeth32vk3Lc932UrOIz339OEgj6KPBzIvIxoAQ2UctzS0RSsyafAq7Z8TvA08COiKTAGeDu0TcNIXwB+AJwxKcZiUQip5eHWpohhM+GEJ4KITwDfBL4egjhF4BvAJ+wwz4F/J5tf9meY69/PSyTORqJRCKnmPfS7uKfAJ8WkddQn+UXbf8XgW3b/2ngM+9NxEgkEjk9nDjl6H0VIk7PI5HI6jlRytEpaawWiUQijwdRaUYikcgSRKUZiUQiSxCVZiQSiSxBVJqRSCSyBFFpRiKRyBJEpRmJRCJLEJVmJBKJLEFUmpFIJLIEUWlGIpHIEkSlGYlEIksQlWYkEoksQVSakUgksgRRaUYikcgSRKUZiUQiSxCVZiQSiSxBVJqRSCSyBFFpRiKRyBJEpRmJRCJLEJVmJBKJLEFUmpFIJLIEUWlGIpHIEkSlGYlEIksQlWYkEoksQVSakUgksgRRaUYikcgSRKUZiUQiSxCVZiQSiSxBVJqRSCSyBFFpRiKRyBJEpRmJRCJLkK5aAGMIvLpqId4F54HbqxZiSaLMj47HUe7/n2X+Syc56LQozVdDCB9ZtRDLIiIvPm5yR5kfHY+j3FHmhxOn55FIJLIEUWlGIpHIEpwWpfmFVQvwLnkc5Y4yPzoeR7mjzA9BQgiP8vMikUjksea0WJqRSCTyWLBypSkif0dEXhWR10TkM6uWp0NE/r2I7IrI9xb2nROR3xeRP7O/Z22/iMi/tu/wiog8vyKZnxaRb4jI90Xkj0Xk1x4TuUsR+ZaIfNfk/ue2/1kR+abJ/Vsiktv+wp6/Zq8/swq5TZZERL4jIl95HGQWkTdE5I9E5GURedH2nfbxsSUivyMif2pj+4WVyhxCWNkDSIAfAs8BOfBd4IOrlGlBtp8Bnge+t7DvXwKfse3PAP/Ctj8G/C9AgJ8Gvrkima8Az9v2BvAD4IOPgdwCrNt2BnzT5Plt4JO2//PAP7LtXwU+b9ufBH5rhePk08B/Ab5iz0+1zMAbwPkj+077+PiPwC/Zdg5srVLmlQy0hZPxAvDVheefBT67SpmOyPfMEaX5KnDFtq+g+aUA/xb4+8cdt2L5fw/4W4+T3EAf+DbwV9GE5fToWAG+Crxg26kdJyuQ9Snga8DPAl+xC/W0y3yc0jy14wPYBF4/eq5WKfOqp+dPAm8vPN+xfaeVSyGE6wD296LtP3Xfw6Z/H0attlMvt01zXwZ2gd9HZyD7IYTmGNlmctvrB8D2o5UYgM8BvwF4e77N6Zc5AP9bRF4SkV+2fad5fDwH3AL+g7lB/p2IrLFCmVetNOWYfY9jOP9UfQ8RWQf+O/DrIYR7Dzr0mH0rkTuE0IYQfhK13v4K8OPHHWZ/Vy63iHwc2A0hvLS4+5hDT43MxkdDCM8Dfxf4xyLyMw849jTInKJust8MIXwYOESn4/fjfZd51UpzB3h64flTwLUVyXISborIFQD7u2v7T833EJEMVZj/OYTwu7b71MvdEULYB/4A9UdtiUi31HdRtpnc9voZ4O6jlZSPAj8nIm8AX0Kn6J/jdMtMCOGa/d0F/gd6gzrN42MH2AkhfNOe/w6qRFcm86qV5v8F/rJFHHPUQf7lFcv0IL4MfMq2P4X6DLv9v2iRu58GDrqpw6NERAT4IvD9EMK/WnjptMt9QUS2bLsH/E3g+8A3gE/YYUfl7r7PJ4CvB3NgPSpCCJ8NITwVQngGHbdfDyH8AqdYZhFZE5GNbhv428D3OMXjI4RwA3hbRH7Mdv0N4E9WKvOjdkQf4+j9GBrl/SHwT1ctz4Jc/xW4DtTo3esfoj6orwF/Zn/P2bEC/Bv7Dn8EfGRFMv81dCryCvCyPT72GMj9IeA7Jvf3gH9m+58DvgW8Bvw3oLD9pT1/zV5/bsVj5a8zj56fWplNtu/a44+76+0xGB8/Cbxo4+N/AmdXKXNcERSJRCJLsOrpeSQSiTxWRKUZiUQiSxCVZiQSiSxBVJqRSCSyBFFpRiKRyBJEpRmJRCJLEJVmJBKJLEFUmpFIJLIE/w+Lt6gHyO7UpgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "pprint(bboxes_test[0])" + "blended_img = cv.cvtColor(blended_img, cv.COLOR_BGRA2BGR)\n", + "cv.imwrite('/home/adam/Downloads/test.png', blended_img)\n", + "plt.imshow(cv.cvtColor(blended_img, cv.COLOR_BGR2RGB))" ] }, { "cell_type": "code", - "execution_count": 136, + "execution_count": 312, "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "BBox: (0.3375,0.33125), (0.39375, 0.5854166666666667), width:0.05624999999999997, height:0.2541666666666667\n" - ] + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 312, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "bboxes = []\n", - "bboxes_jit = []\n", - "dim = (640,480)\n", - "for bbox in bboxes_train:\n", - " for rect in bbox['rects']:\n", - " b = BBox.from_xyxy_dim(rect['x1'], rect['y1'], rect['x2'], rect['y2'], dim)\n", - " if b.width > .25 or b.height > .25:\n", - " print(b)\n", - " bboxes.append(BBox.from_xyxy_dim(rect['x1'], rect['y1'], rect['x2'], rect['y2'], dim))\n", - " bboxes_jit.append(BBox.from_xyxy_dim(jit(rect['x1']), jit(rect['y1']), jit(rect['x2']), jit(rect['y2']), dim))" + "cv.imwrite('/data_store/datasets/people/brainwash/processed/brainwash_saliency.png', image_cm)\n", + "cv.imwrite('/data_store/datasets/people/brainwash/processed/brainwash_saliency_bw.png', im_saliency_mean)" ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "# random shuffle bboxes\n", - "bboxes_rand = bboxes_jit.copy()\n", - "random.shuffle(bboxes_rand)" + "## Old Version" ] }, { diff --git a/megapixels/notebooks/datasets/duke_mtmc/duke_mtmc_montage.ipynb b/megapixels/notebooks/datasets/duke_mtmc/duke_mtmc_montage.ipynb new file mode 100644 index 00000000..21c4901a --- /dev/null +++ b/megapixels/notebooks/datasets/duke_mtmc/duke_mtmc_montage.ipynb @@ -0,0 +1,323 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Duke MTMC Re-ID Montage\n", + "\n", + "- get file list one per ID\n", + "- fit images\n", + "- create montages at 1920x1080" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [], + "source": [ + "%reload_ext autoreload\n", + "%autoreload 2\n", + "\n", + "import os\n", + "from os.path import join\n", + "import math\n", + "from glob import glob\n", + "from random import randint\n", + "\n", + "import cv2 as cv\n", + "import numpy as np\n", + "import pandas as pd\n", + "from PIL import Image, ImageDraw\n", + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import scipy.io as sio\n", + "import h5py\n", + "from pathlib import Path\n", + "from sklearn import preprocessing\n", + "from tqdm import tqdm_notebook as tqdm\n", + "import imutils\n", + "\n", + "import sys\n", + "sys.path.append('/work/megapixels_dev/megapixels/')\n", + "from app.settings import app_cfg as cfg\n", + "from app.utils import file_utils, im_utils\n", + "from app.models.bbox import BBox" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, + "outputs": [], + "source": [ + "fp_dir_duke = '/data_store/datasets/people/duke_mtmc/'\n", + "fp_dir_dataset = join(fp_dir_duke, 'dataset')\n", + "fp_dir_reid = join(fp_dir_dataset, 'DukeMTMC-reID_evaluation/DukeMTMC-reID/')\n", + "fp_dir_test = join(fp_dir_reid, 'bounding_box_test')\n", + "fp_dir_train = join(fp_dir_reid, 'bounding_box_train')\n", + "fp_dir_query = join(fp_dir_reid, 'query')\n", + "fp_dir_processed = join(fp_dir_duke, 'processed')\n", + "fp_out_montage = join(fp_dir_processed, 'duke_mtmc_reid_montage.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "fps_im_train = glob(join(fp_dir_train, '*.jpg'))\n", + "fps_im_test = glob(join(fp_dir_test, '*.jpg'))\n", + "fps_im_query = glob(join(fp_dir_query, '*.jpg'))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "36,411\n" + ] + } + ], + "source": [ + "fps_im = fps_im_train + fps_im_test + fps_im_query\n", + "print(f'{len(fps_im):,}')" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "a0834d5b927e463ab076f7fad2cb1fcb", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=36411), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "# create id hash key\n", + "im_ids = {}\n", + "for fp_im in tqdm(fps_im):\n", + " fname = Path(fp_im).name\n", + " id_str = fname[:4]\n", + " if not id_str in im_ids.keys():\n", + " im_ids[id_str] = []\n", + " im_ids[id_str].append(fp_im)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['0001', '0008', '0013', '0014', '0015', '0016', '0017', '0018', '0020', '0022']\n" + ] + } + ], + "source": [ + "print(list(im_ids.keys())[:10])" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Help on built-in function sorted in module builtins:\n", + "\n", + "sorted(iterable, /, *, key=None, reverse=False)\n", + " Return a new list containing all items from the iterable in ascending order.\n", + " \n", + " A custom key function can be supplied to customize the sort order, and the\n", + " reverse flag can be set to request the result in descending order.\n", + "\n" + ] + } + ], + "source": [ + "help(sorted)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "from collections import OrderedDict\n", + "im_ids = OrderedDict(im_ids)" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [], + "source": [ + "from PIL import Image, ImageOps" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "33fee82d90314813b914fa80870220b9", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=1812), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "# grab one image per ID, resize height, add to array\n", + "ims = []\n", + "ims_colors = {}\n", + "count = 0\n", + "limit = 100000\n", + "max_width = 64\n", + "for im_id, fps_id in tqdm(im_ids.items()):\n", + " fp_im = fps_id[0]\n", + " #m = cv.imread(fp_im)\n", + " im_pil = Image.open(fp_im)\n", + " im_pil = ImageOps.fit(im_pil, (64,128), centering=(0.5, 0.0))\n", + " im = im_utils.pil2np(im_pil)\n", + " ims.append(im)\n", + " im_hsv = cv.cvtColor(im, cv.COLOR_BGR2HSV)\n", + " \n", + " if count > limit:\n", + " break\n", + " count += 1" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "metadata": {}, + "outputs": [], + "source": [ + "im_montages = imutils.build_montages(ims, (64,128), (80,20))" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 105, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cv.imwrite(fp_out_montage, im_montages[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7f4874707400>" + ] + }, + "execution_count": 99, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(im_montages[0])" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "megapixels", + "language": "python", + "name": "megapixels" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/megapixels/notebooks/datasets/duke_mtmc/duke_viz_bboxes.ipynb b/megapixels/notebooks/datasets/duke_mtmc/duke_viz_bboxes.ipynb index 43007144..cd70da9d 100644 --- a/megapixels/notebooks/datasets/duke_mtmc/duke_viz_bboxes.ipynb +++ b/megapixels/notebooks/datasets/duke_mtmc/duke_viz_bboxes.ipynb @@ -49,11 +49,13 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "fp_det_trainval = '/data_store/datasets/people/duke_mtmc/dataset/trainvalRaw.mat'\n", + "fp_dir_processed = '/data_store/datasets/people/duke_mtmc/processed/'\n", + "fp_dir_vids = '/data_store/datasets/people/duke_mtmc/dataset/videos/'\n", "fp_out_bboxes = '/data_store/datasets/people/duke_mtmc/processed/duke_mtmc_bboxes_01.png'" ] }, @@ -105,7 +107,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "5a4b6187bdfc424b87b2d427dec2a2fa", + "model_id": "7eaff9a503e8426380c71e84a262f448", "version_major": 2, "version_minor": 0 }, @@ -155,230 +157,379 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "cam = 6" - ] - }, - { - "cell_type": "code", - "execution_count": 80, - "metadata": {}, - "outputs": [], - "source": [ - "fp_video_cam = f'/data_store/datasets/people/duke_mtmc/dataset/videos/camera{cam}/00001.mp4'\n", - "frames = []\n", - "dec = 60\n", - "count = 0\n", - "frames_read = 0\n", - "vid = cv.VideoCapture(fp_video_cam)\n", - "while vid.isOpened():\n", - " read, frame = vid.read()\n", - " frames_read += 1\n", - " if count == dec:\n", - " if not read:\n", - " break\n", - " frames.append(frame)\n", - " if len(frames) > 10000:\n", - " break\n", - " count = 0\n", - " else:\n", - " count += 1" - ] - }, - { - "cell_type": "code", - "execution_count": 69, + "execution_count": 7, "metadata": {}, "outputs": [ { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "5ee08cb23c844e009d5ca5bd2ef39d09", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=10), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { "name": "stdout", "output_type": "stream", "text": [ - "629 38430\n" + "\n" ] }, { "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "0f4bafaeaed7461d8ebba036890db289", + "version_major": 2, + "version_minor": 0 + }, "text/plain": [ - "<matplotlib.image.AxesImage at 0x7fa67b270048>" + "HBox(children=(IntProgress(value=0, max=10), HTML(value='')))" ] }, - "execution_count": 69, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] }, { "data": { - "image/png": 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\n", + "application/vnd.jupyter.widget-view+json": { + "model_id": "c1a936c427b0425eb910be1d7115669b", + "version_major": 2, + "version_minor": 0 + }, "text/plain": [ - "<Figure size 432x288 with 1 Axes>" + "HBox(children=(IntProgress(value=0, max=10), HTML(value='')))" ] }, - "metadata": { - "needs_background": "light" + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "9a0e24e13f0c44f4a2574ad5ae3be63c", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=10), HTML(value='')))" + ] }, + "metadata": {}, "output_type": "display_data" - } - ], - "source": [ - "print(len(frames), frames_read)\n", - "plt.imshow(frames[0])" - ] - }, - { - "cell_type": "code", - "execution_count": 70, - "metadata": {}, - "outputs": [], - "source": [ - "# save average for each camera\n", - "im_mean = np.mean(frames, axis=0).astype(np.uint8)\n", - "cv.imwrite(fp_out_cam_avg, im_mean)\n", - "fp_out_cam_avg = f'/data_store/datasets/people/duke_mtmc/processed/cam{cam}_average.png'" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "metadata": {}, - "outputs": [ + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, { "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "d3bdb03e99804938b655e9083d5823df", + "version_major": 2, + "version_minor": 0 + }, "text/plain": [ - "<matplotlib.image.AxesImage at 0x7fa6779bee10>" + "HBox(children=(IntProgress(value=0, max=10), HTML(value='')))" ] }, - "execution_count": 71, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] }, { "data": { - "image/png": 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\n", + "application/vnd.jupyter.widget-view+json": { + "model_id": "43ce9c80dddd42239e718dbd40ba1e07", + "version_major": 2, + "version_minor": 0 + }, "text/plain": [ - "<Figure size 432x288 with 1 Axes>" + "HBox(children=(IntProgress(value=0, max=9), HTML(value='')))" ] }, - "metadata": { - "needs_background": "light" + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "c445c047d97e4825a41b163782f795b5", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=9), HTML(value='')))" + ] }, + "metadata": {}, "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(cv.cvtColor(im_mean, cv.COLOR_BGR2RGB))" - ] - }, - { - "cell_type": "code", - "execution_count": 74, - "metadata": {}, - "outputs": [ + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "59902f9a5cde4daf9beff2eeed60e04f", + "model_id": "77584ca01ac5496689dc6d2955c3d3ed", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HBox(children=(IntProgress(value=0, max=387367), HTML(value='')))" + "HBox(children=(IntProgress(value=0, max=10), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] } ], "source": [ - "# create list of bboxes\n", - "dim = (1920, 1080)\n", - "bboxes = []\n", - "for d in tqdm(detections[str(cam)]):\n", - " bboxes.append(BBox.from_xywh_dim(d['left'], d['top'], d['width'], d['height'], dim))" + "for cam in range(1,9):\n", + " frames = []\n", + " # skip frames\n", + " dec = 480\n", + " fps_video_cam = glob(join(fp_dir_vids, f'camera{cam}/*.mp4'))\n", + "\n", + " for fp_video_cam in tqdm(fps_video_cam):\n", + " pos = 0\n", + " vid = cv.VideoCapture(fp_video_cam)\n", + " nframes = int(vid.get(cv.CAP_PROP_FRAME_COUNT))\n", + "\n", + " # read video frames\n", + " while vid.isOpened():\n", + " pos += dec\n", + " if pos >= nframes:\n", + " break\n", + " vid.set(cv.CAP_PROP_POS_FRAMES, pos)\n", + " read, frame = vid.read()\n", + " if not read:\n", + " break\n", + " frames.append(frame)\n", + " \n", + " vid.release()\n", + " # save average for each camera\n", + " im_mean = np.mean(frames, axis=0).astype(np.uint8)\n", + " fp_out_cam_avg = join(fp_dir_processed, f'duke_mtmc_cam{cam}_average.png')\n", + " cv.imwrite(fp_out_cam_avg, im_mean)" ] }, { "cell_type": "code", - "execution_count": 75, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "#size_draw = (1280, 720)\n", - "size_draw = (1920,1080)" + "plt.imshow(cv.cvtColor(im_mean, cv.COLOR_BGR2RGB))" ] }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 9, "metadata": {}, "outputs": [ { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "37f7ad3c034f4b49ade20a711f76ce26", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=1300168), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { "name": "stdout", "output_type": "stream", "text": [ - "/data_store/datasets/people/duke_mtmc/processed/duke_mtmc_bboxes_cam5_alpha_0.05.png\n" + "\n" ] } ], "source": [ - "# draw it\n", - "clr = (255,255,255)\n", - "im_draw = np.zeros([size_draw[1], size_draw[0], 3]).astype(np.uint8)\n", - "im_bg = im_draw.copy()\n", - "limit = 100000000\n", - "stroke_weight = 1\n", - "alpha = 0.05\n", - "cam = 5\n", - "fp_out_bboxes = f'/data_store/datasets/people/duke_mtmc/processed/duke_mtmc_bboxes_cam{cam}_alpha_{alpha}.png'\n", - "print(fp_out_bboxes)\n" + "# create list of bboxes\n", + "dim = (1920, 1080)\n", + "bboxes = []\n", + "for d in tqdm(detections[str(cam)]):\n", + " bboxes.append(BBox.from_xywh_dim(d['left'], d['top'], d['width'], d['height'], dim))" ] }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "51e8433c791541a48e0b243093582439", + "model_id": "fcdf5a38255540c38c544ccf6b459fa1", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HBox(children=(IntProgress(value=0, max=387367), HTML(value='')))" + "HBox(children=(IntProgress(value=0, max=1300168), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { - "data": { - "text/plain": [ - "<matplotlib.image.AxesImage at 0x7fa5eb1d1f28>" - ] - }, - "execution_count": 79, - "metadata": {}, - "output_type": "execute_result" - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "im_saliency = np.zeros([dim[1], dim[0]]).astype(np.float32)\n", + "for i, bbox in enumerate(tqdm(bboxes)):\n", + " bbox = bbox.to_dim(dim)\n", + " pt1, pt2 = tuple(map(int, bbox.pt_tl)), tuple(map(int, bbox.pt_br))\n", + " im_saliency[pt1[1]:pt2[1], pt1[0]:pt2[0]] += 1" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "im_saliency_mean = (im_saliency / (np.max(im_saliency) / 1)).astype(np.float32)\n", + "im_saliency_mean = 255 * im_saliency_mean\n", + "im_saliency_mean = np.clip(im_saliency_mean, 0, 255).astype(np.uint8)\n", + "im_cm = cv.applyColorMap(im_saliency_mean, cv.COLORMAP_JET)\n", + "im_cm = cv.blur(im_cm, ksize=(13, 13))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plt.imshow(cv.cvtColor((im_cm).astype(np.uint8), cv.COLOR_BGR2RGB))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# save files\n", + "fp_out_saliency = join(fp_dir_processed, f'duke_mtmc_saliency_cam{cam}.png')\n", + "cv.imwrite(fp_out_saliency, im_saliency_mean)\n", + "#im_saliency_mean = cv.blur(im_saliency_mean, ksize=(5,5))\n", + "#fp_out_saliency_blur = join(fp_dir_processed, f'duke_mtmc_saliency_cam{cam}_blur.png')\n", + "cv.imwrite(fp_out_saliency_blur, im_saliency_mean)\n", + "# wave" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ { - "data": { - "image/png": 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pqtFoGKSSy+UUCATU7/e1tbVlHcQ4C2idwWDQ6JKZTEaj0Ug+n0/pdFqJREK5XE6z2cx4+5lMRsvlUhsbG0okEtZlWywWNZvNFAgEVCqVrNcA2AMYpt/vW/8BTV4wi3AeZ2dnOjk5UTabVSqV0ve+9z196lOfMtw/Eono9PRUkUhEg8FAx8fHunbtmtrttgKBgP7Tf/pPxo6hQe3o6Ej5fN5ooqFQSJ1OR5FIxPoNcIqRSGQFh3clTSStBDrSxRx2e0SAqnD47n3nuJgvOIV4PK7JZGKsICAwnpvNZsZ04jODwaBdt6si8Cd8PCs3fl0Kgt8fZgKQxj5tXAZtuPQ9ItPLRjweN2Pv9/sNA6XDdP1716EPSQZLBINBxWIx47KXSiWDMjAuLGoKeMFg0IyPJPucaDRq0IlbxPuwi4hjviwqdOEMcHS+L5fLqdlsaj6fGxMFVg7GoN1uK5PJWAFUkk5OThSNRtXv99VqtQw/3tjYMHmM5XJpLBt6FTBqk8lEyWTSisPj8VilUkmDwUDhcHjl2tOpS/TNAII4PDxUsVhUrVZToVDQcDhUrVZTuVxWsVg0qKTdbuvs7MykN87Pz+0zg8GgAoGAxuOxYrGYRbI8DuQFlVS6CDaazaby+fyKjk8kErHzSiQSikajGo1Gikaj2traUjKZ1Gw2s88BIqJQHI/HDbKB5inJnJX0JLrn+9rtthnlywIPv9+vWCxm98993M1WYWO5cij0WjCX3UADqO+jjCsH8EM2PigLuCwDmE6nViR8vzEYDN4TUV9miN3/3cYnnut0OqYp835Oy9UGAnrAAL4fnLJ+jqFQSKPRaCUKOz4+vtRYj8djhUIhJZNJ3b5925yOdLHYB4OBYrGYKpWKut2uPM/T/fv37TsTiYQKhYLC4bBGo5EZGPRxoP3B4KjX65rP50qlUnrrrbfsmJLJpD3n8siHw6Fms5nOzs7k8/nUaDQMr06n04rH42Zow+GwdbmGQiHl83nlcjnrngVLx4jjJKkFhEIh7e/vq9/vWyQ9Ho/VaDSsRrC/v6/JZKJ8Pq/xeKxyuWw8+Gw2awaG7/T5fIpGo4bBJ5NJRaNRpdNpa7Ki2cvn82l3d9cyiYODA8ViMW1sbFiPQblcVj6fV7lcNtrpZDJRKpVSOp3WZDJRJBKR53na39/X48ePzeF96lOfUrFYtPkIhNTr9aygnMlk5Pf7NRqNrP4A+ycQCFhWQ41AkkFrBBGc99MG2RcF+lQqZWwmMovt7W2Vy2W1221b451Ox4rO0Fdns5kajcaKFlA4HLZ7EQgErO+BORuLxcxZPG9/zZUD+CEbTzOoGGomJYYGlgVp4/7+vh4+fKh+v2+NO5JsMVFQJEp25Q0oZLl0wHV1Srd93sVE3ZZ6XhOPx/XCCy9YkYpICzzZnbSoOIbDYT169MginMFgYMfrGnMiRumiUPb48WM7FpwUbBMXJ59MJkqn08YUoShK8Y2I8+2335bf7ze4AAkCioh+/0WXaqfTMQfgXqsPyiSi0ahyuZzG47ECgYAxT/L5vFEnoTuiUbNYLMxgAQVIF81OcO+pEbiR/v3791UoFJRIJDQYDCwST6VS+sEPfmCid9A3o9GoqtWqXbd0Oq1Go6FyuWyRf6/Xs9qAO89QBiW6heni0i3prOXacV8nk4neeOMNtdttnZ+fm2Esl8v6t//23+qzn/2sHj9+rJ2dHVUqFd2/f9+YRZ1Ox2oRqVRKqVTKqJXAidQoxuOxXV9eg/OEzVQqleT3X/QLUM9grfj9fssQmO/0PSBDMZvNTHgQ57RYLPTGG28om83ae/L5vE5OTjSfz1UoFKyzmkHHdKfTMec6Go2sEMz5k4GUSiX1+/1nhhqvHMAPyViPytefwwG4kQg3n0kHQ4OJiDQBaTCPuwVDJioGNxwOW5ScyWRUrVbfg2PzdywWswKa+zh/j0Yj3b9/f0Vxc3Nz02APN4NAZgEDvi6A5apcSlr5G7iEAVzwtEXg4q78j+oklD8cHLIGGAY6U0nVwcvH47HhvujmwH1n4cKh53U0XLkUTaJTeOk4JVf1s9frqVarWcGQa1AoFBQIBFStVjWdTpVKpRSPx5VOpw22475A3UTRM5PJWNAQCASUTCZN+I3zBJN++eWXNZvN5PP5dP369RWxN6LpVCq18r5/9+/+nSl++v1+owVns1lNp1ODeZBpoGGLZqlYLGa/KSQDm3H+LmzCD/AXGShzi74CCuqhUMjYTZKMvURwglaS21/gOgg+53mG6ySn06mSyaS63e7KvIW5xJoFTstkMhYAAWNRY3meceUAfkjG0wqaTFyM6zpODtcarBvs003XY7GYTVAWLtFqoVAwGEK6gB1ms5mxJly80WWQoJj4NByf17ssIEkrWvPwniORyEoGAAyAlgwGm+8lfWeRu6yNjY0N9ft9M8xPOya3BjCfzy2qRVqg1WopGo3qrbfeWjlnon4+ZzgcKhqNWnEbQ0ZmUyqVNJvNlM/njelBYxELF9XKw8NDBQIBHR8fW9MV+DIUS4TZuJbcd1g2wBA4Bq4BUSz8cq4jcgoEEjQ8ubWKYDBo9+Ob3/ymOUoYOfV6XbPZzJg3g8FAr7zyiv75P//npjfU7/d1enpqWU61WjXDimYPkSzFUwTdJFkjFc6UuQr8Ad7v8/lUq9VWjo/PYO651w1YxR1E1kCmMJX6/b5lgQQDzG96Ilir9LwggZ7L5bRYLLS3t2eO3u+/6FlIJBLq9/sqFovK5/M6OjqyY8rn87b3ARRXeifW97dwFVWfdVw5gE/IAItdzw58Pt8KrQ0IgCjVxeoxYq4TgZHgshd473o9olgs6ujo6H2P0y2Euc4LHXtwWgq3pNTr9DWiwocPHxp+zvGTLfB9sEa4TmQYLGQ30v+wRV6uPT/IBQP9YCSBGBaLhUajkd5++20zmODERHrcq0AgYPevUqkoGo2aXDPHjMPCSGLkiXDJ/trttr2GngG4825hFdZOLBaTJHPmsGjq9br6/b5F8vfv3zdHDhNHknX84kw4p+l0quFwqE6nYxkZ/QhErkTOXEOuGQaXz4CDf35+ruPjY2MBke36/X6Nx2OL6nEChULB7jtZB3OCv4GeiLQxysBasJhyuZzK5bJlcTiDeDyuYrGoVqtlc7nT6RisFAgEdP36dZPSdiWqCbaki5pWOp1WLpfTjRs3lEqlVK/XrYZDvYlrEY/HVa/X5XmeBoOBZQ7Py3y7cgCfkPE02iNGHCghGo0a24Podm9vz2Rz1x1AIpEwiYD1jVE+KsOAgRAXYl8uXQ7cGQPKINp2o0B3QCGlQQaDjJ4NTsVlAXH+MC/c3cWeZcCkoS7Ae2GnYCB5DskBmqj4jOVyqVarpZOTE8PrEWlDjx4jkclkLBqXLmpEu7u7Go/H6na7xmiiWAztczgcWkPW+fm5Njc3jVXUbDbtdVxfmEpEl7CWoEjiLIjWURDFGbN5y3w+NxYOMCKQIjAUkfv5+bmKxaIZ7U6nY9Th3d1d67yl1sAc5VpgvJlfQFDcWyJjjL1bsyKLpMhMkR15ilwuZ30LrLF0Oq1YLKaXXnpJjx8/ViKRUDqdtih/MBhoc3NTR0dHOjg4MIfX7/e1s7OjarVqFFoy30AgoEwmo3Q6bTUDGrkePXqkbDarVqtlLK1QKLTCVut2u9a412g03pPNfNC4cgCfgIFxkd6rBQLVEk6zO8rlsiTZJCX1TyQStjByuZyq1aqxOKC9ocWOEX0/lpELqVw2cEjrUTkMFlfFEYNKRHxZBO8aWZcNgRBZr9ezQhgGW9KKsZRk8If0pPmLAvYH0WMZLsy0DjW5j603Dz2N7UXBj2J9s9k0iWEyqnV8nGJ+oVCwnbygOkajUZVKJcXjcY3H45XIl2idLJLiY7vdNl4+rx2Px2q329Z9TMMXtF7P8zQcDtXr9awfYTgcqt1uazweW22Jc8ARd7td47in02kzwETWjUZD0WhUxWJRhUJBx8fHBhfGYjGDmHg/NODt7W0TlQMOotkMyIrmNTT/M5mMUqmUisWi1Wza7bbRcsPhsFKplNrttmkExeNxNZtNVatVnZ+fy/M8nZycKJlM6uTkRIFAQD/4wQ/0p//0n9bbb7+te/fuyfM8vfDCC3rw4IF1NXPfyaw4VtYCUT4kisnkYp+Fx48fa2trS+fn59bZDfvuWcaVA/gEDJd/7Ear6xlBr9ezhdvr9fTgwQNJF7DB4eGhGbtarWYL0efz2cImynKLnEQbrkSDewywEYiiXAgIhUcUDX0+nzY2NgwnZ4ITIbIxCcVNdoFyC8tE9m62chlFDyNCTQS8NhgMmsNge8112ikY6mUGfb3LOJ1OG+REdO9+hjvcjOOybmNJlsm415cImfcT6VMIjkajVigeDAaq1+sru24BIVC7cGEsagqxWEztdtsMPoYexlQmk1EsFjNnDgyFw4Eu6eL5XB+0cKDUUqOZTqdmzOn4hSFDExtbZ+bzeSUSCaPjEpz0+32TpHZZaJ1Ox+im7AJ2eHiobDar8/NzY9L0+33lcjmbd+l0Wufn5+bIUqnUCsuG3zRlBYNBCzrOz8+Vz+ftfzagAfqhaEzNZTwea2tryxhp6XTaNI8KhYIKhYIqlYoCgYBBPtQIyNby+bwKhcLKbmf9fl937tx5z/y7bFw5gB/R4RoVCk7rTCMm5GWG7Vk+X3rSRQruiyGErkhzEfxlZITdz5CeMJIoeOJ03KYb1xk87ZiIZqUnjgHYgCwDxyY9MdRuGz64+GXZxzoUBwQFXEJR1JUt4PUcv9to5P641wNs3YU8JK3QBOGDu06HLKjVamk8HiuVSqnVahnXPxKJGASzsbGhl19+WcFgULlcTqenp0YXpQs7FotZgRFDjawBBdnd3V3l83l5nmdwFb0WRNN8L44djH+xWKjdblvE+vbbb5tw2vb2tu7evat6vW57CN+7d88czPHxsTY3N5XL5dTtdg3HXx/UIOgFcAkQzFXWyGAw0Gg0Ur1eN52d0WikeDxuNSxgU4KmxWKhfD6v2Wymzc1NY08hqAc98+TkRNPpVDdu3NDNmzdXyAFQZclkELvDgQPRoQs0Go1ULBYNHUgmk9rb29NisXiuHemuHMDHPFyqpCRrLvqg17uqj7z/aZQvojswfKAC/gcPBSKAQQFzxIVCPmisGzF+er2egsGg2u22MS/a7bY17nAu7qCg+X7X4oOOxTXQru7O017D825Efpkz5Hpd5kgpsPNZFLPJUqhDkE2BC1+2ITgZACyi9evB8fM3w1VbdYXQwLA9zzMWDsXT+Xyuo6MjjUYjbW1t6fDw0FhU4/FYR0dHKpfLJt0wHA6t+9rVFzo6OjInQXaJ4SPCD4VCtgEL0gxkDkTEUFdhoZG9EQlHIhG99NJLNjeZ0zgW1hKPw/rhGICiXIYRmSvzH4ZQKBTSzs6OwuGwOp2OwuGwms2mdUaD4/v9F3smU7OiWa9SqWg2m5kE9sbGhqLRqB49eqTbt29b1E9GwG/Oo1wu6/j42ET59vb29Nprr1kxmqzg1q1bdi273a42Njaeq3Z35QD+mAcR1dPGugNwBxEP0ZlbCHQhErBZPsOlNfb7fYOAwGMxMuvR7vuNp2UY65ADi02SRTfSkzqHa0gpinIuKDM+zygWi6pWq5cebzQaXWEeXVaneFoNggEmzLFj0FwhPKiIRK4UqZH+pRgI3S+TybzHKTFgoXD9iApx8s1m09g11Hzq9bqCwaCOj4+VTCb16NEjbWxsGOedxieKz9lsVoPBwOSRo9GoCoWC6vW6/H6/qZL6/X6rJUwmE52enlrPR7PZ1OPHjxWLxVSr1TQajVSr1YxGS/EWuIc+DDaCyWazVkjm/KDGdrtddToddbtdOw6u43K5tP0Gtre3LYgBZqTIXS6Xdfv2bb355psWtU8mExWLRU2nU+VyOctwuKcbGxtW7L527ZoymYx9Bw47mUya0ujLL79sdN/NzU2VSiUz4BwX30FNhezKzVoodruZCoV5ss2DgwM9fPhQpVLpuXoBrhzAH9J4Vl3u9QyAyfVBRRsXCnExcelJNEbkt+5U8vm87t69K0kWwaTTabXbbZOXpZEkHo9bFMJzHGcqlXoqDfSDDCaFSyJsSRbx8DfehWfuAAAgAElEQVQGlGtE1O0O11HwHXSbrj8HDc+N3J/VoT3rAFaiuA69lXvgsptcES8ygMFgYJueUxzudrtmzMjWXMgNCAh9GowCdNNsNqt4PK69vT3dunVL169fN2mKcDis3d1dVSoV3bp1yz7X1fdnPpEJ9Ho9k5pYLBaq1+tqtVq6du2aGW4cFtLNSCkgDgd1MZlMGuOFLAWHJcnOwZVaHo1GOj8/t+uby+UMJoG80Gw2Vza8py+CQm6n09HR0ZFlCefn5+acXdG20Wikfr9vx0b2hrHf2NhYafJzpalrtZo2NzfV6XSUy+V0dHRk8wFmFtRWagdkP+58pWP+9u3b5lzoPSBw8DxPmUxG+Xxe8Xjcrk8qldIrr7yi3/3d332m+XvlAJ5jwAb4KGMd5riMQeN+j5sBuFGAJJvsroAWW9i5G4ek02nl83krELHIMFzwtQeDgTzPsyIw+uWSrNDoFkaJ4NzIF4MPtITMgNuxySCSdQXl3I7ORCJhlD3pIprHERG5w9vGmbhO8jLM3oV41mGf9fFhncVlxV1ptbjs/mC41plWuVxOuVzOuPDg8sAw1F8SiYRtkziZTFSr1bRcLnV+fm7NSZPJRA8fPlQkEtH9+/et+Pnd737XoJsHDx7oM5/5jF0XDDv719K4RX0D5dBcLrfivCWZbDSEBCJs+POtVstoi8lk0nb0IoChlwKoxdVJQgbE57vY4pHiNbBOt9tVrVYziikceeQvFouFyTOwreX5+bnK5bLVJdwN38Ph8Mo9gmHlMniYe0BMy+XSsqpkMqnr16+bwadJkYyHcyZLxOnzXWxiMxgMlEgkVK1W7Z52Oh2Th6Cn4nmy5CsH8BwDGYCPMp6l0Op+z7oDIFtwI2SMJlhlq9UyWCIej9skd6Nm+ObovW9sbLyHOYPxwcgj2oVxhRcOw8KVUfb7/Su7P2GIXbohzUYohqLJ7mYRSFpwXVqtlkX8vAY643A4NMz7aTAWj7NIGW6h/DLo5YMGrBTwfSJL+hUw3rPZzArD/CYCJLoFA+d9OFcw6slkYvveYuwwOMAQvV7Pei+63e5Kf8FsNrMGIpw6MAv0SuQiuAYUQtFFgiWEY/c8z16PEcRZcK+gW+L4MazoIdEExvsowBKsTKdTozxz7MA5QC/M562tLdPzKRaLRkdFgTWTyWhjY0N7e3sqFovWo4IjQ8BOusiwc7mc7XKWy+XUarVMCjuXy9nm84lEQufn50qlUiZtTZbi7q9AHcNl4wGlESgAGZLlvf7666pUKjo8PDRJiPPzc4XDYR0eHtpc4vo+y7hyAB9iXAYluI+t83BddoILb7idgO5ws4LLolC6d591XNYRi4Jir9ezbk1qAM1mU+l02hgFOKB1HXNofOvHy6LncV7H5OY4iLRcQ+3+rBtw/n5abeJ5tsej05jvcgvGl12vy4rC7jGgK0MBHIfm4rFAQKT5OFBSfyiOi8VCGxsbJplM4xbHO5lM3gPlpVIpa/Y6Pj5WvV43x8s9cP8fj8fqdDrGsx8Oh2q1WissGdgmRPIwuUKhkGkccX4u/bPb7ZqOTjQatc+Nx+MmpIcTzufzkmS1HtcAkmViJCORiGq1msFZwCLL5VL/8T/+R0WjUe3t7RmeHggEdH5+bp/JZ5GxHBwcGJ0SPZ50Om0qnjggV5spGAza+VAvwElTfC2VSqaUWq/XrY7B904mE5NEJwuRZGyt0Wikzc1N22WN3ohut2vdyMBCbOZDliZdTot+2rhyAB8w/jBwY7cQ6ToAJvZlRWAMDhEtrAEYBxiAYDCovb09Y5kUCgUVi0V1u10zGtvb2/Y9LDxS0U/KAA5yC6ySLCJ08X5Sd177fmPdsLuR2XpRm+cvo9i6PH33cQqULqPH7/cbd300GhnX/uzsTKFQyGoAyAuAb4N9U9BEshn4B5ghn89rZ2dHg8FAt27d0mw2U7FYtChxd3dXyWRSu7u7Rl2FlgkvfTKZWJcpkX4kEjF8PxwOq9FoGMSTyWTUbreVTqd1dHRkTUo7Ozuq1+vmRHK53ApFMp1Oy+/3q9/vr+hW0YiVTCaVSqUsUp/P5ysNX8ViUdFoVF/84hdtpzHmwN7entEs3YLxYDCQdFH3wMACOVUqFavLSLJsZmNjw2CnjY0Ny4CHw6E2NjaMCgokCdRE0Z56BFlfPp+3vh6yxHw+b4SM+Xxu0CzyGdRkoP9yPK6u0I9dJ/DzGuj1KJEiy9P+dz8f+pcLP1z2OtdA8b8rJcvrLyty8hhOYbFYWPSGwej3++p0OnY8kixa+MIXvqC33nrL2tDRfzk5ObHPZGEBW+RyOaPfsXjWewcwsGwDSM0BZwI8QQawzmLhc9YbnZi4wBxuHQGWDAaecyWb4LiIcBeLhf3vFsUvG09jKT0NAnLvm8/n0y/+4i8aVMC9wMCQ/SAlQL3C8zz9i3/xLyyC4/796q/+qv7iX/yL8jzPNlHZ2NgwwTRgtmq1alCX3+9Xq9WyaBQsejAYqFar6ejoSKenp/ryl7+s8/NzvfLKK/r2t7+tYDCoN954Q1tbW3r55Zd17949bW5uWqbhzjsicGQqXAZNoVAw50NXLAEIkfTGxoY+/elPm8HnXlNADQQCBr8sFk9kmdH68fv9JmNRr9f1wgsvWJaUyWRMNA8aKLg6dQ9gvkgkomq1quPjY+3v75v8CPg8XcxE2kTmwFMwgIBX0GiKRqMG7bFeyPKArk5OTsxJPXz4UNvb26rVaib699JLL61kSDTNIQ1NsIhxd9eKa/CpQzzv+MQ7gOcd6xucrDsQDME6Bs/flw33cSr4ULlcvjKLy5U+duWcGRhbKH4UdWDqMDEYLMp4PK6trS1rrGEnqUwmo0qlYsUnsFQMNun++jm5qos0dgH9kJUQ2bgQECl+PB5XqVQy48S1od09mUwa1uyKlgFRuVAMjgO4xo3yMcrrTuuD8Px1yInr4GYBhULBGmugIr7wwgv6nd/5HZ2cnKhQKKhWqymRSBi23m63dfv2bS0WC2WzWR0fHysajRrss7Ozo4cPH9o8CQaD2tzcNByegqArnDcajZRMJu286TCdzWYG6zAnYN640IeklYDBJRBwb9lzIZ/Pr+g2gU1zn09PTy2iR7I6l8vp8ePHymazOjs7M2bO4eGhDg8PV4ILCrXj8VjxeFypVMrmejAYtOtI528ymTSWEgylYDCofD5v+ypcv35dk8lEGxsbkmTCe/QQwBoCJkMMT5IVipFGodbGNeR6wdV3IRg360OhFkPMcRKMEMjhmIBqCOw4d5wfQQ8BQCgUsrlJjYh7+zQiwweNHxkH8Kz6F65Bd6VgXVjG7d7k/3W4xK20u0XJy8S9XJYAN5mmlEAgYCk/34GD8Pv92tnZseIe0RHnSXRLyzvOKxwOq91um5Z/KBTSw4cPLUqaTqfKZDLWkYmhJq3FELFJCI+jh0LHqes4XAdAFkVBmkyB6JX6BdEyRh0NnHWDvI7HP61e4BahL2MBkW2RZfGTyWTMMBFVsbDp2g2Hwyv731KfSCQSevz4sfx+/4pYWqfTsYixVqspHA6btC/XwVXFPD4+NtotstCuBDa0ykKhYN3UwWDQHCMigH6/33R/0um0ibHx2kgkokKhYPeEY/U8z0TIcDyDwcB2EIOxcnZ2Jr/fbxlkIpEwHL3dbpsRh0Tg1jrIgIm83SibAj7U1+l0qrOzMzUaDTUaDdVqNaXTaR0eHqpUKimVSunk5MTmM9tjwoLz+XymMgpbBmZSq9WyjlvqNMBOdDsT+bfbbdNb6na7NpeQiqDAy5qA+CDJHCRaR9xzcH+65zHcGHrWA3MMJ+8y+AgQqV09T8+OOz60A/A8b0fStyRtSFpI+sZyufzHnuflJP1vkvYlPZD01eVy2fQuXNU/lvQVSQNJf3m5XL72Yb6bXbBoO69UKmY0SePd4hSD5+Bdx+Nxvf322yvCWESrGxsb1gruGmd+s4sUaT4RBMYPPJdolU5H6GVg9ERvpK8UASnsHB0dmTOZz+fa2tqyYpPL+WcykKazkcdyudTu7q6Wy6Xa7bZqtZotsNFoZAybdrttUsJMNGABJiJ1AyJUoup1g7xerMUpfJwD1clKpaIHDx6Y5AU9DsBywDik1YvFxa5bbHAOnOCyd3DGrgHd2toyw0JmhPwBBUY3QnfFyGh84nvWWUrFYlHL5VKFQkF/6S/9JR0fH2t7e9uMCYFFpVKxWlA8Hle1WtULL7ygRqOhYrFokTYOrVAoyPM8099B1oHIHM775uamptOpKpWKzQGYYjgKSA1QQYF58vm8wXMYVmiNOBHOfWdnxzIFaJ/B4MXWlaVSybarxNFvbW3p4ODAgqh+v6/9/X2bx+w3gWaPpJXduriXGGEXP+deuYV31kooFDJqLuwfMuPBYGABDs4HOM1t7oJC7doq6YleFPffZa25j7s/H2V8lAxgJul/XC6Xr3mel5T0Hc/z/m9Jf1nS/7NcLv+e53l/W9LflvRLkv4rSTff/fmipP/l3d/PPUiDiEbwvvBgJV3KksFoBYNBdTodVSoV2+qPFnnPu9jEgwmSy+UkXXhz3ksqxnZzGHa/329Vf6JLCkpw6vf29oxJgQEgKyFlhHJJROXK9GIgiGhcTnWtVlO9XjctHSAG6gaSrMjFdnswE6LRqBqNhk12Cshu8ZNjYyBpi2xzNpu1/QdgFj1LaupCLtQZgKnoCGWzjFgsplKpZJ/Jbl1Ey9JFcQ+6aDabValUsutML0W73V6pV0QiEZM+6PV6thGLu0sTjUjwu2OxmBXd2fgFeuXNmzc1Go1UKpWMHYOhg7br3n/mXDgc1vn5ucFPUBm/8pWv6MaNGyaJDBZNNsL9caNnOnEfPnyoXq+nd955x3R2KCxWq1VzaI1Gw2AVDBTsF2iWMIM4ViQiQqGQ6vW6dnd3TUvn/v37un37tt55552V6JZIGJYQ781ms7YZCnObzIstESkCo8SZyWQ0mUysKYv1gIMmyqYXAfy+1WrJ5/MZ5k6xHudAlga3nyAO585ccpv6yNrJynA2OAc6vuPxuO37SwCIgwSJuMzIrxMdqAcghwEs9TzjQzuA5XJ5Iunk3b+7nue9KWlL0p+V9F+8+7JfkfRbunAAf1bSt5YXZ/Ntz/MynudV3v2cDzXWYYG9vT27mOBwbkMVhiYUCqlUKqlQKCifz2u5XGpnZ0dvvfXWCm5crVatAQplPzBrvheJ3clkokqlYouExhPeD+bJD5OKwlu5XLZUnNQRKVrnmltBbT0SGw6HKhaLtqWfJPt86UkmxOSGF07mw+QDqyYT6vf7yufzK/vOMlnJOvibH7cxLB6P68aNG1YL2dnZWdlTF1XGcDisXC5nEzkUCun4+NiiR7BQnE4ikbDryCIaDAYWZboF83q9bowLsiV2r8JZI0vBht75fF4+n0+VSsVktXO5nDnERqNhmQQSvBAMTk5O9ODBA7VaLfV6Pb3xxhsGu2HYj4+PJT3ZgY1mJl6D4BgRbLfb1fe+9z2Nx2O988472t/fV71et+Jqq9XSq6++qsFgoGq1qtFopNdff11f+cpXTIOe6wLjpVQqqdvtmgPFuGFgcAAENlAkk8mkKWpCCqAmAWxEAAGkyHpgjoG1w1n3+y8a3Pb39227RwICHDv3czgc2jyEXIEYXDabVbfb1fHxsQqFgjkv4KdUKmUNaGyLiUihu48GkCcoAHYBeM0lfODEcKrUZqRV1hgkBSAe6mdkTfx/2Q9Q13z+ZBtYd91hh95PV+yy8YdSA/A8b1/SZyX9f5LKGPXlcnnieV7p3ZdtSTp03vb43cdWHIDneV+X9PUP+k4mDBKy8GzdotV6AZf0F2ii1WoZ0yIQCOjRo0dmGMBgid5hGvB/IpFQNps1bJK0FmyVDlhSTG7c3t7eyneGQqGVzc0//elPy/M81Wo12+iFSYgmC04DJ+cWYVm0p6enhs/W63Wdnp7K8zwdHBzYtYKtATYsyY4nmUzaJhQUk8PhsE5OTuz7wExdDv06DLRcLvXw4UMFAgE9ePDA5Gw5H7RvgsGg7ty5YyJiXHOXM+3z+aygeHZ2Zpor8MvZXxZj5hoP1C9PTk5s8wy3exMqIl2mcPnb7baOjo40Ho9tz90XXnjBmu1arZZtvELh2mW8JJNJ07dhQxS43IFAwGiQu7u7Nmdu3rypSqWiWCymra0t9Xo97ezsmIFGT4ZAgTlycHBgTBwaAWHrkAnR+Y2RRZHy9PTUAgeKjBwjeLT0hORAkLVerHaVPwkq2L8WoTgMcjabtf2K2YmM11JsZe26EClSEewCFwqFVKlULGPL5XL6zGc+oxdeeEHtdtuK52SE9XpdjUbDAhWgJuYc65egAiiVTnlgHFfCARRiNBpZ/QfKJuubnfvcxkiu62XQDjbCzQL+MGAfd3xkB+B5XkLSv5b0i8vlsuNGrOsvveSx95zJcrn8hqRvvPvZl54p0SUwDUUlJgDGn0nJhHQbJVhgN27cMDpaqVSyBpDlcqmtrS0Tqnr06JFF52C90kUxKBqNWiGLiInIeTabWfrJhg+oK6LBc/fuXYuy4Yifn59bAcyVJ0ZWoVqtmuHyPM82IsfwZTIZY03AE0dE6/z83K4FOvHT6dQgJzjHi8VCJycnFtG99NJLpkMCO4n0lokNHu0yHtZrBNwXrnU+n7ciootHk/qHw2EVi0XbMm9ra8uieZ/vYt9gupjJANFbgeIaCoWsTZ7CL8VJGprcBiSXmcJ1RvMllUqpUChoNBqpUCjo9u3byufz5uRns5kKhYIZ6ocPH1pHdLfbVTqdVq1WkyTT9D87OzOn9tprr+nzn/+8/sN/+A+6deuWzs7OdPv2bXPo3/nOd/SlL31JZ2dnJtBGEbzVapmhffPNN1Uul7VYLIw8gHMtFApWkIe4QHGcSJL6CDg4xm84HK4YKLIF3oshZR1x/69fvy5JFkyRnS/f7ZYls4PvTkcygQRYfbFYtHXNPGSvA17rdhvj0AKBgDqdjjkOCB6cq9/vt+h6MBgYc8iFXliHnD/QkNsUR3c1r+feuPbHlVXhsWcZzwvxfODnfZQ3e54X1IXx/9Xlcvm/v/twFWjH87yKpLN3H38sacd5+7ak42f5nj/xJ/6EURgxHJVKxQxZuVy2gh/QTSaTMSM7Go3UaDRsEQAbULwF00skEsaAcZkqtKc3m03bIzQajSqdTmt7e9vYPhRwJRmuPh6PjZng9/u1tbVluD4a6tPphUZ4sVi0c4XbzY5N8LuTyaQ12dBMMp1OjREBrAUtktSR18KecHV/2u22JpOJtarjSIGy+GGB8l4WMAYWx0xEJD2RZJZkRgSePDoyLF6ko7nPsDZms5k5T7I7F5/FiEkXEerp6al9H3g2GkrcY4rc4Mh+v1/5fF7pdFqVSkXBYFB/8Ad/YAwpNPJp44cAAK4M5ATlF0yeTut6va6XXnrJNg2BHcW1BaLhnkFw4HoCMzC3iEjRtMEY83me55nxBaKMRCIr++bCoUcA0N1snN24er2eGo2G7UYFDILjH41G1vgFVEUmRDAC7MeccNcymDjXixoQhWo2POFauPOKLMUt4AI9NRoNjcdj4/y7daZMJrMClQCh8DwFeqAcV6AQiihOF6YXUA4wD2SQyzS0yNxdo+/CTK4j4X8+n9fy2EcdH4UF5En6pqQ3l8vl/+w89X9K+u8l/b13f/8fzuN/3fO8f6mL4m/7g/B/2rU3Nzd17949mwAu7zkSiej11183HJwmmFgsptPTU9vmrdfr2e5VxWJRJycnFrV1Oh3t7Ozo8PBQ6XRapVJJ1WpV9XrdpHmhz+3u7loUtbu7q3/1r/7Vh72ENt58802LStvtthqNht566y2LxB88eGCt+2wCcf/+fTMuuVzOmodwVjAzMNywWBAO293dVb/fN8Es2uxZKGDF8MEzmYw9RxEWGAejCp4PNIcTwdASyaNZHolETFAsnU6rXC5bBkBjEJEzcAoNROVy2QxuNBo1lUlSeukJHx6YC2NBhojBYiEBQ5AN5HI52/Bb0orRIg2HKz6dTlWr1RQKhXRycmLsn1u3bq1QTqE/EjSw6Mvlsur1unHvx+OxRbfUbTh219nQCU0xmUCGyNXljXe7XXP4OBR6RtgjoNfrGR3Te7dhENkHAhZojOzvwJwoFAomIUK2RpczjgO2EMcJc4jjcXdvI/PgeiOZwIbpFKMJ8qhtsAsY9S2cJU7y6OhIwWDQri22gaCD+xqLxcxB4pTJgIH4XMewXhMDAnNpnutFXuYeDEIc9/uNdZbYRxkfJQN4VdJ/J+n7nud9993H/iddGP5f8zzvFyQ9kvRfv/vcb+iCAnpHFzTQn/+gL5jP52o2m1ZNn0wm2traMgolkejW1pbRzihEMWmIgMGswdaTyaSkC48MEwZGC2k/zRbQ0n76p39agUBAr7zyikWMkvSbv/mbms/n+tKXvmSNPdKza9O8+OKL9ncymdTBwYF+7/d+T6PRSO+8847x5ReLhTY3N02Iis2ki8WiFbvg9iNIBoPm1q1bun//vnGoo9Go+v2+0um0rl+/rkajsVJ0ms/n2tnZMTjLHbBUYHFMp1M1Gg2b8FBgYZtAN4Rj7qa+LBi3fwBqI1v+wa6ASQNs5fP5LGqm+QjjhPEDJ08kEjYnwKwJJhjMsbOzM9VqNdVqNd27d08/+MEPTC+GrHE2mxlEh9FmIw+cMudOFBuJRMyIraf8OMxMJmOw1fb2tnVzU5R0ez24jhg+/sZpou/jyjkAm0FJRL4AtclsNmvrKJvNGmTGdcMQguHfuHHDMkt48qlUyornQDFAlxSGgRWpLbH+gA6R/iBYIBoHkyeoAeKBCUXWRx0om83atSLLcq8H73G723Gy5+fnOj4+NscKQykUCuns7EyFQsGcK8X6y4qw3BsyIr7bDSQuM+hudsj1X8+0+RyXBfQ8mcFHYQH9v7oc15ekn77k9UtJ/8Pzfs9oNNLjx491584d00pvt9va2NjQ4eGhRbU0XA0GAzWbTVUqFW1tbSmTyVhh6fr162q328akkZ5sFI5HZ+GyoKklfPnLX1an09Ebb7yh7373u1osFnr55Zf15S9/Wb/8y7+sbrerv/bX/pqOj49VLBb1+uuv65/+03+qr3/965auvvDCC4pGo/qVX/kVNZtNvfLKK/q7f/fv6hvf+Ia63a7+wT/4B/rWt76lX/iFX9ByeaGmSGcjeiXAShyv9ESIC9VHIkaabGgco/iKLgqLhQIYUWQ4HFa1WrUICUezv7+vO3fuWGHLpb1R2yByJ5JBY2Yymdh92t3dVTweV61WM+kAFhAMDPjeUP5KpdIKswgHThYCldLv92t/f19HR0cWZXIsOBmgQzJKoBX2B8bYsu0eEBDZRjqdNu0a1B9huqz3n2DsqHe4jCF+MGDufs7UV3AUZLL9ft/+pgkJDB4IlGuXzWb14osvWvRNNktzG3ITsVjMqMTUb1KplDnVk5MTa5xyqdRg9RR+cSTlctkcGLr+3W5Xjx8/VrFY1FtvvWWODjgE5wM5Q5Lde6LmfD6vTCZjstcERWx7SdBWLBbNgXBtOW9orC6UxDV2ZZ9TqZRdMxoFK5WKwUdAsTTexWKxFXVVV66B17k1STJPvpvrinPGMUL1dFlAODuujbu/MjDrs44fiU5gbi6KedIFrnd4eGibSeCdT05OjAsvyXjy4XBYjx490v7+vm3d5jJ72Cj69PRUtVpNk8lEBwcHkmQRIN8BRCU96ZAlsnb7FtyNPe7cuaP5fG7HiprjycmJhsOhcfShTtJ85KasHCva/0AoUNVoXJnP50Z7Q1gKRgZGand3V+VyWZlMRtlsVsFgUAcHB3r11VcNNiDCpukIAxGJRHR+fm7FQrcmUK/XrUjJpvHSRbMTGcPe3p6Ojo6sdsL9LZVKZrTRxSmXyzo5ObE+EBYY/PZisaijoyNjrrht/tRMMNxElrFYTOfn5ysiZplMxnB/13lGo1GTHj49PbW+hN3dXYVCIWPfSE8aGDEuOBoCj3K5bA1lu7u78vkuZMGBUYC3XGkRokTuEQZ0sVjo8PBQlUrFhMmYn65ksMv3j8Vi5swhFDDnms2mCaJtbm6aDDH1DOozSGLQA0NwEolEtLm5afAdARiwU7PZ1N7enlE8gaEwbhjFWCxm9QdqOjg0t+hKNsy9deVVdnd3rQ8AqjN0VbJJ+omAgTHaGxsbunnzpm7evGmvJ5jIZrNmU3DINIH5/Rdd/aAahUJhhdIsXTggjpusiNoH5+pG/C5D6MPCQj8SDkCSbebMb6IpsGceI3IFE3TxOenJJiU8xqKgvR3KJNGfJDMMGI9wOGz7s7r0SqICjDHfzU2VnuB7LmOG/gA27F4sFisyEvQWEJkghMXjpLhwz1utlkX3W1tbltJ+//vfVyAQ0K1bt3R+fq7pdKr79+/r7OxMPt+FVj1sKFhImUzGaIfz+dwMPAuT6Gdra8t6BMCt79+/r8lkYs06Z2dnisVi2t7etntE9jAcDq0+srOzo2w2q83NTW1sbJjxh6aJE+z3+9re3tb169e1vb1t0rnD4VD7+/vWOc6i2draMkNQLpeN6usWxCEI9Ho91Wo128OA7LTX6+nk5ESPHj2Sz3exk9TZ2ZnVNlz+N4VPsGkMMcGESyWmSx0DjiMEioOyDO1yPp8b/ZS5tVwuzXHXajUFg0FVq1Vls1n1ej1Vq1W7R0A6fr/fCqTL5YWwWjqdNn0kjBUFbZongcvWZSCWy6UV/TmPSqViEBubrORyOTtuirTuhjA4wLOzMwUCAWsky2azOj09te5pqKNuTwWFXb4LyIm5WigUDKpiTvEcDZSvv/66tra2JD2hxtKANhwOba2wc5p0YeAJ4AaDgRqNhtXAWLMEKZHIkx3h1jupXWPvOhjp+TWBfmQcgDvWZQgu04VhAq4XYhgU+9yJw0SUZFGwdNEl3O/37cb6fD5LY9+fVakAACAASURBVMkApCdbN77fDXKPhRsMPDAYDLS1taVaraZHjx4pk8mo1+tpuVzapiD9fl/NZtM0TuC1E/nC+CBCg9KGYyyVSmo2m6a3fnh4aFEJzT/T6VSPHj2ySJhos9frqVgsqtfrKZlMGh+aBdtsNs2AsmmJ66gxNDjx8/NzLRYLi9ZwaEgkk+3VajUrZOIYMXKwVKC3EpU+fPjQHPj29raazeZKlobzJyUng0HCmN6KeDxuVEuX8kjjF/eUDXnq9bptwF4qlYya2Wg0VK1WFYlEdHZ2Zj0qPP7qq6/a/MGJLRYLO2cYO2R2FCFzuZxlHqhoAo+Uy2Utl0tdu3bNtPQXi4XRhulspsuVjVDo1aCesFgs1G63rVkMo8o943Ootc3nc9s8hzWH4XIjedYcWQJZnDsXoB2z7n0+nzlbZD+Y7+Dj7uvp22BOErCxBslGCCBZL+7mLfSzoA8GcYK5jfPjh7UN5EQw4DKA3P9BFdzGL/6XZH8TQDzP+JFzAG6B0X2MCeZSqfx+v775zW/q5s2bKxV66UnhRnoC37jDfe1v//Zv63Of+9zK808rAGMg3M+D2orBlmR4Ly347MyFAFU8Hl/RsCFyJeqez+f6uZ/7OXtPJpPRjRs3rHAdDodNMpqeii996UvGmPn1X/91026ndsHm4chdwItPJBLa3NxUt9u1Dk43aiYidMXByKDQZN/c3LTO0i984Qva39+3KBijQ7SPcYrFYsbS6fV62t7eNufAeRUKBW1ublpBk2uMeGAgELCGLjZNr9VqOjm5IKjRcwFURX3o7OxMnU7HsimKezgo9zeFah5zC3/ugnW7mFnM/KZugSYNr0OADCOLE63X66rX6wZ5ct8xPlBhU6mUQQ/UmSqVirLZrLGiwMyBK1yBN0nW4Ss9CYbcDIX1goHGOSDbAKwjyUgM4PcUxGlaJOMgKwaDJ0PAoDII8AjeyGyHw6HtmUAfBFg7XcbUddysDLuAw3d5+ZALuJYo9CITQiDE/tigBpIsu+E4cQ7YGWAmN9pn/qxLrD/P+JFxAE8z/NITyQg3AyCSiMVi+it/5a+oWq3q4cOHevHFFxWLxfTgwQPDVuPxuH7u535Os9lM3/nOd3R6eqp6va6XX35Z//Af/kM1Gg1rZCGCcW/KejXfTesk2WJ0izhuxkE0hzFgokBhzWazK5M+Eono85//vH7mZ35G9XrdKHXw3Ol4hUVBNlSpVEz6OZfL6Z/8k3+i+/fvS5JxxO/evavF4kLsDr0cFtTh4aEtMjSPJK1sxUdmheQCUTm03lqtpjt37uj8/Nzgq8PDQ4Mz7t69q42NDb355pvWGMfnIp3R7/cVDoetXkMnMgwPHDqGhnSfbQDRhgJ35XHgP5wLUAmwH5g+jhGxM+YD0IzLv+e6Yijy+bw2NjYUjUa1v79vgmq7u7va2tqyqB/1VjIADGQulzMjDREAHNnn85mcA3MKQ8rcG41GevTokRXi/X6/ZRbIDUgXxu7s7Gylz8Dl5uNUpCe1D6J/KMlQNHu9nu7fv69QKKROp6N79+4pm80ql8vp+9//vg4ODnR0dKRarWbQ0nA4tI3d4/G42u22OSpqT2QYGHAXZnVpmpAfXHonhpmi8nA4VLlctuyEeSDJGkmpoWGUoSMjJcKgVuAObAO1Dc+76Lb/4he/qN/4jd+wYIjXuRkFdSkYSs/TLPYj4wCeZ2CQwTWJvKAcsjDcLmPgDNrI6/W6QUAsRJgJpK0MN7J3hwv3uBkHi4z3uZOTzCUQCBh8MJ/P1W639Sf/5J/UV7/6VX31q1+1z9rb23vu6/MHf/AHGo/H+lt/62/pl3/5l7Wzs6PlcmnYLPRBCl9o5MAXx7FEIhH5fD6L4s/Pz81wRKNRPX78WLPZzITbTk9PNZvNtLm5aR3IkkwKggjaLVy6i4Drg4FmcXMtaSiiqIysB1G9Sy2EVcbzg8HApCloBkOPZT6fmyMjoqThqtlsqtls2vupPSG5gXQI0iPBYNAw4U6no+FwqKOjI3NCg8FAb775pun73L9/36RLkKeATHB+fm4OwY10MdDIJUNlxIEh5UyEChMNobxCoaCXXnpJ+/v7VkPCkENVLRaLunbtmjWNMWeR03ahUNhtPp/PisoQGnBqkozRlc1mLXPhB4PrSjzjbCWZA+QeEFixuZL0pG/E7QcBxul0OhbwuNkecw/oFapqsVi06390dGSF8HK5rEajYZDZ9evXjWo9mUwM1mQXwT/1p/6U0bAJ+gi6qJFhp1yNoGcdn3gH8Of//J9XIpFQpVJRoVBQv99Xu91WLBazztZQ6GLHKtJaVBnpJC2Xy6pWq89cPMHoujUDl/5FlMvjMGFIAZm06XRaksyQuY5iHXZyi8YsYAZR2Gc/+1kdHR3pL/yFv6DPfOYz+trXvqa///f/vkUxv/mbv6mXXnpJp6enBtFsbGxYtPf9739fv/qrvypJppXy6NEjM+4shMXiQo2U4lgmkzEtHPBSJikpL5CR53mmiUOkPJvNLGpdV3HF4ZH+go2u/2DIuAek0PF43PZUkGRGEAdCqs8CDwaDZiwlmfImdFE3SuSe8JvzglHFdx8cHBg9stlsqlQq6eDgQNFoVLdu3VI4HNa1a9c0HA61u7urV155RTdv3rRzDofDJs2cyWS0u7trUSQqouDidDgvFhfbG+7v7xsE9OKLL6rRaFgNIJPJaHt7e4VBxzzGOE6nU9snAOeVzWb11ltvqdFoyOe70GfyPM+E5XCaFCyBltxgizkDTOTCN/SpuHUEDB9rmQYuAgI3C3H7QIDc+Kx2u20BF/PFjeS53m4THYGiG2yw7wGfIcmOnx+yKpAHgjxXONGVuQCucmmkkqyuxXWBTs3fnINbQ3jW8Yl3AN/+9rfVaDRUKBS0v79vDIxCoaB33nnH5G3H47F2dnbU6XSsi/RnfuZnzDOTphNNgUsiq0Dt4LLB5HOVK7nZRFzrj7v4IXQ1FxN2Cz/AQe53MTFd9gDQkMtocLnKGCZXvRFaIh2VTGauST6fX4E8cDyFQsEkesHUK5WK4vG4Dg8PDQtm8kKj8/v9xqJhGzwgBnoF3LFYLPQTP/ETOj09tSibAhvsIHBvaKl0bAIX0O0M7MQ1oteCoiF4OkVssh4gM7TnoTzCD8cxnJ+f2xaR7Xbbah8UvPnN+YdCIYNBOB+MJlkonbYYVbIS6cI5Xr9+3SLeQqGgVqulUqmkcDhsEbkrrQB1mH4NJIqTyaTpUfFZROXlctmYTPQ00PWbyWQs0MIg4bgw4hRj6eoleqfDll3VqBsQCHFcKNwCq5LdgbljSDkGxO5isZitHSA/WHJu1sN6YU0w3J4OGhTdhjMyBrJHjD5OgqDP7QMApmHd40Bgo/HDNXADDFdKhZ4baMLIa6xvXPVB4xPvAJ53ED2QZtMY4hbtXKkJsgTSWG4kuKb0hEvtVuxJIaFIgsUysV26lhvtE20Q8ZCpAIfA1sHhuHgu0BYa7Qi8LZdLa1iq1+tGtwwEAtb9SDTlUuQk2YbciUTCillkPqPRSNeuXTMZBmQASqWSstnsCsODKIVaBmk0zzFxXWYFmCeDKAoMl3rOycmJSRvDgAqHw1bMPT4+tmM7OjoyGGM+n1uj0p07dyyFxohjVOhGZ29fNxtyzwdHub29rUwmY86eewpkhsrnfD63LJD+EIrYLrbe6XQ0Ho/VbDatJwWOOfLPuVzOHCF9HuxVzEYqrowEUAzMsUgkokePHtn9z2Qy1vE9m810eHhocxUD5c7B9S5V+ja4h26Bm3WGKCJaVHwO6xTj7RIzWFsY/2w2u9KQxnMYbd5PkxYZIFE5EJ7baMladSFa1irOE6iY6N0N1LAtBCxu34KrLYSj5D6Q4eBsCIZwGplMRuFwWJubm+ZoC4WCZYbrHfvPMj7RDoAiiwuvrBdiXc/Oa9z0neGmae7EAJ5xjbpr8KVVrB5vT2rHa9xJwuSgToCjkWRFXpcatk4Rw3l4nmdKmkRstL+jz1MoFKyLk01VoCdKMsYMhpdzRUuI5qaf/MmfXHGMOFIWGMcLNRU1UnDdk5MTg144fu4BhVm3WMnCgFE0GAxW0l8WBx2xaAmxcKhFbGxsaHd3V6lUSrlcTtFoVNVq1aib0pNshiYqei0krUgbuzQ7t7ktm81aRyrNYS6TBYeG02DfXKJdZCXu3bsnn8+nhw8f6tOf/rROTk7M2OCoE4mErl27ps997nOWcdbrdUWj0ZXzpGcA+Wn6CSQZzkx9i6Yrsl2K2240O5lMVoT7YMhAlaWmwrpDZ4k6FVE7a8xdS9TYyD64LswJ1iTZLnUlakNkhUB+YPiRSMSyDiJkDDJrsNfrGX+f+Q11FfvAWnPXM3bEnbNPg5BxXMwdAlDOmSx2NptZMyNMrtu3b+vk5ESbm5u6e/eugsGgHj16ZN3pZHlIaBNkPuv4RDsAhhstEOW4RVVp1YvDBpGe8P3Bjd2i6/rAIawXW4jUOAYMpPREm4WJ/LydetKTCSTJoisMjdvchkFwmUOuZPbXvvY1bWxsmBEnMkWO4Sd+4icMcvjc5z6nWCymv/E3/oZyuZxefvllVatVvfnmmwZPUOxEGwYN/bt37xrHHcyYwh99CFxDjCtGTpI1CIFDD4dDa3ijf0GSnTv3vN1uWx0CmMQtDmNsENeDKUK6DvbNfeb6TKdTbW9vmxwFBn9vb0+lUsmir1qtplwuZ1x8d7MZICaX5hsKhbS3t2cskkqlolwupxs3bmhjY0P7+/s6ODgwhVKYZru7u3ZtKEAi++HSTgleUJdF859shIKl9GSvbDp8U6mU1Yrm87k1A1IfOTo6UqvVUjQaNRFBnqNzmfVABsB6wcgSLZOVAqU1m02rm7ky66xBnAe/CRZgadGHwLomonazA7JHl14J1Etg4kb9/CZr5vq6xpbaAOQCYKtQKGSwK/Ay8BhFaeyNS0d1j8m1X8x9iAQoEXBMP1ZF4MsGC5gCntsMxQXiIrH43fZr8FCMGzgvdD0aP9bHZXWC9cIMHtpNM92iMemu+z5ez2Kio3U91QQGYnHx93w+18svv6zf+q3f0osvvmiFXBY9Xbrf//739Wf+zJ+Rz+fT/fv3lc/n9e///b83COi3f/u3TQYDGii8f6CKYDCo/f19bW5uWg9AoVDQ1taWKpWKyWpXKhVtb29rf39ft27dMuVLSdrc3FSn01GpVNLh4aG10P+dv/N3FI1GTZ4YiIb0H5aOz3fRUNRut1Uul/XFL35xhYZYKBT0V//qX7WiczgcXpELmc1mVqC+efOm9VG4FEcKhUTDvV7P7g+FyF6vp+vXr+vu3bs2f+jtODo6MpbPdDo1+ms8HtfDhw+NKTKdTs3ZcvyPHz82OM5l8gQCARN3IyhxRQExkuPx2FRl3bkCswQGFE6aBkd2zppMLvTygRphMtErQi0pGAxaNI7jpmeEHcGAwcieWJMYRRg7zK1QKGSO1N2qEoNPU6Pr9JkPYP5u/YAMDyIE9SygSWAtjD5r04VCcSacD8fsCvOR2VNjGgwG1s/BZ3G8ZBsuHCbJri0NdVxXjpP59zzjR9IBXDbc1BxYyG2RB3cfDAbGBGFhY1ighWF836/ijrdej/rJDoCI3N4AjkV6grXyGRgfJi6TZZ0PzOD9fO7v//7v63d+53eMKshECwQC1kX62muvqdPpKJFI6PT0VP1+X//5P/9ntVot3bp1yxyRdNE9SwRP5MY1lKQ7d+5oPB4rnU7r4OBAJycnun//vkkM5PN53b17V3fv3lWtVrP9hAOBgF588UVNJhPb2hA2yvHxsU5PT/Xrv/7runfvnjqdjg4ODnTv3j0lk0ltbW0ZpFWpVPTaa6/pZ3/2Z/Vv/s2/USqVUrlcViQS0d/8m39zJfugSE6RmuIsO449fPhQnU5nBe5oNBqmDzUajXRycmK7jT169EjZbNZEyQ4ODoye2mw2VS6XLVu5efOmGe7r16+rWCzq4ODApKihPCKdnUgk9JM/+ZOqVCqWacBAArZhfmezWdt+MR6Pa3NzU5KsOI/zms/nRgEFPkJojjUSCoVULBbV6XSUyWR069Ytdbtd2zCeqJsM1TVkkswgAtngdCALkM2485cuX7eRk/m1Xh/D8F/WT0OAQgGV42Etdrtd29caSjcOkWAJCMddn66DkZ5s1sIacSVeXHvA+90aItcYu4DD4D0U0yWZnhfzkXMFvXie8WPjADDcRM9uKzc4HBHoZQOVTXe4KZkbza8Xdd3XEQlC1XsW2hYpqVtkdouhbnu49KSF3p24yWRS29vbJvLlUs7Q2EcDBVYChWCKzkSDLDqMJFEOxprrOxpd7B+LBARjnSrnnhOcemAfVyHTxW1hERGZupxtDAvHD8sDqqHf77d9ERaLhf7cn/tz2tvbMxYM+DZYNZEhAxgLA8w5/vzP/7xliKFQyDb+Rn+HbItMADiBebJYLHT9+nU9evRoZY+Dg4MD7e7u2sY18/mF3k4weLFjFzURCojILIxGo5XdzggegIwwMq6AIpkQEA6BErU1nAIqpjB1uL68FugJZprP51sp6FL7cTvZoSbzP/MeNo/LpGFN0ajJ8xTVcYysB5wd2QtrNhQK2fwA9iNbcunbwK5uDQAoieyCtU3G4Aq6DQYD0yVjC9nZbGZ9E2R43EcUbl0nwNaWqVTKiCjca3pV6Jd51vFj4wD+KIZbZ8Bzux2/vMbF8DHIbsTvcoTXMwHXiLvGQnrSes4EdSMRl8eMoYRxQZOS9/+z96YxkubHmd/z5lmVdeZdWXd3V58zw2NMjigI4FC0IJDrhSSQu5Rgw9CuBREC5JUgy7J2/UUHbGANffASMCSD8mqlNSyQ0kLCSoJoSqBIiAJNiqSGPd0z00dNd9eVlfdRd2VVZvpD9i8qsjhD9sxwDQ7NFyhUdXVW5nv8/xFPPPFERDCoIETDT/UtrSF8n5IgCMyQeeTjJZiSXtOh9ft9G3qOkfcJQb4jcwQJsfkxPhgA5Ifw8alUyhLQUCLw9fDnkky2GY/Htby8bDNxofh+//d/X3fu3LGE8snJiWZmZlQqlYzq6vf71rXy7/7u7/Te975XKysrunHjhn7kR37EKoZXVlYMpVGAxqY9PDw05E0yG8NBZ1pvcLxMNhIZzLTw+vxKpWLzIcLhQZfV9fV1k6IS/XhDDxBich6SWnrfeHVcPB7Xq6++aig+nU6rWCya6oQkNAIAJrtNTk6qWq3a2qSFtgcLOHBoLvYQyqDDw0OrXsc444QY7ch1RSKD4T9UhmOQAQcnJydqtVq253z0zXvjFHBkdLjlmbDG+RuvgvICD94bMQnKNGhZIh5AoP9c9jVRDzM8KI5Djusjf64H5/akx/cdwHf48AoeabipE7/3/KQ03MaCxJbn+EBEGGcQCnkL0BJO43wE4JPk/I7zOR/VgMrP01N858urrKCAoCn4OyIdkBfJL1CT77wqyQqNSGqB7H0jLqStnU7HEKenwhi1yMYkQvFcKRsTg0fDLhrQTU1NmYHr9/t69OiR9atvNBqKRCKq1WpaXV3V7OyszZe4efOmcrmc1tfXTaEG/UOuYWJiwuox/HlB1cRiMavVIB/hK9JJMtJ9k4iAZ0QkQQdMnhHPHCMxOjpq1Ae0yOnpqV0/XDX970HR3CtfSYvR8e0TPF3jDdR548va8bJkjJrPbXC9HpSAfs8bUV5LXgInhvP3RZzsJSIW7renYnx9j6ShJLpX8HFv/R7jPvj38Hk78gSstVqtpiAIrO8R1GcqlbJRt5ubmyappgYE6fCTMAr++L4D+A4eXi4GD4rBRiNOIo6NCVLxhVnSWULpvO79vFzVGzrQAwVIhMpeAUES2iedoAXeyOKBbqEi0xtunyeh5TIGneTd6OioGdUnPTh3Fj8qFq7d88zQDV5WClVFzxukdtzr3d1d1et1pVKpoYIwtPZwySA4yvd59pxfMpk0OoboLJ1OG3KNxwdD2cmFSGc0Bbp7zhGjA8L0nPn29rYymYwqlYqdF8VV5ELoJ0XjuCAIjCIAiKD6ITcEBeT5eiI4xBM4AOksh4bBY83i5AFBPrlOhOOLEvl7Ksjh3D2g8FJH2mPg1EnQs6a4/9BN7EHWPNdK3s/z7h7dozDD8UGbzczMfBPY4yBC8C0vvI3gNdzDTqdjOZ5IJKLp6Wk758uXL2tmZkY3btzQ5OSklpeXrSFfKpUyNdvOzs5QruBJju9pB0DFnT9YEGyUcDhsU6qi0aiWlpaGbqok88ijo6OanZ01HvpbfSZhIIaPJBV/C5IiJOQ1ZPJBC0wkQgpXKBSMNpiZmVE6nVYqldLTTz+tbDaraDSqq1evWgfMmZkZ024TUXijxWfiULhevyFxZp7q8ZEM7wNCQ2brE9S+CI7oBUkfkQEGD5qAgTCJRGJo8DyfLUnpdFrlcnmofsIrK3xxn0eiIyMjphkPgsD4WSIWUKDnrM8n/Win7JN4OHeMUr/ft2pcScadU6XM+eCofMRHLQXUEbw2f0P7ExqV0aOIyVogaQAGSeDJyUlrmwKlQLuOer1u3SonJyfNmYLQAQ9EgbT6IMnKvYEuw7CyrgAvoFdf3Y2ai3Xlz5/rprEgUaUv+uLg8zDCAI5QKGTghHzM0dGRdZNF1ooYgWQrCVZJtm5x1MfHx0NdQ8mX+TwK0TFRIRFNv9+3dUEOhYg3HA6b9LlYLBq9xut9K4qRkRHrn8Ts7ic9vqcdwGsdnsbA6B0cHGh9fV3b29uGLjc3Nw0tID07PBwMnWeBvJaDeavH+SKOSqWiZrMpaYC6k8mkWq2WXn31VePWDw8Pdfv2bdVqNSWTSd25c8eQLn9LYpXvFPmcl429Fv1zvqbi/GulYQQsyXhP70w4KGiC28ew+IQjuQWMCqiaKIae9KhdSGZT/MRcAmiXS5cumQHCoJJk5XN4pgCEiYkJm7dMgpC2ERgKks1ICnECGAUSe9KZ5Ni3GIHnz+fzun//vvVL8vQOSFQ6owuJMPgiCuI7xoI8A5r6vb09VSoVnZwMps1duHDBms3F43Gj0MbHx9Vutw09s/6paPUSSC8ooKoWao5z9lp4ErdUCtNk0NNBrFnuBREANEu327Uqd9pq9Ho9G8yDIwF4STInJZ0VfpIchudnLfukNVG059x9EtirebAf5KxisZgBPQCWj7B8tCTJCuqo94jH47p8+bKmp6e1s7Nj1CHRE7JgGi6ur6+rXC5/e0Pz+Pj/nQP4dgfUgi8a8QlVX0nMgyesf9IjnU6rVCq9ofOi3N0XUaFogGoByWPoMcJvRBXwesf5HIBPToNyfKEcSevztBWl+LFYzMYtYkTZyL6lAU6Gdgy+aIyIqtlsGiXA/01OTtrEJVBtJBIxFEklJhW5vq0BofTp6akNoKd3kI8EyL/E44N5yhcuXDAU77tiMsgc1QcGk+gAQ5HP54cQOw7Kj2qMx+O2wYkyfQ4Ao7mzs2P/x1pmaBCFfL54rNls2lxbr+qKRCJD9SetVmuoYpU2Fbu7u8pms0at+UI6r2YBcMGts6a5BkAEleaomaTh/li9Xs/m6vJ8fOTghRIAEPo+UamM0U2n06aooXspkS9JfRRwPDecCzkKir68kog1QkQC+0BhoD9PpuThDIgGpIHk+uRkMMoSkEGldT6ftyl8r7zyijqdjr7xjW888b7+vgP4FgfoDKkaiJMH7RFDJpN5wwmYt3qAKN7MQRHNeZ6c4zzV4xf++de+3rkhpfOyTIww/DDJT2SNIyODmbooNrrdrjVmQ8bJEHMQO7prkKoviIPKgRfFUcElE+KzaTFE9EcCHY6Pj1uxEjULbG42OG0eyHsQzuPY4vG4KpWKotHBmM/R0VHrUeQliUhUPSePMen3+zbzOQgCTU9PK5/PWxuMsbExq+ympQV8sTSIIlEK+WpZ8lSoXXByqJdopEdb68XFRR0fH1vFN88NRQz7xh+ABtYFjpBWysiRkWiTsyBxikPy1AcUIugcsMH7cw44nGazaWuEYULUkTQaDRMp4JSq1aoWFxctF+L3Be2pfQNDwAdrCyUauQ8KTZG8sh/YWx5sEnkjzS0Wi4pEIlpbW1OxWNSLL75oBXbFYtH21evR0691fN8BfIuD8Y5k+lmE8Igga1D3k0QB5ymXb3V43p0FzkLBKHse/rwDQl0CuuFnEB1TnTBObCifjPYbyiP5N3OQbCP5xXWQZAM9gfQJ9VHq8Dy8NBXkhRNGTkrL72QyqQsXLiiXy1luAYQN1UPSlU6X8/PzkgY5FhKk5IzgcScmJpTL5axtQyQSsaIu+FwcRzabtffZ29tTLpcz+gI5azQatXkKvH52dlbZbFbXrl1TPp83B8C98rp90PTW1pYmJyfVarWMemi1WpYsPjo6UrVaNQPNvaPNBHN1JycndXp6as+Lrrqg1PN1IHRAbTQaRsmRmOfwHVxPT0+HkvKeViIhjpPmWbH+ee4ge2gYIg4vMfY0LUVi/A4AQYUtkQboHQMNLUkFMg6b18IMSBrq6inJikhZ2z7Z7FU7RPXhcNiqyre3t/XDP/zD+uxnP6udnR299NJL2traMge1trZm+aV6va5ut2t9gZ70+L4DcIeXZ3rki4H1X693YCDeyuHlZhwsOn9+hJ8gH5+QlM54+Gq1+rqfdf66vAqCzUHoymbwuRG+cBq85rXuGfeNXjq0j6BhGA4GwwBdBE0BLeFpEh+Z8NnIA0mcYrxokUwhE2iPhnpXrlxRp9MxDT+N5agsputiNBq1nvPJZNKuF0EBBqPT6dh5ei54f3/f5gljEODn4bShqRhVGQSBJXe73a729/e1sbGhZDJpIzr39vZUr9ftnqCGofhofHzcdPwkjH3hWigU0tLSkkUlvtHf+YJDqCSejV+rOHESpd5hn5cqS2e9vPhMDLl/LevCI2sMa6PRsAiSCmG/fwAFyKZxDKx1EttE+tIZvUYk56ngWCxmjQUBdHpmEgAAIABJREFUTST9eQ+um89EGejPEdkpBakIF4rFonZ3d3X37l39wA/8gD796U8bVUrVNaIUP6XO5xme9Pi+Azh3nNe8B0Fg+muUEYTBbDBK+anIJMH37Q4fTnr9P8lBOGiSqcgIoQ5YnJ1Ox3q7wIVTwEIyk8V8nsvn7yUZ4pZknDj3gw0POmOxe6fE5/tqUCILmoqdnJyYwaFZGu+FMWaz0rIYmod7BM+PwYAagG5BA4/BxXAREWHYMeA0LxsZGbHBK37aGslUzh91h69CDoXOBsLs7+8rlUqp3W6b8cVw8Bx2d3c1OjqqTCYzVFOBUYWj55mjbgI5QqXgYKiWhTo4PDy0dtUTExNmMNvttra3t61A7fR00OoZOu7OnTuan5+33MX5hC+KKnIFGGGQN6/3KigoIbh9jC/Jahw214Yz8I7dyynJvdCu4vT01HTzVFBzeBCHkTzf2wfqxdNWtIfe29tTNBo12o3KcD4begq1FHQgzAHUES00JFmfp1arpXg8bq1EqG+5c+eOpEGB3c/+7M+a0afdBnkEBANEY+zdb0fP+uP7DsAdr2e0S6WSJQa3t7e1tbWl09NTmzIFt8imgB9G0dDtdoekdul02pCXV58gW/TGlipeDFq1WtXx8bHN+qVAyLdK4PUYAkJvNphHCfC9vrxfOts4PlGFwscjdNQHFNz4zoT8mzGFzWbTeEoSllNTUyqXy6agwClwvhg/kotsVprHQV2wyXu9nhkmEonUH/DvbnfQL390dFT37t3TM888o8nJST169Ej/8A//oGeffdYaCW5sbBg3X6lUzBBsbW3p4cOH5hSOj491+/Ztzc3NWbV1q9XS5OSkTZsjwR0Oh/Xyyy9renpax8fHyufzKpVKevDggebm5lQqlUzlNDY2ptXVVYXDYRvTiLFqt9sGSLjvJHa5B+Fw2KKn3d1d+z1IFCNFjovnSo6AyKzdbiubzdoa8JSMR9qACQwV6B0J5vj4+NA8C9Avfwft4qWc5HKgHjudjprNpvXpoZYjmUwqnU6r0WhYZJVIJGxUo3Q2frLRaNhzw+FCrfn2DVTJ7+7uqlqtWnL2xRdfVKFQsJzE1NSUKpWKFcVBda2srGh9fV2bm5v6wR/8QUvYlstlNRoNbW1t6dKlS9rc3LSK6Pv37xsI6nYHnVihmgAy/L7b7Wp2dtZosO9HAN/hw4ev0lmDJ/qkSMM0Cv/m/0ZGRtRut61o6PT0VO1220raPZ3jNzfG11MstID1NQrSAJkRklKIRIiPMoaZAYTKJCqpQJTOug76AyPgN5BHSWwWP/WKRdjr9QxZQs3QYZUy+0QioYWFBUlnOQIvvUNS6OWlXs7HuUFTEJmB8uHUiYiQic7Pz1vEksvlbEjLycmJbahQKKRUKmU0G06SqmY/CIcaknw+b5LKSCRiRWXcY3Tcly9ftjGRf/M3f2Ntn1EOTU9P6+DgwJqzMeMBrTyID1ECQAPUDt9NVOALwlqtljlVjCGRhlcW8cWa9rkhHBpODRqMyMoPncHZsA6IXIh8yEGhqgE4+UEzXBPvwXl4SgsHiZEmKmVvUK/A+uNZxGKDRncoxchNSbJ234gAiBYvXrxo1B6UFGvk4OBA1WpVBwcHunjxorWfODw8VKPRUKvV0qNHj1Sv11Wr1WyvcN+JeD3VyvtzH95IovdbHW/ZAQRBEJb0NUlb/X7/HwdBcEHSpySlJP2DpP+63+93giCIS/r3kv4zSXVJP9nv9x+91c9/s8d5gw3aRAnBxsJIYoAweqBtafDwQOCdTsdQO9I5EJakITqFxmUe+aPtJdm8s7NjqggQHFp+uNpud9DHnXCzVCpZCFuv17W9va1ms2kFU5zr1NSUYrGYySj9PWGzs6jZUFAqXu7JddKgDWRCb344YSZA7e/vG/d5cHBg54sRB83u7+9baE3iGueQyWRUq9VMHYTMb3R01AriQL5BEFgzLgxxu93WzMyMIbxCoWCfD53kqQNoiGQyqWazaYNUaC1A5OEHj/C8+FtJxtFvb29rd3dXoVBIxWJRmUzGurKWy2WrHD46OhrqPEqbA1ArXwcHB4aKDw4O1G63lcvlDMlSnOfbFxAReSTvE7O+FsQ7BemMDmIoC/sAbp/3AOH7egYoJM+De+qEz/N0G7+HHqJ6HTmof83u7q7lYLhe1nS9Xrfzpnq22WxqcnLS5hD0ej2jkegQu7a2Zp8bCoX08ssv6/R00I670+loZmbGps2Rd6vValpaWtL9+/e1t7enmZkZ7e7uWndZrpn8UKVSMYrS70WiVhz5eXXVWzm+ExHAL0p6RdLk43//L5L+136//6kgCP53ST8j6Xcef2/2+/2VIAh+6vHrfvKtfLBXwPgvL1UEPeLZ4djx1GxyPCxGCSqChcTr+Fw2oSRD5LwvWnVJQzwpv2dRntfPSxoytq+VdOZ1HFQ5nj94HU6JkNSjQElWqk+SSjobOj86Oqp8Pm/TxlKplAqFwpAyKpvNWsOx/f19oyRAmNls1pxAODzoJbOwsGCSv6WlpaGEezqdtlkMcJz+GXH/6eXf6/VMMRONRjU3N2foHMkdyV64fWmg/c5msyqXy/aaTCajTqejhYWFoVkSHKipmIPb6/V05coVQ7HkZcbHx40G9CoUaC4QYygUshm98/Pz6vf7NhBmfn5ezWbT7i0o1qNb2kX3ej1NT0+boUOy6Vs6Q51R4+J74+AYfX7Ir1moGpw9P0NnUYAGcCEfgeH3z9DLqSl6Yq35Pcv5ct/YJ16BA5ePzBWpJUlfKCOADJ/NVDmiNartie4AQ4CySCSi+fl5AwPdbleFQkE7OzuamZnRycmJ9U/K5/PqdrtaXl422iyfz2t+fl6RyGAeci6XM8URBr1cLg9NpfPdV3G8T5JXhGJ70uMtOYAgCOYl/ReS/mdJ/10wiMs/KOm/fPySP5D06xo4gB9//LMk/QdJ/1sQBEH/jegizx0sCCp4MaTQDnyHLqGhGny1dKYU4CaT3IPvBfFCOXgEjzHhIXGcX7wYfh4iG4fujVRCktyJRCIqFAr2INvttjXumpubU6/XM3Td7/ct+Qjnel6mybn1+31D/UEQWIdBCpRAtGxE+FicJqE9DoJEHNr4o6Mjo3MI/TOZjCUhpUFB28zMjEZGRpRKpZTP520kH7wxhiKbzRpfTeJdkiVLZ2ZmrAvmzMyMtcP150V1MLp4kN3c3JxyuZw5gEhk0A57c3PTHD4JXe4dUdPu7q5FLOfzKYTuk5OTqlQqlusAXYNcG42GFZmtra2pUChodXVVmUxGW1tbVnGMI/eIHJBBhMPAdtpn7+7uqtVqGQ3kozrWOcla/k2Ug/Hjejz1g0HnGUHxEOH4il8O3su3hOA6oKV8zyP2lqQhJ8K5eqrFF42heKMSl0gAo836JSKhxTh7HkUaSiP+hqhie3tb4XBYi4uLlldhXZFQhp6pVqsqlUqq1WrKZDIm0YzFYlbf8vDhQ2s+CEjw+TYOr+r7T3G81Qjg30j6HySRdk9LavX7fWDqpqS5xz/PSdqQpH6/fxoEQfvx62v+DYMg+Likj0uvn5T1h0f8hKW+2RhoARnVzs6OJiYmhppZsSg4QEHZbFYbGxv2EKBAWKw+257NZm3hwW9KMv335OSkFeMQ+u7u7lrSbXd3V/1+X41Gw1AAY/x4Lee/t7enWq2msbExK7AitIY/Bb1i2DHSVIGy8D3q4joTiYSuXLmiRCKhD37wgxofH9czzzyjqakpM/Ak38gpjI2NmYTw537u5/Qrv/IrKpVK5nTC4bAePXqkZrOper2ubDaru3fvKpFIqFgsmhKEopp+f9B2Ge6WVrjpdFrXr183LT21DIVCwRq2YZighWiW5imMtbU1dbtdff3rXzeUdnx8bMVnVCqTuAa9e6RNLoB7ubW1ZVQQVNzs7KytR1RRAICdnR2rXfAywXQ6becP7YXxpkqa6GxhYUFHR0c2bS0IBq2waSBGrxpyTtFoVM1m03I3JA6RR4J8ETPgbFgrgC5oHkQI/J738HuEe8+4SCqz6ZPlqSDWIACCqmrol/PGn/0GXSSdyUahdhAb4CQikcEQpE5nMD2O5O/m5uaQ8ADaMZvNam1tbah+4MGDBzo6GoyzDIVCmp2dNVFApVKxfVupVPTSSy9pfHzcoj2MP46QZ0Ml8vT0tD2zIAg0Pz9vAAmQ5EEAkSlRxRs53rQDCILgH0uq9Pv9rwdB8AF+/Rov7T/B/539ot//pKRPSlIkEvm20QEPm7DVqxIen6ehGE+p+ESiD/OhFKjeg+P10kdkbmj+QXwMakCKGQSBMpmMJQ9p3vbe975XxWJRuVzOkGcymTR0J505P5LI8XjceENUKSBhlEUY/VQqpXQ6bedIApFOgyA7Kij9TNlud9AV8/bt2wqHw/qDP/gDK2Z55ZVXtL6+bj12Hjx4oIWFBRUKBRUKBTN4zz//vIXk2WzWuGjuB/3N9/b2LPEaj8fNUGL4oBxI1vI8M5mMMpmMQqGQ0Unz8/PK5/OWiAQ9ZzIZGxLiufiFhQXF43Fls1nNzMyY8YISIYdD1APNwOhA7gmbVJJFm0RI55VUvV5P1WrVejF56ou159ctdQJEUciMUUAxXnJhYcFaVUCJUL9BcRif3+l0zFFyju122+ggahegiLyRPU+1esk0ThIQRLSG0OG84cb58F7MQcBJk2PD2XDuTOoLh8M6PDw0p9RsNm1ugJck01eKnBsyYT8XnHOkHgDZNf+Po0DZ1m63Va/Xh1pRI+GEDkylUtrY2LBr88AB+nhkZGQoL4Ygg9wReSAcNk6Ae3c+0n8SwHz+eCsRwA9J+rEgCP6RpBENcgD/RtJ0EASRx1HAvKTi49dvSlqQtBkEQUTSlKTGm/lgDDwDQJLJpN1guGoGdVPww0PBYB4fHyuTyRji4j2YitXtdpXP501yBj+IofeZeNQXlJh3Oh0r2iiXyybFpL86DsujDUlDm4KKPsrK9/f3tb6+bhuEmblsDqIJzoV5o61Wy17D+ZGE9bJEuGFpOAcAGiGSmZmZsUEccKfcA66x1+up2Wxa5EIdQqVSMSlgKBSy4SGEwfweI0sXSk+pwbWjmGo0GkbZNRoNBcFggMrU1JRpzhktGY1GTbpLn5d0Oj1EX/jZCqio0O5D4zUaDZ2enurWrVu6fPmyGepisWg1D3t7e2o2m5bIJ9LjGZOLAfny7Ej+81w6nY42NzfVbrc1MTFhIKLVaumrX/2qQqGQbt26paeeekrb29vqdru6fv26vvrVr+rd7363Wq2WWq2Woc9QKGTPHyBEpIxDwoHQriISiVhURc8az+FDZUKbwLXjSHAI1JDgXEZGRpTL5axyGE4fp+iVX0Qq5EBAvyS4eW4+v+Ilz8gqacHAvWC94Vw9KGT9kp/Y3d21wj8AE+M1T09P9eqrryqRSKharVrPJPJvnsqiwhr+n2dPJMm9xc55Gog82/nf+7qGN3K8aQfQ7/f/laR/9fhEPiDpv+/3+/9VEAR/LOmfaKAE+mlJ//Hxn/zZ43//P4///2/eLP+PsoYS/fn5eUPTIyMjymQyNv2JPACbgN+Pjo4a6pNkHhe0jAOgZwjtWCcmJrSysqK5uTlDOVAXdFBEp+6limjPa7WaHj58qK2tLeM/t7e3defOHfV6Pa2trenkZDAkHOVOs9k0igj+UpLxvL4VALUDhM37+/uq1Wp68OCB2u22DQ2HvohGo1pYWLAeNhjhfD6vWCymZ599Vv1+XwsLC2q327YZJFkSE4PtjTMyPhRHIDlQ88jIiObm5qwf/s7OjpaWlswwSLLiqEwmM5SrIXojUsBQoe3n34eHh5bXQE3kczk4SoyEpzmQWcbjcZsRSy5nZ2fHogSflCT3gDFEhnp0dGTNyuCsUSaNj4+bjBTngNPzAgBfMUyeqlQqGaWGjh0A4OcGUCfweK/atTCQBsOJ06WnEfQiBWQTExMmZwZ9owgjAuD9cNAUokHh8IXzgbcn8UnUQv6Lv5NkRVOsCeSwGH8qpXFCCAxoJBiPx62pIsNYoHrGxsb08OFD67YZjUatbXu/39eDBw+s0yh7xNNSfCY0K0wEIAPJM1PcABNcp5fA8qyg0qibYB37teFpaAYhvZHjP0UdwK9K+lQQBP+TpBck/dvHv/+3kv7PIAhWNUD+P/VWPoTkVygUsnF1hMQUR1C4QeXlxMSEJXfZLMFjff329rYajYbu3btnPfQnJib04osvand3V9evX9fR0ZFeeOEFQ9EkFOECKYqiQRM8+fHxsSVbvSSOvirITiXZ5s/lcvaAw+FBT5lms2kLHw23NEDiuVzOVDOgLBJf8L3IRknUwS+DYsrlsjkGuObT01PNzs7qne98p27cuDGUmPQUCBuCpPav//qv278Jgz/xiU+YYgLDT6uGkZERLS0t2d9AE9C6ATQIn0xSFkSFtA8j5BOH9JCv1+vmtMnTkEjGgKBqoojK131An83MzCgajerGjRtGL5E05hmg7CCSIldATxkUTwxi93kjnBXrC4dJbQMRLfQWuR7pTNLsv7gG38wM54mR4bUcJEg9pcrfQlMgkYae9IjYd/JkLQGgkN1CsXgVF8NziFjZI0QIRKs4N9pf0J4DFQ9zmvk8mr0h3QRp7+3tmREl0vPyU5zV/v6+crmc0TZEdUEQKJVKDe0XHC5r0+v/ac/uix2hjYkIfJQVCoWMBcCxeLBAngOH4lVnT3J8RxxAv9//gqQvPP75gaTnXuM1R5L+6Xfi8/xBKE03PHTYcIFHR0dKJpNGf3CDqd6LRAbTdwjlMRaMxkun07ZoSNb4DSWdyfswhEtLS/YQf/d3f1fS8CSgj3zkI7bpJOmXf/mX9Uu/9EsKhUL6zd/8TUUiEa2srJgxe+GFF2yDw43iNNgcoBs4Y4waXDxoiUgCzh2JZhAEhoapOTg+PtaDBw9Ur9f1Z3/2Z/ra176mhYUFlctlnZwM5so+/fTTkgYItVKpKJvN6md+5mf027/929re3lY6ndbKyorx4zR0I88SBIFJ53xCdGpqamjIBU5iYWHB/o7NhlxuYWHBai4I5xOJhFEvkoYa9mFUccygOJROKKCgOEgKwkfTXM3XctRqNYuwiMbQynN/SCyXSiWNjo6qVCpZK2XoQrTskkyfTn5iZGTEkCQ0pJc8kiRkbUIP4LAx6nxBSYZCISsiJK9EJNPpdOz5jI2NaXZ21u4vVKqnkQAd0InsByIklG/IMkHj8Xhc1WrV1oufLYBRhorFOdA2hXvAPOvT01OjIlnjyHf9hK9QaDBPulKp2GvS6bTu3r1rlDIRFwaWmhro1Ww2q52dHWyd0YhU9+JgARXMTSaaQK2Ec+OZEOGyfslHxGKxoc/zkcEbOb7rK4GhZeiZQlOrhYUFS77SPRHUhOQPjzk+Pj403o9WDmzgSqWi27dvD1XdwiPfuXNHjUbDVCNI+0ql0pCqh97kBwcH+sxnPqNcLqff+I3f0Pvf/35Jgw164cIFjY+PW8TCoJJaraaXX35ZH/jAB3T79m31+3197Wtf0wsvvGBhMlW0Dx8+NAUJ6CIWiw3NAGAjSTI6anx8XLlcTkEwmG7WaDSsLzn8J/NIvTGE0wYZeRTzYz/2Y7p48aIkmbSWTfvRj37UohRqKp566injcUGRX//6140ag3pjQzCGkITz8vKySqWS5XZw6ihkKJ3HufpaC3rQU6qPI6zVaiqXyyoUCtrY2FC5XFYkEjF1RzR61rr56OhI8/PzVk08NzdniX/Qn9/ofhMT+fnKWN93n+JBzplkPM4OpO5BB9SaL9TySjXug+fC+dlzxiiOTk5OrLEcyVMcD+dJHcve3p4ZG2pdJFnkRqKV6lsv++Q6MYztdltbW1sqFArWf4f7QUQAYEG+zQxcACAVvhRtAjK4P8w6wJAizABlc/+Idohye72e1tfXdf/+fas6DoVCtg/Ik9Fy5OTkxJR8Xgl1vmYJetHnAM8/u/N0jlex8TPPkp9Zd096fFc7ABB9MpnUL/zCL9iD8sqQWCym69evm8aX1xAy9Xo93bx5U7dv3zb6AaPiqxAJx+C4GTgunfXFkc7aJXi9NIvYJ3vD4bDK5bL+/M//3JDjT//0T6tQKOiTn/ykaeZ/67d+S5/61Kf0l3/5l3ruuef0e7/3e8pkMkZFEE7Cb87OzhqNA60EEuBzfDtYkpgkwLinnU7HJj+RRKM4i7bAsVhMCwsLWl5eHuo7D1c8PT2tL33pS+p2BxWyJK0XFxf1hS98Qbu7u0ZPFQoF/f3f/721WcBQZrNZe6beyfjmV+Pj41pZWTGjSzKRZ0bIzt8ieZ2dnTUOdm9vb0gmB68MoIDCoakeBpBkHGsKKV61WtX6+rq1WkaO6pU9vhjJH9x/HAVGlfUKBw4fjlMEWZPDovCJISdEevyM4cYpEykiNyTngbEmOQuwQXFC8z2qs8nn+EQ7lBIODgMKBYYMltYaXmmEIgw07AUdgD72IfuXwiuv2EIBByWGlBr1le/XU61WDWDQOvzhw4eKx+NqNBpqNBoGOohScBj9/mAcJ/QyKi2eC/QZ330hHVEhUamnKrvd7lCRHgcOxEd7b0by+VrHd7UDkKRisahisajPfOYzQ7+n58j4+Lg2NjasAs4rEKAzvOZ5bGxsaIA6mwLZJIYSIzo/P28biIVAAswnFPHEPORGo2HGlHPAaYAmkQPu7u7alKeNjQ1tbGzo6tWr2trasiTf8fGxKYqmp6fVarWMToFHpjAsHo8P5QNITlJ4FASB9bGJxWLG84PWUb9Eo1EVCgVrZIcUkSIlPycWmaCkIWUF7zkyMmKfgeqB7+FwWK1WS7OzswqHw0Y1HB4eWlSysbGh5eVlbW1t6ejoyDhenoskQ5JEiIeHh5qbm9PBwYG1WSBvQkK7Uqkol8vp9PRU5XJZlUpF8/Pz2tzctJCcQjwiLaZtVavVofoCpL04l0ajYYlwb8zhhlkvJO88DwwvjNyPJCldJWkkRlfJ/f19k3Oi4UdkgNMiuQll5nvqeGTp81v8P8+Wc2TtYqgbjcbQ9DOiaN/2gx5E6PLD4bA9D0+r8uwrlYrx9WNjY4a4SXTTENG37vBzHsjL4cRA1dAtdHlFzcZcB4DQ/Py82QX2A/uFnALPg+gXpwBIkWSAZHR01JK5OBSeg0+MQ4dh5Hk255/Fd+L4rncAr3fs7e2ZfIxKWDYOuluQFMbfl7WDZrrdrur1uhUlgax5UA8fPlSz2VSr1dLh4aG2trZsOIgPx6PRqJ577jkVCgW95z3vMe/ebretWdY73/lOjY6O6mMf+5hphsPhsD70oQ9pYWFhqM6g0WgYesGxER7SL4bzZDB6o9HQ1NSUtre3lclkdHx8rI2NDUuSSrJWwBhckGEikdDNmzf10Y9+VLFYTI1Gw/TmbLRarabR0VHVajVTSbCxeB8Ke7a3t1UqlSwnsr+/rwcPHlgvHRA3aLNer5uxgt7ASfioZnd315J5OH4MR61WU6PRMCoA48M6YEiLJDOEjHT0lACdMD2XjUIFOrLX62l5edmcYiQS0eLiokVlUBAYSdYePf4xolAeDFYhae0llER8vhUGRoPEM6/3P4Pm6YbKGvK0GA7NF0q1Wi1NTU1ZBMRraZ8CcsbxQReSXwMlAyagGCXZ/YxGo9bGotfrWY4NsIVEeWpqygCOr77l86hdoFqcHBhRLQ44Go1aszgqwP168/2tUPo8ePDAIp3NzU0dHx9rfn7ecnMzMzOKxWJaXFy0Oh6oVkQEKysres973qNkMqmlpSUVi0UVCgVbB6gTUTai4ALASvqm7+RhfMU1xxuhf6S3sQOQBsib/i0sNhABFI7fxBhd6UxtgyHK5/MWfoEMoCto0HR6ejrUwvno6MjaB3/xi19UKBTSu971rm973u94xzuG/v3FL35Rd+7cUbfb1bPPPmu85q1bt4yqohkYoSxIg/480WjUEmPT09OGOJAfzszMSJIZDRQqcJrpdFrPPPOM5Q4oJJqbm1M4HFahUNDc3JyNG+z3+1YXgFoDgxONDqZbIeNcWFiw5CcFdhgGFCO+kpXnxH2emZkx6SuUFiop1BTQUhTcxWIx48BxqjRmk2SDw3FwGGqK3LrdrrVzBsmGQqEhQwSVw/k2Gg0tLy9bYhG0j0HjfLnHoETuHa/j/oD0cCBerUJ0QsIYiiscDltLCF6DESc5zL3B4eHESMxTZEi06CPcXq9nAgmiOWg2rpHIlyIyomWMNvQGNMjp6alKpdIQFVur1ayjZjKZVK1W0+3bt22fT05OqlarGV1ENW8qldL29rYuXbpk4IuoAFDB4B3oJpLe09PTWl5e1trampLJpK5fv67Z2VkDfFCJ5XLZckOZTMa6fVJwR6QOOPvc5z6n2dlZfeELX9Dq6qqBIBymdDbwyXP5HP7n1zq+3f9/q+Nt7QAI24vF4hAFRELmfATQ6XSUSqUsOeP73rDoQcPSWQIVCiORSFjXyOPjY21uburXfu3X9Du/8zv6yEc+oh/6oR9SJBJRuVzW7OysSqWSodGRkRF9+MMf1tjYmD73uc8ZBVGv17W8vKxOp6M//MM/1Pr6uu7cuWOUDXp+GkhBW5FIq1arSqVS1sMGtcLs7KxOTk6GWhlEIhFVKhVTSMETI1nl+ok0oMfglufn5w3hBsGgl9ClS5d07949zc0NOn7gdOFvT05OjC8FuTDhyssrMYJI+Dhnwn46fNLqmejHc+7wvpIMHXGvMExsFqIPj3KhELjHPs/E3zE0HASHUWE9YrhRKbGhPQ/s+WAQObQQXz45CB3kW3fQNsI7Ck9L+mQv1JP/vTcyJCh9RSzOCsUc9KcvqMTIo1ShMRpqI55DKBSyyIHZCP1+X6urq1YJDvWBYSyXy5aIB5BhJHGStFL2yWXUcH/7t39rRp9paUEQqFQqWd8whAcrKyuamJjQX//1X+vhw4c6PT3VwsITmV1KAAAgAElEQVSCvv71r1vPra985StaXl5Wr9ez+RU7OztKpVJWX8QeJEIFvOFwcMI4VXKOCCiIRNiL/jVvpMHbGzne1g7AH14vjzHBKXiek5AY/T9qi2q1ag+MSt9+v6+1tTWVy2X9xE/8hK5evaof/dEftW6HR0dHymQySqfT+vjHP27RRa1WUyqV0uLiooWoIMGXXnpJf/VXf2Ua5YcPHyqXy+ng4EDT09PWv5/ukMyyLRQKhrBAHShr5ufn9eyzz+ratWtKJBL62Mc+pqWlJc3Pz+vnf/7nJckQpq8Kphlcp9PR3NycHjx4YBwnaB5EHgSBKpWKVTn2+31dvXpVpVJJ9XrdoiWuFSPjOyyOjo4ql8sZnePbNiNXxSBSfc1m8clH5K4kfE9PBwOzy+Wy2u22Tk5ObLC8V0sQWUmyAh+v2aYHDhsO7hz6g9oDHCCG0nO0GGOcEsoOX1NARMI5nVfp8DkkkM9LNqEroIx4pl55wn2EkvOKJO4Bf1uv15XL5YacCvQmkQcFScgUvbQU+gzKigQw9wHFEFW70oAXJw9wdHRk7Q6oI/BCBhwlyq7t7W31+31TLLEeAUVUYbOvTk9PVavVVCgUjPYkSovFYtZygbyY76/jezhBOUHPsgaguJCbg/yz2awKhYLNpIaehu6Csp6bm9PU1JRJRiWZ0IB75XMWfMfm8TU5OWlr4kmP7xkH4MM7IgF+Pzk5aejTa7tBvKFQyIaGHB8fa2ZmRqenp1paWrLujH/6p3+qQqFg/Dc5hIsXL+r555/Xpz/9aes8uba2Zk2okG8GQaD9/X29//3vNwTDkAkcBwmuXq+nu3fvGtqA/tjc3FQ2m7X3PD4+1srKijY3N3Xv3j294x3vUCqV0sOHDzUyMmKcM2hNkqHBbrercrls70OBERQJ5y7JFDHw7cfHx5YYxuDncjnt7u5aghQUw30G9YG+oCHYoAyoIUHe7/cthD89PbVh2Pv7+yqXy4rFYtrc3DQeGW05/Dk8NIk5zpPr8wVa1HDAkfuoAr4ZdVgikTA57Y0bN5TP540uW1hYMEVQKDSYgDUzM2MoDm0/BpuIxKvJfH2H57lZG/F43L48zUceAyfJ2seJeYECuniuk3uMc8PYgliJUMiFSGcjD7nPvsCRJn3QPfDs9LQ6OTnR1taWKpWKcf0UJFKdzH4BaYdCIdXrdaO3qOhnbXFtODSoMQrwcB7kk0DmvV5P+XzeksrVatX2C/UZa2trllgH0FE93W63bXCPJEvY43xp3hiLxUw6Cl0EVTY+Pq56vW51OvF4XKVSaag3kR9R2uv1bB8hPvCiijdyfM84AH/4qkpJ34QEffKXfj2vvvqq1Qns7u5ab521tTWVSiV1OoPe9yRHQS6STEJGkunRo0dKp9PWO8SXzyNDQ5NMwod+OPwOY4PjomL2Yx/7mL7xjW9YN0WQCz37yWMkk0kdHBzogx/84JC2+LVkiUgwWfg+qUZBGEoY2hfncjlduXJFa2trevTokVUCM2rPN7kCJTHcpFqtWlsBaWD4qtWqXSvJW5KFGDzprD1EIpHQ7OysGSQiglQqpWQyaQiL716tJA2cGoYdgzM9PW39lnB0dM+EXz86OtK9e/c0MjKiL33pS7p06ZIVOd27d0/ZbNbagdy9e1fZbNYMAu2GkTzyOUQHRAsUmvkaAowwaw7nCeVDlAutR40CwgJAUDQatRkNGJ98Pm/jDfP5vDXvg+JBLQa156M2SfZ86D46Nzdnr4Mu4zmNj4/r5OTEZib7IT1EXlB85Jm4R8wwRnp5cnKiyclJM/qsMwQQqGxisZg5G/YWlDC5AKaKeekxlb8TExM2HwJabG9vT8ViUbHYoP1DPB43Z8C6wpnTsgbFEVJW7jFtbJAxUwjHugThc5xH/p7Ke6PH96QD8NlxJJgYf5KGoCLpTMbpv3zRBsd54+kLM3hQIEm+aF4FGk0kEpasHRsbs80Fcszn8xZeeoOAwQ+HB20ier2eLl68qOXlZYVCIV28eNHm1V64cEEHBwfa3NzUzs6O9cQBUQVBYD3j5+bm1O12rTjp+eef1/HxsT772c/q+PjYBsD4Hi6NRsO00xz8P4ondOZsGiggoh8MMkgSJI4OH1SIIVlaWrL3Qk9OgpvKbzY6+QaKtAiZ9/b2rBCMe9HpdGywDOqW88U4JI9BkfDaOD34Wy/dxMhgsEH8rBPWD0oUKCnoE9Asn4/xQkp4dHSkUqlkKBOVGka1VCrZfOJms2nrmDbpJK7JmbTbbet3xX3mdyiUyG/R1iEWG1Sj8v2pp54yx4/juHfvntGNN2/eNDHCwsKCbt68aYae/VCtVu09KpWKRemRSMSa3Umyyl1aQZBP6/f7unfvnsLhsLV8yWazqlarqlarSiaTtl9rtZr9m31Cm/hms2nADYkp1BjA5dKlS+ZQ+/2+PvjBD5qSKh6Pa3l5WU899ZQ+8pGP2P1nz8Dvsx485YbOn9/hJEH/AI7XUgKx9l4L6L3W8bZ3ABsbG5L0mkkSX4HnD4zIn/zJn+hXf/VXVSwWhzwpiRq+k3gipKWIirBO0pDB9o5EklUGEsqxeWiwBZdIIzOMBoiVMvxarWatB6iOhDZot9uShgdzHx8f28Bsin9arZYtHOiCaDSqRCJhjkeSKRTy+bxNovKtI0CK9CgiWUgRHPy9N+IYefIC6LMpjSfngL7eo9A7d+7o+vXrKhaLunfvni5evKhHjx7Z5+zu7qpYLKrX61nnS5DY9va2jWC8cuWKpOH5wxh86Yxv53nyzMkt4cCRFfqCQa4Thwd1g8bfN/nimXPfOBe+kysA1YLmvYxyfn5e09PTNhmMfvtTU1OamZlRIpHQ4eGhdbqFVkIOC6VEBIiDg/OHbozH4/ZcWTdw2iSmmQ3R6/XMcIK24fNnZmZMxUXER4L08PBQi4uL2t/ft3GKd+/etdqRXm8wlAUHSR8iaDqiwmw2a/QPc35p8UIlr68eR/l0cnJi9SDQfYgXvAQXo88+43n0ej298sorSqVSKhaLikQiunXrlv7iL/7CQNnJyYlu3749VBtE1TPOnmI4aC/yD+xvWkhQE9LtdvXud79bX/nKV4Yooic93vYO4PzhPeJ5Q+xfQ9LkF3/xF/WTPzmYTInSAtkYo/2QPcL7+UKeeDyuT37yk/b3/X5fs7OzQ42k2NSSjPeHewUZ0omTVgOSrEMncs/l5WWTvaJsoTnc8fGxGZtMJqOjo7Oh3EQmJB+hOkhw8drd3V27R2wEwnDqKkDILD76qezs7CibzVr7ABJ/0WjUCue4B81m0xAo50eiy6uu+H04HLZqUGYMTE1N2cB0nCDUHlWiGEwkjrxOkvHeID6PvtHoo0yhiAnFFFxwrVYzdAznT2Tpk6/cf1qXz8/Pm7pqampKhUJB+XzeZLnISxlTSNM3jDByUZ4DYgaSs1AU0E7MEj49PbX23ewB8kxUa0syUEPSlmljsVjM+kChusL5bWxs2Cxc6Beel9fbE+3BY1PolUwmNTc3Z4lXUC+T5lhLUDSpVMruIZEmnU+hzCiwJFcFDcte7vV6Nomv1+vZnGBAXLlctue3ubmpcDisZDKpO3fu2DoAuHF/zzcdxHlGo4PW5Tdv3jQajPvHGgJAEtGyZ7jHABEfAZA/fLPH95wDeCMHrZY///nPSxpozNvttjViu3z5slZXV1WpVMwYkSgDldCJz7edprcKbZJ9C+psNmubU5IlGWm+RUKr0+kMlfOz4akqTCQSNhSdzD+0BAiPBDM/I3FNp9NaWlqyAi/qBkA6QRDoypUrVvQEUsVIg1IkDSUg0c+jNEHRAFqm5w4l7VAiSARZzFS24hBCoZDNIGi326pWq0okElbMA2KqVqs2vIWkM2E9iT8AAs4Zg+qTnkQA0hm1R4Tgh60wdQuaL5/Pa3p62uSltHsmQQ3vizwUpVOz2TSJLggSB4RCDcWQdEZZcv7cI5/zIGIB/RJxMASdHA8OgTGV0IxEL54r9xELqjaiy8PDQysmw7jTcRfQ0O12bU0DXmgQCNWFYzo5OTEqKZFIaGtry8ZoYvDPz04g+Y9MlaZ1qVTKkrvkBQA+9JQqFoumuqEuwCuFoCrpUYS4gbWDPThfQMffQUsyQY+oBVoUsIdT8HQhuRaeJ+ALwMOefzPH29oBYEh8wpfQNhY76yHiddLcfC8H9X1L6OcDQicJinFjIYNeMbIkpkhO+TYHoNN+v28hNclOQn0QICit0+nofe97n9bW1hQODwqx2EAoSuioyAYj9L127Zq63a61GUYLzQJNJBJaXl7W3Nycae5BU6urqzbcBrkcxo9oCkQiyZAdSSyML4V1yOxISjMU+/T01JJh3CvvSFBy8TuGYFApCtXi6RI2ARuGDTQxMWFqFUJ5nC65GqIDP5mKlhPIC33RDgjx4OBAiURiSCKKmoX2E6jAUDXR3REqiLYJRA7e+RB1ElHs7OxYBMi5sH65DzQo80WNGCTuK8V6ExMTQ/LIubm5IRRMxFqv1w25Emmiv08kEmo0GtYhFOVZJBIxQQVJfYw8g3zYh0Sua2trBm5oZ8H1EvkQ0ReLRU1OTqrdbqtSqajZbNrcCoQKrLOtrS1TBOJ8qcJ+7rnn7POopAaYQLmSh4GSZC9AJ0Ej0nuJ/BY2KRQKGYXL8wD1e0kyNRFE0NTrAEIPDw9tGt6bSfqeP97WDoDD0z44AEna2tr6ptf6/z//e8q66dNx7do1q4hEKsjD9iifDZVOp+1cGDbCJub71NSUFhcXDcXh8efm5qxnTBAEqtfrlsiimhFaZG9vzxYKyJCOkt/4xjcMJVy9elXValV7e3t65plnVCqVVK1WNTc3Z6H64uKitQIolUpKJpNqt9tqt9sWgu/v71szOPhPoozR0VFTlMTjcT3zzDOSpPe9732GJjHqtHW+fPmyoUmSqKDlfr+vL3/5y/Z7wm9oCSgbaBsScxhCHApIHnmgdDZJjp9xAlA0IHSv2feRAQ6Fje0VPNLZgB7Q+/7+vgEK+v1wrggR4IB9W2B/nhMTEzZ0Jx6PK5/PW9M6hAOMA0XWGg6HjZLAAFMxC8KGmoOzx1D6HIaX/sIrg5pHRkbsvFOplNFxRDfo3VHQ8DnkGyYmJixCKJVKCocH/aBeffVVraysqFgsqtls2lS17e1tbWxsaHJy0qTDFHoeHR2pWCwqn89bDyNmLXQ6HVvDRADQLN1uV+l02iLz2dlZWxvsN2TGyC5xzijikPyCxFGN8RyRhuMAfT6MfUHUAFVGbkA6A6+AWuks38jhAdkbPb4nHIA/nkQH6ys7OXg4ZP/ZuCQPoS5IcKEEIekkaagcnjJ6EkqoEU5OTgxpkECjpQKJK+gfogLK4cvlsiWQkNZ5DpRNEYlE1Ol0VK/XVavVVCqVND8/b8qKiYkJ1et1a2lNothPlOIax8bG1Gg09NWvflWpVEqlUkn37t1TJpMxxVKxWLRrf/XVVzU/P6+XXnrJ+qsnEgktLS1ZYzcGbMPzYghxJPR4ohUyBVo8J5w4XL1vu3BexQNFxiAPDgqTcKK8juv2rZpB2+QNKMJj87MhPe0SiUQsVwGNARUIVQM9SMsJ0Du0AMlyksTJZNKkiVNTUybnZExgNps1hwxfHYvFVCgUND4+bvN09/b2TOqJoffRKvQQOvdIJKJms2m0DKqx7e1tHR8fa319XXfv3rXeUVtbWybRjEQievTokVFcMzMzmp6eVq1WU6VSMXSOyAEBAQ4HBR3O3jtnnCrtOlhHjAglmqZwEN09CXWMMhXDh4eHNh0vmUyqXq8PTUaTZG3pqW/geaNWarVaajQaQ1XapVJJuVxOm5ubevjwoVE+/f6gXxLFhlQWE01yvV7FiH3z/ybf8GaO7zkH8CTHeemUb0UAl8fiorHUlStXLDHj//7ChQtqtVpKp9OGnliwaH8x/LFYTLlcTgsLCxobG9O73vUua14FRQL1hNSRwhUMKYYMffnY2JhqtZra7bbxiMzxZZQiiVxC7qmpKSuooRpTknX6lGRJTxAr70GCi40AovGVtN1u11pOkOSWZLkNFFFsakJ8NizXLMl4fO45KJ/EHQ4EBC/J1E4oW84bEUlD7R6IALyEE/qJBB8qE4awg+BoP0y0RlKTpLuX5UEpIO+DQqGjJEiZKAu66vDw0BxhvV7X3NycST+ZTnVwcKDt7W3LBxSLRaOipAFVxLBx6l+gT+jkCRggikKJwozj/f19A0hERyBdFEGsI3IiSJCh4LLZrEXTJyeD+R3QT1ArgCIorEgkouXlZQVBoIWFBXW7XRUKBXPMp6enNr4VhwuyhjqCZqTrbq1Ws4JGuH6cOQVr1OsQCZMj8GuZ68Ax+WiBNSed0ZHYGc8KQHniHHEMXkXnZeRULr8RuefrHW97B8Bm4cCYkdykMIOHMzMzY+odr8IJhQbzbSkhB5WxgZBfkZBcXl42ZQTSxUKhYH+DUSSjD8cHwgfVUQGI/pqoQNKQagG5HoNg2NAsAl9dS4Ko1WpZWTwzhqlGrFQqFhlwfpSxE96Gw+GhalyPxDG88N44LZ4BuQWqJj0lU6/XJZ015CNiwcix8bxm2rcXYFPBtUrDQ7Ex+qBYogU4ZNbN+SIbkBZ0FbSKpKEkO4jLjyD0tM3p6akhUb5wpKFQyNYXKHF6etoQKtdBpTmN0nyvK6K1crmsjY0NtVot3bt3T5ubm9bcDDQJlUBi1dfAgPrp8LqysjJEq3kdOs+H6AuOn/oAqrn39vasNxR1Fnfv3jVETT4NDb8kra+vW5dN7hutIejwurOzo42NDY2MjOjVV19VoVDQ6uqqKYsAG0RhxWJRlUrFOHPkprlczsATclbyHNHooP05ex27QWM9X5NAxMeagxaDkiVaJkofHx9XoVAwOpkIj9yMl1MDbFibAEuKIgGJJKVxKuyx78k6ADoknj+4WJ/opfyfoixfRk2BzXluPpVKaWFhwapqk8mkFWqReJUGqG1paUk3btzQ/fv3NTU1ZU2rQLNbW1uWlO12u4bE4/G4CoWCGUGUBmiQ+XtoGAwvSBaUzPAZlA1w9hR/UagDym82m9bfB3kkhhMDgNH0MwJAJCQeobS4bx7dkCBHMcN11Ot1Q0n0sEHRRNISx4WkDn04CHxvb89mCMdiMausJLLCGKFagZ4BjaHGwllLMmULLZElGXIPh8MqlUpWp1EqlcyBHB8fa3V1Vel0WltbWzYtDIfsi4lAnT7Rzf3nM73z8VJJ6SwypboVKgvkPTs7a1JS+vDwWs49Fhs0R8xms0N8P3x5u902ypNxkChoWP/kS+gii5PEEKE8ovJ1b2/PEDnnRPVzLpez9c0a8u2ifU+ovb09NRoNA0gMeIHK45pxlggR2Hsk/31BF2AENRQy27W1Na2vr2tmZkYPHz7UlStXdHBwYA4oEonolVde0bVr11Qulw2MkW/xexchAT2kAF5UwSPjxAbEYjETDXDdvg4gm81qe3vbit+waeSc+PLX/6TH28YBgGzPH7RMAJmygHEMhFLj4+OWyUe2Rmg9PT2tjY0NZbNZvfjii9Z5E8ULyR82MAoLEpEYGklmMLvdrjU+W37cRZBzhNslWgiFQpbA84M2uD405Cxk+GBeA3XDwsJIwlFDTyFbC4VCthGgWrw6g+EiVOYyIQk+FDSFXBKk5CkWfiY5GI/HDSVxXnDh3Gv6APm+71ALSEpJGLOhibCINrySQjorjOP9fAKXKGx1dVUf/vCHdfHixaHNjGMhQkK6+KEPfUijo6O6evWqVlZWLOKDfgG5cV/g40lCHhwcGKBBWcLfkMAn+mBtSN88yJ2fiQ5JwEI1HR4eDj1L1F1ra2uq1+tGOyGtHRsb071796ymBIPpDX2r1bI1RdQoDSJkQALPh7Gq7BXqDohCxsbGhjT+oFxyIej+AUGsFWpWmJfBPmCPsb5Yn1St0+jPV+MvLS1ZbsBXmgPo2BcknIl8ATk859eq4PZfjUbjO2YLv5PH28YBSLJCGEm28JHsSbLCGDh8NggPB1kf4b/nudHXX7161WSYCwsLKhaLmpiYGBryQKRw7do1LSwsmIJjYmLC/h5Z5e7urm0misuazabRU1SJQoN0u4M+9OVy2Qyup3RIFvnNh7zMJ3J9ERK0Cg4IlOKrX6EfoEEIeePxuJaWloYKwogS2CRsAgyU5y6hhrrdwQzYZDKpRqNhoS3dT+kNH41GrdrUG1NUK88///zrrg+iPC8Lfq3j0aNHlpMBocfjca2srEg6U4r5egDuVSQS0bVr1xSJRDQ7O2uRRrfb1YMHD3Tjxg2TDnLuIH4oEaIWSSZzZJ3ynJrNptLptA1/l2SRFIl+HzXhZEZGRkxtJcmKwrgvJImJHGh/wWv8eEWSxtAR3W7XuubiDBqNhvr9wWzl1dVVTU9P686dO9Y3/+rVq3rw4IGtB/JPTHNjXyJ7ZMIZLSaQlCJx5rxAyThqT9GScGZtedBAwRjT9paXl5VOp63vFWuRqAIVFPePc/BV2YAp/wW9960OKFC/j/yaf63fnX+9Bw6+g+qTHm8bB0BoibHPZDKGCqFVeBgkUFlUyWRSFy5ckDRQ6hCynue0n3rqKUvC0FAtmUyaTJLwmSw/RhaDJQ2QEP3u5+bmVC6XTT8eiUR0//59LS4uWnO11dVV+3wQji8gYbEhHeNnpKqgfaR1tAAAbftOoN4Z+shGOmtfDNVBLgD002w2tbu7a71l4vG4le5jtHhG/C2JT7hSho3k83mjNli4oGg+GyoDCkMaFCv98R//sWZnZ5XP59VqtYxuGRkZ0dramvb393X16lXt7u4qHA7r8uXLhhZpBfDyyy8b98oGeuGFF3T37l2lUiklEoPRmfV6XdFo1BKGiURCP/zDP6w/+qM/UiqV0pe//GX91E/9lHZ2djQ2Nmb5Eqi/ZrOpnZ0dU4RJsvGUFGONjIzYoBzyAkQhJOiJCOCOccapVGqoDoL3a7VaJsElcuW86vW66edDoUG7g16vZ1Ha8vKyarWaSUs9zUfFLsNguJ5MJmN1GoAAdP5+f3S7XRtcQ1KZ57q/v297E2eGYSNBTPv1/f19pVIpXb9+3epUKGrkmi9dumSOg3NDLcc93tnZ0fLysgqFgkqlkpaWllQoFHRycqLFxUWrDEZ/z3t7wQFAwR/YIPYVkZwHBV6JeP7vWZcIDJCXT01NWVRNJHN8PJjDPTs7a5Xoq6ur3/Ser3d81zsAKvW4cVQu5nI5S3ghPyPJCwqCCiIvQChLNR6FVbFYzBZVtzvot01IjPaaqAHKIxqNmvwO9Mxs0aeeekqdTkf5fF7hcNjmC3S7XQs/SSoi1YOTPzo6MhQESgVhcK44AZAuTgKOHhkf/XXgneGAqVGglwr/L2mohJ3P8wlQSYYg6SAKmkQTTmITKosKUTh26AvK9kHBXBvoi4I5KChyHWNjY9YSAMUQ7XqhPmjhsbCwYC2kQeZeReTRGhQF9xJn6TXX0hktl81mrasn54QCiZoPmq+xdtjcFACRH8JA9nqDdsIPHz60AquXX37ZpKG0Nz48PLT+L6D0u3fv2jNA+kh9x/z8vK0tJnoRRR4cHOjRo0dKJBI21IRiQz6XNUfDQR/dEnkhPx0dHdXi4qLda3I1gBR6Y3EfufatrS3j3Dc3NxWJnM3nXVtb08OHD7W7u6t+v2/qJT4DBR0Or16va2FhQZKMIu71eqpUKlpcXFQmk7F+RKzL4+NjU1VJMiMLwMjlckqn07p48aJFQtIAjI6Pj6vdbpuENZVK2UxqpuMBOgFu9CDCFqEGgzZiih7zvslbIXzxyXhAI+uOuplvd3zXOwAM/JUrV4y/7/V6hgR8c65wOGzUBZuY7yCoo6MjW/y9Xk/JZFL5fF4PHjywlstk85F3gqAkWXInFouZMdrb27NZuwsLCyqVStrb29OVK1d0+/ZtXb16Vbdv3zZqKZ/P26K9f/++Tk9P9cwzz1gdQqlU0q1btzQ7O6tKpaJOp6Pl5WXduXPHUBm8OH1qMFzUGMB3Ignl3jGeEb31zMyMGU7yB/1+3xQKqE8oRMIgnA9R+Vuki9x3r5zhufB3aLLr9brlAGKxmCFmDK+XQzL+kAQhTgCDDcVCUhXtOt1CfXSF8WHQiR9tiXqHvkKcO3QUVATrCEUZ54tWHg4bSTCtQzCADGKBXsOpJxIJzczMKBQK6caNG4a49/f3TUOOs+V+BkFgrRpoRwz9RETEaw4ODlQul40iJFqmeIwpc+SVcEz8XyaTUblcVqvVUiKR0OrqqqmF6GVPBTiV2dCyFy9eVLPZlCTLwRUKBQN4Fy5csNGnFy9eND5/ZWXFejBBJbKegiAwahEHkU6n7TXUJ5yenmpyctKiMwrJoOHY45lMRqurq3ZPiIR91AytRNEYdSs7OztDyj7qG4iAqIOgspu9uL29baMtkVJTQ0AOo1KpGLAkv9NoNFQqlYxmfFLjL70NHAAPY3Z21sLwIAh09epVra6u2sSs2dlZQ1p0yqTUe29vz5QFeHgSjaCMcrmspaUlNRoNTUxMGL+J7I6QmTASgxuPxy38RJYI903fHLTjtITwA2BGRkasTS3IgKEhzCMlp0F3Q4wl1Ag6ZgwUi9rLENFMV6tVTU5OqlgsGqr23QiJdKhmJEF7vgoRJ+STXt6wSmcSXd8LBsdHdEIkwCAXFCnot0leUojE+M9cLjdUVZtIDCZDtdttQ7W8FxQECMonUCnSglaj5xF8uB89yf0GcUmyex4EgbU2hsZrNpuq1Wo26wHHubOzo3K5bBEqPDwyQAr16MNEsh6ak/Mg0qKIjvUoncmWI5GIGo3GkKLn8PBQ6XRa4+PjRhFiPH1ClogDCoYIkzWIkgYDR+7ARyrQpkR7UG/SWQdf/p88D9QjqBnj2usNemEVCgXrU8Uz2N/ft7kZ1M3QR4l7xv5lLTabTRM09Hq9odYdGHD2JGIDImeS2uX1jiEAACAASURBVHw+e4VCQToIhMNhi05QH/n5zX4/EUHxbOlrhNrJtz/xdQX8zHW8keO72gGEQiFduXJFlUrFkonwwiRmL168qL29Pc3Pz9uNRwGDNA9+cXx8XOvr69aEanNz0yof4cmZ4MQwFxQ7NILjdXhpHgy0EgsmHA6bhBSKAZUBHSwxHrFYTPl83tApm3JyclKVSsUSTlSXcj6Ex76iloXJe3t+mOIk39QNvpvr4juTpuD1vczW0xieEwVN8532FNA1qHPOJ1ZBqkRv6NDpJ8Swm0wmo5WVFQurcXo0gGM6F62PSZaSfPVFOITS0EdsHm/cJVkBHRPekPKiAoJ77ff7mpubUzKZNLqD+Q6gflRpXl9ODUA8HrdZCNCeRBlUHrdarSEnU6/XtbOzY/kWohgiYs6DiKVcLuv4+Njej2KvqakpPXjwQPl8Xvfv39c73vEOq96m3UQ0GjX6hXV47do146CvXr2qQqGgTqdjCJ3IrVKp6POf/7yq1ap2d3eVz+ctJwEVJsloJe4VEQgOCkl1p9PR5uamyTGlQWTEBC+SzJlMxmg91Fw+BwE1xP1Egba/v28I3ff0QqwB2wB4gM4hR3lycqJLly5pYmLCGkuS67l8+bLm5ubUaDSUyWQsLxCPx01hFY0OhglhD4gifZEgEQU2CFDo62We5HhLDiAIgmlJ/4ekpyX1Jf03ku5K+rSkZUmPJH2s3+83g8Gu+oSkfyTpQNI/6/f7//Ct3r/X66larRqXix7X9+UhBN7e3rYB6bQg4Kbx8NPptNbW1sz4kcDy0kHatjIwhU3C4iZvwAZcXl6WdNajhpGU5XLZBnKAJiUN6XX7/b716kGuRuRRLBYNuaJjh/sluUZdgB8gs7OzYwYEPpHJVv462QREMr49MgbTt70gTCYc9kjK99pBComB7vUGI/eozaDVAUltOHQqb4nKSPazOQmr6/W6ZmZmDOF7lEmil2tDbQNF5YuYOIhkcFrMJ8AwEGbzbOHRO52O1tfXjb6CkkI5A5UGIqeyHJoE49LvDya6eacNjbK4uGjrEDUKTpyGfowipLiM5G0qlbKkabfbNeHB8fGxfR50FlpzxBL9fl+PHj3S/v6+Hj2ebndycqL79+9bsj+fz9s+i8Vi+trXvqZ3v/vdOjk5UalUMvqKvBv5AhrJedTK9dB6g+JFCsboBkpUWC6XFY/HbXwi6571S8SLMeYL+ovqbqhNQI+za5afA5D5XBEACtADcOHzEA6USiU1Gg0TgjQaDdVqNZv7gXSb9e+/VlZWrFHexMSEARBUeOFw2Nbj8vKyTk4GozhLpZKpu57keKsRwCck/d/9fv+fBEEQk5SQ9D9K+ly/3//XQRD8S0n/UtKvSvqwpMuPv35A0u88/v66B4mZUqmktbU13bp1y1orYPTHxsaGBsGD1ClYoigDmSc96+m/Ua/XNTk5qc3NTc3Pz+vk5GxE5NbWli5fvqyJiQkbYwiC73Q6NgISCScoGWPmwzX4cd/NEVqBaACawhtbfo8hZCF7WSdOEPRIQyzOASrF95oh/Ad9gqSg2KiEhYLw18JGwFCjiAKBEl5Ho1Erq4e7RfsN2qL9ADQW1c9EDzh7wmzQM+dFAp7Ij+RZKHQ2hJxoAMefTqeNVgOpUvhE7gM6j1J97g3GnsQryikot8PDQ1OBPXr0yCgvnH4ulzNjRUsG7j15EQyUJMsjnJycDEW1jUZDt2/ftkTxwcGBHj58aNEiyefj42Pr1dRoNHR8fGwtI2j+RosEVELIKv00uWKxqFAoZAolFFwYR+YT4+BwWOxF8iA0SyMfxzWyf0iYsteQWPvOpZ7HB2gANhAvRCKDDrJTU1NKp9NqtVqWHKXdCSqoiYkJLS0tmbrs5ORE6XRa+/v71jMJuzA2NqZMJmOUknTWPrrf72tqasooyVQqZeKIubk56zM0Nzener1uVJqnV3E08Xhc8/PzqlQqRgcFQTDU+4qoDhoOkOV7Xn274007gCAIJiW9X9I/k6R+v9+R1AmC4MclfeDxy/5A0hc0cAA/Lunf9wer/ctBEEwHQVDo9/vb3+pz/A1cXFzU/Py8Ll26ZA3S4PxAGiB0+FLQHgk9hjN4hRA3nepTKh3pWwIt4RUq9GIB+SETQ8ZYLpetMIVEZDgcNloDntkPMidRi+wPw0N7ADhAUJiXd7IBQOggTCIA3/QMqSeJSLh0EBSOiXOk6MUnWT2n76kgNgV5Dgwo14cz9nI4KjYnJiYsAcz9JIQHoSMzJb/Da09OTmxiFLMOcDL8HegXA+wnRSFDxSDibEhg+xAcnpsEKS0+CoWCUqmUGb2joyNls1lVKhVDjBgszsknokkkp1IpbWxsWJEZcw6gbehLA3ql7YhfE0gRe72eFT0hVwUgAGKgylhDkUjEKk1x5kREAA/WKZQL4AAH7kHL0tKSOp2OOQ8q77n/vsUCkTP7J5FIGLKFjuV8fZI/FBq0W2bWNGve57fg92l1wvtOTk6aIS2VStra2tLi4qJRVqD+YrGoVquler1u9wTH7Ie/V6tVAwb1et3WIoxGvV63+dUILmi1QmSEwOTBgweW1D44OFC1WjUK+/j4WLVazSIe3uON0EBvJQK4KKkq6d8FQfBOSV+X9IuS8hj1fr+/HQRB7vHr5yRtuL/ffPy7IQcQBMHHJX2cf1PBW61WVSqVdP36dTMCno6goKter5tSoVqtWgUrhhPlEIkeDBP9zsfHx63NLQ8EFQQGiYIWUOXs7KwtWJD+7OysoTdQCZQHDx3dN0ZXGlQSt9ttzc7OKhaLGSICuaKWiMVi9vnMCKYiGNSUTqc1PT1tumEcpS9cgVKjzwzSNGSedK0EYROue+nka9UTkNADfeMscBwYtMfrxFA+h0c9Pi+C5I6IDtQXj8c1OztrztXXXkSjUeu2GolE7D5gfJFDQnlxLUgKPeXFeYBQ4dolaW1tzRrs0UqZfATFRslk0iJTKoMBDdwPniES4729Pd26dcsMkSRzekhjY7GYGo2GUSNox+PxuNbW1iRJN2/etEggFotZsVivN5gKRmRBhHt6eqparablx32vcI4kGrk/OIu1tTXbPzj5er1uXXV5LtBotEYg0uT1sVhMt27dsn2HkyVyxqjTCoVImdYI0HYUgvmmhoAn2kXPzMxoYWFBzWZTFy9e1NNPP62ZmRk9/fTTymazts6RkV+6dEmXL1/WvXv3THHjc31IyLPZrNGxiAuOj4/NCUpnc0x83uv8EQSBgTXoIICJByFQfVCoT3q8FQcQkfSspH/R7/e/EgTBJzSge17vCF7jd99UrdDv9z8p6ZOSFAqF+hgr7+2hKXwPnn6/r7W1NeXzeT3+W2uChqZ5+XHVHwuAPuvLj4c353I5ayXBzU2n05qamjL56P7+/tBQFng638JhZ2dHlUpFtVpN9+/f1/T0tDY3N5XL5WzjsmHp0EivF4quQLO+CRvyQUlW5MKihiJBIuh5ba+3R8EABcamQpXg2wdIsiQ6TpcN6WkYPy0Moy3JQlxPr5C8psMhBpsEu++BRJjr5aZENxgiUKbXgiPPxDD4pnA4DPh0uHOuAePsC3lA7tBzSHCLxaLlVXx/qfX1dSUSCVUqFY2OjhrS3N/f1/Lyss1i2N7eVjQatSgBmi2fz+vWrVtGoa2trZmCByeJIwiHw+b4MABEVTheb2imp6cN4EQiEUOiVMgSCdfr9aEKdd4L1Eu1cr/fN0RN4STAJxIZNIkj8ib6gFYi0mK2BIAkm81qcXHR6MXzNCTrz88/4JpZI+12e6h1NvsuFApZESkjPU9OTmzd7+zsWEXz6uqqqQkTiYS+8pWvmMji5s2bymQyRpeR2OZeU5Dnq+uxS9BF7FWoSxyBNOg5Nj09reeee87kq/l83tRzAA/ObXJy0gDl/1cOYFPSZr/f/8rjf/8HDRxAGWonCIKCpIp7/YL7+3lJxW/1AUEQGIcXi8VsclE+n7fkXzqdNs4a5Lqzs2MePhqN2mQgqCE2K4ih3W5rfX1dFy9elDSQSrZaLZVKJUu8gqZICne7XRtCASIKhUI2oYtiKQZrE/L6tszQVPCfXjLpNf60iy2Xy1bIRYISQ48RZ1NhJPm3N35sIKIbKA02EpI3lEMojdiEbCQ2OoYYR8zBpiLExYHA8WOAuNZUKmWJW79xQN3nq3fZbKAg3zvnfH4FY4bcjzwANAHyw1xuELDSS2h0dNTaPMMfX7161TYvr5ek97znPcrlcob0+/1B+2NoN+msK+fh4aFVSCNfhooaGRnRxsaGdZHc2NgwJIq8EMSLAIA+TgAY1oanBFgPKN9ouQy3nkwmbXA762Z6etoGocPlHx0d6eLFixbd9no9zc7OGk+/urpq1Emz2VSv17MGhly7b+eQyWQs0mM9sOdyuZypbXBaPjfDGtjZ2bHum15fjwgDqg/9Pwlx33acgjAS+dRo0Btpbm5O8/PzikQiVrSFxBy5ODk7ksO+iLPdbhu/D8jwyWWiF5R20EhE2YlEQtvb2wqFQgbIarWaWq2WKpWKXSfg5UmON+0A+v1+KQiCjSAIrvb7/buS/nNJLz/++mlJ//rx9//4+E/+TNJ/GwTBpzRI/ra/Hf/v0RuysM3NTdtQd+7cUaFQUCgU0srKilZXV606E1UIKJe2ATwgysx9ozJQBYbRJwR9YpekFbQOBopFzKLkweMgoD/IFeCtMXi9Xs8MBcZXklE68O04DK4FiSBUyXmNPmiaEB7j6Z0BiUoMlE+MUsHoOXFQBsoVaBwv8US9RIEXTob7RXSAA2Gegdd+dzodU6EwkhBe//Dw0EJrTxPxMxppHNzp6alRYhQYwhn7KAUDi/NAqVWr1XTp0iUbgM7sXiSKa2trevrpp1UsFtXr9XTv3j11Oh1LiPNsiXRIKuLQKT6E60YBRKtjEss8U9ooQ+Fsbm7ae8P7E1VSSzE/P29RVrPZtJYbd+/eVSaTUbFYtNbL0iB3NjMzY9Xp4XBYzWbTeHPmWEOXEknRL4rnSGRGZDA1NWX5C95DklXOj4+PG8VJWxY6/LKfq9WqDdQhMqGmgIiDnB/FfuwF37HVR28kWdnH7Ev2GrUaqL+4l4uLi0aZAXCazaY6nY4p8qB9e72eyXX5LM47mUwaVUn0iaNiHxERexDE77iWJz3eqgroX0j6vx4rgB5I+ueSQpL+KAiCn5G0LumfPn7tX2ogAV3VQAb6z9/oh83NzZmxDoVCWlpaGpK9ZbNZXbhwYUgjT9ViKpWyArF4PG5Ve3CDqDrIpIOwvcwQWZ40QFO0zwWNSbLkH5+PQSK8hXeGW/Y0Do6G9+f1fKcMH+meLxrBIdAaAIkfi4FNep5WIllGMhWD7JEaixgERwT0/7L3bqGRp2ma3/OPCCkkpSKkOCtCh5SyMquqe7pnunEx05i5WDzGeBfD3Hi9Y4MZL2vmZo3BV16DYYy9mDEYjGFhzcAOnvHFjteLYQdssBePFzNMt9vTVdV1zsqDDhFSnBVSKHSKoy8if6/eiFJmZWYdRtOrD4QypVAc/v/vew/P+7zPy+Hh8WxWonygO2R3yVKIhIj6YUTRmEMm42mXx8fHE9AMWQ20VaJ5z6RC6oJDikFtNpsT3dStVkvNZlO1Ws0weh5LgBCNRrWysmLYOBkDAn29Xk9HR0d2+Cn0tdttHR4eWkBy584dlctl1Wo1myHBHiBgYA9woGH2SGNSBNBDPp9XNpu12sXx8bEJEdIYR/TMniOjlTRx33l/vnmPCJrrg6EimPCFfdhLFCsxWkdHR1Zj4VwQYfM+MK7cm7W1Ndtv7FnYTwR/wLjM/cYJ+LMTiUS0trZmhfmLi4sJFhAUXAIEn11yzpC9WFhY0IMHD7S1taXz83Pdu3dvAlmIx+NWa0yn09ra2lIul9PGxoYNcTk7OzN7BTUaeHEwGI/GlK4GBZEZEgCj/T+dTVObkmQB4Muur+QARqPR+5LeueZXv3HNY0eS/u6rvgYUKzby6uqqNjc3VavVlMlklM1mDVrZ3Nw0iQgYHTs7O5qdHav4vfXWW5Z2SbLolsImN54LCgSFIWezczARGaPDV5LhpTgPon82JAfZyzQMh+Nh7Yyvm5ubUz6fN9oiToC0F7lbhkPzM9J636Di8V8ie6Rvpat5ChxCUneyIc8wwRhy2DkgZBJETRSuaIzjc/vIhWvt+wlIfX0a7dN3oioiYjIT0mTqGjg1MiAMA4+F2QQUQJZJ45KPJDmIvDfUUTEudJLD+0daZDgc6v79+1pbW5uo72xubhosMBqNLKpD9RONKfBkumxhDAF19Pt9lUola1wsl8sqlUomMY7UM39LL0w4HLZhLTCKoDYWCgWL8qnDIEnBvYIyShBxeXlpxdxYLGbNXChqMlsatgoDzvv9vsrlsgVBnEf+jpoXGaGX3eB39Xpda2trdm9wovPz8zo9PVWhUNBnn31mNbDz83ObOzwajVStVrW5uamzs/E0tYODAyWTSVWrVRunCgNscXFRn376qba2tnR6eqpisahEIqHHjx+b7hGZEXUpHCx0Zorl2AdqTv4Mw/6jsExtYDgcGiuPQi9QMzCSP0Mvu250JzCbtFKpaGZmRsVi0YpGTEOi+JRKpfThhx/qnXfeMQoV9MVpfjlRMIcL2t3W1pZ1XhL1kNZSFKaARgRM9EuTCobJN7pIV53DNF15KIhCHcaEoRmkwouLi+aoJFnXH2k+3GtwcElmgCmOUWiFr724uGgDRZgtgMO6f/++DRJngyUSCVMnbLfb1v3sHRia93xeImX44jhWX0j0Mr9EirCKuHZAS54nD1RHvUKSHX4wU5yIfy6yKWAkIj2ifNJunk+SRdjQcz/44AOdnp5qd3dXQRDoww8/1MrKij766CNtbW3pvffekyTTyqnValbvAEry9RsiPqJb9gWSFhgB2EyMAeXA46DX19e1srJi2SR1G/ZQPp+3z4ooIteRx+Jo6/W67fFEIqFKpWIZJs2EdBQT6QNTkMFhlL2Tn16+mM/z+2zFQzA+MOCxPkvE0VGYRmUUgTb+huuF8yUY29zcVKFQUL1et36Aubk5k6b2n4XM8uzszMZvNptNYzJBOS0UCnr69Km63fGM7mKxaASBe/fuaTAYaHV1VYPBQI8fP7aC9fHxsUldkFWT1RMAUZT3e1X6orroi9aNdgDSlbws+J/3bmxYMDb0RLjZkr6gl+ExYRp7oBTCUvG4MLUAJAagcBJJUYReXV3VzMyMtfZjkL3zYMhHEAR2UHykCvOmXC7bqD90YmiM4jtpO6l/qVTS/fv3DW7w/PijoyODJ2q1mrWie2ybonE0GtW7776r/f19ra6u6s033zSO/ZtvvqnPP//cohfosx999JHW1tZ0//59ffzxx/rTP/3TCfVVZGs5xEBDZBo4GQyfNxaed8+9xLiQ6ofDYcPK+XvfH4KCLE1pNAjhVKEG0xkOU2o0GtkhJHPY3Nw0I1koFJTJZPTOO+9YzQS1SGkMWcJXB3aSxs6xVqup1WoZe6Rer1uAQuMVOlPIUgOxYOx8vUqSTZ6C+uhZUuwbIvHT01MbUjI7O6tPP/3UlExxPsBFsMC8A8f4YUAhPSCVwVS9o6MjLS8vGxfeD13HWWUyGUmyTOStt96yukY8HlcQBHY22DMe4vRwDQ4AmBQ9KAITsgBYOgSGvseFDJAGSTJ/gidJJsFMHSuZTJpeWSKR0IMHD7S9va3FxUVtbW1ZDQClYpRF+/2+MpmMBUuJRMLuLdpAFxcXloVxntjPwL9Qr8nyXnbdeAcgXRVP0+m0crmcaWgQ7XGgf/jDH5pOSy6Xm2hQYYN0u12DCzBCvoXcU+mIZHyxR5IZAHoOZmZmbJg2/QeNRkPZbFb1et1SeZwTURQG3kda0uTwdL8h/fuBsilpIlLi/ZP9cP18MdhjiJIM5vFFJd8AxwEgeuRnHDyMAIeSZq9oNGoUPwqCfOe9eseMQfasFQ9R+UgdY+prFWRIkiZYUZVKxQ4NBUJgO3j6FNOJErluFxcXajQaRt0rl8s2FpEB481mU5lMRpVKRe1220ZFUuNoNBpWYAQ29IVHjAwFc/ZnKBSaaOmncHlycmLQGJknBtkbWmlM4yWTREUSUUHfoMffQHzAaUkyeBGpFHBnaj7QQDlvu7u7BofBlKvX6xaRl0olLS0t2cxecPVYLKa9vT1FIhG9++671vBF1E4GwD7GKUtXdQQW+8M3e4ZCIeVyOTPkwGxzc3NKJBJCeJL7AoTj9yl7l2yR93h+fm4Kp/Q40NyHnP35+bkajYbtDaAt3i9kAq7n2dmZwVnlcnlizKZn9HEWsQevsm60AyBS7vV6WllZMckAohGMGgUeol8aMMB1ocVBB8QZgBlKMqPPv32tgKzDF9TYcEShfB+NRkat85i3ly6QrlI2/u+NF/AIn4/Nz795XTb59Hdf+A2CwOoC/v2QnvsiE5uSDcUm9wwfNtl0lOGNNGnp7OyswSyeL0/G4xuwoG3S0ejhOzoeDw4OVC6XDbrg/mJMqTNQoOeakJVBPaVpB2cWDoetd4Os6OLiQtvb2zo4ONDnn39uBiIWi+nRo0fqdrt6+vSpvve971nk/dlnn+lXf/VX9d5771mE+b3vfc8KqPSCUNNATwjtFj4HtRqyHbpl2T84RmiT6+vrliVRcyGqRUPp7OxMu7u71nWNw5yfH88zfvLkiUksz83N6Wc/+5lSqdSEBDf9JkBvfj/5s8L/r/vuC63XfV23yCQwltLV3AoPLfb7fWMUhcNjMcbV1VWT9J6dnVWxWDTsvFKpTFCv2dc4PDIu9jwZAyq6vncmm81qZWXFaJo+oyVgBDrjuciiySIoujN4qVaraX193QrcOHyeh/vr+5Bedd1oBzAajSwtHgzGQx6Wlpa0tLRkXhTa1XA41P7+vjEJoBRCwWODAiUQbU5jw9KVcWPjUqln8xOB+O5NjBpRCREoKSjdyTgsDBxZBSk70TXpH6ksP58upPKZeO/TeCk1Bx85YPB5z+DFMIiGw6HVDYDJGI5DSs778tICPC/vlYIz2QP1EVJ3/3+MG2msl8YFrpuZmdHW1pbh4KTpS0tLBmv4zm0K4eji4PQxwDgbMH6M8vHxscEJy8vLyuVy1sADg+Po6MjUP/v9vmWhkkxl1e9drgu9E16gjw5ucF7qXN1uVysrK9Y4heFGEZTrdOfOHesgp3ZEhznc/UgkopWVFUnjCXrAeOwJZB0IuvL5vHWFU8SGHivJunp9Ix0Nms8LTLyB8k1tHu9n+WvhDap3PuwjyBBkqh4a5FrhWP1zeeppOBxWo9FQq9VSrVazwTlkhQRIZB4EExsbGzo8PLRGQWZ3E2DgmMl+gXbosaBGw6Q1+mzA+X3dw38hP/FV1412ANJVKzSGBGPApga/xWMznYrDD/WTm8DfUQjCAPtCI94WPXAOE8YTg+V5/P79kgVgALnxHobyi6hYkjkWv9l8hM7B8E1evA7RC2kxEQbYI5H59GJ61sXFhXGV6StAERH9EeQDqGtIY6w7nU5raWlJb7zxhpLJpNVJ4E3Pzc2pXC5PRIhAH8gPUJylENvv962AD45dLBZtPwRBYAXK4XA86wHDLcmaiYjgiJyGw6ExTigGf/rpp2o2mwb1XVxc6MmTJ+p2u/rss89UKBR0fHysra0tu8cQCmKxmPUXRKNRlctlff/731cmk5mgPWLY9/f39fTpU9s7SJPwmRcXF40NQzTIPYWWGwqF1Gw2TdKY4SE4xVAoZA6OPVKr1WwPw14DGqtUKiadwr3i+qVSKdXrdaMlkglSi0JfBy2c6wzWdPHWByPPWzwOthw1GmCclZUVpVIpc3LAeDhbnLLPdtkrBAMEBO1227JkPmMkEjH6MkY7Go0a/RT6N1+DwUCNRsPoqkBAfn/z+Xm/ZMHYGJiH3W7X6gbsLV/ovW69CvbPuvEOgIYh6arpCEyZdD6VSikWi5l+jlcHhZ97cXFhLdO+EYvnnsYVfdMINwrjgaHyhpvlWSc+CudxfAbfmeojn1dZnhbHYaeOwQaEKeHT55ddZAhgkqPReOwghfOFhQW1Wi198MEHunv3rra2tvT5559rb2/PCueNRmNidjHvFyNGgRgH5dkNXvY7n88rk8no7t27NnqTTAXnuLy8bDUhImT/PikKzs7OGjWQiBKaq6emoqyKQd7a2tLFxcWErn6pVLK/R7qcTlayCx/J8ryoTJJFYnDY3zRJsc+RDyGr7Xa7Jh8RjUZNnIwGspWVFXN0OB50qIAxoQMDj6ABRPMWhgh6J4EPrCQoi69CO/T7kOjY1xfongUSJciD/gsUDGQH3RXWHpAKk9Oq1aplgAR8FHsx0NLVbF9gOPYAi/uTTqfVarXMOZL1k9V7m8H+gs4JdZW9s7y8bEFXJBKZmCmNQ0WeotVqaWNjw+pDX9e68Q6AaBCjTPQHI0aSKTnCgCCaOjs7syk/3LBKpWKFFSYP9Xo9mwxEZD1dDLzOSAOtSJNYpMfo/CYB22WTTWcCL7Peffdd4x3j8TkwRHoeWiEVfR188LqFMQMCgsWD1AU69BSAgXZwzEAoyDTgFMhSKE7SFYnRxunT5Q0zRtKEdAAGYDAYazIhG9xqtSxy5V5Do/Wvm0gkzDnxeQkcfFBRrVbV7XbNYXhIYnZ2Vp1OR++9957u379vcA/OB2iP/UMHMw6QxR4huwUCzOVyBjvQZQv0gDFZXFyUJKt9eOiPa+NlN9inPvhhH/u6DY7M03FXV1etgxk4CqdBFE5Gks1mzdlQ96G+Qj8P30ejkXUM+8+Fo4ajj3EG2qKpjZ9xj4A3yRzW1taMyZdIJPT222/r7t27arfbNgecYjYdzuFw2Gi1Xh8KSNI3DvrC9Gg0lg0BFva1QOZCs79wSh4C8rbp61w33gGQzvHlKWjdbtcGOw+HQyvgoWXe6XQm8DzSagpIROne2N/kxXv0HGvp/qy5aQAAIABJREFUiiXlN5yHjuCZX5dCTlNrPcbKz8loYEwRIf3Zn/2ZqbPu7++bEmK9XjeJhna7bR2u4NNEzdLYwO7v7xvNjWIoEgpBEEzMnkXuYGlpSa1WS6urqyqVSjo9PTVpgEKhYDozS0tLKhaLhodHIpEJqW70VcDs0YACg19eXrZpcnTZNptN5fN5BUGg9fV1k6lAFwh5hTfeeEP37t2b4NVT4PYNa0EQWB0CeJJrABzF59/Z2TFHh9FFHwgVTuBLCr0ovUKEIOuC0khUj5H3LDnvDAhc+D1QJTCbz9Cna1W+uYs95gkZ7E+fQeOcyIBwRjhFalFnZ+MRo3Dz+/2+Dg8PVSwWDdLiXm9vb1vwAlsHmK1arSqfz6tSqejk5MQUggk+cAA4HA+/8p3xm9TMvOQLz9Pr9ayG4uuTPObu3bvWy0SA8k2tG+8AWJ7+xaa8DrYhpfVYG972r/Ji0xOteeXA6cNGtI8zYLNeXFyYYZ828n552Au4AGgA1U+gB5rKyAAWFxeVyWSs5oHEBvDDYDCw7mrYGHfv3jXhLUkW9dNxS1/GxsaGjflDroFIF1YFfPzhcKwd5Yu7R0dHisfjhr9TrNvb25MkffTRR8pkMtre3tbCwoI+//xzra2tGUMmk8komUxqe3tb5+fnKpVK5lyTyaT29vb0ox/9aILBBY+eLlGa/rhnQIH825MSoItC+fMQCQaEmQAUqFOplC4uLkyWgL8ZDodm8Gn8IqqlHuabB32dxTdBEbl7WjGOnboIES5whncWZB8YabL3drut+fl5Y1QdHh6q1xsPZpmZmTFdLzJ3on8gL6AoHBh7FPouNUFIC5lMxuSzuY5IuzDsBviPjmpYgDzWj5SkAE4nND0S/J2Hz+huxmlxLmH4hMPhiQDhebW7r2PdeMvoDdV1/57+ehU88q/K8gyfaQoqP+cg4vQkGW4MHAWujiHnUGDkY7GYjS4EP8bREpXSHASThszDY5NEbjijcHgsRwDPPJvNmpQ2LfIYSzj3zHXt9/sqFouqVCoKh8MqFotmaGAAMeyFKJIID2VIhMUoRmM86SeBMswksZmZGeXzeevSxLHR7ISRjsViWl9fN6eYTqeVzWaVyWTMIJBpwAUni4Kf76EFRlqSZTGs5fLy0pg9p6en5mAvLy+VzWbV7XYn+gAoPKLHBOTEmmaWSFdMnOnfUY8BNoPrj3GHTcUX0TY1FujZUHwx4l5G/cuKm8Byd+6MB9sj204tyJ8T6imzs7Mmp0K9AyN87949Kyz7rmAyvFQqpVwuN9EjkU6ntbq6akQTZOWj0ehEvw3dyBh9363LXmeGM46YjJrHfJvrxjuAaaP3ImoUv/tFWs87HP7nnrMPLRVohzQUSMZnTr5OAc4+HA7NEMF19n0JdJlyeIhQ0BDi9bwU7tLSkkkXeEzTi8nRe4Fx5KAACx0eHtokJqAM+Ps0RjErlsjp6dOnSiaTxvZBm2h/f98OOxEqDU3ACQcHB9re3la329XDhw81Nzdn7JOPPvpI3W5Xu7u7WltbM3HCWq2mra0tvfvuuzo/P1exWFQkEjEjyOdEFuLg4MCyNmA96H+7u7saDAYqFovq9/vmKHhPc3Nz2tvbU7/fN3on+2IaMvX0VyBVoCX2EQVknhvIBngH1hYZANGup6DCvkNCZG5uTqenp8aYoV5E5gftEWNJk6Yky3aJjGm6A87tdDoTmkRAlGgGHR4eKggCNRoNg5bm5+dVLpcNDgMmZhAOjVgYfbrXKeh7Z0XWBg0YQbdCoWB7XpIymYwKhYKxmegOH41GFoTF4/GJrt7pgPZFwe7rMH/8uvEO4F/mxWa7zqn5YqHveuUQS5rICDymy+PAYcGE2bhETGCU3W7XDreX+fUsFaLwVqulUqlk1DUK7a1WS+l0WicnJyqXyzb6cWVlRQcHB0qn0wbLAEE1m82JeQtezhtWCpPb0HuhC7zdbuvevXtKJBLmCEmvt7a2jCLscXfoq+j/exFCsgaKwbDAMKwwsLwaJiQEsGkgA4+xQ1/1wn3PY2xN16l8g+GXRdHXLV8z8gViv3c8o4XaBe8RvR1UT4m++T8aPeDtDFNicAl6OZlMZqKrl/0NzdlP0mNf8h0RR+kq6CFTikajxrXnb8/Ozuw+o7tzdnZmA2IqlYpKpZIajYaJzTHhix6Bcrmsjz/+2Bzr/v6+vQadzKenp9rf31c6nVa1WjUnx3Xz7EDowx7W9UgGdUo+3zSl9qusWwdwQ5evW/jOXo/7s4AVUE/0GQHRD5GNL0Zh+MgEkJiQNBEtIojFhoVpw6bPZDITkslw3sFLfeEuGh3PWgYf9QwIMGgyD6JF5kIXCgXjzPuGKQ4CTgmmVafTsegeil2r1VKxWFQ6nTa4C5YYGjtIGGPIyTgoYsI353q0223jaUMHlGTOAQxduuoyZ9Gg9qLF/fLzG+hH8VpJfPH+fBF1ukuce0xdACcHREiNABYUjB/eayKRMKolXcJc00wmo3Q6rdnZ8RxiBjERYJANUNxlTz4ve/fMPmoM0JO5zmQA5+fnyuVyE02LsIDo5F5aWlIymbT9uLCwoPX1dbXbbRUKBcso6KDnuhKx08zHXqSrnfsJ/Ehmyu+BRcluoAGThfv74a8F9wxH8LoO/7p16wBu4MIYs7xBuY6O6vsU+HuKayw/gJwNSvOY554DEWG8+DseC+4Ol54NSTTKZic9nZmZsVQdPBSGRbvdtoJfOp22x1YqFXW7XRUKBUWjUT18+FCXl5f6pV/6JVUqFR0fH5uA2OLiot5//33lcjl98sknevPNN81J7ezsKJFIWHGNa4IsAowMGqSoO5TLZYsWoRV6OiTFzOs6T0Ohq45tFFJDoZBRNiUZfi/JrhGGnU5c4JVYLKZqtWqRLq/F6+AAyIh4Dr6ACnivkuw+U8Sno1uSQT8UyKkveL0l5voiMYHGD46fPeuxd4IG3juT8Xq9njn6wWBgCqPANEtLS9ZRy94lmva6UhhJ4EyCIRR/e73x8PZGo2EjOpnqVavVVCqVTLytWCxaNobOV6fTUalUMi7/wcGB8vm8iTgie00jo2/shD4L5EijGPee4OW6Ggznxf8cZ+oXAdmrrl9oB8Bm8YJjRB78jINLgYjH+Z99W8sbcX/DJVkkx3vy+J/HBYn2eDz0wouLCzN44Ow0FHGIGQXItRuNRjbMRZJBHERwXmwNTHNnZ0e1Ws0iQQaiILzGlCYOfCwWU6vVsilSx8fHWl9fN/41bA8oecBSHAI/6W0wGGhnZ8f0blqtlmmxc01xdGDXwDf8DkXP0Whk/HAE1jqdjo385JqSYQAJURgHGoGNAkSCgicOYHpdV9fy0T2fhevX6XRsnm+73bZaDzIU1ADIEDGU12nH4HyelwFIY4MIrDK999iP1Dyi0aiOjo4UBIFBQPPz8zaohiE8+Xx+YvQpmRaLmg6UZmBOzip9CKFQyIwpzDSIEPQBAPURxCAMh4OOxWIKh8PWpDUzM5bgxlkCOzLqFQfGucNRky1EIpEJJWCaUnF0QILYpPPzcztvL7uuCwpfdv1COwDPu8a7elYLv8dLez69/9m3tYhk/IGC70z0R7TPlzSpteIjB2AXj+Xy2diQQDVoAjHGcTgcmt4/Ba5EIqFCoaBkMmldqRgMfr+xsWF4OQ0zFFpxcBjASqVi4mhQ+ahPwL8GzsJ5ZDIZY1qk02mjldK4k8lkDLdfX19XPB5Xs9lUPB6XpAl99+XlZbv/5+fnFhl7iY/BYGASvPF43ITZEAbDEU0HG8A2RL4wRvg8GDsiRV8ApkDrJTC4Jzh0uoyR5njeelGREMgkEolYHQmHSLGfzAlIkL3le3GAL+g3wOh6qIPghJ4QHO7S0pJlRGQXUIojkYhp5FQqFYVCIZOS9lkSQQoqr2QHnGeuF/uOoIff+c7acDhs8I6XvvA9CwRPBB7MNebfOIB2u21dvOfn50omk0ZmIIjwNblv09awfqEdwF+F5W86Rp3N4fFD/o1T8jIU0OQSiYTW1tYkjaMmukTpXgRDphi7srKiWCymbDZrs3B9xIzh4f/NZtM6YEOhkE5OTpTJZKwrd25uTgcHB6rVaibN0Wg0LKI7ODiwqWcXFxcGiUD9jEaj1rgXBIFJO/z0pz81Zc1Go2EFa+ZBf/jhh3rw4IE++ugj6xWYn5/Xw4cPtbm5qVarpWQyaQ5of3/fnG2v1zMVWdrzK5WKksmkarWaQqGQvT+cMYVNnCpG0DdT+cI7BofIjkgPA+qL3NRT4KQnk0lJMlYNsy9w+qlUSsvLywqCQK1WS6lUSgcHBy/cc/QI+M7bWq1mGSDRs9ekAW+PRCI2vQ4DvLS0ZEN5oDT6zmFJE9+59jgWAhRqKLDNTk9PbR5Gs9k0RhgaRM1m02oInrKM1AIGmHvF8/vAjwCJoGFpacnOBYESXep0ptMcyP71/yZoQgYcqidnjwzD91cA/z2P7XPdOjw8NJjqq6xbB/AtLN+fMK1mSNRIQdV3UXpI6kVQFOMA19fXDc/mNSjA+QjI6xIRcaJpD0QCrkykK8m+Hx8fG/uGw8iwlbOzM9XrdYNndnZ2TDsHml6lUlGv1zN44ODgwFLo/f39CW2aVqtl6TcYqyQr1I1GI1UqFa2urpomzOzseMRipVLR4uKiWq2WRqORUUQ7nY5hx96Z7u/v66233ppgWnBAgXIoinuVT//dt+y/aus+hg765Pz8vOr1uqmTzs7Oql6vW6aCYwqHwzo8PLSZE5KsiYv7Ts1GuhIfJIPDSRFk0PBFQx37d/qzBEGgWq1mzC06phOJhGVX/X7ftP99Jy8FUDIaiucU5Z9H8/Y4OJ/V6+bjUCnedzodOzvD4dCaz6gL0JS1v79vCgL1el3ZbNYCB2ogSI5Q/IbDT3YaBMEEYyydTpsTR27EN0FiA5D8eB69/XV0/l923TqAb2H53gV/kz0tk6joOqMyrREzvYioPU/fb0oKvh6CANNNJBIWqYG5Ly0tqV6v21AXsofBYGByB+Cp09EVzV2Mj2SO89HRkXXx5vN5HRwcWOaBJpCnXQIB+E5O3gcHmprA22+/rY2NDescpcErCAKDrJaWlky9kwInWi7UOohILy4uJgwjTB3gKwzItLO+SYuI2TcYTVMMPdSIked3qFuy/7h29BDwmMXFRXM+0ngATb1et1rJ4eGhRf0vs3x3NAESAnDhcFi5XM7GJaZSKeXzeYOSqE/hHMkGZ2dnLWvzA9l9fSOVSlnfCUEXewWKM/pJnU5Hn3/+udFIP/nkE8uAdnZ2tLCwoI2NDe3t7SmbzWp/f98cMoQIAgtgXhwE+zwej1vjIfMscEZQWqkplctlSc+nD79o3TqAr3F9W01oRCAc6FgsZpKy6XRanU7HIsVkMqlKpWJcePBRBkl4dg4RGZH6YDBQq9UyDBtqpGeVRCIR5XI5o80xvIViNUqIc3NzymQyFnF1Oh177nA4bA4CHaHz83NlMhmL9DOZjBXbYFnAvT89PVW1WrVRemQBMHi8ON/BwYE+/vhjkxH2U9kGg4F1sHonTFSJU/H1F+67p+fRYEVW57WUXia9f5k1HA711ltvaXV1Vclk0mAgIIbV1VVJV+wQhM3As3HuPgCgAS8cDtu9gacO3ZH6GfUKmEUvWlAtwcZ9E1S/37d51dB3PcsnEomY0qdvoDs8PNT+/r5lD8lk0nowQqGQqW4yoIVmunK5bOyyUCikTCajwWA8a4RmMAa++GCN8wPcxJS1+fl5E5eTxg4wCALrM4DcQK2Fa8g+gVWG/AP7gtGdCAsibMheJihE8Xea9fey69YBvObyAx+8OBQwA6qFGC5mpBKJoxYI3AA7hKYmWtyBf6LRqLXAMxYT8a833nhDiURCq6urE6qSFHXR2eE901TD+ye139/f19nZmTFrJJmIHoMs0PSvVCo2Du/w8FDhcFibm5s2LL3VaimRSJiOPE1BUPQqlYpRB/f29qywCmtl2jgWi0XNz8+rVCqZbDFNXoeHh0okEnY9GC/YarWsSQ2VUt9dSYc0BjyZTCoej6vf71sB20djUCbhoaOlz2t6HNfTa2FkTUN/PB/wDk4WbJdMiAyIe0BDGQ1G/f54xvCjR4+USqXMQeIQ2J80pUWjUYPBwKgjkYiy2axBGrlczuQsstmsOUb49UTp/jP5zx0KhWzuNdcco05A4MkDHo+HNUPPATAJ5wHj7b88Yw6Kq2+uYj+hyOvPx+zsrDU6ov+DOCDFa5+xe1kLaMQ4OGTHEaWkjkGwJWni/kwHjZ4IIl3Bx/7z+z6Kr1oHuHUAz1nD4bh1G7YB0Aa/Q1eHTeoPPF6dCBWMHMEs8FakB0hbPfZMJDQ3N2czDChaEtWSnjYaDe3u7iqbzerx48fWgHJ2dmYpM7TH7e1tra2tmcLmr/3ar+np06d6//33jdcMPhsKhWyiGlgq0T0a6wzcQI4ZRoMk64b1kAEsCz47uCjdnbBOgFzgm/NZmbvqlSVp5z85OTHJBJrJOPyeF4+hgrbpu1t5XiIvoi+gs1AoZNHwycmJMVooJJKZYBSJvDH6vDY6RewZ3yjEe+S6YQx4b7BuJNln8HuO/UQDGw4APnk0GrXoE4PcarXUaDSsCQ6sXBpnmBTKYQYxNWxlZcWcKbTLXC6nfD5vUAdyCchVU0eJxWKq1Wq6uLjQwcGB3bdms6lms6nT01PTWqLRDGkK4DiujWdc0aw3rW/EWfbjRPmMwKgYd1hPPgvgWvqmQ0lWsO/1ehaUMCUP3SACr+XlZesdQDCP18DZUNye7uCHakxmBuz6VdatA3jOGg6Hph7pxc9YNHwQQfvCDhvT8/TRcyciRR4AQ8/CcBDxwT4BMwRb9/r/aNTDWYa/fXp6atE/DoRIm8YfiqFra2uW6sdiMRuuQUrLa4I/Mk4QcTCYDmQF9Xpdq6urtlkPDw9N2REI4fLyUvV63SQEhsOhFR595OZ53PDTJRlTA2VGDicZDfcQ441hh3FENy+P5ZD7qJzInE5Y338BhuvvN5guB/f4+Nj43tQbMMbtdtv2DpgztFyyI9QvwXu5nr5fBGgB6qV0NSPCBygU2mGHoeRKZiHJMh4Kl9RDGGcKnLO4uKhyuWz4PyJ0BAnIX9NrAvUR0gBOh/eIgB5S36lUSgsLC0omk0okEspmswbbIZNMIEJnLmek3++bWByZC1pL3GvfGU02xr99fxBU3Wn6KBANQRKMKeY/Ly8vq1qtmnzE6empCoXCBJMOh+WbuIDc0J2C4nznzh3rhCd4Iqsnu/Jd8C+7bh3AlywYB0QS3tATMUpXrBQwSRqHgAva7bYZcw4n6f2dO3dsiHmv19PBwYHu3r1rRZ9EIqHFxUV95zvfUSaTUb/ft4ItGQIwgyQzsDwX3ZDz8/Oq1WpWXG232yqXy3r06JEajYZSqZSOj48lybKPRqOhWCxmWvulUklbW1sG5VDkI6rr9/va3t62mcxeK/7k5MQOyuXlpbEkcDbo6A+HQ6VSKTNCUFM51OFw2BzecDg03X8ONvK9sFxmZmZULBbtntIHwAwB3yvhI2lPK8SgS5M6Ob1eT7FYzBrtKOhxb4g8MW4nJydGw2R8J0ab18MA+WCCewITib+hyM9rYMh8k5Ekw/bZqx6+gcOPU6bTl8f6z090SwMgtGM+H4VV2Gc0SsH4IuPg3lFnqdfrVr8iK7i4uFCz2dT8/LzNcAiHw6ZBRKcyGTP4OFRp7iOwCvAJmRsLzSayTDJOghv/3OwPXicUCk2o7gLr4ahSqZTa7bYSiYRSqZQFjufn50qn0wYl0mCGrAbOYzgcqlqtGg2XngL2G02X0FC9LMXLrFsH8Gy9DEuB9JpI03P0faOZb3knQiTqJA30I/qGw6FRMIEWMErT8g7guKPRyIaj/PjHP9b+/r7eeecdHRwcmN56u922mca9Xs86Lkn9G42GcrmczXL1RWLpSh9G0kTTGL9jEhKPiUajRgclFQee4LOUSiWjkDabTcViMZVKJc3MzCiRSGh7e9t0d3AU29vbppOyvb1tTTcMK5/OusBjwZLhc3tjTETti3zSFUPm8PBQkiYyOWnsPPxewUhgpH2THgGDh6F8cxvO9joJYKAaoCK/n/x+9QOQjo6OJMmcQ7PZ1BtvvKFwOGy9FdRzgDE8Vn95ean9/X2ToZZk2DX3kO5jghfeE/chEomYEBzGF+48BV/2BR3FFFUjkchEYRVdn0wmY13Zi4uL2trasqyEPUuHuIdIyGbICJnxwGxhomdmPVB/W1lZsSyJwUPLy8vK5/NWbEVyHMi33W4bbOQzDYrLo9FIzWbTmsggQ9BoyJ7nngBV4UigvcKKIzPmPrzu+koOIAiC/0TSfyhpJOlDSX9bUl7SH0tKSnpX0r8/Go26QRBEJf2RpH9FUlPS3xqNRjtf5fVfd4Hde3x2uiDHz4ABiNw5eEQv8JyJSP2YOBpLvPSAdwo+zUcdE+EyCnUcNmAVIhkgpJOTE4MOMDhQOb0kM5ES2CXCXhQ4KcAyCYsaABFZrVbT6uqqUdqQhaC2wcYk0kMIDhwa1gibl7QVqhtNMZ6thMHEefKeuYbcKxgtOCn+jsgQmQCiNSJT7j0RLc6MvUATHM4a1gpGmGwMA+oNJY693+9bMxP/901jQGb8PhwOT0has5eg2E4vggGgKu45EBewjdfgYa/AZEHCmcgdo8P19HvGU4PBsH22BJRFlEpwUS6X7bPy2dDl2djYUK1WM9mPUCikg4MDa55Lp9OSZN257E2okBhkqNA4BLrQu92uDQzyne2SjEHDiFlku+lJ4F565hd7jntFxkc96uzsTOVyeSID9r0JRPZcHyA+7AENg54IwZlHjpvszjd4Qsl+lbrAazuAIAhWJf3Hkr47Go3OgyD4J5J+S9LfkPTfjUajPw6C4H+Q9Hck/cNn31uj0eh+EAS/Jem/kfS3Xvf1v8qa3rQcRA6ob8kn7YNhAszio7p2u20wBrQsHEUQBBatYMz4PZsVZ0SU2mw2zRBKMgNWLBatcOgpkdDcOp3ORBEMyIXUk9SeIe0UqDjsSCpTYJZkzCIgJgwvh46Nx99Q4I1Go4bJDgYDexxGd3Z21iIjDD+fxRc5oSYSKQENSLKoC5iAmQOpVMqiT6IsagpkOlxnMjkgDOAU0nvvcMD0ud7+c5KSe968H3PoBdU6nY4ZtdHoaloazmVubk7n5+dWPIzH49aFOhgMLIOsVqsTkShZEBGl/2I/ohcUBIEZnuFwqOPjYz158kTd7njCFgFBp9OxoizZAuwZxn16SW6CIAIippThdBm0wwyBk5MT/cqv/IoRJFAPReKBc8C15fO0221Vq1V7zW63q0ePHlltIRwOGw0UiGl9fd2ECHGs3L9Wq2X7EWkHqKDAozDaCLxg2/mZ4xSSr6P7khn4iN0TFIAvcSTUrFBDJdvAuUYiEdVqNaN7z8zMWMD1suurQkARSfNBEPQkLUgqS/rXJP17z37/h5L+C40dwG8++7ck/VNJ/yAIgmD0DZLn8dSewUGE5I3nNLZKJEb07+mepOYUZOFd01KPgcegptNpe21+RiTkD+zl5aVhpODCw+HQpBpGo5Hu3bunO3fu2PP3+32blIUAGmwdDsPu7q5WVlYMv200GjYNCZGz9957TxcXF0qlUjo/PzcK3mg0soK1zyIuLy9VrVY1Nzen4+NjS0+73a613zebTX33u981Bg33giLz2dnZRPMX1wOJXaL+WCxmkATFRxx0v983qiTRqW94m52dHLAtyQwthVN+PxqNVC6XLSpFHwe4AgMnyQrWnr55eXlpbDHqFL5Qz79nZ2d1cHCgbrdr3bEwQ+iJIPs7PT3VkydPxNQpskAcic+QmLJFZIpjgb7qO7G902Av44Rx7lAowbfJ2HCGnvrpGVcUjnGuZCDAkp9++qnS6bRBI+DxfE6E0k5OTlSr1bS+vm7Gmc9VqVR07949c/heHNA7bEgX9BkQ+HD2+ZJk14GMgn9Pd3ZPO1VqZcCm0Lu93eBn/Jv/E6CEQqGJoHGafXTd/32vyldZr+0ARqPRfhAE/62kPUnnkv5PST+TdDQajfrPHlaStPrs36uSis/+th8EwbGklKSGf94gCH5H0u88+/fz3/gzA+WhGtgupGPe43IBfZGIhhRgAA4Gz+MPiJ+f6lMzCr9EdisrKzbLFWMVDodVLpctm0Dxr1wuK5VK2aHsdruKx+NWeIVNQSRdq9WsWEwK6HnAGGiKxBhXCq+j0ciME/om+Xxe3/3ud+33MFMkWZrP9YIm6DFiL/LGhCWokzBEWq2WOp2OFhcXbbpXpVLR3t6eUqmUPvjgA3v9jz/+2Oos1Fw6nY69Fp9tMBgYdMOhwvhPF2M5KOwDajjT686dOxaR+cVe4W/b7ba63a6NsoTVg4E9OjpSLpezLAL6rt9/vmDJvcQAwFghNqJDFaiJ79I4omemMcwQMglkL8hWcMbeeIA7w6zhPYXD41kNi4uLyuVy5uTRJMpkMlpZWVE2m1Wn0zHZ5tnZWWPPwZH3zXjsldPTU2u4Oj4+NsmPy8tLU8zkWkLT5Zr4mgw/91G0v3/IKKAm6wXsgBmps/iufKAU7AOO0VOJfbbqKcsEDB4C4vMT7I1GI9NB6na/OON7+svvj69zfRUIKKFxVL8l6UjS/yLpr1/zUCL866z5F6L/0Wj0+5J+X5LC4fAXfk/04W8UPHeiKIwSFxv4wKeTMHn4PTcJHJEDS3TBJuBGwnvmxr3zzjuSpLW1NYsySWV9xyxyyJ1OR/fu3dPi4qJV+C8uLmwT+yIodFG4z6Ts2WzW2BG0usOl52dgmTgGz+uvVqsqFAr65JNPzBjwfsLhsFZWVrS7u2tGg0YloClURIF3YOIAhzAkJR6P6+TkRKlUStVqVSsrKxOfEfXHWCxmnak0wmEE+c6kJxwpGDtCcjB14FPT9Yzjg99PEZvnAFcFusHBYFlEAAAgAElEQVSZ8nv2BI6G/YfsBlTcTCaje/fuaX193bLDSGSsaplMJtVsNo2xUSgUDB4DryeKBZ4g+ifDSyQSikQipo6Joae+xHvj8cgacy9wjPwt2D+ZAvz8xcVFHRwc2ECbYrFofwsW/+TJE+XzeT19+tTqI3Nzc3ry5InW1tbM0HrBN86sbwTzDVkU78moyBI9REjk7bNo/s1jcBLUynh+zqIv4Po95gOF8/Nz4/VTN/GQjYeBeU3qimQangQwHTj6RV1DmtQO88v/3mcwvncEmPBl11eBgP51Sduj0aguSUEQ/K+S/lVJy0EQRJ5lAWuSkCYsSVqXVAqCICJpSdLhq74oFxWmQzQatc7Yra0tpVIpra6uKh6PKxqNanNzU6lUyppQ6MyNxWKWKUCLJEUn1Sd6ZDMAnXhRK+AceNBEfaPRWL5gf39fKysrppmfTqfN2dAhSKcqjVWwAJDBZfMS/WCQBoOBSqWSHT5mmqJ2SXRBPSAUCtk4PqAapJgHg/EwDrjz4Inouvf7feVyOZXLZRvjuLq6qkajYQYsHo9rb2/PBmhks1kdHR0ZtY36ClGSJLsW1WpVW1tbE9d1GhclwiIT8xE0rJ3pKMkbhect6jQ0o8HRZsg5ETIcbAIQYBXqDTgMBsr4Ar7XxW82m4pGo3bdvWEFTjg7O9Py8rLp0DBEnr4J7i/dyzhoitnQLY+Pj60o6KNsalnAM/V63aAJOrjpcanX62YoZ2ZmJmihfHa6XHkM0A8BgydQ8No4Y7B0nDdR/MnJycSsA2olZ2dn2t/ft8wIeBMxOHov2Gvg9D4q5/oMBgMdHh5aQ6aHVyRN1NZ8cd9LOniYxjPeqC9eB934miP7jGvoMxGfrfFv3jeZrKdB8x5f2p6+9CO/uPYk/SgIggWNIaDfkPQXkv5vSf+2xkyg35b0z549/k+e/f/Hz37/p6+D/08f8HA4rGazaZK2DHhGGqBarardblunH6klcg2NRsN4+GDwRLZ0qFLYwpCQbRAJYwTAXP1NDoKxTG+/PxaoAgZotVr67LPPdP/+fbXbbePrdzod/exnP1MsFtMPf/hD/eQnP9EPfvADXV5e6v333zfKHQJQcN4p/vR6PaXTaYMmLi8vrXkMg+rlaWdnZ02sLRwOm97+ysqKSSIvLy9rOBxqc3NTnU5H3/3ud5VOp5VMJpXJZIx7DqNkZ2dHs7Ozun//vp48eWLNODTRIFoHVAJ27aNTjAdFWa57NptVMpm0QuJwOLTMCglsIkSyNv59eHho4wJxamRwZHXsAYwkh9I7VHjcwDA094VCIT19+tSMI4JqyAogsUFUTUQJXHh0dKTT01Pl83lzLjRSEWUeHx+bSihZAxATxU2KkDwvNF32hB844kX9gFXJctjvBEfTzXE4K/a773mhfsD+48xx7aSr7lvgE16fnxHdci0IrLgWMH0I2jzUAlMJiWvqZEg+UGPydRc+E+NPfcYyDSH6L794zHUwzouCkC9bo9HISCIEDWRLkqyXgPP1suur1AD+3yAI/qnGVM++pPc0hm7+N0l/HATB33/2s3/07E/+kaT/KQiCxxpH/r/1sq9FgQqMli+PzUqTVCnSMQwIjRjr6+vq9/um6U0Bd3193brvVldXFYvFdHx8bFEYjwXyIOLFkPT7fe3t7Rmm2mw2tbCwYFr5H3/8se7evWvRXL8/lh8OgkD7+/s2QCIUChll7ujoSNVqVaenp2o0Gtaef3x8bJr79Xpd8Xjc1Amr1aqePn2q4XBoYmdvvPGGXcdGo2FG4ezsTHfv3lWxWJyAt3q9njV4QWEkMgS/393dVb1eV71elzR2xMlkUqenp9re3rbNSNESDBYjCgMKXnk4HDbxK6JISfb6fnHoMBpset9IxSHEGHBgPIPJyzr7QzMcDu2z9Ho9ZbNZ+3wYd4IAcHE6lJeWlnT37l3l83lzwMxA5v4BMcEYw3HjyMHuo9GoYdbQbD3cwOcBpmKoDYab+4nz5zPSDAhU4essnp7I9SP7Ao4C3sCAv8BGTBhRnKmnYFLD4X3j9DlHPhDgvVJM9eef16CZq9frGdTKz/kdGSWkiHQ6beMtfU2NQIEiMu8RB+j3kS8CA9Ne9+VpxhBUfFMnmWA6nbYJZWg2+fqGZxmSFX3rLKDRaPS7kn536sdPJf3qNY+9kPQ3v8Jr2U0iQqBQyKb17BkiOQZVo6/Rbret4MpBhIt7eHio+fl5VSoVE0bzUhCwI87OzoySCRxQqVQkSeVyWbFYzA4y2Lw0edM48IiPEaEkk0ndv39fS0tLymQyeuutt8zzg9NyOJGnBX8/PT21zkzYBUdHRyoUCtZ4Isl6BJikBMWQFJlDBf2PGkImk9Hh4aFarZZarZZtTD8sxRdiweDBeTmwpMcYU+80q9Wqzs7OrPmFIeIcRjqEe72eUd9WVlZs5OTbb78tSRYZ4fQozhMcUGcAhsHBra2tGZwEY+fk5MT2W6lUshoT+jXc78XFRcPER6ORqtWqGXzolxxW37ns61ZcFw8z+Ot0eXn5BcYKwnho0sBoIyslq4JMQCBFZB+NjoUGcRTxeFypVGrCwVF8JqsiqCICB1KhjsOQopmZGS0tLalYLBo11HfAey0czomv93De+c6+pA+F1wZKZW/xea/rFAaqoxHwOoPJY+iSBn4kW4AU4ntZ/GMzmYwFkJlMZiJo8MEKjZ+NRsPOM7BUs9mUJHttaNqeBorjZnDQq64b3wkMJYvNiyEAU/SFkAcPHthIOfTIO52OEomEhsOhlpaWtLm5aQYzn8+btsnm5qYVvwqFgg4PD22zYLCBEziMFE55HXjVRHCkvjMzMzo6OjJtjyAIbANSvKRQRuEWaiHRPwwbTxekaDYzM6NWq2Wt5bu7u0aPfPjwoTk7DPjFxYXi8bgxMNDLofA2GIy1SdLptElYSLJGIQqontFwfHysBw8emEPGqA4GA9NAp0PXsyowMkR6OAiuGYXEcDhsUr04/iAIlE6n1Wq1TJqCSGtubs5wdySqq9WqlpaWtLu7a/0CvAYdvtQTMEo43G63O9FRyj3ykg8YZgwLDpIo2Efv/vPzfyAWrgmRtnQldgZVkgYroBlJNi0tk8lYBkAgAAGAjBWMndfxDXwXFxdWUKcgTQbAvSMAgWUEbAJeD6MINUzweaL3mZkZM2ResgHIjLoF2QwNapKsKziXy9l4UuiYMKoikYjtX5zx3NycZfmQHGZnx6NBmRzGwJaLiwtzZBTQGTcaCoVsuHs0GrXpXKPReK4E9RtgXoLBeDyuw8NDlcvlCSkT/53mTOTel5eXlc1mNRwOrQMeSi7BFXaSn3nNsi9bN9oBAAXgcRGDWllZsWh2ZWXFGmPOzs60sbFhXrnX69nwZpg24M8UYba3t1Wv11UqlVQoFBQKhbS9va1KpWK0NQ61JKvyY8jAijEKwAAMnYaRQRGPNJfPF4lEtLm5adjjysqK0egkWTPQ7OysUqmU4vG4arWa/X9ubk6pVEr37t1TLpczGADIY319XdlsVoeHh9ZPgK4ODSTxeNwOXCQSmYieMcpsLArKNB6x/GEmgiXDoR5CrQC9H7IPtM4LhYIePHig09NT3b171+YCNxoNS+nhk2NMG42GyV8sLi4azOCjIxpqqtWqer2eyuWyRai+UH5dByXzBmh0w6Fj7Kg3nJ6eThSqPVTJNcVIATVQvGefAx0QmSPqx7XkenvmEO+FexQOXym58m/6J6hb0QjGHqYpEAfASEjeO1pHGG5Po2bx3vz359G4yYD8Alrls/gzQn2BGcjThVF6V6aLsThdSbbXfSCCLAN1PmoE7Fsyznv37llAtbq6ahnvm2++aecsm80a1DQcDq35bWtry6bgLS0tWXezd3I+68OZtlotG2tZLBatKW44HDe1cW+hJFPXeZUuYOmGOwDpihpJAQtpgp2dHc3NzenRo0cqFApKp9MmjPTw4UPTyy+Xy4pGo/rwww+NZ46nh+bmCyhESkTNpHl0SEpjDJUxg5FIxIqS7XZb8/Pz2t/ft+Eo9Xrd+MfwmavVqkEunU5HDx8+VDQatZGGSN9ys+PxuEERjUbD6gE0VIXDYRWLRUvHwXRpgZdknb2lUskwz8PDQ21sbKhUKpk+jCTreqZzmMYjhm5wCHq9nv0dxsLL6KLjw+H1NFGagIbD4cRnZiawbxaCKUFkC02OLMwX6oDZpusGX2VRf6J4iHYPTh4oiqLk0tLSROYKuwxjHgqFVCqVLNrn/dJ85ucH41iJ+rxEBI6APgTPbgmFQhbhAznAoGIKG+8rGo2qWq1KkjUvFotFgzvYt2DdGFw/txijzayGVCplfRGrq6sTFFTqZ48fP1Ymk1EulzP4kDkSwFSZTMa62Rm6Ai4OlIcSKJE0hX1e09N8j4+PbY4CPTilUkl7e3t2hslYJKler+vRo0dKp9N69OiRMpmMtre39eGHH1pg8eMf/1iFQsHgvYuLC62vr6tYLFpXN53D02wiSRNUUe4f+8RnjcDNnvoJEkAG8KrrxjsA6Fmnp6eq1WrWSu6hCVJtZFKJlsA/iS7YDHBlfZcnsA2UREnGZ5c0gY0jwOWNT6lUUrlcNjjED+KAgsZUI3Tw+Vw0srXbbaMPjkYjcyj1et1EqM7Pz+1wUMijsHR0dKRMJmM/g9IIfQ4KI0ak3W6rVCqpWq2aoxuNRkYHxYhgyJCGDoJAzWZTm5ubFmHBcIDx5BkPTOZi8x8eHqpWq1l6DnvFN44B9+BoUav0GQBwwZct3zHMd9+1zWeiqRDjhkQI92ppaclgFZquOIjAMMAPHGgYP4PB1bSxo6Mj60jHEPjD7znkhULB+jNozAM/xpBKmvhMGEeyIbrPe72xMieSHZ4hRQCSTCb14MEDoxTj/Ji7S6BEAAAzR5IV9NG0IQBiTjSZbCKRMCIDPQ6VSsUoqjMzM7Y/5ufnJxoJh8OhyuWy6vW6arWacrmc1QYorNPwBosNivSdO3dsEh5OY7qpbJqD742v7zvwX9iQmZmZiXoFKqPAcUCmTO8DnvN2iL2IJhH2hT4aglR/zfl6HZbRjXcA6NlEo1Gb+wkGj4gTXGkuJMqHJycnKhaLWlhYUK1WU71et8dzGPf393VxcaEnT55oa2tLzWZTn332mTXQnJycWOqIcQb3PDw8tLSOKOvw8FBzc3M2g5aqPPQ99ElOT08n5uT64hWenMiXugdRIikgdE+45xwAcHk2HpkKMBYj6mAcZLNZYyYgBlepVGwWKc/DsBkMMdE5bBHgH5wwzoAI0mvUXNes8qLh1z7i8U0v/t/8n8+OIB//9vuGxTX17A3gAQyplweBXEAW6Xs2+v2+CoWCvvOd7yiVSlkW5hUbm82m1aegKlP/IHrGOFBfGo1GptnkeeDAFhgmoBL2Ie+T/Uo9aXZ21jJj6gh7e3vqdrvGWPqLv/gLg5koci8vL1tmR89HJpOx/UhG2Gg0rPaCtAP7EAc4OztrmTYUWWjZnDNgPbRwyIbIGGH1cH3J0tlbnn2EkZzm2FOD8fuBL84gZ9t32vNFfcXXMKaZPzzvdfvZf/n96+cD0xmNoipZAMHAYDAwUTiKzC+7brwDYNxau91Wo9GYiGSXlpZs4AmFXGAKDufW1pbu379vqS90TjaZV3sEy5Vk8g5kDLS7z8/Pm1iWp5QBlZAy0yLPzUUxdHFxUdls1jThi8WiGReYDBgFxi7S+k8KSGQMbVCSNcMcHx9bs0un01G5XLZsJxIZz1fFYN+5c0f1el0HBwcW0ZH+g3lzWKl7sKk5NDjG6bQUR0Zk61N0zxqZptXxuyAI7N5SQ0ilUiYFTPMWUBXYOUV2ehrm5+d1enpqUEK73VahUNDy8rIV2pDI5j2TcWA4MbiS7LqHQmPFSnjt0E13d3f1ySefKJ/P6+zszDjx8O2r1aplL4gSwn3H0JLRwudHk4j7BSUR9gvOCz0gCA84fOlKdI7Mg0ZIInXECmGfbWxsWFGaAUFknkTtzKogyIHSCQTG/fXURQwx9MxpvN+/3+u+IwXC+6SLXNLE3F0idgggoVDIDCkyKbFYzFQ7r1vU/mg8pHYAXTORSGh+fl6rq6vK5/MWKPX7fRNgBP46OTlROp1WEATa3Nw0eRaG3pydnanValkdjzNPhkZWCH1UkgUukiYaBp9Xe7lu3XgHQGo9HA61srJiKXWhUDCjTeRD6kX0I41nyWYyGRWLRYvKyBaCILAIHidCqptOp43lMT8/r2w2a7g8GUGhUFChUJhgDUBNwynMzc2pVqtNRI4HB+Pm6N3dXZM2gGvOAcKQUbTFUKDDAguC1JD0nUPIYHjfts7h9xEtmvQUIX2jDwNYeF6eZ3l5WUtLS8aeoLhJpuKxaZ7TR9A4cgqwsKmIsoi0KIRhkEulkh4+fGiD5pmRvLOzY7AEMAhZFwQAYDt6G4iY2Q++q5d/X15eGoaLsQyFQsbf9jRKOP0fffSRQXlo3IxGI1O/hNEEAwnJCwIN2ENeRgDDDGTlMwDekyQT90NQj1rFnTt3tLu7a4V/HPqdO3esrpLJZMyxQPEEX6d/g59juCKRiFZWVuycUqsDjsAg00ENywWnk81m1e12jZywvr6uo6Mjra2tWS1oYWFBW1tblqk+evRogv1GEZYAA0Pv+wOAwrAjHvbzrB8oq9LVGEyEFNmvg8F4Gli/37fGvmq1ag6aetfm5qZ1K6+trdn7JHKn9kLxHsaZdNWZDquJ7JV7D2Pw5OTE+nDm5ua0urpqENpL29fXsMnf6qJr1nc97u/vTxRp4GhT2KSjFsbH0dGRtre3lUql9NOf/tRYQp1OR++++642Nja0t7dnB430n6HibHYMQqfT0d7enu7evWupJ+m1F5dDshmWAVHL6uqqGdW9vT1j2ECZrNVq1p7OxkDzZzQa6cMPPzQ44/j4WJlMRg8fPjS6GN27dEZ6GWXSaLKb3d1dM5Senw+0RBSLngoQEPUWsGhSXI+Lsmn5bH4Ay3TGgIOjsxm6G188lu5sjDJ/L8kMHOwaonLSc4KC2dlZi7gxnp6FQURfLpeNZkoNqV6vmyEE6sIBnJ+fm9QIRVz/3mApUYOSrgynh0j4bJVKxeo+7D1YSVxPjDkCg0TDRPuSjEGH4GE6nZ6gElMDI+L86U9/ahE395V93mw27TPV63W1Wi2VSiXjuKdSKXW7XQuWJNk1hR46/ZoMidnf3ze2S7FYVLvdVi6X08zMjBE26vW6Zd9kY0BlQED8nLrL+fm5Dc3hi8yUiBmKLE1fZOM4NM4xQQwQDciCVw3o9/vmnKPRqD799FPl83nF43FVq1Uz2vQq1Go1C3gk2ftttVq6e/eujdOkZ4D6I3RPf5akK8LHy6wb7wBqtZpmZmbMaHY6HUuvc7nchH7OcDjU3bt3Jcm85ezsrLLZrH79139db7zxhm38QqEw0YwFPLS0tKS3337bovm5ufHAFm5+PB6316bTlWlCUEDBAcFLof2hzQIXv16vWwSeSCQMn/WFt0gkYrx+ICXYOfDPFxcXTXiOoe1EGdI4ut/f37e0k7TR45KMKvQTiObm5pROp419ASU1kUiYFMTBwYFpudNbsL6+blIQg8FAKysr1n3tB5WDcWJcV1dX9aMf/UhBEKhQKKhcLpvjGg6HKhQKunv3rqXHXCsvHId2zOeff24Gz0dFPqWmwI7YGFnE4uKiut2uCoWCEonERDGdxj0cHbRQsjVfyMORIVtBhOyvPcwoDDj3wMs2+K7Y8/NzVSoVq12Ak/tiIBAITWO8J+lqxCPngGyIjmMCKTKaWCym8/Nzc3zUJhYXF1Wr1VQsFrWzs2PXrNFo6NGjR1pZWZloqMOpQo8cjUZGyb5z547K5bJyuZwODg40Nzdn0CWFXxy6d9DcA+4r2Q8YOPRmIDUkXTDWoVDIHCMU7UQioVqtZsX1paUlG10Ky4peGbI0YGmCRvp7+JJkkBT9EB6uYt4HjonO+elgDQICdF6CQ7JSnOurUEFvvAOQpL29PePSYzAxpD/72c8Mv+x2x/KtH3zwgakj/vznPzdsdjgc6s///M+1sLBgmuNARLVazbB+DoIfdJ7L5Yy+6SUm2Che3Ake8sXFhX7+859bx+3JyYmWl5e1u7urWCymdrttLBvkIXAS6NwQ7dHk5DFpsgAYMjCOuA7w1ynCYljAjDkYRI4YBxhP/X5/YloRTujg4EDVatW6D31UyoEcDAambUMheGlpyQrBFP7u3LmjYrGo+fl5ZTIZ7ezsqNPpaG1tzSJg6hHf//739eGHH5rBymazmpubsy5sSRYU8L4IDGBcoUcDqwkVUh/Bg+VS+KTmAOxIExmOj2gTmPLx48d2EBHTe/jwoT0vzkaSTadiTgLRayqVUq1WM4iS/QZzhr8nq+Js+MY5xOFoqsOoIx0BHAFhgv0EjAFEx/PiuH0AkUqltLm5aXsLQ0cnLOeFDIFgACZavz8ego7MeLPZNGrpcDjuft/Y2DC4ymfWrOl+FJyrb1ZsNpvWbc61AAYkAqeQ3W63zcYQeYM++L4M8HjqEuxVAigGywCj9Xo9CyLQFoPkAhxFJ/fGxoZlrjDSKAIvLy+b48GRw+TCMfAZvmzdeAfAzYRxcnh4qIcPHxqeC2UT3r6XEyCN3t/fV7lc1qeffmoHhciKohwKjv1+X++//77W19dVr9d1584dHR0d6fvf/76KxaJ++Zd/WY8fPzaVzrW1NaVSKf3kJz9Rr9czKYZEIqFSqWQwjncOw+HQ0mZfCMMwcmP9jfQdpZ72BUYNFs28ABqPQqGQcrmc4frwpMkQqAdQX+DaYGCCIDCHiBFl86NseXx8bFjo3t6eSU6fn5/b0A6uuy9ek20wBSoSidjkKRwZ0TWwA1kNUdk0lY/RguwdHCZsMNLmbrdr955mNEl6+PChNQFSX0HUDfjBD7f3UaiHISnqe2kS4INp1gmZKov7K11FjmQVy8vLE52eyFEDUeDIud/sK7LcXq9n+xzGCb0wp6enJu/QarWM1YNDQaKDz3p2dqZarWZZIMQDxN3IGigcAxFNSzKQLaTTaR0cHCiTyahSqWgwGKhQKKjb7Wp/f1+Hh4fa3d21WdLUcKLRqBqNhmHqkuzccU4wrEtLSzZ8nXoGdoX31W63dX5+rlqtpmq1qlKppPPzcxWLRf3gBz/Q9va21SdCoZB2dnbMeeCgR6OR7cVGo2HZIPaI1w2Hw9Z0R53k9PRUlUpFJycnun//vtGkOZfoi+Gw2U+PHj2yAOdl1413AJJsxBzRLIWb5eVl5XI55XI5676cn5/X2tqaFhYW1Gq17Ib7kX8waUgLoU9BE5NkBU9JExGeJKMRtlotra6uGkzhuzI9vJJMJg1iQkEzEolobW3NolDPKjg/P9fGxsbEAO9YLGYQ0NramkU2FItOT0+Vy+VULBYtKoXVQkGWNn8iWg8b8H7ZPJ6D7L+jawNrAXiLpjOw03A4bOwR32QWDl+NxYRTToGVTlOMHoUzGFA4NM/IgcbocU/ggLm5OZM19vUG/zklTURLNHv5a5tOp+3Akmp7IwoODxNJkjlbb9i9fIkk02diP5GFSDKcm/caBIGxtbwDIAKkC1WSOWmMJJkhtQYCCyCwTCYzUXtg33M2/Ot4CXXuGWeL1yKgIML2BXf/eyAVIEtYLYPBwGpS3ANgRzj0yWRS9XrdnBzvgb3Bz6LRqGXC7GuyYPo4Tk9PLavHkQKrcm6Ad6PRqF1XakiwimAUelE3LzPOvoGogKOmToUt8IVqAhjs2GAwsG5lHLMkCyYJMEBKvmzdeAdAl+NgMFCtVjPYhcPiCyMU6Wq1mk2fYmMThVarVdvE4G3o8iPrgPEBN6ZIS6cuqTyRMFLKGBo2OJEE6W2r1bIOYVQ1Me4I1sXjcWt2Ojw8VLVaNVYNN5xmMiI+MH60fWg8oogVjUatGH50dGSFbjKBWq2mwWBgTpbUn88gySAKCtV8dl4LQwxtbnZ21nSZcGpEmdKVIB5QFhkc1xXsky5sLwXB601HQc/rLeBw8Do+wp5e9HlA8UVnideU9IX74V8bQ3xxcaGVlZUJPJbHeZ0bvmMMPQvFa175JimcNYed/Tf9Bf3RZ3O+gZCGweliO7Ldkszp81zADQQ9zH7gPlFf4LWATiTZ3qDgDcwIUYG/93pbZBLMqNjb2zPcHEFCAiD2F2eewi+YO/0/9KfgtHu9nhWB/d44OTkxBhmaUL1eT41Gw7r4w+Gw6XCFQiGb9eDhJyRSCDB9cIij9FIeHtNnv/jZBsiOeBjNZ1QU/1/Kvr70I/+SFhV5ikGk2DSBAPVAI8QpcOEuLi5MJIvi7ezsWD+cwzE3N2dyEvClQ6GQRXNI/ELXjEajyufz1ihF5LKwsGB84NFoZDQ3SSasReRIYdNreYDz4qDw+BgA37SCTg4cZZRCObxQETmIHDzf0UxkgoGUrkSlcH5EOURCsVjMFDUp/BHRe5XKUCikSqVimjfSVc8AuLVPXzHmXDuKajxfOBw2xpR/PNgyC/YJn5koC2410bM/hERc/DsUCimfz6vb7ZrMgzQORjAQ/v3yXNBZw+HwRCTI4roAW0pjhwMe7J0SAn0EG1BPfSGQBj8KxhgAz6TCESAySCBEMCNdzTimZwGmDNeDAArMmqI7LDHqUAQSfJHNACN1u11zPpxtT2vFuWOweW98+evMd/ZKEARmoAkyeC4PBfHavm4AVRc7QyMh+376i/3gzz7G2p8BghTsCdmApw/DGiJjgBRBR/r+/r7dByBYMi0PJ0JUmP5sX7ZuvAPgA3p+uBfOkiax3uFwqGKxqPv371sUMRwOzfMTbWAcfROMNN6s6HBHIhGLStAVWlhYUKVSUb1et1Q0n89bcxZ1Aw4GERGfJZlMWps99MfFxUWjwBE1gR1yEKY3HtEnMgdEWsA+kmzDw7iIRCLmwOheRsOEx7Pgo8OsIOOg69V3L8JbBq9N04sAABaxSURBVKLyB5aIFqYNBwDj5mmh0nikJp8ZeAXjBn2O9xcOh03FE9qlb+QjcmLxWP6eNW14WZ1OR6VSaWIv8lifAXgYxi9v6F+00PF50er3+5bW+9eafn06Z7meXGNvmKfhPw/z9ft9gyEkmbHCMfIz6I+ImgGT8Hy+P2G685qI93nvwTtkCrBg7tSQyOZwyr5W5D+7h/rYl0TJnA+yGvaUPwc+UyB6h2RA4EFAhzH3XyAL7Ec4/UBc6CnR7Y3dwZlks1mrEa2urlrzXRAE1sBIY6x0te9fdt14B4CRhdWDYYLSlUwmrfNQkuHsMFS4ePfu3bOeAgyZF8saDoc6ODgwxsTMzIzJAkOni0aj2t/ftyifi04x1nt5No03bqFQSPV6XZ1Oxz6HdMU2oLsSvjeHj0gP2lcmk7FmJVgCZDZvvPGGRbnABrxXb6D4GXIX0hV2TmQ1zScmHS8Wi19636B5egPKoggnTRpif/D8wrgR5V23ruvmRNPI4/Cvsq77u+kCm49Gv8n1vM/9MgtDOP3ePQSF8SRg8a9HpO6zNQq7vnmPSJ7HYiD9dez1ehYMYOinG5emO4LZq8/bHzyvdBX18zPONu+R9wm5gd/xuflOVkWUT1ZM/UPSRFbA+afm5jNpyAK+AxvoemZmxgIs3g9QJ1mfZ+IB4/IcdFQD/b7qutEOABgFGhkXkdQ6n89bhErqls1m9eDBA+XzeYNzkBOmmEixFo4wjUVEGKlUygo2pHjwkj11DDlmogMORSQSMV53LBaTdGXcKLxNL19f8BAIGCyv22w2J4yqNzzTB3x5edmilesMFJvZG/rroksWdZCXXbz29GKTv+x6Hr7/sutVIqK/rMW9g1Z83e+vuy/TGQA1IbJD4DZonT4DkGSRJsGF/86iQ9VnALDI+E5GhDEPh69GP/os3v8faIl9RRF3GpID8jg5OTHoc25uzmDTaThPmpzzTGZEYLawsGDv3TssPiO1LWqPPoOSZJmAx+u5Dr4gzlQveoCAZnwvCs/B7A+gHIJEglYcGw2i1GH83vbX4WXXjXYAkvTRRx9Zil+pVKyLcW5uTvv7+6pWq9ahymba2dkxr3p0dDRRjYfGB5TjMcQgCKzpCSyOKLtQKNh7WlhYmKDj0Y1Mt/CjR4+u7cbzBvo6gwaOyO8onr7I+L3od1DhXmW9yNi+LKRxu159cc3B5afX8+7LtAPg7/l/v9+3YqV0BZ35BRzosXPvoHkuX3/heekBmZmZsSE1HtaZNv4vs6ZhHLJXHAVFc+oOnFneO5DT48ePDdqhNgI0OxwODar1NGxJBqcCM5Hp9PvjMa44BBRKfZ8ATMXhcGi9Fbwv8HseT/0D6qZ3BhTDfa2MetBgMO5w9o78ddeNdwDTi0IRF5YL4+Vdabn3hVUi9NXVVYOVYHrgfXu9nvb29iSNI7Hpw+gPznQB67ob8WU3Z/r3vsFHuhr4/k3DC7frdt2k5c8TGYD0/OImNYXpx0w/HiO7uLioXC5nqriSrI62trZmsHEikdDW1pYkWUd4Op3W5rOpggybunfvnlKplDVj0ntDtjFtl2j4QidreXnZIB2GW/GZgZ29M/eMrV94BwBWjsQy+JsXSJOuKHG+CCrJonJuNHRRPC8FXiiIFNrQ2XnReh5UQkHyVdd1N/R5MMrt+sVZXxdE5QOUaUiDL6avTWcBN33B4vGOwWcaLM+Mme7lYZ2dnVkzFk1XGGoM7ezseKZ1EAR68uSJstmsisWistmsBYlAPpVKZeIaoxfWarUmaLTIiHhdLTInOrAlWdMZ75kM7smTJ88lHEivt49uvAOA+oZIFKJw4PjT2hetVsvEkljwhMHqZ2Zm1Gg0JMlYAYPBwLRLJL1UIwU3aPpmvG7B7jbav12vu56XgXo8HWNJbYCfQQkmYp7mkbMvCazA0KdZQODzL9r/Ht7x36/74nfTTmz6MX4BZ/G31M4o/gK/SFeMGd9H4rNwkAEe59k89PIQOA6HQ9MESyaTJt8Qj8ftmudyOft7GttQNqYJz6uzIkaJQoB0BeF9GSniZdeNdwBgZb5DUpIJQk032uA5/YGYdhKeKcDf8fPbdbt+EdaX1Yb844BIX6YGgCN4Xg3gyzILH7FP00Cnv3gMUhwUTT1rycuOS1f4vXTF0oEJ5rvMj4+Plc/nJ6SZ6bfhM8LTpx8Fbr6XTKcXJhKJaGdnxyZ5HR8fm9wLvTeQRMgo2u22ZmZmtLu7q0gkor29PUUi48FNBwcH5nym78OX3d9XWTfeAVDwmd5Y6N/44qxfL7pAzWbzC7+/Scb/m0jPb9Lnu103b01H3dP/9g7As38o0k5z8F8UrT8v033eHvXsG9//4gu0LKJ8Xmc6A6CY6/9NxzfOBhq2L9TyekDHzBHndXhdz8xBcE660nwiG/DvExVZUIrBYGANotddh6/TPtx4B3AdzieNL8JwOLyWmfIyUMpNxkBvjfXtml5f154givbP6yNr6YsNVC9azWZTkqyxyz/v9P+v+7c0CZle9zm9/hBdtZKsWIpAHe8d8ULkq2EBUeiF7j29KLwizyDpC5o+ZBFBEKhUKml1ddUkYHxfANeUTu3p/gHgJBg91DJxqt+WfbrxDgBN/FdZfxV437frdn0bC77517l8AxUNU9/kYqgLSreSrmX91Go167u5brykXwz1iUajNnYW2RlmbVNEzmazNpEMqWuUBJjex8/C4bA1dy0vL1s9xUNtiM3B+afPwfcPfVs27MY7ADba7bpdt+vVF1x26YuNWNKVyieNkfz+68Sev2r24rnxUKMZlsJ3CqUw/Pg7YB4QA3B9oBjwezIFTzv184g9ho9ECV3zl5eXKpVKJmPutbf8tfaOiIauk5MT5fN5o6T7IvU3dT39+lIHEATBH0j6tyTVRqPR9579LCnpf5a0KWlH0r8zGo1awdgd//eS/oakM0n/wWg0evfZ3/y2pP/82dP+/dFo9Idf26e4Xbfrdv2lLd89C7uIrOM6ggUzm3EsCD0C6SAeSMMnLJvp/gAPDwMLXRf501lLcygUTD9xC90vVESRaL68vNTBwcEEhr+zs2Ow1MzMjM0AiEQiOjw8NAmIRqNhn3U0Gtks63K5bF3JfBauo58d/G1AwS+TAfyPkv6BpD9yP/t7kv6v0Wj0e0EQ/L1n//9PJf11SQ+eff2apH8o6deeOYzflfSOpJGknwVB8Cej0ej6tsfbdbtu1ze2fIfuqy5fJ4jH44rH4yZh4AXWaIi6zjBDbaSPxxtC6gF89+MsYd0QYTMAhhoActNkL0g0MG8imUwqlUrZIPuVlRVTF85kMlbEpTErEokomUxa5/BoNFIulzPKJvMNUALmcSwKveiCjUYj09HyonLI0lN09pO+/D37JtaXOoDRaPT/BEGwOfXj35T01579+w8l/QuNHcBvSvqj0fiO/iQIguUgCPLPHvvPR6PRoSQFQfDPJf2bkv7xV/4Et+t23a5vdBHV+wE+0WjU6JkYN9+xC5TiWTAsaKZAKF+mDcXj/bAhxqB6/XvgF8+uoU7hu37b7bY6nY5OT09NtsHz+8/OzqyAHA5fDdbhsyP1japwPB43DaD5+XmFw2GTgufawd9H6ddH+tBKeR9+sM03vV63BpAbjUZlSRqNRuUgCLLPfr4qyUtFlp797Hk//8IKguB3JP3Oa76v23W7btfXvDDOXvANo8w0Nm+cpSuj/bweG6aWfRPLaxbheFqtlmUGCL0xZIVZCYlEQoPBwCaonZycKB6P6+TkxGCiubk5VatVe24GvgAZXVxcWDEX58LvcTq8PzSLGHyDzM232f3/dReBrxPrGL3g51/84Wj0+5J+X5KCILj2Mbfrdt2u69e0UX0epXCal+9poEEQfEGVlDkcyB9Eo1FT2ET6G3gmCAKLyqcdwusstHsQggyFQkomk8pmszo/P58Qg0OcDQHJbreraDRq3crSeGiQn52B0igKm6lUamL4DjIRyKUT5SNTA5zjJWi8wBzS0+l0WsVi0eRovGz1Xxb1+3UdQDUIgvyz6D8vqfbs5yVJ6+5xa5IOnv38r039/F+85mvfrtt1u56zpg2Jl4KYfhyFRqJe1vMiUDroGf5zHSPHOxYvZvhVDFy9Xtfx8bHC4bCNI83lcjaaURo7OkY9gqUfHR3ZqE3vACjsptNpY92AuzMiNR6PT4wHJdsBrwey6fV6NgWM2obvBfBDZ5hKh14QE//IlHifL5p78HWv13UAfyLptyX93rPv/8z9/D8KguCPNS4CHz9zEv+HpP86CAKIvP+GpP/s9d/27fqXad02xn2z6zrNoOc9jsdOs3CmHc20nMPXvYBX/PuhU/c63v/0gvPv6Z80ZzFovt1ua2FhwWaG0xvArI5er6e5uTltb2/bDF+cQ7/f187OzkRBOpFIqNPp2GuQETG3msaw19H1f931MjTQf6xx9J4OgqCkMZvn9yT9kyAI/o6kPUl/89nD/3eNKaCPNaaB/m1JGo1Gh0EQ/FeS/r9nj/svKQjfrtt1u77aehGWPh2VX/d34XB4QhANjPq67nu+iGqvUx31r/t16Gy9ah8Q+vrT2kKebUSvw/R8XxrbfCcvfQjoCSEXTT8AjKTZ2dmJLuIXfYbr5oX8ZayXYQH9u8/51W9c89iRpL/7nOf5A0l/8Erv7nbdrtv1wvVNSJ582XOie/9lGcCXPd+LJCG+bF0XJXv+/HWfG+MMlAX8c3p6aiNnMfLhcFj5fF65XM7gmWg0qlgsZuJ3krSxsWGNZp4KOhqN9L3vfc/e62g0MsYQDWLNZtPYU37wzdOnT1/6OnzVdeM7gW/X7bpdr79eZMz53XS0/rxFFIvB8lLNflTo1w35vM7z8Vnu3LljkT1yD0tLS0omk4rH44rFYjZTHOVQaKzQXGkOo7sX6Oj4+FihUEjb29umDtput+09T8+7TqfTarVa6vV6E8V5ICjoq9/munUAt+t23a5Xwuv///bOP0Suq4rjn7OpWTaz29mNWydLWptUqpC/bAwlou1fkiZBG3+ARIQGFURQsIhgJCD9t4r+IYpFsdhKtUW0mH+KDSL6j21tYtKkpNtsYsS6u/mxhuyy5lfX4x/vnpe709nZmc3Oe3eY84HHvLn75s33nTd7z33n3ntu3OKPXztNrC0ejhqnoq53ZDbs0hZ/AfLKe3Jyklqtli+obqGjK1euUK1W81QNlUoln5AWdzLbSKJGKaobdXxbFlArr58jUUaCSncAjtNl3GpF0Sw5XCsOwMIkcVroeAjkatNoQZi4E9r2LRZfqVQWVcKW09+w1BMjIyMMDg4yPDyc5/83J2DDO+28ly5dQlWZmZnJh4ha6oj5+fl8rP/c3Fye7bPeljaL2EJU9eke3AE4pVPEiJtbXcWo17nVexSHa1aC5eSPh1h2KnxhLe24hd1o3sK1a9eALM2Ere9d3wq3422i1vz8fF5p28gdK7MF3uOWvi0mYyOHLGxkDtWSuNmSkvX3yZxmnIDPNDbru+gk7gAcx2kbS1dgeXgsxXFfX987Yt+NwkPxutlxPn97b2PhrcVc39EcPwFcuHAh/2z9d8UVqn2PZfY0R2BPDOvWrctDOIODg3lrfnZ2Np/pW59e2yaTLSws5HMSoPF6CDdu3Midb6OKvozhzu4AVsBKF31vBW8dO51gtVuWNvHLxuNXKpU8Dl/f6m6lYot/9/X/A3aO2AH09/czMDDwjgp/7dq1+Qxeq5iNOBXEwsIC09PTbNiwYdEKXjbCp1qt5uP6bUlIq9RtuKfpse+yGcNLMTo6mju2RqsSloE7gBXglbTTLXQqpNDq7N5WK7lmcxXMAcTj869evdpwVS9L69xo7oClt4hb8DbuP07M1tfXl4/mic9jM4nt6eH69etUKhWGhoZayt9jqxda/0NsG3Mmly9fXvY8q4m0MmuuLDwXkOOsnFqt1rFzN1qKtVNUq1UAxsbG8op5KQYGBhpOxIoZHR3Ns3TWh24sRFOr1Zbs12jWh3Lx4sVF75ea8CUiTE9PN9V5ixxW1W3LHZS6A5gDxsvW0QajwMVlj0qHbtLbTVqhu/R2k1Zwva1wt6resdxBqYeAxlvxYqkgIq+63s7QTVqhu/R2k1ZwvatJcWnnHMdxnKRwB+A4jtOjpO4Aflq2gDZxvZ2jm7RCd+ntJq3geleNpDuBHcdxnM6R+hOA4ziO0yGSdQAislNExkVkQkT2J6DnLhH5k4icFJHXReTrofwxEfm3iBwN2+7oM98O+sdF5KESNJ8VkeNB16uhbL2IHBKRU+F1JJSLiPww6H1NRLYWrPUDkQ2PisisiDyain1F5EkROS8iJ6Kytm0pIvvC8adEZF/Ber8nIm8ETc+LyHAo3yQiVyIbPxF95kPhNzQRrqn5IPvV09r2fS+qzlhC73OR1rMicjSUl2rbZYkXL05lA9YAp4F7gLXAMWBLyZrGgK1hfwh4E9gCPAZ8s8HxW4LufmBzuJ41BWs+C4zWlX0X2B/29wOPh/3dwAuAANuBl0u+/9PA3anYF3gQ2AqcWKktgfXAmfA6EvZHCtS7A7gt7D8e6d0UH1d3nleAD4dreQHYVZDWtu57kXVGI711f/8+8J0UbLvcluoTwP3AhKqeUdXrwLPAnjIFqeqUqh4J+3PASWBjk4/sAZ5V1Wuq+g+yZTLv77zSZdkDPBX2nwI+GZU/rRkvAcMiMlaGQLLV5k6r6j+bHFOofVX1L0D9Mqbt2vIh4JCq/kdVLwGHgJ1F6VXVF1X17fD2JeDOZucImm9X1b9qVmM9zc1r7KjWJix13wurM5rpDa34zwK/bnaOomy7HKk6gI3Av6L3b9G8si0UEdkE3Ae8HIq+Fh6rn5SbC9+ncA0KvCgih0Xky6GspqpTkDk14D2hPAW9xl4W/wOlat92bZmCZuOLZK1OY7OI/F1E/iwiD4SyjWQajaL1tnPfU7HtA8A5VT0VlaVoWyBdB9AoFpbEcCURGQR+CzyqqrPAT4D3AR8Epsge/yCNa/iIqm4FdgFfFZEHmxybgl5EZC3wMPCbUJSyfZdiKW1JaBaRA8DbwDOhaAp4r6reB3wD+JWI3E65etu970nYFvgcixsvKdo2J1UH8BZwV/T+TmCyJC05IvIussr/GVX9HYCqnlPVBVX9H/AzboYhSr8GVZ0Mr+eB54O2cxbaCa/nw+Gl6w3sAo6o6jlI2760b8vSNYeO548Dnw+hB0I4ZSbsHyaLpb8/6I3DRIXpXcF9T8G2twGfBp6zshRtG5OqA/gbcK+IbA4twr3AwTIFhdjez4GTqvqDqDyOk38KsJEBB4G9ItIvIpuBe8k6fYrSWxGRIdsn6wA8EXTZ6JN9wO8jvY+EESzbgcsW3iiYRS2oVO0baWjHln8AdojISAhp7AhlhSAiO4FvAQ+r6n+j8jtEZE3Yv4fMlmeC5jkR2R5+/49E19hpre3e9xTqjI8Bb6hqHtpJ0baLKLrXudWNbCTFm2Qe80ACej5K9oj2GnA0bLuBXwLHQ/lBYCz6zIGgf5yCe/jJRkMcC9vrZkPg3cAfgVPhdX0oF+DHQe9xYFsJNl4HzADVqCwJ+5I5pSngBlnr7UsrsSVZ7H0ibF8oWO8EWZzcfr9PhGM/E34jx4AjwCei82wjq3xPAz8iTB4tQGvb972oOqOR3lD+C+ArdceWatvlNp8J7DiO06OkGgJyHMdxOow7AMdxnB7FHYDjOE6P4g7AcRynR3EH4DiO06O4A3Acx+lR3AE4juP0KO4AHMdxepT/A9COwrlUCCO3AAAAAElFTkSuQmCC\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "ename": "NameError", + "evalue": "name 'im_cm' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m<ipython-input-8-2462e63f80c0>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# preview overlay (not for production)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0malpha\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0.5\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mim_comp\u001b[0m \u001b[0;34m=\u001b[0m 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0.5\n", + "im_comp = cv.addWeighted(im_mean, alpha, im_cm, 1 - alpha, 0)\n", + "plt.imshow(cv.cvtColor(im_comp, cv.COLOR_BGR2RGB))" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "import blend_modes" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "blend_modes." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Old Viz" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ "for i, bbox in enumerate(tqdm(bboxes)):\n", " if i % 60:\n", " continue\n", @@ -396,21 +547,9 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'rois' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m<ipython-input-45-ed83ab959530>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0malpha\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0.125\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 12\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mroi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtqdm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrois\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 13\u001b[0m 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"metadata": {}, - "output_type": "display_data" - }, - { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m<ipython-input-24-4d9676b22f03>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mim_comp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mempty_like\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mim_utils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcv\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfp_im\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwidth\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1920\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m/\u001b[0m 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\u001b[0mim\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mKeyboardInterrupt\u001b[0m: " - ] - } - ], + "outputs": [], "source": [ "im_comp = np.empty_like(im_utils.resize(cv.imread(fp_im), width=1920) / 255)\n", "for fp_im in tqdm(fp_ims[:100]):\n", @@ -484,7 +597,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -493,49 +606,18 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<matplotlib.image.AxesImage at 0x7f4060095c50>" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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[ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Oxford Town Centre\n", + "\n", + "- read in ground truth\n", + "- draw example frame" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%reload_ext autoreload\n", + "%autoreload 2\n", + "\n", + "import os\n", + "from os.path import join\n", + "import math\n", + "from glob import glob\n", + "from random import randint\n", + "\n", + "import cv2 as cv\n", + "import numpy as np\n", + "import pandas as pd\n", + "from PIL import Image, ImageDraw\n", + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "from pathlib import Path\n", + "from sklearn import preprocessing\n", + "from tqdm import tqdm_notebook as tqdm\n", + "\n", + "import sys\n", + "sys.path.append('/work/megapixels_dev/megapixels/')\n", + "from app.settings import app_cfg as cfg\n", + "from app.utils import file_utils, im_utils\n", + "from app.models.bbox import BBox" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "# input\n", + "fp_dir_dataset = '/data_store/datasets/people/oxofrd_town_centre/dataset/'\n", + "fp_dets = join(fp_dir_dataset, 'TownCentre-groundtruth.top')\n", + "fp_vid = join(fp_dir_dataset, 'TownCentreXVID.avi')\n", + "\n", + "# output\n", + "fp_dir_processed = '/data_store/datasets/people/oxofrd_town_centre/processed/'\n", + "fp_out_bboxes = join(fp_dir_processed, 'oxford_town_centre_bboxes_01.png')\n", + "fp_cam_avg = join(fp_dir_processed, 'oxford_town_centre_avg.png')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load CSV" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "cols = ['person_id', 'frame', 'a', 'b', 'bx1', 'by1', 'bx2', 'by2', 'fx1', 'fy1', 'fx2', 'fy2']" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "df_dets = pd.read_csv(fp_dets, names=cols)\n", + "detections = df_dets.to_dict('records')" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>person_id</th>\n", + " <th>frame</th>\n", + " <th>a</th>\n", + " <th>b</th>\n", + " <th>bx1</th>\n", + " <th>by1</th>\n", + " <th>bx2</th>\n", + " <th>by2</th>\n", + " <th>fx1</th>\n", + " <th>fy1</th>\n", + " <th>fx2</th>\n", + " <th>fy2</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>0</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>270.828</td>\n", + " <td>794.098</td>\n", + " <td>309.037</td>\n", + " <td>834.066</td>\n", + " <td>235.925</td>\n", + " <td>770.142</td>\n", + " <td>371.546</td>\n", + " <td>1101.029</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>1</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>308.304</td>\n", + " <td>302.982</td>\n", + " <td>330.837</td>\n", + " <td>326.823</td>\n", + " <td>285.748</td>\n", + " <td>291.418</td>\n", + " <td>370.556</td>\n", + " <td>493.414</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>2</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>307.919</td>\n", + " <td>241.003</td>\n", + " <td>328.645</td>\n", + " <td>262.841</td>\n", + " <td>286.849</td>\n", + " <td>230.501</td>\n", + " <td>365.794</td>\n", + " <td>416.410</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>3</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>739.951</td>\n", + " <td>231.693</td>\n", + " <td>759.968</td>\n", + " <td>253.491</td>\n", + " <td>719.708</td>\n", + " <td>220.830</td>\n", + " <td>786.893</td>\n", + " <td>408.145</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>4</td>\n", + " <td>0</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>814.375</td>\n", + " <td>246.562</td>\n", + " <td>835.021</td>\n", + " <td>268.946</td>\n", + " <td>793.722</td>\n", + " <td>235.410</td>\n", + " <td>861.430</td>\n", + " <td>427.627</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " person_id frame a b bx1 by1 bx2 by2 fx1 \\\n", + "0 0 0 1 1 270.828 794.098 309.037 834.066 235.925 \n", + "1 1 0 1 1 308.304 302.982 330.837 326.823 285.748 \n", + "2 2 0 1 1 307.919 241.003 328.645 262.841 286.849 \n", + "3 3 0 1 1 739.951 231.693 759.968 253.491 719.708 \n", + "4 4 0 1 1 814.375 246.562 835.021 268.946 793.722 \n", + "\n", + " fy1 fx2 fy2 \n", + "0 770.142 371.546 1101.029 \n", + "1 291.418 370.556 493.414 \n", + "2 230.501 365.794 416.410 \n", + "3 220.830 786.893 408.145 \n", + "4 235.410 861.430 427.627 " + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_dets.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Create Average of Video" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "frames = []\n", + "pos = 0\n", + "dec = 120\n", + "vid = cv.VideoCapture(fp_vid)\n", + "nframes = int(vid.get(cv.CAP_PROP_FRAME_COUNT))\n", + "\n", + "# read video frames\n", + "while vid.isOpened():\n", + " pos += dec\n", + " if pos >= nframes:\n", + " break\n", + " vid.set(cv.CAP_PROP_POS_FRAMES, pos)\n", + " read, frame = vid.read()\n", + " if not read:\n", + " break\n", + " frames.append(frame)\n", + "\n", + "vid.release()\n", + "\n", + "# save average\n", + "im_mean = np.mean(frames, axis=0).astype(np.uint8)\n", + "cv.imwrite(fp_cam_avg, im_mean)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7ff1924f56a0>" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(im_mean)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# save average for each camera\n", + "im_mean = np.mean(frames[:(len(frames)//2)], axis=0).astype(np.uint8)\n", + "cv.imwrite(fp_im_avg, im_mean)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7ff191f4f240>" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(cv.cvtColor(im_mean, cv.COLOR_BGR2RGB))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Generate BBoxes" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# create list of bboxes\n", + "dim = (1920, 1080)\n", + "bboxes = []\n", + "for d in tqdm(detections[str(cam)]):\n", + " bboxes.append(BBox.from_xywh_dim(d['left'], d['top'], d['width'], d['height'], dim))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# \n", + "im_saliency = np.zeros([dim[1], dim[0]]).astype(np.float32)\n", + "for i, bbox in enumerate(tqdm(bboxes)):\n", + " bbox = bbox.to_dim(dim)\n", + " pt1, pt2 = tuple(map(int, bbox.pt_tl)), tuple(map(int, bbox.pt_br))\n", + " im_saliency[pt1[1]:pt2[1], pt1[0]:pt2[0]] += 1" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "im_saliency_mean = (im_saliency / (np.max(im_saliency) / 1)).astype(np.float32)\n", + "im_saliency_mean = 255 * im_saliency_mean\n", + "im_saliency_mean = np.clip(im_saliency_mean, 0, 255).astype(np.uint8)\n", + "im_cm = cv.applyColorMap(im_saliency_mean, cv.COLORMAP_JET)\n", + "im_cm = cv.blur(im_cm, ksize=(13, 13))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# save files\n", + "fp_out_saliency = join(fp_dir_processed, f'duke_mtmc_saliency_cam{cam}.png')\n", + "cv.imwrite(fp_out_saliency, im_saliency_mean)\n", + "#im_saliency_mean = cv.blur(im_saliency_mean, ksize=(5,5))\n", + "#fp_out_saliency_blur = join(fp_dir_processed, f'duke_mtmc_saliency_cam{cam}_blur.png')\n", + "cv.imwrite(fp_out_saliency_blur, im_saliency_mean)\n", + "# wave" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Old Viz" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Assign Colors to IDs" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "# function to create spaced colormaps as RGB values\n", + "\n", + "import matplotlib as mpl\n", + "import matplotlib.cm as mplcm\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib import cm\n", + "\n", + "def get_color_map(cmap='prism', ncolors=20, as_hex=False, reverse=False, bgr=True):\n", + " norm = mpl.colors.Normalize(vmin=0, vmax=ncolors-1)\n", + " scalars = mplcm.ScalarMappable(norm=norm, cmap=cmap)\n", + " colors = [scalars.to_rgba(i) for i in range(ncolors)]\n", + " colors = [(int(255*c[0]),int(255*c[1]),int(255*c[2])) for c in colors] \n", + " if reverse:\n", + " colors = colors[::-1]\n", + " if bgr:\n", + " colors = [c[::-1] for c in colors]\n", + " if as_hex:\n", + " colors = ['#{:02x}{:02x}{:02x}'.format(c[0],c[1],c[2]) for c in colors]\n", + " return colors\n", + "\n", + "def jitter_clr(clr, amt=10, mono=False):\n", + " clr = list(clr)\n", + " if mono:\n", + " r = randint(-amt, amt)\n", + " for i in range(len(clr)):\n", + " clr[i] = max(0, min(255, clr[i] + r))\n", + " else:\n", + " for i in range(len(clr)):\n", + " r = randint(-amt, amt)\n", + " clr[i] = max(0, min(255, clr[i] + r))\n", + " return clr\n", + "\n", + "def random_color():\n", + " return tuple(map(int, np.random.choice(range(256), size=3)))" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "frame_groups = df_dets.groupby('frame')" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 <class 'pandas.core.frame.DataFrame'>\n", + "<class 'pandas.core.frame.Pandas'> 235.925\n", + "<class 'pandas.core.frame.Pandas'> 285.748\n", + "<class 'pandas.core.frame.Pandas'> 286.849\n", + "<class 'pandas.core.frame.Pandas'> 719.7080000000001\n", + "<class 'pandas.core.frame.Pandas'> 793.722\n", + "<class 'pandas.core.frame.Pandas'> 876.425\n", + "<class 'pandas.core.frame.Pandas'> 656.185\n", + "<class 'pandas.core.frame.Pandas'> 1607.1429999999998\n", + "<class 'pandas.core.frame.Pandas'> 1615.588\n", + "<class 'pandas.core.frame.Pandas'> 1790.455\n", + "<class 'pandas.core.frame.Pandas'> 1645.396\n", + "<class 'pandas.core.frame.Pandas'> 1459.905\n", + "<class 'pandas.core.frame.Pandas'> 1361.4979999999998\n", + "<class 'pandas.core.frame.Pandas'> 890.294\n" + ] + } + ], + "source": [ + "for frame_idx, df_group in frame_groups:\n", + " print(i, type(df_group))\n", + " for dframe in df_group.itertuples():\n", + " print(type(dframe), dframe.fx1)\n", + " break" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def draw_frame(idx):\n", + " # test draw a frame\n", + " # get frame image\n", + " im = frames[idx]\n", + " # get all detections per ID\n", + " \n", + " heads = []\n", + " bodies = []\n", + " # draw body\n", + " # draw head\n", + " \n", + " return im" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "59902f9a5cde4daf9beff2eeed60e04f", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=387367), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# create list of bboxes\n", + "dim = (1920, 1080)\n", + "bboxes = []\n", + "for d in tqdm(detections[str(cam)]):\n", + " bboxes.append(BBox.from_xywh_dim(d['left'], d['top'], d['width'], d['height'], dim))" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [], + "source": [ + "#size_draw = (1280, 720)\n", + "size_draw = (1920,1080)" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/data_store/datasets/people/duke_mtmc/processed/duke_mtmc_bboxes_cam5_alpha_0.05.png\n" + ] + } + ], + "source": [ + "# draw it\n", + "clr = (255,255,255)\n", + "im_draw = np.zeros([size_draw[1], size_draw[0], 3]).astype(np.uint8)\n", + "im_bg = im_draw.copy()\n", + "limit = 100000000\n", + "stroke_weight = 1\n", + "alpha = 0.05\n", + "cam = 5\n", + "fp_out_bboxes = f'/data_store/datasets/people/duke_mtmc/processed/duke_mtmc_bboxes_cam{cam}_alpha_{alpha}.png'\n", + "print(fp_out_bboxes)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "51e8433c791541a48e0b243093582439", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=387367), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7fa5eb1d1f28>" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for i, bbox in enumerate(tqdm(bboxes)):\n", + " if i % 60:\n", + " continue\n", + " bbox = bbox.to_dim(size_draw)\n", + " pt1, pt2 = tuple(map(int, bbox.pt_tl)), tuple(map(int, bbox.pt_br))\n", + " im_draw_next = im_bg.copy()\n", + " cv.rectangle(im_draw_next, pt1, pt2, clr, stroke_weight, cv.LINE_AA)\n", + " im_bg = cv.addWeighted(im_draw_next, alpha, im_bg, 1 - alpha, 0)\n", + " if i > limit:\n", + " break\n", + "\n", + "cv.imwrite(fp_out_bboxes, im_bg)\n", + "plt.imshow(cv.cvtColor(im_bg, cv.COLOR_BGR2RGB))" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'rois' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m<ipython-input-45-ed83ab959530>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0malpha\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0.125\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 12\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mroi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtqdm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrois\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 13\u001b[0m \u001b[0mfname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbbox\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mroi\u001b[0m \u001b[0;31m# expand\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[0mbbox\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbbox\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_dim\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msize_draw\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mNameError\u001b[0m: name 'rois' is not defined" + ] + } + ], + "source": [ + "# draw it\n", + "clr = (255, 255, 255)\n", + "size_orig = (5184, 3456)\n", + "scale = size_orig[0]/1920\n", + "size_draw = (int(size_orig[0]/scale), int(size_orig[1]/scale))\n", + "im_draw = np.zeros([size_draw[1], size_draw[0], 3]).astype(np.uint8)\n", + "im_bg = im_draw.copy()\n", + "limit = 2000000\n", + "stroke_weight = 1\n", + "alpha = 0.125\n", + "\n", + "for i, roi in enumerate(tqdm(rois.items())):\n", + " fname, bbox = roi # expand\n", + " bbox = bbox.to_dim(size_draw)\n", + " pt1, pt2 = tuple(map(int, bbox.pt_tl)), tuple(map(int, bbox.pt_br))\n", + " im_draw_next = im_bg.copy()\n", + " cv.rectangle(im_draw_next, pt1, pt2, clr, stroke_weight, cv.LINE_AA)\n", + " im_bg = cv.addWeighted(im_draw_next, alpha, im_bg, 1 - alpha, 0)\n", + " if i > limit:\n", + " break\n", + "\n", + "\n", + "plt.imshow(cv.cvtColor(im_bg, cv.COLOR_BGR2RGB))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Create Average Image" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "0b1e14cbaa644802bc8bfc2c42b8e10b", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=1107), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m<ipython-input-24-4d9676b22f03>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mim_comp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mempty_like\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mim_utils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcv\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfp_im\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwidth\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1920\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0;36m255\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mfp_im\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mtqdm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfp_ims\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mim\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mim_utils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcv\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfp_im\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwidth\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1920\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0;36m255\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4\u001b[0m \u001b[0mim_comp\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0mim\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "im_comp = np.empty_like(im_utils.resize(cv.imread(fp_im), width=1920) / 255)\n", + "for fp_im in tqdm(fp_ims[:100]):\n", + " im = im_utils.resize(cv.imread(fp_im), width=1920) / 255\n", + " im_comp += im" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "im_mean = np.mean(ims, axis=0).astype(np.uint8)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7f4060095c50>" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(im_mean)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.2 0.4]\n" + ] + } + ], + "source": [ + "a = np.array([.1, .2])\n", + "b = np.array([.1, .2])\n", + "c = a + b\n", + "print(c)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[0.16078431, 0.17254902, 0.1372549 ],\n", + " [0.15686275, 0.16862745, 0.13333333],\n", + " [0.15294118, 0.16470588, 0.12941176],\n", + " ...,\n", + " [0.49411765, 0.54509804, 0.5372549 ],\n", + " [0.49411765, 0.54509804, 0.5372549 ],\n", + " [0.49411765, 0.54509804, 0.5372549 ]],\n", + "\n", + " [[0.15294118, 0.16078431, 0.1372549 ],\n", + " [0.14509804, 0.15294118, 0.12941176],\n", + " [0.14509804, 0.15294118, 0.12941176],\n", + " ...,\n", + " [0.48627451, 0.5372549 , 0.52941176],\n", + " [0.48627451, 0.5372549 , 0.52941176],\n", + " [0.48627451, 0.5372549 , 0.52941176]],\n", + "\n", + " [[0.15294118, 0.16078431, 0.1372549 ],\n", + " [0.14901961, 0.15686275, 0.13333333],\n", + " [0.14509804, 0.15294118, 0.12941176],\n", + " ...,\n", + " [0.48235294, 0.53333333, 0.5254902 ],\n", + " [0.49019608, 0.54509804, 0.5372549 ],\n", + " [0.49803922, 0.55294118, 0.54509804]],\n", + "\n", + " ...,\n", + "\n", + " [[0.26666667, 0.29411765, 0.28235294],\n", + " [0.27058824, 0.29803922, 0.28627451],\n", + " [0.27058824, 0.29411765, 0.29019608],\n", + " ...,\n", + " [0.70980392, 0.74117647, 0.70196078],\n", + " [0.70588235, 0.7372549 , 0.69803922],\n", + " [0.70588235, 0.7372549 , 0.69803922]],\n", + "\n", + " [[0.27058824, 0.29411765, 0.29019608],\n", + " [0.27058824, 0.29411765, 0.29019608],\n", + " [0.2745098 , 0.29803922, 0.29411765],\n", + " ...,\n", + " [0.70588235, 0.7372549 , 0.69803922],\n", + " [0.70196078, 0.7372549 , 0.69803922],\n", + " [0.69803922, 0.73333333, 0.69411765]],\n", + "\n", + " [[0.27058824, 0.29411765, 0.29019608],\n", + " [0.27058824, 0.29411765, 0.29019608],\n", + " [0.26666667, 0.29019608, 0.28627451],\n", + " ...,\n", + " [0.69803922, 0.73333333, 0.69411765],\n", + " [0.69411765, 0.72941176, 0.69019608],\n", + " [0.68627451, 0.72156863, 0.68235294]]])" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "im = im.astype(np.)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "megapixels", + "language": "python", + "name": "megapixels" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/megapixels/notebooks/datasets/oxford_town_centre/oxford_town_centre_bboxes-Copy2.ipynb b/megapixels/notebooks/datasets/oxford_town_centre/oxford_town_centre_bboxes-Copy2.ipynb new file mode 100644 index 00000000..67b25637 --- /dev/null +++ b/megapixels/notebooks/datasets/oxford_town_centre/oxford_town_centre_bboxes-Copy2.ipynb @@ -0,0 +1,448 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Oxford Town Centre\n", + "\n", + "- read in manual detections\n", + "- draw example frame" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%reload_ext autoreload\n", + "%autoreload 2\n", + "\n", + "import os\n", + "from os.path import join\n", + "import math\n", + "from glob import glob\n", + "from random import randint\n", + "\n", + "import cv2 as cv\n", + "import numpy as np\n", + "import pandas as pd\n", + "from PIL import Image, ImageDraw\n", + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "from pathlib import Path\n", + "from sklearn import preprocessing\n", + "from tqdm import tqdm_notebook as tqdm\n", + "import random\n", + "\n", + "import sys\n", + "sys.path.append('/work/megapixels_dev/megapixels/')\n", + "from app.settings import app_cfg as cfg\n", + "from app.utils import file_utils, im_utils\n", + "from app.models.bbox import BBox" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "# input\n", + "fp_dir_dataset = '/data_store/datasets/people/oxford_town_centre/dataset/'\n", + "#fp_vid = join(fp_dir_dataset, 'TownCentreXVID.avi')\n", + "\n", + "# output\n", + "fp_dir_processed = '/data_store/datasets/people/oxford_town_centre/processed/'\n", + "fp_dets = join(fp_dir_processed, 'body_roi_400.csv')\n", + "fp_cam_avg = join(fp_dir_processed, 'oxford_town_centre_avg.png')\n", + "fp_cam_sal = join(fp_dir_processed, 'oxford_town_centre_sal.png')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load CSV" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "df_dets = pd.read_csv(fp_dets)\n", + "detections = df_dets.to_dict('records')" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>index</th>\n", + " <th>h</th>\n", + " <th>record_index</th>\n", + " <th>w</th>\n", + " <th>x</th>\n", + " <th>y</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>0</td>\n", + " <td>0.268369</td>\n", + " <td>0</td>\n", + " <td>0.072830</td>\n", + " <td>0.136287</td>\n", + " <td>0.693005</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>1</td>\n", + " <td>0.222680</td>\n", + " <td>0</td>\n", + " <td>0.053638</td>\n", + " <td>0.846111</td>\n", + " <td>0.568722</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>2</td>\n", + " <td>0.199632</td>\n", + " <td>0</td>\n", + " <td>0.059557</td>\n", + " <td>0.461100</td>\n", + " <td>0.366682</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>3</td>\n", + " <td>0.136677</td>\n", + " <td>0</td>\n", + " <td>0.032335</td>\n", + " <td>0.460765</td>\n", + " <td>0.080763</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>4</td>\n", + " <td>0.162292</td>\n", + " <td>0</td>\n", + " <td>0.036466</td>\n", + " <td>0.374826</td>\n", + " <td>0.219409</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " index h record_index w x y\n", + "0 0 0.268369 0 0.072830 0.136287 0.693005\n", + "1 1 0.222680 0 0.053638 0.846111 0.568722\n", + "2 2 0.199632 0 0.059557 0.461100 0.366682\n", + "3 3 0.136677 0 0.032335 0.460765 0.080763\n", + "4 4 0.162292 0 0.036466 0.374826 0.219409" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_dets.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Read Average of Video" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7f22c99f4da0>" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "im_cam_avg = cv.imread(fp_cam_avg)\n", + "plt.imshow(im_cam_avg)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Generate BBoxes" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "3789aa74b6924d5496a8490ced93b19f", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=3714), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "ename": "KeyError", + "evalue": "'x1'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m<ipython-input-16-656c58874c2c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mbboxes\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0md\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mtqdm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdetections\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mbbox\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mBBox\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfrom_xywh_dim\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0md\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'x1'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0md\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'y1'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0md\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'x2'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0md\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'y2'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdim\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 6\u001b[0m \u001b[0mbboxes\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbbox\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyError\u001b[0m: 'x1'" + ] + } + ], + "source": [ + "# create list of bboxes\n", + "dim = (1920, 1080)\n", + "bboxes = []\n", + "for d in tqdm(detections):\n", + " bbox = BBox.from_xywh_dim(d['x1'], d['y1'], d['x2'], d['y2'], dim)\n", + " bboxes.append(bbox)" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "b1ef0355970e43569dfad1366640885e", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=62741), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "# create grayscale saliency\n", + "im_saliency_body = np.zeros([dim[1], dim[0]]).astype(np.float32)\n", + "for i, bbox in enumerate(tqdm(bboxes_body)):\n", + " bbox = bbox.to_dim(dim)\n", + " pt1, pt2 = tuple(map(int, bbox.pt_tl)), tuple(map(int, bbox.pt_br))\n", + " im_saliency_body[pt1[1]:pt2[1], pt1[0]:pt2[0]] += 1" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "c00b1fbfb199414cb2b9af5394694b40", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=62741), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "# face\n", + "im_saliency_face = np.zeros([dim[1], dim[0]]).astype(np.float32)\n", + "for i, bbox in enumerate(tqdm(bboxes_face)):\n", + " bbox = bbox.to_dim(dim)\n", + " pt1, pt2 = tuple(map(int, bbox.pt_tl)), tuple(map(int, bbox.pt_br))\n", + " im_saliency_face[pt1[1]:pt2[1], pt1[0]:pt2[0]] += 1" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [], + "source": [ + "im_saliency_mean = (im_saliency_body / (np.max(im_saliency_body) / 1)).astype(np.float32)\n", + "im_saliency_mean = 255 * im_saliency_mean\n", + "im_saliency_mean = np.clip(im_saliency_mean, 0, 255).astype(np.uint8)\n", + "im_cm = cv.applyColorMap(im_saliency_mean, cv.COLORMAP_JET)\n", + "im_cm = cv.blur(im_cm, ksize=(13, 13))" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7ff0d5a7fb00>" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(cv.cvtColor(im_saliency_mean, cv.COLOR_BGR2RGB))" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# save files\n", + "fp_out_saliency = join(fp_dir_processed, 'oxford_town_centre_saliency_body.png')\n", + "#cv.imwrite(fp_out_saliency, im_saliency_mean)\n", + "im_saliency_mean = cv.blur(im_saliency_mean, ksize=(5,5))\n", + "#fp_out_saliency_blur = join(fp_dir_processed, f'duke_mtmc_saliency_cam{cam}_blur.png')\n", + "cv.imwrite(fp_out_saliency, im_saliency_mean)\n", + "# wave" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Old Viz" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "megapixels", + "language": "python", + "name": "megapixels" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/megapixels/notebooks/datasets/oxford_town_centre/oxford_town_centre_bboxes.ipynb b/megapixels/notebooks/datasets/oxford_town_centre/oxford_town_centre_bboxes.ipynb new file mode 100755 index 00000000..6fbca884 --- /dev/null +++ b/megapixels/notebooks/datasets/oxford_town_centre/oxford_town_centre_bboxes.ipynb @@ -0,0 +1,580 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Oxford Town Centre\n", + "\n", + "- read in ground truth\n", + "- draw example frame" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "metadata": {}, + "outputs": [], + "source": [ + "%reload_ext autoreload\n", + "%autoreload 2\n", + "\n", + "import os\n", + "from os.path import join\n", + "import math\n", + "from glob import glob\n", + "from random import randint\n", + "\n", + "import cv2 as cv\n", + "import numpy as np\n", + "import pandas as pd\n", + "from PIL import Image, ImageDraw\n", + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "from pathlib import Path\n", + "from sklearn import preprocessing\n", + "from tqdm import tqdm_notebook as tqdm\n", + "import random\n", + "\n", + "import sys\n", + "sys.path.append('/work/megapixels_dev/megapixels/')\n", + "from app.settings import app_cfg as cfg\n", + "from app.utils import file_utils, im_utils\n", + "from app.models.bbox import BBox" + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "metadata": {}, + "outputs": [], + "source": [ + "# input\n", + "fp_dir_dataset = '/data_store/datasets/people/oxofrd_town_centre/dataset/'\n", + "fp_dets = join(fp_dir_dataset, 'TownCentre-groundtruth.top')\n", + "fp_dets = join(fp_dir_dataset, 'TownCentre-output-BenfoldReidCVPR2011.top')\n", + "fp_dets = join(fp_dir_dataset, 'TownCentre-output-HOGPedestrians.top')\n", + "fp_vid = join(fp_dir_dataset, 'TownCentreXVID.avi')\n", + "\n", + "# output\n", + "fp_dir_processed = '/data_store/datasets/people/oxford_town_centre/processed/'\n", + "fp_out_bboxes = join(fp_dir_processed, 'oxford_town_centre_bboxes_01.png')\n", + "fp_cam_avg = join(fp_dir_processed, 'oxford_town_centre_avg.png')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load CSV" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [], + "source": [ + "cols = ['person_id', 'frame', 'a', 'b', 'bx1', 'by1', 'bx2', 'by2', 'fx1', 'fy1', 'fx2', 'fy2']" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [], + "source": [ + "df_dets = pd.read_csv(fp_dets, names=cols)\n", + "detections = df_dets.to_dict('records')" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>person_id</th>\n", + " <th>frame</th>\n", + " <th>a</th>\n", + " <th>b</th>\n", + " <th>bx1</th>\n", + " <th>by1</th>\n", + " <th>bx2</th>\n", + " <th>by2</th>\n", + " <th>fx1</th>\n", + " <th>fy1</th>\n", + " <th>fx2</th>\n", + " <th>fy2</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>0</td>\n", + " <td>2</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>295.626</td>\n", + " <td>811.142</td>\n", + " <td>334.374</td>\n", + " <td>851.827</td>\n", + " <td>260.713</td>\n", + " <td>811.142</td>\n", + " <td>396.615</td>\n", + " <td>1121.977</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>1</td>\n", + " <td>2</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>901.680</td>\n", + " <td>402.431</td>\n", + " <td>927.320</td>\n", + " <td>430.350</td>\n", + " <td>877.443</td>\n", + " <td>402.431</td>\n", + " <td>957.062</td>\n", + " <td>624.178</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>2</td>\n", + " <td>2</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>1646.674</td>\n", + " <td>935.667</td>\n", + " <td>1691.326</td>\n", + " <td>982.208</td>\n", + " <td>1596.772</td>\n", + " <td>935.667</td>\n", + " <td>1729.112</td>\n", + " <td>1293.447</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>3</td>\n", + " <td>2</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>882.242</td>\n", + " <td>49.998</td>\n", + " <td>896.758</td>\n", + " <td>65.783</td>\n", + " <td>866.204</td>\n", + " <td>49.998</td>\n", + " <td>916.275</td>\n", + " <td>179.462</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>4</td>\n", + " <td>2</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>740.066</td>\n", + " <td>229.356</td>\n", + " <td>759.934</td>\n", + " <td>250.987</td>\n", + " <td>719.841</td>\n", + " <td>229.356</td>\n", + " <td>786.812</td>\n", + " <td>405.142</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " person_id frame a b bx1 by1 bx2 by2 fx1 \\\n", + "0 0 2 1 1 295.626 811.142 334.374 851.827 260.713 \n", + "1 1 2 1 1 901.680 402.431 927.320 430.350 877.443 \n", + "2 2 2 1 1 1646.674 935.667 1691.326 982.208 1596.772 \n", + "3 3 2 1 1 882.242 49.998 896.758 65.783 866.204 \n", + "4 4 2 1 1 740.066 229.356 759.934 250.987 719.841 \n", + "\n", + " fy1 fx2 fy2 \n", + "0 811.142 396.615 1121.977 \n", + "1 402.431 957.062 624.178 \n", + "2 935.667 1729.112 1293.447 \n", + "3 49.998 916.275 179.462 \n", + "4 229.356 786.812 405.142 " + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_dets.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Create Average of Video" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "frames = []\n", + "pos = 0\n", + "dec = 120\n", + "vid = cv.VideoCapture(fp_vid)\n", + "nframes = int(vid.get(cv.CAP_PROP_FRAME_COUNT))\n", + "\n", + "# read video frames\n", + "while vid.isOpened():\n", + " pos += dec\n", + " if pos >= nframes:\n", + " break\n", + " vid.set(cv.CAP_PROP_POS_FRAMES, pos)\n", + " read, frame = vid.read()\n", + " if not read:\n", + " break\n", + " frames.append(frame)\n", + "\n", + "vid.release()\n", + "\n", + "# save average\n", + "im_mean = np.mean(frames, axis=0).astype(np.uint8)\n", + "cv.imwrite(fp_cam_avg, im_mean)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7ff1924f56a0>" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(im_mean)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7ff19214ab70>" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# save average for each camera\n", + "im_mean = np.mean(frames[:(len(frames)//2)], axis=0).astype(np.uint8)\n", + "cv.imwrite(fp_im_avg, im_mean)\n", + "\n", + "plt.imshow(cv.cvtColor(im_mean, cv.COLOR_BGR2RGB))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Generate BBoxes" + ] + }, + { + "cell_type": "code", + "execution_count": 148, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "ff61e53037744af7b0c5d901bb1a1398", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=62741), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "# create list of bboxes\n", + "dim = (1920, 1080)\n", + "bboxes_body = []\n", + "bboxes_face = []\n", + "for d in tqdm(detections):\n", + " bbox_body = BBox.from_xyxy_dim(d['bx1'], d['by1'], d['bx2'], d['by2'], dim)\n", + " bbox_face = BBox.from_xyxy_dim(d['fx1'], d['fy1'], d['fx2'], d['fy2'], dim)\n", + " bboxes_face.append(bbox_face)\n", + " bboxes_body.append(bbox_body)" + ] + }, + { + "cell_type": "code", + "execution_count": 149, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "157f87ed590d474ea1d3f75943841633", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=62741), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "# create grayscale saliency\n", + "im_saliency_body = np.zeros([dim[1], dim[0]]).astype(np.float32)\n", + "for i, bbox in enumerate(tqdm(bboxes_body)):\n", + " bbox = bbox.to_dim(dim)\n", + " pt1, pt2 = tuple(map(int, bbox.pt_tl)), tuple(map(int, bbox.pt_br))\n", + " im_saliency_body[pt1[1]:pt2[1], pt1[0]:pt2[0]] += 1" + ] + }, + { + "cell_type": "code", + "execution_count": 150, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "d85e76dc545c4f3e99589bffc7511324", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=62741), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "# face\n", + "im_saliency_face = np.zeros([dim[1], dim[0]]).astype(np.float32)\n", + "for i, bbox in enumerate(tqdm(bboxes_face)):\n", + " bbox = bbox.to_dim(dim)\n", + " pt1, pt2 = tuple(map(int, bbox.pt_tl)), tuple(map(int, bbox.pt_br))\n", + " im_saliency_face[pt1[1]:pt2[1], pt1[0]:pt2[0]] += 1" + ] + }, + { + "cell_type": "code", + "execution_count": 172, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7ff0aea66710>" + ] + }, + "execution_count": 172, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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28nUXUuXFOfiTRHpt83ZQl+4F6G4iB/C0y8brqSFFHW++Y0z7UT0A7WuOIb5qQ/Wkb2c9OTlZjSOOnbRWoXrUsJX2oRNqJb4edFnZEcBOotDqrQhAwwgEWY/JVi9c873a6vp7rF+9AbX8nQD0Nc2cuGr5cysorWF/4te3D1ZhkBm9qR6qsBlw8W8HfRcQPSu2heeOjo7w/Pnz1X30bPhhuEv/lrC1V+sC1Esix6Ojo7V/6fLXIfu6inojbp0rqDlYKanwt+vbQzYp/EOd+yJs8gQ8XOMEwLx0TGg5auTcuXMHL168WHmQ+l6pigR8nOhmhaSjatzMksWM7AhgJxfEQS+BoqYlQKsV5f8I5aGcRAC608df1qYEwD35Dx8+XIVvdC8/XXeC2J07d1bv0ueWP30NhAI/25RIgAt/z58/X7PgFBRfvHixtl9e4+vAeljnxYsXK+DVl7611lbAfnR0hNPTUxwdHa2A+tmzZ2tAnf5b13cHAVido16UNEgiJBZPo38J6THxtCVULWZ90yi3mKYwSbKWVbfeNz5W3dBwj8Cv6zhkvTycpADNEBjHPAkgeZOJcNRr0vypr0r0mv91pt+3KTHsCGAnpVRA6BOQAEsgIIin97AroOv7cZRI/F7eTwLQ9/NoaIjkQCuf9SKAsayTk5ML+8UTsXl7T05O8OzZs7XXSpAYdL2Bk1BfCaweEy1Jtbh13z/vJdifnJz9D/DR0dHK+ifos0wP/6jlzvJITgR79wSUTHzhXN+Jr2WoVaoeEq8fHx+v6qBA7WtCrn8Cvv+pvRsn3k++buEErVtiuV2WZMYneo+OjlZA7+sOWoaOU3/1t364rqSLyIlgdNwBWHuGhfXUdL4mMOtJqOwIYCdRKvD3iXd6erraRQFgBfK6qybF8pUAmJ+Cv77DRT0DtbZ0AU4JgNaWAj+BmhawA38CEtUDgDVLnHWiDvRVykyrIQ6KEoCHbSjLsqyBPS1zhoR4jwIxgcWfByCIa+hHy9T/A3Cw1/RpbYGfpEclC30/Pok+7fZSfTvoa/9wHLnHlsjcy1ePRJ8QJ1nxvvv3768MBa4peRvTzjXddXTv3r218aDkyXvZ395eAGseGdNpuzwkpGsUs7IjgJ2sSQX6HPDJutI4sIZr9MGqRAC6SKrEof/h6nFcfWiLWzaVNEgqGqeurPvqXCIHDUN4et1ppH+yDqz/cTiANUvaQywKqiSAZ8+erUI/VXoN81RxfiWpFNJJ3oSSiAOO6sEXpdUaZV46dqoxl8afL/QCiMRaeai+XqEPc6mHRgKgh8JydD1Bx0vaucPy6a0SuNWYIPkzX+pKz7PdNFqS3isy3lR2BHDDRAfUrFzVgpBOQl9I04U23xGjIKBury60MtyiMX6eZ1608HVxVyd2Bfb6AJDqJC1WVsDhx+5SOwEQNAGsANoXTjmxtY+0HgrG+kfkvtirIK6xfq2Xt9Vj/G7tO2mkNQQH/6S7kd58PCdg9sVk4OKf1yj4M59ERF4PDc3peVrh6nHwITiOS/WsfFypxa3taK2t3hZ7//79VehOwzosm+0j4fM/npUAUphNPawU2tpEdgRwA2WTjrwM+KfJ6aEe3bbpi2keukn79blLguES3ZetxEACODw8XP3n7v3791eTgR6IEwcntltnPfDvWUsprqp5OxgSxGmxV6CpgKSLskoAWl8SgP/xe4oLO5DqP1UxZOTpWAcHSfcA3NJ0zynp3seTf1zf+mAb7/MNCED94FjK38mN1re2R8NObC/DmQ78Xqa3ge0+ODhY7UjjmHACALBmQC3LgqdPn+JrX/sanj17thrz3AGmnoKGsrSftG92awA7ieLuavXte/Z9K6fH71++fLnaLqoLtokA3APQ0IDGTrm7AngFKrp1T5/K7cU9E+hXFqvrKlm4wPpfKdLC9oVZTkh3zx3MlQDU+lbw1vi7hzKS5Z8IgPXmt9ZLrX23aEfhBQf/XlgtxejVg0m6Bl55A56n/1ZjQUNQtI7VonaPjr897OL18Py13vrcjBs66mksy7KaS6wj1zQ0BMRz3LnG+rXW1kJ2zGPnAdxySQB92fCO5qkucmWdOUinnQ3+AiyCDi18EgBDOvo+dt3p488Y+PMBPuF6Vhh15da/A4y23e+r+kHBQi1wWpcEWlrrTKsTnt8O9IkAlFg0Vq8ehJKex/z12QCSUuXFOHFoHVSfCnSuc9Whr7loODGFaDRMpmShgJ48qTQvtN4K0iRRD53otk7mvb+/v6Zj97hc53qN61T6MKAbVADWDCWOKc6xw8PDFdkdHx/j3XffXe08Ozk5Wa0L+TZdeji6NjQjOwK4IVJZmz1W10npEzQBfbLCfMJxoHJXDd+MqCSgBLC/v7/2kjVOACcA3WOtnoQuClZPTs6Igj5w8TUKwPrDN6oLBSbVq4KTh0kSWGscn+LhGQV1t9i1zr4oy3w9fq+ehG7t1K2etIDd6k6LvbSQnbjc4uWxh1zSulBamHULnH3ti8Ru8afzPaJgP+lOsEQAWr56T26Rq2dBHXOMcD2KBpAaNtzA4E84sy6cb0dHRytiODo6wte+9jW8++67q7WE58+f4+7duytiZ4iJ9e55MEl2BPCaZRM3bQSAOqEqt1hBTncz+ATVmOudO3dWccxHjx7FB1x0h45aISQGpuU2UH+IJu2s8Ek90oGHPxToPNatbQYQ265EkBb4GJrRMI9biqyX1k+vu6WfgN7v8XYqUfiCrz/h6/F1ts3bpV5Nz8p2AvCx6Ba/hvgSyXr/VGOh+qT2eP9rHZLn4TtvdAHey9F+9Yf+9DkXegAEZIY109ZXAKtQ0fHx8RoB6BtlOY84hzjn2BafTzOyNQG01j4K4NMA/hkApwA+tSzLD7fWvgHAXwHwzQB+BcAfWJblK+2sZj8M4DsBPAXwfcuy/OK25e/klfSsfd/KppPBz+lWzUePHuHJkydrr1fgYPQnaGkxAa+seCcKuqjJMqzCCz1JMV5d1FPrjwDIyZhARPNN4OxA62GUKmziIKugoec9ZJUISMnB89QwklvzySNJ5ObWvo+x5AX4+PNdYup1pTw8tKdjYQT83l9qALheddcN7/M60MNyD8B33vAehlsU/Ftrq5cKEriXZVk9xOhPB7Nc/lYC4NtIdSeQthPA6pmUtL4yI5fxAF4C+I+XZfnF1tpjAL/QWvsZAN8H4G8sy/JDrbVPAvgkgB8E8B0AvuX8860AfuT8+z0jm7LzKJ80YdIOHnVN+dsXeHWXDwngzTffXHvBGtP6ThzugtG6qKvLeqqVNWvlJ3ErjgthumYAXHySkmm0TAVq5uPWugIrjx1IktWeQin6pDDr77Fbj+mPSEk/iVBU91pPJxQPy1Q69zHIb981puE2zwtYX7hMRkxlzGhbmJcudGu7CK6sk7aD9dIHspbl7F++eA/l9PR07TdJRgmARhH/PU77lSGeRACttdWmCQI666EeqwI9j+mJpNdrzMjWBLAsyxcBfPH8+J3W2i8B+DCAjwH4tvNkPw7gZ3FGAB8D8OnlrMf+dmvtfa21D53nc+NkW7CurKfZMpMrXKVR4EzAX33UVVXXUkH78ePHJQEwnsn7uAtGQUUHKrDupnt7PETR06eCFAFVwycnJyerSaP735l/yk9JwsFX4/MKrl6ftD6g5Tkh0KLUOmoaDedoGXo+rUtUMXyvq4dNNJ3rqgf+Dvw6xqqwT+oHBXp/4LBaRFYda53UQ1qWV/9ypjF33sNy2R/c0aYeJccI17F4TQlAd6XxWRb2Y2ttdU71o22i1/Dy5cvVe7UYgqKulDBYHtd7jo6OXm8IyDrvmwH8SwB+DsA3EdSXZflia+2D58k+DOALcttb5+fWCKC19gkAn7iKem0rbpVsKj1A64m7y1UaJQBOXHW9NWaYHlFnGn8i1wngjTfeWO3JV6IgAXAgcxHKwY8TxeO8m7qpCk6+mEeAVquQOtJQjXscGibyMILG0BWENZ2DqnoH6iE4mCp5KHgrmLllr3Xz3UG+UyWFptzTqYA/SQJqB34ddwr+KeTiAKx9mgC/2rigeiXpsyz3xNzDSR4A5xLXedR7Zb/pVk0lEzV0CPYPHjxYu4cvL1Tw191unFMnJycrArh79+6aB6peK+ukL1t0T2tGLk0ArbVHAP5HAP/Bsiy/0ZnY6cKFkbcsy6cAfOo876t5xHULGZGAn68mUWV5pnQcCMmVc2uF3wQC312ggK/bLgn2et0J4O7du3j8+DGePHlywQPgwNU9/Bz8ukCa2r8J6FdgpXkty7KK1SoB6JqDT3aKx7/Vglbw93LVsnTrX3fyAOtkrVa/AlV6cKwK61R1q9YKEgEoIDr4O8D4N9NQvzpmfD3JQ2wpXw/vpHyq7aPUsYK8hv50AZwvBdSngbV/mBeNBz64xXGt/cw66djmvOU9DPdovJ6vL1cC0HAQH/rj+KXHoYaFh75IFsxjU8MKuCQBtNbu4Az8/9KyLH/t/PQ/ZmintfYhAF86P/8WgI/K7R8B8GuXKf+6JSmzIgZ11Wbz8us6Cbwst4wU5LgDwOP0unMnEYBu71Qwdw/g8PBwzbrTB15YR8ZgFfBGpKfi4QGddOpVuPWti3Uq6iV4/imermCrxwo2wPqDXG6ZqyWvfeZhEJ3A7jVpCErzTHVLBOkfXwh2UpjpDx2Ho40Ebp2ncpIH4etQVcjHx4kbHADWSLO1V++n0m3H2j8a/mM4Bnj1+mf98JzWj/OJ84dvq2X99vb21ghAd8rxmO8OIgnxtRRcX+MWYx0X/EtK1demcpldQA3AjwL4pWVZ/hu59FkAHwfwQ+ffPyXn/2hr7TM4W/x9e7mh8X8gA/1MaEgtXQ8D9MrxBTQPV1QxVgKBgroCvlv6TgBq2c8QgC8uc2LyvfWzoYVKd2pRM6xEAAReTUpgfS+2Dn5a/GnxVy1gfzmaewLJik5WtocctDz2oYeMkueRwj8az3ZCdKCvfjsBpH7pEYKPxVFYpsqzysctfx3fmo+3gf3PscG06h3RS+ZH686Yvo7jvb09PH/+PHpsAFZegYO+nrt///7qKXZ6DU4A+hwM5zeJB8Cqrs+fP1/9/wNB//nz5xcWk7dZAAYu5wH8HgB/GMDfb639vfNzfxJnwP8TrbUfAPCrAL77/NpP42wL6Odwtg30+y9R9rVJihXzOKWhKNgn4B95Ez4B3Pr3WD7TcqDraxQU7P3JW43j+3ZODQE9evQIjx49wuPHj3F4eHhhV4cu7nIXAsFrU0kWv3+Yr1rYai2rVcprOnnVfSaw+oJqAtwqtJLq7XVL40Ot/2TRaz3cC/F6OCkp8FVE3AP/CqwJhhp65LXeXHBJHm0VAnLr3+tJfTkBqB4UxPlbQ6jaLt67t7e32tLsxhk9c1/X4nmGRvmmWuAVAfDFiG5IUbzNLENfqDjzJ/SbymV2Af3vyHF9APj2kH4B8Ee2Le91iw/u6lvT0+Ko8vL73BVWQNbydWHX/2GLk4MWvf/TlXoAtPgZs3SvQMM73AXE5wB0UU8nEGOVbvH2pIrjAq/euc/8FQyB9X9lWpZX79RXa5/XU/hDQdffkpms62RJjwBOAYv1cuAiUOm6SSJAB/pUR18nSJ6Lh2a8P1I70nfPC3bdKPn6h+Mp7VDjNc3DSY1t5us3KB4y1HMMlWroxwlsf39/FYtn3TW8SmBmvTQkpNb/4eHhagy21lb/VeFhMoqHb1prq2cHnj59igcPHuD4+PjC/N829k/ZPQm8gYwmgHdEZSlV4R2N4etEUfDXl6FxJ0I7j1u6B6B56vvzdSGXH19A1gfBaM0AryxYtXIrS1AlWc/MT+O4nKAK/gQ+XifRnp6erl7Cxgmt3oDH8CsL263yBP5eZ2+zx4o97JNCRk4AFcizzIogEvinmLm2oecVVGGddM7brbrhPSlc5JZ/2jrqIbcUplPyV/0pGWmITculUaH10u2VTH/nzp013apeOT8J2PoadCUZzr1ZYV1IJk+fPl29BkIJ4OvmAbyXJFn7ye3tgXz6rQSgJODhDAV/JQA+ZUgCqDwA7jHmaxl025m+r1+fEaDFwvzcgh1Zw6qXFMLQ8zqJNQTm9wHr2yjVA6AFdXr6aheQAiGvVQCqlmVqpwpDBd5ODzXgJdS0AAAgAElEQVT4Nc2XQOZbR937SNa/7gKqQlW9fqksdZfKoPE02sbRWE+EkBbKXRdsqz6U58aD6knz4VhS4vFydeeSbrbwNSHVHeeue/AaauXY03DPrOztvfqPDL6O5SrDP8COAKIkCygNZL9HQ0BV+soNVpDX/cEcBGpd9AhA39uj+XIQVQSgC7vclaBrER63pkWWdmFQOCHTrhYlFM3DF8cU4PQ3gOgBKIH4hHUAdmvSgdhj4m7tazsrb0Hz8nANXzmg4MJ2OaB7+CqFe1J73eLvEUMam+rJMM3s/Z6Pg23avaL6c09MX8Phfeb9oHrXsaB10R1B/M10BNq066oiAF9/03Zts0OH85rGmM59X4vZVnYEUEgF3M66Cgoat+xZPDoxNO6uC0W68KQLSzoI1KXUNGn7Jx9O8TUApvdtfGqFu+Wp1pfvSU+hDk5cfb+9piOhUHe6Y8OB1c89e/ZsRQB8gEfr7t8pbOIkkEIiChbA+msMEgFQ/Jpv52S8uQoXuQVcxfor8B9Z+w4iHHfa5jQneh8FfbdUe4YUdZo8Nh1vrg9te/KK1HDoGWW664xhFv9fBT6kRT365o3Lbst0YQQghX0ua/0Dt5AArqLRyQoaua09i17zVTfSLSEHfn4UjBWkU6xe/2Rdnz7Uf+BSAtDXMmve/qyAE5taf24xqxuedrF4Op9EbqHRguPkd2BWgKPuma8SAIlTLST9JHJKoaA01rRvtR7qyXjs2QGp8jg8rFWFdpKnksI9DvijEE8F3mmujYDH81FCqfLRMJ2eTyE69wp0HGk/JMPB+9YNOQ3ZLMuyejcPx7I/6+FzWY+vAqe0Xvq0b4U/28itIoCraLRbhZ7/NgSgA1kJwK0gDfnowpcTgD8uTiudJKCLtcDZQNR/0fI/c+E1DQFpzFIfeXdQ4eTSSZC2T7oFpuRQEYCXxUnK+9Vyc3Blvk+fPl2tAfh2VtW5grVbjx72SR5eGkeVtZ7KUStWwUk9jhT2SATg5SRdpnPeLgXrZJFX7R7l5eDP/N078jx5zE0ASZ8O+D2dKwGk8I3PYXoIuktIx7E/s6H3OhFcFQGwjGT57zyALe/XSd4jgbRIVBGAAiiANQDyB138tQoEcycAfUpQd/goAbCeBHgu3JIo3APQ9QXdJcS6qxXlLnQKBVXhCCUM/W9Uxrx90rMdjOMD6+/kd1ef+fPfkVRfvp2QeTPPHmh7+K7y9PQ4WfoJ/Kk7Byzm0wP/ntXbA/7kAWib0rjuzTHNq/Ie3PJPunMi0e+qj1w3iRh8PKaQnvaxtoNbOll/DV3SeHHjR9uhhHeVskn/bCq3jgCuUpIV44N4xhNIzKwuoe919hew8TwtdQ3xqIfgT++SAPb391cEwFAQgZ/eg5IL8CrWSyJS8Af6oQMHl8pSZYzbP77oqROS4H9y8updKO4BsJ58CykfRDs9PV215fT0dA38naAdRBwM2P+p7XqcQlYVAbDeFYBXZFoR1SafBLSVJO84zZ0K/H1/unpfiTyTfh3cfbz5uOuNQyVZJ3ltC9eOdAG4IhsVGlP6kNdVysibu4y8JwkgufjVYB4BPkHLz6fFIX9Pj5OExvCdAHQ/vy7w8n4Cf0UAvEaAZX31gTKdKHTDNa0PujQpHRQdHH3vvU+oRABpgZV58TXU6urzW/tSgcjr7mOjsrQq8K/CBJW16qBWgZan1/u0Dj3rX8Nam4QmKqCpvN/R2oHmq3rUceZlp/bOGh9prUT1yLL5zeP9/f0L/aZtTcaez6WrJgC2PZHPZeU3NQFUA9E7VY97HoBblAr07vJqOEIBXHfm+LoA/0hC4/zcseOLwSQBlqthIk2j7wa6d+/e2uBkPX0S0nrmROm5njoJU+xfQ0HqRieAA16tA7x8+XLNA/DBzzT+R+xcyEshoMr69bZV4J8AxxcIU1gsAdYIwJJ127OgZz2A1H+bWJNqPaf5UoGft13JmNf129uX0nmYR8df8r78W8eGPjuS+g2ow72ax3V5AGkO9PQ0K7eGADaJf6U0em4TAlCw90VdAmh6LNvfueMEQPDWgfPgwQM8evToAgH4A126wMv6+EvguOBLb0LLVFBIwKjfaZLy2IFNJ6C+sVA/fKlVFddu7ezlXayvh0yAV1Yjw0Can64BKDGnye79r6IgVXk3p6ena+Dvr5Zwi5N1TnpzfaTQT+oD/x55NdX55Pm41+Rjwxd6R+sJqgsfR9623m8nzkSkvfCZ9ofro9LLSI++1neVUhkLFVFtIreGACpxy613nJjbO1fDNm49eoxTwdl3nni8v+cB6CLww4cP1/5IvUcAugjsoSFdK9C60MpRMOW5NGH5nUBGwdB3/OjimS4AKwGkRdJlWVZ/hq17rrW+uqB7dHS0lg89AF0ToPA+7UsdIw5Eo62YJIBql4iGo1IYwid1WrysFsx9LPfAswf8s4vAmp/Phx65UJIFWwFyVb6POf/0rvWIUctMRJb06/n42sdVCsdBam8igk3kVhNA6sDe9yYE4FaNW/387SDLwaDnqlczex587wfBXAmA+ejThty9o0/u+uPoSk4a/0/hnZGHlUIZFTj6/mnfSdFz15UAHMjUgl+WV++HSQDF9N7fKVzhxEj9+GTzEI9b/lXcn/rzmPSICKpJnSznTSzBGcvW85wdG1on1at6eToXK3Cu8p8Zd04IOt6Bi6/rVj3ovK/q6IveV/VuniSJ2JK3+J7yAFTJ1cJM9TsRAH/rrhzfyunWvS7Q+rZM3eaZXtSm/6ilBPDw4cMLbwXV7aMa6uGOHu7p1/UG/Z224zlB+jl1/1O4x61/BXm3/J8/f7766E4g/3cr5sc2KWE5cPtim4a2fJz4fdqXPh4o2lYNMbmV74vUDuophDTz7Z9q/PdCKNqW1N9pbozAq+c5VGU72fH86emrtSavY/IU0tjrWcTeH+75eFgwhQ+9jYoPuuamT9RfJQHoGPRnb9KT+JvKrSQAB63Kja2sWw9/aF5OAP7xsI+DLfNUy9sHib7QbUQA2kbfBnpwcPY2UPc4EoElHToRzkxkBXyCvoN870MvYFNrTSet77BSPSUSqya9E1wCb7bVQafnCVVEoB5AAvpk0fVCPNX1ZIW7J5X6uup71WkVIumNGdUdx6teUyJmXbVveH8Fgr2QkOoxjQU16Bz80xqgk4U/oHnVC8DA+r/Esd2pre8pD8ClZ5noNWA9juqLoLpzpyIADa14fD95AP4eHw3xqBfBvfr6NkFtm68n6IMrSkhatsa9KxlZm0xTudxq9fvTwvpbP4kA9KPtVtDwvk5jYGYsaLu9XQrUSgDqdrtOeiGcRABuCTsB9QA99ZufU534d08nrk/XbbVBIuVTtS2VoX2dPLHUT0nfFQlXZXp73EDwtntUwLHhqsU9gN5us23kVhPAjIXnDK73pkGsBKBWtB7rPv3kATCN7+/XBVxuyVTrXV/ZrATAweYegBKEgr4PyDS5kwVZhR8qt7u35dPBf7QG4CGSkYXa8wLTpE5xXWA9vureiMb4HcyYB+9z/SRLPulc2z0r6X4/rzrqEWLlISY99/Sq19161/HjdXavTduYiK0C+SoMp+3wseFepIeBUsgxeaNM3zOytpXT09M1T5ubKXSeqQewqRdw6wjAB8yog/ScdlIawK21NWBPYSAnAH01g+7s4TGBXd+trw9xqfXu3oTmRfDXLaL0AFhvn+RJHGjZ7grkec4teI3zp+P0SYM2gWTq7xkLdmTdOtgqgCshab2UoCqLvnLJUxgngZr3SZrEPes/eQhV2EJ/u6Wr1rfmlQA+6dd1nQC5521q6CflMdrtw/5wPY7AX0mgeo2I44TncR3WP3Wgr1PRuXRZ8AduCQH0JrZa54m1fT945c6xHI/r671KAARtjedzX76C+v7+/torGnTBmOV6+MZfBXF4eLgWPtItquz0mQGooOWhCFoaDOmopX5ycrL6c2r96Ll3330XT58+xdOnT1fXUuyfeToJ9QZvAv/qd/L8tP3ubaSneB3guTDtgKTXnQgc8NQqplSgWHkJqS97Vv9MuEZDL65zJ4jK2HIds23V2k7V106OCfx7sf9k2KguHAuqhd9k+bsxqPF/9cavWl6+fLn2Li3OL/5RfJpXmxDBjSeAakBz4DmDewenxZ1EAB4C0o7VtGqpM50TAEMyTK9P5+ruIU48PeceCNcGNDSkk3ITt9PDOWoNV1s2OdkI5AR5BfqnT5/i3XffxbNnz1bnuTCsgzQBrFvkm4wLNwR6oQ7m76EEEp5a/06MrJ/Hs6vFueTRpO9k9SedVCSZwilJN24Bu16uQscqvdAM8019nbwP/q7IoNoBlOpdEUDy8nvn/Ol+et9XLaenZ396r8bWu+++e8HYOjo6WhHApmsBN54AgH6oR8MwvnCbrGknAM9PPQAnAGV+f9++gjqA1TEJQ/f+8wOcdTItet+/z7JIANsuNCmA6S4eBRm1/NXV5Pmjo6OV5aGA77/536W6BVQJoAr59EI/yZpNn8oyTVZ0sv5ZPxUF9BR71vUPX5DzkIyeS+Egr2tl/af7Z/SWwLuSHokkclW9Okir7pykKk8itbcH/mr9VuPFrX01snph38oz4Oc6wJ/e5fPnz1eAT/D/2te+tjomOfABy9+UHkDqQA21KMBqR2q8nSSQrH3tSAV53UOv6dQa16d2uR0RwIWHwjzuv7f36nUGHGBqVfhnGytDwxga8lBA1vO+tZOWhYK5Ar6SwLvvvrsiCd6nWz57cX72s/8eWbJVeEPbT9BRYNfQTXqFg1qoHl92azPtZOpNwF54pxcC6uVT6asX9mEeaUz1dO995eEtB2onTN244P1X6UsNFydrDy8xb/fcGcbpEUC15letB1xX3J/tPjk5KdfXRp71rNx4AgAuPqWbWF1B1klBrWqdHHqvE4AvxOqgYDxed+VwgFF0oPvCLvDqpWc6WH0wOmltKjp5OAH9xWyJANx6Pz4+Xovn+1oAPzow01a1amBWbesBUQVO2u6Ur5JiClE48CYC0HtmwT8BehUG64WOPL/L6In5jMaWW+2VTl23KURVEbiL3u/emlv+qnfN0xd0q90+I2u/Cgm5V3eVwrlaba7w7aDbLgTfeAKgkhMDe5xfgd8fvPL4ucbzFWiVAGh10wPgIPLdPEx3586dVSfs76/v0NGF32VZLhCAhoUo23So3+8Wrg4itaL0aV6P37sH4Iu+/pRvejVCilXzOJ3vWa8zoKag6ucVpDwkxXQOQCn8oATb825Sf/ZCPb3wUJIUTkkekuvUwb/nZXn+Xje39HvAn8C20lHlTaTx5AZcIgBfyE0Pgfmn5xlUpHgZWZZl9V8XaUOFLgpraHUbrLjxBADkuGZarHESYPxcX5/gBOKxfncLk/fBP24nGdB7UAJg2EEJwB/M0uusT5JtSUCtCFoLbkVoKITnOMgI6v5KBwI/Q0C8pl4ErbaeZZIA3K3NXlhD9aNgwXMKXJpOQT0BF3VHAmU7krXv4J8s9dkQz+ic60715OBegX7SP40S15laupqXtk115WsgqZxEJmpJq6fVC6+lOqmVz/mbogVudG3y8bm8rXfeE4679FoV//j62m9KD8CBX0MmFZu7N5Dewe8EoHFBteyBV3/xuL+/vwJ9J4CDg4O18AMngnsAwPr/36qloruakoW0iTgBpP376l57/F89gDQQexZ/BfwVCKU0s+GeEfirxavpk4XpHgKBSAkteQe9UE0v1KP3JKs/5ak6SGA/WhvxfJyAR+sqNHD0W8nQd+F4n1agqf1Rbc31+ut80jCqGnUsz9f6qvDPDPh7GOgqxdfqfHdeFQr6uhBAa20fwN8B8I+WZfn9rbXfAuAzAL4BwC8C+MPLshy31u4B+DSA3wHgywC+Z1mWX5ks48LA1s7yraAac/c1AR8AuqXTvQjG9L1s367pBHBycrJGAGnvPwmA+ekAdqLbRBRsFLA5SBzUUwioesjLY5EzoZ4E3AlwkjtfeQcJVKlLtT4138oKV+s/hXVSzHlkwfeEgKn9NXOv68d1lCzrBOKaXn+nPB3c1OL3ftP69zwGt/p7ZF6F1lL9PAqgc4ptnSEAJ4IKWy67PtcTNdz81erpv4mVJDeVq/AA/jiAXwLwxvnvPwPgzy7L8pnW2l8A8AMAfuT8+yvLsvy21tr3nqf7npkCKi/Arf4E/v4vWWoVkAD0oS+9V0MyOqn0NQ/0KgCsCEAtTqAmAJKFDiQO0JH15pIsV+7Y4TvzKwJwi0N38yjwa2goPZWo7r+HFyowB14Bivd51cZk9aunlsZP0hO/03tV/CEm1a3mw2P91rLYvlT/UV96Ptqe0acH/ukcj3uAltrrpKx19LzUM/C2sj/9fTeVzrzODv4pRKNWe7Lsq3h/2vd/nR4ADQ/1zP0dW2mH1abWP3BJAmitfQTAvwHgvwTwH7UzbfxeAH/oPMmPA/jPcEYAHzs/BoCfBPDnW2ttGdS6sv7TAnACf39lqwKsE0BiebW82OEaMlLwPjg4WFmiFQHs7796gRvTsk7a3h7wJ3AgWPnTu7pH2OOKiQAI9Fx8Sn/o4sTgk7Xqw9Smqp3J+kzhtQrI+K3korpKC7u+tdC9gSq0VXkE1bXZieqAW+mp+mg+1VgaeQCVF9A7NxrDDupKxMmqrXZqOfiPYvQ61zTcq4RR4Yov/l4X+I9E20JjshdyHcllPYA/B+A/BfD4/Pf7AXx1WZaX57/fAvDh8+MPA/gCACzL8rK19vZ5+n+qGbbWPgHgE/L7guU/Y/1XJOAxQQ0BpU4/r+9aPXztQQkggZTHDt0inrV2kwWmE0MfCT89Pe0SAN1KDQER0PVVDz03NMVnR2AyIoDKiladUL9+3LPIK51VC8FJ5xX4zRJAal8llVdB6ely5E1VHkAvD69Tz0Cp6lfJTF/o+HJPJ4E21+80hKoA7vNd1+AqPPHdQtfpAfTE58u24A9cggBaa78fwJeWZfmF1tq38XRIukxce3ViWT4F4FPnZSzJ+q86qAJ+Pkl7//79NddYQz4aAnJr/bwuq4+vF+j5EQFoSATAGoCdt3/17YCXdpzoAqU+4csQEIHc3/NDIKe167t//IEuf1DMCYA6sjEyTQA94Gc610k6n/Smlj+AC6GeFAJi2ooUtH4JqFIbRhO0B/o9S7+y1NXzSR6m/h6Jh196Xka6pvrjR+vHMah9kfqU+asRp1igBp0SANM60HPO+3nfQPI6SSB5mxUp+nzYVC7jAfweAP9ma+07AdzH2RrAnwPwvtbawbkX8BEAv3ae/i0AHwXwVmvtAMATAL8+U9DIAxhZ/UoCbj2otZ+sAirY3Uh3CTnA1DpK9/jCmaZL9/K8u8IALoQv/EGZtGNAv3Ufscf4nz17dmGxSReL9S2Z7CPtL34n65LHlSU5G1LogZhb5WmHjxNAcqUrcqnyrrwEb3OVJrVd2+ix/R74j7wyv5bE61Wl9/x8XHuerrfe+5RS6Key/t2iT4ZbIgD14p1MNL80769SSIS62Ou7fXS9bdvYP2VrAliW5U8A+BMAcO4B/CfLsvzbrbW/CuC7cLYT6OMAfur8ls+e//5b59f/5jJR88oDSG7fCPxJAJqvuoweS9QQkNbHiUg9igRqThhqXVbgp9fUSleLm5Z/AmZdAyCw+3t+eI6DLD1korFxjYdTF2rB+4TXiaoWueqyAopZizcRguvRwWaTkIOeV/J1gpiVHtlV4O+6VBBLcWklCrWAfW1K8/U+q6TnnaRxUf1mXqrXRMKuX51rvS2bDtJKADp3UxjXPQn/uPV/VSRA46Qy3OiJJ6LcVq7jOYAfBPCZ1tqfBvB3Afzo+fkfBfAXW2ufw5nl/70zmTlgp8XgmZ1A7FDf/la9B6RHAJ52hgB8S9qyLBcsCPc2gPUdJDMEoIvA+vCW7/7xJwlJANWTwtVE9JCW913PWu0N3OqaE42DiJatwJ/COAo6PUvfSUPr5+73JpOxsvpZf//WjQt37txZe824b/1U8FOQ4LjQlwFqOdVv12svzeiaGwO90IaPOW1fAn0HdffQU1pfGxgB/3WFf+gJ+W6fFJ68CusfuCICWJblZwH87Pnx5wH8rpDmOYDv3iZ/HdDO/JUH4F4APQFdFFLG107VwZEGIQcX06iFoYObg8MHjehkBaAeVvDvZVlWMfuKAHxvvsfz024efweQbjerQE/B3+Pss5JCLDNpWZZ7Sq29WiPxRWIHl4oMqjRpF5DWrRd/7Vn83rZ0nxInwxX8d7nHjx/jfe97H548ebK2u02/qRcl+rfffhtvv/12rHeyaJOXNWv5uk6Tt0cdJzJWUWMjgbl/FC/UcKs2cmhI2EngdYD/ixcv1l6proZb9d6fG0EA1ykKNmm/72jR98GDB3jw4MHqT1UUgAGsgX3aZurArO6nbitzd1sHuruiCmJuYXroAcAKgNQD4MROHgDPaahHwzv+0jbeo/eneDjbM9NnlVcwukd/pzSq3wRCTiwVAWiaEfGmydaz3lMbUntmLH8P67jRc3h4iCdPnqwteiYC0Gc8jo+P8bWvfQ0vX75c8+JGbdBzFQH0dJhCnkxTEXEqs/IAksXuWz/VeNO1ACVY3x6qeKP5Xof1n+Zo9fePqt9t5UYTgHa2k0Ba/U9EkHYBAa8GaIoZquXgAJBCUTpZmUYnSAIpXbxl5+vgV9ed+dIqV5IgKaQ4YfUSKQ/zML0SjO/CqKzCBPYz1jyPEwh7mXrdLUgHFyffEQFU8f8ESF4Xbce24ZCUrgqdpU8ai34eOBvnp6enw9h1Gquqz9m2pP6pwKoiYteF7+hJBpsSQeUBpE/yKjxMdJ0egOvK152qNSrqY1u50QQAXPQAkhXkr3uoFoAfPHgQCUAnjw4Whjh88Org4jqBh0QcEPlJVnuPAE5PT1cEoGmSa69hnZOTk7V/70oE4K9y6Fn+2h+pvb0wiOpBLf0EDtp+J1ElZJ5LFqYTQG9L4YgAqvvSdxUq6Y1tPa4+veujMhKx9oi9OleBclVWKrOKWVdA5/rh3J2x/rneV4WAHODTBhM3Bt3gu2qp9Olej5P9ZeTGEwCQt32puzYb/9dtoFRuUqa6jU4CwCvS4GDzjnLLlcBPUdDWp3F1hw3wagcLQ1H+tC0JQN/hrw99pdfJVjHFakF0FAJQDyBZxtv2d8rH66XfDs483/MAqOPRImSy/v2ctn8GmP36yNIHcAGEEglUxDHSsddD25iusw4VoOvxjE5TX3l7lABGm0AUyHlvRQC6BpB2GL6Ovf/e1uTpXQcR3XgCcCWM2L/3UJjuAgLWd+Ika4OWrVqfQJ6ICpY+oCkc3LrY+vz589W1tA6wLGf/GQzgwrtRPM7vC7v6By7qAej2zp7VOyMOqsnq83b5dwKSHgmwrAS0FQEn8PE2jDyAtCDu7Uh19/SpnQ6sem4GzEcfJ41EMKleleVftTEtkifQr/RejT2dYylU67iQtsh6aIhGpJ/TB8HSn0rpCyCvSpKB6/im7bqqsm88AVASEfinit/5zgC1GtWy0LKcZXVgerm9AZ8IwBdcFdB1EtFrIAkxrebjf9uoi0bVq5s11p/qx3aoJIIbWXYJRDU/13nqcy8/fXv/pDKcpLzNvU+1HpDE69xLkyz8Edj3yq9Av5ov+tFx4ISa8ufvqi7aP2oE6Nzz9FV7eKxrAG4Zu2Wf1vZ0t9+IANyLuMqwS5KegZvWHnpEvIncCgLoDerKpdOVfPUGdA1APQCeY3muaI1Lapk+eSg68JVsuHBbEYBa5iQAvm5CX/Nwenp6gQD8/eH+J+1pN4HXedb6r4Cxsu5SnyoBJ3BQgHHresbq9fpqvVIdZzwB11lvAvZIrbLuZ72IRKCVgQRcDJt4mNPznPE0eC6Bee/jc3BmrKQ2jtYAdNfPiAA4r93idtDXMXHV4vr3NioJXVX5N54A0oTwgThj+evCELAeu00EkAa7AlbyDhTECdQvX75cu/f09PTCE34cVPpKB/4GsNqu54u2/moHje2TADTsM3qBm4Ojt5vXRjHzTfvWrfqUJvXLJmWwHD+eIYFt2pbqMCIxr6/XtQfKvbKT1TiyaCsy8HySHvX+tLDbI9ieVOCf5rp7/SQA3x3k20ATASQ9KX5ctaT+cUK/qnJvPAEA9QDsKalyn7hrpyIAP1dZahQfyD0CAHDBA9AHrvxdHwT+k5OTSAD+cjd9X4ju7U/vD+9Zkyo+oat2p0nc27rm+fj1HimMxMkrtSeVvQ34V8Cdxot/VwDsFt42k73nYVSLyJuAWk9PGlqsdpWNdJ104nVPUYA09zWdA3tvYdjvd7y5avBPbUrtu8pybwUBUCrLaSbG6QyqA43n1EpxkE8drla9hkP8BW06+NUD0F1A1QvdgLMQEIA1AuA9TgCaT/WvQbNhDLf8KR76qUJAaYeN5q39kEB2G4s7WZkJeLRO1RbQ2e2wes7BwSesj2Fff/J01bkRwFchoIp0XFcz5Ot9q+FJJQD3OBnuqxbVvc06/yoPoLd4qmDvoR3dKVSFW64b+LWtDv5OAkqCVyG3ggCqgZ6smtRZ6cMBq8rc27v471X62y1LBzkHf1r4OrkI2vq0nxOAAn1rbS0E5GsA+jI3f6jLvQKdnLMDaASg2nZe5/fIAxh5IUo+lQXrC4O9/BWARh6Mf2udvD56rfpU9+s5ltfzAKqxnzxfJ4AU01bdzJKwGk+uS50H1HXa3cZ81Bhx/Tsh+fweefy9LZ4zYF4ZMdsYJjOS6uTkl8bSZeTGE8DM4B+dTxYRsP43jwAuDDgv39Owc/T95f6vRrpzhxODr2YgAbj1r2Gb1tpqEdhfA+sPgqnn4HWoXnesek0AqMcOoE5+FeC6/lS3I4uzR/7ex+neVH6y8h2UUv1nJ9xVWIlpos+GOCsCqACmB2wVUfHelIcbBHpe8+iNmTTvdb6mNT899r9hVQ/Ajb6EIald1wn+bGcVakXk0twAACAASURBVEphqKuQG08AwNjq13TpvpRfD+jTAEiDlel00TaFXmj587oTgFrt/kZPEsze3t6FOL4Cva4NpLcHpkE8GkSVNaZeSPXwWGVdO/ik4yQ961o/PYs1WXSjHUy9+vR+V5JILuXT8xo8FJBixU4Ayfqv9OXinnEC7Z61XOk2jYleHVJIJMXt0wNhThoU9QZSzD9hzaZ130S0bcDmu902lVtBACozShgxdwXkfj0RQLKQPfTi/77FcA2v85+6+Apm3dWjBPDy5Uvs7589Bby/v3/hdRFu7aeYrLdF9VhJAvw00dXzUYtPJ4pbgj09p35OfV6d67XDAaoHUklHVRkO2JURogDK8woqyShJx7MkoJ9lyQ88jgi4sv4TAbhukwewCcFWddB29nb++ENbyYLmvOLv5Emk/fc6t9jOai1nE9H+TH3bW8PZVm48AfiE1+NZAKhErVUFO73uC1tpMCtgJwLQF63pE7pOAB7+IQFwcDoBqBeQXungVm5Pt5XuEgEq+Hv4xwkg6asiXK+X/q6s4DQGel5ATxSoK11V53vAruBQjV3VWa+s1O5kHStoJWJJevGyvS+BdWOAv/112UoAWoaWk8ZkIiQlTg8BpRe1JRLwBVTtDw0JubeQgFfbp29TvQoCoKR+fs8SANAnAU8zKwpmzuyaxkMdwMUnZv0Fb744q7F6/1cuff2yEwAnFl1Wt/J90bkKD1Wxf20nB7dbdNpeL7daAKaMQkBOvqO+ngH/1Mczlq7qIYFwBYzpW+vk4ODXemTj9ais/uqTiLH3Uf0kEqf4gq6vCem8Snm4J1CtwaXxWrWzIkFd9PU1P+bH+VWFmbwdOu6vCojZ5mrcV78vK7eGAComrBZMRl5Csnx8wKWYO3BxAvgCrj6Y5fvx/Slg3/ef4vittfgQlxJAqqsuDHubXZIF59a/fqcHyhw8emGzBLQ6ORNQVjFZ71MHmARiWqYfOxBV9/i9qW4zRksF+Gni9wB/9MToiAAqD8CvexjSCcBfalhZ+r2xmKQC9xT717cEJ+JkObwXwNqOIfeiXH9KANdJAn7O++eycuMJoJo8em7WElTG5kDV/H0ynJ6ergG3gyLz1jTpD9jTwnDaoZMWcjnJWI4vujoBKDFwC6rr0nWjx4kEnBBGD5XphEneQc+iqcIls3HQCuSrTwL63sTy9KOJWpGB64LHbgFX+pqx/rXOCbwqYkzEpPMneYop31S+tzlJRboO/inc428D5utfvE9YF11w7T0T0KvfVRKASs9wuQrwB24BAahUikjA5aGQFy9eYH9/fwVIus0SeDXhHOgUuH2gA2dEom/gTH/krGsAXBtIL2ZLu3q0TKb1NntaJYHeQHHrvbeGkPKuYr2cbCnOqzKyiBPIjqQHyA6gbvFqO/R7pqze9SrdTLtm8ugZQZuASHU/cNHrdS8reY49g4zfVXlpDCgB9Kx+/yQSZh39oTASqD801tshdJVSea0zhu42cqsIgOLKqUjAY/J8dz/BnYs4mq/fnwhAwZb7+pUAeI+/eplA7eEhBVPfy+91UVBPBOD66FlilWVYeQGeb5V/T3qD2L0B/67u0fJ716uyCQhu8aoky3zUTi1TiTGVXdXZ6z3jFaU2z9S35w2pB6CeXfImZgBefzNdpVdv72zoR7eBJk9LCQBYXxCuwF716fPossCsxlWKEKh+rooEbjwBJJDy3x428Vj78fHx2o4BArfHxnler/tL1JZlWQNmfQjL4/s87zFzfXLXQz1OANou/0tIb3+yxvU30H/9cQX+yeupQgjVMVADm0+eFPKorvHYQcSvJ+u/N6GcEHzS90B6Zg1A8/S8q/yqGHj18FeqX5JEgK3lUI+eB1COF803ieuxRxpA/hMYPvClwK+hH393v9aHbeKL4BT0/dh1pzph3a5CiA3+t626nXzG+NhEbjwBADk23Qv1OPArs7OzfA+7WvQKxhrDJ8g6SGuYJ72Qzevqr3vQshOZOYFUBNAD4h6J9ghAy6mIYyQ9sNTrFVj2SCCVUQH/jDW8qXXvbZrZgOD3+vmq/qMnfhMpjtqWyDONEx1fyQNw8Ge61E71JBKwqrd0enq6tjHASSDt+/eXuamVr8TlZM28kweQdHwVVr/rxTeReKTgquVWEADQj/UrWGoo5ujo6AIBcMXfd874wqYCNUHeQzHqAThhpFdBsA26qOxhllGdEgFUk0/11vOgetZcyiMRgANOBaSz4YhR+gSsDmSjvEfWaUrj+ffIplf/XtmJBNIOqAqYUhuTQeDlel+msVJ5AHp/Dxh97CQC0HZrPatdT9XfNva2w1KScTKzsJ7uvayoIZt2A84aXJvIrSEAoA9EyQvQ0I+u9APrBOCLrkoASioaivGYvpODx+y189z7cGJLi7CaRnXhaSp9ebpKh56mp3cvS497Vm+yVHvg2bOuU/5+r1+rxlZqRyWprrOeRtJf5SX19rbP7Iyq+qGqY+UFaAhIPYDRuPA0blg4MGtYRXfrzFj+yQPgfcyL+ScdjMBfP6MtyZuKGofVLsGrBn/gFhJAOuck4N4AdwCpB+D77/VBrmVZD8c4AdDiV9B39lZi0XoC+cGqytJPLnaVzwi0R+krAkj5ubhb3LOU+T1rPfvE04+PhRQCGYFxDwhTPqleqR3eTtdHRVgKOgpgTgajBWAvUyXVqzeunAA87cggUOPGCYDfDnIJ/J0EdOePL/z6g2Cer5bPclT/quOk76veCaQYknYCav2vigxuDQGMrFu3oBMB7O3trQA5WfUac3cXrLLslUj0fiURr38F8trh7v71dvokF7EC/2SF9dJqndM9Vf8AYwB30vDFU71308m2yYRJevN8kseisWkHcE2n+qh+6/kK7KvwhrfFQbrqr94Y4PjtEYBeqwCW3xUBKImrrmc8oN4ieC885oaClul6HhHtVRLAyBi8SuCnXIoAWmvvA/DfAfgXACwA/l0A/xDAXwHwzQB+BcAfWJblK+1MSz8M4DsBPAXwfcuy/OKmZSbgrxTn3oCGgtzq96dynQDU6lcCcA9AwZjnXKq6JhJI51QP1cQaAfssWWide4CfwNwtKx7rZGL65EqnSXqV4jpwXXiZPcu/d76SCkiqMEQvJMG6J4Ce+TjQVEaKe3bJMEj61Pxc/4kok7VdWeXJg3QSYb05/z0UVOk95XcdoqSbQtKOK1dFCJf1AH4YwP+8LMt3tdbuAjgE8CcB/I1lWX6otfZJAJ8E8IMAvgPAt5x/vhXAj5x/T8to8FYfJQIlAPcU3PVSMnACUCufT9y6lZ4GPFAvQLvV72TE38zLJ6dPwCptmqisr6ZxvasoECQLmASQJmPalldNsJmJlwDXgcrLSyTo56t8U5srQHZJ53o6Sjt/RouTWpb3XWpnFXp0D+Dk5GQ1fyrQT8e9Med6AFBa35UnUC3+8pqOx5OTk7X+SeN2xouojJZthbiStn9W/+x3WfAHLkEArbU3APwrAL4PAJZlOQZw3Fr7GIBvO0/24wB+FmcE8DEAn17Oav23W2vva619aFmWL47K2gTwPXavAM8OA9ZDQL6XP4VflAD8qWD1BpLbrG0AEPOf8QA8pFRZb0lnleXg4JCs/9D3F751EviESQtmm06aCjhnzvXyqK4nQNdwRQ8UevlXpJHi/hUBVFs/tYwe2I7GRTXffOw4yXr+agj5fHCd89st/uQFqI4qkkgfl9PT0zVDZQT8LlfpFdCQ7IG/G45fVwIA8M8C+CcA/vvW2r8I4BcA/HEA30RQX5bli621D56n/zCAL8j9b52fWyOA1tonAHyiKnRb69/BWZWqiva1AObhi7tpcnjHJAJQ0nBC8WPtbHcDe5OYZVe/k0XoxyOLm5O/mgCbTAoFxt419xaq9BUJah4prV9PZVXeQFWXdOxWZwK3HhDOEM2sXtLYdW9gEz16GCnNVdUBr7lee2GYUahG+210XstM+es1l6sAfuqAc9/BPoF+Mvi2lcsQwAGA3w7gjy3L8nOttR/GWbinkqStC7VfluVTAD4FAHt7e8v5ua5l0gP+FAIiAaT4v55PBLAsr14FAWDNKneAriZRtdjsoO/lVZaYDoyRvvS6W3AJ/GJHBg+guq+aiFqPVHYlM8Cn35XX0wP8qt6pXemeXntS+MCBLL2UrGeRal/yuyK3av4kEqi+Hbw9f80XqI2PpM+004dP/Po7ftJrH3yLqIaAqv5gm7R83gdcXLfyfrksESj4V28LdlK4Ki/gMgTwFoC3lmX5ufPfP4kzAvjH7Ty001r7EIAvSfqPyv0fAfBro0J8Mju4V+CvwM0/U+FkAy6GYZK3oNeSlc582BGbEEAiqERqVT5JP/7dAwE/dhm5vaN0es2BsQodzOZRkcm2E7EiMAVpLZdl9fRQWYweDlPQ9+OZhd9ZqUigB/w+7hgy8XzTHE3jvhLXh7/nx1/zwM/9+/cvnHOC4KsedO1CPz3PglvGe+sPVV9v0i/EFH/tTFqTdCK4rBew9UsslmX5/wB8obX2z52f+nYA/wDAZwF8/PzcxwH81PnxZwH8O+1MfjeAt5eJ+D+Qd81UgF3F/3vxtBRqSQA9s3g7Uyf1KEZk5hOzmsh6LqUt+jCer8CrZwH3QHS23J41nvJKlvAsuc2EB5K13vMMep5CApjRpyp7RseVfnvAX4UcExGMwkTV+JzRs3tG1QNg+p32/s+8J6kiKffkqj69rPW/LMvq/T/pHUC+HqDrBFfxeojL7gL6YwD+UjvbAfR5AN+PM1L5idbaDwD4VQDffZ72p3G2BfRzONsG+v0zBVQu6yZAzNCPWp4z4DuyjoCLj8JXHkCyrHr39rwI1YvrqBrQledAGVnTafK6qHU8K5q+yjOlrfRBnQH1S+sSMSSymSGISkb59YBPLdZeGdoeByxP1zMSeuM0jaeqrBnw7+kreUdKAr1znlfqnzT/OGZn2uJlXIWcnq6/AM6/KzLQLeuX8QAuRQDLsvw9AL8zXPr2kHYB8Ee2KGNtYPZAXq3sFDtlfsCrp+4qS0bLduHg4sRz6yABb89ySoQzqlfKvwJ+16fWNcnIsryKwe917Fm2Vb8Q6IH1V2MrAYyAqLLs/He6liSNDf5OIK/W7sjbmNVnT88jYyQRAHWp+VVjcZPQD/U1swA+8+BXpaeqzT4XvC/StXT9MkIC0FfJu8Xvr5n3ENBl5MY/CayD1kM2iQT29/dXFr92mltLvD+RSs/6mRnUqe4z3kXybBJJ9Kw5vT4zaSkj63vmWk8v1LtakayrAn1VprfL+9X1y3Mz4N9z73vhFyf7Km897i0sVrtZZqTyvkb6dAPFx6um5XHv3Ih0Z3XdC+X4Yq8/N+CGn4+Rqn7aP65Dr99VSMK2mU9vTG8qN54AgP62tYoI0kBQt1qVORuLTyCjC7+9tL7Iq7976xHe5gTwPe9l5A3MgG/VJ1U/URLg90IVPVLx+9wDGAFXqsMMAVRW+MgDYPkzHsXstsOeJHJT3R0cHODevXs4OTlZLZhWhlTyAJZlWQs5VERQGU1JT0kn1RrAKCRUgb8aGpWutD69eqbvy0rySnofrf9lwR+4BQQwUkhFAn5ub29vtROoRwC9heHKMndPorqvRw5VukR+PbDvEYDqtAJbPe+TRgGlur8H+BWAjoBW2+LlJiBKZXhZet82HoDXj+LhAbUoNT8FKz1fiZI+jZyjoyM8ffoU9+7du7BmoHPj5cuXuHPnDu7fv4/79++vQgnPnj3rer9cYGQbv/rVr+Kdd965QAwjwKqkR4QzVn96DXT1rqQ0fp1w0yI8+7C6dlmpsKuHAzoeLis3ngAoIwJwINUwkLtuHNAVAfSAnOkTAaSHuKoO7RFFBfazE2skCUR7lrmXm9zkdM8mIO9AyPsT6aS+9DZ5/uot9Ky6igD0eo/YEgHwHgJbsnadmFz3lJcvX+L58+dru9qePn16Qa/uDb355pt48uQJDg4O8PDhQ7z55pt48OBBHPc6r7SdR0dHeOedd4bWaW+MVmCbwL+3u8cJQUNBHv7ZhIxepyiZpz+S8veTXdX8V7nxBNCz9n2xt9oVAKwvEroFeHJy8b9/fTLMbIlz4kgTqudhbGPl967NDPpemiqvyoPwvCuwT2Du1jav6X1+rmqHAzXBl2DYc+dn6+318nQ8diuzIsKRPt3gAIDnz5/j2bNn+OpXv3qhPTqu9vb2VtsM9/b28OzZs7U/NXKjR8er6lfz1Dr52KjE+7la8O0t+m6zEFyFSr3evXl0evrqtRGXFeaXtqkn8Ne3EHgI7rJy4wkAuEgCVcy/56Ip2LIjqUTdPVRNBvcAWK9ZC3/mo23sWVUjAvDrQD/GOTOY3BrvpUvAqcd6biZPFW2bW+MjcHbDYAZ8vT0zAFfVo+dZpPbxmp8joHGsHB8fX/CUdAzu7e3hwYMHuHv3Lvb29lZ7yN2AqQBmZHRsIj0vK5GDk0H63VtI13CVt8W9uB4xzxL1jLjlX4F/ikRU83tbufEEkDwA9wKSRaH3AhcJgNdba6t8UggoEYCD9TZhnnSP5sk6uw7427971lgPvBOgpms9SYBX7WjRiToL/um6t7WaqLT+PS3vryz4BORa9sh7cD2wHq6XGcu/OvbxonXQMdxaWwEMj9O4640fr9M24OP9X3kA6YGv0bmKEPhRkE+WfMqP9znhXIYEaDRW/x8+sv7fUx6AApCDsYM/cNGS0o9OCB8AyQ32eHyPAHrhndGx5p8s+WT1Vd8+KPy3E8HIyqvySFIBoYJctRbjUrXR04yscYJuVRbHQWUJ9tqbSKBHeApyes3bTMD2tnibU/9VROn3VuOsN5ZGebun0ru/MgjUwq/i/7oA3Hs9dtJt0ruX7695UAKoQkybCOd7Ff4ZeQHvWQ+Ax8kDqKwK7Swd5Drx6SYqeJMwVOG+8Oux0h4JpPMp3upWXW/yqn7SsetQraB0fZP8VNKESGWMyp2t00z6WbfdiWgTa3xkwTvIpWPPN1nhmpbXnNxm9OhAPxt+TPm5MTKqg7Yj9U3lCWzyqudNLfOKtP16Vf9t5fT0dO3BrvSUrz/tqxEK7TPg8iRw4wmA4uC/v7+/WuDiJ5FC6jCNBZMMEqj7pEjXK5CvAL/yMEaTMIFDz3p2a39WemA4AjX9nTyASnptcmtntl7axwqgmm+Vp4PzyHr1c27l83cCKa0Hx0fPA/B7K2L18cIxRoOnGtt+n+siGSKz48sB3sFerfq0y6fa9ulrA0om7lFV49XrOEqziajOuH2XC/HPnj3D06dPV59nz57h+fPnqw9fC6EegmLIZeVWEEByVZPFXJGDT1YHSbX4K6tIz/mCsHslFQmkUFDVnhmr38MAPJeO9bd7Rp5Pz3JOFlwqZxPw136owNrT9+pSTXJOGB77/SNrysE+hbScABhLBsYEMCL41Ec9qfJO4yyNu5l8Z8X7plrkreL8fOWzvgRO/wDeQ0L+zXqPDBaKr1FpnTcRJ9nj4+M1cHfwVwLgzq30KgjHi23lVhCASuXGOgnQI0hsrmDDjk5greWk5wBSXH+0DqDnEqF5G/lbZRtrpAfGs4OoAt5ePSpL0sut6pB0oOcSCY7qz+ORl1RZ+ADWjAu9Pxkc7hFUYFyF/Xp143EiizRXmLYydnpjIV2bGX+uj0QCI0Lw+L+fq9YBfPxoG3nddcLjqs2zwny4tZzPcBDoj4+PV8f0BBz80wvgFDsuKzeeACoQrAa4Aqy7cz4hgfUQUG+vv+/nT+A+CvckwtK2eLuSzFrUqrME/j3g3QRYK2Jx8KrAvZqYnk+qs5bhefXaOyKuHuA6mI88AN0FlOrOcaAg5NuUe+1KuvWxpudaa8PxmcTnWtJP6uMK/JUARoSQLHr3wHycuOXtOOF1dD2n68nwqUTBn6DNcI6CvBICQZ/A7/8P4Jb/VciNJwAVB/0Z8NeYqltgetwLz3gZaQG3RwwVAaT2JVFLhb+r+0bglggilT0ioMp1nmmT6t2BsbJm072eZ2+Cqg576Zy4HGgqS1/TJpLwMhIhzFjhI0njFcCFYzdcFCgrnSSSTX3mYzUBv4dtRk/7pp1AvjMn9WtPnz1y8jSb7gBaluXCFk8Cvn/rp2f183NV4A/cEgKoAKFi9wTMtHx0sCYCqDwAt+x73oCzdeVZ9KzC2U7eJt22A6gCzspiH+U1StsjodGErc4pOOkiYfI+knXfA7YKKHqA76GZqt2bEG+y1rWcagzyO/XvyCr2axUxpu2WFein/f6jPf9J/9V41cX5y+7vd/E+8G2fvT99Sc8AXGXcX+VWEEASBzQHfk5utXw4+CkKCsliB7AG4tVC8cjST4SibajOsY7azhngTDry+9QLqPJLYOC623bSeP/1wM/rnOrhdaqAXPNJ91YAWOVT1Um/RwRQeUGVZZvOJf15uU52FQkkqXQwSpcI0kM623x64aM0DpxgvQ3aHzQUvf968yGJ9zMxxB8A82cA0nv/3agc9des3AoCmLF0klWVwJzWuw+Mav+/d94s8FeeRGV1VZ2aQDxZ3A4EKa8q315aBaJeX2wim06kStLk9ms8TiCq9Uj3b0IoKV1F8IkAekTi9a36ohr/ANaAoxqfmk+ll2QweJurhfBeaMcXdtNfPqa3fvZerreJ7qgXBX/m6XgwGrveB9yarpa/xvt10dfj//oMwHt2DSBZNT6J3OJPk8D3WKvVNwLukfXf2/VTgX8iAm3nDEhepds6yr+y6kYWobcleTU8rsrvlaG6HFnMnneql4YD3Moc6cLrBayDr4+FTSzLSoeqAx2D/LAOIw+gynskblCpvnhc7e+v9vz7ls/RK5+rB8JmyDqRtqZ1j2NGHwr8Dv5pMdhj/wT/ak3yquRWEAAlNXzWCwD6IaAUywewBuAjD6D3LEH10TbMyFUBfrKaN7l3k3rMWEyz9/cm7+geJYkR2SQQ83JnSSD1dW8yz/RLMoqSp5o8gF7ZXv9N+znprXrYq3r4q7L6079/JQIY1X+m39xr2eQZAO8LD/X0/vDdd/7MYMdl5FYRgMvIM9CJoUAPrA+MCsR7hKKW3CjmP9uBtKT02qzFsSmgz6adrcM2eXrbR6KeQk9HlaU88gyYVwX8mxDAjLHi591b8rapR6FgNPJCdexXW0wr0XrNeAxJHw6kDqqbxv3TNlDtl4pwq/bxO4XERoZGlWfyxDS+n2L+vuunwhGv+2XkVhLAyKLyga4kkCbwTOy+RwBOBqk+fsy6a5u8bSq9AVi5sPztwJJ02ZvUqq9N5DJewqi93o9V/ZOFlyZ1yrNXxxH4z5L/aEJXYM3xzOPeE+gc4yMjpAcoFQiNCLHaz98D/kQS1YNe3m+pzur1Jx0kDNgWXFmexu5nPIDevv8KW65Cbg0BpME689GJUk1y7bTeGkDvFQ49Aqk676rZvNJZ71w1qSvCqKzrXjovr/JyRuX1yp+x1P2+ETGk/EZt43cah9W16l6WNRonydpMHkBVZq+/K13rcdqKyXNp0bfa299710/1DICWw9+q72qMeL/xrQFpLmxq/TsuJBKoPu4BKLZcBwncGgKgjCyoTT5OALMegHfEJjH/TQhgU4t7Rnep3AQ4IxKorOjZeiiwzdw3Y633SICTu6qzE9E2E1+P09gA1h/Icr3rOQ3z9EigNwb5OwFb0sMIUHrkmmLx227znCUDfrTc/f39Nf1qO1N/6pyg7pIXs+lc9DEwIoGZV0BfJfBTbgUB9KwkKpgdxQFPpVeMr4PCXejKA9iEHNSNrOJ4IwKg+OTU9mxyXypzkwFVTYIZ8JjJcxNCGLVb+72awBUwVOCfCDHpzy3AXiyXeTpoKWH12prK8PGXgHBTgkv39cDfQzmjt3tW2z7Te3/0CWAvu5rv6beSMX97f25jhCVjctYD6EUa3pMhoMrCUfeWHwI+t77pcQJetbrS7gmdyL2nea/aA+gB7SYgPCqnAq9eCCT9dl3OEFRF6r22aShD70m6q+rr9as8md7EH7WpGjupnfxdlZfSa1tcD+kzC2IVcKr+q7FReQA9L6AH8KPXP1RrAfpJeusZQGlubgK0igW68HsZy79nPFyF3BoC6H2UCNTqJ/hrPsD6AlrPA2BaJQid2IkELkMAm1ipSU/pd3XeddLLv5pgej2RalU3ilupPYJ2Utl0YqZv1e2mkyq1z8eDGwdedye2ylNN5KdpKgMkSQ8kZ6UHuhUJVKQwejJ4FuxdHIhdV9r+qwLWZVnWAJ0Ar3v/q1dA+OueK4P0RhFAa+0/BPDvAVgA/H0A3w/gQwA+A+AbAPwigD+8LMtxa+0egE8D+B0Avgzge5Zl+ZVNy6zAX2Od7hn45ElW4WyYJ03ybT5V23qWYDVhE0DMEAB14b9Hk2tbSXXRehIkHZzScUWm+l2RxiZtSvmkNnk70jjRemibRn1agb/m1yNSSmXhz+jAy6qMlU3IoedFaNrUjzoneb8bcmqBA2dhNZ5PuHAZS3tZlrUyq5h/tfc/eQGbYMe2sjUBtNY+DODfB/DPL8vyrLX2EwC+F8B3Avizy7J8prX2FwD8AIAfOf/+yrIsv6219r0A/gyA75ktLw3yigwSgGln6+IaB04V/9fBNgL9qr78ndo00263hNMErwDAQS/9vizIV+1PdavuGwFtr44JhGf03SOP3n3p/Ghs9vIeeTfb1KdXx97xTDk9GXkDCeD9obHkYbI+laetHr8Cf48AuFbIvHk9xfB784Tg73v7HfiTB1CBf7W2eNUEsNnf21yUAwAPWmsHAA4BfBHA7wXwk+fXfxzAv3V+/LHz3zi//u1tEnl8sLpllRSWXqTkDF1tm6vIYGQhpPMz1pmSVNX+q/pclfQIZwaINgH4UR28Pl5OVccZXW1zX6Xznp4qnY3SbaLvNI43tTQTOCewr/bxpyd5Rw+KJU+00k2av44HI2NuGy84YY6/BiL93+8mO3+uGvyBS3gAy7L8o9bafw3gVwE82xMQsAAAIABJREFUA/C/APgFAF9dluXlebK3AHz4/PjDAL5wfu/L1trbAN4P4J9qvq21TwD4xKDstQF8ft+aB8BzyQPwzq2YlgrvdYrWJ9Wxqr+LW4Ee7kmW/6hM/60hhVTuJiA8SrvJYK3CCbPpKz1UoaOZ+o5CcX7fDFFUUpGX12VEJjOfUSzZ26fl+7yqwje9B78S+I9IYxT/rzyoGWLW8QGgW3av/5IR6qGoBPwzlv8Iay4jlwkBvYkzq/63APgqgL8K4DtCUtY2afBCS5Zl+RSAT52XsfQsmYoIfMCSGLhG4ANZO1AniZbpHcJrVb1Cu2plJsUEEvB8tPwEcAqElGogJ6uulybVNx1vIskTGllj1fhwY2BTkk716AH1CGhndFKR1Ijwq/JmPzOSQqoJ/BMJVGA/IopZIkhS4YMuyOtWW21nqsPI4EnA7x6Av+nTwz/+Coj0uWq5zCLwvwrg/1mW5Z8AQGvtrwH4lwG8r7V2sJx5AR8B8Gvn6d8C8FEAb52HjJ4A+PXZwtJESwpJAKGWvg8izbPHuEoAXic/vipR8PZjL3eTuvQmziZewLZE522adbPVWtN+0cV/n9yaf49MtV6b1Kcalwlok5fXq8/oXALxbQG+kuQNVB8HS/2u9uuPCCPdU+mDY6EK++g5xY9kCFbgmzyOtOCbgH/0BzBez2R4XjXOXIYAfhXA726tHeIsBPTtAP4OgP8VwHfhbCfQxwH81Hn6z57//lvn1//mMtmaapIR1FWSO6gDzUHBwcQntZc7qt9lRfNIoOVpZkBtFmR7k71KMyKeqg0pr5E4ASYQ1bokq1W/CRae74zL798V8Prvysvhd69Nvbr48bYyqh+/FdT9uAL16j1AvddBV6+O0I/q1gkoGVB6jed7i9WbGAOKJb4jyK39BPweiXBMumq5zBrAz7XWfhJnWz1fAvi7OAvd/E8APtNa+9Pn5370/JYfBfAXW2ufw5nl/70blheV7Fs/EzFoZyc3cmYCpxV4T7Ot9LyKnsWjxwm8e8CbvAm91gNWfo+IqFcHL3NTGencgb8CV+4IYzolDpbj5c7WY9T2UburvLVu1XgdlV8RU3XsukxWf28dIC3wjh4QS88DpPCQW+cjz8rT9R4406eOZ/rMdVttSEkL1Vfpuc3KpZ4DWJblTwH4U3b68wB+V0j7HMB3b1FGBH633NWaU6sOqC1ZdmxlsY08gMpb6F2bmaA6KdNx716VnuU+Oj8rvbY44Gqa2XJ7OvIxkVzlHtGN0lR16QFu75Parjqqxl5V71E5s2m8Hi4V+DsRVJb/bGy/ir1Xnpz3O43BFPJhGoZWUp69NYaeQZR2D452H1aLv1VfXRcp3PgngVWqyZaseE9PSS6/5z8iBE2fypmdiL12biOVlbuJ9TIjPdJL9UnXXF+z3kKqQ/XRcZHa3isz1ZuTXcudrUulm5SHj1H1UryOm5SZ7tH6JMDrgf82i7098Hcy6Vn0/DhwttZKa5vpmc4XgWcIWCUt9mpYZ+a1D1X4Z7YOl5VbRQCUBLhuRaV0KR/PM02OmeP0u8p3kzppuyoQ633z2MMgiQR7Vo6TyywJpHalNlTXK2t5lOesbOOJVBN0UyDWb/danRA8VOV18TpW12faWxFBsvh74aDquGdtp/JSW/S3gjrHUi+mrvcmfczMU6arni1K2z0T+M+QQA9zLis3ngBGwKzglCambgfkwNP7Uzl+fTQgRuerNqQBOAOE/jtZST133u/t3VfVMVmwiRArL8BBP7WhqlcChpn7qvb00mv+VR+ma5VxUIG8i4Y5qzRVfWaBw3WaFj197vD1y5v8sYumcc+hRwKpvQ6QCu68N8XYT05O1tYL3KtKpOdla1ot3xd2/enf9H+/ySvw/wFg/tcpN54AXKoBr8e6JuAd7fvDeX12cntdquPepBxNzB5YjDyCShLQV2XPWEUzoNgDafUoRuCUzum9TkZe51k9tba+fjQDrjMk3xPVVTWGdH1L2zOyGqtx67pMlr2fJ+iPXuBW/dlLegjMSccJIfWlznGCur5tlQSQLG4dD3qsbR71qaarwJ8vgEtgn174ltYEEr5dh9waAqgmIn97Gl8YrjwAZdhNLCovV7/TfaMJWbWZMmvhpzwcOEYEpOd5r++28jbqPXpvsmIT2G3ariTezhRWSN9aj6SrWSLfpH97Y0nrTJ3rFmY93wN+LyeRsOpJQdn1pwSwLEvc1eP/+KXnlAj0OxFL5SUkXaul7x5A2sfPscz2pfWInidQ1WG0EKzWfQr/MJ8e/lyH3AoCqAZxjwA8rZ5TQEvXbgoBuIWbvjeVHrhVZXqdevdXOvdrl/FeZtKOCDOBP7+TR9EDfr+eznt6LUNBn9fd9a88AAei3hjWtmtZDnqJQBWYWRe33h1Ee4vCabePE5DXV/VHsKXXpgQws8VSdZIIRr9dh9RdIhnffeQL0ale1X7/6wR+yo0ngARCPnEc1DSdiz8n4B7BNgSg6VJeKWZJcVe8B8SXAf30uwIst9pVXyMC6NVhpv5JN9vqYZOyRvXu3TuatKojNTwcVHjOwcitcg9bbhr+UUlgP+NBOcj7/RUZeLqqDNcn2wlgBaRM//LlyzXPtBdXpyQAdgBneIl9puPv9PQ0vtzNj3u7f9wDqPputi+3kRtPAJTRRGSn6ATx8E8acKmMCiBH5ad8ZogEGIdFnOQcECud9WQTAE9pEumxvqM8K9JO/VIB+WhiJJ15ebMkPjMxR2Mh1SMRo4KhXlPLn/ePwL833vg9An8HcRLZaOtmNdd6IK9g76CuOgHOHuACXhECyyIwKwifnp6uFqF7ZTJck8JBbHdrZ2EmLvA+f/58day/R699HhGBj6XrkFtDAJRqYOuC7wj4ewSgZVTnqnu8jqnO6f4KxJNHMCsJcHr19nJmPQ2vo1/r3bepbHOPirdr1EfbEEA1bhLpJGLgt5OVGzcz9RvJzBxxgFcCmLXsewTj/eOAnAiA3+4RKAG45a1jlGGsHvEwP20bMYYEkBZ60x+/jLaCevinGi/XIbeOAFRcMWnXz+j+CsDT9VkCSHlUE3QE7JsCfxJvWwWCer0C9U1lpv6zBH2VUhGgn9sU/P28L0C6RamhtaoOlJ6XOGOwJN1uAvzJA+jt9b8MEeg3AZnpgfU3eWoIqLUW37DJtPruIOro4OAAd+/eXfv2V0AkYXlc0L579+5andQTqUig918AbPumxL6J3FoCGFm2s3lUADAzoXrgPwMO24pailVeCcSTtZnqn+5xzyAR2U2T5ML3pLK8egbByCio0o3GQpVvZTXPlptEdaTfej0B9yz4p8XgEVEkXaZF32V59eoH3tsLqWibuBj9+PFjvO9978Pdu3fXdiRp3V3/y7Lgzp07ODw8jFs5j4+P8c477+CXf/mX8aUvfSmGgEZ/BON9eR1yKwlgBvw8fZVP2gaq96QO6FmPnhc/aZVf27KpzHoGMwCTgDxZnl7mVYD+JlZ/j/R7ukjjgW0Z9XPak10ZBdX1ngfgpKx5pXZU/dY719NJ73vGch+tA1QgP1ok9ja5rpQA0i4gBdRe2/f29vDw4UO8//3vx/3796d0NytPnz7Fb/zGbwDIC9PVVlAdL9cJ/sAtJYCRJLZPStSQUTWx0+DzckZWYIrxed0q8OuBngNGBSCjAdSbJL06jMTBbmRpbiOb1m0E5hWg6+TsjYXe1sxUF553j82tzd74GBGTSyLyTT5+z6ZrAKP99q7fHlmrnpUAkl6S3q9b+LDYyPqvcGJHAFcgyXoF1idCBfSjgaTfVZ7pnuuQBBS9tvfqo5Ovl/+mMgL/Xv6blJ3Sapt7/U1JQDMyCBIweXoHtFQ//a76qjJGeoaJ62UE7grYm27rHFn9Xl4StkfHsIeAkgcwA57XTQKs28wicI8ErrOut5YAHIy2UZB7AJ7XaDJVUnkcnv/I+h+JE09Vz6oMByWvW5WmV76LtnFGh7P6SAQ1qgvvG5GepqtAvbonWZ+9Zz943jcveJ+kPkpk1AO+0bUZvbunsqm30AN/14vW1R+E0zCJ7wJKD4DN6Oc6hATQ2/rp4F+Fpa9DbhUBqDJmAIWDxYF2WV49Du5PXFaWnef5ui2L685zW0DdpAw/3yOU0fke+TtgpnQJPHtpKjDX42TFedioIkQ1RkZkXHkyqe7M+91330VrbW0XDPNKu3mAi3+Q/vTp07V7qvCP1rHn8em51FcVcbbW1nb2OAGkp20rfV03EbAdvTd/9vb/X3f9bg0B+KRJe/01XQJ+Pe/3814vs0cIlSVV5bVJ+ygJMDYBT82n8gJ6AD/jpldSWa0uut879Rmw/h+/fo8+qallz4K6n/e01aKcf/tkrh7x17FJ0fYlYEq6rNrj956enuKdd97B06dPY7kO6Gnrp3rKfKDKwzsJ9HuegLfPibYytHiOOqOFrQTAvf+JABL4Xpc4+Pde/ex60N/XJbeGAIDN2bACt2VZ/5ONEaBetgN6pDCyZFVmwyhMW9WjF67ZRkb3OXElsvNzChK+V15BpwLzKt8eASRLvbpPz/n1aiFYddUzNlwPrsek1xFgcBui3ufgXe3t54f749N9Du4V8CepANqv8Zw+i0AC0Afl9O2fTgA98L1qYd7bWv+vQ24VAVTi1lWaSCp+fmRp+O+UPl2byZPnNgHfUdrL5FW58cmVr457A9hJIF3zfHqeUY8AFFDSeT9X1X00IVM9qrol6fVXqpeSSGWobAoi3peV1e7gPwv6IzKodKYh2uRNKqirweD5VJ7VdYsSQAX6qd9eVz1vLQHMAPjo2mw5m0y0GUC5LqkAedN79fcIpPV8kqQHzSNZuikPJw0/9omeJvwI9Lfpq2R9p996juDp9Uz1Tu31Os+QTY+4E9GP7knHlcykqYA/EYDWUwmg8girMl4HIcwaB8ko8ePrkFtBADoxKD4Zelb8tqEN3u8DJbnxOmFnAGWTevUmX8pHJ0oPYKv7RlIBzKi9vbomQk/tS8Co+etxb1L1wNrT9drTKzfFmVtb/9MZ1101ll0nqU1+jvdVZK7nen3fA/wRoM54ia6z9McoCvDUIcO4Gu7Z39/vvlgt9cd1i4+HEUm5fq5TbgUBjGKHo5BCb1J5Pp53RSrV7x7gVPdX0rPUPM0mFlpywUfljCTppPIUen3Ru3emTg7GDrY90K/6qfddgX76zfqn91X1yE51kkhgBjSqPq/CNvxs8sbPTT7eZ9pXJAE3YKhH1sUJgATB+1OfMx8Aa+sd1yUp3l8RwesGf+CWEECSGYAZgYoDf8/aG+WxiWwy4HrWfS/tCGR7knRYAfemeaf7ep7IiOyqeutvHvN7hgCqMTEC/95v5jvqlzTOHDxn9F2Bbyr/KoB8lJfWW+uSCLpnSHnfOMmq3rW9SjAAVu8C2uQFkpuKEtJol1jyCK5bbi0BzErPmuyl6Vl9CRySF1GlqdLO1m32dw+wR+UlwO+Bf7pWkUbSYSLrmb5j+gQaalV62t59qa0JiDb9eD5V20b9m+rXu9Yjj8rq92tpm2jKK5Xrx56mpy/dAebt4zndNcT8fOGfcnp6ioODM9jTv668Di+A7fA/p09E8LqBn3IrCGAWMBN4VWDm+VUAlibu6J7Z69tKspoqAE1lV7ro6Ut/z1isXmaygnugn0igV78UL9Y4cQ/A/XzyGvjtbnyy6Ko0tD5HgON6rsbMiHB6gKu//bqfnyWq3ngfEaKGbHRPf6WLFAJK/ZTyuO7tnyqsy+i/f79ecisIwGUEgHquAjGm6ZWRvntpWYbf15vAes9IegA+qpdLT1+9idcjj1FdRoRc1bN3r/7WveD+cJm2YYbYk34S0Kv12SMA5qE7VWYMGtdBqk8PXF1X3sY0l1K5I925HtM9rhu95iTP8n0XUEUAPMf8lFD8/v39/bW/bdSniq9a3Op3HXy9SWAY/Gqt/Vhr7Uuttf9Tzn1Da+1nWmu/fP795vn51lr7b1trn2ut/R+ttd8u93z8PP0vt9Y+vm2F00BL3+m4GqQj66Rnxcx23gxA9to0+lSLSqmeo/r39DZKP7pnVs8jvSSAuarPJrqvrLqZsdIbEwlwKx1fRqdVmpk8ZnRY6Sx9/IlZ/dOU6o2aVZr00rXef/JelyzLxecAerp63TLjAfwPAP48gE/LuU8C+BvLsvxQa+2T579/EMB3APiW88+3AvgRAN/aWvsGAH8KwO8EsAD4hdbaZ5dl+comlV2WseXP88DFsEWl4F4e1eTo1TEdp7yqOnkesyGXpJ+eVKGVkXi+vXCT/vZ2V+1P1uCoTQn8quNR31ZAVwFXSuPHKb/0W9ut7a8IZOZcr22Vrr1/emSTzifQ7/3WeugahO+gYloNo6U6agiIwmMngOsC32rMpPZ/vWRIAMuy/G+ttW+20x8D8G3nxz8O4GdxRgAfA/Dp5axFf7u19r7W2ofO0/7Msiy/DgCttZ8B8PsA/OVtK54Gb48g/Pi8Hmu/e2VtUh+/ZxOmv8xgGIVVqnaPYu/p3pk6VzqgaIy+1x6/t0c4CZh6aVI+qp8qpDNLAPxO7RmFC1Pop2pLRQYzBpKTjIN/0uWoHhUJeEjMy9PQDoASyH1xH8Daek9aPKa4B3Gdi7DLsgyt/6+nbLsG8E3LsnwRAJZl+WJr7YPn5z8M4AuS7q3zc9X5C9Ja+wSAT/QKr8A/5HVhsPOY92raVE4qN01er1fKI4FTZQ1X9U5pe1Zc1b6qrqmMTbyKSkZAVklF0klfus3PF39TP4yIqwKvHvgn0Et9qfm7pV2N1dFY6um4Gvu9fu6tATiJpWs9nQB5u2bSRxr/vpDuZOn/IaziIaO0XnBVksZPrx9ft1z1InCKHyyd8xdPLsunAHwKAFpri5wvwWl0PKx0J60DSI9wNJ0fX4Uk0K7SVOTVS1t5ADNtnqnXiAAqEu4RN499YulOoNTuVJ8KoGdAzSd6KmM0Hnr67QG+Lyb25kAC85Sng38CcGDd6vY0BOq0YJ7q7W8dBWoPIP19JM9r+UkHe3t7ePHixepznYvAy/LKA/D+ugmyLQH849bah5Yz6/9DAL50fv4tAB+VdB8B8Gvn57/Nzv/sTEE9cHLwqIiA+WxCCl7+NsTC+3wCjwB3U9n03gTu25QxA24p7OH3JZ2O+tvro2Xofz2kP1rpgX+PACo3vupjPZ7VsdenqnOv3KTbRAQ9wuuV02tv0pnrj+l7HoCmcZ201tbeSqrirwZPRsPe3t7aLqDrDgH1vMavNxFsSwCfBfBxAD90/v1Tcv6PttY+g7NF4LfPSeKvA/iv2vluIQD/OoA/sX21N/cIKNuSwFV1VDVBR66459E7VwHO7PmKlBKI9KQCVW3jqE4J2JL0QHDmXGrTpsDv+c6SQAK+dL0H1tUYrc6lseZpvD7bEInrj9Z2CtkwfJe8D60rr6f1IyV/JQit3+vaBcS2V6+D7o2d1yVDAmit/WWcWe/f2Fp7C2e7eX4IwE+01n4AwK8C+O7z5D8N4DsBfA7AUwDfDwDLsvx6a+2/APDz5+n+8+V8QXhWEij1zvH4vA1rv4t2luWmeqQ0vRDGJh3bI4I04Zi2ByKeRq/3wHgGeGfb0yPpSneevleGA1UvBFTVXc+NQj2j86O6Jg8mtbdHCD3g136tCHCWVFK6XlmVbigEe283P/5mT9VV+gMgb5sTgF5PBHBdwKsk4GsA1ffrlJldQH+wuPTtIe0C4I8U+fwYgB/bqHav7p2yioE5sBh5CSnfEbhW9ZqVqk1VKGSUttcWYO5BsB6ppnxHaXpA1SOsnr5T/mpF9u4b1ZNg0dvKl2K7vstF21K1v6qP5qNkVoHsTN6940QAVRneth7wq4Wvr8N2kFcrH/9/e+cX6sdRxfHPIfUW1NYmViWk1aRShTzZGEpE2ydJk6CNf0AiQoMKIihYRDASkL5W0QdRLIrFVqotosW8FBtE9MVW25g0KeltbmLE2muCVWxFUavHh525OTmdmd3fze+3u7/e+cKys/Ob3fnO2d3znTk7+1vSfwcd/8Mn1XP3zxDiMS1vG/4ZahZQl45CH5irN4FTTiklDtB95kqXE+AdRlcnn7ohLxUph9k2Ikpx9jdvbrRhy7S1o9Ree5N3EfRcWz28Iynx8fmp9nkhKc3+Kc0EytXvbVJqn29bimeb8+8ivKmRSMquqbp9p6FNBFKfvvRCadd2OqcXv5RztwLgRwC2Dv8MYFbwISD/QHhozJUAQF4EIrqEQNrK5er1x/B15jhNAzknWfqt1FvL9e67hsJKPC28E0o5ja4hupJDn0QA/G8pobrUZVKkbO9tk7q2Su0uOflUPSlxSh0zV1fJ+dvRi3XcnquIrIwWfLtLnZrcfedFQlVXHgLPOgQUuft6SmGgvjE3ApBywLNwtF0caak37ctfKnKC1yWE47mUxCu3/2o52/pSTipVV+oG9w4mV1fq99QsILtPKt8ep9TTn6bj922NSDlJz7Nkl9L5TNk817FK7Wsdc4qTj8HbsFzqHQ3f828TAJtn22LzUiOAWL9/E3hWsCOAmJ7GdTMtzI0ApNDWayqV947Rlpkmn0nKlpxz3C71dEqOLYWUmE7L+ce0dySTCE7Kwfg6cmGOeKPn6s7V5+vJxW1zc/1z/LvYLHdt+jpS9aaubd/2nCO32140u4ietbU9RkzDhVBOKgRkHXVc+/cLcgLg4T+32SYAdmrqLBBt4EOHOTv2jbkTAH/i/c1j8yLaRCJ1jL7QJlgRXR1zW68vNWy26WldhCnn37VsCvbBqt83rlOi4h+cpvazeSkBaLt5c/um2lhCTghyI7tSnX5fPxsqHi83W8b2puO2D+PY41rnb8v682Idc+oBb26Ea1H6kpdvix0R2GVhYWHlRbC+3gNoE9EhMHcCkEPX3tYY4HtmXffp2ptMOd7UUL9rHaneZa5cF6TqSTnv3AgpVU/JCXYpG7d9fLbkaLs4/7bzlmpvroOSEsqSLWy663528VMxUz17O8qK21ZUYjts6KPUk8+FiezvdpTir0s7Aoi/ewEAenkTONop9+B3KKdv8bIRgBKmLQ6pi7Jr2UlOeq5HWEJuBNDmuNsc/GraUXL0/hgp55+rs41jLiyUO05MW0fn89rEYDXItde3PXUuUxxyI67UsdsEoEv7U2XtrB3gJWE4/xcN/lzGdSksI/LS/wKK8CMdW1d0wv4h8Cwdsa03FTYsXad9YE0IwKyRE5iuTqLN0eccZVuZUr6tL9WGnMi1iWmpvhJS9ZdEoEu6TQB82ZRTzd2s0xKBHL8uYUG/nePTJqQ2Py7+Wizt4525F1MfSvJO2Ttsu04hdw/4UYfN85xSIjYLxPpSIcwhHX/E2AXg78Ciz+xyYw+Eq4E/D01iAswT33niCvPFd564QuXbBW/qUmjsArCoqtuHJtEVIvJY5TsbzBNXmC++88QVKt9povWTkBUVFRUVL09UAaioqKhYoxi7AHxraAITovKdHeaJK8wX33niCpXv1CAjeHBaUVFRUTEAxj4CqKioqKiYEUYrACKyS0QWRWRJRA6MgM+1IvJzETkpIk+KyGdC/h0i8kcRORqWPWafLwT+iyJyywCcz4rI8cDrsZC3QUQOi8ipsF4f8kVEvhb4PiEi23rm+lZjw6Mi8ryI3D4W+4rI3SJyXkROmLyJbSki+0P5UyKyv2e+XxaRpwKnB0XkqpC/WUT+aWx8l9nn7eEaWgptmvrr9hmuE5/3vnxGhu8DhutZETka8ge1bSu6vu3X5wKsA04D1wELwDFg68CcNgLbQvoK4GlgK3AH8LlE+a2B9+XAltCedT1zPgtc7fK+BBwI6QPAnSG9B3gIEGAH8OjA5/9PNHOZR2Ff4GZgG3BitbYENgBnwnp9SK/vke9O4LKQvtPw3WzLueP8GnhHaMtDwO6euE503vv0GSm+7vevAF8cg23blrGOAG4EllT1jKr+G7gf2DskIVVdVtUjIf0CcBLYVNhlL3C/qv5LVX9H85nMG2fPtBV7gXtC+h7gfSb/Xm3wCHCViGwcgiDN1+ZOq+rvC2V6ta+q/hLwnzGd1Ja3AIdV9S+q+lfgMLCrL76q+rCqvhg2HwGuKR0jcL5SVX+ljce6lwttnCnXAnLnvTefUeIbevEfAn5QOkZftm3DWAVgE/AHs/0MZWfbK0RkM3AD8GjI+nQYVt8tFz58P4Y2KPCwiDwuIp8IeW9Q1WVoRA14fcgfA9+IfVx8A43VvpPacgycIz5G0+uM2CIivxWRX4jITSFvEw3HiL75TnLex2Lbm4BzqnrK5I3RtsB4BSAVCxvFdCUReTXwI+B2VX0e+CbwZuBtwDLN8A/G0YZ3quo2YDfwKRG5uVB2DHwRkQXgVuCHIWvM9s0hx20UnEXkIPAicF/IWgbeqKo3AJ8Fvi8iVzIs30nP+yhsC3yYizsvY7TtCsYqAM8A15rta4BnB+KyAhF5BY3zv09VfwygqudU9b+q+j/g21wIQwzeBlV9NqzPAw8GbudiaCesz4fig/MN2A0cUdVzMG77MrktB+ccHjy/B/hICD0QwinPhfTjNLH0twS+NkzUG99VnPcx2PYy4APAAzFvjLa1GKsA/Aa4XkS2hB7hPuDQkIRCbO87wElV/arJt3Hy9wNxZsAhYJ+IXC4iW4DraR769MX3VSJyRUzTPAA8EXjF2Sf7gZ8YvreFGSw7gL/F8EbPuKgHNVb7Gg6T2PKnwE4RWR9CGjtDXi8QkV3A54FbVfUfJv91IrIupK+jseWZwPkFEdkRrv/bTBtnzXXS8z4Gn/Fu4ClVXQntjNG2F6Hvp85dF5qZFE/TKObBEfB5F80Q7QngaFj2AN8Djof8Q8BGs8/BwH+Rnp/w08yGOBaWJ6MNgdcCPwNOhfWGkC/ANwLf48D2AWz8SuA54DUmbxT2pRGlZeA/NL23j6/GljSx96WwfLRnvks0cfJ4/d4Vyn4wXCPHgCPAe81xttPn9hD+AAAAb0lEQVQ439PA1wkvj/bAdeLz3pfPSPEN+d8FPunKDmrbtqW+CVxRUVGxRjHWEFBFRUVFxYxRBaCioqJijaIKQEVFRcUaRRWAioqKijWKKgAVFRUVaxRVACoqKirWKKoAVFRUVKxRVAGoqKioWKP4P4ir4e1LLD1JAAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "im_saliency_mean = (im_saliency_face / (np.max(im_saliency_face) / 2)).astype(np.float32)\n", + "im_saliency_mean = 255 * im_saliency_mean\n", + "im_saliency_mean = np.clip(im_saliency_mean, 0, 255).astype(np.uint8)\n", + "im_saliency_mean = cv.blur(im_saliency_mean, ksize=(13,13))\n", + "im_cm = cv.applyColorMap(im_saliency_mean, cv.COLORMAP_JET)\n", + "im_cm = cv.blur(im_cm, ksize=(13, 13))\n", + "plt.imshow(cv.cvtColor(im_saliency_mean, cv.COLOR_BGR2RGB))" + ] + }, + { + "cell_type": "code", + "execution_count": 173, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 173, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# save files\n", + "fp_out_saliency = join(fp_dir_processed, 'oxford_town_centre_saliency_face.png')\n", + "#cv.imwrite(fp_out_saliency, im_saliency_mean)\n", + "im_saliency_mean = cv.blur(im_saliency_mean, ksize=(5,5))\n", + "#fp_out_saliency_blur = join(fp_dir_processed, f'duke_mtmc_saliency_cam{cam}_blur.png')\n", + "cv.imwrite(fp_out_saliency, im_saliency_mean)\n", + "# wave" + ] + }, + { + "cell_type": "code", + "execution_count": 163, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/data_store/datasets/people/oxofrd_town_centre/processed/oxford_town_centre_saliency_face.png\n" + ] + } + ], + "source": [ + "print(fp_out_saliency)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "megapixels", + "language": "python", + "name": "megapixels" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/megapixels/notebooks/datasets/uccs/uccs_exif.ipynb b/megapixels/notebooks/datasets/uccs/uccs_exif.ipynb index c4d37b39..30e77eb7 100644 --- a/megapixels/notebooks/datasets/uccs/uccs_exif.ipynb +++ b/megapixels/notebooks/datasets/uccs/uccs_exif.ipynb @@ -12,7 +12,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 216, "metadata": {}, "outputs": [], "source": [ @@ -23,10 +23,17 @@ "from glob import glob\n", "from pprint import pprint\n", "\n", + "import collections\n", "import cv2 as cv\n", "import pandas as pd\n", "from PIL import Image, ImageDraw, ExifTags\n", "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import matplotlib.mlab as mlab\n", + "import matplotlib.gridspec as gridspec\n", + "import math\n", + "\n", "from pathlib import Path\n", "from tqdm import tqdm_notebook as tqdm" ] @@ -350,43 +357,452 @@ ] }, { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Parse CSV to Markdown" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "df_exif = pd.read_csv(fp_out_exif)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>aperture</th>\n", + " <th>date</th>\n", + " <th>date_time</th>\n", + " <th>exposure_mode</th>\n", + " <th>exposure_program</th>\n", + " <th>filename</th>\n", + " <th>fnumber</th>\n", + " <th>focal_length</th>\n", + " <th>iso</th>\n", + " <th>time</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>1.0</td>\n", + " <td>2013-01-29</td>\n", + " <td>2013-01-29 12:07:45</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>e87a43c32cc697d3e6b40be3e3594057.jpg</td>\n", + " <td>5.6</td>\n", + " <td>800</td>\n", + " <td>100</td>\n", + " <td>12:07:45</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>1.0</td>\n", + " <td>2012-04-03</td>\n", + " <td>2012-04-03 11:07:53</td>\n", + " <td>0</td>\n", + " <td>3</td>\n", + " <td>9d15290fdd811d5cbaeb44448a4b54d3.jpg</td>\n", + " <td>5.6</td>\n", + " <td>800</td>\n", + " <td>400</td>\n", + " <td>11:07:53</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>1.0</td>\n", + " <td>2013-01-29</td>\n", + " <td>2013-01-29 12:08:01</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>d9cad73c2f47022195169e07f21dc567.jpg</td>\n", + " <td>5.6</td>\n", + " <td>800</td>\n", + " <td>100</td>\n", + " <td>12:08:01</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>1.0</td>\n", + " <td>2013-02-20</td>\n", + " <td>2013-02-20 12:16:35</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>decf44da0b963a33c88362e613878820.jpg</td>\n", + " <td>5.6</td>\n", + " <td>800</td>\n", + " <td>160</td>\n", + " <td>12:16:35</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>1.0</td>\n", + " <td>2013-02-19</td>\n", + " <td>2013-02-19 16:30:51</td>\n", + " <td>1</td>\n", + " <td>1</td>\n", + " <td>4a59b6b9b50cf6fc87e45caa0fdb86df.jpg</td>\n", + " <td>5.6</td>\n", + " <td>800</td>\n", + " <td>400</td>\n", + " <td>16:30:51</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " aperture date date_time exposure_mode exposure_program \\\n", + "0 1.0 2013-01-29 2013-01-29 12:07:45 1 1 \n", + "1 1.0 2012-04-03 2012-04-03 11:07:53 0 3 \n", + "2 1.0 2013-01-29 2013-01-29 12:08:01 1 1 \n", + "3 1.0 2013-02-20 2013-02-20 12:16:35 1 1 \n", + "4 1.0 2013-02-19 2013-02-19 16:30:51 1 1 \n", + "\n", + " filename fnumber focal_length iso time \n", + "0 e87a43c32cc697d3e6b40be3e3594057.jpg 5.6 800 100 12:07:45 \n", + "1 9d15290fdd811d5cbaeb44448a4b54d3.jpg 5.6 800 400 11:07:53 \n", + "2 d9cad73c2f47022195169e07f21dc567.jpg 5.6 800 100 12:08:01 \n", + "3 decf44da0b963a33c88362e613878820.jpg 5.6 800 160 12:16:35 \n", + "4 4a59b6b9b50cf6fc87e45caa0fdb86df.jpg 5.6 800 400 16:30:51 " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_exif.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "date_groups = df_exif.groupby('date')" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "days = ['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday']" + ] + }, + { "cell_type": "code", - "execution_count": 21, + "execution_count": 350, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "<built-in method index of tuple object at 0x7fc507b54b48>\n" + "Monday 1056\n", + "Tuesday 7029\n", + "Wednesday 1715\n", + "Thursday 1117\n", + "Friday 0\n", + "Saturday 0\n", + "Sunday 0\n", + "2012-02-23 132\n", + "2012-03-06 288\n", + "2012-03-08 506\n", + "2012-03-13 160\n", + "2012-03-20 1840\n", + "2012-03-22 445\n", + "2012-04-03 1639\n", + "2012-04-12 14\n", + "2012-04-17 19\n", + "2012-04-24 63\n", + "2012-04-25 11\n", + "2012-04-26 20\n", + "2013-01-28 1056\n", + "2013-01-29 1561\n", + "2013-02-13 739\n", + "2013-02-19 723\n", + "2013-02-20 965\n", + "2013-02-26 736\n", + "18\n" ] } ], "source": [ - "for exif_date in exif_dates:\n", - " print(exif_date.index)\n", - " idx = exif_date\n", - " break" + "date_times = {}\n", + "weekday_times = {}\n", + "cal_date_counts = {}\n", + "\n", + "for d in days:\n", + " date_times[d] = []\n", + " weekday_times = []\n", + " \n", + "for date_str, date_group in date_groups:\n", + " \n", + " year, month, date = (int(x) for x in date_str.split('-')) \n", + " day_idx = datetime.date(year, month, date).weekday()\n", + " day = days[day_idx]\n", + " for item in date_group.itertuples():\n", + " hour, minute, second = (int(x) for x in item.time.split(':'))\n", + " dt = datetime.datetime(year, month, date, hour, minute, second, 0)\n", + " date_times[day].append(dt)\n", + " # date count\n", + " if date_str not in cal_date_counts.keys():\n", + " cal_date_counts[date_str] = 0\n", + " cal_date_counts[date_str] += 1\n", + "\n", + "date_counts = {}\n", + "for day, hours in date_times.items():\n", + " date_counts[day] = len(hours)\n", + " print(day, len(hours))\n", + " \n", + "# print date counts\n", + "for k,v in cal_date_counts.items():\n", + " print(k,v)\n", + "\n", + "print(len(cal_date_counts))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot Data" + ] + }, + { + "cell_type": "code", + "execution_count": 317, + "metadata": {}, + "outputs": [], + "source": [ + "plt.style.use(['dark_background'])\n", + "bar_clr = '#9E0142'\n", + "face_clr = '#181818'\n", + "grid_clr = '#333333'\n", + "frame_clr = '#333333'" ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 338, "metadata": {}, "outputs": [ { "data": { + "image/png": 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"text/plain": [ - "builtin_function_or_method" + "<Figure size 1440x576 with 1 Axes>" ] }, - "execution_count": 31, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n", + "fig = plt.figure(figsize=(20,8), dpi=72, facecolor=face_clr)\n", + "ax = plt.subplot(111) # Upper Plot\n", + "\n", + "num_photos = list(date_counts.values())\n", + "x_pos = [i for i, _ in enumerate(days)]\n", + "plt.bar(x_pos, num_photos, color=bar_clr)\n", + "plt.grid(linestyle='-', linewidth='1', color=grid_clr)\n", + "plt.setp(ax.spines.values(), color=frame_clr)\n", + "plt.ylabel(\"Photos\")\n", + "plt.title('UCCS Dataset Photos Captured per Day')\n", + "fig.set_facecolor(face_clr)\n", + "plt.xticks(x_pos, days)\n", + "plt.show()\n", + "fig.savefig('/mnt/ahprojects/tmp/uccs_exif_plot_days.png', dpi=fig.dpi, transparent=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 345, + "metadata": {}, + "outputs": [], + "source": [ + "# bucket times into 30min intervals\n", + "delta = 10\n", + "time_buckets = {}\n", + "for day_name, times in date_times.items():\n", + " time_buckets[day_name] = {}\n", + " for t in times:\n", + " # conver times\n", + " bucket_name = '{:02}:{:02}'.format(t.hour, (t.minute // delta) * delta)\n", + " if not bucket_name in time_buckets[day_name].keys():\n", + " time_buckets[day_name][bucket_name] = 0\n", + " time_buckets[day_name][bucket_name] += 1\n", + "\n", + "# add all keys to all days\n", + "all_time_keys = []\n", + "for k, v in time_buckets.items():\n", + " all_time_keys += list(v.keys())\n", + "\n", + "# reduce to unique\n", + "all_time_keys = set(all_time_keys)\n", + "\n", + "for k, v in time_buckets.items():\n", + " for atk in all_time_keys:\n", + " if atk not in time_buckets[k].keys():\n", + " time_buckets[k][atk] = 0\n", + " \n", + "for k, v in time_buckets.items():\n", + " time_buckets[k] = collections.OrderedDict(sorted(v.items()))" + ] + }, + { + "cell_type": "code", + "execution_count": 346, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "OrderedDict([('09:30', 0), ('09:40', 0), ('10:40', 0), ('10:50', 0), ('11:00', 0), ('11:10', 0), ('11:50', 0), ('12:00', 0), ('12:10', 0), ('12:20', 0), ('12:30', 662), ('12:40', 394), ('12:50', 0), ('13:00', 0), ('13:10', 0), ('13:20', 0), ('13:30', 0), ('13:50', 0), ('14:00', 0), ('14:10', 0), ('14:50', 0), ('15:00', 0), ('15:20', 0), ('16:10', 0), ('16:20', 0), ('16:30', 0)])\n", + "OrderedDict([('09:30', 414), ('09:40', 664), ('10:40', 0), ('10:50', 0), ('11:00', 832), ('11:10', 376), ('11:50', 0), ('12:00', 361), ('12:10', 710), ('12:20', 306), ('12:30', 901), ('12:40', 48), ('12:50', 0), ('13:00', 0), ('13:10', 0), ('13:20', 167), ('13:30', 121), ('13:50', 365), ('14:00', 0), ('14:10', 0), ('14:50', 0), ('15:00', 0), ('15:20', 312), ('16:10', 183), ('16:20', 797), ('16:30', 472)])\n", + "OrderedDict([('09:30', 0), ('09:40', 0), ('10:40', 0), ('10:50', 5), ('11:00', 6), ('11:10', 0), ('11:50', 5), ('12:00', 356), ('12:10', 380), ('12:20', 305), ('12:30', 133), ('12:40', 152), ('12:50', 74), ('13:00', 55), ('13:10', 116), ('13:20', 101), ('13:30', 20), ('13:50', 0), ('14:00', 0), ('14:10', 7), ('14:50', 0), ('15:00', 0), ('15:20', 0), ('16:10', 0), ('16:20', 0), ('16:30', 0)])\n", + "OrderedDict([('09:30', 0), ('09:40', 0), ('10:40', 213), ('10:50', 0), ('11:00', 309), ('11:10', 62), ('11:50', 0), ('12:00', 2), ('12:10', 130), ('12:20', 0), ('12:30', 14), ('12:40', 0), ('12:50', 0), ('13:00', 0), ('13:10', 0), ('13:20', 0), ('13:30', 0), ('13:50', 51), ('14:00', 43), ('14:10', 0), ('14:50', 266), ('15:00', 27), ('15:20', 0), ('16:10', 0), ('16:20', 0), ('16:30', 0)])\n", + "OrderedDict([('09:30', 0), ('09:40', 0), ('10:40', 0), ('10:50', 0), ('11:00', 0), ('11:10', 0), ('11:50', 0), ('12:00', 0), ('12:10', 0), ('12:20', 0), ('12:30', 0), ('12:40', 0), ('12:50', 0), ('13:00', 0), ('13:10', 0), ('13:20', 0), ('13:30', 0), ('13:50', 0), ('14:00', 0), ('14:10', 0), ('14:50', 0), ('15:00', 0), ('15:20', 0), ('16:10', 0), ('16:20', 0), ('16:30', 0)])\n", + "OrderedDict([('09:30', 0), ('09:40', 0), ('10:40', 0), ('10:50', 0), ('11:00', 0), ('11:10', 0), ('11:50', 0), ('12:00', 0), ('12:10', 0), ('12:20', 0), ('12:30', 0), ('12:40', 0), ('12:50', 0), ('13:00', 0), ('13:10', 0), ('13:20', 0), ('13:30', 0), ('13:50', 0), ('14:00', 0), ('14:10', 0), ('14:50', 0), ('15:00', 0), ('15:20', 0), ('16:10', 0), ('16:20', 0), ('16:30', 0)])\n", + "OrderedDict([('09:30', 0), ('09:40', 0), ('10:40', 0), ('10:50', 0), ('11:00', 0), ('11:10', 0), ('11:50', 0), ('12:00', 0), ('12:10', 0), ('12:20', 0), ('12:30', 0), ('12:40', 0), ('12:50', 0), ('13:00', 0), ('13:10', 0), ('13:20', 0), ('13:30', 0), ('13:50', 0), ('14:00', 0), ('14:10', 0), ('14:50', 0), ('15:00', 0), ('15:20', 0), ('16:10', 0), ('16:20', 0), ('16:30', 0)])\n" + ] } ], "source": [ - "type(idx.count)" + "for k, v in time_buckets.items():\n", + " print(time_buckets[k])" + ] + }, + { + "cell_type": "code", + "execution_count": 347, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "901\n" + ] + } + ], + "source": [ + "# find max photos per bucket\n", + "max_photos = 0\n", + "for display_day in display_days:\n", + " for k,v in time_buckets[display_day].items():\n", + " max_photos = max(max_photos, v)\n", + "print(max_photos)\n", + "max_photos = 1000" + ] + }, + { + "cell_type": "code", + "execution_count": 348, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Monday\n", + "Tuesday\n", + "Wednesday\n", + "Thursday\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "<Figure size 1440x1296 with 4 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n", + "fig = plt.figure(figsize=(20,18), dpi=72, facecolor=face_clr)\n", + "fig.subplots_adjust(hspace=0.5)\n", + "\n", + "display_days = ['Monday', 'Tuesday', 'Wednesday', 'Thursday']\n", + "for i, display_day in enumerate(display_days):\n", + " # Monday\n", + " print(display_day)\n", + " ax = plt.subplot('41{}'.format(i+1))\n", + " x = list(time_buckets[display_day].keys())\n", + " x_label_idxs = list(range(0,len(x)))\n", + " x_labels = x.copy()\n", + " y = [v for k,v in time_buckets[display_day].items()]\n", + " plt.ylim([0,max_photos])\n", + " plt.ylabel(display_day)\n", + " ax.set_facecolor(face_clr)\n", + " plt.bar(x, y, color=bar_clr)\n", + " ax.grid(linestyle='-', linewidth='1', color=grid_clr)\n", + " plt.setp(ax.spines.values(), color=frame_clr)\n", + "\n", + "ax = plt.subplot('411')\n", + "plt.title('Unconstrained College Students Dataset: Photos Captured per Weekday')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 349, + "metadata": {}, + "outputs": [], + "source": [ + "fig.savefig('/mnt/ahprojects/tmp/uccs_exif_plot.png', dpi=fig.dpi, transparent=True)" ] }, { |
