compb-dla-data-analysis/notebooks/3d.ipynb
2023-03-19 21:56:58 +00:00

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{
"cells": [
{
"cell_type": "markdown",
"source": [],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import scipy\n",
"from glob import glob\n",
"from lib.lib import read_xyz_alt, read_load, linear, mean_across"
]
},
{
"cell_type": "code",
"execution_count": 2,
"outputs": [],
"source": [
"c_direct_neighbours = read_load(\"../data/c-3d-direct-neighbours\", read_xyz_alt)\n",
"c_off_axis_neighbours = read_load(\"../data/c-3d-off-axis-neighbours\", read_xyz_alt)"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 3,
"outputs": [],
"source": [
"direct_meaned_by_N = mean_across(c_direct_neighbours)\n",
"offaxis_meaned_by_N = mean_across(c_off_axis_neighbours)"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 4,
"outputs": [
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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k8fvnMX/ev/DUzjdiOwaZzDZ273kPhpFEUaIsXfJ9YrGzkeUgg4O/RpYjzOp4B11Hv0k+vxd3pNIFlSho/OyRbt56zmyEE4bhFDWTn2zq5oZNRydFxLUrm/n4FQtpiTy7SQXfft4cItsGuHZhjIcf3sXNKTcAB0fz7B/Ocdac5x5Kv0qVKlWq/N+lKkYmyAitjKk1nNj2XuwVUR4aPmmeY6N2N7f/FY/p4yOlg5MB0q7VvzwtbS0CjxYM1i1r5LeP9dEz50sYcomTsbPlARzBQbQlLNGc8bvH8KMqFf+VglWJHmtbU9aEjrmfYyizh7ULP0ax1FOpqzbC9m2vBdEiEFjI8mU/weutDKGdFfkAEWkdtbPOJ1+Y6s7JZzcTRmd1/nH+829LuWiOnzktlS4T23a49akhvnn3QeL5yoid1R1RPvfixaxsi5z0uJ6Ji2pFViUeIf2BPzI3m8W6/N3c6p0LwJ17RqpipEqVKlX+SamKkQn+bH4HMnBNZPp25WQBOSawJI2jsd30R/fhCA6Hu9axyD6PgnQzPnRKKBzrXrkfk2ZH4iqfwuyzRzk8fnIhAtAX2wvA2b0v5ZE5NyM54HOFyBsV4XF2z0t5YN5vQHDoi+1l3cDVOHd+EhZ9k167zNsf/w9Gi6P8rfUNeHYdF49EtIia57HizP9Eknw4tkN+0yC5u3vxituw635A//mfqaR1BLY8+ld2ef40mV37TQN8dC/74mU+f/s+DvUN0SCkccc6+fSVi7hyaeN0y4njwNB2CLVAqOmUx6seOkzqF78ge8cdYE6Jr8+dGeHOIyKqYRP2uU6Zv0qVKlWq/GNTFSPHMcf19COdS2j4cE+u25LOffN/ObkeUOZRKq3k16LOKz272G80kvYOc9RoRVBy3CR08OZCmXuGb2SGCeYEZqWW0ZFaQn/b7/hyPMXNxXcja14cLB6Y9xsUbAwEPEbFB8MuZTlw5K+868ivSakV59EDd29mwV4vnC+A4FB75GW0xt4KusLgj7ZBvIxAmajyY/zSA5CFx2/+Gcs9b6JV28Ci0K+n1cldHuOxGz7IxwfWc564ix8IN7M/WUtk/utYM3/NtEhqdtcjZL73SUqHhmm4vAXl49MDxgGUd+4k8ZMbKDz00OS2THgugYCAPNRF/84dvGH+Ofy014tu2jPyV6lS5YWL4zjkyiaiyEn9yQzLJlHQGMtpjOVU4nmNeE5FM21euboVw3KI5yu/2bbDdWe0oIgi6ZLOeEEjntMYz2vE85VlZZvKeEFjNKvykuXNfPnapbjkv3+EjLJukShU9pks6CQKGom8RrZscO2qFpa2hJ82v27aZEo6mbJBuqiTLhlky5VlpmSwrCVMQTNIFQ3SJZ1UUac95uN9F3ZOi8z9v0lVjBzHMt/TDyEdFTPMsadGdijO9NM3rJg8HDyAZgQQgCb/AQ60PEi94acoF7GNGJfftAdPUwIAI7cUJbR3Mn/ADlMQswBccPQ1aHKJfx9LsD31HlqKCzEFnUcWfp/vDh/lVjnGXe02oi1jC3DIq/ONnd+jIE39MR7c0c0c7SBzt56LcuZ19O0Z4THx9yzbcT6KUznWWuWzuKXDOMBj6kIuL1yG4rQBYGtL2OjpwePOclZmiKJ1MatHd/Kw8nu2Jlu5u28+i4cS+Db9jNKOb+H7+O04ip/s9z9K4v4BjIIDePHtSxCxLA49vonU8CDLmmaRvvFGSk8+CYCDwHjdSvrbLiYXms2CQ7+jhS7cd97DS++8hz1nvRnNnAVU5gPat2mIcsFgw0s7iTT835k3x7It9iT2cCh1iPPbzqfR3/h8V+kFSV416IoX6IoXcICXndE6OTXCM1HUTHoSRY6OF+geL9KdKNI9XmAwXeZ1Z7XziSsW/s9WvgpQERLxfOWlP5ZTp5YnfD/mp3bZ4gaiPhdjeZV4TiOeV0kWdZxTjAS8YdPM+FCfunUPsiicdtTpP2wb4A/bBoj4FL523TKuXHZq66/jOBQ0k8RxwqIiNnSShcr343872ezsx/jZoz187LL5pIoGyaJGqqiTmCgnUzJA4Dk33tpi3uctAvYLWoycKgLrqcgKJf6m7KDdrmWZ1T5DjPy0ueKMetHQRUT1KIfDhwEoy2UQQHSlcNc8wLzx1fjdFjt8R6blv375Nfz5qTuYNXIpHtOPLQhsV68gUbwAgHBwH5/bKbCns5lyTMcWfexa9kl2rpDxFq8jkPwB9Zkwulsh400QzJdQH38Ks6yxsztFRm3knLprJoUIgCQmOejEGEi9hIWeaxECUy2MfMCNtWII18MLGch9FtHbhOOM8WDvD2nuL7EhPTSZdnzUQ+grV5MZvgCx4224L4hgPvhFnFKS0azC/de/FmlgiOZMgaFSxcfEFkRGG9bS334ZwzGHescFGmju6ap/bXw38Z6F/PFrJcb78pPbM7LDS9+8CI8yvQvHcRx2je+iP9/PlbOvRBH//qNwbMdmT2IPDw88zMODD3M4fXja73uTe/ny2V+ekS9RTtCT7WFZ7TI8cnUOnueK4zgkizpd8QJH4gWOToiPrniB0eOmQQCI+VxcsniqEWHZDsOZ8nGCY2I5XpyR93hu3THE28+dQ9TvIls26E0U6U0W6U2UkCWBd5w3B0X6x4gjaVo2Y3mNoXSZgmawfk7tKeP5OI5DtmwwlCkT87toCnun/ZZTTUayZUayKiMZder7xLLG7+JX16/F55In0x8TGKM5lbFjy0mxoZEsaqcUEifj3v0nD8woiwJ1QTf1IQ8NQTf9qRIHRyvPkBq/i7qge3Idpqa/iPld1Afd1AXd1AXc1IUqy/qQB8dx+ODvd07myZQMvvK3A5i2MyEqNBJ5fer7hMjQnqVAcMsitQE3tQEXtQE3LlmcjFr97XsPP0PuiqE64lWI+FxEfApRn4uCajKWV4n6XMT8le0xn4vHjiZZNyfGJc9jGIUXvBgRHZE18TWUvaNA29Omz4olRqQ0o3KKZeV23I6Ly4bmcndUQ/QOTHZTaJKGKqoM+gcBsIWpm/Cs0fM4Y+hSUr5Bdq54qhLDwwjxhU1hFv3qv5j7sRJ3FBthCHyGj9HxNyMDjtfiEnEtdngBzXu/iPniCNnaD+CIlUtY9q9hfl8jVx76CH9Y+TWW9Nlc8egfkSfm9it4W7ko8nJEUcbKDSMG6hFEmY/6l3J975UsCi0FQI3vRhg/gnvJyxALQRp+fz2R2vNg4vlj21FW7RlHsaf/sbThZeSir0BZOntym7z2WoyNP0c4YLGM3ZPbLVFhuGkD/W2X0FeX4anm2xkI7Wd5dy3e6FmMBuZiKK9iwZE/ALBUEzmyP0jSSmCJEl69QOPYVnqKGV5ezvCNl/8rNeEItmNzR/cd/OXoX+jL9QHgk31c0nHJ6d8UT0PJKPHEyBOTAuRYd9jxiIKI7dgkyxVfHc3S2DG2gydGnuCJ4Sc4mDo4mfYHF/6A89vORxSmXmCGbZBRM9R6a2eMXPrfIJ5XOTCSp7M+8IyjoYZzSe7t2sbO0S703AJ6xtwcGctz/vw6usYL5MoG//GaMzhnXi2GZXN0vMDBkTySKPDi5U2nfXzZksGhsTyHxvIcHq0sj4zlSZeMU+apC7rRDIucanLDpm52DmQmRUdPovi0L4Yav4s5dX7m1AaYU+dHkUS+dMd+RnMqq7583ynzLWgIThM9T4dqqgwVhhjIDzCYH+Ropo+j6T4UJ8xrOz/COXNr2Ts2wO6xbg4n++jPDTJWHiFrjKEyhpQ/l3evfAcjWZVEQeON62exdnZssnzNtBjOqAylywxlSgylywymywxmygyly4zm1MmZwAFesqKZV69pYzhTZjijVpbZ8uR62ZhqqV+woG5S0I1kVUrPEDG5e7zI4s/fw5xaP6O5Z05/DEUSqA96aAx7aAx5aAh5aAy7K8tQZXteNbnx0R58bon6oIeGUEUw1Acr6WI+14xuB9WwkERhUjg6jsPOgQzShHCpDbifUVRetayJXQMZ7j8Q58cPH2UoU+b9Nz31jMfkd0nUTuzjmMioCbipm/h+/G8BtzzjP/LHrQPcu3+UqM9FzUS6mL/yvcbvwuuSEAWBqE8h5FGety6X54LgOM9Gfz4/5HI5wuEw2WyWUCj0dyv37BvPpq5Yx8rkSgDepl78tOlvc20hIeaxRIN3lq4A4O6swcONDzAavJ3RmsqFP3f4HPoDA/SF+qblly2Ft235NpsWe9i0xMuco3/gaPsrUA5kWb1nF//2+A1kPunnK7mvctWBqda87rZ5mVtGFCUc2yJx1wd5679+ieGajmnlf+rmERTbzQH/R3nnXSqyDY4gct8rPk65aSGv7zMwhraR2XMTt7/zu8wriZwzbiEBjmWw0bqF/erDXH94Nd7Vb5tWtjGwGaXtLEwBhh78FFlPmp9dLvKqbVHW+l+G0nImTJQjSMdZV257x7RyetsvY6D1IgYjgzilrSi+PDevmK7y1/RfxZlDl9PWfz/zuv8MQDrUSjQ3Ie6Ymsdg+6qPkA3P5aG5v+VQ/ZYZ1+zz6z/PK+a/4lSXtIKag1Q3NCyBibrrlo4iKoyVxtg0uImNAxvZPLIZ3dYnswWUAOe0nMPimsWopspZTWcxkB/gc499DoCzm89m29g2NEs72V6Bini5cvaVdATm8vjwFg6md6JaKh9Y/lleseClRP4bjrslo8S+5D52je/Csi0yWoZzW88l7A6jmirzQsvY3D/Eo737GY6H2TeoMZytWAY66wPc/5HzJ8vqz4xzb9c2tgzvoSt7kKRxFFuaEmNGfhHq4Jtm1EGQ8iDqKHYtujX1qLnlXesnJ22crK9u0hUvcGg0z+GxPIfGChwezU9aK0THprGYpCM3Rkd+lKBRYu+Ss5nnc1ikp4jMaqP+sovprA8Q9ip84Kan+Muuk4+Ec0kiHTW+iuioCzCntrKcW+efcc6LmsnZ33iwYgI/jrqgm9k1fnqTReJ5jTM7oqyeFaUvUaInWaA/neAt5wcpE6c7089oaZCUPoqoJCnZM4Xs8TiOhCA8/Uu7cPizOI6EqGQQlAzLO6BQDJEsZchpGrbWiK02I0glBCU9kW5iKWcQJQN19EXY+n+/NRzxKTSFvTSHKyKhOeKlMeThs7ftmRY36Bhhr1IRGGEPjSH3cd+PiY6TC4n/awykSrz9v7ahWza1gYr1pPY4YVHjd1EbPLbd/YKMJn267+8XtGUEwGWd/sN+wLHxAi5ryol1uVdCG7mYRKaTJ6W/MRg5xLmPPMwPrq7cdA6ge9eilHt4/fYPM1Aj8/Cyip/D0XmvBsCcFeCpsUr0U/H3XkrnahzzcFXMJFcEIogTgVAMSeJfP/JVhmta8RkGn/r5D/j8uz6KYtjItkJw/De843GRXWsuRy/t5ZErPstdc6IAXLDpr/Qwyr985WsU/JWZid2Ww5e2DHPeyGHqGi7nqUiU+FCCYzJHL46S2v9r/MNH2bJqA99a5GH40h9yxv7v8MVtc6mfez6CpOA4NkfMLfzXnEe4ZOQ6LjA7cZyph9DWVR8jF2ojFdqDmfkDkYRBMdzGK8OHucV2WNHj0CLqvGRMJXxwE7vrZ+GIU3/cY0IEpk+o1DC2jWx4Lo25uRyq38J5gZW8LDWH+6LD3FF8ki898SXKuk7MupCt20Y5Z34ty1rDdG0eZHD3EPWuLs6yvolfSpO57Is8VNfBvX338ujQoye9B1oDrVzQdgHnt53PmfVnokjTu4COt5Y8Nlxx2vUIUZzyPPKJdrzZBvSWbUiRzUClu+dv3X+bsZ8f7P4qNzy0jV+svZrsUB+SrLDy6pcjCAJuWcK2bXYMd7N/uMjhYZGtvSmK1jjvulyiv3iAnfGdHE4fxnKmv9B+c+A3Jz0uI7ccNfvayopUpKd4mLfd/iRd2YOkze5pwqOSZvpqY0xjeaNIkQFwDdOTO8yY1oMoV6YDKPVfT8BcjGU7lA2LTUcSDGfKDOw/yuBwgl1lhQMlEccBwbGpL6WZlRvl3PwYHblROkvjNOdGUczpguClXZumrdfZKULXvwWA61a1cHAow1w7xxI7S2jhfNoWzmFOnZ/WqO+kfiTOcaO5bFVFcLvxKAK3vG8hh1M97B3rxiWLtIbDjJZ76M/3M9BzkIA1wgEjzL6uekRXEjGURI5q/PrEWIkSFTUNOJYb24hh6zXYeg3u2ocnkwmCheNIyHYMn1hHzN1Is6+F+mCY2wd+CEBg/lenFd1lU7FgeicNmc9IbF4/WvenME0/zZGKiGiJeCvCIuKpfI94aQp7ODyW59YdQ9T4XTRFpoRHU9h7ypfs2tkx7j8wRtTnmmbh+Gd5KbfFfNz9ofOe72r8U/CCFyOCc3Ll7Zf+StF6ybRt3e4M7agEjakoos0uEUoW9eUO3tJzPd9b/gW2dRYpTDwNipFXUQ69mJqxMm6rzP0rZz4mnIgLl2JhhRyU2jHe9dQNJOo+RIvyAKvkVUiyBys3DKFm/mW5hy2NQTymw/cf6iHUX3HEMiWBQOgAfaveyb9frzDsm2lm/M38Rfzl7GvRlakXqCYJ7PZux7PoIJ+ddxYF+RX8fuxePjqwCzXbi3PoHnLRKN94+wd4ZNWUs+i11ntpaKw8uLXEfj618h7qxleyfsfbaB59DJZ1gjllRVjz1LfZ9tlWltR3I9k2ouOw7ol7yR32cdNfgohFicrtGAAyrHJuJN8s4QCiYqMjopzEKl+QkgiWyRVFHx98ch3mQ48C27imIUD+TJuuthY23XKYuWMNNBka3Y8PcVg5NnuxTJKFHFa+zMH233Nky6P0R38+Yx9iuZWaYgtzijVc1DCLs2adwdyms7Asi1QqRSQSQRRFLNsh4CykWVlIOVvCPxbALHQSziu0q0M0qtuRsLH7HQ6017Atthin6REcy4NVmo2YbyUgjlBqrDg1e1wPcs9/VLp1HBw+vKOfRCiHN9gHnh4cqeLsbJXaEYJpRDnPN7ZPr7tt+hAkFVuvRXLHZ57ACZTQbs6aHWGwdITx0iiO4LA5M/HjxHtDNGuJKXPoDC9kddNyLpt7JqPaEd5x3ztIGt08ZHyikrA4kf64p8tHznPxZn8NN/zyPqyuI7RvGqElN8I8c7rVqDvWTmt+DJdxcmuS4HbjmjsHo38Au1AAQUBpa8Po7wdg/HvfY/x73yN42WV09PTwg95eHKNy4ygtLXQ+cD+Z/DiHn3qc+nEDp3+IQtchit2HcfqHkHIlHAGyYYVIxmC4ycUn3yyhceouIQBBAklSkTzTfRcEK4xXqCPmasJNPcMJH23BduZE2uisaaCjxk97zE9bzEvZTrN5eCu6FmBeTQeLaltR5JmP6IG7HmdHfMfkulsMIeOhbKeIuRvwKm4GCtMdNGu9tTT5m2jyN9EcaObOnjuJl+Jotsobruzm42s+9ozdZstbIyxvjTxtmuMxbAPZleUVa+oIuAKnna/KC5MXfDdNe7adBdkFwPRumoB0OwXrmmnpr1z0HgBe1vOyaWk35U3W+iU8osA94cf5j4ZfIzoeVg5fxp3nTM0P84pH89x8zsnDocuZEr8KvwEAz04BoxClwf96guNnYJfTlB77Lje895v8bpYLxXb49+1lVh89ysCB3/LyL379lMfoM2wMwcY47qHWke6mLzrnlHnO2fEQX/7pDZiixB8veRG/fPHLMBQXkm3jswTyisC/7ilz1ZFBtN03k8kdZvPaLzC7/3E6+u9DcXkJXP4NANRdv8Po2QjAyDd1nAAIJfBvEgnfK+KoFdE0HolxuH02qVCYB9aczeXbN/Hq4XvJ9nhgwrxvigJD0SA5r4tlg4nJ+joICKdwRu5rvRhHEImlDxIoDCFi88i6L5LwH2V5dxZbFBlovXjS32c0cJTHwiOUlDxNTp55ehifMyUgBU3Fm4kTWH0B2fgQmqYBAqqvGXV8iICVJzLShWA/c7/4rqZzaWltoF0fQRjupjg+gi04bFuYZv/silPdwiPNFMJp4lENXXl6BzjHEbHVZqxyB1apHavcAVaEefUBVrVFuf/wETobFZY1N2B5dnFmXSfussJPH/wN9YV2oqVGAnoUrxFg45y/kG3U6Awv5Kzm5VzaeQZtkZlB54YLw1x161VYjoVX9jI/PI8z7VYWJ720jOgM73oCd+8o9dlnPB3Tj0WRKTfHiDe66Yma7PeVOFhXxGqMcc8r78MluTDTaUSvF9HjobRtG32vf8NJy7JlCdGsXI9kWCSasxGfxVPvF5eI3HeWi7ZgGz3ZHhr9jbQF22gPttMeaqfJ38S9vfdS662lLdg2+WkJtuCVn10U4tMhq2U5nD5MnbeOBn/DSfdRNIocTB2k1ltLo78Rt+Se9vtYcYxLbpnypfrRJT9ipDjCSGGEsdIYY8UxCkaBVfWrGC2OoloqHznzI7QEWvApPgzLIF6OM1YcY7Q4WskzkW+sVNmWKCcmBwm8asGreN/K9xHxRAAwbZOyWSboOvX0EH8PVFNlvDxOopwgXorTGmxlSc2Sv0vZhm2QKqdIqAmS5WTloyYnvx/bvjC2kK+f+/WnFXuO42DYBi7pny+e0um+v6ti5JRi5FYK1ksn1/e6+3gPZVy1D/Hq5HzOK6xjvuyfUaaNzYsWvY/r9nyYdHjepPioz5hYQDIic86+Ml7dJtnsYkdDxUohGBa/kaeES7TnSuqPvAoHg9LGb3Lz2iX88LrKw/YL+8d48UDFSpFyCVx24clbHS7L4Xs/+Dbv/fDHJ7ddZDzAG+UbsJD5K9dym1DxpxBti6bxUYYaWrjsyU1cunkn33vdmxiurYxsWXVoH+/746+48VXv4LH5nbx0zzgXD93F4tvvAqDsDuPVKm+cRGQOsy/41OQ+j/mNxD9t4HrSRegJG1Gt/DE3z13Kf179egbmT/d/mTPYzxvv/BOBUpHlI72oLWG2hq5GN48QzB3k7CNDnMhQw1oSdWewbO8NiJz6xZ3xQeS4mHNbVn+aQmBqOJspFUnXPAVipQzBNBC1Mpb/9O4990gf7mIOx9Dw+AO0LV1Ox7JVtC1Zxq49B9l71+3oIz0nyelQH3XB+jV8k5tm/CqbAnUZNw0pNw0pD/5ZLWgbmpgfnc/AcB033V/A44uyqiPGqrYIS2sDnLmgFo8jEO/NM9abI5coU8rpjPXmUAsGomUQKAwSyvcRzPdhSR4Oz3sFS85r5ayr5xDvzzPelycxWKBlfoRlF0ydJ0fX0Y4eZfSpJ9APHsZ1dBDt0KGKxeIkJIJQaK9h6dprCS1ZiDG7hb6ITm/vbsRb72bcynLAXybuDmEr7UTUZmKlJqLlRrxmgKOxndy34Bf8/kW/p2SW6M50052d+uRTY5x12KFz2GEkJjBUA0M1Aqkg/Oz7Fv7jjC0lFwzHYKRGYDgmUGwKo7S1sWxYJlTThN3aSOenKlYycUEnnX++DUn85+haOMZfjv6Fzz762f/VfS6pWUK8FCepJrEdm0+t/RSvW/S608pbMkqMl8eJl+KMl8anfU9raURBxC25KRrFigApJcgb+WllyKLMA694gJhnur+Sbukky8lJ4aLbOj7ZR0pNkSgnTio0strpK+x1Teu4eu7VJMtJUmqqUpaaJFWufE+pKWzH5tNrP82rF756Mp/t2NiOjSz+43ZiVH1GTgMH55TdNBz3MvtjzT38MteJbTSjDr0OPFs5WhaYfxJRvzWwD9lSaCjM4t7VU0M345HKqRYMm3WHVFpsWD9u89FVAo/VyQgZg3uLF3Bp+0Z86fnUdb0cgJT/d+xcFuY/r638Yd8S38OKultg4GMAhAyH9qJNv1+kM5nHZ9qkfQnOyW+mt/QEN85+GWv3b2bX/FW8UfwpF8gPAnCkx4evfRhkCKpp3rvxNnqb2vl9Qwv3rjuP+886G1uQ8GoGL330Qd5w9+9wF3TK/op2vXVZHY295+I+Ywe9r4jwhHcDl/xwGw+Hl/FEy0p+phvMdlWEVt+bvNzmvJzWx8dY0XWQoDbAtnUL+N01V/NUZNW086eYBoas0N3azhfe8WFE0+bTfx5BtCutvzZZYKTcNenEqsoKig2SbZCqXUFEPYDh9+IuFk953SOlyaj9CMCqp77FQNtCejveBYKAbPmpi59DyXUfnaUd1JujhOpM/uy8FCSbWKCXiH+IXG+AhL0I2+tHsExEScYC1r3ydVx48SVYpoEgipP+PjgOG4wM4i6RrSOAKNKg5GjzZ2j1ZWn15fB4vaivu4lb7thMSk1zZsMZ+LuK2Ft7ieVcNHTMxRsM0Z/aCakk5y26mpGthzCOPME7czLB2iU01JzL2J2jHM7lGc31Es714NLzxOvPQNHzuPUsHcURQvl+/MUhRGe6cBttWMu+R0QObOzFEQQcUUEyy6Q2PkHzgAftwEHUAwfQurrAmOq+KB87p4qCe/583IsWUu5o4NOjPyHfFmVQyABZ1jcdpjt5D+bDErFSE7FSEzXKhUSNJjqTUTpPcd3as5UYH6/+26tPnsAjsPesOkrhOXSEOjjUfQcdoQ7ODM3iwOc8zBoXqJm/jNbFazksxFHUJOeFZ9EebMenzIxXk7HnMvKZz2Af6qLvmuuw8nmavvxlAueec8p76x+Ji9sv5of+H1IySzT4GmjyN9Hob6TJ38Su8V14ZA+N/kb2J/azeXTzjPwu0UWDv4EGX8PU0tdAo79xcn0wP8gb7pqyWO1L7ptWxte3fH1SWIyVxoiX4iTKCVRT5bJZlzFemhAc5XGKxqn/00+HR/JQ661ltDiKaZuc/4fzCblCzI3MJatlSZQT5PTccypbEiRinhi13lpi3hg1nhpqvbWTy08+8kkAnhx5kidHnnzG8r66+avc33f/pEDJaBn8ip8/vOgPtIVmjvY8NvoupaZIqSnyep65kbnk9TwpNUVaTZPRMtR4a2j0N+KVvWS17OT2yY9aWX7p7C/RFnz6UaX/U7ygLSMbbtzA7Mxs5uXmAVOWEYeb8EleyhOT5r163icYPPK5yXyXRG5jXd+ruSI806T2cGAHDziD+ISrueXsmWol3JVj3sEiXxf8RGSBO5tkPr/cS0dCZ2z7OF878z9Yv+e9yHqEbNPjPLH0fr4kfAVdcHOhcx9v5cd4M510bJmqjynAb/19PBmx+Ndbvk3qX1QkwWZAk/jTvrexqvkW1jXmcVPx4fhFbwu7pDTvr1cR3bOo0ccJufLcy5X8SpgaRbPOeZQ38nPCVP6opcGF/LH1HO4TKrMaX126k1d4bkQUHIZp5hfb3o+m5rggepgLZm1k0WPfoccv8tMFBvfWRSbLjZZypH0T19Gxqc2X0dwKeffJTZTX35dlflpFEV0USCOWfoSRr0f0z0NuSbLmrkdwlaf7GFiSTL7WxeaVJfwZOGfms3QG91x5IUrpGkK5QeoSu6hN7MZfrvgAJGYvJ/cajXymA0sPUr/sVqy8Q+ghmY5ImYbPbufO+++nu/seQuFxfN4zWbviJbSq3Qxt28/AUYPefCd5qxnZ1U8iehhDcPEW5Q46ZndC4zLY9M1KRV7yAxh+CmdwC0b7WrRzP08xMYLoH8flDpAdkPnTv30TQWpGlJsR5SYEsRa/miCU7Sac6yGc68FfHDll99XxiNEI1uw5OIcOIRaLaK4whuzDXxpFwMF2+xC1k09fYMheCoFW8oFWrKY5XPS5l+CeMwdBUdBVE9klkRsv89SB/fzq0d9XxEe5iXC5DvFEL9gJXAERdwjq20PMWtiEx6fwt/9XGRr+8zWfwJA1WgItzAnPYU54DnMjc5kVnEWd2YyRkkiPFMmnVGqa/Whlk0y8TMu8CAvXnzoo1cnQjhyh+yVXT9sWefWraPrCF55VOf8MDOYHkUWZsdLYpAiJuqOnNTy7oBe4res2FFGh3ldPvb+enfGdfH3LqbuXT4Vf8VPnraPeV0+tt5Z6Xz113jocHGzHRhREarw11HnrqPPWUeurJagEEQSBN971Rp6Kn3r4rSIq1Hpr8cpedEvHr/ip8U6JixpvzYz1iDsybWj+iXSlu/jQxg/hkTzEPLFJwRLzxIh5YpUyPTXsSezhq5u/espyWgItrG9eT1pNT4qMlJp6ziLqVPzqil9xRsMZf9cyq5aR08EBgZl/piEhjuq8arKFluG4/n/BJJRbiHkKi8r5hTP41bK17G6utOTduo02EWbepZvc2gthZapb5VjfteOV8QBzDrwZWY9gigMcXnQr3xW+ii64We48xUduuJHcO0AN9aBFnqDPjnJPtJM+r8XjdWW+d9MvyH+khDRRtTa3xYfO+MnkvvqPruMn9FJ0pcER8DoSzXTDhAaomZhi2OOUeC/f5wy2TTs2X+tBXkkf91ERI9u8y7B5HXtZgY3Ahxb9Bw3+ynDmUbuZ3y5zc0+TgnPCAyvtCyFZDg3FAimfh0RoendXsGSRPy4abrje5BK70nJ9OB+lEHkXjjuKBVgpsAJPwIQYSUYXMdqwlkTtcmzPL1h2zQ6EMiTPEMCA2I0yVi3kaySiB2wcwQEBBFvgvEMPIo88jFKe2cXjSmToffyTYNv4SyMIIx0E1x9gRXuOVFRh75634fPvYekyEzXdTqY/y12PHUQwYjisn1aWbjZiCL0ADF/wfTrOPhuKSdj0TUpukf7NXyIe9qG22Ujev+JsuRM13UE5MZdyci5mdg0+/+sJ5fsIJXsIZx8nnOtFMWe2HFWvH7daQnAcBLcbqa4OMxql0NjIWChIjySRFAQQBC7q76euWMStZ3HrUyboY0JEdUcmhEcb+UArhUArqqcGl09BL1ecmR96vEDq5idQM6AWpk/yuIarpq3LHgFPWAC3ikqWjBpHJYMjWmBDPBHginUfwz4uHsZPVv2SlpomiuMm6ZEi6Z4S6dEim8eyWGZ6xvEf4+DjI9S1B8nES2TGjn3KRBt9XPiGhSd9qbrnzaP529/GSqdR9+0je9ttZH7/B3J33kXsDW+g7v3vm5HHcRywbcxEAjMexzFMjJFhzPFx7HwBY3AQfWgQc2SU8LXXnrQMq1DEGBrEKZfxLF2KcBIn1pMx2a40DBzAjI9jjscxx8exUikcXcfKZDATSexSCWwbKRbDt/pMvCtWoDSdWqy1BFoQBOE5RRUOuAK8fvHrp21rC7axa3wXpmXQJESIxVqo9zdQ76tnx9gOCkZhhuCo89XhV2Z2jT8djuNgZ7OY4+N8zfMaus35kMxQcjSsay6mJtxErbeWWm8tIVfo7x7bpzPayR3X3fGM6RbEFiAKIqqpEvNOCBVPDf+58z95aOAhhgpD3HL4lpPmFQWRiDuCLMrES3F8so+oJ0rMEyPoCrI3sRef4kO3dDySh4gnQsRd+UQ9UcLuMFF3lIgnwqzwrL/r8T8bXtiWkZ9vYG5mLnPzlZlhj1lGfi0+xiXOYpqcypDYS0MPU85VuhMUV5wPxSv+DS8Oy0gTN+84BeoIkJfhwounLCLn7ivzyJKKMHnb/jTvGpj+YLmvQebTEyNszuwu8ZMjFo6tYbV8ijcv+zAHhSU0OUP8pvv9zNqe58lXVI6/O9vOV3d+HLPBh9x+lGvL/bwochOidHLHyV+Nxtip6Tiijcvwcfmh6+lcdyMd0eMdQeGo3UnpyQbamjTCbbtxbAnJVTHA73cW8QvhXTQywg5hzYx9fNd5DxIWf+S1PM65OBMthgvGDK5NDPDZhW0UJ4bCSraNJVZ+b3KGuII7WMw+hja9j06zkfddPHWdv7i7THvJxm3DrJzFXVkTRBPsyrkM5AcI5fuJ1yxFqwkhFSrXpPYKg9HQDziSPormCNRLImvzMoGWAvIo1H+5osIsGaTj3puGJFCaF2K85gyUYJKOuyut8qKvHl9pfNLakD9HRFujIe/xUlRaGa49n+LYYmx9ug+PKZUxXGkcVxlftnKvSaEiZv2DmEqR5iYvweAIOAdx20WUIzLS3ghKj0Q2NIu0spxwqp9w9iihQj+6EkAxijOsHpYgkPW5Sfs8ZPxu0n4v5UAIy+unsbmRMVtBPYn4FkWRWCyGtHcvs7t76Fy/jnI0SDqVROs6ilNfR39uNqrUCTj4ow5z1y5E8GqUnDSJVJzM4/Unve8AEGx8UQnJb6KJeXL6OEUziS3qnFgdURSJRqMkk5Wgceeddx6JRILxx4KguU9S+BSSIhJp8OENKOQSZTx+hXCdlyPbTj2KCOANX1mP4pHIjJXxBpSTTjGQf/AhBt/znqlDcrtp+8mP0fv7Mfr70fsH0AcGMPr6Ki/600AMBql93wcx+gcwk6MYg0MYg4NYmcxkmobP/wux11aGXDumiTE6hjE0hDE8PGNpjo5Ojhx6LjR95csYI6MYoyOYI6MYo6OYo6PYhgGGgVxXh2v2bMx4nMBFF9HwiY+fsizHsnBMEyuZxBgbwxyLY8bHpr6PjWHExzDj4zjlyvPFf845mPHKb1JdLW0//gmOpqK0tCB6pkcrtkuliuA77mMlEpjjCcxkcmLbONZ44pTnpPlb3yJ0+WWY6QxWKomZSmFNfMxUGsHtwtF0zGQC61i5ySRWNkvsTW+k/oMfnH7MhoGZSmMlj9UhWSk3kcRMJpCjMeo//rHTFpcAh1KH+M2B31QsK94YMXdsUmjEPLFJMXHMOuM4zvMSLPHpqDqwngYbfr6Bzkwnc/KVkSXHxMgvxS1c5ywl7FQeSpeIw6h25QUTk9K8NdkMwLkBidjEJEl/ElK8zIlxS6vC15dM/XGuvz/LjZdUnEA33p8nMKEVNNthxHA43OHiMysqYqRGs7lnY5FB8VZ+sHg+D7asx2eX+EHXl3jxyBMA7Foc5Cn3bL659f2UTD8el8RNsf2klv4YRAv/+AreG3gpn9L/E1ML0uXtY2NBJm5W6jk3sYoLjr4GxXbz1NIfEWjewxNFmVl2kCWFOXTpr+SMIwEUG0pykdvPOECgdjZ6QGM/S2kbN8iFMmQ9Uy8f0bGwBYkmZ4gRmidHpiimzXt2j/GG8cq5+327wrcXTZ2bBc4Brksc4qK9y/F6cgys+TrdD3yS+vJs3v+SMJo080/1yf0qc+0/4p77AHsf+jI7G2vYNQs8appXj9/I0qW7OXLLDQA80X4LTWqG9gE/pprFlCzCZ4s01+0jfyjIyl9XTJxlWcIWRVJ+D7oskvO6KTW9izZ7K7Pze7AODs6oB4CNOOko6wBFXxOSbfDU6ncS9O9HFPoZU1pobhQQpFEyyQKF+LsnHxaxhXfS0PlnlIMupN1hPEdtPMn8SeTCydFCMvFoA6W6GJc1bqdHcHFUbiFJHXEaUV3BSUF4PKJWpi4W44xzz8cni1iZFGPdXTwxXBGm3v7DSKUCjiSBIGB5fNgeH5bHj+3x4sgzu9MCubnIRgBTKWLKBUy5iCNYIDhYUnmG6ACIRqPU19dTX19PQ0MD9fX11NTUYBgGX//6dBN+KL0It1YHgOyCcIOXurYwsaYA0UYfsSY/wZgH4YTYIY7j8IevbCE5VMTlkYg0+Ig0+og2+Nhxbz+GOl28C4LDmqt0VlxyPi6vb1o52oEDlLZtY+zfvvbMF0eSECQZ0R9EaW1FcHkR/VFEfx2O6Kfwt//3jPmxKnVzL1yBla28pLGffkTVtGNRFOS6OuT6eqRwGMHlQqqtQYpEwHZI//rXpy2cTkbbT3+KGR/DjMcx4vGKJWassm4mEs+qrs9E8LLLKgJjQhg823qL4TByXS1ybR16fx/m8Mh/v05XXoGVmBAxiQRW9pkdWus/+Um8K1bgWbgA0fd/Z16t/0mqYuQ0eDoxslKoZ6U1i7iQ5aXHdcl06CKvLFVaaBFJYLFH5IBqszlo8JKgn3eu8VFUKum/v72E0qfxuyXDvCzRwbmFqVO9L7yVoYGVKDGZj09YAc4eN7lof4Evnx+ZTKf05zDrfDyy583UFvN8OvwFHst6yOmVPLXeBN8458sgONhDaxh68npyoo1kVF4Yv1/xb2R8Fb+HDT3XsWz0fAQEuuvhrvnfQbIq8RkEx89lR7+BYsOji71IWh89dQm0QKWLwafaXLqzxLI+ncNNd9Fw1mH+yHuwyzWkgiLWceGTm3MmFxzUmNujUScLbAhUWgJdAZEPnGXSIR7k5UNx1h9cg8+eMrv2rvs8KdXL2I7XklQa+fdLamdcs7PjBhdqT3BrbZhD7iVYx3mZv//Gr9C5rpv04JXsdWLsn13LYFMHV997E03jM0ffNGSLnNlbmeshFWokmhs7pY+FDZQDQRQDXFoeRzi187MpCsgTXQuPzmsl56vcL66ATrgljHd8AcGuDJgjHGmJcGjWXNbt2cGZhyrOfUVvPaWaOdQNVhzeMuEo43U1qD43MSmOOL+MsCKFHansb3R0LjImvlAany+HYbjYuuU6LMuFaJvIpRxRM0mLM4pRUunNVSx+giBw/N+/1DIXR1GQyiVEtYiklpC0MqY/iOUJYAYj2B4f4IADol5GVMtIaglRKyGpZSK1tUTaZuGtb2Jb7yAOIJg6oqoyZ+EiFp1xJvX19dTW1KDlcyQG+kgM9JFPjLPsosuomzWb7Ngo99x7L6OjY8iWgV4qkhN9yKYfSyjiyDYIcNVVVzK7oZ7U8CDJwQHivUfJp5LMWbWaxeddRLSxGb1cYrT7KIMHuvCFPKj5LOnRYdIjQ6TH14AwJaqPtSptK0Fdm4+XffJKFPd0vxa7XKb76mswRkZQmlqQG5qRIo2I/jpw1YAQwSqKCJIf4WlGQKg7f4uV6kLw1SD6ahF9NQi+WkR/LaKvFqP/CbQ9v5+ZUVaQInWIgVpETwzkCII7huCrQYpEqX/HCqRoCEGWEUIhnKKJmVYpjqTIDo1geS1mXbwW2VV5Pji2zdCHP4Le3Y3c1IjS2ITS1Ijc2IgVVjA8Gv5AC+WHNiP5/UiRCCOf+5dTHteJOKIIkTBEIph+H5pLoSQJFB2LrKGR1VRaQjHWnXUOSkMjcn09iZ/8mPK27c9Yti1LmB4PmixRFqEsgCZLGC6FtW96K6bHgyoJFGyLUjFPMZOhmEkT3bWP1n3HRX2WJKRoFDkWQ4rFKstoFLtcRvR6kWtrkGprkWtqsYsFhj/+iVNXShIRwn6EiBcn7MIJS9hB4MkRxPGpuEu+NWvo+PV/nfZ5nHbctoFhpNGNFIaenFx6vG3U1U6PIu44DrZdRtdTGEaqkk+vLA0jVclrpDH0Snkrlv8En2/2Kfb83KiKkdNgw883MC89j9mFysk/Xow4SpF2u5YDlPi9sWgyT8QSeHveg4ONMBELNBUQ+UVUp7Sh8mCTbIe7NxaJGg4WNoNnfIeOHR/HFg2GVn0XR7Apxw5x9G//hlGsI7fSx/cXeDgrYbJDsjCilZeXMpBH2p/DnBPko9sfwd94Dv9GGTSLoJInbwQJKAWu6/wb7boPfcfLwZneEv7l2btZYMAu6eecOfJBwlonqiKxZ5ab7iYXrvJOwuPfwZJqSLX8eyWT40xaNwBWdZW5eLeK21ARcbO5/a8YjLNq9A34dYWfXxJiuEYmlre4aluR2fGpPo9GWWDOsjup66k4AqreBLYRxmdWumtsx0Gg8mIcXXwj2ZZHQHA4Gr+Azze8/xmvYUN8iLH6FgCuvfu39LXO5eDc5ZSPa9UuOfQUL9r0MI5Vafk7UgQ8C4jlTWaNHWFXZ4y4by/r9sepL86hv+lMti1eykCsyIIjm2kaPUrRKxNoKlPXlMI7p4QrbBP9uYx3p1h54QKW4pBa7EPJ2ChjIr+/opZOOUVTjYG/vYwQrbR0Nd3NF1LfpL9paphsSzzJx37zF/rqA7z4ra9iyfplWKpG9tYvs/vIdlzotDNME3HGGmUOnmwo13FkR5fisy6guVQgsfM2RtQo42UP1kn+7T5JxwHKpxGNWJJFLMthzhlrmLd2A5H6RjJjI0Qam4iGmygOJIkf6iJrJxhPDIAocnTzY5P5Y82tqMUCpXyOkstDNhglFakjFa0lGakjFakjFwxz1lObWL+jEpHUlmSK81ZU7knHQdA1RF1FKuWRC1lE0zhpXBdRlrFNc8b2SQQ/otyAy2NR2xohm16HoU2J4/XXzKG+3k1ucJSxnjjpsQL5goGm2djqboraXsKuOhaF16FZJUpmjmZfJ/Xedkyh8h+SbRBcEnLMgxTzIMc8CGGZslikaGXJDA4z9vABikaGopmlZOYwHYMmXyvN8VEa5TkTAqUGwVuD4AkhHGftsmyTkpWjaKUpGjmsiIBlGxRzGYqlNEUjS8nMYzlTXRWrr7qOda96KanRgyRHusgM95GLj1BIpygVy6hZDS0PpiqB4DDrkiGiTY3YWgTZmoP/V5vwDGTQ3BKqLFIWZcqSgiZLqIqMqshoioQtCBiSOO1ZciqWXHAJkixTzuXQigXEUolcsYh7YIBAKoeuSGjyxEeR0GQZSxROq+wZOA5BVeec172FxpVnEJ03H0Gc/ty0bbPystbH0fRxdC2BrifQ9XH0vz2FPZLCCGgYvhKGv4gdBDvkYPuYHiJ6At8mkeAd0mQXMoDjETGbBfTPngVODcVMklI+zezFF+OL+TD0JOVigmI2QSmbppTLoRZK6MVK92Z0bg5LFzFVCXdER/FaBIPLUOTwhFhJomtpHE49HcWJnLHqJqLRtc/+nD4NVTFyGmz4+Qbmp+czqzALqIiRrOXwZ2UrpqsyPr3XirLRmBpsuESXuKrkQleybBV9tIa8/NdF0+t0/pjBd3ZOzf5ZjO7Hn15Muu1+4osq4bgdW+DQbf8Opg97gcRXV06fqVbpySEerpjszQ4/b9IUfpfN45Qt3B6R9y35Ad/ZPuX81mmIXFec6lNXFQGP4fDTS0MkIyL+1G1kal/KibiKWwknfwBAvvFXXLKzxKJBg1s2BMh6Rvnyo8PMYSFWqouHXEP4hJnDGgM+k1DMjxTXGdArt1ODYDDPIxB1u9k+53e0pVfQmF42I++gVyekSYTsSgs0Mec2kp23oePiY/wADTcFYfr5lU2HNd0a74mbbOz/Iz9/7fUzyvWrNmVpHLe6E0+phg29C+itt1jUX0Qy99Jds5Pe2N7pefR2JP+/0lOvYIsQtodYr+7gsuTtRJuyuOTpf5XebomNqhujbS6ispwez3J6hOkDUxc6+1jEftbyOO12/+SD6luFC9kVeC+RXIZ0KAwIeNUSZa+f1uEePrBHplwKMkd8kksjX8NBoKjUUqxZS6l5LSlBomvXLjLJXmxbRgnUIFstyKEtlNNQjHuw1JO3zD2iQcilEldnChrZY+KtU/HVqih+g7EdtTiOgFmeXtb8dQtZvODFDHZtJjF6lPy4Tq5QwLCnz3rrAHl/mGS0jkSsnmT02KcOzX3qgGAN40O88U8/AqC+uQ3LlCnlM6jlLM7TxJA5JgxPhUfyY9oGpqNP237hy99BX9cw8WE3uhZGFCNPUwpYRj9G8S4EMYwgVdILYgTZXYvH30S5aCJKsPpyC10dIxcfIzseJzs+RiGVZNqUtIIXQXDj2JkZ+7nibe+k8OQRCvYoRSFD2cyjli30skO5oGGcxNn6VAiSQN4dQHBs/OXCM5ypZ48o2ygBA8VnovhMLF2kMOzHFdRR/JVtit9E8RsTS5PuO9swT3GfTi/bQfEZyBNl+6MxfGE/kreMy+ewcPmHqGs+k43/9TP2PXw/nmCIQCSKLxLFFw7iD4cJxOpJjw6w+76pyQ4DdX4u+tDKCbExjq4n0PRxDCMNpzESbQoBRYmgKFEkMQp6GFv3Y2tezLKLod47McoyTk7gjDsyyMe1CkbDfva01mHIU1Y4JaBjqTK2efqzQEc7s5iahKlKmGVpMr/kMaldnEcUvLSu9hCM1qC4oihKFJcSQ1FiKK4YLiVKMLgEWf77BqKripHTYMONG5ifmi5G9pUttvp3YLoq/gQHzHo2mxWHVUcWaOmIcEmXQa+qsttlwbp6RmPT/0z/tqvMZaPTW2SOYNJ9zicwvZU5PoaGFpDa/A4UM0TJtY3vXHfZZFplVwpptDy5bjZ7aRsZgbxJxCnz6cgiTGWc69XpD/OflP0IwCy3yJ0FA8UW+O15AbqbTt7ijYx+F8k4gugUaM0s5LyedxKaiIiaCo3yeiuGcpz3+s3xJ3G5zpxcj6KzPOAjLIGjZhnv+Qv3NA6xeiRAy9F9PLHA4dazJQbq4K1j1/Hy1KX0uYZJylmW91joXfcxZMWZvfgtyLWVuXmKwhMMXloZAWQjItoiZUHhfu0aHtCuY3wiXou/bHNhv85le8t88dIQyZCEaDksGkgSSz1J2r2ZsWBvpRwxiBp9JfP0jSwTDrHEazBsSPyquAzDvRBF68GW/AhWllB4HWutB1glHWWWS+d4F4S8BQdUCV2qxfQsZSdnsIflqMIz9/2u7d3O177/LUa/W2mhxvdIRG/2kPM5xAoWO+YF+O6b/hMEBZeu8uHbH0Q5W2DcztKx/xCFMReWUcRXV8TfUMLfWEb2mPQ/1Iya9px8p4KNFVaoq9UJtCTwN+WRfSa+nI9McTZjhxej5dpwBYaJzf8r3loVxW9ONDYFXIIf3akEMMt0B6nrNSjGfezPnnxiNV1xEa9pINNWx1ikhXiojXikbtr0AycSdtI02UP4+3LUZOOIPh93L6j8F95x2/cIjyZn5BEFCdsjI/tBDDp4oiqhGp1UrpOxXCNSMYes67RbdSyU5mDILu5N3krJGyAVriEdqaXoC7DqyFZi8fEZ5UvuM1F852MJlde1YJUQKIBUQJBFHGPWKY8HKq8wU4KMTyTtzZD2ZMkGvGSDQUJFlYu2DyBJIUQpBARAqNzTjrMNS3yQQjhI3Gok62siG6onF4qRDYTJBf34VJ1X/fk/cJlTzwdhQgTYEZl8IEw+FKYQCpELhMl6o2TcMVJSjBQ12BP7ev2ffkRzchAnpKB4FWICeGU/PilMQKwjYDeQzuV5KlmJSyS5HDwhEY/fg9fnxV8bwl8fxBt24w7KuPwmBW0HhcK+E0/H05LuCpHtCSJ5LGSvieyxEAQHyWUjHxMwPhNRsZ/WCCIILpoar0PTRlDVcUwrg2nmsawyTI6GFLE06H2gBbMsUU5Unp/Rziwt60exHRGzJGMbAr4GtTIPlLsGWazBLoTRy2EwfLh8ESzVhVECvWijFTTUfIlSLkcpm0Z7mhhHAB7dwKubLB+I49cr74nepig98xsoZ2Y62wqigNvvxeX1oLg9ZOMJTK0ipkVJAsPErpiXn/F818+ey+oXX0c5n6t8crnJ72omzYs/8mlire3PWM6zoTq09zQ5sd/fdgAHHtQ7MZAIC5U/vSBn0JfNobvey29bbWbfX0IPyaROECKLsxYXjc00DY+5t7Hn9zHmnltCmm3Q37eCWk3DkmDcP2Wu7zjYw9hoRTz4JJOSKfG522/g/KFdQGUW3u7zvobt3YfkXo11XPWf9BrUIfBfWOwKWLwx72ZJv17pjrEc9AmH0Lcc1XjDr77Gq952FNlysb7vFSwZm27xWKM1o7lEpr1G9BFQLLpqd/Fkx1+wnBT/729rcI5uZcs8h59eJVD0Cjwcl+FCgeGaKVX/i/rbuDvyGEOuOAgw2+3woQMWilRD98BfsaMvZYE0C9QOGj+sYJ7bidjwYiKlBeQbtvGS5T/GFuGPVCLGFr0ij7ToLN2t8pqNOgdb91Cq3UWXsJt4baW1KOIw32Ozyptguec/UHwSB1nCvaxjm+sscoHItGOudwb5BtM95Ad0gT2ql33miyiLF9EfiFFWpl9zn5Mjag9ScnyUpDquSN/LGVsO8u1z34do22SDYbbMOpM3fPzNuAsL8AeyfHzZvxHKlWm/SUKwBWq359nf+nPuO/8lyKbEYysi1MpjhOqKhAJ9tAcrznEn+qN65+lo21346lRcYZPCgB+jVGlhWaJE8EU2u411DOdm0bJvjLXZIZItLryxXhpWbWXsqU7U1EUooc1kCssp7K/D7k8T1Q9TVxwkH5yHtmIWsqdAftUAhe4GnG0lcsEI8Zp2EnWzSdTXMRqpJxM8uShzazrzBseZXzxAp7oHY7FOvX+UJoZRMCvWoolu6ixh7qYiRg6eu4zWrh4ysVoKoTC6x824p56EVMeV5Tt4SeDPk/twgHLJITncRt7XQcYT4y6fl6Q7SlKsAT49s2JLFdZvfoD+/CyyNVHMgILtlUgHa0i4bdKeKD67xBfL36TOM4okWeiFWo7e9VXyHol0QCAXU8lGdNIBgTHHTyboozxt5Edkxm41bzMewyHnFcj7RHJeEb/mUPRcTM576dO+VHJ+D4+/5I20uEtklBqSop+MS2FcdFCFU4u+E/nNy95NUBDIOw4i8Ie2Fmb/7CCOYGK6MpihDL4FMlFpFYY+huPPYHpSGJ4hLFeu4qNGZRqiogqoJ9+PLIdxu+txuepwHBNJ9KC4ahgdrVy7aGeOaOepY2WIohtZrsPtqsXtacIw0mSzM/1JHEdneOQPT3vMVk6g+8EWZI9IyCejCg6OI5DuCpPuCj9tXshNfI7bJ4Ao4cgytqTgSDKILgh7sGUFZBeS4kOQXdiSjCWJ2AKUEZA1F3ooh/+p2wCYNZLGc8WLiGsauWQCSmWEsoqoqbgMG1exhMvM4zYM2nQTt67hKRVxGyay7ZAIeNkyt5lArJ5Vl12LZWsYmTQje3ZDPo8xPo5LN3A9sY3uR7bgMQ1clk3AtIhZNoplIdsOuYtf9HcXI6fLC9sy8vMNLEwtpL1YOflvUy/mqZLJdv8ufulUAqFFhDIZx8tq5QiPXnTBZN6au4ZIXtkyrbw5owaf255nuazQr3fR7poy2d85+GPyRpa5yRx7LzgbOW8TzF4OwECNzC8vqRzXnR96M59e9y4K7S0sSonUdt/Pmw7cPW0/T675HLo/ypjowofAD0MnfxK8ouAiPcvH9kUevrK9TCDRg8dfQ4sTxHEcbvY/iZrsIDwxSqEntpkL8mfRNyHOZaPAmTu/i784htJ5GX1t7bQFV/CKRR/i0qccXvGITWiigXawBT7/RrnSpw+V2CIOCM6UG4tsCpiyg2iLtBfbWTM0D9s9dT2v0FfSatdg5YaQQlPn1vAk6D7nE4yU1/Atz+vJ6SplX8XpODb0fvx6GVXSkByRMwuLeHlmA3Wil9EVP2W/dzZPcA5PCOc+7b0AIDkmH3K+wRPmORx2luLXSihODcN+LyX5uBeE4xAkj98pUZuLcsEYbEiYzCpa/MHbRWrsSRb3HGE8arJvzjLuuegdM/b1eeczaHjYfHADwXGH6x+5idKCAr4mB22ujXWKWd0Tdi2HxEXUEWc+hyrVsSoTtQEMDC9i/9BbmK8JLNQNFGGIfOQXKE0lzJOEiEgf7cDcEqTR1Ye7rojR5mC0OJOxZ05k2OzgK84XURUFTTjBIuM4dIwmWXWkh4V9fcweO0pjsp9ANoPo2DiSgxUBudmAdTrSsIA0JDB2iYjR4mBOOIv+hPcwRhMtDBIlxSNcQFyYWfmrRx9hSG5lxF1DwutHl08eRO0YPqdAkzqGaDocCZ4qzutMVtubqRXixM1Gxqwm4ko9xmnMIeI2TKKqSlTViGllHmttfcY8UOmGDJdsIkWTqF4kkM8TLOR5bMlcUsGnn+vGb5apFUeoFRLUkKBZrKOu3E4gk2ROfYwHm2fzi+OsrsezwtnD2c4DnC088rT70Kg0blxaFFmN4vE0EpjfidvdgGP6scou9KJEMWmSSmTIpNLk8jkcWaFu3kKyqRSZTA9lw0YWTNb49lLnacZd8iBqCv5LL8JTvwCpHMbJSxTTeTLjSRLJOJlsknwhQVntI5RJEcvH8fiHwXbQFQkxLSKUwXJEBE1ALtv4MFA0G1Gr/IePRW/OuxUeWTj9xXtMYNiygiNXBIZz7Psx0SErCKKIy7Dx6BpuVcOjqXhUFZeuIzgOLk2n5POxb+mSU4pLOZuiPpHi3K1T4soUReTnOAqp6PMhmyaKYSA+x9d6/t0fYe0H3/6c8p6KqmXkNDkx6JnlgOZUTkvYlaU9NEA2sZia4wKfSaZD4SRdeYsHdDaqJuNWCam8nfbGygOvYGTIG5WWra+kEu05yvy+BOM1HaSjC2lNmlx/xxYueuKXeDWNlxlbGTZGMZMFXneCEKmUMYoVaGK+AAu9AtvlXhbI42RtD9vMVgbsCPOlccajOdTRuby3x0evBS6tj8vdLdiiw0HVxp09EzcCeVeajZ2/IyrbuA+tRzKLzO2+jdbhRyf3aXTdi3Tmv6AN7uTHP3YRyVYeaAUPBFTwa3DlVptrnrSJh+Hzb6gMC3UEqEsLjEcd/FaI+an5k+LPPiFsREnQ0DHpitr0ituxHR2vECDuZLnoge+ywIlwAbA76ub6CR+rXO1HWNT7c16ePYez8isRLT/boxI3NMk84Pl3iid0oYTzOc7ZuZXzn9rMqkP7GY/GyARCvOdTX8ESZL4jfHbyRZxwT00MFzIc1idMzh43ORAUWZOWWZP047WP9z0QOC/VzFPGVaRrN2PIBZqTHmoyRWxRoW7coq9NQXPJfEn4t0qWRZVPw7lHuJAHGCbCEeaTdmo4b+gRPAMaOSNKXWoxNX02rVIj7tVXUKrpg84v4S604MnOxZ3uxJebzfxiM5dM86BrpnfuHYiml2DPbLzjs/HkZmN5cvSv/zrRuX0wt2LIPtlgSSkFWtLP4/PWcB4baZb7+H+8Gc1x8cfD72Ve1zDzRo7SkhgkPJ5BsCzMZgejyUEMCJjzHDLNDmazg9nggASuLgFr+0KSC9qQl2cI+A6CMuVk906mD3t9KTfTW1hCWExh2F4+4/8iZcHHXxqnC0zBdogWdMKFUWoKLhozQWryNjV5izl9m1h86PcIDvQ2tvDWz30DW5II63kWOP006AOMlBvwFE2i+Tz+osYDS9YxHoqyTTwLAEXWkGWLRoZpsEfxaDq1eoKolWYk3UxIz9Di6qVpzggRMvjkIkIAbJ+IqvpZkD2XI65OGo0xHFUmkW4DR0RV3AS0EtF8kVlD4/jVPLpHpOx1U/Z6J19mK4Y0drd2EihDVDWoMYv4xmsIlWzCRZtQ2UaxoL3lj0glm3I4jK2OYSX6MMwIeWszG9q34PKvQSmBR9B4eOE6tkVWECnkKKd9bM+fD1GRYFklXa4hacdIyzHS7iiJYIzxaA2qy0tLJs5H//x7RiNBxv0uMtt1ip4MxYBN3h+k4A1QVyiwamBg4uqIYFkM7T3WjVMRsg6wu28uSkml6JNoTo0h7bgJW5JQNA2XruFRNbzlMh5VpV3TkK1TTUJpARaWKGLIArYkYosKmuBGl2wEr8O+uQtIRWLMHh9Ec7uJeD2U3G4EBIrBIJLt4D5eYBRUPGqmsq6qeDQVt6rh1vVT1AFsQZgUA4HUOKoi49Z03IaOy7BwCSJuVasIlxPyHhMiliBgyApFj5eSy0vB7SPn8pFyB1ECEm4vaB43msvN5ffcg2xZ+E8Y7mzIEpriQnO7MdxuNLcb3e1Cc7nRXa7J76rbTdYfJBcIcCYKf1/31dPnBW8ZWZxaTGux0mJ5m3oxW4omv/PE2SYF+I8LP4FPUfnJ7jfRlPPwh3Mr5uOapE7scDdH1i+cVt5H/5ymbJSYZfyWYhle0vZuAP468CNKZsXEt2RwnI5k5bshudh07rew9S6M4p1IjofVAxb9szysemrnZLlHOs5medMqyk/+EIDuRa9n8bxzcQSTB137GJSm+tWTmpu0FKZTrgR6ekifS0OpnvNVhQUuaNNG2SzVc5vb5LBi8Zp8gabmAb7X/iuWF+bx2vsbaT66Hc9Jwgw/NUdgVXfldsl54Y/nioxF4LN/nKnkX/MJCdl00zbycjqyefxhAcWZMiOXpCLjUhc5cYSV2fVY7oqZVHDgZCNmzzBmc4ZVsYZkFbj4ooqTVcCwuPmxMvc3yHQHRDY2SKRdUy3kWD7Pmr07EByHyzY/QsfoIOOxWrqb2ti2/CxevW+Q+WaYa19zDhmXSL1qE9EdDockFuQszh43OTthcmO+l+9bM82XKUWgWLQQgZaJSLsP5gz+usjDng6ZJUNxFg0O4nFySFaAv56xhu76ynmodeJYSKSFiuipNcdJyHWTZb9tWxfv6AMx0EBJggMhib1hib2Ryn6+tEfFe8Jz2QIKvgRC6Cj+8eVI1qlb0v2rv045dhBLlSmmQqhxkVLChadGoGHlEMbXZzFrYBiAX7/nSi5afPu0bqLwTRJiQcBotjFbKhYVq+4UOzuGDYIOzoluLiYgMelTWVKD+Dz5ab9LSbAjsC17CXoaavRh3HKGB5VGRs0SZSVDQS5gizZuy82rn/oUfjzIwSGUyCA+6Sh2SEMJZnAFMrjdeaQTggTu2nk5ti3h8eYp1QiYUZMGZ5haMUFAPvkEgADlYgjZ04pm2Jh6Fkks41ZUysUosruEx1OYsa/+vmX09a18hhMGomUi6iqpcC2mJFObSxMsFlmZ2IJS8FMM1qAIWSRLQ8paKDkdT6mEUtQRTvJ0T5zrodDfgK9UwlMu4yuXp73gh2vqef2Xvocjigi2TSSfoy6TpC6Tpi6dojaTxKPrSJZFbTZNbSZFbSZFNJdlPFrD9f/yTcqeyn13/v5thPJ5PKo6+UIPlEqECzm8mko4n6cmmyaWzyI9C4uAKUmoHg+a201NKnXKdMccmh3AUBRUr4eh5mYcBBxRxJRl6hLjNJ8Qd8QWBHSXC9XjmfxoHvfUd7ebssdD2etFd7tRiiqmLGMrMsgic490sXr79hl11TxuVPf070WvD8slV7a53TiCQGdXF5rLzXCkjlQwgkuwKBRE5OE8Yb1AurGW0VgdLsskXM5Tm0lhFwywTCzRhRmTwCdgNQngBU0IUtIiuHQNU5DIeQK4NRWfruHTygTLZXy6ypyz1vCKN71+xnn871B1YD0NNvx8A4uTi2ktTYmRxwsmP/CoDMo2P7/sAwA8NHAO46nV3L5yqiU2f7Sfw43tLHF240YltHcpoUMJtss53pT4DYYpE1RiaFYJ/bgRBosHx5k1IUaOzpnDgQVXIQ7fNfl7rXgla5/64eT6SFMj2fVvYI09b3L2W6F2ATsvuIpD0vBJX9zHs0mfjVtt4MXpMqv33UAo18ue2vl8dv1bMCSFd+OmNbiHH0V/zvX32qw/WLkdLFFmoPUihpvOZsPmf50szxTh4eUhbjvbx1gowbwhh6/+V+VBVlYkZEfAlGUeaz8bK2oy3tGMIk49ZBxNo6Mvy+KDjxAuVXxrnli/jv6OqVl7BVPDkd3IhoFHNyn4vSwYynKW2YKrodJKPRIQec3ZFeda0XGwjzOFenWd2YkhFo+NcsGQRsum37Ft5RmMN7cgChYgcDFn06G6EalMmLjfU+SQJ4NV6MWlq7QN5Zi34z5wLNxLX8nR+QsJOT50waTVrkFB4qmISFPJJqQ6JA2bFrdIUsizy04wLKYxXNlKuPnjuJhz6Q776BAO4Ku/l595ruMv0QVTx+44+E0oTMSquXpQ50BY4mhAnHaMAN/eUWZJssh2b5GtMZFDrRLdgVp0QSFMmm9s9bA6Xbk2Ix6BLm8ZPXOAs+x5BIQAqqDyH9IH8SU8rD7so8bxE/Q2k2+Zj1I3m0YrgqLqlDZ+BUfLY7Ta2D7IXSditM+MnnoMwxaQBIdUqpbCaAMdR3RqRh1KIzki2TSiXsmoLrGxMgpO0YUvW6YU87LlkjOQxyAWTxPKZQmJCXxpHSXvTO7OCjlIuamdP/Reiz/FFGYbMitTdczN1FNfaCRoNCLkM6hdt5J9pYlV42DWAxIIpgdXqQFXqQGl1ICrOPVdNkKMz/sDqdl3TYogx1PJJyUEGFVwpSyKtQqsPYWzhA1iDhw3IIKUFMAENaYgB6Za1YHHzqMYUejzm2QVAVNzyKbDGAkNf75ELK9Smy5Sl85Sl04hn2QI89NxLB6OIzkI1qkfFpWgfX4CpYrz5WBDM15NI5JLP2uRkIzWMNjYSLBYYE5f72l3O9iCQCYYouAPk4hEGYlGSUZiJMIRUuEoziGVMTmE6A4QkUXmKYcISWVa+/qJZdKUvD6Kfj9lnxfV40F3ubAlCaxKXBrEU49Mae0fwHAplD1eyl4vhkt5bsOGj8OlljGViTr8nRBsuxK75SQE0xnau3txGQaIAmVPJQigLUlTVpEJwaO53RiumV2NneEQr//wR/5u9YVqN81p4tBkTG/KWRN+DscP66pJlyglps97cbix0kpewQ5exF9x/34lT4QjzPOVMCbC/eaNKcXuNkw0RZ42T8uulauoGT7E8b7XhjPl3V/yenl8/XpEZZglpQ4INUNumKTH5qBcabHKhsGaLVsZbGtloL1SJ8m0cIleyqKOKDj4cl2s3PFrQlpFBC1LHOa6o5v44/yLKToGyd4n+N7NFgG18kA4tHABD866nK1SO0vKJusEGdEx2TXbR/+s1+J3VrEkqZEJ/TtXqVcjzevC9kfZ2d7CoLt32p9PwabgeHCXHdbsG6az91Eka/oD3JO3kHWBud0HaOsfIJZKYUkSUqCRfWvOYZ8fDrWEWXrzL7FaDuA9483E9KnrYwsCom3RGR+ic3yQlvQ40oTG3huEvS+qzIkiTna1Och6niExT684Trc0joFRccKTAVmgxhhm+xkr8JVKlH0DjMo+8uJUX/s1mXmsyrSTF8r0KymG3Ck2iik0Ybrzst9x02zFOCqNYgsODzuPc118LWFnHozO440+AXG2TmPZYVnGYknW4pY2hR8uqJgO/tI69cBwazlqM1lS0UbKLoWPneEFvMDM4HAmbj6+wiKmSTT1/YCCc4jWcZ25Y7BEfgOB2Nl4HA8fPPAyxEg70so2BFdF3DVApWNdALx+/Jd/A+3IvYixeYjhBmoPhVC79jMU+w59CyWGyzbaUMX/IzAq0BSH9nGH1uJ0p7/KEU3d/559IhVbTuW8BpJlLvrDVEySUyGrIcSaJoRgA1Kgiat2NPKiUCOiJzYVg8M18fGDmDHx3WcgBhpQ65sgWEfQfPrhi3VHXkVk65lYI/swDv3tJCkkwtj8pb+dTkFGSTo4ZRHLlommctRm0sjWzJfwk5eupqvZT0sxg5IGbzpLMFVifipDLHf6U9LnfH5S4QhNxVHskEM57EatFxkPxxgO15MMBXC5R+gJRMhQh2jM4lX3HaZNf5hsxM94tIakr4VUIEpEbWBhPkaj3IH1l08gqTlax4Yn91URCRGG6uqJ19aSDwRwZAnN46XZUFDdMkVFwLaKmCeMnFKDfmKJJMloDFMQ0QSZVDhCIhydXCYnxEbaG8DjmPgMDd+xVruu4tNVArpKZI7J2uIQGjrOcc/nwY52BjuexunyuICMsqPhElRcsoogm6TVim/aYPvMmWodQBMENAk0WaCsiJQVmZLLRUnyUpR8WL4AkXIflrkfVVawJR+Xd1fuLd0zZZU0BZGyy01ZcaEqbsqyi7LsRvW4J7a70UWZWClPXSGNR9W44rGN+EtFyi4XB1Ysr9RpQojIhoFbq3T1pGMxAPLRCPvOXHkad88Jp8cwES0LwbYIBJ4/SfACFyMwW22hX5qan+XY4yOgTJlkz9u1i+8tuOCk+ZdQiVVRk9rP+StM9hRayeh+mualqd0cYU9MwKMbKKKCBqgLzuf2C/0gSqzMhTlY3smUIREkS8cWRPxnvYc723OYoobHktkhjeDMrmPp3jE2L63MbyIbBudvfJhwPotiGpNi5MIHH2Tf+ddQduuco/TyssduRj5hmvgV5Rx36UUW7voTq4b2ANDdCA+sOZP7AmvIl9sABzUAO1Z9iKTo8GRtK6s0Bdvt8JqSj/cc/Bxux2L/8jC75D40YQCOm4k1kk7TPKQTS6g0j21FcCpiwAo0c6j1YopuN6a3g7pQDddqInLXRpxSDrn1LHyzz8OJzkViFDgAgOrxIPc/QdIu8qezlnDOwTY0t4vO+CBhtYSi63hKZRKhCKovhl+tiEHBEWi2o8y269kp91IQVO5x7Zp+IR2BesNLlhyaS+bg4kXTf2e609/tkSMEzG4K8vSWquJINNtRWuwYzXYNQceLhEBczJIVSpiCRbc4xgKrGS8uZpXgowdUhjwl5pb8JF3Q5dUqTeoTWmaaO8RQwwktC8dGsIuAi6CmAwI5X4AifnBD3g2v2+Lm0m1TAlDw3A5XnA2Aa97UkHLbNnGyg1jZAexMP0rbOqSauQiijGfB9EnuPNZi6n8qUc+xsPiTFZoqD4hHYLBBIdfQiB1rweNt4YzxJqR4N67dd1bqc/zhACW3h0Skhnj7fDKNC7DDHQS8UeYULFpVAZ9z6seWrRcw1Dg5PYkVm0VUjOBe+JKp6wOVLiHA1nLoxTgUxyirCdzpUQRRwru6MnO1EulEiXTilNNYyS6cYpyUP8xIqJYlI0cBuPrB0VPW5Ri6olD0+ykEAkT68yxMOQQKKgsPHZqRtqS4GKupJR6LkQpGyfmClL0+dJcbW5ZQBJtdehN7z1mG45fBdJBLebxFm2CxSKBcIqCV8Zd1/JZJIKMSNU0SARcbV8wloDXj1dXK9bJAykKeDFtdGQ40Wthvewft8RF0txtLlhAFcFkGfl2dFPjHEIARrwNMeLyLyuR1P3Y/HFi8eFqePbEOFEPHa6qYlkRdNkt7OoHXMXBjPqMx4vhmjOrIlB2FkqNQRpn67iiUHRdlFAKCRlNwCI+7RFIPkjai5PQg5YmwCC1ihkYxj+oolB0ZdaIc1VEoNgWxJRFBtxF0G4oWgmYjHBcjxI646F91PoJ+Lug2gmHzp5YsAbWIastoloxqSpi6gKA5kLcQTtSo7XEwLATDIW8I9JsSghnk8XkvxbC8IEh4VQOvoKM6Mq/adx8LUn1kXX5yLj9OwMFZFEOUBSwLdEeaXJZxURA9FAQ3KgoaFqrjxg7vwq59EFMyQLDxCwJRx02o5r1PfwH+B3lBd9Os//l63tb7OgYmxMib1At4sFjk1y4RO9bHv67/FgCRX0m85/If0Nc03aPf5xT4CW9BcBwa3u9Ck2UeXtQGCJy9uIPwTQ+S8boJaDp3r1uFUMxSWLR6WhnBA9tQ3GtwrFFMcwDFdwVupZP6gM6u0I7pabNZ8uGKb8UxIWLKMl2dnWx4/HFGGxuJptN4VZXHX/w6BgKVp+7Lbr6FxxqX8YOVL+OGJ26kJtVD1hvBsi1iWh4EkTvW+rhxxVLKiReDfaxD38HrwAJdZqd76qXrweBaeRSPPIrHdqGKFbNz2PYR0sGxTTr7x6jfee+0F41UMw/XvCvI1yxmS8mmxWNiecdpcII0OlEcS6dgWuQENyOWzcMxmR1z3Fx4tPLSKksKXmv6OHzRsogmU4z6I/TNWctSp5YrRx1qdIceMY4hmLRbdXhQMLH4s+dJshOPNN2ROdrUytG6ZjRH4OW7DtJs6Qy58uiSjMsy8RWLNA2P0DQyQn08zsYLLiBVO+XYKjgC9U6IJjtGrVNDox3E7Yg8Gc5wrydDaKSLNxRnI4Tquc21dVq3jR1opqwX8I0MsKCvn4ha5OG16+lp60C2TA43tDMYmwpXLhsZJP0gmu8svLpGTTFLR2KE2YkR/LqGIEBXXTMPLlyN19DAsin6KtaOSCHLZXs3U59K0u+r4UJlKe2ayH5/L/t9u+l299Dcm+MDf64IuJwXxmd10DL7NQQNF1KyHys7iFkYw9rwVmRHxN70PZxUD4IgobuCFHyN6LH5EJ1NvKWA2xOi1WykzgqhYZIWi6SFAmmhSFosEheyiIi0KkupcyJ0SyYx002HLtBmgnKKfiAbGHZBRs9jZrrolw0GPCLjbglJNAiJKn6hcp/4bA+r1DOJmxna49vIUSQn6eQ8IgV/xax/zJJX1zOEMFjAblhITc0s5gajODg02VFEBN5hphmTZVoQuW7kAMvVAlakkYRg8KTahyNJFDweSl43uETckk1QUFHEkz9ixeECmlzxPbDcErIMXtFAPpmjxwl0WzH8gk5A0PBiID7LHgVbAN0lknJHac7NjOVychwURcXtLtHjaiPurqckyhg4WLaFZVuYlgOmQE2pzFI9ieWIFB03NeLpzSVjO0wKi4q4cJ1EaFTEhz0heUTZxnS7cNwiuCQct8hcYZC+3ujTH40AuESciTyOS0JKaQiqRZCKQ/ez6xT7n8MnlwgoRYqCQVksI0p5BCmPIBYJiAYRbMIIFNxJMt5BAkaMnp53c9JwsIAPiCBQI1i8qGUzZ4T7cPQI9wg1fP76L/xd617tpjltpv74f3ZtJucpc3FqBXvcU90ypigxVDfTM28R+ysTpQmwcX0reqFiUq9bnsSfrqSPlDXUeefSJAYYiM0MThWQo1zWcA4Pjt1KZqLFpsuwx793RtpjQkQyTc7btAlbFHnkvHPxqBrZUCsl33zqM5sAWPrwXxiY6J7YtPpKLmp8MWeKsGf5atZv7CFczgDQH6gnduZb+UVTiXK8Yqr0uUZ4DQ45IU7JcfE3YREgIGGzSBpjuTyMa0LeHxMii8wW1pvz2e0+Sp8WpKjvnerjb1mFq/NitnS00Zcz8CmHGGgW6SqN4bYqBx2wfDQXV9InK+yY42LnbDd5n4hQMFgjewiY6jQhEksksPMCumcRS5pWkg9sJi5/n+Ujr6NGrwRQwxXApshezxEeD2wlLG4mIcj0MoukJ8n8/eewc+1ssr7Kef3JuTbu0nYiJZmRpheD4zB3sI/3HfwvHli5DtXlorutg1WDXczr7aZxbJRbr30//7WgDY9pMWtkhFm9j3HZ7j0s7T7IUrMiesRIB0rHOazy59jRPtU9EBw9zMKhIcbr6jiycgmOKOLFYfFILwBzx4fIucqETAnZcVFv+3EMkzHlLzPn0BHAUy5z/lNbmDfSjyPLPLjgDA5PiJFMIMzB1jmEDJWNqzewyXGIlPKMhVaiSQsJpH7FoYDIoeYgFoOMR2KgNBCw+qkthVnZncb0RHERQ3YqkzZy2Vqi9sVcq60mKIjUAGV00mKBiFAkbRXZKh0lIxdndF8dw8YmrR9GcIKssZppt6dM2yoOvVj0ojEoFEmLJQpCCYQyAVRCbg2psXIe3MDJBs6WRJXHfJWunyOhY91aJ2d8dgvObAkBiwQ9HKIHgIv1ZdTbYb6kCOSFAnmhTL7dx1ZBIC8kKKIhCpVyw9iEmTl0VsWhIOkU5SIdWsWsbjcHUABlYhTIMRygLNiURIOSZFASdcpKjogtM3vC2X6ONN1p03ZARSEn6RSMWoqOi6LjIiaUMJFQfX0UBRHVcqMaQbJOAKHox5v1Uy/GWK30YjoiJSoCoOS4WNH4FCoyOdtLygwwpkXIG5W5d8y8TFYL4ZziZTcI7DoWPAZYJg8xXxrHEBxM0cYQDSw0OmJZAp4sUVeZWw+8FsUK4SCwG52Au0jEpdIgWzTLOmHRJoxJjTFMwPaQcxXZGjnKgOSmJ7yYsncehqsiQA4RQazVkIZLhGSRgCRScotERJEYNvWGQYtdYpZVIKY7RDWBYF7B67hxE0CeOK6/hPbgxiFou+hwmfgsDx7TRzlymDcnZpHSYrgBn6giu4qElTwNrjINkkGtaFEj2EQRCDsS/v/P3n9HW3KU9/7wp6rzznufHCZnjTTSSKOcAIHJGIwDBmwDxsYGbONw7et0fR1lfJ2uI45gmxxFMlESCiiiNNLkdM7Myefss2Pvzl2/P/aZEzQzChj8vmtdnrV69d7dVdXd1dX1fOuJaJgywk5NlBbwqewYTyxuJ2u65AyXnO5S0UNKSqMQm+gkGKmkKCT9wkIL82hRHt/twfSHsZMMZuIgnyYprG76PInRJtnwADLIY6cWMiyg/BJmnEGLsytAXwETL+2+MMCsPHTB7+O7Tf/Pg5HVU3pzySbANBf5/iVLjvu5jsd+bB+x0NBjhZ5G+EuGPxexAhi2vXacAx/chlUMGLl2jjnmGPqygbX99VjbbkE07yB4uogdGMpswdBMgqTrORB2voI/FJJqF3Ydu/HuewgvGuDeoYsB2KWu49G9L0Gg0Tt/gpI3RqHVwghDItNkflOW01rK711a4JJHcly71M5nttzIbTtfxVBqEnsJpoC3i5SicpnWamSBrIhYR8Q2Y5yK6JCT57+vlnGIee0zPK5tpZUd4M6XvIT+3Xt4+KI9lMKQoaMnubu5JFmKRkmMDOu2DrH14EmOJn1oFsQ3pIz3Fbvi42kP+7E2tGMOan1cbkzSkSFxa4D5Rsi3inuJzuo3fciuu5vNYQ/75QSjoh8tzlLyj9FDP4b0+f74k6TAn9qX8gVtGzIe5vOVv+OfJvbzmfwAi2oCPe7qyX19CJG+ECWznFi3kV/8pf+15lknewb4j898CoC993ySXQ9Z7D18gEp7rQdSM5Pl8e27eXTnbh7dcTF/+ee/y02nMpwZXcepLZtxczmO7lgxXs2225QXazTLFZr5LJpSlIOzLpCKWdpgdMXjWhxTrtWoVBcptFqMJBXyzihJ6Uq+nnrMU2ff+GF63ICZch+nKiX2j27l8OAG3vjgV7HjLrBzTZsHN11Eb/uF9LYb9LQbWElMvZOl6LkIEmARLBvzPAv2mmxxt3kQVwTUhYsr43PE+dBlli1lU1c2V6oCF6V5HtfPUJdNWtKnhc+4nCcf7iDAIxIeqfBINQ9Ndhl1eWlbTTECV1pImcfSspypFKiQo+nYDJ75JlbUdRlOEQTCxFJZemKHHpWhqOfYHDh0hM8Xra4UUiyBglSBomuIe7v55HnH/GrSleyq5FwXa/40PfUqhXabTKeDHplERomZnkGMtMD4qMFsnyBVFiLNYCU2TmyhJzZnCsc4WnmCnD9Ewe+nHFZI7Tan8nPM6iVizcDxNcxF0DwPu1mn4Da5b8OlHFq3FS1zDOm5pM0BLEMSNAfpR7CxuZl+JP0I+pb2/UiyCEgrjAUj5BH0IKmR8hAx/RM7KCL4MCEDwG4kfUv1+xD0InmCmN/TZ8kaHQrSp2DWKMuUglIUUklRmfSkNj1Jjp54B5WoSCa1mdGq+CKmPJEhn2aQaHzfmh7NEvkljOCZRT6vnOsatO9PGjhpTK1cQ9cSSpGiHEoKsYG2vCxKWVHEa0B+abswvaZ5bgoLAMcd5rOkpDJCSy1IC6RhiAg0hHpuBqs/DTRkCz01MZSOgVzO6P1MdD7ZQioD5FKshJ5Trz5PiXMpJKGGoI6iiaKBQp/+zhnbPl/6fxuMKNYYQp0loSRGZhEF/I345eXj/Y2EueLKSmA1GDGyMXomouei+krzOkxvu4S77G8SOStdPTg2wczG7grntN3mUlJQMYmdobPpIqCJSCWyPUNS6IrplVLYM6eptGe4Zu9T1AqX04w2UuiMcsQTy/FS3P5B8u0pxtYNE60yJrs9meKaRzS+eunVDFZnodRL293KT7g5FIodxix91iy+8JkWKZJ0WQz6IuuJZV1urAT3RRs5mfbwFvtbaIQkmJxJC9wrXsqDahOdQCcc7oPB3einWszPKY6xwnQBtKkOU1OCKbr2L3gQWBX0Q030qTarQ8seTAY5mCwBGQ2oQE7FrFbYvOzE27iquY25JOLrZgOZxmT0AfZaDmeSi/hs8tc8Sp5WsNIn1248jmaPM1CLub61FSXX8figTzt3CcW5v6C/1SCSknpuGy8+tYGLj7Y4YV7EJy/q57GBbeydPcb1T66o0nzN4EDPJh7v28Zjg9tY+L697GsJ9iwE9BxvcP+Wq9k99hRznk0Sg4vJFEVm0zzV2OZP7/ob1rXmiXSdz7361SSGTnmxRq1SJuu69C4sUKrWSEIILZuwOEK1ci3jg70cUzZmlKWGxkwromZ2ON22mK4Jgv4EuotxQt3goY27MNIEz7DYN36YFx1Zqw4EcKKQqWIv04UKDSdPueNSzeeo5ooMBTovmKxzOj3FYjbPNzIF2pZNLZPHtRwuOXWMdWNT1JRDVc+zkC3QzmZJcibkdO4OFZc/VqMvHSJv2CSmwKBKPZPncMajnsmRyAIFr0M9k6O/WWPr9BwysdFih0ycRaQOMnJ4QNfoTSUbEsmIJtk9Ad/QQ+50WmTYQVEGtJSFq0wUgkEleGNisiAijqc+35ALzBATRANkRcDRaB1mbFFINTYY0/RmTi99zAqVdsEPQjIyN83mUycpli6iNHANppbBskpgwGeyBzleKGKpAuXUwtEkWSmoSGgmChkphlYJNmQakS7ZW2ypXsmW6pVr3sXmBtx09B4K7VmyfsDo1H3oaYiwi0ingnAqvPHYIY6aOXrCInn6sfQ8pnaBNAHnoY2rbL3KSF66Kurdbz2DNOk6DG4LR5AhmFKwxhr/GWgw6TnnWKQUxipmfPZ3ohSBgjDt7gMF6821Epk9WrE7N7ThQmxNKUW4VD8429Zym4og7Z7zU0WPLhg2JJGAQIIrFS2paMuYlyYWGgKB7AKRJZLpSp+1dGhL6AhBmCpcDVIpSCRcuyp7ezFdAkOrMEjC0n0BcdK9Z08oktwcVuUgvohxBTSlxoJhMm1lmbVK9Ls9fN9MgbausWhq1CyB2UmpWYIFW1A3JQQp8xnJvCOpZySdJIFEoQwJhuS9t194Efzdpv+3bUb++VreOv4GprS1njLZ5iYuf9XvUaPEu8W/LB+/9KTH6YGIWrZ7D/+hfhC5CsyM3z7MyHUz6E4XfY/86V4+ceUeklUWS5lTh5ChR3vH5cvHHDNh0j9KRa4YTRZqu8nG9zDd1+Ui1vQ4Zn0eR4u5ZGODe2cuIhsPIZ0XdlPBo5YBSaqaVAcfO8cAsm/mJu67qMa65jHs2EePcuTrO2kVjywnBgToTfNYSmdyVb8IUq5gP99Kd/KBsOvi/Enr9/msuJ4n0x0c0QbxvAuj6qTfJhnNUjhTxV+VDkSZXQOxp1NB+GzX5imEGe6Q3YlLJ2GTXGSrvkC/aBMj+VCwkivnYhrss46SArNpnrG0wnhSxl8V1D7L2vnyx7UnkYaPUlBVGU7Rw2lVRsWKl5tH8JXkdDBMLellUlPLGOm1x+/mxw5/hVOFIR7v28aB3q0sFNdzxly51mZZJUxtZrCJWds3JjEaKd6qST8TeXz8i/8Lja6rcioldSPL4coGjpU28GTPRo6XRog0g6FYcItn0pKKWS1lZmnzL+C9qAxBcG0/OGsn6kqrwcD8PPPZMo1CDjNKiAyN0Fkbka7opeycCnhk0CA2uxPXM5G+6JHmDFLz/Ixh34kTFFKNqXKF6bxDw3rmUOa3PL4IMsKJOmyZnyGVARl3FDOsnLf8vEwoKIFEsOgk6EA+EJjJyns4OJIwsNii5OlITLpWKquyqqKItRY7j3yS0Bhirr+CFYQIsoRmBSUcQrNEqlkMGYKrsivP6qcK+wKGHF+xFeiSUhJx6eQZDCuHdCpU45SHGm1sf5Fs2CCvfJqDV5GRAkeCs7TPqhhL19dk770Qqcgj7SySeoskQZsw9gniGE8pXDTawsYsDJGaedoyw3CmC2C8FEqaoEcX+KnCS8FXCj8FL1V4acINeeuc68VLZc6W9VOFv8Tg/RRiFH2aIEkCWsIjjBdJoogkijGCBhmvyYCwMMImsrNAnITIsI0ZNok1m2PbfhCUwgqb2LFL2NvPRqcH6TeoFnYSpl1gES4DjRRPhSSESOWTqoCDG9dRLTq4lqBjS1xLUmlH5F0PLXHpq06R8WuYYQs79Eikxsde8irqha46txgqLm4ktDTFddMus6JNXydABi1Sv4HoLGJ1mhTaTXqbDTYsNtHikL7tr0OrbEWFLgiJin1U6KLCFgQNUq+B8hZRUQdfE0zoTQqtFlYYkUiJa2f49Xf9KhP9gxTcNkW3RT1XoJHv8iM9jalEDQpJm+OZDee8m2ciJ/Iph01+aeoQb/7pX3j2Cs+Dvhdn5DnQtf98LW8ZfwPTTwMjg4Zk27X/xhF28nviD5ePv+iJKXrDQ3xq383cwld4Te0/KZdXrOnnD1Xo27Wy5LEf/FG+FqxMUEZ1BntuAiUE7Z0rTJTsDKrdvzy5OO4oudZm+vUDnHIOk7Q6mLVzE3oBWMW3s9O5l8fjF+KsCnA1s/4uwnQEJ15x0cu019PJnl6DwoUS58TCgK4wM9Y0zCThRO8w92+5mLadgTDFvrMbIEhJgUhX6ioJuqZIou4FBIp4OEu8KceloeDNYxG7p2c5XvkYv1j+GdKSyZbsDFP3ayRLos2NcpHLtHFKMgQhaSuTp+JB+qTLelnDOAvslMTpDPMF+jijrfTxDm3uHABiErNBq7FBLjIkWzwWj/BUMgR0Qc+AaDGRFtcAgwtRPm4x6p+mOXISs7mBft+mPxNQ1n2kgEhJPh5cSvS01ZlFzJAKGFYBw8Jng+5zmRqimBb5F/MRbo+2kQVeO/YA69oTVEoXc7i8nb/KrESQNRWUlGDuAgaRALpKGRABFdGkpLv0CBdbxAgUH+m5Fn9rCT2IERKiwjOvnLVOTJK5gPBUKUQnQbZCMh2PfNAhJxOO7th4Trmi51LuNKm4LY4OrOuOo/NQJvAod1rMFHsoeC5OGDFVPncFvXFhmmzgceXYIcqNAZSIcdrr0dO1z7MaoD9fWu0R8lxID5vcVM6TN9aOoY6EiYxgKqPxgrnz282sua5XAyOD1M9l9OeUVV2Q4J3dL4GGTqqoynlqhkGAjRFFZIIGiiaJbIPy0D0Nw7oCIVf6TCkFqoMMF9DDWUiqKNVCRk1SfGIRkYgUK44ZaLTZ1TaR5Y0ov0EYtpgsbuXI6NX4RpuhWkDOa5ISoMUukR4Ry4hdp55Ci9p0LJ3Zcg+zlQpz5QrVYplqsUwjVyA2MzTyBZwg4Lfe/1doSUSg6USmJNEVcSrobXQod4I1/dFy+pge3EHTVjSyOvWsTT3nYAU+iW6QGDb1XIF6Ps9E/xBlt8HNjz7IrlPH2XZ6/Fn7+57L99HTrFNqN8m7bTIdH+087tv/nZTqgiNv2UGQMUmVYIs3QV3meCC/h6dy29DDlDiGBbOIm83xw42vMRQsoKkEVIpKJWGq0SZDjRybc3286W2/8R29x+8ZsD4nUucwYsPssO7iuwCYY22CkFLzAJXU5a+n3k1heJ7pY+uYyd3Erou6RqM9O9aCGv/qj5B95JW4bnf1Zla7wKVa7GP1VCPc/m4GNJViT54kI68ECY32QbT5M2iAZu4mCc/NiBm6d+CrB5DWRcDGlTZbN7G+Joj0Ieq93UiAnVxX5GyERSKzG9NACYURlMk2N1Pv65abzZf55o5LcHUHI4mpZ1bpVVct8FcDEWdI59fVZxH+DP+3/TquLz3KzZvuwZgexj6wj8J0Px/s/Rqzzm5+xjuEU/hTembqXNPYzyf0F/BFdTPXyCNcHExBssjjzhVUqZATIS80jtArqkRCZ0PvQc6Mv42osR7dbPDT5oN8VGzkgOrGCziSdNVajgjZoRr0a1UG9TZy1XveZ0xwKunBxaSpbJpL4UB1EkZxOa3yywHGNBIGZYsR2WBj/RgFLSQpFFDBIFhBdztLaYIVuFycjHFMH6UvqTMcTLFFmYh+j0mzyt5Tr+v2HRDakjkFmzSHH7S6dgnBjizH2QFEjKYzvDAuEsgOFdmkF598VOJv1aYld9qUgvDpk13Q0StdysJDW/Ws2dShN6kwoAq8fNolNyWpuzH3ZE/xgRdeihVH9LYbxJ6iZTqsa3bY0Xbpd6c5Gmncae4k2lNGJAqr5VFw2/S1G2xzXXamgi2pQy85KmkOC5N/0QICCZvaCVvbCsurEiqPcprFFTp/HRzhyZEt5P0O5U6LvrbLJlexrQ1Dsc0iLQ4Z9y3f/8GhDdy9fS+lTmt5HI71doFkw8lx1amD9LfruE6bQruPRPOI9e6GiCnUd2EGFVIZgFDIxCZFoSFJBHiWoOFIGpmUtumx97SGEAGJ5iMNDzSfRPeIpE8+zXB9sIfQ0jhuw+2yTmg6pJpFwe9lqp1wcZCghYpOquikcNtlNlOVhJG5GTSRcHGSw4vbtJM2nahOO17ED+Z58dAbAZDOilWMK2LayqejOnRSFy+oEban6cSLuHGT2LoGzdjKZLEFepVE+vS026QyJNVjEgmdTIZWvoCSGr3tBjLtKl+N2gxa5yM0MyPEmiLVJSWvhTJMlG6Q6iZoWSCLPeWBF9DOD9DKl2nlirSzRTqZPK1sjraTw7UcXMshWgXGNo0fQUsTNFJSTcM3bDzrh3GdHJ6zkg38mehfb3kxW08fxs3kcZ0cbubslqfu9OBlsnQyGTwng287FwwIdj46BTy6vWsT8j/+/R+o53LMVXqo5UtsHh9j34kn2X3y5HL5a554jEauQD1fYHJ0gHq+SD2Xp1ossVCsUC0UcVwfXxo0cgX6Ts9SHl9A6orXnfkmrpOh3GhQz+QwvAgtiqmbOVpmlo7t0DCydIwMP6dshG4hzDzCyvEIp6hP7WfzwiyNXJ5GLt+ViORyNLN5Dth7CEWWTBoSlQwiU2ff+Bl+5ckjeFuuJnDyNIWkLXzuMq/nfj1F0xWJqeEWCmxdrGLFMZ6u0d86eYHe+u7T/+OSkWv48dM/wqxcCTa078rbcJyuyuKT/AifET+8fO4nvvFpMlJx/TUfQRiKQx/fxMLgDVx62X9SKJzfPe7okWv5T+sVFGdOs/eJbq6XD3//2ykANx99fE1Ze/IkRnORbSWLU+ENxJ3bAdCsy9Csywmb/3pO+75hsf+ifWyenSabWU+5tqL+CXXF9p4P8bDoxh8RqUauuY3GxmlUo2ts+ei6Pbz8oQICwezwPRzatpl7B3ajhCSj2rwu+BSW5fGv4me695h0yDwwT+hr7KzMUup1efXiPVxxep7FKI99+QTzG1YMORvVXo6d2sdIc5598hA75enlcx3l8JC4mIV0mB+Un13zXI+qizguNjCUTFPRptjFHJKuKcnXr9hM4JbRrWkiV6M+UeDvvbfTinNcPrCffQOPsbNyFF2mvOeOPyBOTd4SHkRaRebTlHViGiO9hj/GpILgWqWT6cRUvDHa8QnSeIHTzigV4dJn+KSVXtCehttVitZpo7lL6i3fJRIG43YvmZ4zjCwuYs6vrDqPj7Q5OtrmsoU3MdjazGxuDE+eIN86yZPbFVdWr0AjJU4FQjyzEZmvdISSrMNmTq70dUZCReoMeRvoVQV60jz2koRIKUWklvT6Z9shYr8+jqV0jmrTNJ7mfpkqWEhK2LFFb2LgBCZOJ+Xywig5zaAdnEa5J6jMN1DNKQhdnBv/x7KEL00C0uY0aTBFqE0RZCc50aOI8m2cfB1rsIGejeg5/gP0nnxNtw4pj+inSEkpqSzF1KGosoQHP8SfvXwbR4a3cqKwbfkeZZryusfuItQNZJoy1Dw3NLhUgnQJoF335DfpD6boZEvMVEY4ld+AKbqJ0VypE2rPPB2OJBUkgqbw8FLILV6Mlkgs1cLUXITuU48WiNrzkDZQSRNYq4dXgNJNUsNEGSapYVE0+6gYfbS0mLaR4MpwjXr3LJnzkyjDJNFNfCdHM1fEdbK0LYe2nenulzbXckjPw5yH6/MEmoFrOfjmyrKo0Glz2ZljdCwb13RwLRvXtOlYNp753O1PnivJJMHxOpieh+EHVNpVetpVsp0WRzfvZmzdtmdv5OmkFE4UkAkDnNBHT1NCTceOQpwowI5C+joRT41sJpaCmQtkmgYYaM0hRUoaS1pOjo514bLfDm1+4AkCaaGZCt1IwZRdtaadJ7LzdGwHV+/6zUXafy0a7HOl3779s7zrD37n2Qs+D/qeZOQ5kDqP+epZIALnSkZsIcnl5xCGIvY0gpqFdOZX0tICzWbPGmASBYqHd16ENbyJ0TNHmR7ZwOTQRiaB4do82+YnAbhEHWKs2bVmeCQpU+jcCYBhX0PHnOf+SzRufqAfIUyM7KsIGu8D4K5rXsr+3VdRO/wtcu0WtywJZ0Ir5IeLv07FGGci/hG0FHZ4IfsK/8A/51/FX+34MULNwAk0BF0w9uVLr+Z0oWsoerN/J7/y8Q+wbsc0j+6qsOXBA9RPdHWm163zuDr7LeTqAJtnx9g4+NOSb17TlQYVexZ4vftpRlKfVAgST/IkO3gwvooiuxl3DrAuN066KJalF1EqMZpV4prBQ34B2ME3tM1ktIiS6ZHOSE63LNJoy3I//xCfRgHrh6doGEU0kRI0DP7o2t9nJGjRtxDSVw2xg+4EP63uZNS7lqRzkGnXoNnR0UjP2nlSjlvYzga2GhcxpkLmaJNRPqPpGaJGm0O6y6l8h6kNPvVcRCaB0STmmKmBElQqBuuKGS47XgJg62SOLTMOW6b/DcvU2VywmRdFTJFnW82mHj8BaYKSGu7GXSAEjudzYHiGuWyVS5o7udjdyUBaoqwJMsUZouIpOvlTVPUaRnYRoQeUqlvoP/wOlOzgFw8Sxha5ub1Uxd9xR2ETP9LqWtqnpMSixfa4ia4dpswiB1WZilhkgAUGmUdFRSbDS/DsKaoDVRasNgeVy2dMm2lNUOzoZH2N8rYclx2fobUByqVbMe08aX4Shwbr8gGms8pgb/X3pyBydcacL3Ns6F72zPwyJll252JUMo3SJ8k0fgCpTJyL3srri7+AN6s4OHkFH1v/ZqrZEqmUfOqKFy63+fYDJ9jZ0DG8eQ7pXX/FdJWk6L5LrufC1C1nK4O8csinNnYi0KOE/bluLKLJ1S61Ehb7H6KQOlSFTyoUkdRo2Rm0cCOOMklMG1cELJjQyhZpZvM0M1mG6wvoaULbytCyu8AhlhovPfAgva5LJCQd3aZj2HRMh1qx0AUZl1y3BDwc4qcD5POQUGpN1GeAqdL5Ewg1Mznu3rH3gm3JNCEbhOR8n7zv0xN0qHiKYpDSYo5s6JENfO7fcjETpT4KYYQdetihR3Ypkmp360ZYteOQobREJc1zEh8djwSfWEridpOxVde2onC5rhP6ZKKlfbgCPDJhF2xklI6tTOxUx0pAj2NUHHGaaUQcIeOIlx49ww3ODfztVo97eiAXRih3FulWefziawCYzfef0wciVRTDiFKQUAoVpSChEIQsuqeYy9pkvTaO3+G+fS9aVSfF8TuEhomSkmTpvZ285tJnfX9r+j9JyPgutt8h43dwfBfH7yDThERq2IGP47t847q1AQqtwMP2PZygQyZ0ycQu2bhNbBks5PvIJW2yqkVetQlF/Xnd03eSnhcYufXWW/n0pz/N4cOHcRyH6667jve+973s2LHjGet94hOf4Ld/+7cZGxtj27ZtvPe97+UVr3jFM9b5byEBq517HWdtOObpdGSNWmLXrrtI4m6XtaczgMCzsqhVeum52S04TgvD6K6GTvd0B3RgOXzgh7u5brZ0TjMQrpWkvFLcwScH9zI7Y1JoddU50tjBopPwTz/4Y4DGSw68CSEE61/0mxz9VFeXboddd+T9O7vB1DTHY/OZCX5e/w3GBk1c0+YdEx/uKsCz8L7BDdzuTfGe43/PTG4D/zK64gZWGfsnxJYf481TD7E9ez+7N53hkdOjHHl8lHQV4BrkBFLAaYboZZEMa3W3VpiSb0W08t1V+fj6DOPrHISC4w+8iDgyCPVF4uqn0Y8ZRBcv8sVtu5ga34FdP0NzwiBM1w5NPzHwE4PF8MKrEwG07y/RciocDCwiX+eSyhSXD0yiVNe9c8rLc6Jd4UQ7SzU4AUsKM40UTbcoZnezzdlEJKpgPELZeYDr5WlMIhwRLHvz1KTkUcvic24v440cvplgtE1uqdoMVS20VACCnOHhxVY3pXmicbJ/bTQMlzaE7aX3nWKXPcTJFS+tq+IQp8fFmz1IszFNR5eoH3qMVjbBcWMWfZ0vKJPTi5LpyGEoOsPrd/wKm/slaSTwqjblE1dyJm6TqX2Lh8Ui27PjDI4cgHyCZ9oUJjfSThwcq8rR/BgTtiDJgGb7VJIFnIaJrFtUGjanF0pc0zTItUzkUmIke12bwetMgpqFP+Pi12KiWplWWuFkxWfL604xW7NYqNq0aiZpw0RvmpgtEyNeGVen+QAA5e11NDNFeYKhsMJu/eUAXPLEXxCmHtdoWd52Gv7HZRF3DhhrchP98+4uQP2dR/NcNZ0Sxi47nN2clHM8bBzvXkhBDpt86pBNTUCwaBjMm5KmltIWEbNZk4VCHi1OeOUdn8BctFgc3EjLySDz61nMWqi0Q8vO0rIzNO0MLTvznCUIs8VzbWEAPrnvRdiBh29d2INlNTlBh0q7Sb+vo3dyFDopBTel6KUUOil5L0UoaDqSek4y3qfTG7RxOjqZjkbBSzEjxUdvzOPZgpKXUvEVPX5KX6CohAH9vmJdCP0JZNDQhQ7klrYuTQubedmkJTyMY0+cc59aCnakMKMYTVosOAkIwYysM0MVkQREcYSIEkQccfHCaTYcewIzCsm1mxhKUBm4AktaxImLSDqQeqg4wEhC4iggjEPCOCZMY6I0xFXJGmP11T06xSwfKh3HHh/hJRNLk7xSbA17ualziKMlC9NrY/ttsp02pY7HQDtCejXCtEOQdAgSD8X5bUaueuxuWrkSju9iB/5yXCAFPL77Kh667CbM0F8BFV4XWGSW9o7fIeO7yDRBj2MyvosRBehmimYnqESAqdAcgcikyEyKdGJEOeaFY/9JI1MkrzcoGA0cI8TKJtiFZ1eCPFG57lnLfLfoealpXvayl/GGN7yBK6+8kjiO+Y3f+A2eeuopDh48SDZ7fh3gfffdx0033cStt97Kq171Kj784Q/z3ve+l0cffZSLL774OV33uxeB9WreNP7DLMiuNGRg8Bjbtz+wfP4dyb/R1rsf3DvVX3I99yyfm7h3gIUDFe590Q/y7m2/v9LoN36bR3KPc9neL6FpMX/Pz3GveAFCpezmSU6wjf89/idMauv4cOn17Bs/zJA3xnvij/GbwRvZdbj7IYf2APdc/1Ye3bbywQPoKuIyHuGSjz9Eb22OO65/OY8srfZEmvB9d3+OPYcfobDNo3ncpjjo8srtB5kydW7NFDkS6cgUfvTJDYSRzmcvc3n1wTfT567NzSCNOtT+nk7UZdbrnDoTXhGF4NJ941zJNEW361wbIzmhNvAVaw87w0m+j28BcGq9w8mNK+MiCSXxw1lOjvcRtNYa6Dl9Ht78ynQhMorTlXVU3WG2t8bJxLPL5y4pTdObCxg1Fjls3sBjEy/Air6Oe4G03tsKC0x4JbxoLcARKIazTbZmq2zOLVKxPOZVP4EQDDN7XgPGMNWYcAskSmBpCYZMuHduI3O2zehwjQ2FGv2BR7kV0YosPnTqMqSdEPs6IJBail32sYoRQcvAKkRkBz2ygx3scoCQ0JrKcOLzF7aGlyKlYPjc0DvG5mKVJ2yLn+vtx2nb9DRMehsmW5s6tK3zp0AGzHyI0BTbXjuGbqUccSV9rgF1G69q4S3YeIsWif9dFp4qRSaKECrCtc4/h7xi9KfIG2u9ZnzZoGHMcazUQDVn+EphJ1++bO2q/pUPf5it1QcoZ/dS5kYOWQE1PaWhKWazJnO5LLViiY7zzLEmuveZwnPwXgEw4wg7CtGUQqJhpNDvRQx5KabSuG/AYaDdYcSDdb7GkC+4v8/gjsG1HkVWHNPrBfR7KcO+oMf1qc7cS7a9SK8b0B+kFMiQ0fOkKuFYcho9ECg9R6tvH22riSfnkaLFpnYfw50RbJmQ0StkjD5sKbBkii3BUIow6dBJWnhxCy9pL+9TldJjDxOlPl7cRhMGu4rXEKkAN27QDBdox3XcuIkXt3G1kFglqCRGNzR0q43huOiZGCMTo2cSDCdGz8YYToKeidDtBCHgxBfX0ZrIXaBnV5FQaFaCbifoToJux93fdoJmJ+jW0t6OEZpi6oEBOvM2WlZhWiG6E6NZCe2pLF5YQsQxIokQ34bVgpIaaknaoaREaTqpppEYksgQhIYiFhGleZfQFERGCtkIlQu7mxPgGRGpFWOYKbaZUkwFOU1RVGAZKbaRYhuK74S2ppNAJxV0lMA9+zsVuCn0nXohv/pL7/uvX2QV/bd408zPz9Pf389dd93FTTfddN4yP/IjP4LrunzhC19YPnbNNddw2WWX8b73PbeH/m6CkdecfvVydMjh4UNs2dplpCEGbxUfBeB96ifIszZ9+JFPbWQuHuKha1/NL69fsT4+8eQH+dfhGr8s/4hKeZr/4K3c07mZN2X+jZu5k3uaN7L9xAHmD/Vx65v+CICrg3t40LqRGx/8Ktc81jWGfd8b30UrVwZpI1SKetpE+IrbP8HupRXI3/zEr+M5Wd7/6K9y8KEVA7KOGZNJJWKgw227F6npimJb56bHe+lpdsHAPXsW2Lv4c/S6Q2vaV0oR1P+imzVQCfZcPsbpiR7qc3leMXyYXcV5Yk1wrK/Ep8T13Dd2KYfSXVwkx3m7/iWOqfUUhloMb3mC6VNDOHMtqsdKpFF3FaKZCeWiy8L8qvcpFZ3eLJad4weMJxmSp/jczPcz79WJ4oCsHvAz29ZGCGyqAvvFBjZ443x87FJMGbM1XyWrhzxcPTf5laHF9Ay2yGxxyWxyufRknWpTcVcmw6Su8YuLdSoq5RkcVs5LoSEwo3MrzedNLJWQLBooJXByAfddUyZBMBUJTngax5sGQaDx/a7B0J4a04EgPOkQPDSMZUSYJOxy5jnW6mXGXzv+LyrMMt0pUovPvyK3rBCnJyAWAs1QNMbWMl7djDFyMX7dQqXnznQCQc4uYA8vYA0tIPQUwxA4tonjbuHQgTnsUkC+RyDOlLFPFRjNP0jeifhifTvBUnRIPU0p5RT5Xo1MIcA4NE/+QEomjNGdHhCSiR6Lw9sSGiNtLDvFMAW29EkP9bPdv5yMF1MM4I49Y9y7/RD9hmK9NBnSBGU9ILQsHuYa/kX87PL9Z1UdV5Se9f0ZYQsjWiCRAaQ1tHgOL/8ylFwBzZrysZM5QpGFpMMA81xkzFBO58iFC2yyZ+hnDjv1kCJFCChO3Ex+5kqUTMgtnF8sn+gdIrvKmUKbk3nF+oVhRhslcvHavD2pDPCtOdrGaUJrATJtQmuB2FkktRt0pkpM3zeMkJDLG6RmhzDxEXaHcilHxl+PP1PEi9v4iYuftElJSVRIarcwsjFGNlrax6gUZh/rRa2SXkk97YKKbIyejTCd7m9j6RhCISToTveY1J8/ezl+PA+eRj6bgp5gia5gV+rpGsDxX0yqu0ydeYsk1Dj11VFQILIxKpdAPoJsiG0LcqZJKiVSV2iOj2b7mGbEnOfw1akRTNPHMH00w8PUY7ICshqYRoespshpipxUZKUiI3ne4fvPR3FkkwZZkjBHixgVZEnDPPgl8AuooEgS5EnCLEmQRYUZ4igLSmN3pokUAcesGWoiREsd9NRi/YjP9//8z/3Xb24V/bfYjDQaXbVGpXJ+X3+A+++/n1/6pbUpiV/60pdy2223XbBOEAQEwYrov9lsXrDsf5WSVWoaTe+u9H0s/oF3A2CqgNzTgEgaCbxFmw/8+Dt5+cGHeXT+lQwNH+GfjXdweE835HRFdd1fX6a+gPVki5uv7tqAXG3dz5EnNpMEkv75Keb6hnnQvAGAJ3dewbaZr3Hvlip2/VexGgaLQ3/COxqf5NTYMF++/NWMcoZJRrDjlZRR7zz2l+xrTjMhM3SsGCfQeGpTg6FFh0xDR03m6C0HbJew/UAZLVmZXG7c34sybyfJ/AhzhdOMZ+/g8mNl0vhssKfuV7P/0Y1oSwZ1bmpwatjhKaOHpw7sIp6KuSW5m6vsRzD3RuyfzZI06hS8WeZOl2mNmbTpiqWtYsglA5NcrU0RRTr/sHgNsaXR6ilyU/kINyf3sb++js9Wt6LcAQRdiYguEnJOzBG3hwN5xd15i0to8xK3gzKO8f4eh1MbjvFb1Spbkggv0XkgLXK0L2RdU2NPO+WantP0Oy6zFZ0v9+W5d17jj/J9LOZXdHGbopi3Lxn3pkC1bHImLjBzvMIrBo52x4chqZcMcm5MrtON2OklgocdiyN5iycyFuOxxh4/4HcXFomB2Ep50jJ51M7x8DGNx0ybJVyGIxSRlfCnVoo+niXWFOTh+02FTHV6ZUI1zLKzOEeQ6LiRSYhOIhTfCnpw4m6MyYwmKNktRpxFRuwWRadNYCcMxwknrWv5Zn6akl6lr6NRWyyz4OeIQ514UUfqKfl+j0opIZMvY/XEyFKdNFtF6WslTuYhQZJXxFvn2bZ91Yk9E/QfejO+7tPOj3NRZQxtYQSRjYlzc6jVUYWvB/tMjqZtEzvzpFaE1BW7zsdhdp4iu5AjzMww7SywSyhWIvKshL6ziHghXydQFh8Ub+uO1SUgUlAN+pgli0uFKv3MMMAsLXeeh066FFsRBU8n5xrkOzr5jo7kCc4MbUKLXMaLTXqaLtm0QUYqKnWLrATN6a7yjVyMXfYxN/mEgY63aJFGkmTL3TRGu955ml/CaWwhturEZp1Yd1FagFhlNLsRYAOceGoHqd1AZDz0TIBmx2j2hV2DBZAt1tm48cwzMOoncJ+odN91NqaSjTEyEXrmwox98PIqc/MWtp3g2AmG8fzBhZ9AMxE0U0E70gkCE9Fy8CIHPyoQhhWGcj77lhYaW7e2nqXFFUqCDHGQx0t00iBP6hfAL5KGeZIgh2a16N/zmZXykUUQOpDqZPJdO6BMX5fX7Hnr0ef9bAU7YGu5/rzrrb53lViAIglyJGGOJMgRBzmSpWdY3sIu8FCJCSJdY6v4fOlAZwkUuH1r1FdDl57rsfnfRd82GEnTlPe85z1cf/31z6humZmZYWBgrSHowMAAMzMXznZ566238ru/+7vf7q09L0pX6fwMvTsoP8qP8ZDo6s5KSZ2nOzd0Fmyme0bx7QxHh0YZOFrj+LFrOXbDimi9Sg89VElSgxcVvr583LRixNKyO7Bssov/gd25n9rg73G9/898fu9KvwgVcUvr7+HAbkYE/Gz6V9wg7+bgyUtpeStp4zOHazyyWMQ3Uz5+ywQ7zuTYe7SEHa7c+PVPreioJ3s9jFjQX19K6h7OsX/wVowELjuUI+XsZCDQ9AxJ3NW8JkqCcLin9kOob0yikllM/OXoHHk/gAezWGkXpLpkaFsRR7fXyHs6uxsmB+VucrUMh61dvDF3L+/Zei9t4RCFii+d2cNfNl+AkURAiAAaVgm9qHNbZTdu6RhWvo0yukDsdsr8ZWVtgPCfii9hn7vAQ2VBdWvXmvchBd43h6mVbO7I9XEgr4i9Ve+dFZb2fyslLh5R+CWDQJOcCiSHfY250TbVQh+jekqqCcIYzpyWzOopj1kmx7PaWkNBA04YBl/MZQnXzPSKiqbYY8VsNxO2GyllW9FK4PemnWWAAvDZG7uA1klTvnJmioaUzOZtTmUFp3Iwl49JJbxrwud1XoOJLByyTL5mGcznDMj2MGIq9oYBLz38AFsWFKkJ7bLGmY11Jq0sRjlCZBMSh1VB8iZQrE0SpsUpid6d/MJdKwxJDwV6ZOFnu+9kbtcH17yPeHhs+bdIFRkvwV0KDja/bi3IB4FMFJafoiKBX1qZbN3elZDsSSgJGiZ+3SRsmgR1k57QJy0n2Ls63ODfiZH6RL5OpVVl6+gJzE5A0DQJmiZxR2fDi5bi72Th+iELfXOCmY2pHc9z9ME+ktE2aaXK+uJJrHzExZmYgpVSMlLMZ+EBRjbBqZyrMkzsOm37kac98VI/eRqalSxrgpyLz83oe/bZI1cnbOvErk7sS/xQZ/1VXcaqO0uZsZeGd5AIIlenWOqO8P5Lz/U2AkgUNBJBIxHUE8HezMrb7+9baxMWJtCOJJ1YMK8EtVTQiU1UmMFKHNKgQNopQ6cH6Q7i+D3kwgJOVMBWOmdleE9fI5+ZuZq+iz9LGtnEfoHYLxL7BdIog1KSMDJwU0k7hYZKwC+yrr77vM8DEEqfUPdonLoBoUUkQb7LyJfIrpzCKkxR2vINnJ6x5eNpZBEH+a5UIcgT+3mS2CKVEfiVLljwCwxc/mGMJTtDlWjEYW65zlkAES//zq/6nycJM6B0BAmG1l4GFobwMYWHRoSGRla2sEUNW47jyCZ2poUtW9iyiS1bzEdbqMWjWLKFLc6eW9qW/gsUtWQEU3SYDC/h4fYPo4sQW7awRHtVnTbV+nNQWX6X6NsGI+9617t46qmnuPfee7+T9wPAr//6r6+RpjSbTdatO1fk/p2g1Zb2cdwdqAdYyUdQTuo8LXgm7qzDxPBGAHqtRS41jvGrl7+TRFsp+HVeyo/wYSpBDX2Hv6Z+3yWL3DHroLV+DzPpGrLecOov2S/O8PS4WzPzVbYowa4t9zEkjwFQEKeoGxtI8ymyJfEXbQTghBo7x/NcdaiMVIJqISDSFIO1FRG+NWSz3oowD6d4qyT7u06v1dNKfQN65hZUWidxvwJqyRRMeaTBSvjwVEg0bRgVTwAxpGuNgHOBgVCCB3fV2PrVdWzhOFVgwSjwMfMmNrdP8NjiCEmSoIQi0j0ileOp0kYOr4uIBx6E1EKaj2DSNQCzI4lvrICJNMqjJTrKrjFfXOBLRVhtmKwEfPGGKb5IhmUWG+Yo1AbZMq2xc8bn8IjksUu6idH+PC2QTmucUhCuwhG1SHBFEnEoMjipSWJDwCo7xFQWSPRRslofsfcN1pkpW62U7XaCnwpSdHYaAc55go3mNfj9vMe2gw3+uVTgS7kV+wlPSm7acNbwdYVJSBQjhuLRHTrjWpmyrhgxU27SFVKsTr6mcfd1PWgNkyQfLkfz0giWoHj3IdtLK9i5WDIVSZx2TCZMOSZ09gubndmUHXaK8BJurnYYiyXHpMHFQZ1do4J2TifbSbA6CQ0p0QzodWOynYSsG2P7KSg4NpjH7wHbT8n4CY6XYEaKU/VetHbCw9WNzMU2bilg5PIqnp4yFwsmgHE9IVc3aGUSanbM7qkMvW2d0Migz0k27h9EU5JepjBljON4jI9LJkoGiRkyH1jUyj6FJ4v87CXdsZrpXWG25a0trn4eK3M/EnQ8ncDVoW0wtG1JqhYLwrZB2DLQrQQ9ExO2uv/DtkHUNvDbOm4kkQsOadxVAay7eQYjlxB6WUK3QCsOOKPVOC1hRsKiFRPqS68sG3dDChPSM2UzaKQ0Ekk96er/c0BJS+lPEy5NBSMZxfFYo5FI/MBG93OYfgnD68H0+tCtNmr9N6kEGmqshlGSmJHFXFhgMSiTb2ex2hWSYJAk7oO0RCHJY6ncOcnanokEMZbWQpMekaEhc9MUXZe+9hSDD+XJyDqOnMKRdR61LL6eKZCRDbBDimnKliSlJ0nosRJifQ8q7Kcoml1mLZt0DJdPlBS6iBhKUkpxgtXZhfBHyShFhTp5Wacd9/DExKuJJl+DXjyNrTyc2Cer2jiysdTeFIZskBMuQijmo0086r4OXdSwbr8eKztHJvFw0jYZ2cKWMzjyKIKU+1pvIVEGtmzgyDPLAMLJNnDyXUBhLbV7IQqUgUZCjEaETrL08RrE2IT068efk7qqLMYxREJJn2F35msXLPeV5E3P+T1+p+nbAiPvfve7+cIXvsDdd9/N6Oj5cmWu0ODgILOzs2uOzc7OMjg4eME6lmVhWc8egfA7QZqSy/78+pI4urkKs5eS2jl1OnMOZ5YiTb6w9hBPeVladhaReijp8LaP/iUDlyzARWBmzs3gyUCHB3s9tFVLz0NWNwJgTzPDy8pZPpR0I67O2wtccsVnKWVXJsiZfpeJg49iZCWbWmuN/q452FWZBUaCFkuK7bVIKqp5LMh+Knb3uRIk2hJLylkhD++URGo3V515JQCHB4+QC15I//Rx0vDwUis6mrUH3b4SIbOk8TRh6yOARLMuQ7evoOH9I/YSJ99xOkfW01CsrAR7o0WqJyVVOYCept1kVkow3utx5+YSZv6rpOJsTlAXleqo1k5e3vYZa17Lo3IdGB1UYqPiAnphP87IR1FKYtY34ravIOhcjDP6b+jZbiCfxBshbu8kbe3gZeP7mbf6OWUP8fBoD55mk1O/iRCKQ8FSnwnIozCFTlUlTCQaE2icDe6aQaeclojdrWypvYLtcpHh7GG0wYNkR2JsuTp7Tre3AUih0I4oNSJKzZhjm7J4GQ27CPqwwY+dNsm1e5mPt/BQ7zgdewZbKDYbMbtFwqiU9FoadjZEu4BxS+wV8OvryQ2teOYkxe747iQw6ztU3QInZBPPKxDX15Gtb0BzjnLfwImlGsaaGWK/J9m/NJw/nl0R7t6Whx+aazG9qHPKcJjSNVQqMDzFrx2BudSiJiRVTaOtDNQYyDE4M+jy2qDBpaLNKUNnbCBgbFTnlD7NrPG0qclQZH2NQsMh4+oMThsUXYOCq5P1dOTTIq1O9iR4VkzeM7DrNn0LEifU2AQ8sr1GtRhy2/4SG+yEqGkSuwbX3bwilYw9jaBlEDZNfE+jrUy8Wo543kSrpSBBxQKedt3ZbwyjWwmxp3X7T+ap5pu4TkqqOQhZQBcVLNVPJh4gF/dg5m2UShFCMntumiC+dNWvEmlrpRPZWCeT2FhxFiPJkYuyXDwwQSV1yIRlzKCIrkCLIXVLRG6FwC/TH5QpxkXOWWEtUebELeS0KpNJhU5aIl01ADrnrbESqdaRDTJykayskdUWyZzdixqJFjCknSEjG0jicxnoBRbkN8ZwY3Mt/0iUIMQgEDqBeZSGOUVHWWxXp5bL/EodIqVRpUBVVaiqkHmjypgqUlUj2PQSSIOpwnHKos1OzlAny6Tex5xaT03lqKoCpcRlpxgj0RULaZmGKNPMlGimJv9q3spF8vSFupIXFP/rhqCW6M4hOik2T59PVqibhDJHjTw1ladGjpfKb+GI7jdviGS575pkaZKjRY6WylEnR09aAFXAKF/1X77nb5eeFxhRSvFzP/dzfOYzn+Eb3/gGmzZtetY61157Lbfffjvvec97lo997Wtf49prr71wpf8mUsBAWlzOTXMWjLTFChgpJ41z6rmzDpM3d1UyL1x8kA/OXIrT/Aq5eldEfd9uk1vStb7833rsWvbt7aZeP5EBzrP4MiLJnqmfpDy5hWj4XzGLT/CjlZBStssBjnsGW50IXcB9exZZP+PQ27DYv7XB9U+uLNEjLWVC38KWzti51wgTXtf7CE3H5ohYj9dMCSKDh8r7OOls4IZjD5BuXeRbo19mvPwU87kzXDb5IoaqewnELBO9NU6MuLzq2AsAmCge4VujX6ZlNvixx1ZUa3FuL3FzP3qckgl0tk90Z5skvwtXjZPptNFTIJXEMkVPu1PalqkshzYeo4pCpBCHQ4SL1xO3LobU5jNpzKbOGBelpzmc37GczC+/sI66/8uoqAiqK16yCPCnfxDdHif2NqPis1EuFPdvzNIM80SpSc5oo8WKYO4VWL1fJ/FHEN5GsuEgU42LkfYkmQ3vo7e1kVJjD4X2RqygjNN/gpfu+xcs7TSp+gaaXOvm50YZxprr2N1zhCcXdjK1uJlgfju12kakeYR/tP6IBlna3gjavi4jPLUhw7car8Wububi4hmGsnXWlaoMOo1VRm8p0LUfSMIMfn0dcadM0BwiqK/Dr69H6AF2eYw7FzZxSc9RcrVt+LX1+PX1BF4BTRnkgKebVFriOt6s3sG/FguUQ0gXi6hqgVLbwIwkt900hQJG5h1ynsn+rTUQ8IlCHplCvqOzrmpQbHfBwmNtg6yvYcaS9cla/causSL3bc3wd9saXZ6uwIokhbbBVlen4hr0dnQKro7lGojkwvqRSEsJ9ZTsUvqFkarGhbjEFUfXqvbMpe3JsTxGJsZvmbS1Ajn/6WqkLuNVSJSykFoRIQsIeXbvADpC5rGKBRA2QghGgKd5v59DvuHSMWtERoPEaCFkh+G5FwPwkw/9CYOFz9GjT+HFZUhtZJrjdLKFKMkjUps0zcDRbs7h5yLXESRkZJ2stkhWVjkVdGNrdNIeOulqt+MUKTyU9JDSZbt+dBlsGKJJqEW4QlEXGvMUmFQl5ikxp0rMqSHmVJkqBZJU41J1nLfoX6GlMvy4vnZ13lQZ5lWRBYrMqyLzqsSCKjJPsbtf+l+lQMh5RIvARjHNAHUWKLCgijTJrAq78O1bjD4abed8OOAnwv/JK7QH8LFwlYVFTBubLHk0lcdXeTrkCDH5If3f2SDGqJOlobLUyLKgsiwu/ZcofAx+Sf8k/aJGfQkkLKo8dfLUVK67rQIbi3qRml6g7tlE0kRpAnQBhiDVJWbV5xJxklQK6iJPXeRp6lmUqaMMAaZEGd2tD8GiLflRp86Lzn3U/xZ6Xt4073znO/nwhz/MZz/72TWxRYrFIo7TXSn9+I//OCMjI9x6661A17X35ptv5o//+I955StfyUc/+lH+6I/+6P8vXHuv/per6bN+B8OrcunkCXZddCe9vRO8SXxqucwb6h/j1cWPr6n3+D/s4v/8zB8A8LYP/l80Qm67af+aMq8uhtxS6DKM6VBy9SM1moNl6ptSHmxrfKRmQaqBXBGP5I+/hFz0Ek6SktqTvOGyP1tu43OLOTqEvKES8pSn8c8LFnYg6WmYvGnhVcxOnkJFi0gJrb05Pj37Sn5i4iPLbU9ZA1yjHeaVI4fJ6CuGcH6s8cb59yAFXFl/BF0l+GbCJ18wRaynmInJa6Y3ENunuaPs8eZmk5cvCj7i/yKmPc79o1/niNX90DcuXszLjvzUcttpPEXY6nokKWEg1NovupGNOLK+TaEccMuMx+TJLriNpSBBo63l+fDIj3C1+SSjpTHUZErf1ALmUjtPlV7MFZX9pJv383HLwz3zBmqtvVxfPsTVG+5ia+UY49UNaI+8BjH0VXqHpzjj97O+d4J8tqt2agY5ClabVpDlthOv4JLeQ2QMj79/4q0kfoGNscbGSLIxFhSz82QHDpEdOESm/wiauXatGAZZnqpv4cjiVharmyFy6I91Sl6BniBDZpXB2ZSWclqPGEp0hmLJwLbbGdj7sfMN05X22z1Ebh9BYxR/cSPe4kaidj81qZjRUoRRZ2PpIMf0fkZ37OLRCZ8T9TZB4cu8YOYaLmmsBIlTKkClHiqtEacejcwm+pdyG+VLXyMkj5n1KWy6DXfapnasSJroJKEgDVeew7dSmpmQgqdjBRriAq7E0A0y6DmSVBjkOis2FYv5lMgwKbZS7OjCuT6kSCkZPmWzQ9H28UYEGWVjJyXmwkH2q3U4dQ3ZnERQQsgyQhbYkL2PmlnG8D1mq7OAwNAdhCySij6ULICw2Jl9lEQM4KsR2mqQRqiR+I+AMJ8GOgrLOV10AvL6LAVtjkVrkQVnkaKcY0DOoFp7Od38IQQxmmyhNJdUemT0JprWItEatO1Z+lhgQ9pkgCZ91MiJrlr3y7X/wYngucd90AjJalVysooUCQqBJRso2SGQER2ZUhOSOWHiyZRrtQPMqApzqkQjHkYG61jULGYMh6pj0nEjOgLOOlkpCQN6nYLuMWtVqFlFVNZAORo4OtpYG23e7zI4S6IsDYwYYYagexgyoBxlSG1oqjzbjp+gqRwW9QKJrmPKmMQwEUpDUwmx343/U4otSolExAlPnlXPKoUOGEpgKXBSQUcqGufBn5ZSmEKQmhqpECgNpCZRpiTJ6ERZjdCWJI6OCFKMI0sLUFMiDInUJUJf2hsSN6+hLK3L0A26HodL63rZjrHnA9LTLaQpEbaGNCDJGgRSorsxYuJpkY4NgcrqKFtDWTpodPtOE2BqS4BBgC67x6Q4vzuOUl27r6ez9OfhdvSCqM1Hv++G51z+udB3xbVXXOCh3v/+9/OWt7wFgBe84AVs3LiRD3zgA8vnP/GJT/Bbv/Vby0HP/uRP/uR5BT37boGRyz70ZmaGfwWAn7nrNvbs+QrF0twaMPLu+t9wbfHONfV+c+KPGVu3jULH5R3/fisTvQlfv2piTZkdVsLP9neXQ++dsZmOJO/VYqzh7iT8jgd/mrhxEVbxAczhz7G7uZ4f2jLFHWdu5GvjL+S3Ln0/I31dy+YPVU0e7ui8NKPx8p4WY4HkS0f7uOHRElduvIoheRHhoYeZfdlDRCMTaKkiNQQLU2UO3rGNktvgxv4x9vVMnrcf/uLQ9csSBkcLubF/jNFMk68l13CJcYJdetezZrWaZVaWGUhrPGGZvHl4EEMpXqH5bJ36UdxTKxEx03gKIXNE3n2k4UEApLGVQxuq7Oh5hLe0p+lJuxPMB8cuZdbrvl8hFYX1LSq7WhRGmwgJnTmbk18ZxSpElLY0KW1uYqwytEsTQexpzD7Ww7obu6LdyJekgYaRfX5uhscefSOcuYJM/yGyg4fI9h/CyK41/kvCDJ25Hbhz22hPl/EWApJ4AuIZpD6KZl+FSuto5k6EMIhR6AiUCgDznO+psPFehq/6t+59d2y8qo03nyVsvwx3cTsLfoCbTqPiWbSkTjZpcjKzmbt6rkUhlty/V78lQClySZvBYIFd3iJ2NE8+nicbr131Z8yQQOwljRdQSZWzkpfnS6ku6RSztO0cnmmiWw6zagBPK+EZZdzEpu7F7G48xVULD5y3jbzuUzY9ypZHyQgwdRshK4RigFYyTCMZohEP0Up7eX7p7ECpGNAuOJc9nSQReW2egtYFHHltjoI2S16bI6fNoQuXcYY4qYZwlUModNqphS0iSqLNgGqxTk4zKBbX5Ed6NlpUOabSXg77L2S29RogRkiXUAaYWoO9+n6kbBHIiJZIqUnJHBmmRYUZtbRRJrAMbDuiZvcuMTsJQpA6Gpqjk1MKp+WTw8fQfU6bh1DMY0QtHC/CaWawlUOzcjFOEpHzbRq5PiQmplgg55lUWhrFlkGpbSJTiHXJfF4j1iHjx2SCkLwnyfmgrwLkMQoNLpjMMJbg2pK2LWjbkpaTUMsm5DoWVx8PkAgiDdq2pGMJ2rbgTEbgWZLYkoSWJLAkHVvgWhLfEF3nQME5UWm/E2QE8yiRkmhZlHb+WCnZYJo0lRhxntDQCEzjeeXT+S+TUggFWqrQ0hQ9idGTiEgTyDTmjaWI37vhJd/RS34va+9zoEs/8nZmB7suvD9z123svfwL5HK1NWDkDzu/xkbn+PL/+tggP7/+r0g0jZsf/BpXPXYXD1y0yOGNTxeOKoYMRSsRtJeWFq9zfG7u7TLeL46/mC0bJvkj/jdvODPNK9a957z3+Pm6we0tAwH88UCKZXZXTWff2tlPSmvpJLkIPVHES+ndm41e4oMpNzanGHS6zOfx2iCn2hXWl9pcke+CjKfqA9xe38QV62a5ktNYq41ZVlEiBNrThkudPB81rmSGjdxwzedx22X841upnngTKu1GS00yR3i8904uWVzAaP4CQuYp66dZbz7GSf8arMwTfNnM8Yudf+OhZJjhixbR1gfLngHPl9pTGYxSgpVZKxuPOhrN0wVaZzaQHRpHM1M6c9cweOXdaEaAV91Mpu/4BVrt5mppJ4Jaw6D9+ItJJ/sIoklkPIPkme/VH9yM5tbRPBcZB2j2TirFIUo8hh2P0/RTZrws5BVxoJ0bbEzCBYI9kiDxNZsPj/wI2cSlL1igL5pnMJqlN6iiJ99ePwIgbKTWi1jaur97UGmL2HsQIbtAQWgVpFbhmGVyRhf0JJJyKpjVA8YyNVxlkiLoKHM5o/KIN8l29zgtLUdHL6G0MpYosp0Ol6kF3KSfMKnwTIBDigAp60itgaUt4OhVpFYjr81yu/cDbPSG0KSHEN2xYMoWWX2BsjbFgHaaIe0UB7yXsRhvWAYZhVWAIytrz2hg+O2QrwwmVS/TqsIUvUzKXqaMPiatAaajCjPNPB52l3FaGsLSSGwN5WgIGxyrg2M2yFoN4lmd1DUpZBJ6s5J+RzEoHkTYOosyRzVJsdOYaysCzRpmYWEB1x0hqwtMXeCkFp1Oh8pQhfxQnslTC0weaDIdT9M0GjT1Kg1tDtdYJJUpQ80tfP+Bn7/gs6UkeEabjtnEM1p0jCYds4WhS7ZMX4Ud5emYgrYNi7mQWjakkUloOdC2BZ5l4FkZIt0m0Z85mq1IfZR85jLPmZTCjH302EOL28i0SahbJJqOUgEybCLCFkJbRKONSNukWh9u6fUgzq82QqWIpI2MWyT2yLNcP0GkLjJtdeskLUQUIsIEIoXmL0KUIpIIPX8ATc4jUpfQ3kOQuQKhUlARQsWcNd5XQoLSUbGNltroiYGXVpB+gzTJQ+KgEgMRCWSUIKOY//HKEu+87DsbhfV7YOQ50J6P/BRzg+8CumBk35WfQXOC5WBnAO9Xb8BcpTA89MWX8lh+A74M2XvgIZRI+fiLJvCtZ08lLVH8+bq1Bq0TjFKll0t5/JzyxTMvYOL01fyvHUfZUc7xFu3j2M+mfF5FRs3gqqcWsFU37sZXprZzot3D6Z4dFHuz/Jb1VwSmJO8mNLI6mSChXjDoqYXLQb8akzZ/W3o3HzT20El1PmX+Ntsy4zzQ2ctBeQn1VdlGtDQkkV17jchdjx/2cMjxmSfiM9bvMMICX6mfK3pODZfFiz7PzSPfIMmtMM7I1WmeHCao7mb45i8tI68ksmictKmdKOAt2IxeP0PUMShtbWM4K+L/NAG/atOa6qM1uZOgvg+pr0cIHb/25ys3IBSasx1Nu5reSz5G/yUrKrd2q0xjoZfWZI7OGYnmtlHnsV1IpIVlVhi0PSbq9ef4hp4mxaAbT2XQaSPXBUyOV9aAEs1KyPR65HIBFa3DgYPPzcNMktJjdei3XfqsNn22S5/t0rQKPO5vYGpCp6y16bM79FkuvZbLyWgbbrybilHlz3kx+xmhos0SK5tpmefKjsU1gUGCYlEq+tLzA4YUxZ8XfRzhs5VpdqZ11qmA3hREUmA82o6VOhjP4I2RkJDqbUy9Sk7OMqSPsVk7wpA+hiMbzyiF9oWJrc4fmXc1xUgWtDJzWg9zWoWaKhKlBm8Mv4CPSZ0idQrUKNAwsjSdLBuCKa4OVlyOW1qGKdHDVFphWlSYlyWmdYPjls+C7jNqt9moSRqpjUaMkaYcdtbz2PCbEUgisWS078VsTR6jKGrYoYsZh+xet4281gOJQysyqIUac2HCQqKoIalLHde0iDQdkbbQkkVkUkPGte4+WcSMFlBps/tfrQRKV2ikWolUK5NqJWTSwAiPrekfhUasD5IYI/S7e8nEg2S8Kqmo07IFrYxDM1MkMBP04AhKK5HK7mIk1YoorUgqS6Ra4TlHsu1eOEYmDWTqQuoR2+dJPaJiNNVBUyFCxaQqJUkU0vcRvg+xTm+yiBfWSZIsqjMPsYWKs6jIQcucRGg+oJOmJdKkgAhBJdnljVXj0yjdD2aAdCYhMonkjm6ZJIOKDIgNiM3uPlqS/WSqqBEfIoUUEboI0WMNI9ExUgM3KtCJMt3ykYC4K8E4H+nZkNGdbbKJxEwkegxplOB6Pq4X4UVZotjAjyyC+Pk5gvzP1zn8zNXfWauR7yXKew4UPc1iX9cibuf71hxzaz2Y5a5xYRoJ5mtlrqxN4Lpdy+3pio9vdfM/7D5Z4KktXdc+qRRPjJ1BAXs2dbPmpucRRw4xxSgT5xz/m4V3spi7idmrYLOf5X65A+PEIK8tfYienqkLPlNlISLrx5wZdYjKEX5eMVXv4a7qOu7jCo686FpeNP0UA4PHuWtLP1JLuPpbNdycxhN7CkSGZLKzjRd88RhPzm7kD0Z+nGmtl0F7lrdu+zz1gQYPU8INq5x+bIi5QpmtS8n+YmEymRR5MhlkVissJYPIAYqvZi/misHHUflPYj04TFDfQDpwiOH1D1JY9y2kHnZlC4nAm9rNwqlbcGd3geoqgdN7tyB0H39xM7FXImzfTRI8idRHmbjv5WjGVmLvUXov/ijtSYvmmS24s1cjxC6EdMjJBbYWnqBlHmCn8S08c547Zrd2O00Jks4xEo4x92hM4vURNA06tQxxW1uykfCXjRcBpC4pZSI2Zarsds7Qa3WWmWLQr+EnOnkj4KNjl7IQZBnKNBlxmuT0gK/NnI0UJjAMUE4G1+nhxr6HuC4+gbY0C33m2o0kU/1sH9lGrxyn1HwSp9VaTqm0d9M8i7HDNxc20vC69h6WjOmz2/Rbbndvu5iOxbzs40zSwxhbeIoMU/teQzbWSBfr3K7D65P/BOFyvewG6KpY+4EuKHs/X10zxn4hfCe92SZkIjYYs9wsp7DDHHfXfomMrFPWz1DWJ3nUfT0SwR92pklSh1ayY0kwD2cVXivC7JS8XKCsT1DSpyjpk2hGjfXyOFlZPS/gSBHMGL20ZJYFWaatsmhxwq74JMPMAWCrEIUgtHqYCSxqFJgy+qlTIJFFZGGUXLGC07uOYrmHJ554gqmp7vclpeQvi/soFosUSyUKhTz5PIxkOmy2ffzOMP/6pc9iGjqytJ5MzzDFYpEHH3wQ3/chATuCa/QcxWyRQr5AoVDAyBcIcgXuO3oMp9bghfvvJBNUuWfXS1jM9YGjc5wr2bAw3c2g69h8w02QSQ0tmUYki8i4CUQIdFIthwwb5Gr3oiV1QKGkgxLGEsDobp6zGyWzILrgI1k6rrRVDGLJ7kDGiwgEQtgoaXZdSpdeQmvZNn8rI5bBdBCtEdqFmQsn21u6CLYQFAyNiqHTbxr0azqm36TdnMEMTWJP54FZj2pbdTWG0kGEFiazXfwepShbA1vvSg/CFBGlkChkcnaU2Usb1MgB65euv2XN3aT+8wsbEdWfv/OF6vTAEr5L6eZxfjpEXhniKyjE1iNypk/OcBlrdD1QY9dk7JELBxo9H2X0DjnDJWt0yC7tc6ZLVl/aGx2yRoeXr//N5/1s3yn6f1oysuuTP0ut5x1AVzJy/Q0f4se0T6wp89uf+zV2vrorundnbR792kuZGdLYdvwQAA/snePwkMfOiSzFnlt4yvkKLgG/ubDIG1pd1cglm9Yvt/eX687vIPfF5it4ef5LAPziN/6AdpTn6i2P8T+bn2Nv6wiLeoFf6/8V1s/Ocd31Hz1vG8MnE+6ceCX7Bu6htWNp5dO0SHMhQiim/n0PjVyBbfsex9hwrqfAaqqHef7wgV8mSTVes+3L3Dh8/3IEVgCXLD+T/gN6eIybTvokTY+e/pNEkcZXxm9ZKqXYvus0Pzh8G5vliWWGEiUO2cwoYbCy+goaw9RP3kRj7BrSKItCEZkNjCiPWAIkGbnIButR8tocD7XfuOwO2aufZIt9P6nSeNh9A0opNBEzaj7JJvshNljfIq+tTUwYp4LTnRJxKvn85EVA1/0tn49ZbD5tNaGB4VgMZjvszE6xyzyz7Cp3lhYpcopRTpgVThb6mVUnOGEt8rHpM+ip4ohl8oRtMpMzONkpsZjoFAomw4tXoryud4eSMdtyn+DNzQsHBASInRy6t/L+OrHBnJ+lbHrEpsk0w0zTxzT9TNOPtybGYpffuJgsphkWVYZa6lBTDpsdn3cMnQRSJrIXMVdvcmpiikPpejbLaa6TBziWjnJYrSNPhxu1JzmejnCZPM5b9K8Sa4LZniGEqNLJaBzSrkDL1mmMX8Pi4a6NmCEDynmPkjFN2X+Ukj5F0aril0y8ynoKQZ2ByW+uAR8drYifHSEpbuTIQsQZz6ZKmZYsk6/0U6lUKJfLy/tyMU958TE0wyLM5fGMBC+codk8Qa1+jCSdIYymSM0RmqKHOJxh0M6zZ/uvYdvrmJs7RBBPIqkRhlP43gSeP4nvT5CmK5LJKHs1V+35B0L/BNP1p1hoH2O+U+NwMspilOPSoRczkYSMeR0m/ZC5COqpQci5q9Xi7K2YwUEU0Cm85uybAjSUMFFagUSrkOoVUq2CkudPpCfjGqlWPL/0IU4RQYLwUwgShJ90/y/91oKUNOiO63hLoXs8TEj7LMxhQSQyDFgmiVLMtANEkC7XFZ2IjO8jAgkRZHMmjqOTegmRH+P7MR0/ZqjkoBS0/QgvSpBCEKeKJP3usaHz2XR+9ynF0X2yuksnzpIisKSProWYuo+heeh6B03rIDQXNxUERCTSxU6KCM1D6S0Kzix5Zx43EbSCPNPjbyNNLYTWQWgdMkaAkh10FTJg6hgqYdGZxtPqhDRA6yA0D0NKfn7366l7c5T0IXYaV+EbDl7q0ApM6h5UPZe3XncxQ8Xz54j6dul7aprnQLs++U5qPT8NwM/e/WluuPFDa+xF3v7hP+f6Vz2Ime8a8y0cKjFx9xCGmRCFGvVsxG03d1dRG/peyqP2j/KRR99EmNZ5Saerjvla61f5nX1fpBW2+OlFj+/PtZjtszii1jFU7DKdR2f38LdP/CTfd8nd3Ht8Hx0viyDln4y/4MXaSsTG9w+/llnzFjbanyWOXXIzBoPb9zM4H5BMVvhU+mrGc4PcftEV/LX1k0ixVnWkx30k0TzKARUJQsPAWsLnvrKYbfexIb8ipZlsD9LrLGIthfF+NLicKTnCq4zPA/DP1Qon5/Zwc17j5sF7sc9GsJ3/IV7Sewc9Yi0AiJSOIVYbRgpCt4fpB34Sr7oFEDQGLS6/cYTr9/Xxd+/7ayIvoaJZDPU8yF7tXp40LmJsaieRdxFXpvvZqd1DrIeMsY6j+nY67OCy5ClKziHu6d1BYgT0y0leefIAukpYrBh0HI3yYryc6O+MW+y6q2aaaEJxqNHHoUY/Q06TddkGfY6L9TTwMSsNHnBMjuRMrt/QFdFLmaBpMfe1NYqaYoOZUkAxqV+CWb6Kb578DzaaKRushOIqq/8zZ3Yzdury5f+v48tczBFcHDo4UGzjFQSNnMms1sN8MIC/UCCzGDOT9rBO1jmoNnE0HaWtbHbqc+T0ECfbwnIW6OhQVw5zUZkjs7uYC8uE5xGKClKkFCTnyVGzmkwtYDg7w0huhuHcNCO5aS4fmCdKFi5Yx9EvJlITaHqG3Rf9BdXmJDOzU4y5V3K6k+HEvMvJBZfTix0urig+87IQ2bMFKpvBWpGfxHHMzMwMnu2Qy+YYtA2CYIaON47XGcfzxmm5J2m5J4iCSXgOKppnIz82WfB6qPklhvMz6HZCkfOnqFCpIPbKTHR2caqzlzg10UeO0KNP0SdmqYgqkpRvpZcTKNiv3chD4lqESinGx8hrgpJwKdLgGNuZZWiZm2ZwKVOjRI2SWqQYNbFFxOe0VxOHcg04kH6EHsbYQQxhSuRB/O3ZJAOwLj+BG2XoRFmCxFiWEH63yNY9imaLwtnNanH/1JUYMiJvtsmb7eXjlhZyonk5RavDhv6NDBcszKTD//nm2jY1kVKwPPJmm6xRJ2MskDFaaFqAJjyk3iAVPn4qGO+UCWSAZ7TRlIGjskSEoHmgdVCaR0rMVXo/RT1ESY9EhoTEeErRTHXaiSRKIjopdJTgWT4rAISSWHEGO8pix1nsOIMd5bDjDFa8dGzp3Nn/VpxBUysTykzuFPds/kS3nTiDtVz37O8MdlQgE2XRUp1Q93hy8G7mc2d451X/ix/e9z2bkQvSfwcYefc3P8a11318DRj54m1vpP4aH4TACFPqD5Y5dnB4+fy/v3ScdGkMuKN/y3W1A3zwqf+55hrBr8xywD3IWHOMvvue4sZTfwbA3267np1D3ZDPP3/nrbjRWjT6a/pH+Fn982uO3VG+igde/n7+88kjvL76GX5x6j8A+Hzvzfz+yM9iBjGLIxv5vW0jbF64ldrcp8/73OaYzubsu3hkyymyzc/x+PxuPnjwhxnJT/PuS/8ZQ1s7a52ob+ATR1/LsfoWbM3nb2/51eVzYWJgahcOxiO1LO38K9i0/i184+CfsCu+a835NDaZfewNCKtDZdM9/Gn+HeRkyK8WH6G1cC+SEO0CBrUArVaFen2QYnGOfH5heUU9yQgjrPIeUoopNvKAuJJ4YZgR0cfr4wfYtPVyHp61UZOP8YLpbpCipH832tzaHA2JXUFsvhm5+Wa8dVfykbkH6XF62Te4D9M7xIGjf0gSnL7gfT6dhNDJ5XZRLF7GibE7ePj+m1FKwzA9SiWPhbnycoyEUGksaIKkM0iQq5EtzTJYmKYvU8XRPXrsGv+4/yc4uLgTAEsL2DfwKGFi4ugBo/kp1ucnGMzO8tjcHr40dgteZHNp/1PsLB9nJDdNlOqM5Kap+j3c+tDPUXLm6c2eIbYnKEUbGM2PM5yfZDizQK91nkB+SxSpMvVohMnWADMtg5dt/PLyuRidOQaYYoRphojRWVgsM6WG2ZocZbtxhCRjcn/jGpLyC3DKOtsyHkQLzLhTiKRJrx6jhZNU1BQDzDDEDPp5gkCc9XJMlWBRFZilnzkxypwYpk6Jl6vP0RJF5uknm7RY548z7/Ww4PUw4Q0z7Q1S7ZRpennCeCUssmXHXLJjmusbTxK0+igq0MI8HXcQo6ORdhQqdVFJEyEtpLFz2XPHyC6w4ZY/QjNdhExRqUbsFWl3BhFejqRTIu5UiLwygdtL5JVJY4eFTY8zb9eoxjaLfplFv0Q9KJEsM6BzbY8uRJYW4xghpgyQRCggSnWCxKITOd8WyBCkmDKkYLWo2DWO1LpqSFOG5M0WRatJyWpSMBtkzSZ9dpOM0eFIbRv5JbBRNFvkzRaG3kLobXxi2qmglXS3ZqzRijVaqaCdgptCT5rl1Y2r6EQmrUTSTlPapLT1gLbVpmPX8ewaqVLkk3XIWEeLJFakYUcGTpTFifLYUQ4nyuHEue7/OMvp0kH+c+c/oKcmTpRbBQJyS/9zK4AhynK6fIDHR+5Y0y9aYnTBRJxdKp/BCXPkgiyZcKmdKIuVZDCTDBoOxpLR//+vaOqqOf7wbW/4jrb5PTDyHGg1GPmFBz7IVVd/ZhmMZLw2d975JtqXx8wM2LzwngWkgn89cQW1MIMwYz7w4gkUgt0Zg2/0/isffPLXePHiKnfFl/4RXPuu5b+dTgf9b6/AdKd4l/UOtm4+xGdPvJyx5up08Yqf1v6T3zA+BMC/F36KK5pfZTfjfKH3Jt5+0e/xeyf+hp+e/CQAfzf6Bn5/8ztQQnJR1uLf9mxhnW3i+1PMz3+VgYFXc+jQ/2Sh2v1Qtm79DQ4svph/vm+CE/MNTOaY91YCtAlSfvyij3LT6AM0wxzfnH8rTy5cxpHZFYO3t1/871w7/K3l/77YyaU7f4Ez439Gp3McKS2E0Ni8+ZcYHvpBdL0b8OzA+IeZOfHbACzQi0uODYw94zsaZwP38gJ8cyM/GXaDqoWyyN3p1TzA9bxefJpd6gk8HBzWMkmVGKS1vdj6Tva99G0Ie4TZMGKDveJWq9IU323j5AuQRBB1wC7CmYfg+NehvBGG90Lfzmf11x8b/wempz9FJrsTzMupZHSOHvsdACxzgEJxL8XiZRQLe8nnL0bTbIJglmr1mxwf/zwynSYNcsTytzgwFXNq/wHKSqMQ5NBXZevNDT/OyHXvQ8i1IO1jR17LSG6a9fkJhnMz6EvnzwZGC2rru/v6OoLGKNnBp8hd92EaehYHjywuU4wQdQBPMdMeoB6WuHHkfiwtYKo9yJQ7xGR7kIn2IMXyNE5vjlPJJha0AdpWAaVB8alpOloGy0zYYJzGikOOj+6kmS+jnpboyQgDjCSi41w4bfy71J9Ro4cd6iCVoMqs28ec10eSSjaXxpl1+zjVXs9kZ5j5oI+mlycKNXpGXTRNUazXKdYXybeaHMrvYNoaRoXd0PRSQrpKgKgrKKSCQiooLu0LqaCYQCEJySRNSFuotLlq6/5H+efcu5F5GUIrLpU5W68Nqk6auKB8hD6CZu5EM/c8o8vxY1bAnZmQvf37uWLgCcpWnbzZJlWC+6eu5K7J67G1AF0uBcRTGmFi0okd4vQCHh9PIykUPU7MqCUZMDWUp5hPm+jGPD2yRi+LlKIaOT/GMnTywwluK4vbLhGGBRJpMrv+LubzVToqoh0qwsAmiR3mrSpqSVq7PjuIEXWQUbvrcYiiI9Jl6YFMJVacxTfaqKdbciowE6cLIKIcdpRfAhJnt9UAI48dZZHfZUkOwOnyLHZs40Q2dmhgXMCo+7mQZwg8S9Axu67KninoWALP7Loxnz3WPd79rVTKW+9o0ddM8UyBb54tA/5SWc+Uq+pKim7Cq7/VIZbgmYK53Q3+/Kde+53rFL4HRp4TrQYjv/Tw+7li3xf4ed5HVfTxo7f9I7+V+TQ9lscDV5S45pE6AJ+d2MXxVi+zO2p8aUsTSygGRt5Jwx/h3od/HAD3J+8km6t0GdnT6X93vU/+M7mKd0bvQXTjOS7nHHibfRe/qf4RTSj+PHo9f5W8nh/SvsH/Mf6RO8pXMW318aaZLwLw24M/yz9t/mFYcuV9x2gfv7vtXBeypjvH+77+ZZ6Y20zWtvnqgbXhlQXwxqvX89WpRebPtLE1jz99rcHLL385mmbylQMzfOjB05yYazNZ97i49yDvuPQfQbuYi3e+k0faDdbn13NRvkinc4re3hci5bl68Thuc+fRf+JjC3CwMUXSvIdrTcHL/Us59eAUA/vGiDo688d7aLdznNm4k0G9wIvf+g6u7i1TXbwLKQwm9Ut4ySPdEO8Z5bJNr3Jp/yW8rBjjnPhtWmey1E9lmD48RbyU/fklP/VuEIJTjz3MyUcfxrBsNl9+JWNPPIrXavJ9P/Pz7L75FuZOnuDMwSfp37iFDXsuu+DYUUpRn5nizMEnaczPIzZdykEvw8On6zw8tojrRrzgon6u2SjZ1u9w6XBEs/UEupajEywyMfswneYBkrqFV92ytG0m7vSc93odUzBd1piu6EyXdeLcPCp7nI6+kWm5gRF1hp/s/AvFpEPPnEOyMEq7NkLVLZGGw6R6gYWCxmxJY66kMeckJJ05iovT9FZn0cKYbORS8mtMWCNEwuDB8pVLsUvATjwqYY2eaJFKWKNmlKjaQwyNJPRX5yFZpNicp9yooqXnl2Q9dOkNtJ0clcV5Ku1FeupzZDtdkPuJV/4EY6Nb6UunWVcfJz9Xo7FYoFJfoNRapKdTZVEvUzNKzFiDOInHGWcEKw0pxE2KUXPNPh+3l9McPJ3u6rmFvqhFKW7jmxtQxlZKiUcxauGkTVTSRKk2qLgr5TgLNp4hHPdZCqRFU8/TF15YZfVMNJW7jkCCSFvkYpe+yEfIDEbmxQiZ4f8WPUIBo7lJakGJTujgJB65xCUXu2QTl6aeZzyz4Zy287rLgN5mQHr0qA6l0CfrJ+h+1M1+F0cQh2iyH8O5fk3dar5F1o/RwxhN5ZeDvl2I6pkpnCiPEWeQSxKcyeIR7tjyIZwoTyYq4ET5pd95nLCAE5dwokJXahCvtH9ocAI7ypCJHJzQJBtItGcIrnchimRCIkJQAVriYkRtrKDJieEB9LiNEzQ4vGGUXTPrKXgrbDERilBPiWWEUgF64qIlHab6K7TyWfacOL/HilIJCT6+1k3YF2oRzcIIbiaPp8fE0ifBJ8XrgtLUQ8YeeuThhB6238HxOzi+x2Kpl9te+kaMNCUS4IQ+tu9hB93zy3u/gx14GEnEY7uvpl6oYAfeyrZ03vE72IG/VK9DJnARKMzrevmDH731efftM9H3wMhzoF2feBe13m7E0P/x6D9x2d4v8zY+SCAc3v7hP+e3B7+ApSUc3Zxl+8nupPmx8Us47RX595d3RfJFLeX48AeZufsF3UZHr4S3f/18l+NbY4vs+8BKCP3/Hf04x8QWXibu5wPxLfRJl383/gCTmI/EL+TX47cDgtfIb/JX5t8u10uQ/Ir1Tj7TuI6k3ybau8LAXtARPHBP1+7jjl++macmG/z8Rx+/YB9cOlrkr3/0ctb3dMWDfpRgG0/LZzPfoX3vJE9EEX81dQB9/d0can0DgJJVoh7U6XV6+fArPswTC0/wonUvwtTWZvwLk5Cvj3+djx/9OI/MPEJvw2T76TxbprNoyTNPLBfd+ELatUX6Nmxk0+VXcdwf42+q97HQOspb9vwcr69cwqlvPcDxhx/gzMEnUauXuv8F67Utr3g93vhjOOWI4d1XsnCiyJn9p0iTo3iNRVS8diU8lrsML3sT6xJBb6Lh5mdxrvp3NhfHsPWQ2CviVTcvAw+/tmE5i2gqYK6oMVXRmezRUHpElAmYLGSIhcA1HIwwYGBhCqEUZ0Y2r1xYKbK1BoNnTtPfnKW/M0//whSlVn25yOev/AEqi/P01Wbobc9TChtInr1fJuxhesIaTnph1cyF6LkrD7rUMktkojaa+i8YN6yiFEmgFVBaAR0NMzx1gZIaPEucmLMUSIvE0NEcSDIm0hZsFFP8JzfwUHwp0ZJr+77aI1xbf4gESVvP0tbyBFoOV8+BzFPTc3hSMeCd4bLWk89yVZDGDqTeT5y28VQLI22jpS6kbcR53uPJkZdhp4Iebw4rdCEOEYmHUi6k7rM+rzS2IoQkTTuQuqjUZbX/hzR3k0qFZQygl64gNCWxF2O6S2WFRMgKqA4q7XSvq6KlmBwSqa9DPB8X3/NQLBMS0QUIWtLBiNrYQYOMVyffXqDYmscKW5hRCyNqI9Wzh18AmC/2kuolCu4iRuSiJd0FTaRJQl3rbpok0jWOjaxDSw2U0OlYEpH4iDREEXMhvJRI7YKA/dko1E3M+L9uB3Uh2nJRmdf+zn98R9v8Hhh5DrTrE++m1vt2AH506pO8bOgT/ITohuR+9/v/kN/a3HVpnBiyGZ3uMp5Pn9nNoR0xHx3oTs6X5jfSE1zH/z3yx91Gf+jfYPdrz7mWG8W8/m/v45UL/8LP6bctHz+lRtkkJngg2cUObZIyTR7UdvMm99eIl4wMXyYf4n3mXwJd+4FfiN7Nl9Krl9vY9/1buddfYhaJwvr61DMygUrW5EevWsdbrttEX96iGTb5u8f/jgenH+TPbv4zNpe6jC5pBDRvP4370Frvjv+1rguMfqD6Yhpamz8e+RekAjPV8fWY37z6N3n99tdz+/jt/Meh/2D//H4qdoVWq8bmqSw7zuSpNM1z7gugPDRCbbpr62HlcgTtZ/b6adsxuacFCOtdv5GtV17D1iuv5cj99/DwZ7sqrcGt29l46RXsv+MraJkCW/dcTn2mzqnHVnS9qRDI834SBueujJ/OxARW8WeWcpR0qX/vRwgX1hNU16P5DoPmYQaNI0zpg3zJeS1jvRpjvTqe6TG4OEmpscjhrRfj2Vn6F6YZmJ9kaH6SgflJemrzy+/10MiViBBynVkq/jyZ5PmDBU/a+HoPpoJUL2MlLQJLJ986cd7yQhYQWg9ptMTUhYWQPUitgtB6EFqly4BIaVo1cvSixwWS8DCR+58IrZdUK9E2iuiih6yoIMKjJKuyQHdJLl2rjJBlQEOlddLoGAgbUKC6DEJJh9QoEptFpChhqBKmKiK0IojcijpORYStj6NUBymLIHOrEj92gZNnKdpORDMbEuopka5oOzF9mSFmc7CQzdIq/wBVIwdpDRlXkWkbmfpkE4FXvYK4pRFnNJSVYIkmvtWPub+1fBVNekjDRZltMOpIYwFdzrJzvvn/sXffcXLd9b3/X6ef6bO9q3fJKi6y5W6wMQZMMTUQDAScfkPiXEhIuJBLcsNNcikJJUAILTSHEocfBoMLxjYW7pItWb2utL1Mb6d8f3/MaouKkYjtJczn+XiMZubMOTPfmV3tec+3smYgpOJ4lFyfohtQcn1WH0mRKv6iGRg00KJoehwVDP+CfWcERoSanaDixilGkxRiCVbtfeCsj5+t6MaIVkqnDUanE9FWU2rZjBEUsas53PIkseIIsdIIbjVDqMrk4m0UImmUKhNQJVENWTxWng4XRugTaMwEhKlL1TCoWQY1Y+q+beGZJlVDJ9BhRSUBpk21lqWKNxUuNGqqRs00aMsV0RXUTH3qOUw8QzunadWnKYUdhOihomLP/TlqSmH5AXYQTl0HWH540nXAzt42qicvHKkUVhBiBQG2X78+cUyg6/S3zJwnzWDmcSsIpo+r71+/XbZMdKVwlqzjJV/6l3N/n89C5hk5C7OT+Te6X8dlqj60VgtD3OrMt95kfuab2k19O/mD1noVqI1CqZfyj3v+YuZJTxNEfjia4Xfu2IE+lOfN7txUu1ir12JcYtSHCg/rLbxj8Qfxd/jE4xaObTA5ObOk5W97t3JfWB/Hr6kQpek8fP9RtBUpVNoGHcK0jZGZeR3L0GiJ2KwtBKxa2crv/MZ6kq6FUorvHfgeH3nsI0xU6jM/bB3ciu6B+XAR7eEc6jRrhbz/yLs4mNuGqZdZE1vLb41tIRgZxlce37n6ON/Z9x0+//TnGS7V/zA2Zy1WPg1LB3oxT0wYZoTs7yyxt6/Au3YW6DlmE0+tYu3/+yceOP4A39v/nxx/+HG2bG9iPFmj9eThtlPiFRM0aF28HDvhsDp6lI3ntcP6zai9dxCt/Ij2lf2QKnL3yj3cPnqQ/nUa5x2/iqeOLsMOYFE8Raj6cVt1VHUNlbF7Cf0hdKtn5sSLB+hoRiel5mZyHe0sV3muK/2UbHmIu4eWAIpy6V/xl7XQfLBGs1Nm5Z5Byt7P2ee1M1qKcTwS5a5LX0XOj9A9vJ2uo/1c+Eg/sfLM6Iyrf34nStPQnuV7wurjj560RaNmpMHowDXaMYx2dKMNr/RjAu8QBTuB7kZx3TgRoxnbW4jj95y2j4JKewSVJ1Cqima0oBtN2AmF2zSKnRzATiZ4bKKXb41cha9rdPkaltJoDjWuK9dDZtqfWYyu5qwkYq+avj97UKrSU2iaA5oDVhQ9ahBpG8WLjuMNbcDILQAUmlmlpt1AqAwcX0OpGqChnWn2y5M/Hc2C9E0UnAmykRGWTmwidC9DhVk0PcnDi+5lNHGceHUhyWqcRLWZWKUZPWjHrzaT1ceI6IqsmyOmFIHRSSmylFCv1yKWAE6a+qFEO73Dd1Pc0ESoNWPYMa48NMLGURPTi7Gn/SB74kWOuFFGmteTW7UAZbZStWKUbIesY/DEBQVefs+3sH2FE8QoR5Lk40kyiSTn9ds0l6OgxVB6fdp0v7wVJ7cNz4pScROUognysQTZeBIvGieqDNrLPl35Cq35HIncJP1enoXHj9CSmcSsFSha4Hoethfg+gGO5+NMXecjDseaE5hByOG29PR7jVWm+pSd6Dk8/QNWOH6AGYSEuk556oRcVrtoO/Q41akAkTUNMlENogDO1MUDRqefKudCIRZDqylqZhM1U8f/JSpX9rpT4dCEet3dib9x9Z/laPLMQ1s1zUHTIli+hxmApkWwfR/bD9C0COhRlJEgNJOEZgrfamLNnq+Rzh6gZJrkIjGU5hLqETAjNDspdDtGYMXwTYPIyIP4dhrfjOE5Mfy4zflDhwlqA9Ohwg5CzGBm1qpAt/GsGL4ZIbBiKNti5Y6DKEKsIJzuLaN0Dc3WMWwwbIVhB2iaT2nUAl1hWCGH3HObJO251Nhh5KTz7Bj1jpy2V52T8JOFudXGh+wAAp2Lw5V8+umZIPLy6v/B/eeH+NzNFxJ1TSKGTiUIecdjB3D21U82u1oXwxmak6tYvHnD37GgexF//+JO1nYk2dY/yTd2tPNnIzl27G1np6o389xU2MObfvpVbl96BV9b9RLsh0fx1jVh75ic85yvOK+Tj750NZPf2odXyGEMByRdi4PZg3xo64d4fHhm6LCmNB778X2sG03S4qdRwDPRg3yh7T9YWV7E24dewd7sY+zJPoI3NWTy8fEf1Y8FLHTOG1/Ao85utBDWTrazaJ9B28Ss0QjpKh2LysTLFb60tP7t9sArQ8pBmW0PHOTx264md2LdlB6otU5w2LFoK+hckfFZGPbRfrzA0VyMJ3rLjDRVGWqpkDQOMmwafG5wGB64A/XAR9hrWzzpOGztdNkacSmP66AfgAT8fNXHGe37AmgWNzy2ilxsJUqHK5+uMbT4TRxsN9BQXL59HwVjgMmuFAeXtLOzs5uMPdPZMrZnN9utq2kfegQA3ath7xqkABSqcDSXgulZakOcaoFXfOdrp/npTy1bO/2zUKBF0c1OdKMDzexANzoIvIP45QfQ9BS60Ta1vQ3NaMOddWL2jRpaYGPHX4VSIZETwdurX3ymzhm6j5McxHSzVCb70HQf253AdMGKFIgv2IrTfBTdrKGUhl9OUct3sLnNwzcdJvwIHQr+v+xKiirkgG6TQONR5TCuhxRMj5SdY6k+wYpcC0ZYwvKz4FUJ9QAj5RD6XRheEttPoVcNqseWA7PX3NVQvjtnrValGXhGFSeY9Z41j4I9yXhsnKF0mdFkSMkuYVQeoeCOUDU1ovTRFi6m+0gvi/Mt6FYz2ZhBn/UbaJpGvsXgUExnIqYzHtEJphckO/03OiNUtFUVTTXFrpRBxFeUzZmT8bGOa+fsf3tTO08VAoYdnaI1MznY7PoMt1KhfXKEVf3jtE+OkyDNguwYXjjGbVsuZ6i9h7yt89jaCksGspRjDqnAY/H4BL3jbbQ6F9IyOUliOEO0cAinmMEqZ9Gr2fq04Sc53XKlCo2aHafqpKlEEuSsJqp2ipqdBDvJkv3fYtXgAUYSUXQFruej4aDpMXwnQiVigeWQNRZRcFKU3QS+k8QyfLzS7QCMJU4dOaJjo+tR0GOgx1BaFE2L4lceAiBremCefMLU6zVmeqTel0WPoOFiBRaa5oLmoIwEgZZHM3ZhRRSOVcFxa5iRAM310aM1dLeM4RYxIx6GW8NyPY49+lIG92+hrOm0hGBaWXRnEsPO4DjjVAsO2cmFhM55BLqDjyKuNDwg0CCqNJ7Y+Me4QQbL8nCMEo6ex9UKOHqBqp7H0TJE9MO4Wg5nTZ6IPoirF3H0MoYWohTkj7mEnjYVIkIMJ2Q4iOE6HlE7xDW86Q7rUM+E1Wz99G44IYYVopuglE5InEDFCImjVJJQJQiJ44VJHquefv6aF0JDN9Osu+2PGWt/+/R9U3n4U3/Q3/OZ9/Onq0+tsszqOpcv7AXgL/PdvGlqsa9t4VJeXftrAJZc0sWhJoPzxgMexcM8VsQYKBOmLKwLYrx5+Af89YFPkk2YRMoBtl//Efz+8vfz3e7rePqytbTZc7/xXfPIbvZuH+E12+7lD+6ZWd11Z/Mi/ueVf3hKOS9e3Mxf3biGBYMVMt87gKrO/KLe++r9fHzfJ/BCj4gZ4bfX/zalA5Oct62b5ZX6BG2D1hj/2v5ddmg7uCTTwyWZPEPHY1RP00M8ZbVSDctUgiLa4j4OmdtY2p+amcpcV6QX5+m2Kuj7lzLE9WgdSdSCh6lV0ny249tU9ZmanJQRckE04KKYT5elUArWP1mgLV+jGq6nFF6BHy5ka/pLvL/z1Pke3pTLc180wpA5N2sHRnpqhkpIVFpo825h4cQCjBC+fWkcz5pbS6D7I9iVHViVZ7ArzxCvttPi38yCbBttJWjL+KRN6Aw0xmsVBie/ilI1dLOn3qQA9bVdzG58pxu98DDTTT1arB40zC4Cs4MRp5VeP0ro7QEMdLMTtDihBhO6wlKQnlpkTKFOWVzMig8TbduD4eYwrBLpJfdTHl/GsQf+uP5yRhUndRwnfQw3dQw3NkbMgFillVhmJWZ2Icean6A8sQi/1EKlkqLkmfREK+iL72HYD6lUolSqSfRKmmS5k6gZsN5I4WBRCnxGvBzHwyxjWpGicilpTbR4yenOhmVzhGbVggoNKmf4q6NQeEYVXbmMJGscay4xnPIZT2gUIibpifvxtSJKi5POTwBdjLS3UYhGqVnNKLODwEzNec7LB7JsHvPJuxFGoyYDEZ2BiM6Qq+HPWv1UD0NCTaMpn6VjYozO8VHaJydIVwNaSxWaShUGzruWhNlEUzEkVfCJ5ouEhQmC8jiWm2Zp5xI8DT6w3iVjaXRWFB2VkD0JgwfbTdxKhbZMPWS0TU7QOzZO7/g4nRPjtGTHSWYnsGvP3uQWagYQnqE58dkpNMp2nIKTIufGybkJ8m6EqhunGo1hRmMoJ8n9RpoJlSatNNoDj16y9DJJi54h4WRwrEGccAAjUSLqB7SWS8TNLFG9eNrXvce7nIKe4D9zb6e1MkjcG8LQYkSwiOkmntZeb2o6abTVkB4wbihitWFitaOYWgRHi2ARwdAVhlPCcLKYTgHTLWM4WQwnj+nksSM5bLeM6dbQXR/sX74vkl6F0FanbarRsxr4Gjig7BCzCu37PaK+Rmuhiq3V0LT41El/6uSvkoQkpoOAoQ3j6DunHkvga3Fqpo1n2VRNk5AIkcmVmOyjzf40CqceKojjmTFqRoSa6VAzLSqmhWcaeCb4Vkhg+YSWR2hVCKwyoVUiMIugh0TH16CFFoFZJLRKPPXzLfzB3/79L/05nY70GTkL5932J4y2v+20j/2ff/1T3rnssVO2/yga4X92tOGbPWzb/xhasIBauJKPhC18Mbxher+gzcUYrcz5vlu9pA2VqtcSfKt2CzVrgux4F+ftzPH1hS+jdOkf8LcrejGmfuErlUEy2cdob7uB/xzJkf27v+HiH9abkpSp0Pz6fh/a/Ha2dte/3+hhwG/kHuSte7bT9Or34w3WX9trdrAm6jURJb3Cm5f/OSlrNb/f9BtcvG0E8vWp0ct6ma+1/pAfR+7n4oMpeo/O/fbSbJfY0nqU0WqM4XIz5zXVWBQrc9uRzYxW505rb1shi7qKrNVW0j/RzS79Ujodi4W2Tps1E2re3/dJnkrsZH2kHkBWmiHaiRyhNNzJFSR23UBLcTFq1lo4oT3AqOonFqzjm8338J22O7FCk55aB8ftYWq6jucsxnPX4TsbWTTRxmWHjxMfDUhXOuaUtWxrDDXBouEQDY1FbaP8NPUQR8Myqyc20VJYgOb/4m8NSik0TSOqeRT8Yn3Z+el+C4qQKlkt4KhlMWDBgBEyqSvQ4MKKybqaQcUI0J0c6aZDLOp7mHT7HnSrTO7oxQw+XO/jZEYm0fQAr9h62nIYkQlqzjBhsRPHixDiYrnj0PkwBz0NApel2fUY1SaqoU7I3JATkEPHRWOmVss3SmRT2zErJkFgUHST5GKtZOPNZOMuBVcnVQqZSOqMJwwmYzpK03jfY0USaFwz5mNpGoFSfMM/xGDiCJl4hrFojqyTp2hk8LVxmFp/qRy/Bs9ZRWB2EJhtc6ct/wWSniI3O1yGFazqEB2Tx2mfhM6JDF0TBbrHhukbHaVjfJRkIXtWz11qWYZezmBVcxjB3GbXybYNlOO9mPkB4uUhbNPGLI2h/Aq+rmEFZ3dC9A2bqqaTtyJknDhtlQwtlZMX45z19tAoxmKU9BQ1O4VnpwjtFL6dxnPT4DZhJG2spIcdzWNGslh2gfjYGhLVVixdodwSgZ3Bd7L4TobQ2UngVPHtAso9TM3W8OzTr3hrefWh0kXboVxL4hUTTFjNmEaNkmUxbqbRULQxgnZ8CV4tIONGGHPSjNpNeIHDTf0/wk0EaE4Wxy6iG1Uyu5eiuRVMt4AdKWK7FcyIh+4EYP8SnUCVhuHFMWqJ6YvpJTFqMYxaCqOWxKwl0GN3cWTNyX2Z6gxPx/RsqtFTh3LP/nmUiaKGL6UYtpO1FQVLsYodLBxcC0BgFQmsAqFVILCKlK0KWVsjbyrazP45a6KdEB1fQ2AV8awieQvypkWBOAXiFIlTJoqJh49JkRhFElOPxShOXS/kMNdwF0USdDJANwPTZT786EZu+bNvn/vn+iwkjJyF8775p4x2vPW0j+29+yUkrZmpn33gJ9EId8ai/Dgew3G28Oiuf+d4tT4x2fsY4wHmdsqMA3dOVe9e2+6R2dTMW7qaWeX9lCWjfzU9yOO3gm+Qtss8cNFCUrFFAJTLR3lo6zUALF70boYe+BKpj5bQqxqlSwKyb1ZE74PUd02CuOJvXvVbvKNzMcHXP8fSikXk4t9Gd1tQWsC+vkd4T+kY3xm7CXOq8vut8Yd4d0HjAtajEUMRMtxzH5mFt3Nwm0VhV/0b7AlJt8zlzUdYmRwlNDX6u136eyM0ZTzO25Xn20ev4Uix/oc2ZbWxInUBC2JrMPWZGp5QldG1Eyf0kNmrsQ4t/zhdhUdITHSyy/tjhmKd9CdtLh3TaK+qqSMUTxtFlK3YWK73oxkxJzjg9jNiTbAtto/fHr6JLq+VL/dN8IVFHZx/xGfz4QqRfH12wxMCFANGSF8w95vYs9GAqA4RXcPWFAMeaFqApjRCdBwN1rg6LbbGQS1kmx9QK4fkdcVRAwbMkGGjPjQPIBJCT6CxRGmsViZdvT8hvfLH6GYBX1kUCs14NZcgsLGUjuVmMHWNiXySo0HIiKqROvISouV2mku9hAToPPv7GY32k6y24ARnnlzJABKGhqcU+VAxEauQSSQZTRmMJQ1GkwZjSZ2q/Qsa7JWP4Y9ieIMY/hAdhQEsb4i8NkxAZu5nGyqaCjAZr7dtn1KmQOEYt9CTSeJFkzy6bCndpZDeckh30SNdHSddztFcGMfJHCAsHqVYmUCVy7RPlmjP+LTmwDyLARUKCAyXqp0kNGx8w6Epe/pOvQA1K47tPXtH69l8w6XiNFF10lTdJirRBF6Ljd+s48dMsuPn45MGoGyUqcSGSDg5ejM7sdwaWtLHTJYxEkXMWAHdKRJGKiir/v+vde/FlE0DFSkQugUCN4dvZ1FnmJxQ9yKE1plrY0I0isSZpIksaTI0kfPbyYbtTNgWmentaUrameeLORu96giv45tcxCNnd0CoT4WLJLqXxKqdCBrJqaCRwKi5aJ6O8qDmh/iqSs4IqRg2ayobz/jUCkWpeRc+OgWVJk+CghYja5lkLY2JaInx5Ch5PUJei5IzHCYjVXK6Q0GLTtVgnWqV2kmBBB4WFh4lohRIUNPmNj+9Rn2LQpikoNcfL06FjgLx//LnPFtSZfAxKRPl3Qc+zp/f8pXn7LlBwshZ2fCN9zDc+ZbTPjb006vm3P/rrk7+3Z0JG1eOruajuUOM1uqrv/4vSvyEud96fgeHt06tQ3Gs1UZ/11o2RIr8/OEb8KpZDv24D68UxX7Z64nt+zTt60tcdOE3cd0uHnv8DZTLR+Y8n/uIht6SpLR05hucu02jsrH+I2z7W5Ooez3O2tegaSa16BDbV3+Gf/aGGPR0Ls2u5537r0PXdMYrR9mVfYy03Y6mVxgrT2AZPqYeUvbq77MzkmPVugFG+wzcuMfi7YonKytpUTkirRn2NrXxotxO2kY9hsspHp18Hb3R82l3F5xx8iadMWLGXcSMu8j476QSnpjPICRnj5GstVNC8SA+cWALJo8bIV+NBGyv1lC1EMuZ4G2JPWxNPMUh9whKC9FDg/bCAvomL2bhxGaWegbZk744FbWQA1bIQTPgiBVS02CBp3NpxaRb01lg6ox7PpWpgKJQYMBCXcfQNKphiNI0JnxFRc0MW62iOOjm2RvJMBkmmNAcgpOaUQxgKTprMViLQbOqsEqzGYlHuT+d4cm0wZFEglE3j105wPKBB4nXPBYUz+Nok8tAMkbBBqv0M0K7naS2hEtHsmzMN7ErcpDb0z8FFMsKK7jxyBtwDcUTkf0cjB0g4x7nNx57K1WnCWXYxHWImwrXLhNXZZqKkzjRLh5KTDKZbKcQS3MobnAoqhhTk4yl21D6ScFDBZi1YTqKx2gqDzBuDGJ4x2gKu7CCEkUGmTAngBCUIlWEkgPxCnRNKLomoDNj0zVp0jMe0jFZwQxCiok0d125gFRmglrpOJ2T0JlRtGWZXkka4GdXLKOgcljFLIlCjbasoiMDkV8w6tEzYDQFw2mNkRSMNGmsHX0zYSpJGDUJsmkqTjO6W8GIjVJJD5JpzlGM+4SDaTKFHtKFCldu30PgKPKxEiOpGipo4mUP3E3FMsjGLMaTGqPJkIm0olPfgB1vhqY4mXaNhDNJr30IFckx6WqMO1EmaGGSZlaymx76yZWWMGHGGdcSjJspJrVmKjjUcJikmUmaGaWN9WzHpcIEzZSI8Rq+xcVsxcMkQxOTNJOhCZcy69mO5rlQixAYVXzXJ0N6OmCMqzQ5P0027CRDCxktSV5vImNGCc5hGK4V+jQFVUJlEKLTXAsZcWyUFhI3RkipHEkypMMSTX6Nu60tjBtzm9acsMaLq0/whuzj5IN2CqqZHGlyJMlpEbK6RcYwyRomE7bJpGNRsG0iXo21I/0sqx2kEDcYs+OMmymKZpSSEUNH8T+e+TTJXTCpmslEonhumqJuUrAcCi29ZNNt5JPNZG2NrKVRMk//t+xsOKpCQuXxMcnoTb/4gHPkqhJxCiTCPPGwgG8aKDTiFIhNXeq3i8Qo8A3eShWXKEVGtM5Tnu/d+77O+35bmmnO6PkLI+9luPPNp33s5DAye7E7gE8cctjoXU4heC0AH6DEvbPCSAL4Lgkis05Kvf/3Ch7beguZ4r0MPd7G8BNzq9hX3HSIaFsF226nVhvBKrURWCVCq94OqxTEJlYDYNSSVOPHqCXqw2B1L8qCH9yCE6l3itvZ9Cg/X/Zl/qMQEKDRVtV55Y4mguFfnKhTVpkLFh7FWl1ibKiHTxVfy6Pl03Vzgw9Vt3OR+xCrnQdQymRX+WXUwstJunfxVLCZn2NzKxq6ViFm/BhXfwJNCxn1lnCwegUR43r0IEG/FzCgFAf0gAdMj36z/mupE2BGD7JMG2NFsZNF2eVYymIgsZ+WUjdOEGUguY+WYi9OcGozyqARctAKOGAGDBuKZk3jEky2YLIVnx+cVBXaa5h0liCjhxxzx6iECVZ4Aan4birN+xiKH8fTLXLau9EzJqnBHBO6h2YWMKJH0IwStYnLaFI26zBYqRlEYhbZZoNk4NHhuexI6exIG+yKlfDDQ5i1A5jVQ1i1A+jh3Kr4bNut1CLPvgrqK457TBhVXjRQ5JXHQ/K5A5RyBynlDmFlh0lls+hhiDJsnE1vJV88RqF4DCszSDJXH0VVMy0++Nt/zKKBYywePMaigWMsGDqO69X4yfnr+dpL1rP42G56R47TOZ6hv6XGrj7oGVf0jEP3uKJrUrFticaxVo3uceieUHRPQNcERGpz/8woXaGdzWIds1Ss+iq4J44PmsFvVYQphTmgYUxoKBeyvToFIhSyrVTdFkgkiCUVkeYShWQBIzVOJT3JZLxK1LAIzFYyWhujtDNGO8OqnfGp+zktfdqyOKqEq0pk9VauVT8gTYZCFVqqYwRWmqKRJmcmmdDTjNPCBK1UtLm/n5oKTpmR9rkQCwsU9dP/P7cquwiNFKGRqq/gew7cWpl01SdSK2H7eSKVEouzBh2+QaRcJpIdJZIZgvIk1aBILSyjUFimRhCpEEZKaBFYZVyDb4bkrCyTdp4Bp8TTzQvoVDG+v/C1z8VH8JzTVDBTL6HyJLQcCfJEKZIgT3z6UiBBngQ5YhTmNLXsZB2D9BAP80QrJQLPxvZqxP08Sa9APMjjREvcnb6OZ/R1JFSehMoTK5VJ+SXSfoG0n6fZz9JWy9BemSTu1yhGHLJpm2wKKtFZVX+qvoKxGSgsT2F5IbavMH2F6YcUwwT7jOUkvQJNtTyt1SyDmU1c9lfSTHNGz1cY2fT19zLYdWoY+eCdf81lFzyMZ+pc8FS9FmJ2GNFrrTzR/yQj3r8QqHq6/MtejbsSYO+q76+rgC+XJ1gQWcRkdYifDH2DREeK3MgYRlThF81TJuPq3jJE+/r6aJj00DV0PPU2SokDPBn7DJkjESojcS5oejktThemZlNrGuWJCz7Eomo3PdvejV1ux9M8Ptv+He5oun96gMaVIxGWb2shOEOThGt4VKZGJWxuH2X1RD9PaUv4xIo38WRp8WmPme1u8y/JVjbzSOHVHDQtdriT7DJn/tBZ+HzI/CI36Q+zp3wVj1ZvpFLrOuPzHTMCvt22l8XmMKvKSRZn1mAHzz7j4wmeXqU/vZsjTTs5oEXITF5Cm57GbCvjpQ+wurCDI9Zhrhi9mqahK/jn1DC+lwItQDMLuPE9aJFD6LEDtLl5ljshy5yAJlPx7xM2Q1NjCf3CClQQxYgeQrdO7WvQbb6HkXgzJbOfpexhGQdZYgxg6S7/mltKOjhIWo1zoKoTzgqsmjKoOQuwZk3QpZtrqDFJKfVadC2BXjvMwoFdLDt2nL6JLpYO5Fl6/BjJ0rnPNfJcCR1F0KwwRzXwIYyD36FQLhDWbwftCq8dvA4N1RIQlg0Gtq/laKyHnJ3ihmfuJBIpECR09EMuYU9A0O1R1HsZbZqkGCtjlNooWG0MJTqZ1Jq5iIdJkWGEDkw8VrJnukxeaOKFJhmzmTHaGWUmcJy4ndV+8bdVW5VoZ5RWxtimXfCcfm6GCmmvhKRqAbtTM9X0VujTWqvR5FWIVSuYXoWaVsGqZYhURzgarzIcX0wQjqGHk4R6knLqxrlPrmroQZbQbONMjNAj5hXAy+Mzju0Vcf0SBb0fPcyiB5mpSw7tNBOlLdFNDD2kREg+0NCqMeJegopRpWaUqRkVqvrZn2JenWymoiW4Lfl+apqLpgIS5EmSJUlu+jqhckSDElG/QpM5TIs5yTa1gX0soxQ42F6BRDXPolKWdDFLqlTkiebz+f6Cl2KpGjFVIBKWcIISTljCMUcxwzw9Ro5OSsRUgbQ5MRUs8kQonTpJoFKYnkJVLVTFRlVswpqNX3PwPQfft+nSh2hRGdrVBGZNYfkKM1Rz6k1zcZMw1KaP8ZRDGZcSLuVZlwoONh69DNLLIG3MHTkJMBm3CD0bz7dJBCV8LCo4xCgRn1ouw8eggk0Vh8rUpYpNBYdcaTlX//2Xz/rndTYkjJyF87/25wx0n7oo0NdvewfcmCNV87hge5aKpnHRor7px7sKzXx/OMdI7Z8AyBLyKqOIH8x8lDcO3cGi8lHWbHwpz2y785TXOJ14j2LZK3ajH17Lot3vxtQsHh37IYcKc2do1NCIW028rPcW/q73X3jPwG+iBS4D5jD/t++L7I/0A+DUdN78UBpVqvev6Irk6HTL5OJJLo70M5SLMlpYyOauXQRK55H8W3jK28L+7EPc07eJUNPRVcjFYzu5qvNpEloXn69dRLsqskNrozhVdf+yUkhBs3nGDjAVdAc6T1s+PYHOYUvR7mtc5MGKmo2pTq3u9VGYJzVrVMwirj8TaPL2JMPJ/fiGw7qmY6R6t+FYRXbcfyu5ahpdL3Hnxr8CLSTUT3w7UHRaiuWuzvFqwMGaTouhWOUG+GhsLSUxVJFuS7HCDVjpBiyxQ2wdKiG4p6mZvnsyyfcLp+mEqEzQPJoMxRInZLETstgO6LIUp+kCMe1bExY/K1g0+TFeO7mCzSUN33gFn4z/O/GxnfTpCr9P0V5RqId1Fg3AwhFw/HoA8HoUfq/C71C423ScfTrZdIJia5QnF63m4SWbONjTx3u++jmW9h/hcHcvhztbGGgxGWmqMZjO8Yf/sZ9lAz4DzXCsVaO/TaO/FXIxjQ9+LcAM6z18sgmTUo9Jqyrhdyiq3RrVbp2wI0RLzPpMynq9Q8yUIrGpJe3ql0G6GZ66XdLmfjvvUse5mIdYwBGG6GSETobpZIQOJmiZnp7+TNaop0iRZWwqbGS05mfdH8AKSqRqE3T6GbprBfoKIUvyFosKUXqKSWJ+mkpqP6PLv8WI6uFJfT1tZR3fT/Ot1iU0eR6PpxJEVZUWr0B7pUBHKU9XPkPn6AQtQ4NUK0O0jA/yxS2wc+ESTK9EqlQgUakSD2xiyiXQ2gjMLrRgHGWOkNQ1kkZI2gxJKJMmqliOR8TMYusFDtghmh3yUNHE0aBmL0UP4kTGFJ1alg6rQLPrE4l4PBi5HExIM0mKzFQPj0kilNCAajXKwMAKbLuCbZWpmUX+oVia/ow0FAkdEoYiYSh2V56lRkeBFVo4gYMbuDihQyRwSIYOsdDBRsMwfZzAxgoctNgYd+vDOIGDEzo4gYMVuMT1BG4VnMAhrhx030EpDaWFGOHc/nme5jHpTJKzc9iBPf1ckcDBDmy0qb5U9e7pitP9l6zqVezQnu7ErScmKGFRrUbp8ybpMUcoqAjFMEJFuXjKwcOBs1j3xtSq6HoJX5koZRIqCzSPUPPRlIOuTj8J5LNxtTytKkdZOXiaNdWMd+YvbQY1FAbhs/Qri2kF3vPB/3fOZXk2EkbOwgVfex/Hu984Z1vCy/Kvn/9D2p7y8a+vcF7TBNsdm9/sntu+9uDeK8kH9SDzBap8gZnOrkkvy9uOff1ZXztvxOhbNEjuSL2jqArrPbMXnQ+Hpzpxd0WWMFg+eNrjdQxev/h/opQi541zz+g3KYZ5Ht2YZt2hlVTDrfRmFDVloRNycVM/1fBFPKO/iuNGQFELSSoDTSlGUxpPr40xkLTQHh8jmBoGfOnA09y8604W5odpvazGE8VXs7/5clSYZExXfClZf8+agmWezkVVk56p2pcHXI+iFnKlrxPxDGrOOIFRoawMdnVsZV/rYywfuwCv1s4Rq4zW/CgJL8pNO24FFJGWA9jtOylW4iTTAzT3PYlfbsJtOnVl3EylnQdrLyHnTvDTYDUrzWE2V7/JGjeg2Tzzr/eIpxHVFfEz/N/0lMGg10Sbnidizvx8H8+ZfDW3klLiPLrcJFs4xoZgB23WAIZ1alDJ1DT2ezqbogHGaf4KOrvB71PYBUXyUcg3m3g9Cq9bMXtyDfdxHatfw+tTeL0hfvupIw2HR0LuzhiMRU3iBlyaSeMHGR6Id3Lc8Cmp/PRiZbNpSuGEDu2BwyKlWGtNsMwo01YL0E2TasqiFAsJTA0fkyE6GaSHAXrI0MSFPIyFx/BUeJh9KWjP3f9ZNyjTVxskqspsj9ZHJdihT00/85RJ0aBMX3mMnkqennKF7nJAV9mks+TSUU4S95K/cNp6X3mUKGL6wxQok9UCRk2YtBQFrUZRqxBqCs2rsfjYIcrRKKVIlIpTH3KpjPovmW7U0JwccbuK65SxnRKOXapfT12sWR3nz0YYauhnqH0IQ51aLTJ9qVZiVKsx/MAilRiho6v+90Up6t/KPZdaLYLnuRSrLvlqBN13UbUIXi2C5znUalGs2DBZQgw/ghG4GMqod3jXA7TQBPXcNz+d7HRD3M+Wp3nUjBox/9yaqn7R89X0GjWjBgo6ThqxdzZqeg1P96afp6bPXLpLT7vG+gAAU69JREFU3YRaSFPt7PuehIRnXCTQ0zw8fe6ls2UN//td7z7ncj8bCSNn4YKv/iXHe14/Z1tzcZRvv+ePOLFQpPFGk9cuOfXYu3b/Ob6qN928hQJHZi3K9aLR+1hb2PWsr/0fnTfy7o4sw0fOxy8/SFA9dRjxCV2TeXxDP2VmwL70TYx4AdXy9+HEWgdaDNTMWP8Wu8jFiQwPqT9jKFZkwC7zBC2sMYbYpXVwfEkP1b4k6PU1XAx/gNhgltf/7DNsOjZG14jNeOt17Fy1gsd7HyBSbWJhdhWTVg3dqDDix1mXXUpTYOGbBYwggq7qJ4ZAr1KJDlKODE735O+P9fNwy3bCaidGtN5B19EU6yIB7brG0sxGejr3EIlkTvtZKKWhMjH0prMfvTCbrwxMbW51swoU0axP+2SNmBdSdXQOji6m58EaYX/IRKyNzA0x3Muemj6mlE0SiefRjLn/fbRQUStoVPMWS0Yr9BwpExyzKI9bFIsW5SUa5hhUzlPkX3nmoYkhGuO0YpU9BiPd9LOQxexnOfX5Syo4HGMBbd4wHd4klejp//gfHe9hONdOF1FaRy5gQWEZ/9HyYxJ6SGdgY0QO0mV4JAyT0A2oRAtU4yOEZoUqNoP0cIw+jtPL8anrETrOOFLgTNqrkywqTbCgVGJBIWRB2aanGKezlKKol/mPbptxO+DbS1tpqpVZUKzQVVS0VqCvbLKsZNBbUjTXPGztGTzVQc5so2QatFcUO1I631hok/YU3eWQrrKip1yju1wm6cXOeMpSKMrUCJRPVQ8oaFUKWpmCViGvVShoFQpamSr+SQvtKDRNYRgejl3EcipUynEMw8e2yzhOEceZFTKmAodpPvtie2Go4dUiVEpRivkEtXIENIjGMihfp6I1U6tGqVQjVCtxarUIQWCj6zVaWo7j+85UmHDwfYcwfPZ5LfXQR7d9At9GPccr24ahIkTD0Oo1a4HS6hd0qpiUsOkzcihVn0vID8FXGqFTItR9dHQqRoVRtz4Lq46O67uYysQIDezQxg5sLGVhKANNaejoaGhUtSrHY8cJtAAdHTM0sUILN6hPhuYoByu05oSZgcgAT7Y+iRu4bBzfCDAdCqp6dTocBFqAQhEABho6GlZoYYc2zzQ9M+czsHyLJfklGMogPPElQEE0iGKGJhoapjLRQ51JZ5LRyCh2aGOFFlZoEWohRmhwMHmQQAswlUmylqS10jpdNk/3qGk1Qi2kYlSomlWUpjBCg0ALcAOXdDVN2SxPh46QEFvVX8fTPQItwAotborfzHvf9PvP6e+BhJGzcNG//SX9vXPDSPvoALd94E+n77/hfaf/z/zDXZ8GHQ51R3nrsZm1W77dHuXehz82Z8XQ/dHFjNmtKE3DDmtMWmlw1/KKYr2NWAU5qrnPn/Z11hwbY9F4lopp8FRfO235Ert6Tj+3xMkMZyNmLMJw6jyS+ftZdWgXe1etRAFPLl3N7rYF5KIx8rE4ZvUg8cmvsurwXt56b8CaeksPn33pCp7qXsb5FZtktYXQLM2ZutbwIygtIDRmhjG4pS5C3aPmjJ12pbTwgGJBfpgf3XQ/5zf5bIiEOGf4ZldRLq5WYQfnsZXLeZyLyGspFqpDvIQfcAkP4TJ3vL+ZVThPGThP69h7NJQDpS0hTkbRXKihNniMrzVIFXyaJmuk8j66gpyKEdEqWFNt418ffxf9sXbanQMs1PrpjB1l8IK5r2XUFJEhhX7Axt6pMPfp6J6GFfPxTrOmiGaEqEBHj/uM/oGCoom9I+TQq5o4qC2jv7qEQ8Yy9rlLKRindkK8snY/h7TF9FszzYa/v+8Bnm5u5vLmb7GEA/SzgKMspJ+FU9cLqGhRbvDu5sXHTVYZ26nGj1OLDRBaZSo4DNA7HThOhI9R2s/YLBLzFQuLIYqAXSkbTSk6KoqF5SEWlUfpK4X0lEy6igm6Sim0ICCnlcnpJbJamZxWqt/XSnjaqaHMVRYVbebEvTBoIyQkNxUUAi1kadBRH6njm6waKpPzxil0LKQaidAZpmlRifrwTKqMa3nG9QIZrUheK1PUqlQ1D3/W73JLyxGSyREyY+3kRlJEjAyulcdxi1hpDdst4bolnEgFO1pBnxonHIY61WoU37eJxTLo+sxzhqGOUjq67uP7DtVqlHIxRiWfoFqOU63GqXgunh/BVzZKmWdcA0X364uvKePcJs7WwhDT97FqHpbvYYUhY82nb77SdcD3MIMquu6hmR6B7lMbhbJpU7GjaHaUku5Q1mxCLSBHjIyKEgQWVd+iElrU/xedbbg5/ZKKS7QhNE2niIOvDPqMDDGtRowaHXqBEhYVZVJVJhVMKmrq/tTtmtJRfkCXlqXTLNBsVLGnvjwopQgVEARovo8e1DD8GobvMR7JMBLPYAc2htuK4+k4NR23qmGoCFriNDUTYUgYKmrKo2BmsT2NSFURqQYYQYAW+HjJFkLLRgt9tKltM5f6/dB2Qam5j4VTx6da8ONpSjGDrJ2dDi0nrk8Eq4JZQIU+jqdjexqm0jB1HcwQzdLQfAfHdnHdCLF4jGQiSVNzmraWJhauXkckkTj1/f0XyNo0Z8EO6n8ENRVwE99iN6vJec8edhQGTcZaahrs7OnnjwY1FEk60PgkMQZ23XvK0uUPtWwka9abeZagGA413p6f1Uaozdz23E4OXNbO+kcfo+uwy9FVf8Fe7RjnP3MvbeECUv7B+joeqogClGlhGWsI/UFUMFL/bx17MbbejW620T78GKq6j9WHsvQMHmTZwXq17Mv54fRrfvg3F3P+M4dpy8L5B6b+swKHFq2j095AulRvegitmdoILTRQekBgntppshIdnL4dzY6xYcdeLM/j/quvwnaK9F62m96WPfxuy6knoUfZzPbyBdg7DA4v7OFQ+0KaJouMptOEU31U9DDE7PcoPt1M5uAKHFORLA8R6ysx4neTj7RxqHkxy/XtaJcN0tJRZZM/SlvLTI1R3w4oay6HWMzP6OMQCxjX0ryeO1hRPoCmw5tbPo9PfYXNasaktMfBzzgUkwbWfh37gIY5qKGdZnlOr2hSMy2eWbWU8b5mNmcfpdyuMJo7Ga5dzdFYOwdVlv7OVnatXkRWT9cPPM3SEBGvQtmqtwXfb195yuOfXn4FAA+w9tSDZ/mhdS0/XAS/qQ4xycKpmo4+RrX2Mx7TVCuwsnSEhYUISwoBy/JH6J3Yh5EZxMtnaD7WT64Sw1x9C1bnOrJaODX0skROy/O0NsLPzBKedeZaIAWg22jhTKCdHUQAjhijnOyAMTWJuglPLIJ6233/9OOm0vG1gLNdO3h8fCHj4/V1p4hA66JDBKGBoduk00NUqjEK1Q7GCjGq1Si1aoxKNYpXi8x5jbbUKNVqjKrnUA30s359qO+qFNQwqGKR0CrTR4cnzSgcKqiFBhVlkqoUiHklEqpIaCuKrsV4NM5wrJlBp6ne7TOIUfIjBFWNlkqOFi9PNTApK4uyMqlgcWIlEwWoiIlWC6Ecos2eluYsFo1VpoZyDLB1lGOgbB1lG+Do07eNoRLG8RK6pWHaIY4TYipFZrT+Pg+qztkrJJDV4jiOQTxikoratMQjtCcceuIOvQmXjphJwoSxpx4m5ei0pBNEU2mceIJYsj75YKFYJJpKkUimMKaazo48tY3J4YNEky3EUm1EEkl2HdjP7v/8d6yaRSQWx22J48TjuPEEnm6iTItYIkEynaaaneT4zqcZ2LuLwsQ4bYBuGLjxBG4sjhd65LPjRMoFTNumUqiPmLMj0fo+ifrzuvEEkanXcGMz29x4HN0wObpjO040Sk0zGMnlKU2Mo4UB0ViMWCxOPJkgkUqTSKeJJpI4sThuLI5uPP9NZs+Fhq4ZufJLf87ehW/iSnUvv0N9JdoPHPk/fP7v/je7e8HA5S/fOrcPgHJ+i7GOa2jJTqJn/wi/3Eu27a/o0RV/9fjT7Nt/B4HyeajpYjZnf87TS7M80nQ+tdHrAfhnFeGuYsBS3yBnhHw+XuW60X0s9XZgBCHt6zvp2nwb2ojNnns+Rmic2rEp8A5RK32Pcu9SgliSRGY1P/MLWN5RtIrLnzzxbR677B9OOe6yh/4Cp/bss0zm4nHuvuxFBPEYoTU3VJWJUg4Uy8bXM5E4CJFRSlrAhB5wtNZLqwpZYY6hQkXv0X7W7XqGdDZLYEFtfcChV7eSah6e/uKnahrFfS38R/ImDoYbuPHhn7Ju/+MsOtaPAvq7uvneS17BovHjRPMF7r7gUqJ+jQXjwziBRxga6HpAc3mClfn9LGgdZJl+ZLpmo4aJPWu4dbVocHyonexgDHO4RjES5UcvuY5s1aZzZJA1I/vpHR3GKXgowNioM6g6SB2awM1VUUAhEadm2TRPTKABk4kkj6zfxNMrV3JwwQIiYYW+oeM83buSwy290wupRf2AS8Zr7E44DERP/caoqZDmQo72fIa2/CTt+QzJSpFQ03B9j+09SxlNNtFSyNJSyNJayPL4wpUca2rD9T2GkzPfdOOVEs3FHK2lSZoLOcasKMeXtDOqn7kNu7U2wYriEZZmjrJk5CgLBo7TMpzBL5pk3DT5ZIKMmyIXT1KOzpyZtCAALwTbRj3LqAkFBHqIedJyAoZRw43kiEZzuG4e33MwrSquWyCZHKFajTM8vBTHLuFGCrhuHkMPGBhcgWH4DA2umH4u06xiWRXK5dRJrx7iOCVct4DjFnGdqWu3gG2VKeRa2bOvPt+NpoWo03Syfq6UlUlJ2ZSURUnZlLGmb5+4rmAyO8As1ceIaB4lZVHGojy1bw2Dk4OOMjUI1Snrbj0bpTHdLP1sbNcgGrFIRi3GNEVo68SjFumYTWvcoTPp0Jt06Uu6dEUc2myTVtuk2TIxNI2HMwUyfkCzaZBQY7Q6Nk1OM4Yxt9PlE0cnOTZZpjlq0xyrX5piFo75q39SLRfy6LqBHYnMmWtJhSHa1JepwPcADcNsjLoAaaY5C1d+8X3sXfRG3qT+jRu5HYC/OP53fOSf/he/94en/qK4VZ3+5TPDnpKjnwBVI9deb9ZpH36MeCXOu+76V37QHWPvmgOc+Lum8it50/63sdiLkQnqI0i+kqiybGQHH3jyC/T/jw703gl0q4KmhwS1CPtu/6dTyqBQoPaTTx2gOnVSSI+P86n0Ft6y42e8cde9ABzpu5ZnVr6GbMygfWr2r6bSg8SLT7N059NoMKe9tGrb3HPxNeR70rNeTKN5zGDF3oN0DT3OE81L+dvNb+FlI0/wsp0PUI1H+dSKGynYMRbFj3C99SClI53cdf6VjCebeO9/foKhl0VpWTpAXJ+pVclkOhgeWsrY2ALaBsZpGRtn8cGDxEslMqkURxcs4OjCBRTj9WaKF919D61jY2hAJpVkormF4VWdrDm2m6bjk4T1qTIw3YBYZ5W29TmsaEjow9HxTrKDUcIBhZubNaOubrBr0VK2r1hNa2aSZLFAKRIhVSkSRB2GOzqoROrzQpQtG8/p4JmOZkqmwYKJYTLNNgPxDgZjZ27KeDbpUp62fIb2/CRt+Una8llagwhtYZJWlaQ1TOBrAXdZT81pxnB9k0Q5oHl8nPbBg6RHBrA8j6++/o3kYnEWDA5QO80CZAAPL17DvvZeUuUiTaU8TcXc1HWehYcP43kamVQKL+pi2Brasw0DOoNiaFEMLSaJkVMuVb3CsvQ+VttlkprCMvMYiTHcWI5IJIdl/eKv2X7FoJqzqOVsqjmLct5lspRi2cX9hLpGJt9O3ncZqrRy3er7yOdbKJWSuG4R3axQ8m0mKmlGKm2MVNqYCFoZKTYxUWwiV0vA1AgLF4+w12Jj+SCdpRKFwKFPr4f3orIpaDbFwKakbIqzLgVlU8VkjTGMq3kUlUNJWRRVfV9X8/CUQRkTw1boLoSugWc4MFhDGVO1CM6sWgTHQM/WMEbqzYJKA+Ua4BioE/tN7aNna2jVU9OHaelEp8JCOurT5OTpTdosboqzuDlNV1M77akU357IUg4VKXQ6XIu9ByZJmgaL0xG6ki6tcYfmmI3xS/w+CCFh5Cxc9cW/YM+iN/BW9a+8lB8A8K7aV/jQJ2/h718/N4X7Vh833+Hwj+/64PQ2N38vodlCLbJhzr6fu/dP+Mtlc5fmverAm1g9smX6/k9cj6PBCJ+476P4v5WnsmHujyH0LR7///4viVnNRqHm4zfdQ8+mrZSKaQ4fPn/6sbU//ylRLULL+Dj3t63lay+5isyqdVRtg/MPlHlD4fv0rvt3ND2kFmo8U9EZ2BPj6laPvYXzyA6vntPWXS13sDdvc/mhB3jpoYent2cjSVJTy90rTVFdp5i4Tue+ZZfzI17OUW3RKZ/z/1F/Sqef5QfmixkeWsq6vQOn/XnE81kKiZO/1c4wPQ+laWx64kkC08D0fLoGB4lUZvpxBLrOWGcLQz1dHG/rIZ9M0j48zJU/vZ+dy1fy+KrzONTTxxPL11F0Tz8M7uaHfshAupWBVAuD6VYmY8/+OxevlOjLZtnV0UVbbpKO3AQd+fq1phT3rdyE43vT4aM1n6HFM2irWjTny7SMDpM8fgBjsh9r0ZXYa16FVx6nWBrkuBph0CrQd3gf7cND2J5H1TTIuTZGGFKLRzHKFWwvIB7UCLpCaj2Kkm5i70hy39VXoQcB8XyOtvEJtGqAr1lUDYv+he0E6TN/3poWEInkiURyRKI5bD3P0H0pbKNAiInf1obtVIhEc4SuT+mQQTqWxUl6BM0GVtonHc/huM8eOGpFk1rWppq1qOZsAs8gX40zVmpiqNzOuGolZyUomgkmzRQlI3JKv4qoXSIVKRNGIyxPH+KQ3cWo3YV3IERNeOiGRhic+qdOt3RC7xdVI5zUp0EDx9WJRRUtCZO2aIlKYZgDI210JzzaEzqdKYevlprqocE1poPE6cZ5x/WAdkujy7HodqN0uRG6XJsu2yKs+rxn7zECU6PDtemwTdpti07HosO2aHdMOmwLqxYyMFygK+HSnnBpSzhE7F/9mgTx60/CyFm46ot/yZ5Fr+em/NcoHTV5xZIfsb2wmQeGH2Q8OfePhjd5PtcdTfOtG98xvS2a+S6l1KvhpG/GF+94D8diA1zX7HOoajAw2cWbtv3l1KOKTGKAL6kE/+/BT5L+vcP4fTM/glqhDTtebx+/9WiUiw6/hrC8kEdo4dWpR7jyom9jGPVvysWPreGJC+qTMMXj46TSQ+RKzWxbvZC7zJfNKdPr1Nd5Dd8542fx9NMvRpVTJFSMJwYv5AdRDUPzubznYa7UHuWSz/ejl+ufSTGWQjtvgqPXJ7mz46Xcy3XktfpJzVEVqtqZx7rf9uDXiAc/w8PiTq7B13SOtnQSahrLRo+jEbCcwywbOchRr5sdPWtP273N0w36m9s5lm6jZXyMlz18P/3dPTyxch1V22bj0f3oKmQg3Up/cwf9TW1ko3M7Zjlejap1duP7uzMZBtJpAFrzGTpzE3Rmx+nMjhOvzYShWGjRVtbR8iMc6pz6TCoVmscnaJkYp3ligubxCZxa/QTt6xpDLW2MNscYjUHJUFg1/fRDFpVCaToaIVbMJ9JaIdJcxW2pXzup2pxfRb9iMLazifK4U9+vuYrbVMVtqqGC+siNYrmFXc9cVQ8cU6EjGs0SieRw3SLa2dTfnwWvaFDJORTzMSZLTQwH7Rwrd3EkWMCYaiWVnQQU+WgCL+mQiBZpjU7QExmkKTpJb+Q4C/VxDL+Dnw1vIeqkWNSWZllvF8t7FpFO9KLrc1e69kKFpWvkKh4Jx2TnUI7v7h5iUTrGee1xlrXESLgWpZrP39yxCz8I6UlH6U679KQj9DRF0Aydb247RkfcZlVLnN6mKO0JB8v4xbVhg9Uab9h2gJhh0OXUA8T0tT1zP/7foPlBiF+WhJGzcPUX/hex4OU8c2AMhcaqpr38ZdOn+H3n5GmbYdnTl6A617D1wmumt0eLg5Rip84k+pmP/hmd6w+y/cVLOU4vtR9tJOGtwzdg/drPkFzwKPtvX8754UFyN01VwWd1ChPrOLLn5ax96YcB+PuBJPv2/y7Rahuvb7mfi8/70Zxq7W8+9BZ6fI1k31HuXryFp9lAK2MMaj2nfb9vU//CS/jFE7A9fvdf8lTHQV659E5aojOz/EX+PU2mrYnBixV3Rl/BQ1xBMLW8brOX5aXm7VzNPYzU+ri7eC33NV9zynP/9f5/4l3Hv8OjybV8o+Pl/KDtSrJWPST868Mf4EWVnxOhSj7s5InmHr7YdhMPtW4kWSnw5u138kjbeg61dnGsqZ3gF3TMMkJFMOubqKZCOnIT9E2M0Dc5Qms+QzqI0GR20jeZ5+YbLyOc2n9ZvsLKyTKX7hsk9fNvkgx8ks3LaV/+Gia0PEkVwfVDtptHqRrQoZpoD1PEpnqgVopDTPz879HDkGixBJpGLdXO4c4oh5sUo46PXdGJlc3TBo+i4zOeqtExaZOMBURaKkRaK0Rb6+HDipy+Q6hfNjDP8NgvMlnTGPF09Mk0XrWZYcdiOB7wUy7hk6mvYJwUTPyaRZiNY7fVf0c0L4rhNzE5GjJYTDFKJ5OqDy+xnLZFK1izZAFLk3HunchztFChzddY0RRleVOUFs2g1TbIDmQZnfwUXq2C6/aSal5MunkxkUgfpvncLQ4mhHhhSBg5C6/5xD9x7c51/EO6PiIkbhX4YuQLvKetwLidm95v/f4k5+9t4puvfCf93b94evS/Vu+llVF+T/siAG/7eT9fvqQPI6zwOe2duFTQKqAswICB4WXs27OFaLlGJWJzxZX/BsCHdvwWY5m1vC11JxvX3IthBAxUuuh266NVPsGfsGlsO99sfROTWsv06ydUlt/m06xhB5/kT3hSuxCoT2x1y4O3s271fWhayOFDm1jcu5emjn0o4HE28xBX8Eq+yyIOcbIDLON73MRj2sXT2xaMVbl4V5mrDv+YlkvupTU7SfknLsa44u43XcUTvWtZVT7CZ/veOFWGkN7sCP3pUxdp+vPD/0yPe4g7Wq7mIfPSM64LckKqnCcbmantsIOA2kkBpb3ksXYiz2UjPt2DhzhoHieo5jHyg6hyFs2fqYWoWTbFztW0jg9zfnQTabud0Uo/o5VjjFaOUgsrdLqLMXWLgp+hK7aMycoAmdooqUQvVkcfg00V7nXv5bA7RFNOZ/N+i0TCICxGiI1EiSRrRFsrRNoqRFsruM0VsgNJjuxeg+V0EXUdnll8B03JIr0mdNsB9mk6hgYKRmsRjqhWjmgLSe9VRA56TJjd5HujXLTsMVbG9lJVNsdVHxPlJg4bSxhyulil7SLpdpGOdrN94E4sb5CoHpLScrQbNdrNkNisj7GGRZkorZZFLLaERHwtkehi4vEVxKKLsawWlArQn2XiMSFEY5KhvWdhtOkSYKZjpaEFdOb+kvGeP5iz34Z9aXzdYKC9F6jPRTLS1g3UT6638nf8kFfwjHYeAJ/kTxjWZmpMbl9fH8UQ6C7fVm/iN/lSfc0OYO/Yej6W+lPMCwJe//hP0ADPczhoLWLPeS/HDmqs4QEMPWBn9Tw+4v45X+AteJi4lPnntrll7fb380e1T9EXqc9UuvL4UZ7srYcRpWmUvF6e2XkNZi1JIruSwIKDHSFfL72dXbE1ADyhLuRfKrfw4OBv8dPYckbaIvRq/ezU1k+/ztqjGV7100c4b3AXq5L30bYogzkw1fa+GVQIF2S/AlkIPA2vCl9Y9kaUptOf7iTih1yZ38Xlxu38deJ/UtMc/u+i35vzXmIqz0U8zH3atdPblpfyvPi4zdUjPm3hEQqVFD/vbKKrpnPBRMBxu8bn+6pEJvpZceQgq2oJRitHmagNsF8PMQJ9+pf+xBTRJ2ZytL0adv92AuDRUn3os6aHRNsqGFENxiIMVWZCWi4cItpeJtlRxk7twy+ZLG63uMUqURiIEG0rEl1dQH+WWWABWpZkaFnyECrU0fSQpSc9Hvo21Uwv46UEhWIHqfBCutLnY2U1HmoJeKzTgPXUL1PuV9fTy1H6tKP0akfpjfVzPT8kwdRCfJX6ZYULs2eQ1nWbaGQx0dhSYtFlRGNL6tfRxaeMephN0xr6T4kQ4r+oof+CnDyCz9ADfpzaesp+htI41tFLYFpESwVS+cnpMLKC3ZzPY5zPY7xlqk/G7CACkI3O9Ev4oXYj46qFa7iHRaUjfDryR+Qi9ernmmHiBD5HrAX8Pe+f2mbzLr7Gmyb/P4Kdl1O93GV7sIn/0F/HPm0VAJcc3MZFT2zDbd/I+ss+TDmMMji4jP6j53Go2It7dIjKpfWaCM1cTD5cyU83RWj1R0kPruU+7bdg1uSunmbzO9a/UF0yU+4sTZihz9UHdvA/DnyFiyOPwwIIe6cmSjqJpkMxb3GsJcLgxSYdzm4iqsgSDnAF93GR8TBuut7X4o18lX/jnQAk/AJXT+zgymyVi0YSlGPHuNnYxiFtOZvHFV0VmJnoYCFJQl6cPcie8SPcN36YTG2YDVOT35qxGoeW54kuyrGypYprKg7sSdLihFQzDn7F4NiBLvwVCbqTQ3S0HceIBoRFjdDXCAKdWHsFY2pyq0omBcoif9wi1pEj0lJCO8Nw1ugZ5qVT6oxzWqHpcztSdnW+llTkzRzdNUFHb8jFC87HSQxRKu+jUPgxLYXd/HlhD5O1HHfyClwq9QDCUdJMYugOsdhy4rGVxOKvIh5bTrG4n6P9XyQIClNhYxmx2FJi0aVEo0uJRHrRnoeVZIUQ4tk0dDPNZV9/hDffX5hupmmPjNLe+XWOTDWDXLMtpL8lweVPt/LzTVfxwMXXsezAM+xfumb6Od6m/oWrsvfgpDzeyVdPWSb82SzJHOVgemY14Mt3fJLO6lru2HQxZf3U4ZmvfLhA94TPt66FcStNVBW56ZEMiw9HqBV/iFl+mK7e1XStOc6xsMKktpA788vpdSf49tpTVyee7aJjB/mNR/+NW18zM1ooEpQpG/X3865j3+Z3j91Gb3XklGMzSZP+7gjtuz3aqJC3TA72Rpnomwkz0ZKP6StyyZlOhtGij1sNyfoudxXexOLJDi4f7yPO6WeHrMT7KbQ/jl3sxg9rVLqeotiyk9AqokLwihalisnxSgtt7WXanfFnfc/PBRXqoIV4RZPSqEtyQYGgVj+Zm06ApoNlNaFpJoYRp1w+tflrtkhk8Zx9NM1CqWefQhzAdfuIx1dOXVYRj60iGl0owUIIMa+kmeaXYOgB/c7M1O7XHljHvoH6rJ3HO+uhYcHgQbKpJkZb67Uf51ceYde/L2XjLbv5Tb7I56nP6794sp9DTTNTdl+hfsID2twOnbODCEAi+0p+cEE3Zd1khdqFh8Uhbdn049+7OI5TC6laOu2FcV73YEhLth4WjNiVfH19jsuPbOX1n+sgd94fEDgprgM03WNxi8ehzrmjDQDW1Hbw7ju+xJXjO0kvLXHg6HK+0PMabh74Hn/Y/w0SfhE/1IhrM3N0TEQtEjWfsWabY90u+biJ0jSeSaRps0uoqdXg9EDRPlYlWg6YTFlMpi0iE9BSLjPp2AwNnEdy4HI6g9X8njUTQLz6vKfoaBzXx9ntPUlmdB9++UQ/nt34OrQszLP4JfWfj6aDnfCwEx5pjgEQorOf5Tyj1rFSe4al7MfGI/TS6FZm+vVctwfLWEQhvxPL6sAPj5BOX4hhRKh5k+TzOwjDudPAn3CiNiPd3sfCZZtIpjaRSp1PLLqEQmE3tt2G43ROT4BULB6gWh0iFl/J8eNfp1w+SiKxlkRiHYn4akwzztj4fWzfXq8pOjmImGaCWGwqcJwIH7EVmOZzO4WzEEK8kCSMzKJrAeGsEQNHYwrC+iwDg1P9RTpGBlly9Bvc/tq3cJP9LTisUKFG/NMO1y9/kJ+tvYkNx3eQLhd4+MphntQu5HXqG7y89n32VtcznGyZ85r2keME3W0Els19F/ZSdnQ6smPc4n0BhtbxxHgb37hqZi6Iqq2z6tA+Xnr314gZF0LsUgAMYrx5zxaWH7F57PwbUbM6E6rQ4iXbdvPZl55Hsujx9ofvYH1iO2qkyvX6VuzmkKCpmVK4md+d+Bqv07/G6oP1vjRHe1z0Izr5dodSxGCw16HqGOihonmsRjTvYo5fR7r/WpYGNoe3fIDEcAeJ6h4GS0l+OHk10dZx4uYEo4cXUct1scJKsSbsorfUUZ/BW4dQg6Gwxv5whD1qhII/RPP4PtxZw2YrFhzsa2fvkos4vGAjnh1hkdrP75jfJB5dSHPudipGG4PWhYztX8Hh/FpWJ9p5fTIC7pfx7Hr7jelU6e5+G7pmkc1tp1DYSaVyHHSoBRkAJiYfnPNzMow4icRaMpmHMYwYyeQGUsmNpFLnk0ptxLJOXa8imVx/yrZYbCmxWL1XyJLFf3Ta38PWlqu5+OI7KRUPEI+vxHW7yed34TjtOE7XnJkdhRDi14E008xqpmmNHmNl6494KraP1aWlXHxffSrxTKKJf3nLn2KFPt/+/l52ZZ6g6/U/wnRLPP3UtQQ7q7zsgYdRwB0vex/FZH39l6Wb72PcbWIdT7Fn92XsKm5kNNHEM12LGE02odc8PnD4g/y/3v9NIVqvtWgtjvF3D/8Fi7+VY/er3kpupI9E/nb+4A8+AMCCY9t5/R3fQVchgaazfnwhB5a+5tQ3p0LQdLTQZ/Xur9Ix8mh9zMhLl9CV24YXuQEv8SoixlZ0suSD1wAOI8tvY3LxD0nkPSqOgWefNH23H9I26uGrLvTsy0gNXI4enNqxsdSyiwNdP0W19bB/Io65P8pCv4U11UVYUxlYAftduD+pkRs/iFbYScv4PmxvZvhyMRJn36IVHOkOcRa1sqV9Kdd0b+LC5i4SzzI/g1IKFNOziCoVcu9Plp9xf8tqwvMmZ91vIZ2+iHT6QtLpi0jEV083eSilJBAIIcRZkGaaX0JqOKTcVv8m3jt+DXAXAEPt9Xk7FhZLfPjSFbzq6SymW8LzHDKZDujRgYf5+g3vworVF+qKZ5fRxH/QPbVw1+jIYlrJcVHO5dXZkLs3/ISrg29jPvBajDfVT/jRWoE/i/5v3GvGKfcbLDr2ZbKvDQjT8J7hD/DT/mVc+dheNOonckOF+NXtdA51UevZQtLQOFyp0DH4U9bs+08yTStIGTr62G4MOyC6sBWjsJhy+28SUK/pKQY3zPkMJo9cxLBfoNx6EE2fwLXrQS3wNKhqRMprMAZfQmps4/QxufgwycLcdU+i46s5b3w146Fiia6Iz1rB87jhcU+ry73pYbqPbGfFtp10V2cW3MvH4hzoTTLYOcnalR28YdFFXNl7JSnnzLOFnkzTtLmTZmo6F5x/G8Mj3+fYsX/DNFM0pTfT1HQJTU1biMWWU60Okc0+SSKxhkhk0RkDhwQRIYR4bkkYmSVS9ZnQ650eC9WZ/hUnmmgOxBIMakXe2FOfHn1iogfQydsuH33zO2kKuzHZgx44HGh1sX+6go5r+9nx9IvwLIc3VFfR7rXBJCyZ+DmFziF2xzeycLjCgR7Fe8y/oZv6VOmZmwMMP0QD9EDjtcVHWHFgkD20M3tVmVp6NRf0rsSM13+UvbbLcbUR1zHp7VqPHuskoX+RkDaK4Ss43XRYZWeYMb9IX7CEJbWFrDz0TiYP5fmp/jl6Vh4kezBJ9NhmVie30OTUR+WEwIOtOt/qOsq2+AiXlBfy4iGfCR3ePDCzOF2LXl8FJ6/DzxMad7TlMUa2s+rpp7ihODOXSymaQN+4mYuvvJp0Z0jBz3Nx18VEzLPvEPyL1Gs5LmT5svejadopnTtdtxvX7X7OXk8IIcTZaegwsnRobqdEjSrjTolrHm9j4fAPprefCCNXP76VN05+n8R1ewCYGK9vT9Qq9EysI5/ejdLB9Kokmu7jotGn2W4s4jtrbuRju47Qnm+bfs6ep/6Q/c1/iOFOcPNT36Wl73FsvX4S10JFMu+z4ck0hjaCrtVrDRZ17mW8vIiccS1+ZSvt8SvYtGgJ5qw5HlpMg5aWbmiZOanmw5kp7AGqrd/n6LrvEz1wLeOHDHYf2keq42L6okuwpubeaCKBf1BDDb+czamLSbbV+7p4YY1D+af4xPkL2LpsKbAaWM1PkvCTDguU4uedAVeN+Lxs0GNri8ldrT65se2s2fsEW7bNjMbRXIc1l1zB4kuvZOm69ZjGC/PrKJNzCSHEr5aG/qscqc2d1yG76DEsX2Ph8MywWmXBaEd95MyNnbeRuPDY9GOTkzPzieSad9RvhDp2ZSlLjmykdP2dnJf1+fHDPtBDqEL0WYuHxMbWs+S6/0WoAtwgTt9Df4Je28pi+2tkvTczHLwZSztIhzPT0fHlPf3cY3ukczex1krO9GNgDI25k1sYjBFMbQutAfILv8J41xHKZpXhR9sY3bmfgh3n55e9jCXjeS7Oj1Lyc3RH6x0sX7fo1unnKuGxN/8khya2UgsrXH43/HzJ/0bpBmsOFykbY1QtjY6xAR5duYm9nS75hRMYWx/gvEd3YoT1z1ozLZZdsJnVl1/F4o0XYtpntzaMEEKIX18NHUYUM313jcghJvt2kirUP5JaUxt+PI3eN0BNd3BVibbe49P75/MtBMGpJ1JNGTilFC0XfBccWHj/zLwde7KPUBh8jItW/yEAXTt+G2tpG6WmXSx47C+m9lrEWG0hlbA+SsZTS/DChZhaPzW1mmr4t1xeMWDqpSP6fTRZn0DXqgynerDHr8XR9qHrB9ifWEC8+HYK7Y8zsuyHKMNjfHeKwYd78Sv19xmvFLn2Z3cA8CPuB+CNi/9susxZV2frmgQrLuhiwdFeBr61g9p4vUbpf9z2Y9Jxjcroo6jazNDf6x/+MU4sRikz0yG0fdkKNlzzElZeegVOdNYMa0IIIRpeQ4eR+lSYCt0eIbroswBEqvWahmrnQgAGF9QXPlvIYfRZ4WV2rchs8fFtLH/l17CiVZLHr5jeXgoq7Mg8SOgGXKAG0LV6M0rrgdcAc0fDnAgiJwzXPjV1ywNm+jkkrc+R0L83PaNnR/Y4mF8mHzPYtiRFuekQg8EHyR5MEuyNMbErTWn09H0wmnsWc/7L3sT6F19K5Zlx8g8cJ7qpnZ7zO1hrTdXmLG3jvKu/wEffdCMATvZnlLOnPlfg1ShlakSSKdZc+SLWXX0trX0LT/u6QgghREOHkRMncad9pn9IpGqgZg3DyEbr80cs4MicY9vvLZBPrGGi7Znpbav83dzUdQ+Pk6DiJWnd/QYA9lVyHFA/JlQBS+LjuHqOmnr2jpLbJ+5jQ/PVJ22td6o1GCEe/Ri71x/FqSVY/0x+eo9DfREOLYyidI3iiEv/fV1UJmeG3mp6Ews33YTyniLZ1gxKsWjD+Sy/+LLpUSKRta1E1p5+PnNN07jgFa/h8e//BwAL129i4/WvIJZOMzk4wE+++Fm6V61h3TXXsWTTRRhmQ/+KCSGEOAsNfaaIGFNNNdrMGBO3aqCsmZE0I1Z9yOrsMDLyky1sfORxdr3ucZzyAqqRUd7gHyTp/wGZ4MVseex/8lT7zVhBAkPrZ0vivXSW/on7zWd4addeLP3/MVT7/PTzWdpeWu2/4uniK1hgd/DY+CS7swdQKmRjy4um9/PDO1gY+QxlV2PXiji5ZL2t5s6VcVoe0xhOOEQW14NJJHgVW274AP96z73o5j2EwSipzmu4/nffQN+qFk6ujTkXV7757XQvX0lL30JaemZmme1atpI1V1zzLEcKIYQQp2roMFLT4dMvS1P2riZR2AfUa0Z82+XxBSvozQ7TT33K9j4OTx/X/lCVUDe51fgKB/wLCatlYqreN6SmVjFU/STpI72gQZP5WVwjT9r2eUXPASKmT6CG6XFew2D1X9G0Cq32h9hRuoJHizewMf5WRisbgCR7co9yIL+dhX1XYFmDjA88zJXtKRaQYcPTRb7dex6Vis/Ez0xUqJNesIgr2l/GgmWbcN16M9LaK1dz8MlWLnzZQtZf04dunGZVu3OkGwYrLrn8v/w8QgghBDR4GDnY6jCRMIArSRT+BYBIzWDbms08ungNjzKzIF7f1ORl+/dt5qUb3075ghwD1U4igEk//qzn9dUidA0c/QlcYxsANv9GS3QcP9QwdQV4pMw/IWpkOXooyl9tXIAy9nJDzuaCluM8MqZT9G3Obz7E5ug9aBp4i3V+Yl7KSKKNezJdVI85XHHh+bgjD7L0oku44OWvQtfnzp1xzW+u4pq3rJqeiVQIIYT4VdPQYcQKwlO2RaoGT3XOXcCuQw3iUuGJx19OLLcYw4oSZ2b4r6/6Tn4aAFLml6dvtzj1kSonMsF92d/lE90jvOzJlTyz9Dy2bqrP8vqHmTZu3/5HrEqOzXmusuZwm/Eqzn/V/2D9+vX0DQ7iOA7Nzc3wilee8T2ePBOpEEII8avmv15n/9+YftKqPG5Vp3c0QiEan7O9b6q/SDK3lFd6F57x+WrtM+Ejot+PqQ2e+pqa4kDlEh6wFrOq1M329SbfurJ9+vGfpzew8Iofc/WKL/NlbgKggsM37Lfy4rd/gPXr64uvdXV11YOIEEII8d9cQ9eMRGZVjFia4h1oRLp0ypG5y7E35Ys8uuvVrFbpMz6Xb+VprjxNYep+0vwqk97/oMX+uzn7ZQKbO4+nCZYOUbPi/GDDpdRMa84+C0eGuWrvNg6xkE9xMyrZwxvf+k7a2toQQgghft00dM3I7N4V1yc9Vi7L0/vKZ8i7c+fiiEyEVCoJUmF0znYn+oXp25ML7yRV3QP8jCbzH6mEF1AOr6Dgd8455kfHVlLyy3i6wQ/XbaHgRkmVCrxy2wNccmAHr9vxc753wxUza8+klnDzu35fgogQQohfWw1dMzLbtcl6F9S/43+d8lg06wGwMJwbCA6e9wj+gEms0MPq4a/xeHEzoVpIVK9RCq9ixAt5qvw2Lkt8mR10c9uS6/m933wdu770Re5buYmxRBq3VuUNTz3AxvPWkbBiXHX1ZTiOwxVXXEE2m+WGG24gEnnuFosTQgghftVIGJklT4Id2oZTtv/+yGVEQg0NjbT1F5jA7hUOhVQFZ+sy0lzAtyZMioHFDe09lMJeHsrXGA00KoHLl3r/jGJrhCVjg7x213Ey17yWUNfRw5Abn/oZf/b7v0c8lZ7zmi9+8YtfmDcthBBCzDMJI1N2Dyznr3v+7ynbW8NJouHMxxTTd+HZPuPdzdTG46zU61O3X5Q+n4nqGIamMeaHjAYaHgP8w5tnJi17fNHqOc992f6n+PDv3kI8MbePihBCCNFIJIxMeaz70tNu761lgZbp+5rmMZF2QNNwMkumt8fNBHGzHir2VOo9Y7929ZnXY7nODPnUb9wkQUQIIUTDa/AwMjO2t4pz2j36KjOr0bZYfwPARFN99MuS/ltO2T9QijFfUbAK9HcsOOXxmFflys42PrNuEY7e0P2HhRBCCKDBw4iaE0bc0+6zqDBzO2L8HKiHkc6nb8GsJU/Z/45gD4ebO/j2FTML4Z1/ZA87Fq7kb7uTvHFJH5ZlnXKcEEII0agaOozMdoilp92eGq8Hlpjx/eltVdskNnYeAM9kttLWtIE2FeX3L4zwSMtF0/tdfHAHG/v3s3TJEl575XnEjLlTtQshhBBCwsi0Aa33tNvX5X5Kt/M9tKnpzEoRHTe3CNOr14ocLuzk/S/aQC4VI2PPNLtsPLqXv9m8Afvyi1i2bBmGBBEhhBDitBo8jKhfuMfKyqPo9kxbzcGFselaEYD9KZujbR3T99tzE2zo38+LEw7r1q2rrw0jhBBCiDNq6DCihf4ZH/sz9SFaC3FazPpqvQ9ubiJSCcmkLY48dZwr/AKPjd3JwTUrefmTD3DHpisAuHrPkzSX8lz/2t+RICKEEEKchXMeznH//fdz44030t3djaZp3H777c+6/3333YemaadchoaGftkyP2eMsHza7ZeoB1nPdlYWahwM0+xbHKXqGmTS9Y6nkweLfK//UwyUD/Dexx7h7d/+JktHjrH54E6aS3k2bNhAV1fXC/lWhBBCiP+2zrlmpFgssmHDBn7rt36Lm2666ayP27NnD8nkzOiT9vb2Z9n7haH06mm3v5PPAmCWW9l/oUkkObMmzeAjbaDqNR7XPHOEiOeTME2+srKX3cc1ll/xZpYvX/78F14IIYT4NXHOYeSGG27ghhtuOOcXam9vJ51On/NxzyfNKp6y7V/VW3CpAFArO0SSlenH9n1vIcXBejCxvYCIV2/mSVx3Lb0bN7J048bnv9BCCCHEr5kXbNatjRs30tXVxXXXXcfPfvazZ923Wq2Sy+XmXJ4PhnfqfB82M7UlO489M+ex0sjMXCQd2ZlOrU1v+o3noXRCCCFEY3jew0hXVxef+cxn+M53vsN3vvMd+vr6uPrqq3niiSfOeMyHP/xhUqnU9KWvr+95Kdum6qI59x1VRp81wqZWqk3fPvqTLkh4+MkWotUaK4cmph+Lbr4IIYQQQvxynvfRNCtXrmTlypXT9y+99FIOHDjAxz72Mf7t3/7ttMe8733v49Zbb52+n8vlnrdAMtuJ5pkTTNcDoJqxmNibpmNpDOs4rN/dT+yyy2j9wz/A7uuTUTNCCCHEf8G8DO3dvHkzDz744BkfdxwHxzn9WjHPpxNhpDy6lN7qXnjpcQBqhXpzTjhms/7hRwBIvOQlRDdtesHLKIQQQvy6mZeV2rZt2/YrOfTVoULu4d9m8qdvp6k2U0tiJzw0I+Ci+x+b3pa49sXzUUQhhBDi184514wUCgX2798/ff/QoUNs27aN5uZmFixYwPve9z6OHz/OV77yFQA+/vGPs3jxYtauXUulUuHzn/889957Lz/+8Y+fu3fxHDmqLYZciagxyeG+yPT2Qz/u5cXJgTn7mi0tL3TxhBBCiF9L5xxGHnvsMa655prp+yf6drztbW/jS1/6EoODgxw9enT68Vqtxp/+6Z9y/PhxotEo69ev5+67757zHL9K9NCk0FLGt2YqjbZEhph4vIVORgBY8oMfzFfxhBBCiF875xxGrr76apQ685ouX/rSl+bcf+9738t73/vecy7YC0Gp8JRtujLRIoU528xkjOaJSQA018VZsvgFKZ8QQgjRCOalz8ivClUYPmWbrgwMZyaMJP/TYpRmbK8+smbRbbe9YOUTQgghGkFDhxHC4JRNQWhg2FMzs1YhofvkhuuTnXX/wz/grlzxQpZQCCGE+LXX0Kv2BmZpzv0bw+/SX72YzqmakYM/7GO8pZeWS99G17v7SK1aNR/FFEIIIX6tNXQYqUVH5tzvKQ4RBgbmVBhZrqp4l76NF1933XwUTwghhGgIDd1M4zF35tSho6vQlIlh18NIGDbT1tY2H0UTQgghGkZDh5GTqZqJhj7dgfW44UgYEUIIIZ5nEkZmMac6tJ4II2N6mtbW1vkskhBCCPFrr6H7jJwsNd4NQFDyaNqmEyY65mWNHCGEEKKRSM3ILG41DoB+Z5yLKiOkOn711s8RQgghft1IGJnFDOodWl/UeYCtowto7uqe5xIJIYQQv/4kjMxihvWPw9JD9uVbaGmVzqtCCCHE862hw8jJS+wYoTV9u+DbNDc3v8AlEkIIIRpPQ4cR/LnTwTuBRsQcBKAcWDQ1Nc1HqYQQQoiG0tBhRDs0MwPrgvERNGBNy78BUG3plpoRIYQQ4gXQ0GFkdjuNMVVJ0mYeBKDW1k0kEpmPUgkhhBANpaHDSKjNTAdvBPVgktTy9Q2ahqZppztMCCGEEM8hCSNTKla982pcVfAxuPTSS+erWEIIIURDaegwEnTO9Ak51lq/PT6ZQr3zLl7ykpfMV7GEEEKIhtLQYSTsLM65vyH7GX62dw1W3wXzVCIhhBCi8TR2GElV59w34j6m0dAfiRBCCPGCa+gzr9Lnvv2svQplydqBQgghxAupscPISYNlimEbndH4/BRGCCGEaFCNHUZm3TbCgBXaj4inZdZVIYQQ4oXU2G0S2szbj3gVTKOC2ySzrgohhBAvpIauGdH0mRlWu8aPY6oS0XR6/gokhBBCNKCGDiOz+4zoQYBuetip1PwVSAghhGhAEkam2BGd0PSxksn5K5AQQgjRgBo7jMzqwmppIagAPRabxxIJIYQQjafBw8gMg4CSp0kYEUIIIV5gjR1GtJk4YhDgK4UeT8xjiYQQQojG09BhZPaqvRohvoLI+vPmsURCCCFE42noMDK7oWZFth8vNNHMxp56RQghhHihNXQYORFF4irH8sEyXmjMa3mEEEKIRtTYYWSqleYiHqYyuoha2NAfhxBCCDEv5OwLaChCL0KgRee7KEIIIUTDaegwouzSiVs0aXtwoj3zWh4hhBCiETV2GJm61oC41s9kTeYYEUIIIV5oDR1G6jGk3kxjqoBM2DTP5RFCCCEaT0OHEYU2fcsiJJaWCc+EEEKIF1pDh5GZmhHo1rbRuqp3fosjhBBCNKAGDyN1GgpXK2G5znwXRQghhGg4DR1GZi+UF4uXOf9FL5m3sgghhBCNqqHDyAyFawQk29rnuyBCCCFEw5EwMuVIuGS+iyCEEEI0pIYOIzOjacCc02gjhBBCiBdKQ4eREzTAUtX5LoYQQgjRkBo8jMzUjOhSMyKEEELMiwYPI3Uair21xfNdDCGEEKIhNXQYmV0XUlDuvJVDCCGEaGQNHUZmKFDaL95NCCGEEM85CSNTDNuc7yIIIYQQDamhw8jsob1xNz6PJRFCCCEaV0OHkRM0wHKkZkQIIYSYDw0eRmYN7bUkjAghhBDzocHDyAkKw7DmuxBCCCFEQ2roMDJ7aK9pOvNWDiGEEKKRNXQYOUFDkWpume9iCCGEEA1JwsgU05aaESGEEGI+NHQYmbNqr2nPY0mEEEKIxnXOYeT+++/nxhtvpLu7G03TuP3223/hMffddx/nn38+juOwbNkyvvSlL/0SRX3+aEA4NDzfxRBCCCEa0jmHkWKxyIYNG/jUpz51VvsfOnSIl7/85VxzzTVs27aNP/7jP+Zd73oXP/rRj865sM+10KvXhviVKFSDeS6NEEII0ZjOeXKNG264gRtuuOGs9//MZz7D4sWL+chHPgLA6tWrefDBB/nYxz7G9ddff64v/5wKy3GwwSslSGzZNK9lEUIIIRrV895nZOvWrVx77bVztl1//fVs3br1jMdUq1Vyudycy/PhxNp4Co1IW+vz8hpCCCGEeHbPexgZGhqio6NjzraOjg5yuRzlcvm0x3z4wx8mlUpNX/r6+p7nUip0J/o8v4YQQgghTudXcjTN+973PrLZ7PSlv7//eX09DTDsyPP6GkIIIYQ4ved9QZbOzk6Gh+eOVBkeHiaZTBKJnD4AOI6D4zz/834obfbQXplnRAghhJgPz3vNyJYtW7jnnnvmbLvrrrvYsmXL8/3SZ08prFTzfJdCCCGEaEjnHEYKhQLbtm1j27ZtQH3o7rZt2zh69ChQb2K5+eabp/f/3d/9XQ4ePMh73/tedu/ezac//Wn+/d//nT/5kz95bt7Bf8HstWl03Zi3cgghhBCN7JzDyGOPPcamTZvYtKk+FPbWW29l06ZNfOADHwBgcHBwOpgALF68mDvuuIO77rqLDRs28JGPfITPf/7z8z6sdzYNhTaryUYIIYQQL5xz7jNy9dVXo5Q64+Onm1316quv5sknnzzXl3renfldCCGEEOKF8is5mkYIIYQQjaPBw4g29a800QghhBDzpcHDyAkSRoQQQoj5ImGEegdWIYQQQsyPhg4jSmpEhBBCiHnX0GHkBIkkQgghxPyRMCKEEEKIeSVhBHiWaVOEEEII8TyTMIJ0YBVCCCHmU0OHESWdRYQQQoh519BhRAghhBDzr6HDiAztFUIIIeZfQ4eREySSCCGEEPNHwogQQggh5pWEESGEEELMq4YOIycG9EozjRBCCDF/GjqMoEkMEUIIIeZbY4eRE2QKViGEEGLeNHQYkQgihBBCzL+GDiNCCCGEmH8NHka0qX+ljkQIIYSYLw0eRk6QjqxCCCHEfJEwgtSMCCGEEPOpocOIRBAhhBBi/jV0GJkmqUQIIYSYNw0dRmTVXiGEEGL+NXQYEUIIIcT8a+wwop24knYaIYQQYr40dhiZJs01QgghxHyRMAJID1YhhBBi/jR0GJEIIoQQQsy/hg4jJ2iSSoQQQoh50+BhRPqKCCGEEPOtwcOIEEIIIeZbQ4cRaZ0RQggh5l9DhxEhhBBCzD8JI4CmpI5ECCGEmC8NHUZkbRohhBBi/jV0GDlBIokQQggxfxo7jEgKEUIIIeZdY4cRIYQQQsy7hg4jM31GpAOrEEIIMV8aOowIIYQQYv5JGEHWphFCCCHmk4QRIYQQQswrCSNCCCGEmFcNHUakdUYIIYSYfw0dRoQQQggx/xo6jJwY2itr0wghhBDzp6HDiBBCCCHmX4OHEZkPXgghhJhvDR5GhBBCCDHfJIwIIYQQYl41dBiRbqtCCCHE/GvoMCKEEEKI+dfYYUSbGto7z8UQQgghGlljhxFpqBFCCCHmXUOHkelJzySUCCGEEPPmlwojn/rUp1i0aBGu63LxxRfzyCOPnHHfL33pS2iaNufiuu4vXWAhhBBC/Ho55zBy2223ceutt/LBD36QJ554gg0bNnD99dczMjJyxmOSySSDg4PTlyNHjvyXCi2EEEKIXx/nHEY++tGPcsstt/COd7yDNWvW8JnPfIZoNMoXvvCFMx6jaRqdnZ3Tl46Ojv9SoZ9r0oFVCCGEmD/nFEZqtRqPP/4411577cwT6DrXXnstW7duPeNxhUKBhQsX0tfXx6te9Sp27tz5rK9TrVbJ5XJzLs+HEz1FZJ08IYQQYv6cUxgZGxsjCIJTajY6OjoYGho67TErV67kC1/4Av/5n//JV7/6VcIw5NJLL+XYsWNnfJ0Pf/jDpFKp6UtfX9+5FPMcSAdWIYQQYr4976NptmzZws0338zGjRu56qqr+O53v0tbWxuf/exnz3jM+973PrLZ7PSlv7//+S6mEEIIIeaJeS47t7a2YhgGw8PDc7YPDw/T2dl5Vs9hWRabNm1i//79Z9zHcRwcxzmXov1SpD5ECCGEmH/nVDNi2zYXXHAB99xzz/S2MAy555572LJly1k9RxAEPP3003R1dZ1bSZ9H0oFVCCGEmD/nVDMCcOutt/K2t72NCy+8kM2bN/Pxj3+cYrHIO97xDgBuvvlmenp6+PCHPwzAhz70IS655BKWLVtGJpPhH/7hHzhy5Ajvete7ntt3IoQQQoj/ls45jLzxjW9kdHSUD3zgAwwNDbFx40buvPPO6U6tR48eRddnKlwmJye55ZZbGBoaoqmpiQsuuICHHnqINWvWPHfv4pc2VSciw2mEEEKIeaMp9at/Js7lcqRSKbLZLMlk8jl73pf98Ms84W7gdf338smbb33OnlcIIYQQZ3/+bvC1aYQQQggx3xo6jAghhBBi/jV2GJkeRiN1JEIIIcR8aewwMkWTLCKEEELMGwkjQgghhJhXDR1G1HQ7jVSNCCGEEPOlocPIDJmDVQghhJgvDR1GTtSMaL/6U60IIYQQv7YaOoxMk4oRIYQQYt5IGBFCCCHEvJIwglSMCCGEEPNJwogQQggh5lVDhxF1mltCCCGEeGE1dBiZIQ01QgghxHxp7DCinRjaO8/lEEIIIRpYY4eRKUqaaYQQQoh509BhREnzjBBCCDHvGjqMnKBJzYgQQggxbySMCCGEEGJeNXQYUafcEEIIIcQLraHDyAnSc0QIIYSYPxJGhBBCCDGvJIwIIYQQYl41dBiRob1CCCHE/GvoMDJNOrAKIYQQ80bCiBBCCCHmVYOHkam1aaRqRAghhJg3DR5GhBBCCDHfGjqMSH2IEEIIMf8aOoycIGNqhBBCiPnT0GFETV9LHYkQQggxXxo6jJygSRYRQggh5o2EESGEEELMqwYPIzK0VwghhJhvjR1GtFNuCCGEEOIF1tBhZHptGiVhRAghhJgvDR1GZkgzjRBCCDFfJIwIIYQQYl5JGEE6sAohhBDzScII0kgjhBBCzKeGDiMnQoh0XxVCCCHmT0OHESGEEELMv4YOI0rqRIQQQoh519Bh5ASJJEIIIcT8afAwIjFECCGEmG8NHkbUnCshhBBCvPAaPIycIGlECCGEmC8NHUakA6sQQggx/xo6jAghhBBi/jV4GDlRMyLNNEIIIcR8afAwUqcpaa4RQggh5ktDhxGpDxFCCCHmX0OHkRkSS4QQQoj5ImFECCGEEPOqocOI0qSviBBCCDHfGjqMnCCRRAghhJg/EkaQHiNCCCHEfJIwAmgSR4QQQoh580uFkU996lMsWrQI13W5+OKLeeSRR551/29961usWrUK13U577zz+MEPfvBLFfa5Jw00QgghxHw75zBy2223ceutt/LBD36QJ554gg0bNnD99dczMjJy2v0feughfuM3foN3vvOdPPnkk7z61a/m1a9+NTt27PgvF/65oknFiBBCCDFvzjmMfPSjH+WWW27hHe94B2vWrOEzn/kM0WiUL3zhC6fd/x//8R956Utfynve8x5Wr17NX//1X3P++efzyU9+8r9ceCGEEEL893dOYaRWq/H4449z7bXXzjyBrnPttdeydevW0x6zdevWOfsDXH/99WfcH6BarZLL5eZcng9SISKEEELMv3MKI2NjYwRBQEdHx5ztHR0dDA0NnfaYoaGhc9of4MMf/jCpVGr60tfXdy7FPGfSc0QIIYSYP7+So2ne9773kc1mpy/9/f3Py+tcMHSA6yceJJopPC/PL4QQQohfzDyXnVtbWzEMg+Hh4Tnbh4eH6ezsPO0xnZ2d57Q/gOM4OI5zLkX7pXzire953l9DCCGEEM/unGpGbNvmggsu4J577pneFoYh99xzD1u2bDntMVu2bJmzP8Bdd911xv2FEEII0VjOqWYE4NZbb+Vtb3sbF154IZs3b+bjH/84xWKRd7zjHQDcfPPN9PT08OEPfxiAd7/73Vx11VV85CMf4eUvfznf/OY3eeyxx/jc5z733L4TIYQQQvy3dM5h5I1vfCOjo6N84AMfYGhoiI0bN3LnnXdOd1I9evQouj5T4XLppZfy9a9/nfe///38xV/8BcuXL+f2229n3bp1z927EEIIIcR/W5pS6ld+hGsulyOVSpHNZkkmk/NdHCGEEEKchbM9f/9KjqYRQgghROOQMCKEEEKIeSVhRAghhBDzSsKIEEIIIeaVhBHx/7d3/zFR138cwJ+HcAcMj8OQO1BQHIZTgxKTrrL+4BaZ69f6gznWXLUahZsuZ1mt6D9YbW3ljLW15D9ZtbBWymL8MhtiEgiIIy0KVwKVwR1FCtzz+4fj8/Vj9uv75e5z5z0f2234eb/2uff7uc/gtY+f952IiIil1IyIiIiIpdSMiIiIiKXUjIiIiIil1IyIiIiIpf71x8FbYe5DYv1+v8UzERERkX9q7u/2333Ye1Q0I4FAAACQnZ1t8UxERETk3woEAkhNTf3T8aj4bppgMIgffvgBCxcuhM1mm7fz+v1+ZGdn4+zZs/rOmxBSzuGjrMNDOYeHcg6PUOZMEoFAAFlZWaYv0b1SVNwZiYuLw9KlS0N2fqfTqQs9DJRz+Cjr8FDO4aGcwyNUOf/VHZE5eoBVRERELKVmRERERCwV082Iw+FAVVUVHA6H1VO5pinn8FHW4aGcw0M5h0ck5BwVD7CKiIjItSum74yIiIiI9dSMiIiIiKXUjIiIiIil1IyIiIiIpWK6Gdm7dy+WL1+OxMREFBcX49ixY1ZPKWIdPnwY9957L7KysmCz2XDgwAHTOEm89NJLyMzMRFJSEnw+H06fPm2qOX/+PMrLy+F0OuFyufDYY49hcnLSVNPb24uNGzciMTER2dnZeOWVV0K9tIhSXV2Nm2++GQsXLkRGRgYeeOABDA4Ommp+//13VFZW4rrrrkNKSgoeeughjI6OmmqGh4exefNmJCcnIyMjA7t27cLMzIyppq2tDevWrYPD4UBeXh7q6upCvbyIUVtbi4KCAuNDnrxeLw4dOmSMK+PQqKmpgc1mw44dO4xjynp+vPzyy7DZbKbXqlWrjPGIz5kxqr6+nna7ne+88w5PnjzJxx9/nC6Xi6Ojo1ZPLSIdPHiQL7zwAj/44AMCYENDg2m8pqaGqampPHDgAE+cOMH77ruPubm5nJqaMmruvvtuFhYW8ujRo/zss8+Yl5fHLVu2GOMTExN0u90sLy9nf38/9+/fz6SkJL711lvhWqblSktLuW/fPvb397Onp4f33HMPc3JyODk5adRUVFQwOzubzc3NPH78OG+55RbeeuutxvjMzAzXrl1Ln8/H7u5uHjx4kOnp6XzuueeMmm+++YbJycl8+umnOTAwwD179nDBggVsbGwM63qt8tFHH/GTTz7hV199xcHBQT7//PNMSEhgf38/SWUcCseOHePy5ctZUFDA7du3G8eV9fyoqqrimjVreO7cOeP1448/GuORnnPMNiMbNmxgZWWl8e/Z2VlmZWWxurrawllFhyubkWAwSI/Hw1dffdU4Nj4+TofDwf3795MkBwYGCIBffPGFUXPo0CHabDZ+//33JMk333yTaWlpvHDhglHz7LPPMj8/P8QrilxjY2MEwPb2dpKXck1ISOB7771n1Jw6dYoA2NHRQfJS4xgXF8eRkRGjpra2lk6n08j2mWee4Zo1a0zvVVZWxtLS0lAvKWKlpaXx7bffVsYhEAgEuHLlSjY1NfHOO+80mhFlPX+qqqpYWFh41bFoyDkm/5vm4sWL6Orqgs/nM47FxcXB5/Oho6PDwplFp6GhIYyMjJjyTE1NRXFxsZFnR0cHXC4X1q9fb9T4fD7ExcWhs7PTqLnjjjtgt9uNmtLSUgwODuKXX34J02oiy8TEBABg0aJFAICuri5MT0+bsl61ahVycnJMWd9www1wu91GTWlpKfx+P06ePGnUXH6OuZpYvP5nZ2dRX1+PX3/9FV6vVxmHQGVlJTZv3vyHPJT1/Dp9+jSysrKwYsUKlJeXY3h4GEB05ByTzchPP/2E2dlZU+gA4Ha7MTIyYtGsotdcZn+V58jICDIyMkzj8fHxWLRokanmaue4/D1iSTAYxI4dO3Dbbbdh7dq1AC7lYLfb4XK5TLVXZv13Of5Zjd/vx9TUVCiWE3H6+vqQkpICh8OBiooKNDQ0YPXq1cp4ntXX1+PLL79EdXX1H8aU9fwpLi5GXV0dGhsbUVtbi6GhIWzcuBGBQCAqco6Kb+0ViUWVlZXo7+/HkSNHrJ7KNSk/Px89PT2YmJjA+++/j61bt6K9vd3qaV1Tzp49i+3bt6OpqQmJiYlWT+eatmnTJuPngoICFBcXY9myZXj33XeRlJRk4cz+mZi8M5Keno4FCxb84Uni0dFReDwei2YVveYy+6s8PR4PxsbGTOMzMzM4f/68qeZq57j8PWLFtm3b8PHHH6O1tRVLly41jns8Hly8eBHj4+Om+iuz/rsc/6zG6XRGxS+u+WC325GXl4eioiJUV1ejsLAQr7/+ujKeR11dXRgbG8O6desQHx+P+Ph4tLe344033kB8fDzcbreyDhGXy4Xrr78eZ86ciYprOiabEbvdjqKiIjQ3NxvHgsEgmpub4fV6LZxZdMrNzYXH4zHl6ff70dnZaeTp9XoxPj6Orq4uo6alpQXBYBDFxcVGzeHDhzE9PW3UNDU1IT8/H2lpaWFajbVIYtu2bWhoaEBLSwtyc3NN40VFRUhISDBlPTg4iOHhYVPWfX19puavqakJTqcTq1evNmouP8dcTSxf/8FgEBcuXFDG86ikpAR9fX3o6ekxXuvXr0d5ebnxs7IOjcnJSXz99dfIzMyMjmv6/34ENkrV19fT4XCwrq6OAwMDfOKJJ+hyuUxPEst/BQIBdnd3s7u7mwD42muvsbu7m9999x3JS1t7XS4XP/zwQ/b29vL++++/6tbem266iZ2dnTxy5AhXrlxp2to7Pj5Ot9vNhx9+mP39/ayvr2dycnJMbe198sknmZqayra2NtMWvd9++82oqaioYE5ODltaWnj8+HF6vV56vV5jfG6L3l133cWenh42NjZy8eLFV92it2vXLp46dYp79+6Nqa2Qu3fvZnt7O4eGhtjb28vdu3fTZrPx008/JamMQ+ny3TSksp4vO3fuZFtbG4eGhvj555/T5/MxPT2dY2NjJCM/55htRkhyz549zMnJod1u54YNG3j06FGrpxSxWltbCeAPr61bt5K8tL33xRdfpNvtpsPhYElJCQcHB03n+Pnnn7llyxampKTQ6XTykUceYSAQMNWcOHGCt99+Ox0OB5csWcKamppwLTEiXC1jANy3b59RMzU1xaeeeoppaWlMTk7mgw8+yHPnzpnO8+2333LTpk1MSkpieno6d+7cyenpaVNNa2srb7zxRtrtdq5YscL0Hte6Rx99lMuWLaPdbufixYtZUlJiNCKkMg6lK5sRZT0/ysrKmJmZSbvdziVLlrCsrIxnzpwxxiM9ZxtJ/v/3V0RERET+NzH5zIiIiIhEDjUjIiIiYik1IyIiImIpNSMiIiJiKTUjIiIiYik1IyIiImIpNSMiIiJiKTUjIiIiYik1IyIiImIpNSMiIiJiKTUjIiIiYik1IyIiImKp/wCmdu4h7cUqhQAAAABJRU5ErkJggg=="
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for _, c in c_direct_neighbours.groupby('run'):\n",
" plt.plot(c.fd)\n",
"\n",
"for _, c in c_off_axis_neighbours.groupby('run'):\n",
" plt.plot(c.fd)\n",
"\n",
"plt.show()\n",
"\n",
"for _, run in c_direct_neighbours.groupby('run'):\n",
" plt.plot(run.N, run.cr)"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 5,
"outputs": [
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "(array([1.89170474, 0.58907793]),\n array([[ 5.09493737e-07, -1.86623148e-06],\n [-1.86623148e-06, 6.96759885e-06]]))"
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"without_prefix = c_direct_neighbours\n",
"\n",
"p, pcov = scipy.optimize.curve_fit(linear, np.log(without_prefix.cr), np.log(without_prefix.N))\n",
"linear_extent = np.linspace(0, np.max(np.log(c_direct_neighbours.cr)))\n",
"\n",
"plt.scatter(np.log(c_direct_neighbours.cr), np.log(c_direct_neighbours.N), s=1, marker='.', color=\"tab:blue\")\n",
"plt.plot(linear_extent, linear(linear_extent, *p), color=\"tab:red\")\n",
"\n",
"plt.xlabel(\"$\\\\log r_{max}$\")\n",
"plt.ylabel(\"$\\\\log N$\")\n",
"plt.show()\n",
"p, pcov"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 6,
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/yz/hjlw4lyn3rq0s5y_r82b55cw0000gn/T/ipykernel_38665/3346041710.py:1: FutureWarning: The default value of numeric_only in DataFrameGroupBy.mean is deprecated. In a future version, numeric_only will default to False. Either specify numeric_only or select only columns which should be valid for the function.\n",
" mn = c_direct_neighbours.groupby(\"N\").mean().reset_index()\n"
]
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": "(array([1.89170474, 0.58907793]),\n array([[ 5.09493737e-07, -1.86623148e-06],\n [-1.86623148e-06, 6.96759885e-06]]))"
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mn = c_direct_neighbours.groupby(\"N\").mean().reset_index()\n",
"mn_p, mn_pcov = scipy.optimize.curve_fit(linear, np.log(mn.cr), np.log(mn.N))\n",
"linear_extent = np.linspace(0, np.max(np.log(mn.cr)))\n",
"\n",
"plt.scatter(np.log(mn.cr), np.log(mn.N), s=1, marker='.', color=\"tab:blue\")\n",
"plt.plot(linear_extent, linear(linear_extent, *mn_p), color=\"tab:red\")\n",
"\n",
"plt.xlabel(\"$\\\\log r_{max}$\")\n",
"plt.ylabel(\"$\\\\log N$\")\n",
"plt.show()\n",
"p, pcov"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 7,
"outputs": [],
"source": [
"rust_direct = read_load(\"../data/rust-3d\", read_xyz_alt)\n",
"rust_direct_meaned_by_N = mean_across(rust_direct)"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 24,
"outputs": [],
"source": [
"rust_offaxis = read_load(\"../data/rust-3d-offaxis\", read_xyz_alt)\n",
"rust_offaxis_meaned_by_N = mean_across(rust_direct)"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 27,
"outputs": [
{
"data": {
"text/plain": "<Figure size 600x600 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(6, 6))\n",
"\n",
"\n",
"def nc_fd(df, label, color=None, ignore_prefix=0):\n",
" plt.fill_between(\n",
" df.N,\n",
" # TODO Check error math here\n",
" (df[ignore_prefix:]['fd']['mean'] - df[ignore_prefix:]['fd']['stderr']),\n",
" (df[ignore_prefix:]['fd']['mean'] + df[ignore_prefix:]['fd']['stderr']),\n",
" color=color,\n",
" alpha=0.2,\n",
" label=f\"{label}, standard error band\"\n",
" )\n",
"\n",
" plt.plot(\n",
" df.N,\n",
" df['fd']['mean'],\n",
" color=color,\n",
" label=f\"{label}, fd mean\"\n",
" )\n",
"\n",
"\n",
"nc_fd(direct_meaned_by_N, label=\"IPC + 3D Direct\", color=\"tab:blue\")\n",
"# nc_fd(offaxis_meaned_by_N, label=\"IPC + 3D Off-axis\", color=\"tab:green\")\n",
"nc_fd(rust_direct_meaned_by_N, label=\"NF 3D Direct\", color=\"tab:orange\")\n",
"nc_fd(rust_offaxis_meaned_by_N, label=\"NF 3D Off-axis\", color=\"tab:purple\")\n",
"\n",
"plt.plot([np.min(without_prefix.N), np.max(without_prefix.N)], [2.5, 2.5], color='tab:red', label='Theory')\n",
"plt.fill_between(without_prefix.N, 2.5 - 0.01, 2.5 + 0.01, alpha=0.2, color='tab:red', label='Theory error band')\n",
"\n",
"plt.xlabel(\"$N_C$\")\n",
"plt.ylabel(\"$fd$ (instantaneous)\")\n",
"plt.legend()\n",
"\n",
"plt.savefig('../figures/3d-nc-fd-convergence.svg')\n",
"plt.savefig('../figures/3d-nc-fd-convergence.png')"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 28,
"outputs": [],
"source": [
"from lib.graphs import cr_n"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 33,
"outputs": [
{
"data": {
"text/plain": "(array([1.89170474, 0.58907793]),\n array([[ 5.09493737e-07, -1.86623148e-06],\n [-1.86623148e-06, 6.96759885e-06]]))"
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cr_n(c_direct_neighbours)"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 22,
"outputs": [
{
"data": {
"text/plain": "(array([1.90130968, 0.47834345]),\n array([[ 5.61079868e-07, -2.07748262e-06],\n [-2.07748262e-06, 7.83527791e-06]]))"
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cr_n(rust_direct)"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 26,
"outputs": [
{
"data": {
"text/plain": "(array([1.89843243, 0.71870004]),\n array([[ 5.17525369e-07, -1.85359693e-06],\n [-1.85359693e-06, 6.77175199e-06]]))"
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cr_n(rust_offaxis)"
],
"metadata": {
"collapsed": false
}
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 0
}