David Liu’s Smarter Image Search
In 2010, David Liu won Second Place in the Intel Science Talent Search for his amazing AI image categorization project, Semantic Image Retrieval and Interactive Exploration of Large Image Collections. It all started when he tried to help organize his family’s photo collection more efficiently.
David Liu was trying to help organize his family’s photo collection, and became fascinated by the AI challenges of automated image categorization. When he showed his project at the local science fair, one of the judges was so impressed that he invited David to continue working on the project with him—at NASA.
Blogger Geek Dad got a live demonstration of David’s project at the 2010 STS public exhibition day, and posted this video with the comment: “David Liu explains his semantic image search engine. This application actually analyzes images for their content. The demo has to be seen to be believed.”
Not all scientific advances deal directly with saving lives or grand scale exploration, some projects are simply created to make our lives better. In the case of David Liu's image based search engine, his contribution to science will make our online lives easier, and make image searching a reality. David devised a way to program AI to search through large image collections and categorize these images automatically, which he calls Semantic Image Retrieval and Interactive Exploration of Large Image Collections. This cutting edge way to search through thousands of images at a time won him second place at the Intel Science Talent Search competition in 2010.
REFLECTION ON THIS PRODUCT:
The task given by the teacher was to search for a tech fair product already invented and talk about the details as well as give a a short reflection on how you found it. At first i searched tech fair products and i couldn't find it so i changed my search words and typed in"tech fair projects invented and i found 2 websites:
i found a product that would help the society or family to simply organize or
search a pictures information.
THE WIZARD WAND
YOUR WISH IS ITS COMMAND
https://youtu.be/TfVVG3Jo3EA
search a pictures information.
THE WIZARD WAND
YOUR WISH IS ITS COMMAND
https://youtu.be/TfVVG3Jo3EA
kymera Magic Wand Remote Control is a $66 universal gesture-based remote control. It can learn up to 13 Infrared remote control codes, and allows you to control your home appliances magically. For example, using the wand, you can cast a spell (with a flick of your wrist) and change the channel on your television. You can buy it from Amazon.
![](https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgANOt6wyMLERKj6wrMr6CimN6C5ffUyqTzyS3OV3ehH1wrn-CpZqclVMntOawdQnM-_oPj26PqOMxilcKTnWS7iUgaZesCQl7MDEesTnlcKi-EaCXEWG9uL4frjm3hEjEq5Uwtrb6tQpI/s1600/Wand-TV-Remote-Control1.png)
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ZAGgkIGvIMJo8vkai1lMlcUVlVfeutun3bYC6Vo3iBUPrUKwmBPDQgaAgEAnHSgKAhEAjESQOChkAgECcNCBoCgUCcNCBoCAQCcdKAoCEQCMRJA4KGQCAQJw0IGgKBQJw0IGgIBAJx0oCgIRAIxEkDgoZAIBAnDQgaAoFAnDQgaAgEAnHSgKAhEAjESQOChkAgECcNCBoCgUCcNCBoCAQCcdKAoCEQCMRJA4KGQCAQJw0IGgKBQJw0IGgIBAJx0oCgIRAIxEkDgoZAIBAnDQgaAoFAnDQgaAgEAnHSgKAhEAjESQOChkAgECcNCBoCgUCcNCBoCAQCcdKAoCEQCMRJA4KGQCAQJw0IGgKBQJw0IGgIBAJx0oCgIRAIxEkDgoZAIBAnDQgaAoFAnDQgaAgEAnHSgKAhEAjESQOChkAgECcNCBoCgUCcNCBoCAQCcdKAoCEQCMRJA4KGQCAQJw0IGgKBQJw0IGgIBAJx0oCgIRAIxEkDgoZAIBAnzdMXdBYAAIDTA4IGAABwUkDQAAAATgoIGgAAwEkBQQMAADgpIGgAAAAn5TkVdM4D6l0pzEfZ2dlP+I8BAABQnedU0LkPYERcnZycnIY+AoCWS90vvyMf1fsp8MR43gUNAM8D9R4s2j+t+1H1bsp/byGgQUDQAAAATgoIGgAAwEl5TgWdBwAth8a/ww5OBrREnlNB5wNAy6Fx+done2LWAJ4YIGgAAAAn5TkVNBt4ZAoKCphtiMViNTLZ092+AaBFA4IGmgnrAQ5OBgBPnSewTdo7LiDo5ocDPKC6TOu+0xJgMTVmFRayeMUsAb9AIKgVlkDAEvAfRGBPgUBQIOCz+DwWl8tmt7iGAw7B4XBKSkqkUqlYIhGJREKRqMQxxGKxWCyWyWQlJSVFRUUFBQWOFMc4+nHxnAq6EHhA9e2YeacFOZrD5hSwuVlFXLZUxC1kFyYm86Lj+JHRvMgoe/iRUcVRMUVRsUVR14qjrhVHxRRFxRRFRxfFRPGionmRsYXXb3HyCjgSUSGvmF1QwCnksNgsDpvNZbELH3J4ADg7XC6Xx+NduHBh8+bNi7/9ds7s2fPmzps7Z87cOXNrZs6c2bPnzJ49e9b9zJs7d/asWQvmz1+3bt3x48dzc3OLiopYDztefOyAoIEWDbeYy5fn5XL37uF/PlE3eDjtPphyH0y4DSIfhHAfTLsOoHu66rv31nXrgXftQXbuQXXuRnbuYn6lu/l/rli313hD/08+a67iSqSYxSvmFOYVsguKCrmcwmLO024f0CwYu3E4HD6fv3z58lc7vdqtc5denbv17tq9evp07d6jU5f/tW3/crsXu3V8tWfnrn269XDr3tOtRy/mp2v3nt07d+nSpctnn32WnZ0tEomKGoDL5f4XPZvnVNANrWWgGXC53Kf0NeTkFXHFEqnO+wS36wBrx56mXr01/fvq3AcSrgP1rgNx14F6t0FkD3e8Sx9i8BD92M+R2XOU3y5Dvl2nW/gDuWC5btEyzeKl6iXfqxd+g0ybUXD8nFSq4UnleUpZrkrGkssKZTLO/UgL5bJCmZQtEbP5fE4ht7CwkFPIKSzkcAoLQePOBjNYV1xcnJeX9/bbb3fv0WNQ/wGv9auRwX379+3VZ+jg11cvXf7P8b9vxsYnXb8RezUqLPjylQvBYcGXmVy5dPnS5UsXg4OTU1KysrIyGDIzayQjIzsnm8vlSqQSiURSyOX+e0D6aDyngi4GHh9PcdfAKeKJJXJ8m7em52tEX3fKbYDO7S3CbTDh9hru/qa5z2Bzt4Elb41S7DkizsxXK8TynOyiyEjWGT+p90nJYR/JER/J4YPSI4dkRw7LjhxRex1U7Nwn3b1PsmefZNdexY598p17hHt2iXftkezaz9/tLTh4QhlwSZiZUCxjc4sKhRx+AY8nKCwUsQu5T28tAA0hEAjy8vLee++9Pn361BX0AFf3t15/M/JKmAEnpALRsYOHF8yaM/HzcZ98OPrDd0f+m/dGfjDy/Q/eGznirbffHjps+NBhw4cOe3vIUCbMr++89fbId9797JNPF86b73/mrLCYJyjmcdmPQdHPqaB5wDMBl8crVvKoPfvIzn3xvr3Nffrr3Ybp3QcQbq+jfYfRroOU3dwle/coSLmclSlatwkfPNLctS/Vpafhf92oVq8wIVt1pFp1JFt1JFu9TLZ6mXrhZaoVk45kqw5k67ZU6/b6ti/pO3VDu3ZHu/XSvPG+dMdfiqIcAbdYVCgUcov5xUVPey8J1INQKMzLy3vnnXfc3NzqCtq1e8/J4ycoxVIxTzB9ylevvvS/7q92duvRq2+vPsNee2PEkGH/5s0HGVI77wx9652hb73Rf2Dfnn3cevTq/kqnzv/ruHvrdrVExi8sKuQ+Ks+poPnAM0ExXyhUSogdXnjnfoR7H2OfAbjbW1i/QYTb64TrEHOP/uoefaWHDyC4XLnXt/iVAXivHnT/nmS37vQHY9Bft6u3bNf8sq2hqLdsQ3/ervtpu+6XrdTqDfIRo7Ber1l6v17WqQ+r9wA04iJXXiTh8KVsEZfHf9ouAupBJBLl5+e//fbbvXv3ritotx69Jo+fIBOWsHPyRgwZ1r+P2yD3fgNc3d8cOPjIAZ/IK2FXLgQ7kqjQ8DXLVrj37P1avwGv9x/Ys3PXRXPmqSUyUTHv0ffbIGig5cIrFIrUchTZebi4W39TT1fKrS/a/zXc7Q3SdYiu3yCjWy+kj7vK5zCKa+VbDxCvuuvde2gGDCB6vIaM+lj948+qTT+rNm5uKMpNm9H1v6DrfxVt+UWzep369Q8tvYaTrkPMroNUrm9pLwSwEYGsUCgtFBcKhIKnvS6AuohEIoFAMHXq1Jc6dOjZrbtbj14DXN3r9qALsnJGvj2ifx+31/oNGOjWd5B7v09HjflywiTPcR6Tx09oJMwE0zynvD/8nYFufZnF9uzc9buF32hkCjFfyHvkJjynggaeAURCIU8kEksl1K1E0cz5SO/Bxld66Dt3JnoPJF2Hafu9Rrr1RHq7Kg8dQUmt4q8D+ldcSfce2gGD6O6D0TFjVX/sVP6+U/nbDuVvO1S/7VD+tkP52/Zq2aH8bYfq1x2K37dJtv2p3bRJMXyU0XWYqffr1t6D1G7DtReDOFqRqqhEUSwtKikR/QcNbOR7KxAImGkEAtg1NAiPxxOLxfn5+Tt27Jg9Y6bHp5+NGDJskFvf1/sNeK3fAPcevTzGfq4US1lZue8Ne5sRdP8+bq/3H+i1a09I0MWAM+eqJ/CsX+BZv8uBF0IvXmL6zsyLmPCr61eudu3eEwT92OLglerOj+gBjXz0DFMiEouEcq5SXqIQieLjZMf/UW33It/9nOjZn+rXq7THq4JOPRT7fPWEvmS3t66LO9mvl37AYEuX1/TvjlItXa78frny+2Wq75cz0SxZrfl2NbJ0nXb9Zs2Gn5Ubf9Zs+EmzYYPslx/wVcu1b39A9H5d5z7Y3GuAuN9w9NKFYrREIhRL+TJeifi/aJ2gYYRCITMN42igIYRCoVQqRRAE1SCIWh0SfMm9j2tfV7de3Xt07PC/mV9PR9Wagty84cPe6uvqNqj/gMH9+g/u2//TUWO+mug5ddLkaZ5Tpk/5avqUr76a6Mn0qZnBkIFufe0Z5N5vcN/+9o55ry7dvl/0LSJXSoQi/iPX/zkVtPhZwf5lrvvRc+JokUhUIhKJxGKRUinQohKLSf/dKs3L3Q3/64b1GVQ4Yy5yI1mnw+U7DhCd3Un3HrqBgw1dBhEffabw2qv09kIOemsOemsOeiOHvGWHjmH7jhmX/1zS43WiYw/zKy+bXnnF0LGX8eVe9Cu9Db0G0K6D6T4DSnsO4PYfhl4OEmklPIlYLJILRZL/pF3N3Tc/bziyMsViMYqiUVFR/3v55Z49e06eMtn3mC+bw1EoFfkFBUOHDu3du3f/AQMGuPV9c+DgE4ePxkZERoWGx4RfvRYRGRN+NTosIjosIvJK2KypX/fp1mNw3/61wtj59X4DunZ89dt5CzClWiIUCR95GwBBA88IIpGoRCJRoIhi4eLCwSOQH/+UxceJEbFYIUYRFe57UvliF6pHJ6KPW2nnAcTIDzVr1mtWrUdWrteu3oCu3YSs/VG+boN27QZ6/pKSAUN17oNNrn3NffoZ+rxm6DPY2Gewsc9gQ69Bxp4Djf/ryXF7g4qOEGilQqlUWiIXiSVPu/XPNQ4KWq1WJyYmrl27NjIyUqVS4TgulUpFIpFcLt+0aVP37t07derUvXOXPl27d3+1c7dXOnXt+GrXjq/27tp9gKv7AFf3/n3c+vV2HejW9/X+A/u7uvfp1sO1e0/X7j37dOvRp1uPXl279ejctdsrnQb37X/271NapVr86Hp+bgUtfXzIqlHvm83jsdTnueJ+2+Xy4vRMYSFboUfFqFoqVyilcqFKgog5sq1b1R9+anB7w9TZHe/Yk2rbwdjmZVOrV+gXXjF06E692ot4pZe2cy+ke6/Snv3KXu5leLk72am3sZM73dmN7OKm6+yq6+ZGuQ5GR3+GHj6okpUUSdVKgVwp4oklfPETdLTkiVO3AszG9uhLlkqlTW1+yYOnZDR1bYhEIplMptPpEASRSCQlJSXM+3K5HEGQa9eu7dy5c9nSZbNmzvzyyy+nTJ48ZcqUL7/88oOR7w906zu4b/9B7v0Gufdz7d6z+6ud337rLWaCr776atq0aTOmT583b96a1au9vLwyMzLUarW9qo/Icypo+WOFEUTdd5opGplULpMjSgxR6DVKXKPUIUqdRonbgyh1D4IhSgxR6pAHkyFKnVqhU8uxhqJSYCoFplZgarlWLddq5Fq1HFPLcaUckUntFZDJZUqNQquR69QKnVqBaRRatVznUBQ6tQJTK7Tq+6XoNHJcJUdlMnmNJsqktRtdE7lMrpCplHK1So6omEoqmCY0UKIcUyswpVwtlUrkGpVcrZZIpTKpVC5VqBQYJtXrZRSus6gkiCI9Xx0ehfqfR06fUZw9j/wTZD50kj/mU6yPq9m1u7F3V7JjF7LXa/SkGXrvfUq/f7CzF1G/y8qAENnlUEVUNJqWhsvEGkwlUMhlEpVKpJBLRBJZyaPt5R2FEYpMJlOpVAqFgtnS/t3qGo1CqVQqlXKFwr65Vlvd9UzPoFQqlUqlTCYTi8X2OshkMqVSadd07Uo6EAZm+cySZQ50ShQKBYIgmA7TEwSu12MYhqCIXC6vu+R6kclkjNz/fUcuVyiVzKrQYpjBaCApCtWiGo1GpVIhCGIwGv3OnnXt3tOtR69ur3Ry695zyviJxw8e5nA4GgTRIAiq1WoxLYIgWgyjaMpgMGi1Wsb+jrTooTynglY8Pqp7ud43myR6uVSulCEiuShbmpAhDckRXcoUhKQJL6WJAtNE/mmigDThhTRhcKrwcqowLFUQkSoMSxVdShUFpQmDM4RhWeLIDGFIquBCquBCiuBiiiDYnmRBcCo/OIt3MYMXnMa/nMK/kiQITRSGposuZ4qC2OKbUqVCLlcoZFKVTCaScdKFUemSS6n8wBTepUT+5WTB+YcmReCfyj+fyruQWnwptTg4lReULgxIlwTlCOMlihK5TK6QMaJWy2UauVwul0vkcqlcplTIlEqZVCFVqhU6RKXXqPUymUogLeKKswpE17MEoemCi6n8C8n8gGSBv724JMH5ZIF/Os8vlR+QzA9MLgpmCdMVSq1crpHL5AqZUiZTiJRFGcKwFElAkjAomXc5peRKqioqW3NTRvJRHJfrjVKq9LZGL5y+AHmxg/7VTuiIkdj6DaqEOJkOlVBmGanPw9JStJFpWHimKjpFEZmChKWLwwTyQoUUlUuVUqVYopDK5M38izcVqVSK47iXl9fYsWMnTZrk4eExceJET0/PyZMnT548eYqnPZ72n5MneU7ymDDJY4LnhImTJkz0nDiJYfLkyZ6ensy8D6a/P++XnpMnTZw0fvz4SZMmTZgwwdPTMysrC0EQRpEoiv70008ffdI3Y24AACAASURBVPSRh4fH+PHjmQnsTJ7kOcWBeE6aNGHCBA8Pj08//TQ6Olqn09XfWZFK5XK5VqslSRLHcZFIdON6wj+nTv/2y5Zl338/f87caV99NcljwuSJk6ZM8pziObluQUx9Joz3mD1rFo/H02g09oVjWu2ObdvHfDjKY9z4SR4TJo73mDDeY/SoUSdOnNDr9cw+jCTJs2fOtG/d5q03h65duepaVDSq1hgpSq1W6/X64ODgTz75hFkJHh4eHh4eo0eP/uWXXzAMs+8+HxEQ9GOA6WXUfaepKBRyhVSulRmLVPmHsxdsTxsZmLMkLO/ny/mbwtlbwti/hrN/D2f/HsbZEsL9KaTwtxDO1susrSGcP4JZPwfn/3AmZ7Z3ypiD6Z+dL/w2mLXmEmvjFe7PIf9mcyjn1+i8nZEFf0Zwfg7l/Hgxf+NF1i/HM788cHNEaP7vUi2iUKjVCjGuVHDk4d5pE/elvxeQPS+0YMuFgt+vFP750IQW/hHO3hrO3hVasCuM/Uckf9PZrKm700eczdggRvkauUYjl8uUcrlSpVQqlEqJUiWWyyVKuUajoRQIXqQoSBdfjuZ7BeZv+id75ansBefyvgvIW3epYHMo+5cwzqbQwl+uFG6tVuLWsMI/oli/hXG2X+b+dblgawYvFFUSCrleoVCpZahSgbKRFO/kr7ZnvnOStTgsf5t/1jf7Ut89kjSrUJWCaBQ6sUqh1FpKlJzZK7QfTdD8fUwlYqlptYxAZSqlQqESa1nnc1ZsT3r3RMGUiIJfL2av9sn6wOfmmCxZGKI2aiQalbJYopJIlarHu0U1hFwup2l606ZNLi4uo0aNio+Pv3HjRlhYWGho6JUrVyIuX7nKJCQ04vKV6LCIaxGRsRFRN2Pj46Ni3ntr+IsvtN64bn1GZmZsbGxERERkZGRYWNiVK1ciQkKvVp/30pXoq5Gpqam+vr6vvvpq165dk5OTMQyTSqUqlYogiNmzZ7u4uEybNi0tLe369evR0dExMTFXr14NDw+PDI+IDg1/aOJj4/4+ebJ79+7t2rW7dOkSSZK1xCSRSJRKJY7jJEnm5eV5eXlNnjx5+IgRY/7vw5lfTtu8fqOv96GLfuevXg69evlK1JWw6NDwaxGR0aF1Sg+LiA6LiL8anRAbL5FIVCqV9MEwIEkQK79b2srFZeLn47KSUxOiY0e8ObR1q1Z/bdtGURQzmUajuXnz5oEDBwoLC2ma1ul09kMQiqL+/vvvdu3a9e/fPywsLCsra+rUqS4uLrNnz9bpdEqlUvo4xhufU0GrnRONUikXYwqzQJvhm//F7vQRSdILKKUXKNgprIBM/ql03on0Iv/0osBU/ulU/qlU/tksYXg6N16gEhK4JUN8xvvW2BNZyzh4PoZZi8U5GaLgTGFwarF/Ku9cKs8vhX8uUfh3svBoKu9oLu+yWiMhtXeucDb73PogLG+7XIep1SiqkurUJEcZdyTj06PJnxXLIo16UlDCzhIFZ4oupPH9UnnnUvjnUvjnUgRnU/hnUvhnUgRnUgRnUvhnkgRnbgnP3hIE3uRfSCoJTJacvJizcfuNd86mbZDqBKgKQVVKpVqpUqvUapVGjaqUagSVKlTZWSUBZ9irfFOnn8ueFcr+4ZbwdLb0OlcRXyiNZokjcgSXMngBqcVnUnj/JAvOMIUmC84kC86kCM4k8/1u8C/dkoUkSy8WSpNQpV4u0z4QNMLRpB1Kne2dPIYluUKitix+7MHUd//O+oqtLlCoEX2JQqaQSTUSJTdfiRQLzIQM1WFSqUYulKrFahmiVQhCMzcciP80hncAIwm+Ku1k2gTfxHG58ihUY9RIEZWS94QFTVHUL7/88tJLL02dOrW0tNRsNq9du3bylCkzZsyY+dW02dOmz5r6NXN92KQvxo967/0Nq9eWmywUhn825uOX27140OuAzWbLyckZPXr0J598MmnSpMmek7+e8tWcadPnfD1jxpdTZ0+b7jnOIzI8wmazpaSk9O7d293dPTU1lekVajQakiQXLlzYvn37pUuXVlVVSSQST0/PUaNGTZgwYfKUyVMmeU6d6PnVwzJl8uTxHh5DhgwZPHhwWFgYjuPVuzgymQzDMIqiIiIiZsyY0b1793fffXfbtm3JyclcNiflxq2TR49tWrt+8fyFs6Z+zWTmV9PqzZyvZ3w5YdKnH46ZMsmzuLgYQRD5gyNdkiDWr1zdoU27eTNmVZhLEblyzMj/+1+HDrt27yZJkplMLpcjCELTNIIgtf4WBoPh1KlT7dq1GzZsmEgkqqqqWrZsWfv27RcuXMgIWiaTPfpf/DkVNPKAf92o0SAN84T8rFGqVRKdyirSZfsWfLE7/f+SS2IxQxVfXXQt53gSf/+Nol03C32vc32jObvi87Zfzf39cPpHu298mCwJojE6WeK3K2X03xkzSlRFZnVZeMHunWlvnsr8PIazLbJgb2TxjqjiA/GcA/Gc/XGsA0nc8zKchxnoK7zVB24OC8v7TYEjajWKKuWYmshTJh/M+PJI+sccaQSF07fYZ/9MeccnwzOi+Oco1l9X2X+EcTeHcX4PZ/8Vzt5aPWGcrWHsbWGs7WHsHaGsbVFFO2+yd2dwApUaMaLWq1WoSiPRqEVqhUaNmKSEPEH894mMyYdS/y+E/UOBLEmFKnmquNjivwLzV/nnLDmftexSwU/h3G0RxTuv8ndGF++L4XrHcA8wieYeuMY9GMM9dFX0h2/2uH3XR8QV7cAIrUKpVauViFKj0SBFWNrR9BleqWPyJeEmtSmbd2VPxjDf3C8F6hytRqtVKFGFAlUpdIhGg6gVGqVapUSUCo1KrlIrMQWmRnnncr/fGff2Nc5WPYIJxBmnUj2PJH6SqwjVIgZUjmnUYpkakaswlUqp+u9Rq9Umk+mnn3564YUXxo4dm5mZmZ2dzXSHoyIjI69ejYqMioqMzM/LEwmFSxYvbu3iMuPLqUY9iciVY0d/1LHdS1579t65cycxMbFbt25du3a9ePFiSUlJUlLS1YiIqMioyKuRUZGRVyMibty4weVyz54926VLl169eqWnp+M4XkvQS5YssVqtbDa7b9++rVq12rdvn0wmzc/LL8h/ePLz81ksFvO4CaajqlarmTYqlUqaprlc7ty5c1988cVRo0aFh4cbDIacnJw1a9YMGzps2NChc+fM8T7gHXI5JPbatZjo6GsxMTHR0ZFXr8ZER1dPdFR0UmLill9+cXFxGThwYHFxMbObYQqiKGrN6jVtWreeNXOmgaYlYvHoD0d16NDBy8uroqJCp9PhjVJeXh4SEvLaa6+NGzdOKpVWVlYuXbq0Xbt2ixYtwnGcOUnQyJ+y1jE3CLp+QWuq0YigNU8IlUalwdWlAizHO3vCXxmDgvK/ucb2iS48FC84cF2wL57vHc/zjSk8ViBLIvWURCP6O3OST9r/ZUoiTLgpSRa0M3Xs6YyZCpXAglgji7buSB0UwtqImUk5obkp/CeqeHc8zyeu+FA870hc8eEozv4YrtfJnAm7r/e/kv+jktRoNBqtWoqjWJ46yTvja+/k0VxFLIFbr3P/+TnttaMZ38oMbBI3E4gZ12F6rV6vpfVayh4CpQiUJlCKuP+a0qMkgRM6jFIrKY3aoFbrNBo5qpFjepytzTybt3jvzSEXcpaLURaB0xklwacyp/mkvHMhb0mGMIiryuFpswuUsWklATf5x28Kj9zgH71e/CC8o9d5R68XH7spOHVNssM344t9ccMTuLt1mF6l0iGIUqtGUBQp1qUeTZ++L+2TXGlkqYbI5l3amTncN3e2XMMzIWWk2kCpjfbQagP97zsGWm3CMSJdGhfD8y1WJxl0RpE250jGjEOJH+fKQzDUiCl1KCJVIDqlRq/RqP/rjYPpKJhMpn379g0fPvyjjz4aO3bs2LFjPTw8JkyYMHHiRA8Pjy+++GLq1KkSieT2nTsbN216sU27udNnmggKkSs//+iTV1/scGDvvrt37yYlJbm5ufXu3TsxMdFms/3zzz+jRo0aP368fVGff/75p59+Onbs2P/7v//76KOPMjIymE4uiqIURc2fP79du3bLly+32WxSqXTq1KkffvhhbGzs3bt3TU1Hq9WqVCqmjWq12mg0Jicnv/XWW61bt966dWt5eTmCIAsXLmzXrt1777138eJFrVZbXFx89OjRefPmTZw4cfz48RMmTpgwceKD0fUaeHp6fv755++9956Hh4dAIMAwjNnPqdVqmqbXrVvXpm3bOXPnGI1GqVQ6fPjwtm3bbtiwIT8/Pzk5OSkpKbkBkpKSUlJSbty4ERUVde3atcTExJycnGnTpjFDHCRJIgiiVCob6Y05uEt+TgWNOieIBldpCA0lQ8RJ4gsJYp9k3uEbRQcTir0Tin3i+D7xvIPxPJ9rRd5c8S0CIyVoyfHsiYcy3s+ShJlIc6osaF/q2FNZs2SI0IqWxRTt2Jky5HLuRi2tUeGSlOLzcdwj8YK98byD8cXH4ouOxfMOXed73RCeviE4niuJ1+iMKIJjqEKv07KR6wczJnslf8LV3jTQFVIlK1kQlCeII3DEgJoppBxHK3DMqMcoPUZXC4XriAchcR2N6wx6nNBjGKZWYxqNFkU1Wq0WsRajmcdzp++88UEMz0dPEEpMc5azzvvmu1dyVxQrc7W0liW5FsRZejxjxrnsJZdZm6K42xL4B2L5B67yvSKrJYbndbPoQBzXO0F05IbgWKHshhbFVWotgqowDYqiKCPoA2mj82RXSIxM5Z/flTLUJ/3TiLxdV4t2h3G3hRVtCyvaVuPFg9eh3L+uFu65VuQTJdwdU7wvumDvpeIfdmaN9Lk5Kl8VjGn1OiWhRZRKVKtCdAjS2A7+cWHXNNP/0mg0KpWKGa5VqVTMMbVMJtNqtRaLZcPGje3btJ09faaRpFCV+vNPPu34UgdvL6+7d+8mJye7u7v37t07ISGBpmnm9GO918Ax/Ti7PbVarcFgmDlzpouLy1dffZWcnBwXFxcTE3Pt2rW4uLjY2Ni4uLj4hxEXFxcXF5eQkJCampqSkiISiexNIwhCIBCMGDGiffv2O3bssNlshYWF7777bps2bX7++WeLxYIgyMqVK7t27free+/t2rUrPj6ey+XarwOp2wTmI4VCoVQqNRpNdUEbjcb169e3bdt20aJFVVVVOI4vXrx40qRJU6dOnTFjxvTp079+GDNmzJg9e/asWbO+/vrradOmTZs2bdy4cVu3biUIAkVRtVrNrLQGDpcd4jkVNOaUaHUYgmv0WrUBQcw6gsIpU2lpRYXNYL5HWu+aq2ykuYIkzBbcbEZMRi0m0rGOZk33SRmfK46gKVOGNMgnaeyJ7FkiTFiOlMVy/tqVNCQ89yc9qSK1OKk3kHobrS+l9RaaMN+P3kzpTTRhJnD6QS10OIEXIbGHk6bsTPn4NHftFc5fcZztsdzdMUW7Ith/hLN+C2f/FsH6PZz9W838Hlb4yxXupiuFP18p3BLK3XKZsymC/9M11p9ZhedIVESrCRwlNQSiIolL+X9uT+p7hfOjnjCiOtnF3PV/JY6MKtxCkjoM11wu+HFb8gd+eT/n6uJKKAlGlVH6ChNupnUGPWYkakX37wudVo8gGjWKIIjaLugjGV/7JI/JV0Ujlnt8LTtbfC6n5EK6ICBZ6Pew+CcL/ZKF51KE/ilCv2ShX4owIEtyOVkeKMRZiEan12BaRKbUqlToE5Dzv47W6/VGo5GmaRaLJZfLq6qqBAIBj8czGAxGoxHHcQRBrFbrxo0bW7VqNWPGDJqmURT95JNPXnzxRR8fH5vNlpqa2rdv3z59+jCCRlFUp9PVu03qdDqdToeiKOMaFEVJkty9e/e0adPmz58/b968uXPnLliwYMGCBcxrB1mwYMHXX3/dt2/fHj16MCMYKIoy1fby8mrbtu2HH36oUqmsVut3333XqlWr2bNnl5eXa7Xa8ePHv/DCC8uWLSNJsry8nKZpHMeZSj70+8UUwfxEEMRisSxbtszFxWXs2LHR0dERERGhoaHh4eFXrly5fPlySBO5fPlyTExMXFxcVlaWVqutXtCjAIJ++mgxTItpMUyL6jC53kSqaT2mU1XhhruELjae98sWfVwIHRIi/XG3MjtbbyszUQStJgxabQnOOpI51SvxM5Y8ymSyZkgvHLj1yfGsmSW6ktu62/FF23c+EDSh1WIYimrNDtWGwKWYmCVLyVfHZCmCs+T+2TL/TNmlDNnlDNnlTFlIpiwkQxbC/Fo96fKLqYrgVFlUsiQ6XRmWiZ4OKVy97ebrZ7MXaky5OhTDURrH9UIy1zdtptet4bmSABNeWSiPOpj64d60TznYLSN9N4N91uvaO8cK5mr0alpvxVAK05KYFscwrRbTau+vrgaDaXWoTothiF6r0+n1AjL9UNr0/elvnsufdbnwr5DidaHFm0LZXmHsvZHsrVHsrZHsrbVe1HiTtTWSvS2KvT2StfUq648o9tbYol0R7ANcJBPHKQLBcUylwTXIw+XweNBqtXq9nsPhpKamXrt2bfDgwUOGDFmxYsWgQYPGjBmTk5OTlJQkFotxHGcE3aZNm9mzZzPDCNUFnZKS4ubm1qdPn5s3b1osFq1W63gdcBzPycmJj4+/du1acHDw5WYRHh7u6+vbuXNn5ioOi8XCLNxisWzevLlNmzYeHh4Gg4GiqHHjxrVq1ernn3+22WxcLtfd3b1Dhw4hISE2mw3Hce0DmrEyDQaDr6/vokWLlixZMn/+/Pnz5y9qIgsXLmR+Tps27euvvx4+fPjLL7+8YMECpqcPgm5+dE4Ahuu0eh2uw0hMR2IYqdMROkynxXUkaZKpBCfPYL/+qv/gY3GfvprpX5KTpqi6D0bGf0X8vld1OpDCKaPWICV4h7MmeiWNZkvjyozlacqLe1PHnsqcpUBFlfjta8XbdyYOCWN60JhOp9NqMYsD9cIpnJAg+ZH8/WHCNVc5K2M4v4Vz/grnbgrnbg4t/DWU+/uVol9Cin8MK/w1gvNHzfwezvkjnP1XOPuvMPYfV4t+PZ/13e6k0f/krpSVsVFSr8MMtI5Q63ln0+Z5JQ5IlfgaDXeL1OlH0j87kDKyQBNvtJbnl4R7Xxt3MGuiRMm1kBYaxw24nsJwWktQWorU0tVDaY00YiW1tB7XaQkEITUqClUTFKZHaZ3CgGKEDi2U3eAiVwukkfnSmFxZeLYsIksWnSWLzJJHNJ5MeUSO7GquNDRDcSlbEl0giosXeu9J++hQ4uh89SWaslCoUY8jiJ5AcerxbhtMr5A5GYVhmNForKysZG6CMBgMScnJ478Y98pL//vwvfcjw8Jz0jNPHT/h3qtP165dly5bxuVyKYoqKyv78ccf27ZtO2vWrMcoaL1ebzabZ8+e3b59++HDhy9YsGD+/PkrVqxYtWrVN99843gPes6cOXPnzl28ePH8+fNTU1NJktRqtTqdzmw2h4eHd+zYsV+/fjk5OTabzcfHp23btsOHDy8qKrLZbN7e3h07dhw8eHBgYKBOp7NarRUVFRUVFeUPw2q16nS66i3V6/XZ2dnh4eHh4eHnz58/f/58QEBA9RcBDcNMFhwcHB4eHhsbi+P4vXv3VqxY0bp160WLFlmtVqYg7SPznApa/8Qh9HpCr9cTBBOCIHQ4gRsthLVCRxlJg4UwmHVGk85E6c00ZSDVB04oX+qHtmqr3f8njWgIRCXbsMLo4mLo9LrW7wJN0KW4VUIIDmeP90r6gCO5XmWqTFNf3Jn26T9ZszRoyW3ibix/5+6koRF5mwlaQ+OEXq/T4VYHKkoYSaMQveWV+MX+xDGJwgNc5fVcVUIecj1PHV+giGXLrhVKrxVJrnElcYXS+EJJ3IPEF0riuJI4rjSWK43lSuMKJfFFsgSOJqEYyUYMWi1O4zqawEgLjSXxvXbdGv53+kIZwaWt5ojio3+kjziXvlKpZVnM5VnSyGMZU32Sx18V/lWgjVPopVoMpXANrddSen2d4JReR+m1pF5L6FEcR1DcqMMpCtPRmF6l40aydoYUrg7lrgvhbApl/xnO+Suc+2No0eqLxRsvFm9qJEG8jVe4W8ILfrxQsLxAFl5hvCPD2EfTpx9N/oytuUpTFbTWQOhVqJ7S4gYcf8hJ/yaBYRhFUUajsayszGazFRQUnDhxglvEtdlsd+/eTUpO+nbRotHvvf9avwGb12/w2bt/2TdL3ug/8OOPP16zdo1AIKBpuqKiYtOmTW3btp09ezbTP/3444+rD3G4u7u7urreunWrtLQUezCU0QiM1AiCsFgsixYtatOmzapVq2w2m8FgCAsLCwwMFIlEt2/ftjSF0tLS0tJSkiSZCjDdc2ZouHXr1p9//rlSqbTZbNu2bevQocPrr78eHh5+9+5dFou1bNmy/v37v//++wsWLPj999/3799/6NChIw1z8ODBkydPqtVqgiDsLSovL1+2bNkLL7wwbNiwpUuXfvfddz/88MOPP/7I7Gy+++67xQ2zZMmS77//fvz48S+++OLAgQNLSkru3LmzbNmyNm3afPvtt2VlZY6sUkd4TgVNPnEIkiIoiiJJA0EYCL3eoKf1BJrNkafepDWFpZkJkulz8PHTqXw2heuIawmibTvNZ0+op3yifKUX7jkH+XyyuFs/y4qNxuN+isgIgiCtZLlEzz+c7bEv+cM8+fVKy51MRciexM/+yZirxmVV9L1r/J17UoZFFmyhjaiRIElSryfKHamqgTIJ8JsHkj89ljxJhmTZrLYiUap/3oKrrP24VWcibWWY7TZWaSUsJspsJs1mymxmXpAWM2mtlVLSaiZoElcThFKv1+I4YdLdRk2aiyW//5UwMjBziUrPpiqqbqqDD6WP90n5KIZ/SEmIKVKdow4NY28PzF4WmLsgMOeb4Px1l1gbLrBWX2CtucBac4G95gJr9QX2miD2mgvs5Zc4yy5lbsjgXyZNpE6P6gk1iZM4aeDRGd4ZE3Ylvp0g3svBbhaos3OR5BxNYoEqtVh1o1iZUKxKKFYl1Hjx4DVfeYujjTlRsGjbzRHxJXtNZrOUyDuW/cXhpI/YSCRNldNaA0lotASN6Y16Pf4Yd+e3b98WCoWzZ89eu3bt3r17X3/tdRcXl+Fvv71vz95VK1fOmT0H1SAqqfzzjz9Z+f0y/zNnv5o0ee2KVfYxWYIgKisrN23a1KZNmzlz5litVhzHP/744/bt2zOCTk9PZwSdlJRUXl6O4w+vPLPbYAT9zTfftG3bdsWKFXfv3i0pKenXr5+Li8ulS5dsNltFRcXtpnDnzh3mBhCmDoygTSbTr7/+2qZNmyFDhsTExNhstvz8/KlTp3bq1GnMmDHHjx/ncrkCgSAhIeHkyZPbtm3bsmXL5s2bf2mYn376aevWrYygSZJkWlReXv7DDz+0bt3622+/tdlsZWVlERER//zzD5vNvnPnTmVlZUOdcabDbrPZQkNDO3bsOGzYMIlEcvv27bqCfvRdNQj6CWHQG8w62qLTm/UYTWpIi8Zyh5YdPiLr3r/0jRGaN0Yiwz5QDxumGfau6a1P5O79FKd8Kmw2fXYmEniRKBbQiTHK5d/ozgZX2Gz6SiNqpijKKqOEvlke3kkfFsiuWy22fEnY0fj3z6R7KEw8s7nqavG2PUlDo1i/GkxaI0E4LmijwcQns7xSp/hmfyZAr5dZ76bxz++OH3A6ZY7Ukq6lMD1moLV6UofqcaRmNHpcpcfVelxF6B/8JJQEoSVJiiRoktKTtJoiKIquwCrUN+VHjyROPpQw/pbosN6s01mUafzzgRlLjqdM8md9m8IPLFbfFGFJAjRRgCTz1cl8ZSJfcataEvnK68Xqqyx1UgGaztLckKN5pThF6EmS0hsIymAwiI25vpmz9qe+y9GFVFTYihWss9lzg3N/0BKqMuMdM13WSEqpKtqqC8xb73Xzo5slB0ylpSKiyDt9mveN0VxttJGuMOhMNIXqKCNOmkmSeCzbCU3TJEnGx8f/888/I0eObN269bvvvXv21OmYiMjjh4+OeHPoi63afP7RJxcCArOysoxGo1Kp9Dl48MCBAzNnzTpw4EBwcLBGozEajbdv3968eXPbtm0ZQet0uuHDh7u4uOzZs8dms6Wlpbm6uvbu3TspKamiooLRVuMQBIHjOEVRVqvVLuh79+6JRCI3N7cXXnhh9uzZ27Zt+9UxtmzZ8scff+zbt2/37t1sNttoNFIUVX0lVFZW3rhxw8PDo3379h4eHpGRkTRNCwSCo0ePTp06dfTo0ePGjZs/f/7GjRu3bt26d+9eLy+vAwcO7KvJ/v379+7dy3Sf/f39URRl1ExRFEVR5eXlzFUc8+bNYwYl3nzzTRcXl+3bt9++fZvZW9SLXq8nCKKqqiooKKhTp07Dhw+XyWR3795lBL148eKKigr7/gYE3ZxQTxzEbCJpo4kkMQtuMuuMSdl5369HvvZEe/eQ9RlEXY0x2CrNtkpDWJiue09TF3fky295yzbQxYVmlUq5dJXw0y8su3YT385Sjv9E+dfOUtxURVbIKZF35uc+iR8IpElVVluh/PqpW5MCs79RGjRlpbYY4e7dSUOiWFuMJsxMUTRNEFQl7QBmk5lP5exLnXIo7WMxllxVYcspiTyWMflUzvTz7IWBnCVB7GVB7FVBrJWB7BU1syqQtSaQtSaIvc4/b9X5/LXncpf/nTotlLVTU6bRUbdpsspEEUaKNJAmM1lmMVbJcX6sYI9vyriT6Z7XeFuL0RQViUoIXpbiQrjor4u8zQGs9UGs1ZcKV13mLL/AXhXIXhfEXhvEXhvEXhfIXnuBve5iwQb/gh9OFiz7O2tJiiyAKDUQlImmSRNlMJtNIir7aMYMn/SP2VisteJeniRy/80hf6dM0NAFRoOl8fVgpC1EqTIgb7XXzTGJYu9Sa4WY4B9In3bo1sc83TWzjrRuLQAAIABJREFUscqoM1IUij1WQTNnxry8vNasWfP++++/9NJLM2fOlIklJIYLCos8x3l06vDypx+OXrtqtZ+fH4ZhP/zwg4uLy4oVK0JDQ93d3d3c3K5cuWIymeyCXrhwIfMlunTp0pEjRzgcjs1mKy4u7tOnT5MEzWA0GisqKr755ps2bdqsXbvWZrOVl5dfuHDBz8/P19fX29vbxzGOHDny559/dunSxcXF5erVq5WVldXrwLyuqqoym83Xr19fvHjxG2+88dZbby1YsOD06dNJSUnMdcoRERF+fn7Hjx/38fHx8vLat2+fVx2OHDmycOFCFxeX/v37y2Qys9lsL4g5yGjduvWSJUuYvv+oUaNeeuml/fv3V1VVMdWoF4qimGOUoKCgjh07Dh8+nKIom822bt06u6B1Ol1DszeJ51TQxicObTKZDSazwUBaDLSZNqu0usxcZNtO8Sv98HY9lZ5f6nbtobZ66cdPwl56RdVpIPmnD5GeRlJGU0aW+JMv+CP/T7X1Z2rdCl7n/uKduwiJpMpwT0mxD6eO25086roqQGtQK/XFIl2aUJsp0YoxAo0QrNuROOAK6ze8TEPRFgNpNpLmh+uZok1ms4hK3p/42Z7U0ZnaiwglRHW5InWmCEkTaG4JkEQ+ksJH0vma2uEh6cVoarE2qRi7XoRFllAxMezdf95882zBKm2ViiDuGYg7BhojDSRBmw0UZSLNZqqy1FKhMygK1aGRnM3+OTPPZM0KLlgXJ9yZJb7IUcUWY7eKsFQulsHBsrhIOk+dwlOnMilWp/BV6SWq/CIq/kTurB3XB90S/VVqLKNII23AjaTFaK7gU9neGVP2p72brTqnNMoThX8fuvnmqaQv5QahI4LGLbLzBcv3xo2MFPwhMQnz8fiDKZ/uTx7BJqKMxntmrMxCogaSokgTRZGPZUdOkiTzbefz+aNGjRo5cuTESZPcXF27dOo8aMAAz4mT3ho61HPiJAzD7t69a7Var1+/7uvru2DBglWrVm3atOnYsWM4jpMkeefOnbVr17q4uLzxxhurVq1as2bN5s2bf/311/Xr169du3bevHmvvvpqhw4dEhMTKyoqHKwYI+jKykrmWRzDhg1buXLlihUrfvzxx82bN//000+bHWbLli1Lly7t1q1bmzZtoqOjKysr6y3UYDBUVVXdu3cPRdGEhIRt27bNnDlz7NixY8aMmTx58vz585cvX75x40ZmfGPLli11Bze2bt06ffr01q1bDxw4UKFQWCwWZsk0TTODEi4uLm+++ebKlSsXL17s5ubGHGTcvn37oSukqqrKz8/vhRde6NWr14IFC1auXMkco8ydO7eqqorx+KPznAq6Gfc7PS7MRpPJZDJZy8x3LPKz5zWrtuuDL+q3/qpt10Xf/mV0z58Vp/zFq39VBIXeLSs3l5WbjWZSrSILc5Hte8nEW5q0/HKCpC1G0mSTm/h+WStOs+f+zVrtx1oSwF4cxF4eyF56nvWNH2txUMG086nTEgqP6q1Kg9Fsok1mmjQY6AdpEJPFLCGzz6QvO8Ge9Tdn0bmCby4ULDzP/v48e+l59tLzrKXn2d+fZ39/nv3defZ351nf2X/1Zy0/x1p/jr3qLHupf9F35wrnny2cczJjZjR7h7lcbKWMJspCmPWUiTDWKNBYaii7R9tu07ZS2ozgPLY89BbvUGjRX0GsnwMLNp3PXxPAWn6BsyyIszSA9X0ge2kge2kA+/sA9vdB7KUXWMv9uctOcWaeyJiSITpZYSwnKStt0lto3Goi1XR+QNayM3kT/PPmnc9Z458390zu+IDcDeJSiclkaWQlGAwGk8FMWNEQ7rZTWZP8WNP8c9f55647mzv1bPY3POKG2WKxEFYLZaANpbTB0vgqdRzmAmez2azVatlsNoqid+/ePXvu3JdffhkaGnr7zm25XM7msPV6vdFoNBgMFRUVNpuNpmmTyWSz2axWq8VioWm6tLQ0LS3Nz8/P39//2LFjxx9w7NgxX1/fkydPBgUFBQQEKJVKi8XCLMpegXordn+nZTRaLJYbN274+/ufO3eOWaDj+Fbj+PHj58+f9/PzKykpsVgs9iLqxWQy3blz586dO3fv3jUajWKxODs7OyYmJiAg4PTp08ePH/f19T169KhvHY4ePXr69OmAgIBLly7hOG4ymRg70zRtsVgSExP9/PyY7v/Ro0cDAgLOnTuXn59vMpka68NQFDN7UVGRn59fQEDAiRMnjh496ufnd/bs2YSEBJPJxDTHXlazAUE/HcwmE22xlJbfK6+y0TabpaqcyMiik1Mp2z3cZiNsdy1371ktFVVGa5XxdkWZjbLZbPdspM1WecdWYakotxjLTLZSk81oMRmserqUMBpNJqPZdP+n2WQ0W0xUmdlQZq6yGm2lZluppdJSai213C413y41V5pNpSaT2WSymEzmmhUzG0sNegtBWgykmSDMWsKI07SxzGAso03/xmAspYwmgrJQlInCTbTOTBEGmiCNOsqIU0Y9aSBIA0kaSboUMxm0ZRRZabBYDBbSUkpZLEaz2WimjWbKbDaUlpZZSyvNpZXm0tulpXfLrbaqctvtSltl+b3ysjtlpZUWc5nRYDYZTTRF0LTeQOsNtJ6+/5MgjRRlJCxmU6mhrIyqrKTvGsw2k7WswmKopEorjVUGE26w4pTZQFlI2mKmLeWG0jJDqdFSWmaxlFssZfaUWsqt5gqrucJqqbCay0vN5aWmcgtNlppVRoPUSGFGijIacOz/2TvvsCiutv8PsaDGguhjjIkazRNbNCpWwIIlopQoFqzYe09MYqLGRAW7BhWwgWLvFTu99953KbsssH13dmanl/v3xygvsUSNyfPm9z75XvfFdbZw6sznnD1zzn0wtQHT4Ba9FTWacaOa0hqsRgzFXtXWf0w4jjMMQ5IkhmEMw4iiKIUJgnjVbfJniaIo6UndS4WiKM/zfyxm8QUBgDSqfZFNZrOZ4zhRFCUu1+lVkQuC8GL89bMqiqL0nddG9VyKdXou5y+WDgAY5o0mEv8B9O/ZWy0G+quEWTHcasGtOIZjVoIAsAqiGSNMmMVsNagNZdW6/BpDjsKQo9DnKXX5lfp8hT5foc+rNOQpdZIVqPTFKn2JSl+i0hfXt2p9sUpfUqUvqdIXKXUFCn2+Qpdfqc+rMOUrjEUqfYXFarZiJGFhcNz622xZccKA42YCAwLjSStKEQRFgMpYUWUqqTLlK015SkOR0ig3m00cAaQFCBwjST2BMyQGJE6QOEnipNVitVoIq4XALSSOERYUk3oC1GLBURw3W1EUM1vNtZhKbsgvM+UqDAUKfYFCX6jQFyj0+UpDbpW2QKUrUOkKao2yGn252qhCUZSwkFK0z4y0EjRKmNXmilpzidpUqDbkVxuLVKZilbFIZSxWGUtqTPIak7zWJKs1yWpN8lqTvMZUXG3MV5mKnrNaY77akK82FNfqZLXaSr1RjaJGGqdZK/AE0LhI4KgV1+IWK2axWiyoZOjTwF8rDHvaATAMc+XKlfnz569cuXLu3LnTp0+f8Wdo+vTpCxcuXLlypY+PT3R0NE3Tr80SiqIkSbIs6+/vP3/+/Dlz5kiZWbBgwaJFi5KSkgDgD5fXarUajca1a9dOmTLlVWWcPn26j4/PihUr5syZc/HixRf7FQzDKIoKCwtbvHjxunXrFi9eLG0t+f29J5JetS1l7ty5CxYsWL58+caNG4OCgu7fvy/9ApCwjmHY7/Rtf0D/APpvJYvVarZYKTVZdjZ2eUDMsMMJIwOSxgckjQ9MnBCYVGdu9cJvYQFJHnviv/SPH3UuaaWeqiQsAo0SVgx7IRtm3KrDrCYMo3ELxzFYWsG5PXFD9iaMPJDo+WvypH2Jo3bHO5xImFuExht40khQmNVIYGbCQtRFgb1aFIrSZgK3sBiLZyjCjj2cdzTGMyDRIzDxq8CErwITPAMTPAMTvwpIGXMkyTMgyT0w1dE/fmhAvE+lJZfC2f+JCLdYLSSNChqyICRt+Z4El0PJLsfjXY8megYkTQxK9ApMmhSUNCko0Sso0SvoaXhSUOKkV4UDkr86nOJ5JNXjUJKbf5LroWTXgLSvjmfNu5S/KVZ5SW4sRAmKYYAkaAzDMRzHcAyr+/MXXxnYs2YCgI0bN9rY2DRr1mzixIlbt2794YcfduzYIT0l27179+7du3e9oN319OJHu3btOnDgwPDhw21tbRs1anT27FkAeG1+WJZlWXbdunXNmjVr0KDB7NmzN2/e/NNPP/Xt21ea+5Y8MdXP/JuLIAgURY8EBGzavHn7jh3b62nHjh1bt279+uuvt2zZMnny5BYtWiAI8uOPPwLAiwkBwN69exEEsbW1dXV13bhx4/r167ds2bJt27Zffvll2zP98kzbflfbt2/ftm3b1q1b165dO3Xq1CFDhkguTZydnbds2ZKSkiLNOP0D6Hc14m8pnMCsNEphoMeVx+Om707sfSTDrdKUqNMrqs3yWlylxdRGtMaIqnTYW5sZ18rMSXuyRvnFDDibutTMVrAYK5hx0or/NhdWwsoQOEvhBEsyFGeMLgraf3/4zshe9wv31mByDVojx5KCM+Zsjer+a4Jntv4+IfK4lccJzEqa3qSYGInhpJXGWNpC46hBh8rVllK1RaHG89V4ocZSqbEo1HiBAs+tMVXXYAWXsxfuielzJH5yFZbLkEL9jNI4LegZo1V2ImnpjqjBxxNmyg0xOlSpQWU6rESHVmjMCg1aqrGUaNAKDVr+OpNrUZkWlWst8lpTSZW6qKg2JkJ5+FLm+oCosYcihoYm+SQozujNtQJD06iFRnHCQpqtFIpb8b8c0f9DnF9++cXe3t7e3l5aegwAubm5jx49ioqKqnNd9JzC6unFj+7evRseHj558mRbW1tbW9sLFy68FHaSpM5REASSJBctWmRra2tnZyctr5akVCpdXV0bNWr08ccf37p167Wsf6msVqsFw5ITEqPDI6PDI+/fDbt76/b9u2ER4RGPHj3KycmR0rp///6//vWvFi1abN++/aUJAYC0p7xly5ZnzpypX13h4eFhYWF37ty5c+fO3TeQVHV379598uRJVlaWVqslSRJF0Xv37s2fP79Vq1aSk+6oqKi62vudYcob6r8U0OTfUlYKx1mMxQDFVSfiZ/rF9zueMhvFdCILClJ+IWfHuaKVF/KXn81cfiZ76dva2ezlwVlzdsT32RnlEJKwQCcUWVmKIhiKpF6WFZ6mABcMDwp374503h01ML34tEBTQAGPckADilWfz1+6PbxfQIRHXu1tVuQIEgiCfsOCMgQlWhig8YraqGtpP17OW38ha+2ZzAVnMuddyFp9Kfub81lrKw3ZwABHEVczN/jFDTyc4K3C8llKrB8RQ9CchdKSyuMpa3zj+p1M9DbRCuBAYy69mbHpUv6qcwWrTufMDc2eG5q1NDRrybO/L7czmcvOZi46k+VzIXfRpZyvb5XsSa+5aTLJBJbDCFNq1ZUjKZN+jOp6InZqnuqCwJpZI5BmMJOUhXy6Ke6vlkScbdu22dnZtWnTJjg4GABEUfTy8rKxsbG3t3dwcBg2bJjzW8rR0dHR0XH06NHjx48fMWLEgwcPBEHA8ZcXSqKz2WyeMWNGo0aN2rVrFxISAgCCIBw8eDA1NRUAjEbj1KlTGzZs+K9//ev8+fPw7Onlq+J8UTRNo2bzUIeBzRvZtrdvO2KI4yinYUMdBrZtbS/tX5dmkC9fvtyuXbs6QL8YTx2g7ezsjh07JlWXlDd7e/sBAwYMHz582LBhLi4uo0ePHvU6ubi4SC5Yu3bt2qFDh+HDh+/evdtkMgFAcXHx9OnTGzRoYG9vHxgYyPM8QRB/vKWf6R9A/41UH9DBibN3xHxxLGWmnlSxAIVY9r6YCX5RXULTZqarLqZVXkqrvPhWllp5Ib3iap7iXkHVbXl1jJUw0gTNEARJEs9lg8IphgajaLhctHF7dM+98cNiFCeAAw7YyIrjJ2K+rkJLgAcDo7ic89OuJ0MPRrpk1oTyLMbh/HMxkeRLkE0TVg6nOEwQBDql6vLPESO2xPa6mLsosfpCvOramfQ1eyMG7Yn4vEQTCxxQhOla9tc74wYeTpj2IqBpKyXijImpOZG6xje2/8nE6XpSBizIdbH7okf+Evd5UPrM1OoLGRXXMxTXc6vD8lRheaqwfFVYniosV3UvVxVWz+5l197OrL2dqb6TXns1tvLQjayV/lFj98ePuJayvkabAyIY2NrLub/8EtNjf8TY1IrzHG+hCJKkUZLCyJf2c3+2CIIAgO3bt7ds2bIO0AAwa9asFi1adOrUSVrm/Kr9b6/yWUE/E8MwLMtKCf1OBrRarbu7u62tbYcOHW7cuCHlYdOmTe+9916fPn0kRhMEsWDBgiZNmrRu3VoiI8Mwr4r2RTEsi+P4mBEubVraDXUYqFdrAaAgO/eTTp1bt24t7f2TAN22bds6QL8YDwAcOXLEzs6uVatWUjYAYM6cOS1btuzSpUt6erpUXTqdrm5H++94xpC8AhuNRpVKdeXKFWdn50aNGnXt2vXx48cAwLKsj49PixYt7Ozsnjx5Ij3XfUf9lwKa/luKZAiCJ3grYERNSNJTQFvIMhGgwJLuFzV6R/gnt9I3AQDw72QiBwzFMSTDUExd6nV7WEUGrLT+Rt6Pv4T33Bc7LKv2CgjAC2KM4rBvjOPP0b2PJ3hWGRKAA5LFbucd9IscsC+6X4ryBC+QLMNTFEtTHE1xUqw0TT1fTJqlaYwjOJGDTNX1fVEjt8cMjFKclNr6iezIzuhBv8YNK1ZHAg8UabiSvdI3tl9A8qRaawHPQP2oWIoFgjcxNceSV+2KH3AqZZaRLgcBKowJAYnuftEjbhZslKrLiGvzKx8UVl/PqbySJT+XVX4qSXHuOUtWnEupPJdafjFTftdoLQMQtRZlcMaKbTHdjsWP1RhSgQEzbTieNWVvzIDjsTPVtIxiBZohKBr9XwS0IAhz5sxp3rx5x44dMzMzAYB+B0lbnF9MmqZpafxeWVk5atSo995777PPPpPAxHHcihUrWrRo0bp16xYtWnTt2lX6mc9x3Lp165o2bdqiRYuDBw9KCHvDkkq7VFxcXFq1atWvXz+j0QgAOTk5nTt3tre3nzdvnnS1XL9+vU2bNi1atPj5559fBWh/f/+WLVvWjaABwMfHp1WrVp988klGRgYAYBjm6enZrVu3vn37fvHFF3369PniZerdu/cXX3zRrVu3lStXSvHk5eV99NFHtra2U6ZMkZaLhIWF2dvbt2jRYuPGjS/Nz9vqH0D/jUQyhJUneBwwouZ0yhy/uH4n03xI2gg8GMiqh7l+d7LXpyuuMcCKHAh/wFgQWRBZ4FnpHqaoZwSlaJqiKYqkgAMdWXYpd83ux4MPRbrlau4DgMBSD+Rb9sYM2p0w8lDGON/I7kGx7kW6eB6A4LmovMP+Dwbvjeobp/hV5FCWtVIkT1ECxeAUq6dp8vli0hzNWDiSBQ6yVNf2R43wjR0UXnmU4wSBh4el+31j+h+MH1aiiQIBGNp49e0AXQYAlaYk/1hXv+gR1wrWsyIDnJhddWXX4x7bEzr5p3ldydtwI2fF5dx1l3PX17cLeV9fyF93OWf1ncytSjQNAGgGLuVs90vqdTC6v0r7GBggBepM3px9Mf0Do6Yo8EKKA5ohacZCUa93qPbukogjAdre3v7cuXPSDaJWqyXP9H94AVx9cRxHkuRzQ2yKogCgpKRk0KBBkoMhaaRstVoXLFjQsGHDjz766MCBA9OmTWvQoEHnzp3v3LkjxfbTTz+1aNGiWbNmW7ZsAQBp8pp+nf85ye9SHaANBgMAZGdnPwfoGzdutGnTplWrVr/88gsAvBgtPAN069atT5w4If1XHaClETSGYc7Ozk2bNu3Tp09CQoJMJit6hYqLiwsKCqTzEDIzM6VDuT744IO6hlizZo2dnd37778vOUR99xb/LwU087cUzVIMT3KkaCKrTybM8ovrdTjdrQyNUBuK1aYiLV5Ui+dVYbkKU47KmPv2llNlKqhAiyvRjFqslGBpmuEYluQYmmOsHE3wNM8Lgo6oOJ201jeq57FYD7k+EQAoHn+cv2V73Cf7I0ckK67UsqUXczZsi/5sf8zoHM09AACOSS49vivacXeMc2yhPwcageV5iuVohntZMSmGZ1icpzjgIbv6+oHokb6xg8IVRwVBFEUJ0A4H44eVaCJBBI41Xcte7RvbNyDZq5YoEDioHxVHc0AKZqbmePLqnXEOISkzTXQ5ACjMyQejv9wVO/J64TecyIg8ZFZf3xvde3tMr1uyQ1qyWmuQ682lerOsnpXWonKVpbzaIlcTReXmmNSy0AuJK/wivghIdEuvug4iAAgZ5ed3xQ3ZGdn/YclPhGigSKBpmmbw/0D/XUfJjRs3IgjStGnTQYMGTZ48edKkSTNmzJAWh0kvvd5MdSeDeHl5TZw4cfbs2YsWLZL8fwqC8FzSAJCent6nTx8bG5uBAwcWFhZCvbnm9u3bS08szWazt7d348aNP/jgg7qHcgcPHmzVqpWtre26deukpc0U9fzvqufE87zVan0poOtPcdy8ebNNmzZ2dnbS8SsMwzwXDwAcOnSoVatW9vb2x48ffxWg+/Xr16BBg3/9619TpkyZPXv2rJdp5syZUsDT07N///6tW7fu0qXLkiVL8vPzpYL/8MMPzZs3l7oijuNYln33Fv8vBfRbOdz6T4nnOIbnrTTPmjjllaQ1JxLGHEsZF5TiGZjkEZTkEZT81dHkiUeTvgp6+tLjfwJvEk7yCEyeeCBh7L4Yh3OpS1BezQrAcQwvmkTOCrQAPKiw7KMps3eGDwyOmqZCYwGA5Ilrmdv8InrvjxiRrboEAoAAGFd7PX/9zpju/pFjcpVhAMADn6g8cyB6+N7IAQ/zD9KiGXgAWgAaXiwnwwkcT4gMDyLk1tw8GOOyI2bgk8ogaen/Q5kE6OHF6ggQgOfM13LW+sb2CUiarCYLQPhNhDzLAyWibO2JlDW+sf1DUmaamco6QO+OHXmj6DsRBEGENM09/7iJv6aP/DXZ41jC9GMxXwUkuAcmeTy1RI/ARI+AZLcjKa5HUscEpI4+lDQuKH3yrZKNBTV3Ma5aAFASslsl23wjeu+OHhguP0hxRqCAo2iStVIsxTD0f6ALpyiKYZjU1NTTp09fvnz51KlTx95BQUFBQUFBgYGBR48ePXHihKura9OmTRs0aHDx4kVpNFrHOwCIjo7u2rVrw4YNR44cWVlZCQA1NTWurq4NGzbs3Lnz3bt369+w3333nZ2dXdu2bQMCAqR3goOD27Rp07hx40WLFkndjBT/qyQIQh2g+/fvXx/QrVq1ehWgWZZ9Lh549pDQ3t7+xSmOkpIS6Z3bt2+fOnUqNDRU2pT4oqRtkP7+/gEBAUFBQTdu3MjPz5d+0Mhksl27dvXs2RNBEEdHR6n2BEGQOqF3bPF/AP33Es0LFM/RAmVljDhdY2WqLLTaQuteMO3bGsEYFZbMQ8ke+6IczyYutwh6lgeOY0iBojgAAJUl5kT85E2RnwWnztebywDASmvv5GzYFv753uTRhcr7ADxNikaTXgCcA/xu2bZ98YMPhQ9Plp+SmilfdfNA3CC/xwOu5v9gEmt4HgQC+BfK+FaAFnj0avYav7g+RxK9NGThGwM66WD0WL+Y4deKNvDAAQs0hZlIrY6u1tPVKFGD42ozqXnOLEQ1TqhwohbDNbjVRBAYbjVUm3NjK06fzvHxjftiR/TwC4U/VeizAQQgRbCCwHAkWCmB4rkXC/rni2EYjuPy8/MfPHgQERERFhZ248aNW++s69ev3717d+LEic2aNWvcuLGEmLpEAeDu3bsdO3a0sbFxd3fX6XQAUF5e7uTk1LBhw88++yw+Ph4A9Hr9smXL/Pz8zp49Gxwc3K9fvyZNmjRo0GDjxo0SkW/cuPHRRx/Z2Nh4e3tL6ytYln1VSQGAJMnRo0e3bt16wIABEqBzcnI6depUH9A3btyQVmhIgOb551tBAnSrVq3qz0F7e3s3aNCgbdu2W7duDQ0NDQkJkQ67eq2kurp8+fLRo0d/+umnqVOn9unTp23btp07d54zZ87jx4/VajVFUaIo/k7R3kr/pYB+6T7O/33xPMdxFCuY2Ko7OT9dzJp/LuvbUxlLTmXNPJU5+1SWZLNOZc45lbHgVOaCUxkLTmUsOJU5/1Tm/NeGT2csOJE+Z0/CsF1RPUPiZltEDcsDzzIiCwBQYoo8HDd8b1S3s6lrTHQ1AGhoVWj6Mr/IT48kfpVvTAAAnK19lLP30COPE2lTTmbPPpIzxTdpgF9st90PBoYX7Lcyah4gRxfjHzvK70nPa5k/WTkjCMC9cKU+B+gDMS47YgZGKJ7ePHWALtFGAYAoYtdyngJaSxVJY5O6+5BneCABZWtOpC32jesRkjzDTNcAQKU5fm+Ey46k3jtTnQKzvU9mzQjNmHEmy+ds1twzWXPOZM0JzfIJzZ4bmj33dPbc008DPqFZ889kLjyTtehU+rzgtNnHk6ceSnQ9mDTidOrUB7kbcpWhWmtRNV6RoYow01aB40QWExiBFFhaIP+Uu/G1YlkWAH788UcEQezs7Pr06fPll1+OGTNm/Pjx7u7u7u7uY8eOHf3GGvNMo0aNGj16tKen57Rp0yZMmBARESGKIsdxgiAAwLlz59q1aycdrio9J5QOcrW1tR08eHBRUZHUcMeOHRszZoy7u/uECRM8PT1nzZo1e/bsGTNmjB8/vm6lR0JCQs+ePRs2bDhx4kQJ9K8q6RsC+tatW/VH0L8D6Lo5aFEUt2/f7u7u7u3tPX78eOks8zeXVNVTp06dP3/+li1bQkJCEhMTzWazXq8PCgpycHCQntz+WS3+D6D/VuJFXmA5MHKK4JjZe544+CdzU5N2AAAgAElEQVR5Jdecya+9U1AbVqqNlOtiijUP82ru5Nfcz6+5J1lezb28NwzXPizSRhZqHpXpU0kgGRE4AQCgUHf3cOywnU96XM34zsoZAaCGVJ5MnbYjukNwumctmSW1AsWg5eq0Cn1CiSa6RBdXbIiTo0llpiS5PlmuzrJyqPQ1JZYTkjhv30PnqynfWNhSABB4QeCf+rrheZ7lBV4gRfaPA1p4Fp/ACUADytaeSFvoG9ctJHmGma4FAay0vkQfW2yOLzamFatjSjVPSnUPS3UPZbqHpc9MVu+lTPewVPegVBsu00SWaKJLNXHl+lSVJUdNlJo5k/TcjQfLI9m+3dEjj8V7G9hyUeSAJwUGGF5gBEYq2n9AAODn59eqVas2bdrUPZsyGo3V1dW1tbXSdMS7i+M4Ka3AwEB7e3vJuajUPSQmJnbr1s3W1rZPnz5RUVF6vb6iokIul0uHc1dXVz93drVSqSwuLpbL5eXl5Tqd7urVq126dGnatOnw4cPLy8sB4MUyvgrQubm5EqB9fHykfL4K0PWr6zlAcxyn0+lUKpV0tOsbnq5dJ+mwQa1Wi6IohmHSLAcAHD9+3MbGpmnTptLMO/9CV/EPoP+/BzQvcLzACRxY2OrTifP3RA4MzppDgAYASMaYVXk7ueJcuTbjT7kDBQ4EAQCEFM3VAzHD9zz59/38bVbOAiKUm2MPJ03aHvlv38gvLuauj5EFRpfsCy/dEyk/EF8RmFB+PKksOFEenFB+Mr48OK78dGzFqZiKoHD5nvDS7ZEleyMrjoXmLt0R3X1beNfjyVPVaLkgipwg8CIniLQo8BwvCiIldQ5/GNCSRF4EDiyc+kTqMt/Yz0+lzEKZauBFnKpKq74SX305SXUhrfxkakVAQmVwYuXJ37cExcnEypDU8pDUsqPJ5UdSKoPilSejFeerLRUCACnqQhNX+Ub1CU2fZmTLRUEAnhU5kRUpViQFQXxVs/65AoCdO3dKG1XqnsItXrz4ww8//Pe//y09sHqpK583kfSPdc6A9uzZ07x586ZNm0obqQEgMjLys88+a9eu3SeffPL55587ODj06NGjZ8+e0l9JvV5Qz549u3fv3r179x49egwcOLB79+5dunRp27ato6OjTCaDZ26M/udG4HkAoCiqDtB6vR4AcnNzP/nkk98BtFDXc9errhdH0CtXruzQoUOPHj169erVp0+f3m+pzz//vFevXj169Pjoo488PDykfiskJKR+o9Tl5B31D6D/RuIElhZJoIGgNSHJs3fEfhGS6WMWawGg2pyxL2LI5th2VzM3A4AowOuje0n8Ig2CKFLA8sAAAJZeed431tE3YsDj/O28YAYAimdiZKfulPz0uGz/I/m+u0XbbxRs/q1teoVtvlmw6Vb+xjv5P9wt2Hyv4Kewwk23cjcmyu6QQLEArJQ+L/C8KMCfDeiUtb6xDqFpczBOCQLUWPL8Ily+jx66J9PtSt7Wm3nfXs/95nreNzdyv7mR+831vJeHLxZ8fangm1s534Zlf3crb/3RtMk/RX2xNbJbmvISgMgI2PmUDdvjep3KmGJkqkUOgONFTmRFgRW5P+kSeL3qAzo0NFSqtFmzZjVv3rx9+/a5ubnPVdEfSwIANm3a1KRJk+bNm+/atavuTlSr1RUVFdKejtra2rcdfqpUqpqamqqqKplMJpPJcnNzMQyr6xueywNN088BOicnp0uXLi1btnwR0NIyu+ciEV4GaACYP39+8+bNO3Xq9OjRo8rKSvnbqKysrLy8PD4+vkePHi1atBg7dqw03j99+vRzgP5T9F8K6Fcl9L8rAXgGqGeAnuMb27cO0LVo1pHYsX5J3W/n7vjD8YsAAogAPAAIwMQqTu2IHrgrumuU/FcOeADQ4GWllvQKLLcGK6jGCmqwgucCdeEX36/GCmoteSa8RI+W8YJVSpGg8HJTitKcqrMqpRKCyInAicCAIMLLAH2vdPcv0b33xg4u0YYDAID1es6aHbG9Dyd6aV4JaM2x5JU74x1Op87EOAUIUGNN84939o0ecad45x+oIxAAAJKrz/lFD9kVPzhTdRNAZATL+ZRvt8f1Dk71MjIqEAD4/zVAS8SpG0H7+PjY2dl17ty5oKAA3o0OAMAwzJo1a5o0aVL/wVpoaKiXl9eUKVMmv4NmzJixevVqtVoNABzH7du3z83NberUqY8ePYLf4hV+C2hpo0paWpqdnR2CIJMnT5ZydevWLXt7+5YtW0oj6N8BdP2yLFmypGXLll27dpXL5W93eTyTTqfr3bu3nZ2dq6urNN4/derUP4D+Pw9ogREZYIBgKkKSfHxjBoRkTSeEWgDQW1IDosf5Jjhcy9spAPdHU+AFngQAWqQiSg7veTx8V0y/VMVJCUhZ6ntH4sftiu3jnzwmKNUrMOWrt7KgVM+gpGm/xnr4Rgw8nbGiiigBABzTXMpYvOth74DYCYW6KAAAFkSerwN0vvrW/uiRuyIGpZcflbKYLD8ZlDjhSOqUKjQXRADgrmZ/vT2ut3/SJC1dDL/1KSx1NxauNiRp0f7Y3qEpM018LQBoibwjcRN2xoy4WfyNADiIgvAMvL9jvACiwADPAAMAkKw4uSeq376YYbnKmwDA88TlxI07o/qEpE4ySIAWBOCBA5ED/kVPxH+FpCry8/Nr2bxF25Z2N69ek95ZPH9B6+Yt6wD9x6IVn3lnnjt3botm73/+WfcnDx9JH/nvP9CmlZ10XEhgYOBzrvd/X3Xe+vfu3fvpp58iCDJ06NDiwiIAsJhRb68pTRs27ti+w81r16EeYQGApukvR41u26r1EIeBAssBAEsxd27fvn79elpampSxx48ft2rVqg7QL5Yd6gDdouXFM8+2k6xY2fr9Fp91+VR6wim8zJH071eXSqXq3bt3q1atJkyYIMV58eJF6cGABGjpm/8A+g/a217B767XkBMAngKaAxZIruxkwizfmIEhGdMMfCkrUgpL4sF4j22Jg67nbQXA3yS2l0gUAYACy62S/dujBuyNGx1Xcx5EEAQmUXV9Z4zT9qjPrxRu1zNKhkUp1vg6M9U3mjWRrLnCknwi0WtbeLejKTPLrMk0UDq25nLu97ti+++PG5Wluy4CJ4gAzwCdV3tzf/RwvyjnGEUwBRTLshytJ6kqC2OxCCTLUhyvu56xYU/k0JOxnmY692WFAgunD01Ysy+y3+mkWUa+RgBWQWQcTPTwjXa5W7gRBB7YN6oeDkAAGkRS6gGTK0L3xAz2ixmWp7kDAAIQZxO+2xHXPzjV08hUPQW0AAKIPLzS9fufK+lC2rp1qw2CtLJt5jN9pv/+A7/uP+DoMLDpe43s7e3r3Ly9VZx1TKysrBwzZgxig7Rs9r6Xm+eJoGOHD/66ZN6Cxsh7zRs3kbYvv4sKCgocHBwQBOnVrfse353HAgJ3/rK960cdmzdq0qyR7ZEjRziOk3AJACzDDBs8tOl7Dbt+3Mnvl+2HDhwMOOh/OuTUqdOnjh07tn///gMHDsyfP79Zs2YIgmzatOlVie7fv9/GxqZ502azpngHHQk4eiRgxBCn9xs0/rDNv/7wlL1SqezUqVPDhg379et3586d+/fvr1u3ztbWtkGDBidPPnVa8Kdw478U0O/es72tXk9wEXiRJ0UKWCDpimNx036J67U3blRAsvfR5NkBSZN2Jg3dHDX4Yo4fAziIAoj879vTWEUQJAMQRREjVJdSv9kU1WNzWg/fFMeTOZNPp0w5ljJ9R/ToX8IH3S/dxIkmeO3lKsKz74i/eZcHEEFvLQhOWPJLxADfpEGHsiacTZl5PMVzT7zT9ujB2x5+GVF1hBbNIAqiIIrAZ1df2fvY0TfBYVfW6BOpk08nTgtOnXI0Y2Zg+oKDmVMD06ceS/PclTRka1y/fQlOGiYRAH5TTEEQRTDzyhMJC3dGd/WP//x0wqwzyQuPpnrtThzo+3hUWPbPgkDyLCeCKAAIYp0/kpdUIA+8AAwIjMiJAHRaWfDux0N/ThxwKnvm7ey1VzKX7osb+1P8F4GJk/VslSg8LQQNIgvCn3M7vpnOX7jwlYfHgjlzZ07znvLVJC8Pz3mz5iycO2/evHlKpfJNGfOCKIrauXOnm5ubj4/P3DlzvL2mTHTz8JzgNsndc+okL/8DB6WvSVOuf1g1NTWLFy+eNnmKh+sEz/Fuk7+auNBn3rxZc6ZPnTZ5ypTk5OS6b/I8/8O338+c5j1nxsyJbh6e4908x7u5T3Bzc3ObOHGip6entC5w/vz506ZNk7ZWv1R3796d5OU1z2futEleHuMnTHTzmDVt+uzpM+bNnqNUKp/efW8pk8m0YsWK2bNnz58/f+rUqdOnT5fC3t7e4eHhf7BqXqZ/AP03EifwFLAi8BxnkhsT842PKk0xWjROiz3R4feMxCONKRan5ACU9Iv8mXEA3AthDl4CWpHElXJVolwfKzdGlxmjZZrIHH1EjuFxqTG8UpckCgTQINLi80sSRF4EGoB9FjMDQAGwAJwosILAiCL7NF3p7uVqTKZUrSm2Sv+k1PCoRB8hNyTI9EmF6oQCTSzJ60SB5QVgec5AKWS6RyXGsAJDTLk6skwbnm94km+IUBqjdZYoLRahw6L0WKzeEqfDYwC0APDbkgrAizSPlRuziw2xMlN4ie5egTaiSBdRZowo00RoTMUCz7I8J4isNAX+7K9Yr6Lqag8HIJ/VFQFskdkUZSJjtVh4LfpQjT40WKMMeLTGlExzZkEAjgdW5BkBuP/UEo7naCKKoiCKHPdsRz3LWCwW6VzBN3cJj+P4my/Ok7Lxqo9qamqys7MTEhIePnx49erV4ODgs2fPnj9/PiQk5Pbt2zExMampqWVlZdJi6peKe7b4+rXieb5uux3LsgRBmM3m+uVCUZSiqNfGxj/zXkK/wSEy9SWdV1C32fLNc/5W+gfQfyfxArCiwAuCQIPIAECRBULlXLASDsmFfaXsfjm/r5TzKyJ2Fll2FmG/bzuK0W0lJr8i094CY0Ch6VwF+aCaqUDF33jT+S3DRYHjOU7gBVEQBVH4n49FvopkYtXWo8X677M0izOxSQnY0EhLj4em3o/MA8NRh3C050PzkEjjpBTDsmzsp1ziuIx9ooFSAl789c+LDC8yAg8iKwL7rK+pG5JzAAClBjhVLh6pgAOyp7a/FHYVUTuLLDsLsZ2F2M4izLcQO1JoMuAEzz9LQ5pL5upHCIzAgcgA0Ikqo3+eYVsR8XMR4VuI/6a6CrGdhZhvMbqjGN1RjEvmJyP2lrEHZOJ+mbBfJvjLhZNKCKkQczUiyQPPE0CTwIiCwPIC+5+8TCRGWywWDw+Pfv36OTk5jRw5csSIEWPfRmPqycXFZdy4cTNmzNi8efPjx49RFP2fS+KZ6meg7lOKomJjY/ft2zdv3jw3NzcvLy8fHx/pRBVbW9uhQ4d26NChdevWTk5Obdu2RRCkV69eCxcu9PHx8fLymjNnzvbt28PCwmpra+sn91xJnxMAZGdnDx48uF+/fsOHDx81atSXX375XHHGjBkzduzYAQMGBAUFwe9OMUuJWq3WnTt3duvWbcCAAaNGjRrzZqqrSRcXFxcXFycnp759+3p4eEi192e19X8poP+UNeR/tnie41iOoTkeSGBYkgX611IrEqxCrlU7Jqi947TTU43zswwr0jRLMo2vtRXpxlWphhVp+kWpupnJxnGxpv63a3teN3YJq52cqr9XjVEsC2DhRJQVKYEXBE7kRJECmhQo4BgQBY7jo/T01xn6EU80/e6pRkTolqapd+Rq3GMMyDl9sxvqFen6eTlWJFQ5MEr7bYGlyz01crq6W1jt+lzLD1l6rzhtv0fVQx+pZsTpT8is5QQOQABwrEDQIi4KHHAicBzPW2kBo4FnBJ4TGWCoWgYGPFIjwbou98yeKbqZadoVqaZF6eYFGaalacYlacal6calacaFqaYN6bpKjCJFEHgeeFYUOFbkWF4UeU4QSEykMRAAOCVFL0qoRU5Wvn/DOC3JtCrNuCjTtDjDsDjzqS3JMCzONCzNMC1LNy9LNy1LNy7LMC7LMC5L1y3INE9PQafHq11izcgVDDmp/Da9hgIQWJoWOE7geJHhhJefMfrXCQBQFO3fv7+Njc3XX3+tVCrLy8uzs7MzMjKy3liZmZkZGRm5ubk5OTmxsbEhISGzZ8/u2rVr586dV69eLU1n1xGzbv+I9GZ8fPy6deucnJyGDx++evXq8+fPl5WVJScnz58//5NPPpk7d25iYiJN0yNGjGjfvn1paWlZWdmWLVt69Ogxbty4sLAwhUIRFhb2448/jh8//osvvvDy8rpw4YLZbH7az75CElK9vb0RBBk7dmxpaalKpSoqKiosLMz7rQoLC3Nycqqrq/lXHP8qPOtmIiIi+vfvjyCIt7d3Xl6eVqstKCiQ6iTvd1VYWFhUVJSfny+Xy5VK5YoVK2xsbBwcHKRS/FkN/Q+g/0biWZ7mWavAAgmkQAEQweVW5LS549XKfJoFEHJM1t3FxoMyKrDYUmcBxZaAl4UDS9GAMsthORFYil8qR+P1eAVuqcHIC3KLc4QOOa/s8bDqZLkOgJc8RAuMyNMCcCIAW0pY9uaaXB7VOoYrlmdWX1UalRgGAAlG3uWh9uOrld/na+QkCUBdrsKQUxVz4xUAQLJsaLml5z1d51vVIWU6DniMJaK0lh25ljHhWI8H+mnx+ifVtHQL8owocoLIM4JACALBCgIpCiLPAYi78vTIOUWbmxXpGA/AySzmy2V4YAV5uNxyQoYdl+PHZfiZcuJqFXNbgakpihSApQBoEHiOBopnBWAAWAYAswJztNja/rIZCdUsTzRpGA6Ai68xnSzHj8nI4zLiuJw4ISNOyIjjMuK43HpcThyXESfkxHEZflJmvaLAr8q0MgsNwMgpvvvlKuRs7aZctQAANI+LQAMj8gzPi3/KroQ3FwBYLJYhQ4Y0atRo586dAMDzvI+Pz/Dhw8eNGzdhwgRXV9fxbyBXV9cvv/xywoQJK1asuH//PsMwOI4fOHBA8uHp5+cnjTTr6CyK4tmzZ4cOHfree++5ublJJ8NKCgwM/OCDD0aPHl03j8wwjKOjY7t27aS1JQCgUCgWLlxoZ2f3zTffSPs7AKCiomLNmjUNGjTo2LHjtm3bJMBJKdaVV7pBAODmzZvNmjVr37695AAkNzfXyclp6NChUnknTJggFcrFxaV///4BAQHiy5ZSSKBXq9WrVq2ysbH59NNPr127BgBGo3H16tU9e/YcO3bshAkTPF4md3d3Ka3Ro0cPHTrU29tb8jSyZcuWRo0aOTo6/jOC/j8LaI7lSYHDRYanBYalQKCCygmbM+gnF8sLSQYAErXY0qTaheno8jRjnS1LMy57SdiwPM28PA1dnmGcl65ziajpcEvdJsywJLlWTrEA3CUF0+aCCrlYtS1TZRaBYXiR4kAUKxh+Xab5/ZtK5IKs6UXl95lEuoFHWZQUmG+zzC1DlV5RGjnLARAAFgDzWRWOhCqnxdUIAAAMAMsDt6fY1Py8bPRjhRxnRY5W4FRopbXvg2rkvAa5bHCLUiZYaBFAoGmRoRiOIniW4kRCwIBnsizsh9eKkcuaTUUqAN5A0X3ulCDBqgEPTCsyjItSNFMTNR5J5m7hBHLK2OaMssxg5AA4WuBpnuVZSmBoTgCWBGASLYxruBo5Uf75fV2EGgfg8i2YS7QWCS7rek8zN7F6eYpmebJ2SapuSZp+WYp+SYphcapmYZpmTqppcpx2fLy26fkK5Jh2Sz4BwBaZrV2vliGXNZtyNBwA0DzGAyXSAkdznPAfvlIAAEXRAQMG2NjYfPfddxiG6XS6nJycjIyMzMxMaWj8JsrOzs7Kyrp169aMGTPef//9gQMHJiQkAEBaWtqnn37auHHjoKAgURSlFPPz80eMGNG6dev169evWrVq4sSJU6dOXb169alTpxYuXIggyOLFi+s2nkgaNmzYBx98IG3prtPhw4cbN248fPjws2fPbt++ffny5fPnz1+zZs3u3bv79u3bs2fP+/fvAwD3zDkUx3Esy4qiaDKZHB0dbW1tV69eLXUAX331FYIgX331VfkzVVZWZmdn9+vXD0EQafdK/Y6Ne/Yj4Pz589IyjA0bNkiem06fPv3xxx83bNjwxx9/VKlUFRUVOTk59X9wZGdnZ2Zm5uTkyOXyysrKVatWvffee4MHD5am1H/44YfGjRvXAfrP6on/AfTfSSzPMkAKBA6MaGWA4/fILMgJBXKuamYO9nOR4UCJ/rAcPSQ3B8jRI3I0QIYGyNAjLwsfkaMBMvPREvxQqSW0XG2kOR0l/phrRM6bWtwyJOpwAOpCJW5zWWNzvuZuNSECDjwfr6c/vaW2Da3dV27NsphPVdUuSrOMf2J2iqr9d7gRCdbaXzH8Umy+Xmm6rCIeV2NZWsv3RRbkvG7CE0OSgY6pRq8r0XMV+OlKcmR0FXJVbn/fOCSy0vlJ1cw4vX+BPhUjElHryEhluyulJ0uMnCgCTwoMx9Jg5UVgrQzA3CQdclre7Z5OT9Ec4KszapEztchV5dYSy2ONNUptYjgSgD6uoJCQmo+vKPJMZg5AoGlCwHFgaR6AY40cu6kQRS4bkXOaHwpraaBpkfsp14KcVTW8XLO7wAhAoyx2p0J9pMy8V44fkllOlhgCC0z75abdcmO2kQCgFRzV444SOafaVmIAYPIsbPub1cj56s3Z6v91QAuCYDabR48e3alTp/79+48ePXrEiBGurq5ubm4TJkxwezO5urqOHTv21Kmnzgi9vLwQBHFzc5Nezp49u0GDBh4eHtJ48/Hjx23btu3WrZvkQ1nqIbKzs8+cOdOlS5dmzZqNGzfOx8fH29t7+vTpPj4+CxcuXLhwYffu3Tt16jRz5swVK1bMmzdv5syZixcvXrNmzaRJkyQHTM7OzrNnz966deuZM2ekU1yHDx/erFmzwMBAABAEgeM46VkcAPj6+jZp0uTzzz9XqVQAEBoa2rJly48++kjyiz127FjJ4zNBEE5OTra2tr6+vvDMbxHDMFJB8vPzJ02ahCDIsGHDpF8AJSUlHh4eCIK4uLhIR9Kkp6e7u7s7ODi4urpOeCY3N7eRI0fOmzdPisfX19fW1tbZ2fk5QEu/AP6shv4vBfS7O9L+a8QIVl4kMbPAowzOc6ZItWVFUs2SdPPcFNOcFOOCNP3SNPXyNM3SVMPSNP2yVP2yVP3SNP2L4aVp+uUp+lVJloUp5h8ylXqCAYDT5SbkEoZcMtxVWQAs92qIBle0yOXqS1VWADpZT7e/ZG5+qSbSgIPAgJUBoEEwCcBsyK1FTtW4xeuOKaktaaYFqfjUBItbvHlupHLg4xrkDvbxLXRStHlComFBvH5LKrEiQ+uVUdv1vgkJRm1uGPs91o1/qB//yDLqiWFqrGFiohm5okPOKvcWGwAoYEnBKnIMD2C9oyaanNc2uVgTVmEGEGp5blVKzaQY88w4Te+HKHJB0/xicZqaAuB+rUCRM7oPrxoLTCgrAk/ROGuhgAGRD6vBet2vQEJKRz/RpaMcAP+oRv/vO3rkhH58pDkfpwDgUgXe9bapeahsfKJxcSq6IsGwNEm3KF47N003K03zSIUCkEqO+uyOCglVbC3WgsjkWbj2N2qQc3WAFkwMWDmCpQma5v4z10d9J5Ysy+r1eun0aIPBoFQq5XJ5Xl5ednZ2zhtIGjtnZGQUFxcnJSWtXbv2/fff/+yzzx48eAAARUVFvXr1atiw4d69ewFAJpN17ty5U6dOpaWl8Nu1Fo8ePWrRooW3t7cgCCzLajQauVyelZWVnJz8+PHjQYMGffjhh6dPn05JSSkoKCgqKjp79qyPj4+Dg0O3bt3GjBkj8XrNmjWLFi3y9PQcN25cv379bG1tmzRpIh0uDgA0TQNAQUFBp06dmjZt6u/vLw1Ri4uLMzIyCgsL09LSvvjiCwRBvv32WwAwmUzOzs7PARoASJLcu3evdD7hgQMHpMh37twpnR92+PBhAMBxfO3atXZ2dh9++OGvv/6ak5OTWU/SlL3BYEBR9Pvvv2/QoMHgwYOlHw3ff/+9ra2tk5OTNB6XJHUw/wD6/wigSZqxsAJLsgQpEAwt4CZgpdVgpJkhs4zWu9XECRkeUIpL4+WAUjSgFH15WIYeKbUEFVuOlhgPlxq+STM4hOneu6Qe9LD6loYE4DKNbP9btch51aQEtZZndDztHK5pcLb6spoAoIETgOOBt4KIZ1HcR1dkHa8q5DQHYAWwArAADAAOwFxSM0houXd8DQAPAsGSTFCx3uGBss3VKudw9ZZC/GIt/1BHJunIZA17v4Y7KrNsSNM431cj12qQ62WBxRjLsDxtBJIppjnHm0okRNshzHRUTlyR6y9W41drUStlApEKrLIg56tbX61N0uIA9MEKK3Khpv21mlyThRZ4K2NgRFxBMN8mVSGhyjaXFAHlJgAGJYhFyRoktKrddV1IOc4Cl2Okxj2qQc5WIleqBkYbthdjQSWGYzJdkMxwpNTiX2o4IDfsKcF25BnX5RlbXpIjJ2o35VgAuDwL1fFaFXLesK2gBgBApECgATiBpFjyhYMX/xrV90MvESc6Onr37t0LFy50d3eXZpPd3d09PDw8PT1fOoVaJ09PT3d39/Hjx48cOdLZ2Xny5MknT57EcVwUxfPnz3/88ce2trbfffcdTdPwzMHpnj17AIAgCIqi6o6tmjhxYuPGjW/fvi2RVMKKhG+O40aMGFE3B11UVDRlypQmTZoMGjQoODhYWoP83J3OcVxhYeHhw4d79erVqlWrzZs34zguCAJJkjNnzmzZsmXHjh1dXFwkH6HDhg2r2xUyatSoxo0bS06dpJmQpk2bSoCWerXY2Njhw4fb2tpOnz69uLgYAGJiYgYPHtywYUMfHx/pCIInT56MGjWqQ4cOPZ0ZMp4AACAASURBVHv2dHZ2njp1qqenp5ubm1Sl0l83Nzdp8cbgwYM/++yzcePGSUPmDRs2NGzYcMCAAWVlZQaDwWAw6HQ6HMc5jpOOWfjHYf9b2LufFfZXiCZp1soTNMNQBNAcyYlPanTLUlGHe2jXm1V9HtaOjjTMiDUuTbKsSDOvSH1qy9PMy9NeEl6VYlqZalqehq5MM3+XoQ2QGZKMFsKKFemIlWnGhpeqG1+pXJutN5MicMYIM9riQvVH17W/lqFnZIaTcsvRCvRMqeaCzLgoG0POV/d4rDlRRp0u0wcoDCdleIgMP6YwX5ZrVqcbbc5hTvdNpyvREwq0/+Nq5Kyi32NDlJbmgQH+uTvw6UuOpcLV+IBHKBJqmRanU1txYNkrOuv4iGqPeOtXsZZxsZouD9RIqNHmas0TlASAoxUm5JzK7rou0mAFEAJkLHKx+sPr5blGnBF4UqTv1RL9LlQgF7FZSWiFlRQBC6rCOt01ND5v+CEdx2grAGOhsMM5ylVpmg25xs252Pc5+KoU06pk0+pk46oU/YpU44pU88oU04pU87Jkw+pU0/e55g2pNXEKDDgiGaNbXqxBQvGhkbrvC607C4y7ijQhcrWRxAXSSr7BmYTvDmiKoiQ6FxQUbNiw4ZNPPunUqdO0adMCAgIiIiLS0tIyMjLS09PrZqJ/R9IqjrS0tNzc3IKCguzs7Fu3bq1fv75nz57t2rXz9vaOjIyEZ2vUpk2bZm9v7+7uPn/+/NnPNGfOnKlTp3bs2LFjx46TJk2aM2eOdCJU3afe3t7du3f/+OOPPTw8pk2b1q1bt0aNGs2dO5eiqFfd6XWqrq4ePXo0giCrVq3iOM5isaSnp0tj/7S0tOjo6M8//xxBEGlzI0EQI0eObNKkyebNmwFAr9cPGTKkDtAcx+n1emmpxpo1a6T4v/322yZNmnTq1On06dNWq5UgCL1eL62BKS0tLSkpkdaB5OTkSCs6XlRxcbHkOEnyOLp169aPP/64V69eTk5Ozs7O/fr169q167Vr10RRfJcW/y8F9LuftvtXyEpSGE0JGAGMeEeFOz2qQC4qet9W7Swmc810DWrNrLVcrjAfLkX9i83+Ja819NcS9GCJZV+JZXuxdW0O6h2rcwgz2F+v7PGw6ucsbbEZA17DsBQwfJiGtD1f2SpMvyBTuzm5ZkOKeXkGsTbV8n2qwSVag1yt/Hck/m0y/m1CzbIc49JsbGmmcWmq8cckxZjYWptrhi/umBbnmNrerkIu6j6/V6IQAEAEkeFetiuR5UQQKACmGBc7XatBQmWbZSbgaZ5ggOU4gRE5CoA5VK5tdKay2VVjtIEGnjspJ23Om1vf0EYZrADcETmDXFR1uKYsMFhFlgRW8Mu3IBeUjcOsFVoaQDxYaUJOlCPnmWEJpn2luv2Fxl/yDdvzjf5F6PFi7HgxerJEd1SmPyw3HpKjgSX4yULiWDEWJLMcLbUcLTUHydATJdgFFX6uzJCjI3hKV4qhW3Lw71Os61M0yzKMvSOMSKjik2tlhaQokjRJEq9t33cHNE3TPM8HBQW1a9euWbNmfn5+JpNJFMXHjx+vXr1aWrzx5ZdfjnsDSUsRXF1dx40bN2rUqJEjR06YMGH58uUXL15UKBRSS1HPjqldu3YtgiBScpWVlVVVVUqlsrq6WqlUjhw5snnz5jdv3tRqtVVVVZK7ZLVardPpFAqFk5PTBx98UFBQcPbs2WbNmrVp00baaPc7m/fqVihLzxK7deum0+me+z5N00OHDm3WrJlE5DpAS+fSarXaIUOGNGnSRHpIKAiChGxbW1tpxgbDMCcnp06dOjk5OU2ePFk6u2Ds2LHSYPn3NX78eKn2Ro0aNWTIkKlTp6IoynGcQqGQwJ2VlRUVFdW9e3cEQSR3g/8A+v8IoEmKwkmS5biAYlOjS2U2lyv2FVhAYAwE9WNK7YfXK94Pq3F+olsUb1qSYlj8GjPOS9f7ZGnmpauXpNWuS9dvzbPuLyEf1NAGnAYWB44FgqNJHCMpQLlymu11r6JpqDbCwgAQwLDAW4DnACDaQNsF5/d9IK8FAM4IoIGnvi1EAPqqjrEJKVmSUgkAq+NrkbOmIdcVZSwAsCBauBeG0ADAcwACCUDkUcLHN6uRE4U78ozAszRB0iRJUpSVokBkj8q0yAVluyt4gokFkT4usyDndK2v66KNBAB3qJRGLtW0v6nI0Vt4BgWKOVyCI5crGt01VKJ6ACzGaP0uWbUhG/su3bwySbc42bQsybQ0ybQ4xbQ4xbQk2VyvDo1Lko1Lkk3Lkoxz09B5Sejc8GqvJO2EJyRyGUWOKrbkGgVA9ZjxcpnlXAV6XGbwlxld41HkpP7ja9pighdJ6+vx/GdIFMWLFy82adKkffv20lKHgoICaWGDp6fnpUuXpIUcaWlp6a+T9B1pKF1UVFRdXS3tjhNF0Wq1Wq3WukQFQUhNTW3btm3fvn0lt5/15zGCg4MbNGiwfv36OqajKKrRaBQKRUFBwdChQ9u1axcXF5eamiq5+Z84caJGo3nVnV6n4uJiR0dHBEHWr18vzRI8u0UohmGMRuPgwYPrAI3j+LBhwxo1aiS91Ol00hTHzz//XAfogQMHNm7ceOPGjSiKarXavLw8aSK+rq5eVWlpaWnSTxNp1r64uLi0tLS8vNzHx+e9994bNGiQ1Efu2LGjb9++w4cPl1jfq1evDh06XLhwQarPP9zi/6WAtv7NhOM4jlsJAuOtlnwT//H1auRC9ZYMFHhKSZDO92qQU+oJkYYCg8VE0pcrTQdKMP9S7FApdqgU8y99adjya6n1YCn5ayl5uIQMKCEDSshDxfiuYvPBMuvhfG20CjXRAo3RGMoRmAUYzUmlETlb3S/MKCcAWAvFYjQlAoYBcAsTdci5mm+K8GyT9V6xLqDUsjXfuDFLvTXFMCHKYnOtqkeY8rssw8RYDRKqQ06a+z8yhhtwUbRIrk1fkEgA+VCND71jtLmi94xVqc0YTRC4FZeMwHFgqaASDXK5qv0lS7yBAqCPlqPIOXWrq5pIPQ48619EI+dVH9yozNFjAmMGitmTjyJny5HrhoX5+LZCy65C6lAxfbgU/7VM/6vc4F+K+cue1o9/KeYvs/g/q7FDMsy/1OJfip2sNAdWmh4rUGBwAH2eif3gmhq5UOVXoAOwphgp+zNVyDnjJw9R91T1vPTKFck1O1JqqwiapjEclxrxLxFBEBKbAGDRokWNGzd2d3cHAFEUFyxYIC0/kGr2+PHjLi4udcs5XivphCpXV9fRo0e7uLg4Ojo6ODg4OTlVVlZKM78kSVqtVgC4dOmSra2to6NjRUWFlBbLsmq1+s6dOx9++KG9vf3y5cuXLl06bdq0qVOnSu4ppk+fLk1xuLm5zZs3z8PDY8iQIe+//37Pnj3379+flZVlMpl+c1mIIoqisbGx33///b///e8OHTocOXIEABiGkWqgjtFGo9HR0bF58+aSjySLxSLNL0sj6DpASyNojuM0Go2Li0uXLl0cHBxcXFxGjhw5duzYcePGveExV9JmS2dn50GDBqWmpkq5Xb9+fZMmTZydnaV1df+vvfOOa+J8/Hhqx7e2DmSrgDjrqFrFBQqIq2pba+vPDruXtVtrtWoVRPYIBNxWRMXBnk5ERsZdBkkgZEH2Hpdc9mDo/f6IUiq2X+tXK633fr1fermcd48P4XNPnnueux9//PHJJ5+cOXNmS0uLWCyWSCQSicRgMNx3ND/WAW0dYNz6PbRabjhs19XOoSVyzDl5HhtGerqvqs3PFSowJepTQh2C2JUOxw90xWeAdiNZuxHUbgS1G8l3WyZrvwDgTST4a0D3BVn/EQX+iAh/Uq95u1H/TKEFc1z7MVHp7OnptMIWm0vb6ey06BGHGytyDjqvebFS1GQw6bqddK3lOFu3hQzHXIUHnXViTmqCr6g/oah/xmu306172oy4Ns0HFPOg8/JptfIkgQHHgvZzur6gOkIrTUPOwIuuWL9imPNEjjp1N0XrAg3OWoOrVGzbTrdNvKzDnIUweYZ3CJCu04a4VJ0Oo9NicVicdovLYbUjXdbDHMOTp/VexeYmyIHcdB3m2zGn1EPLFFf1dqTHldluxpyT+JfJWnQWl8vtcnReUJk+bZZtpKo2gIb/IxreIkFvE/VvE7VvEzRv4+/iW4Rbrido3iJo3yOqh1brMAXG+TUai8vR49BSIKd3sRlzWr2vTY/cMLcaHMGFMsxpTSJTgyBdSA+MuLsRZ5fbYnda7NaHF882m+cs7nA4EATZtGmTp73sae1u2LDhqaeeWrZsmV6v12g0TCYTAIDezuh7h8PhyGSyXbt2PfPMM+PGjevo6Ojp6fE0HTxHRxDk2rVrkydPHjVqVHZ2dmpq6rvvvrtq1aq33npr9+7dkZGRGAxm27ZtWq3WYDBAEORJ9kWLFvn7+zMYDE+MWq1WJpO5bt06DAbj4+Mze/bsqKioN9980zP/e/ny5aGhoWPGjJk8efJzzz03ZcqUxMREz7gRBEHcbrenElwul+cy4PPPP79jxw7PnsPDw5988knPS61W27cF7XQ6LRaLTCaTSCRCodDTBJbJZAqFQiQS8f8bXC5XKpXm5eUNGzbMy8ur915I33333eDBgyMiIjwBvX37ds9Li8WC3L4y6XK5/sem22Ma0H/prih/A56YtlusnQ77Fb3Nu1CKKVBl8g3IDXe1woTJl2OKTNGAKoULp7dYsjhmLM/w52bxDGl8OI1vyGzXp3aY09lQk8yA3HBrOrtmlsOYU8bPKWrE3W22wyary+C0Gty6TrMBcbsbteZlF4XPFGm9r1gCqpTvEPQ5babrEn2T2j77mvrJ08L9bAty8waCOJFOM3JDd1bqxByF1hGUCOJEnBak24YgjtMK8zNnFJgSy8JrhjmXjQuuwGG1Ou+rGkyJHHNKG3xe9g3XtQTQYwp4gyu0kVcNh/hWtcV0o6cTsTm6TSabzeS4ac/i6Z48pXiuBCboHchNR7LAijmmxZw1XtZ3IT1WbLsGc17tX2RgaE12J+Iy2Zx2440uG+LsQlydyI0uBHEhNy0I4kYQBOlyI24z4rb00Xqzy36zy45023vc1ptdNqTHsgpvwBQ6oq7pLW47YoFpsMun2Io5Ld7N0SLd9haD26dMhTmr2cXUIHanw+KwmhCbzWS1wW6Tw/K3nMVv3rz59ddfP/3006+//rpnPuHXX38dGhoaFhbmaQL3Hbd7jyxdunTdunWeR7hmZ2c/99xzU6dO7ejo6OrqstlsfQuAIIjRaExISBgzZgwGg3nttdd6x0RbrdaNGzcOGTLkhx9+8Nxc37Ny4cKFAQEBnoBGEKSnp+f48eNjx45duXIlCIJcLvfSpUs4HO6VV1556qmn/Pz8vvjiCx6P5xnENnTo0P/85z+hoaGffvrp9evX3W43giCepjQMwwsWLHj22Wc9iWyz2VauXOnr6+tpMkMQ1DegPVXnuaeSZ+YLgiAMBqOurs7zqMPet7ruhueLy8WLF319fQMDAxsbG3sD2jMO2jOKwxPQ4eHher3e7XY/qHMzGtADCJvZ7LJZL2mtI86JB51RHBFACOJSGg17SeqtzY4tVO3ngGEjYPsWD20i6TeRoD9Vv4lg+ooIfwnqv6CZPm+Ql3LUN2665V2d00u0mFO6LyiqHleX3mKELQab2WQx28xmu81kQewmtwMql0GLr+n9K5TrAPlZoU5stCBOh7urc0+ryqtQsuyqrkFp6raZkE7dCZEdc0y9tknWfdOJOCw8yPwBRTuiuONNgqzNbEM6DQqb6pzEuJag962Szroq3NeiFVrsiN3WZXIm0hRPFwkx5y2YM/YXqqCf6AYG5Ox22N0mg9vtOMyBnj6perbUQre4kW4lU6f9iaSIp+pUZhuCuLIV5ieKpCPPi6iQwdrZ6TJDFrPKatV3wma9zWGSy3WFhaLsHMnRfKih2a632iw2m9lqN1kdJqvDZLWbrJ46t1qtRthoNpu6rfDyei3mrHFJrRK56UQ6LVyb27fYhDktjeNASLeTCbn8S5WYs9qdTG2Pw+W02C3wDbPFZLHATtj2F24fd79Yrdaenp4vvvjiqaeeWrlypU6nUyqVLBbLMx4DBEHyfeH5h3K53Gw279279+mnn54wYQKfz+/u7vYEdN8CeFJSr9efOXPmrbfemjdv3rp16xITExsaGiAIKikpCQ8PDwsLw2Kxnrkk0dHRgYGBHR0dbre7qKgoJiZmypQpWVlZarWazWafOHHim2++Wb58+euvv47FYj2j3zwtZQRBCgoKQkNDhw4d6u3t7ePj88orr5w6dcpsNjudTgiCwsLCnnnmmS1btlitVo1Gw2Kx6HS6QCAwGAwSiSQsLOzpp5/es2ePJ757cTqdJpPpyy+/TE5Orqys/OyzzzwP3vU0de8akRaLBUGQyspKLy8vX1/f6upqz+nq888/f+aZZxYtWuRJ+Z9++umpp56aN2+eTqdDA/p/FR6ImCxGvc2uLdI5Bp8SYwpMkQTXPpY5ialN4ZnTueZMjjmDa87kmLAcOJNjzuSaMjmmTI4pk2u663IG15zBNWM55kyOOY1jTWozxzH137Y4B5+zYvJUH5I0LnuPHYaNJqMJhk1GMwxbjLDZYILtRgixQJ12I1lv2sPURF/Wzqg0RlzXfUlWHuuAE1nwlAoJpghac81wQWpI6bA/kadaRVA3wF3fkc1DyrR+5xQbqaZjAmssA15TB8+9rIm6JP0G1FaILHqHo8chs7nMRouxy6bo6rIXSizjipSYsyZMsQNTYB1cIN7VotC6HIhFncNRYU62Ykr0G0F7DlOVzNGnCh3ZfDizRZvEhlcDJsxp2eBiOajS6LtuwrDdYbQ6zSaLGXb3dEGHc1vDX+5Wywx1lS3Twh0d7RCC2DrdVrfL1Omy2h0u2Oo22lyw1W62wbAJtlg67eYFjUZMgXpUpTy+xZTDMHzCdGCKYEyebA9Te6PrRjNk8T7ThsmzbAPUkBvpMhgtZqPO4XTCDhdsNVv/OFkfXEB3d3d/+eWXI0eOnD59emRk5KJFi+797mt/TmRkZHR09KxZsyZMmPDSSy/x+Xz3H99+09OovHHjRnt7e0FBwffff7927dqVK1d+8sknH3/88dixYzEYTHBw8EcffRQSEjJs2LB3333Xc59+Ly+v9evXf/7552vXrn3ttdc2bdp08OBBBoPhyf3Ozk6LxWI2m81ms81m87RzlyxZ4nlg1XPPPffiiy+y2eyuri61Wh0dHe2ZRRkdHe25G5+nJz0qKmrRokXTpk0LDAyMj4+/ceNG33OMw+HQaDTTp0+vq6tDEGT9+vWfffYZh8ORy+W9TWnPjHBPNFssFpvN1t3dXVNTM3r06IkTJ86bNy8yMjIyMnLmzJlBQUGezqUbN27s3LnTy8srKipKo9F4OlUeCGhADxSMMGyCDTYLTINcmwnqDaDtDaJt3XXdG436NXjo9SZoDR5ag4fWNP3+z77r/3j5dTy0Bg+tbdJtqNN8QLS+DWhOcA09pi6rQWMwGW4f/5aQyQrBNpsR6oZ1iN3sstnFWrhGok6l6z5v1L7VqFxF1I+vMQwu1w8vUwRWGwZXGbwvy/1qVIPP20LKHMuaNOsoqvWAYWszfFJkI+s1FrMNMXUiJofJrIfMaqvRAFkhtVPhMmgQs5MEud4mCMZeVU++bHijVn2eq4XsNpvdfEVi/aBB9gnF9slV3dom2WqSbF296f/qbGsbodcble8Q9B+R7FvwRr7OZLR1m/QOu9EOm2GNzeC6eQM+kNO+fN3NLpulpYE+fb4iJVfxazlEabEwOSY8xaFWWnocTrvDYbWbTRbYZNJbYJPDlN5m/AAwfkA2riGYXiGY3yQYP6EZP2gUVYh0PdZOjsG8iSz4oNFwkasxOC12i9JmMpmMLrvBZIUNsMkEmx46ZrNZIpHw+Xwej/fn91q7PzgcjkAg4PP5EASZzeb/WhiHw9Fz+wncSqWSSqVeuHDBcyfotLS0n3/+OSEhISUlZefOnQkJCb/++mthYWFVVRWBQBCLxZ4Ivnnzpmfgxx079/xS3Lhxw2g0lpeXnz17tq6uTqPReLY0Go0CgYDH43G5XBaL1dra2tra2neBx+PxeDzP1wLPDq1Wq91ud7vdWq12/vz5ngmT77///tq1a8+dO7d3795t27YdPHjw6NGjeDz++vXrWq32xo0bdrsdhmGz2axWq/l8vkAg4HK5bDa7ra2Nz+d3dHSIxWKTyWSxWBQKBZ/PF4lEf+lm3GhA313jwMAAG41GI2yETbDFDFvNsM1kspmM5m6no8tmvmG39DgsN+0mxA4jNvimHb5phxHbLXuX+67/b8smxGJBLKZOl9Vtddl1Dq3JDlmssMkKm6xGk9Vo8ixbYJPZaDLDJovBZDGYrSarvctsR6wWxGJzmbsNpk6tEZZCujadg6p1NesszVqIpTYJtVYFZDPATofF5XY4u52Wm3bYabEYLWbIAluNJqvRqjc7NFYLZIHNMGw3GK16vcsKuxywDtbrTRanw9VlsZhhWG12OCzuTocDsdoQs73LYUesZsRkQqxmxGpFbLabNvtNm6Pb5jbCXQaDzaAzW23dps5uTbfLjSDK4/v5K9Z3WmETraFt5mJN/VUzg9Q+b5n2258UZ87Lt/2k2PoNO79Ew2TabQadFbboTEZIZ3c4ut2uHrcJsbsRSw/icN5wG7qcsN1ssevsBthp7HT3OB0Oq8Ng1hssOrPJboFcZthshs0Wo80MW0ywGTbCt362/+MJ27MXg8Fisdy4caPvfez+BnqPeI83XbuPh5Igf3pbUc8O++/2Lz0Apbu7G4Zhg8HgqU+JROIZTbhw4cLq6moEQV5++eVt27YhCJKQkDBt2jQYhouKigICAg4dOpSRkXH69GmVSmUymQwGg+cK7X3jKXNXV1fvue0eeUwDGhoAGCADBBl0RkhngHRqlVEiNYtlepkckisgmfy2igerXqbQyxQGqRySyfUyub7PITxv9V/+3QZyhUEmh2Vyk0xuUSisCoVdIbcrFDaF0qpQWBRys0IOy+UGmdzg+SfSPnuQKyCZwiBTGPrsEJIrIZnCKFOY5QqTXGG8XR6DTHHrvy9X6OWe7ZV6+Z07gWUKk04nsxoNJr2hvk6Xly87WaBqJMkyEgRL3ug2WWxEgD/tVSNX4rSY6eGr1CXnehCE9vEm0aaN+hYea2ec6Je9doPGorPojDq1Rm6QyCGpQi+T6+VySKaApApIptDLFbpbx5VDnvUypV6m1Ms9WyogmQKWyM1ipVmiNKv1EATrYBg2/vatBDbCsNEIG++SwjAMWyyWP7qI73K5RCJRTk5OTk7OvT+n9QGyf//+AwOGeyyM55m2WCy2rq7O0+987dq1RYsW4XC4nJwcHA43Y8aMmpqamzdv7t+/v6ioyO12V1ZWZmVlud1uFosVGxvb2dkpFovHjx9/8eJFT1cPl8vF4XD774sDBw4cPHgwOzu7oqLC5XI5HI7eYTk2m633ZHxXHtOA1v1daLVaz4LebofcbsjtgtwuvdsFuV2azk55d7euy+lyW7nFxeztcdDWePjnX4z/LuHbGrfv8ghv33Vr5e01dxXqp+H3G8Bbd2j27DYJGCqrE4FczGVv8P/vXV0znX+hWrF2rTRqtR02KAwyJZUsMKmtWq2e1uYUyM06nYTHlQslBgTRpeawl6zpNIoNkFEB242HjkM/bO1/3P+qcftOeNsu9fY4zi8JVnqLrcehQ5zG7i5Td6elq9NotegNEGQ09AeCIJPJJBQKCQTCHRfuKBQKAADNzc1XrlyJjY2Ni4vb+08grg//+x7+F7Zt21ZVVWWz2dxud21t7dy5c69du3bz5k06nT5p0qTS0tLOzk6n0+mZ5O3p/dDr9Waz2TN8xWAwTJs2raampru72+Fw0On03bt3x8fH7/vrxMfHJyQk7Nmz5+DBg57hj55JMRQKhclker4n/RFoQD9EPENT9Xq9WqeT5R5Q7titjI1XxMUr4uLlcXs1CWm6xGxNUqYmOUOTmKrdm6jfm6SJT75D3d5kfVyyPi5ZvzdZvzdZH5es23vrLW18sjb+fpa197V970rPgr5fwe6+3Gt8in5vin5vijY+Wb0vWROfrNmX8idq41M08bdfxqdo9qXobu9BvzdFH58CxSaqkrFWvtQIwzqDUltZwfn0W8m5Ezbkhqm6rnXjz1Zdh8Ykhi1avU6j02kNFosBMurUGp3ZrIFN7psOZWpG84q1blht1lghnQM6dV4Xm6BPStcmpGr3pfyR0N5bGvametTt2qvbsVv/c6xue5x25z717mRVbKIqLlYRl8CNTTbWNtkgo9hkUEN6/e8/IZ5ouHLlyqZNm7beZsuWLVu3bt29e/eOHTt27Njxyy+/JCcnJ6H8FVJTU3fv3u0JaIPBYLPZaDTaunXr8vLyVCpVbW1tR0eHp/ejPzAMQxB07ty5devWUalUzzVGJpMZHx+fnJyccs8kJyenpqYmJyfv3r17z549sbGxu3bt+vE2P/3007fffpuUlOT5FoUG9O/U/l1oNBqtVqvRaWVX6+TFlarSam1xDXS+2nD+giz1gObneM3ORM3ORM2uJM0vyepfkhV7khWxv1O1O1n9y+9U7b797p4+2/+l5T33tX3vyj8o2F3V3LZ3WbU7WRmbrNyTrNzTpyR/ZJ+Dqnb/fm87EqT7sBBfpLNoeSaxucuop4DSffslu9KhmsudDkgDSdU6JaRW6TUajVan1mo1Wq1Wp9Po9dYud8fxk+T3PjFcv2zVGS0al0lrUB4/qfh5rzI2WbEn6c+V70mSexZ+SVTtSdblF2gqq7RlFdqycm1pma6kVFtSpi6pUpXUSEprjPRWk04jN6i10F3O4p4LX7bb80Hsdnt3dzeDwdi2bduOHTt2otwXO3bs+P7770tKfZvfDAAAIABJREFUSiwWi6dH0dOVXFpaumrVqqtXr7pcLqv1ztlFnguJLpersbFxypQpbDbb4XDodDqz2UylUu/jJ/LDDz8UFhb29PT0HqK3c8NutzudTqvVqv9THtOAVv/tyK0GuRNW22DIbDQZjWarjXu+WL4rTr43qa+y+DuVxyfdsY283zaPxLsU7B59QEdUxO4TJmWo2juUZq1OpdSr1SqH2eh2aQvPt639VHrwrFEHa8xWrdEisRr1Rh2s1+kNOr3FYDNbhJca2t/+Un70oLFTB8lgrcZuUulUx09If4m7dbh9t+37Mj5JFp8kTrztvgTxvgR5/D4jm63p6tLa7FqbXWu3a+12nc2mt1kgm8VoNesNep1WpdeqdH98Itfd7g3TaDQ6nU4sFnu+Bd/jg1FQ+kMmk3k8nl6v720q6fV6q9Xa3Ny8bt26AwcONDY2Xr16tfb34PH448ePT5gw4dq1a0ajUX/7O49UKqVQKM1/ZX6mZ2MejwdB0H238B7TgFb+7ahVao1ao9Fo1Gq1WqNRa9Q6E6yxWTVW1PvVZtVaLVqtVuOpUrVGrdYoNRpNjwaiErjfxaoTcuW4XGVWjiozW5mRCSVjZdjMjsM4LTaHt/Rt6Z595k6NVKsyy00inQFSaE2QSW3/78fV/l6N1arW6z0/V48ateb2Yp91t5b+C55PiFar/ZN+SZR7wROvnirti8lkksvlhYWFJ0+ePNWP/Pz8/Pz8goICtVrt6aLs/Yn8eWfxH3HXMtw7aECj/NtQyeVqg04DaTStbJjBlnPYMi7L0NqiZ7Vq2lqUbUx1C93AY2uVfLlGIlFrpCqdXCXTqPgqpUShVD3q4v8j+V8y6O/H05S+69RBT/+Dp2fjURdTo3lsA1pxv8hRBgAKhaI3GnpX9q7RKuQahVylUqo0GqVGp9DoFRqtUqtSaNVKjUqlUqnUKoVGJdEpFUqlQqWSq1RKpVylkiiV8ruFD8o9oUJ5CDymAS29Xx5hKqH0pf8p87c193SqVSoVyjvW3PdpGwXlPvCc2P58m8c0oCX3iwwF5d9C77ntz99FeRj0TeE/2QwNaBSUx5TeFOj/FhrQA4THNKBFKAOA3gdPiMXi3pW/hYRUIpPJ5HftsVB6uij+wL6bKRRyuVwmk0ml0r8n9R4yUo9iicRTdzKJWC4WKSQipVSkkor/mrJbKqUihVSkkIhkErHUs2OpVCKV3jrab4dG+btBAxrlUSIWi/ums0gkUqlUEAQZDAZIo5WLJAJeO5/N4bWxeW2c32SxOa2s27bd9taa2xuzeW3sdg5XyGuXisRqjcazW6VSKf6nIRRLBBKRQMoXSTlSMU8uFGiFAljSDiulGoVCKlUIhEoeX9kikDEFUo8tAmlLn4WWP1jvWckRKvliRYdYJpOIIYXEIhcZJO1KYbtEKJEKFIoOuUIgkoo6HtWH5J+F+HazAw3o+1eIMmAQCARCoVAikRgMBpVKRSKRjh07tmXLlnf/763l0THhYXPnvTR77sxZvc6bOWvujFlh02eGTZ85a9r0mVOmzXhh6vQXpsyYPNXjzCnTXpr64ktTXpw5ZdqsadPnzZwdGR6xatWqL774Ii0tDY/Hy+VyoUgkEAoEQmE/BX3s/+4dW/Z5KRA8vCrqELPbxax2MVsk4imlQkgm4fKkpQz9L3jRmgbRnOuKFy7qQ0uhUZXQyCpoZJX+lpXQyCoosAoKqIL8KiGfSoNPpcG7EvKuNPTVp9IQVAIFVepDLqum18pXXlX80GQ5zdDwJWplu1gt4AslXKFYIOuQ/I/B9WDyb8DzYM/Nj2lAtz/2dAwMPCXRabVcDgeXnf3K6tXjx40f4eU1wstrpI9fsH9gSOCoMSNH9xoSOMrfy3vE80N9hg4f6eP3wtjxM6dMm/fS7Ig58xbMnnNX588KC3tp1swZM6ZNmzZ1ypTIRYtOnTxpNBjUKlU/b88kUfW1/2YqlVKlUCikEolIKBJ0dHQ8zPps7+jgCUQyHhvmtorE8hNs4/u1UGgxhCm2YwrNmCIYU2rBlFowpVZMmRVTan+ixIkpdWPK3JgSJ6bQiSl0YUrcz5V3jajo9K/qCqzuDqjqDKjqDKjq6nVklcO/2jGixjWsyj2sont4GTKmDPr4uo7Bv2HugBRiiViilQtNcrH6nhRpbinWyEQamUglFUpEHQKxUCgWCkVCkcjzN8o98JgG9H99UuS/nocXKH+J9vZ2mVx26uTJ+bPCvIcMG+XrP3Z08ISQ0Iljxt5hSOAov+EjJoWOW7v61V+2/XwwOyfv8NHTx08U5OWfPHb8xJFjvx48fId5h4/mH/01/+ivJ44c85h/9NdfDx4+knug+My5ooKzhafP3IfFZ86VnS+qu3SFjCcKODytXKnTaOUKuUAgeEi1JOSxlYKORr5m7TUlplCLKbJiSu2YCtsTFfZB5fYnb2l7osqKKe/EFHZjCh3jaixr6007CJossvAEo6WUha9hX6luu1DNrr7ALrvDGk55Dae8hlNWwy6t4ZRWcUovtJVeYBbVcysJ/OomTkUjt6KJW07kFN+DpUR2OZFdTuJUkPnV1I4LdMEVPp8qaOdIhFKJUCYUtHcIWjoE3I6Oh1Vd/ybQgEZ5ZLS3tysUipOnTvp6+wT5B/YP5Yljxk4KHRc6Ksjfy3txxKKcDGxNWcWpX/N2bt22csmy6S9MCfIPDPDy9h4ybMTzQ0c8d9vnh454bqjX4Oe9nhsywuPzQz16Pz/U+/lhXoOHDHnm2aH/GTzSx2+0X8AoX//RfgEjffyGPPPskGeeHfrM4D4+O6SfQ58ZPOSZZwO9fadOmBQeNvfddev3xsZdra2VKxRyhZzH4/HbH3BFQWz6dYluzgUF5hyEqXJhqkxPVJkGVdh+s9yGqbRjyk2DK6A1eOtJhoLYUnONlVTKfC8fjN5PmplOnpgCTkomTE/Bz0ghTE4hTE7BT0nBT04hvJBCeCEVPzkVPzmV4HFKKmFKMmF6AiEsvmlWXNOMROL8VCAqjbQwkzQ/k7QgBf9SYtPUpKZpSU0vJjW9mNT4YlLji0lN027ZOCOpYVZS46ykhllJDS8lN83KBBbup6w6RvmgtGVfA7uYI2YJxcqOdhGfz29/4DXVj4HzZfH+eEwDmosyMFAoFJs3bx4+dNik0HF3RPP44DGTQseFBI4aFxRyIAvHa23LTsuImDMvYISPv5f3G6+u+fbLr3787oevvtz01cYve9208csfvv1uyw+bv960acv3P/z4w+ZNfd/9YuOmjRu3bt6y5fsfvvj402kTX/AcZezo4KnjJ2389LMff9j84w+bf9vhl/3d9M3GTd9/9c2br64JDhgZEjhqpI+fz7DhY4KCN7z1NkgkqWRyPpvTzuXx2x9U+vA0nPZSpnFIsXBQmeWZctMTVeYnqmxPVNmeqHI+XWp9ogrGXDRjzutXV8kqOtRt3PKL4Dc4/OJU0tSTlDcvcH66KN5RIdhWxttZxYmvYcfXsGNr2L9c4Oy+yk+/wN13gbvvEi+tmhNfxY6tYsdVseOq2L9UsBOrefFXOuIvcbJPUj/JJM7PAJZnEhfj8OHnmz+5zE6+zEur5MRVcH+q5G6t5G6v5O6q5O6p5Oyt4uyp4sRWceKquDsr2QmV7H1HSG+kkGemgtPTibOyG5cfbfjmEiefLW1j8zkcPqudz+vgCQTc9g7ew2o2Pdq+xP+RxzSgOSgDA7lcvnXrVp8R3v3bzuOCQsYFhbwwdnzJ2fMqiezVFSu9nhsyZuTo8cFjxgWFKMSyVjrzrXX/d/jIkRMnTuSdOHHq1KmCM2eOHDny448/7t27F0GQo0ePfvXVV4cOHzpdcPp0QcHx48dP5J84duzYuxs2VFVVId035s6cFRwwclLouNF+AVHzIxAEKSoq+uzzz3Jyck6ePHnm7NmCgoKCM2fu8Ez+KQRBKEQgwMvb0xszKXTchOAxPkOHvzRlWt2lKwqhmMdi8x4YXAmfX0XXD6sWDiqCnqqCMdUQptKKqXYMqoL/U2zGXLIPKpW+WWfgS9obWFhs/cJESlgCLXIfaW6t8GAnoq9tyatvO9oiL2HIyujSGpaymiEvBCV5F1p2qZ1MrVNR05KIFx+lyCroqnKq8jRVeYaqKL4uSLhKT+1B3HhhTgZhcho5Jh2Iyqidx1XXObqhy8ykRvEBUHaWoSmlq8voqjKGupKuqm5RlbLllWzZJaa4VA53IEh3KXFXZn1UDnFZNnEpjrQssykmuWFhNT29TUhm89k8Pq+D2yZmc4XsjgdXY/8e0IBGeWTweDypVLplyxZfb5/+PRsTQkJH+fq/t/5tO2ze/PW3Xs8N6W1ZjxsdrFGoqCRwwZy5GRkZBw8ePHToUPze+B+3bDGbzd9///2MGTMQBHn99ddXrFjhcDiSEpO2b9t28ODBgwcP7t+/f0F4eP6JEwiCzH5xRkjgqPHBY8aMHB01P6K7s/Pbb78NCwtDEOTIkSMffvjhV7/na49ffPnz1m0b/u+tMSNH31Fm32Fer696RcDhdXAe4GeMLeHxqhj64VXCQcWG2wHtwFQ6/lOpfLbMiKnu8j3XUd5qaBFczWp8P4E8N4s8fz9hcRI+ok6YjyDmMkJSbWsCQ3a0WXqKLCy8zN7XbryudApyLsbwjXUiY0vWpWVix2WegXqhJYcow4Gyk6Dk9BXetgrCbgRxA7LDmfiZ6cBSLDUc2zitTdlkcHbgqlfwTQSpi1rdll7ZknyBk3SBu/cid081f3tZ++5yfnxZ+7YyXnJlR9pBysos0lwcKRpHXI4jLscBi7PAOYdrVxFZp9k8IZfD53FJHW2t/FbRg6uxfw+PaUC3oQwA2Gy2SCT6YfNmX5+7BPT44DH+Xt6ff/ixTqFa99rrI338PN0gE0JCJ4SExu785UBOLjY1PX53bOyu3Qlxe1cvWxEcMNJhscXuiQ0PD0cQ5J133lm3bh2CIAvmzgsPmxv3y569u2P3/rInIzl1Py4nZV/ii5MmjwsKGR88JiRwVPSCCARBsFlZERERpaWlq1evHjVq1KQJEyaPu9MXxo4P9g8c7RfQ/2Lm2NHB0ya+QG4iCHj8B1dPLCGbXUnXedWIB5Uan6qEMdUGTLVxUIX1iSrz4HL4iRK3V7n0aquIxDqPa4xJJ4elAcuxYHQmKayYtpUmOUsSHCEJDxEE+0mCQ3Wi5MT6F6nyAkOPNrt+JcdyVW6gZ9eu1bg4rfIibO2iamFiA+9XEjeHIjxCkZ4gq/JOtW5KJoanNi9Io89Na3qxVXsJ7hHn4z9ulP96SRSfU/9KTsPqA8SV+4lLDxBj9oPzcoHoXMLaXCAmh7Ai4/qyLOKsLPIiLBiFBaOx4GIsGJ1JjspqCK9mJLJ5/I42KZ/DaONyWjkiDof9qPNwwPGYBnTrAOPB/TL/k7iXgP7sg4/UUvm6114f7RfQ992AET5+w0cEevsGjPDx9Er7DR8xd+Ysp8W2Z/fuiIgIBEHefffdN998E0GQV1e/4jt0eN/t/YaP8B3m5cn6CSGh44JCZk+bkZ93Iu/EiaysrH379mVnZx84cODg/gOHc/bfYS42SyIUF5851z+jQ0cFTZv4QmNtnYjfwXpg9cQSsliVNM2wKsGgYsOTVUZMNYSpNgyqsGKqLJ6AHlYpvdQiIrWc2d8YlUmdnUJ+OYMcnQMuSCcuSGgKS8LPS8LPS8LPT8LPSyJEpDTMZaqL9d3qrPrVHMtVhYGRe/kdrUPYpi5JIczaA0QmESPSCC+lNC1IIoTtI7yUDIanUJYmUWJSm+dnNS6/yk9pVZUC8hO1kmP1ohyy/DAgPwbIjgGy44DsBCD7FZDlAbJfiZL9XIig6+Kco36cRgjHgtG/SY7C4RdVNse3cbk8pojbxmhltzHbBG1tD67O/i08pgHdMsBg3S+P+szyP8FisTwB3b8P2tPF4e/l/en7HypEktXLVty1xdrrhJDQIP/AOTNeclntdw3okd6+44PH3HUPk0LHjQsKmTP9pZKi4vz8/NTU1Pj4+LS0tGxcdjY2KzczOxf7m7gMbE4GtqWZnnf4aJB/YP+AfnHS5KZr10X8jpYHVUutLfw21lmGZkiV6IkS87Nl9icq7YMqrYMqLJgqy+By4xNFrqHlkotMAaHl19z6qAzy3BTysgzyQhwpKpu0FAvGYIHbgjGZ4NLUxnlMdTHUo8muX82x1CoM9P21q3SOdpbqUgo+fB9taQplCRaMyiStxAKLs8BF2cAiHGlxNnFJBnVhGnFhIx8r1DU1SU/XCQ8SBAfJ0gMU6SGK+CRFVEgRn6WIT1PEpyiSY4DwKEtxVW2lFYPfpxEW3hHQOfhFFbT4Ni6XyxCgAf0nPKYBzfy38KjPLP8TTCZTKpVu+fFHr2HD+4fmxDFjA0b4fPr+h9IO4dLI6FG+/n81oDds2HAvAe3pg44OX4ggSFJSUlhYWE1NzWuvvTZ27NgpL0yeNvGF35w0edrEF2ZMnjp2dPC4oJD+I088Ad1YWyfg8ZktD+qnw+S20QuZKr+SdkyZ+T+ljkEVrmdL7Z6AfrbciCl0DimXVNN5Tcwc3PXIdGBBCnlpBiUcR1yeTVpxu2/hlpngkt6AzqpfxbXWKQ1M3LWXtU5xm/J6RtPcNGpEDnFxLhCe2TdSwahs4rJscMk+4owO9ZXOHiin7gui+Nfr8qx0wrIcalQ2uBwHvIEDV+PIS3HkFTjyChy4IguISW1alEVangUu/qOA5tAFHBa9pY3FYHWwWK333VL5t/KYBjTj38IDioBHA5PJ7OjoOHf+fHBQkN/wEZ4RGn8U0H80UPqOgHbbndu3bZs2bRoMw6tXr165cuV/DehxQSFjRo6OnB+O3ER6LxJ++umnXl5eY8eEjg8e09cJIaG9C/135eniqL9Sy2dzHmBFCRl4cosyqkaDOa/FVMGYC+bBJeYnKm2YKsuzZUZMsWtYlbyCym6g43DXI7GUiFSKJ6CX3S2gY1Ib5zLVJVCPKqM2hmEsFWobMy8v1jg72pR1GU3zUqkLcaSlOcDCzN+najYpJpsSsQ8/l6essrhpKRfWiMxUjhVIuPZGJhiVDoRnkpZlEldkgFHp5PB08sJ0cGEGuDCDHJFJifhdOvcNaB6P3dzR1kJjtLY0t/BbHtgp7d8DGtAojwwmk0mn07k83rmzZ99f/3Z42FxPzk4KHdcb0J+894GI1x4dvnC0X0D/FmvfFveYkaNnTJ4K6w0V5RUbN25MTU396quvcnNzb9y8+dofB/SEkFDPMLtF8xZ0utwFZ87ExsbevHnz7bffHjJkSKB/QJB/YH/Hjg6+azF+C+g2zgOsJi6d0trMusDSfHdVOLO0fViN+qlC7aCKrv+U3hxcasFUmoZVyYspinp6Lu76oj8N6MWZQHhGQwRVddrSI6prPVjXceCyILe6LU7bKWjWVmU1RGUBEVmk5Vgg5vepGpUFrMhuWp7VGE7XXoC6pBdbMpVmAct0OeXqmrT68EzCTCxhFrYpMgO/MJU0J5UYkUaITCNGZoJRmWBk/4DObowoJce2stlttPZbAc3kMRj0O/7rjzoeHz2PaUD/788MptNvfZjodPofrbnr9ih98VRLB79dxOUzKbT6y1c/fve90X4BE0NCJ4SEBnr7fvjOhg42914COsg/cOGc+XG7duficnA4XGpqanZ2dmZmZtzevXNmzQ4dFfRHPSQvjB0/LigkcITvxx9+lJ2djcViExIS3nvvvZUrV772yqtvvrrmlq+sWf/6G+tff2PF4iVzZrzU29i/YxTH5HETamsuPciAZjDIrbRmBiCkA7LW5pYWZh2TnojnjSjVPVlme7LCjCmz+ZUpzjVLr9Nz/mtAZ5AWZhOjathbqMK8ZlEhXpJXq9hPlB4lCAuKWd9mE2bigMgs0hIsuOiOVM0EIrNJc7ANYceJnzV2HKWIjwH84zXtKSeZ351q2XiK9clp1menW786xfy6oPXbQvaWU8zPjja/jiNE55AWYYGoOwIa17SojBzLZLFaqTwWk0pvYdIY3P4B/Yg7EAcAj2lA3/uz0//kmep0Op1Op/dd6Vlz12ez926Pchea6S3NdBaDqZTKz50+MzogcMzooAkhoT5Dh69d/SqfxY5ZGNl3FEd/g/wDw6bPNOihwjNnv/3mm5TU1JycnNzc3IyMjB07d858cfq40SF/lOyj/QJGevtu2/wjlULdE7snNjYWh8MdOXIk7/jxvON5+cfzTuadOHUifz8uJyUxaT8up6erOyU+wW/4iLu2oF8YO/5q9UUei/0Aq4fGoDfTmQxaayultY3KENABgCuec1H+RJHmiUorpsz1XKH4MENynbm/fxdHFhCdBURngVFZYGQWOSK1YQFFW6B0sK+xsE3tGXhxdpPsNEFU0NRxsqj1Cxx+Do7wShbhtSxgcRYQkwUsyQKW3F5YgG2acgL4rM1Y1ao9f5WTTuw4TZWeoSvPNsuLmuXFdHkxQ1lElRQSBefrhCeENobMyTzSuB5HnJ/ZL6Bz8JHllDgmi9VC4bYyKM1MBvVuAY2CBjTKgIBKo1FpNC6Pd+TIkYCAgIDAQD8v74khY/ftjuUwW5dGRgcHjPyjJvCEkFDfocMrikvNRlOw/8hjR482NTVt3bp1+/btJ0+e5HK50ZGRwQEj+1+EDB0VNOL5oUsjo4mN+Ma668uXLYuLi7ty5cr27dsTExPT0tJS01LT0tISExMTEhJYLNaOHTtGBwUhPTfTE5O9hwzrX54xI0dPHjeh7uIVNrP1IVQRlUqjUmk0Bo3cxBBGlsswZ5yYYuegMu2MGuEVsrC+XwsaR1iJI8XggEgcaSGOFJXeGHG29SsXor7YkngW2KByNhM7Sq9xExsFR0UWTp0wL6s+BkdanEVamg1E40iLccBCHDAfByxIx8/Lxi9pEh5TOtm1/KSi5p9a9Y14cW5t+4EGYUGj+FiT5GCDCFcrTOOoqxVmQkbtckB71tipO9KwLhUIx5L7XySMLKPEMlmsFjK3hU6mMegUOodORxsxd4IGNMoAgsvlHj9+3N/fPyIiIjEuvrG2roPNZVJoy6IW3zFtrzeaJ44ZG+jt+/ab/4cgyIZ1b00IHtPa0oInEC5dujRr1qyPPvoIQZCXly2/4xqjZyR1SOConMwsUYfgpx+2rFm5GgTA6urqV155Zf/+/efOnUtMTExNTcVise+9996QIUMcDsfZc2cnTJiA9NxMiN373JNPB/kHTgy5s4tj6oRJtRcutTFaHl4tMWhkgClcUC4ZUgqvqZWfa2gB2e1CGvUKBXtHCxpHeBVHWoIDF+DABZkNyzKuv9XuogiMRNyFKECcr3bw+Dpmo+DA4brVmh4WRXkBWx+ZDc7OAmKygWgcOBdHfikLmJ1at7igZQffQWzVVp0jf0mWlsjtogutuAuc3a1QRZOwgCA5SZQdbpAk4a7EkNpPu5HurGtvU6EzOrfgwPVXkvBzM/q1oLMbF5aAu+ktLQyAzaABlGYaSGuj0agPr9L+oTymAU1BGZBQqVQCgVBaWgoAAJ/Ha2EyaVRqM6152dKlAf7+40PvPoR57Ojg2ouXtSrNgeycojPnlsQs8QzeePPNNz/88EMEQVYsXXZHQIeMHLVq5UoalXrx4sUlMUuSEhIZdPqGDe9NnTq1tLRUIpEcO3Zs3759KSkpqampycnJycnJVCr1l92/TJ48GUGQs2fOhi8IX7Rw0bixY8eGjp04dlxvF8etgGa2PLywaaZRqXRmDcC8ALBaW1g8BkhvBuiM5ouUY7jrkVjqnFTyigxyJA6IwBFX4EhLcOD8HHBBev3yIu4eZQ+HpbvSKi0ARYdw1xdLXByZiX7g+svaLhFddiW9YX4adQGOFJ1DXJxBmZdBnXys8c1mQbnUQS1r31dI/45nvALIzh9pWnupY7PUyeEaG/HC43jxUbzkEEFysEGQ06qpFJrqDtWuadUVm27oSmlbCsgf5xDXZgMLs4AwHBCTTXglm7Qyu35RGSWWSqe3kDloQP8JaECjDCDIZDKNRmttbW1ubiZTKBQKhUqlNjc3r1q1ytfPb/yY0El36+KYPG7Cgtlzpk184b31byMI8s3X3yxevBhBkFdffdXTgu4NaM+8wfHBY/y9fYgkklgiwWAwhw4dgmE4MTFx48aNnkSOi4vzTFTBYrEZGRmHDh06fvz4oUOHPnj/g3HjxqWlpeXm5lJp1M6urjlz544cPar3zBE6KmjK+IlXay62MVsoVAr14UGhtNAorTQyjUKmUKlUCq25mXGRkpd9PRJLDUslr8wgR+PA+TjCyzjCKhwpOpsUkQsuPkh59TDwZl7Ter2FBbnEWddWt9tpUtOlAw3LdF0ypuxKeuPcVOpCHGlxDjEynTI/mTi7qjkRQVxnSVv201dB3XI21FDNwtZ24PDS49cFR+uFR5skxwmyk42SPLw0n6ouoyjO4MXpeQ0vX2jdRpdUsjRFTkR/VZaRej0CS5yNI0XjCC/jgChc44Jy2l6QRmMCbDoVAGlUEpVFfag19s8EDWiUAQ2VSmUyma+99pqvn9+E0LF3DWhPMvp7eS+YPQdBkC83frl8+XIEQV577bX+Ae25Gd5IH7+G+nqdTrdl82ZsRmZuTu7xX4+fPnX6VP7J/BMn8k+cyD+Rn38iPy8v7+DBg++8846nSX769Olx48bRqLTzZ88dyM0tLix6cerU4KDgcbc7o8eODp4yfuK1i5dZdCaZQv5bK4pGvwDm59RHZFJnpFBWpFIXYcnh2UBUNhDZaxYpMh0fjr0+t0N7TWcT5Fxf2uFsFBsJB+pX6boETFlleuOcVMpiHHEFjhSdRlmYjF9QzdqLIFqmouSyOI6q/JWmLGBqihiaQrq6mK6spKqLaNpzVM0JmubslQ7sr7S3WuFqO2I61ri2SZImgdlEYT4Tqirkbk9riMkhL8oiRWYD0dnkebkNEZXkJJBGbwZTnO1LAAAKK0lEQVRamykNFAoIgq2Uv7fG/hGgAY0y0OHxeHFxccOGDevfxXHHQI7I+eEIgnz6yacxMTEIgqxatWrDhg3I3bo4JoSELota/P7b72769POPN7z/wTsbPuzn/73+RnxsHIIgb7311uDBg2EYPnbsmKeLIy0h6dlBT3luNzqpz1VH32Fe/7dmLauZQSdT/+ZaolLojeSLeY3r04kzUmhRybSF6eSoTPB3w5mzwMUp5EWJlBe5cJHOIsq9vFzkqhOayLjaN3RdHKaiIB3/Uiq4EodfkwWGp1IjMkmLj4BrSlu+uNr28+WWnSXszSXszcXszcXsH0rYPxS3fV/M2VLasrOi+Vudk8uFKTuvTW1QZzl6oOxr71J15cZu1cH6VxLwMzJ+P2gvHYj4tW5DHXiS0swEyeRm6jUmSKKTWv7mGvtH8JgGNIAy4On9jJLJZAaD8dlnn/mO8B7t6z8h+O5jOUb7BUSFL0QQJDsbt3r16uPHj7/xxhupqakIgqxeueqOUXqecdOB3r4jffxGevsG9jNghM+zTzz1yssrEQSJi4tbHBODIEjeibwJEyciCJKTgR3x/NC+ozjGjBztO3R49IKFV6svcJitFBLwN7cGqRQKDSReIZ45jH8zDZieSVyag1+VTVqM7TMhMAuMSiVHJwDz+IarDpftHOXdelFaQ3vGOdr3DsTGUVelNk1PpUTjSFE4cF4GuCQTjMkgRacSFqbgF6biI9IIc34ncU4CcVpaY0TWxYVKC01jkx5tfJ+tq3Ij5v31HzQbKq090JGGN1JJC26N4iBHZVGjUonz0iizS8kZJDoebCaCINBMpjABKh38u09p/wjQgEYZoIC3IZFIFAqlpbVlf27uy8tXhIaM8fH29vP1HRkQGDx6tOe2GOOCQoIDRs6cMi0Xm52bjUtJSNy1fUfyvsT9uJyDObnzZs0OHRX0J63v/o4PHhPkH7hw3oJD+w9g0zKwaemH9h947+13Q4OCD+XsX//6GwEjfEb5+o/08fMfPmKUf8CM6TO2bf2JiCe0MBhkAAT7lP/vgQwCNAKJDFLqaCVngZ2H8O9g8QsySTMzSXOwwPwsIAJLisoixWQDMdjGhRfbd5HlJxulB2o7Dl7rOEAQHaBJT1extmc3RWWCkZnkCCw5AgtGZYJRmWBUBjkqnRyVSY7KIUX/JnFxDmkxljgvm7gop375xfZ4kiq/QXqgSX68TnYI1/heKX9HrTw5h7AynRiZRAlPo87NIIXlNi070fjVRcYhEh0PgBQSSARBAAQoZAAk/+019o8ADWiUfwYgCLa2tjIYjJKSkj2xsR98+OGyZcvCZs+eOXna1AmTeruARzw/1GfIsAAvb38v78ARPv7Dvf+DGTRm5OhJY8f/11D2TDQPGOEz2i9gfPCYF8aOHzsqyG/YiAAvnwAvb9+hw4P9AyeGhAZ6+04eO37BrLDI+eHvvrn+x2++O3LoMJ5AYLPZVCqVRCKRHk0NkchAE0giAQCdSAWvN1dVg8fOUHb9Sv3qEPGjA4S39hNfzyWsyiUuySHNz8S/lNo4PaNpTmbTnIymOSnE8Hj8rAT8nExKTAY5Ko0SlfH7kctZYHQWEIMjrsABkdnksCxwViZpXgYhKoe0JIe0OJsYnd44L61hbkbTwrSG+emN83CExZkNkdimmAPgmkOkN/IJn50l7KwCjl0nXyVRmgFSK0CiAEBvPZFIfV6g9AUNaJR/EiAIMhgMFovV1tbWTKfjm5rqr167XHOhuqy8qrS8ori09HxRWWFxeVFJeVFJZUlZZUlZRnLqzKnT/ujuGZ7G8mi/AH8v7zGjgqIjFn3/9TfHDx8pPV9UVVpeXlRSVlRcftvK0rKaisorNRevX6nF1zdQSQCLzuSx2KyWVgqF8qjrhkQCGwGwCQCIZBJAIVFoAI1KZpIpDIAMkMgNRPLlJqCinlRRB9bUkUvrKOfrKOfrwLI64MJl4uWL1HP5pG+y8ZFZYEQmEJMJLsECizPBxZlgdCY5KoMcmQlGY4mLscR52YS5uU0rTwJbi6mH64DSJmJFI6mikVTZSKxqJNY0kiobSeWNxMom0gUCcJVEridTm+hkPB2g0QgcKoELEpkgGsj3DBrQKP9UQBCkUChUKpVGozV7JqExGAwGg85g9E7Eamtr43K5q19eOcrH746bJY0LChntFxAwwmfs6ODo8IU7fvzp/LlztOZmDofT1tbG6LMTOp1OZ9A9u22mN9OaaVQqlUKhkMlkABzQSQOSQJAEgiQySKKSARqZ1EwGmin9pBNbKZT28uZDWcRoLBiVQ4zJAqIzwZhMcmQmOTwdXJAKLEgnRezHrzpJ+r6KfBxPuU4hgy0UkArSyEAzGWgmAzQyQCOD1FsLt6SSASoIUAAAvKNcj6Y6/oGgAY3yrwUEQU+SxkRFhQSMnBgydkJIaOiooFE+fgEjfCaFjnt1+ct7d+2uLC5l0egCNq+FwQTJZBB8vOIDBIFmoBmgtBVTcFhiFBaMyiXGZJLDkyjz0sDZ2YRFRxvePY/fdwkoIID1ZAqNDLJBUhuJSAbBBgAkPuri/8tBAxrlX4snoGk02oL5872GDfcZ4T0qIHDWjJlvr1+fnJhUU1nVwmBy2ZxWJpMCkskASCIO5NbwwwMEQDqBTimlYjMbozOoYSmUiCzCyjzCx8Vg7GXgJAloYABsJpFLIVHJRCpIpAIkCgAAJICI9lQ8bNCARvk3A4Igk8ncvHlz9OLF33733bFjx+obGlpbW9kcDp1OB0Cwtzf0MU4akAjQiM2NV2lHCho3FgDfFNIOX6NcooB4CtBKIXaQCRwyEQSBxtvboz3Ifx9oQKP8+6HRaHQ6nc1ms1gsKpX6qIsz0CCBJBAkMihERjMZaAYBBlHIJHQ0NzVTCDQAAAlkQiPteiOt/lGX83EEDWiUfz+eIaWPuhQDGSIAkAASCJLIAAkASSTwVjP5liTgUY0dfNxBAxoFBQVlgIIGNAoKCsoABQ1oFBQUlAEKGtAoKCgoAxQ0oFFQUFAGKGhAo6CgoAxQ0IBGQUFBGaCgAY2CgoIyQEEDGgUFBWWAggY0CgoKygAFDWgUFBSUAQoa0CgoKCgDFDSgUVBQUAYoaECjoKCgDFDQgEZBQUEZoDymAY2KioqKelfRgEZFRUUdoKIBjYqKijpARQMaFRUVdYCKBjQqKirqAPV+AjqzrBwVFRUV9aGKBjQqKirqABUNaFRUVNQBKhrQqKioqANUNKBRUVFRB6hoQKOioqIOUNGARkVFRR2gogGNioqKOkBFAxoVFRV1gIoGNCoqKuoAFQ1oVFRU1AEqGtCoqKioA1Q0oFFRUVEHqGhAo6Kiog5Q0YBGRUVFHaCiAY2Kioo6QL2fgE7Iz//lyFFUVFRU1IdtQn7+XwtoFBQUFJRHCxrQKCgoKAMUNKBRUFBQBihoQKOgoKAMUNCARkFBQRmgoAGNgoKCMkBBAxoFBQVlgPL/FjL3hXfdUsQAAAAASUVORK5CYII=)
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