{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.6.0\n" ] } ], "source": [ "import tensorflow as tf\n", "\n", "print(tf.__version__)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# CHAPTER 12. 심층 신경망 훈련" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "## 12.3 텐서플로 클러스터에서 신경망 병렬화하기\n", "- 여러개의 신경망을 각기 다른 장치에 할당해 병렬화 시키는 방법\n", "- 하나의 신경망을 여러 장치와 서버에서 훈련 시키는 방법" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 12.3.1 장치마다 하나의 신경망" ] }, { "attachments": { "image.png": { "image/png": "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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 하나의 머신에 있는 하나의 장치를 사용하는 것과 똑같은 식으로 코드를 작성하는 것\n", "- 세션을 만들 때 마스터 서버의 주소를 지정" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 장점\n", "- 하이퍼파라미터 튜닝을 위한 경우\n", " - 클러스터에 있는 각 장치는 자기만의 하이퍼파라미터 세팅된 모델로 훈련" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 12.3.2 그래프 내 복제와 그래프 간 복제 (Replication)\n", "- 여러 신경망을 다른 장치에 배치하여 신경망의 대규모 앙상블 훈련을 쉽게 병렬화\n", "- 신경망의 앙상블을 다루는 두 가지 큰 접근 방식\n", " - 그래프 내 복제\n", " - 그래프 간 복제\n", " \n", "#### 앙상블 (7장 참고)\n", "- 여러개의 모델을 학습시켜 그 모델들의 예측결과들을 이용해 하나의 모델보다 더 나은 값을 예측하는 방법" ] }, { "attachments": { "image.png": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAs0AAAGCCAYAAAAbqf6lAAAgAElEQVR4Aey9V5Cc2Xmm+abPyvLeAih47xsN0wbdTStS3SQlyqxiZmVm5mIiZmfv9loRczN7vbE7GzEXMyspJK6oEc2SanaTbEsAbYAGGq7hvSmgUN6bzNx4vj9PIatQBaCAQqHMOYhEZv3/se9x7/nOd74TymazWXnnEfAIeAQ8Ah4Bj4BHwCPgEfAITIlAeMo3/oVHwCPgEfAIeAQ8Ah4Bj4BHwCNgCHjS7BuCR8Aj4BHwCHgEPAIeAY+AR+ARCHjS/AiA/GuPgEfAI+AR8Ah4BDwCHgGPgCfNvg14BDwCHgGPgEfAI+AR8Ah4BB6BgCfNjwDIv/YIeAQ8Ah4Bj4BHwCPgEfAIeNLs24BHwCPgEfAIeAQ8Ah4Bj4BH4BEIeNL8CID8a4+AR8Aj4BHwCHgEPAIeAY9AdD5AMNGUdCgUsmzzfHh4WAMDA+rp6VFHR4fa2trU3t6uzs5OdXd3q7+/X0NDQxoZGVE6nbbPaHpUE+OcDzj4PHoEPAIPRyAcCisajSoSidh3LBZTIpFQUVGRSkpKVFZWpvLyclVVVdlvnhcUFJhfN66Qghsf8p89PGX/1iPgEQAB+o7rN26O7uvr071793T9+nVdvXrV5mnmbeZv98FvfliP5uJFIBwOKx6P24cxPJVKqaamRkuXLlVjY6MqKipsTMdPfltzv58lcqG5fLlJfidyYIyOjmpwcNAI8d27d3Xr1i3dvHlTd+7cMbJM58RPQJBHlclkxPUt2UxW9o+rXOw6F3+ny7NsWD5uj8BzQSBYT9tAGlJIoXDIfkfCYUWiEUUiUSPIkGWIc11dnQ3CDQ0N9rcj0QzajD84N5G7Mei5lMsn6hGY4wi4/kI/gQgjtLp9+7aRZIgyczUCLcgyc3QwNwdE2c31c7yIPnuzhABtKP/jhCDJZNIIM8S5ublZy5YtU319vYqLi21cd9l7lmP1nCTN+Z0PECDAEGUkyXS+S5cu2Yq1tbVVff19GhocMj/W8SDH2awy2RxZzk18TIKRSNgqgt/KSasdyP7bI+ARmP8IBGNAxiZkm5QzSL0oV8CmGUzDkbAYA/iNVNpJomtra20QXrlypZqamlRaWmrv8DdxTJr/SPkSeARmBoH8vgEZhhifO3dOX375pa5cuaKuri7b7XU7vflkmRy4nSGbl2cmSz6WeY4AbcQJPymKjdvhYNymndBmkDKzc8h4vXXrVq1evdr+hmDnt8mZhmJOkeaJBWW1iprFjRs3rBNClltaWtTT26PREVaqaZMgZ3JEGalSJBwxiVI8GVdBKqmCVIEKCwuUKkwpkUooFo8JcX+ISXOm0fTxeQQ8As8VASbmkeERjYyMarB/UH29/erv7ddA/4AG+gftnU3eo2kj0k4SHQ6HjEgzNjAQI8lgEF6xYoVJoyHQDNSOQPPtnUdgsSPAnE1fgOAgWb5w4YKOHj2qs2fPGnl2xAcShMMv6lD0Jz6FhYWmNsUOD33PcYDFjutiLz/cr7e3d+wDD3SLL9fmIM+OQFdWVmrDhg3avn27jdmo4rkx2n3PFKZzgjS7jkLh+I1UGSnymTNndPr0aZMqd3V2aXhk2CTKdEA+bL9GoxElChIqKilSeWWZKqoqVFZRouLSYiPKBRDmVIHiiXhOumQ9d6bw8/F4BDwCcwQBeKxtLJlupNuhGtZAf7/6+wY00Nevnq5etd/rUFtrm7rau9XbE+xUuUndDcRIKxLJhOk/L29erk2bNmnVqlW2Nej06NzgPUeK77PhEZhVBNy8jUokAq0vvvjC5mvmbneGiH5FX4IcQ2xQg1qyZIltqbM4RVeVxSj9bqbJzayC4RObUQRoW7QdyDPn0iDNqPegE4/KD7sZPEcAQtuhjTEuo/fMWL1t2zZT36DdzXS7eq6k2XW6fLIMMBDlkydPGkBORxmd5LQRZRkBLikrVmV1harrq1VdW6nK6koVl5eoIJlQNBYcBBqTBdlkel+HGbLtnUfAI7AwEeDsAo5+ng05xYxANzmQRI+qv39AHW1dar97T6132tTa0qr21g4j0UipGSLGpM/RmEnDli9frs2bN2vt2rWqrq4ep7ox0wPzwqwZX6qFgICbt/nmXNFnn31mH8gMJMd2ctJpIzHom9JvnO4pB7iQNENycG7uXwi4+DI8WwTYtYAoQ5hpa6j+XLx40QSsvMsnz+wU7tmzRzt37rSzKq69zUQOnxtpdh2PToNkGRWMU6dO6fjx43awz60iMumM6SezGi0sKVJtfbWWLm9Uw7JGVVaVq7A4pWgspkgIPWV3yM9mTJM6IX0KJs/7pHkmgPNxeAQ8AnMbgVA2ZId/jUPbOpnzDsFETc4Zg1iIo87R092ney33dOPKDd28dkv37rSZdBoCwBjFoMugzIETCADkme1A9KDRifakeW63BZ+7mUOAfgNJQer38ccf68iRI3beyJFl5mokfvQPpH4QGIhyvjSZOFyfcd8zl0Mf00JBwPFEyjPxNwJVzridOHHC1IGwnEa7ZKzmwwIN0rxv3z6zuoEkeibccyHNrsOwhcNKFaLM1s71a9fVPxCI3OmATHbJVFLVdVVqam7U0hVLVNtQo5LSYsVi0UBejBTZaPF9OHwnvI+F/+UR8AiAwP1Fc+5ssD3jqe08odKRwYTliDo6utVys0XXL9+wT1tru0aGRmyS5xAhAzLbfhxA2bVrlzZu3GhqHDx3Y5vH3COwUBHAhCsH/T744AMTdLndYOZdiAo7MVu2bLHFJf0EsozLn5fzfy9UnHy5ZhaBfNJMzPzNB3PDqAfBI8+fP2+qHDxnPEb9Z926ddq/f7998zfuadrfrJJmV2hXUA4LfPrpp7ZK4BCBrVQ5oBOSUkUpNTTVacW6FWpeuVSV1eVKJpHo5O5jyWlYPE3hZ7ZKfWweAY/A/EQgkEAHxDoYWNLpjB0evHu7VZfPXdalc1fUevueBgeHGHHNEg8SNUgCBAHyjAQ6nyTMTyx8rj0CDyLg5m52gJHsQZghKBBo5m0O8XFwln7ANwex8smyn6cfxNQ/eToEaJN8aFu0QfSeWcx9/vnnRqJRFYI40zYRcLzxxhs2Vj/tGD1rpNkVDlUMtnXY0uGULZJmd2gAP4WQ5aX1Wr1htZavWmqH+7B4cf+wemC/7+ng9qE9Ah4Bj8DkCDAOmcO+e1Zm0vLunVZdOhuQ55Zbd8wyBxepIHlGPYMDTmwF8sH2MwO1dx6BhYCA6w9YM2Defu+992wOd/rLkBAWjnv37h3bBnfzvSfLC6EFzO0yuPbJN+oZqGx88skntrijzbJ4Q8CBbv3Xv/51M0+HtZYnbZvPnDS7AgE70mRWqQcOHDAF7sFBjJxzS19GyWRcjcsatG7LWi1f3ayKyjLFolEp7ETKQcX5Q3xzuwH73HkEFgIC+eMW5eHv4aERoapx/vQFnTlxTkihMX3JoAx5hjygx/nyyy9rzZo19jdhn3RwXgg4+jLMfwSs7Q8Pm93lX/3qVybFc4IudlpeeOEFvfjii6bHDDnx7X3+1/l8K0H+eI3VDSy4sMA7fPiw/eY9bROJ8ze+8Q0jzqhqPElbjfz1X//1Xz8rgFxBEJ1jX5lDA6xSOfWIxNmdeKypq9aWFzfrxVd2afW6FaazzEUkjjBTMPfvWeXVx+sR8Ah4BBwCNubk3UrFc8xbFpUUqq6x1qz2cMOgmbIbGDTzSBAJBmtuJ8Vhh5YbrNw2tYvbf3sE5gsCzOHM39hf/u1vf2vfSJh5jmWMV1991awUcLsmW+FPQkKeJRbkk48zKen+5hv3qPzm+3/cMM+yPD7uyRFw47WrUyTJ7PhxABW1DSTOtGMEt9xIWV5ePnYO5VFtYGKKz4w0uwYGOUb36Te/+Y2JzLl/HrKczWTMtvK6TWu0e/+L2rhtvSqqyk26bADkrr+dboEmFtD/7RHwCHgEnhYBG5OCo8dm0rK0vER1TXUqqyi1wbivp1+jwyM2OWNT/vqN62YeCd3OfB06P549bU348LOFgCOMqFO+//77ZgYWnWYIqCPMqCM5/eW51LYd/3A6rVhO4IPaFBJHnuMcmZ4s7zzD78QwLu7ZqofppOPqjDCTlWk6cc1Hv5TZlRu1ORZzfGOmjgOrEGcODuKwfIQ1pOkKNZ4JaabiyDiZQ2/53XffHTtlmx4NTDghrdn10g698NIONSypt0N+2EWV3XCNSkZOLWM+1pzPs0fAI7DwEMB8pe168S2TIlfXVqmmoUbxRFR9vb1262A6kzZphjPCj7TD3SgIKG5QX3gA+RItFAQcMWTn5He/+50drmI+h3QgpUN/2RFm6xP3Dx09VwhcviHFzhQkhxXJOybJkDQitMM5Es1vFy4/8zzDLztITh2F93Ox/5JXPhBAR/KnKld+GRfqb1dHtAHaK47zcwhxqUvaAe+QRrMb6Pw/Dh7Rx/E0HT+u8XV0dJjB8w8//NBucnGNjtv7Vq5ZoW0vbtHSFU12W5/jx9PJ+HTy5P0ucATc+uq+VbEFXmBfvOeKQB5BQGWjvrFWJaVFqqqu0NHPj+vGldum64xk48svv7QJGwkdh6XYNsT5se651qBP/DEQoP1ixgvdUK4whkCya8JVxXxYCNKO50pbhnuQFwgzeUVCzt0PXJZ27do1syVNscl3U1OTmYrE3jqHeJEoO6kz8RAHHIbzV8SBSgpSS2z+rl+/3vw/BoSz5oVyOwk6hBByiM7uTNkmnrWCzGBCYEJdIk3eunWr1ScX8TAWI3nGyga3VGLxZTr6zTNKmh1hRgXj4MGD1uDQ74Mw866sokwbtq3Tlp2bVVNXZTqCEOa50ulmsL58VHl2FMeDgUkC6jyskDvkOd7D2F+0GdemeEg7yW8r7n0mp58WDoWmvdUylpj/4RGYBgL3DyTTmKWi4kJt3LZRpRXlOvrZMZ0/dVEDfQM22aIPirQLXTqkc0zabnt4Gkl6rx6BWUHAjatcOMaij/kcCTMSOWySc/APAjlxPJ6VzD0kEfLjyC7np95++22dPHFS99ruGVGC+OKQxEKS6IdcvvLmm2+abjbXeruyI7FFOg3J+uUvf2m/OUTGTaCY1COO/LnpIdmalVeUG57FAuHXv/61keXvfve7drHMrGRgjiZCm6CeIMe0WxYULIIYj7l9GsMUS5cutavdqdPHcTNGml1jgySznQNpdje0kBH0/7bv3ip0mIvLisZu8MsnQY+TYe9n7iPg2gJ1S0M0naFwCM0bGcHlSvR02m5jw+9UOkUcBg3eBaJk/CIN4BvHO1bXzh4hevLE697PRaRc3ny7n4u18wR5yqlrUK+xRMx2zwpLUiorL9WJI6fU0dZpUi/MIKGmBnHevXv3jF/t+gQ590E8AlMiALn46quvzHwXZJPxqrm52douN/xB0ubaGEaeUIn6yU9+on/+5382C10cAHNCu/zC8pzFAP75IFX/vd/7vTHpOX6Za5BKImXn09vTa32Zd24cd988exge0/GX79fF+7C48QPvYlcfgs9C55VXXjErEbybLefy/ai8zlZ+XDrkh8+SJUtMaMEOAuMx7YJruLHtzCIQLvE4eZ8R0gxYfGDuGD3nwhJOLEJgcEuam7TrlR1atW6lUoVJmtdjZc4V2n/PHwRoBzQ8yDKDWDo9atcUDwwOaGQ0rWQ8rkQyrmg0plg4bIOQaycTSwk3xhxhvnMdk2cMasNDw3ZVskn+5vCuhesjkXBEWF3g7/wFQH4Z/e/5h4ANtlnZpSc1tVV64eWdKiwq1BefHDPTdJl0Ri23W8x6ECQEs3RIrVj4Pc5APf8Q8Tmejwi4cQp1BqSWkGfGZ/RCUUuAeDC2z6U2S56Za+AckMZ/+Pt/0PkL522XhzrALB66q5QBogTBdPqtkOdjx46ZZBZJ82uvvWa6rq7u3DgNBpxVeJjD7+PgMpk/nvFhPHAf0nJzRP77iXkgb9yo/Pd///dWFhYAqGfwnPDkaWK+XHzE5d7xzDnyMJlz4fh28U78PVWak8U3W8/II6R4xYoVdjMgCyan547kmQUh7x6nbT81aSYzOLfS+fTTTwLCPJox26XNq5Zq10svaMXaZUokE+bXVdJsAebTmR0EaAsMXpFwWL19fbp+7aZOHz+tW9dv6V5rm92mVliYEoenmlcu15r1q9TQ2KBEIj62wCKntA8I9oUzF3Ti2EmTAnBt+up1q7Vh83oVFRWan0sXLuvAhwfFxROofKxcvUJ7X90jTBje3z6fnbI/KhUGIbChu/T19Zv1GPqD7wuPQm4evWfRZlIoqaSkSFte2KREQVyfH/hCt6/dtkmXwZqdOOodaRDbhrQN3w7mUT0v0Ky6uRx9Twgz6hmQTMgGt12ilsCh1rnm6D8QRHSvIc0XL1207Xfyjc4yagrs7rBIpTxcufzOO++YCT3IM7s/hEXP2ZUT8gQe7kOZ83/zN+mShuu/kEXi5zvf8d6RMfo5eUXnOt9fflwuLb6ZM3iHyw/nxgveEzcLceqNRQBxEwZ1GuqLdHjm6td9k/f8fPHc+eWbv106pM9vlx6/ee/K4XDAX/5zfs8F5/KLfjM29DF7jFU36ovfSJtZWGEJJr/Mk+X9qUizAwQ1DNQxUKzu7Owy6WAkFtXKdcu166WdWrZiiWIJttFNxjxZPvyzeY4AbYEORWe7cP6S3vvVe/r0d5/p+tUbRhKHhoaFtI2DU/FEwnRAV6xq1v5v7Ncrr7+suvpautsYCqhanD75lf7xb/7JbN9CML/z1re0tHmJIN4MCrdutOi9dz7Q+TMXbEB55fWXtHbjWlXXVjuNjbH4nucPN9gMDAzp1PHTOn70uJpXNmv33hfGFpLPM38+7ZlEAKlOMHEUpJJav2WdTUyffXxY16/cVCadtW1hxksmNKwQoFuJe9RgPZO59HF5BCYiQPtj/OYA3dmzZ01Ywd8s7NatW2cmuhjj51I7dfMOu9wfffSRqZRAgnEc/vrLv/xLuz4ZKbIjn0gUIccckkOVg+16pI5IHM+cOWM6rhDOqZzjPUh0WQTzzTP6M8Q8/1AZWBE3VkiQ/uIP4gambgFCvvCHpBzsb968aXmCJOMXIodKDGb+iBv/Lg/OMgiEGeJMGN6BAYJM/FMWPi4c35BcCC/5p/yEdXrepAk2bgHg6pu2QBmIm9/EQxjiAn/UXGgfNTU1JtUnDhd2Kixn+zl5BkuIM/kFc8rvpM1r1661sj8s309Mml2lkShXFh46dNBWOtzwh1Rw7abV2vXyTjUurdf9a7CdmYPZhsqn9ywRoC1wqG94ZETHDn+pn/7jz/XJ7z5T6527dosaHTnf0XDbWsO6c6tFVy5fV+udVn3vj95SQ2NdICHONRM6KAuyuy2tJl0e6Kez3ifWw8ND6uroVtu9dmHKsLc7MGA+W62MRbSl9ZAEkXiTt2tXruuj936n99/9QD1dvfrBn76lzO4d+bD43wsIAQZd+gW7KKs3rIIRW+muX7mlTDptExon85k4OaCCVYKHDdQLCBpflDmIgJvP0d1FzxPCBamC+EAyV61aZcRrrrVR8sP8gtQQXV7yT1mwiPHNb35T+/fvN/UM5hzXJ/kNOfr2t79tBBVVFGz2Yt2G78cpI3GgF/ujH/3I0oW8cqjwz/7szywelxYkkgXI3/3d35k0k7xyeyL+IG7EAzlFfxwpOaqtSL+Jj3IgCU7EE6quqTZp+Xe+8x1bwBAv7uTJk/rxj3+sQ4cO2c4AZBaHAPM//af/ZCSeq6O/9a1viYUD4YgX6SoLdw468pv0GINQU8CaBHmEXJI/R5DJJ7tkv/jFL+yyOhYIr7/+uuWRezgoAw41nh/84Ad26Q1k3bUte/kc/6NOKAvlZNeEHQcWPJSdXRVwoPyYonuYe2LSTKSsoLimECBbW+8pPTqqaCSsFWubtXPfdrsWm6uw59pW+cMA8e+mj4ANMlnp1Jen9eO/+ycd/OgTdbR1aGRkVPFEXJXVFSrJWQzo7emxw1EQ4r6+AV25cEW//MnbKi4u0u//4XdVXl42loEsBwZHg60sdJvHb3rJCAeqGF3d3cJvVW2VEvH4WPj8H3TcoPNCuh3LDX4zMEzmgjAZwdMx9IHFD5wbBGxg5O8ckedvwyIXGf5YTHR1deu9d9/XP//Dz3T18jVVVVdqeHhEo2zTpTMW91R5mCxf/tn8QMDaRzareDym1etXWqaz+lw3Lt8ck+ghHWNiQSoGgc5vP/OjlD6XCwkBJJZIO530FH1gCAbfc22MYnyFBHJYD6IP6WFe4TmSZPoU+XYE043PvIeMbtu2Tf/xP/5HI91IR/GLlJV3j3LEBUaXL182CwxIX5G68izf4Q+VCfKHpQbyh5TZ4UteMOv3N3/zN3YejJuTIXbkAQku/vk7ej5qUnAWM3/xF39hxBk/SLBRLUFCjl/niAcpMkQZLFg8UH8shFhcQLQZe9whSPLBe0xicpENpvX+5E/+xEwLsnDC4QcpOEJSFgwsTBCaOik9CxYcZeaZC2M/5sh/rg2gisGiBQk5gjnyS9nQ4QeDh7X1JyLNgAc7Z5UDYb7dcttWS2Ro6aolemHfDi1pbjCJM8+8W7gI0Bbo3Deu39J777yvzw4dHpP8FpcW6ffe+pZe2L3T1BHo5Ldv3TYp9Me//Z1JX+nE1y5f1/vvfqhlK5u156VddtENiGWVDaxt5A5EmEJwrlMykKzftE7/6//2v6h/oN8ALisvU31DTlqdx43JI+0wGouann3YyC/6W1lTGXFbWhPbKuUKo1PGCpXrZEdHTS+V55EIumz32zb5oSyooOTHE4vGFVZYnW2dar/XrqHBoWAQDEdVEC9QQTJh4cijdwsPAdoCdWvEed0Ka0OjI6NquRFI8pB2IHFmoGYQn4tbmguvVnyJJkOAcRAShqSTsQziAJmEHD1K+jZZfLPxjP4FaYZMQk4ZhyHJSEHJO2N1/nhMnlyfhCQjUc13lHk6Y7Eb95HCunkkPz5+Ex944sfmiJy+MPmE2GL1AhN5EFhI+4YNG2wsYDHN+AAhZiEDwcOMHuWCeFMvxEHdMG446TRpUg6eEwfzriszagh/+7d/a/rcYEbeSBPCD/GHPEJ+WTyRV8IjQQdH/LqyoM7h1Bsg65TNvYeQQtRJdy466gwBBYdasZoB8ac84EHb5xnlnspNmzQ7YFhhsSVAZTIJUCmNzQ3auW+Hlq5YYpXotiSnStw/n+cImAQ2bJ312OFjOvTRp7p3J7gmvaq6St/67tf1P/+7f6XGJQ0KR4PtpDXrV2vj5o12GPDHf/c/dP3KDQt/+uQZHfnkiHhfX19rHTAfHQh0oPLsyGXWiEZz87LcqeaQonH0pWPjBMmEw1oFgwvttKuz23Sso5GICotSdrkO6kOQXQY952jn6GEj6c5mAyIM8YlxaHE0bbY/29o6LE4WB5WV5Tbw0A/olJZX4ugfUk9ncFOcG1iRmg/0DqqrvdvyHolFRH7GBOAuE/57QSDgJix2XWjfQ4PD+mz4sO7dabP2w/YtJ/vRbWYiZILyziMw2whAPiFmkCbGMIiUszrxMMnbbOdzYnoQPUfyeEf/cf3JkWD6YL5zf7u+OfHvfL8P++34EHi53xP985z3E/2QJngjfIQ8M/9wacy/+Tf/xqTkkF4WMZiq/Kcf/5PaO9qN0BE/JI94UZ1BIoxaCZJjSB9uw/oNenX/qzaeQHoZW0gDNQr8IYkGG1RSUPlgwe7MYnKLM3q+CER5zgFJiKRzrhyQZfLBmOXsz7NwYSFCu5kKexfP8/wmbyw8WIA483NInFkIsLMyY6SZSsIBOLowzmg/29O1DdXauWebVq5ZrmRBYkyH73kC49N+tggYIWW1fLtNJ788pZvXbwq9Zgjq1p2bTd2ivrHOJLz5OalrqNHr39hvVjUO6hM7HLikeYnqxqTEjhjnhxr/G1WJ8+fO6zdv/1a3b9y2l+s3r9Mb33pdDU2BtNnlD/J78dwlHf3sqM6cPqv2tg4bWKtqKrVm/Rpte2GrmpcvM/1TBgQ61ODAoA4d+EyffIQ1mG7V1lXr1a+9oqqaKh37/JiOfPaFEX7ULErLSrR6/Sq9vP8lbdyyXgWpAlPLGBwY1qGPP9V7736gY4ePq6en1/LZ0dGpd9/+tc6eO2vmGF/7xn6t37guuOxnfDH9XwsEATc5J1MJrduyVgMDgzpy8Ki62rtMUsaWKYM4+nZM+Ph3E/kCgcAXY44i4OZ1SANb1O6gFxJIyA9SubnsIPsQZyf0oN846evD+hDvKDvj/dM45ozHcQ5n55f0ybuTdPKeBQv8avny5XbwD/1gDgKigw1BRYKOrjHf+Eda+v3vf9/GCqTIEGPys3LVSv3RH/2RxYMUmg9kGJ1pJKpIkVFf+fM//3PT/YYUQ4K56OO//tf/ajrREHpM2TkrPw4vl3/SZ8xCfxniThy0HQgnYxjvH4a/i+d5fJM3xloOV/LtpOxgD/Hn2VTt4rFFGiSCo1LRoWGQd9shJWXF2rhjg9lhLihIesL8PFrBc0zz9q07unj+knp7+wLd4ppKbdm+WctWLDXrEMEiP1jpB+0opMamRr31wze1a19wuxTkmhsjIZzsUDyssxEHDfre3VZ99rvPdPbMOaVHM9bwd+7eYQcKHWGG8H703sf61c/f0dlT59TZEWzFQLqxyFFc/KHWbVqn73z/23rp1b2iLeMg/5ewAvLuB5bOsuZmG1QGB4f0xafHTM2EG98y2YzQ2z925Eud/vIr/eB/+r6w4gGRHhkdNVzQ8W651WL2qol7sH9Ap06e1rnz57V+/Tqt3bBWa9evwcDQc6xFn/SzRsBNOujvb9y6Xr1dPXYByuDAkOnVIYhgskFqw6DtnUdgNhCgXUK0kNYiqYScMb6ivgA5m6vb7A4b5gP3cc8o08PmEOePb0d6pxMmP/yT/ibPEEz6OoIm/kYV47/8l/9i0mUIM5JgSDLSYuqDBQz+yDPf1BP141QwXF6Ij7j5IGvWsEIAACAASURBVHlHdYPDkmgIQBB5DzFHFQTVMHZB8Qc5x1IK0m/IPAfkkMSSl8kckm70nzlARx7IIzhORTgni2O2n5E/8GNhRftmUYJkHYwgzSweWQyw0JjMPTZpJjCdiROSnMzkakpWKxCPNRtX2U1/XCUbmJWbLCn/bKEhQONjdY/1i7u3W63jUcbyygo1NDXY9h56v/nquoRBdyFZkNSWHZu1efumoJNNY5BzOJI2JLa/b8Dygc6xaXHkLpngsMUHv/5AP/rvPzZi3d/Xb4MFpAVS3dfbp+6uLiH57eroMqsGSH1LS4stHqwcDOUOLN64cVM9b/dYx0IXuqS0RCwQOzu6TI1juK1DRz49otLyUjOLt2nLBssmuzCofjDA5Tsb+EYzZq85eD7+fb5f/3vhIGDtHwlNVZk279ik7s4eXThzydQ0kPIxtiKxwVoBg3bQXxZO+X1J5hYCblxCyghh5iCUIxRONWOut0H6CeTQETXyDwGCCD7MUS6IIuGYS5yk+mFhZvId2CPphKiyYGa+QhAJsWUsQMqLpQoW0vjByg6qD5Bdykw5KQP553tiPfEccswH7uYOvLlwEOKf//znpq5BuQiP5NvZL+YZZBIVEcLnL57IO/GjFkI7yR+rJuZjJjGbybjIp1PRQKpOe2HhiLSexQBlmsw9FmkGID6YZmFQp0LRDwU0bDBDfCqqK2xLer4ANhkY/tn0EKCuGWzb29rtilHIIa64tFiVVRVmajBQ1H2QEMKdIxzIy6n/jtc4e7x8WLvMXcmN/VunSkzcvDt5/Cu984tf69zZ8+rr6bOrjXft26kX9+6yAeLwp1/o80OHzdLHiaMnVVtfo+Url8sIb27rDv3jbDqj7s5uO8SHGsXr39yvNRtWW5k5wPi79w+quwtd6QFx4crVS1e1eu1KxWMxbdy6Qd9+8xv6/NARUw3hBkPsTG/ZuUWr1qxU05IGLV3WZAcOH6/U3te8RyA3wdUvqdPmnRvV09mj2zdabNDGyD4TEYM5UhAmPO88As8aAUgmu8iQJhzST9ofes1zfU4nr+jsur4C+YX8o7LBPDBZ/nkGEYSkwmMIj+SRsI8i21PVBWlNx5EW/fxrX/uanQ3DagUElfQRSFInkFZ4F+MCusg7duzQn/7pn5p0F6kz5XCfh6UNUSZOtzDgG3UO4na4EQ/+IO98+E36qHNMJM2k5XBz2E+F9cPy9bzfoYJEO4cgI4Gn/dMPHE6T5e+xSDMBiQiRPXrMSPcAqLaxRpt2blT9klrTxwR07xYHAtQ/nQad3t6uXtMBdoNGIh4zSTLmB6dytBXrZOGcQcJc03FxTBVu4nPzb4s62DeHBYN8IQHmcOJXJ86Y/eZkKmkXqfzrv/ozrVm3WlxnvXvPHv1DxY/09s9/pY72TvN7+sRprVyzIrigwk4+B2f6YORcrPKDP/mevvHtr6mkosTyX15Woc72Th3+5IgGh4aMPAcqICMqTBVo164XVF9TZwMhtpohzcWlJXpp3169+Qdvqqii0K4V5xZF7xYPArRb7Nk3r242E4zcoNnd0aOe3l4bZ9FVZNsUQuDH1cXTLp5XSSFoECXIAm0TyS1tD0nsXHbkFeKDWoCTDFIGpKqoF0D8mKdwrh8RBqIIQUXSivrBypUr7fZAviGB+VLVpyk/RBUyBhEmXedcXsgbusX/4T/8B23cuNGIMQSZ/COQgqziHMGnTJB7DrDh35XNxfu436RP/ebjRlh2RnkGhnxYNDEO4d/l2aVB2uDk2sjE987fXPx2eaXNoJ5Be2ehBc6uH0yV70f2CCqahocNROwMOhZeVFKkdZvXaPnqwBi0y8RUCfnnCxMB2kc6kzaTbPcHBToYA9WjF1HoBOOgzk/ahu4PRcEv4rnTcteu4e7u7jG9Y24c3PHCNi1bvsxupwxlQ2pes0w792zXkc+OmpoFYc6fvWh6z0XFRbkKC+LEAseqtSttV6W4vMSKhiR56Yom090+8eUpI83Ypqbj0WcImUjFlSotfGD7Kl4YV1FFSoVF6HDfH9AXZivxpZqIAG2U/lJUlNLaTWvUdrdNp788Y5Y10KvDdiu6jE5XcGJ4/7dHYCYRgNi5M0rECzGDMD0pKZvJvD0sLvoQhIdFZk11jZFNiCpWvSCfEFJIH+MxHxxlIhzvsSaBMJA4sJrwx3/8x3Yw7nEPPxIPHxzxO2kuz+jjEE9IGPi69PHr3kM6SZt80te5kAW9ZqTAqElgWQd1ASS+xI30nPNk5BmCT9mmcqRBmi4t8sMHR/1y6QlSa3doj+dg4yTPLhzvWUhMlMDzfj478k95qWvIM9hQRjguWE/lHkqaHSjoOlFRdhf98Igi0bCWNDdq5dqVZrbrMbjRVOn75/MYAdoHptLQa8cGMo2OZ+lMYJMynaFRTl1Ap0/G6pbBxRHoqUM8xhsGK3ZGOjp19/ZdDQ0MmagYCS+WM0gDAowZuXA4ogtnL2oAO88hiRsH0c+GaBcWFeZEzEGaXP2N+kZFdbmi0WDQ5eKSgqKUINhI1Uk3ZINoLp+Q4bAUYofdXgbP+YmuNx3WDWKPUTLvZYEhEPQXWZtau2WdWu+26dbV27boYkLH1qk7qEJb8c4j8KwQQKqZT+wgEnOdNNN/IIUQHs4AYDHi8pXLRv7hKqg7cNBt9+7dRkyZmwjDhx1z3nNGC0KKQy0KAusk1tPBmrhZdEC4iB9SCvkkbvgT7/CDc/lgzkNyjFQZXVrCouMMmX3ttdcsLKqwEOSf/exnZv2CeiI+dHARzkzlSJtykA/GDsg5EnlXNnDjGYsNxhnyhD/aANiRXySwEGaIOfFNJM1TpT1fnlNmykU7Byccz6izh5X1oaSZSKgkVjusfgCUSCsrK+zwX01dlSKQBa+WMV/ayYzmkzEgxvZGabFdSEI7oH309/abmkI6PapYzj7zxITNX1+/DXpYzKDRQmgDm98TfU/z75DEde6ojkCOcVzF/e4vfm1XWVtzZfxCJ3tg0CTL2F7mH9dy93X1KVs3fhUdiYSCraicoXji5JIU1DwCQgMVHsez7W/+m1SKboO3kzCPT2ssoP+xCBAIFp5Nyxq0cu0KdbZ1mToRAzeCCiY1Jn76hx9nF0FzmOUiujEbAod0DTKFMCOfSMxylqadHHMJh+P27NljOzTopUIouUcCFQS23Tdv3my/KR+kEBLKRSFIcSk35cVCBAfuIJaP09cgna5fkgeILDtE6B2zSwR3wsQb+YAc48c54kclhktNfvKTn5hkHP+vvvqq/uqv/srsI6PvjDQZIs2NgvAwwlA/pO0W0vnxuviRbjOGOBJPmSDH5AvSTZkh41hC4yAfBJl4OHzI5ScsKlhAoALy1ltvmSTcxb2QvsGQuufDbzDIXzxOVtYpSbOrCIw9o5YRAJ1WoiCh5WubtWwV5sQer3FNlrB/Nr8RCAZbVvkxVVRVBAcxohFlhjNm17ittU0jw6NKTrjHnXZF4xweGrHbAzHVVlFRrjUb1qh5xTI7rMclEJPTz8fDjKEJ6xjBvyAM+UXCfP8SkYDkpgoLrB1be89wiLEoUJfIBsLhcSlyUtlExsGK1PWRSXyOC5YLMv7ZuL+CvIx75P9YFAgE/Qg1jUKtWr/CDgReOnvZzBNySOf06dNjlwvg1zuPwLNAgLHMjWeMz5BBp6vK87na9sgXRBgpKtJZLE/89Kc/Nb4CaeRiEHZtkERDQiGd7mAdalBuG56F6euvv26k0vVJvif7OPyJz92WCFEnvV/+8pdGkLF3DCHHNjKEN18q7OIHYz5ImlHFwA/5g6yipkHcSHyxrAHBhczhILmochAWR3zUmRPggAfqHf/tv/03032mbG+88YaZkkMNhLSQbCMI5TptpKpcYgLBZiHx3nvvmb43Ulhwza9/l1b+t2ViHv/HggLMwRDs8vvCZMWakjTjmZUPFU5DpEIZsrmYAssBZeUlZi1jskj9s8WDAA2tuqZGdU11OvvVOZvssZ988dxFkzZzGA4HgcVxHTWrZDrtpwc+07u/+I1GR0fMzNZr39yvt374+1qytMn8Ps1/SIFRv0ANAjWKFatX6Pt//KbWbVxnf7s1PyTaJoeQzDRcKlWgpmWNAc+lwT+Cp5iXR/iZrBx0zLTpnDEhOYnzZD79s4WOABMQ7ayunrF1pek3t7d2mC4kEz7SLyRBTJLmd6ED4sv3XBGgjUGY5ktbI5+Mp0ib0dGFBEJesfqAhBfCieSUeQdSBK+BzyBdZ/5Cl/l73/ueqXHk6zI78sQ34dyHyuE3qlNIlZEmo2tMunAlSDAkjDSID8JOPsgDz1w8zDvcALh//36TfqOHzaHEH/3oR3YgEMJKXjmwCMHnN4f0kKhjtxmyR94oA2oUFZUVVm8sBJCmY64OP2+++abZfkfKjOoHnO7gwYNmKeKTTz6xv0mLvEH0mZuJd/Wq1baQwPyaU89wOxIOE77nu5vY3h9VpklJswtEo2PQpsIBi2uHOTxV14i1jKhtO893wHz+nw4B2gqT/fKVzfr84GHTCx7oH9SXh4/ri8+O6pvf+boKsd+dk2SEImHTMz56+Jg+P3hELS13TCVjYGDIwkY4rf0EJHRiKVD5KC4pstW3siNmqaBpaaN2vrhD0VjYBNmQafSXsZyBTnZJUXFwKCAZs9v7guFgBjIzIXOka7rgUYzSR00tBb1u7xYvAtQ/ZwOaVzXr5tXbpqLBpSdMlkxyzjbrfCEyi7cmfcmfBwKO+KBigXoDUuB33nlHly5x6VavEcL8fOEf1Q3I5x/+4R/q29/+tpFgnjv+AxmFdLJ1D/+BCLvFBMSXd1zsAamFkKM+gcSZD3GgVvGtb33LFr1cSY3KhNMVdgQe4s2NfhBdSC75ZVefOEnfEWzSRecaCfQf/MEfmNoW70mHdxBzLkVirEAPGgKP5Js8QuiRUsPZ0O+GfJM+5oPhdrzPLzeLcy44+eEPf2ikmUOAvMcRB3hAsoljISzkXdkon6v7/LYy8fekpBlPbBNgMYOVDysQIq6przZLAZz49zuFE6FcnH/TqbnJb/uubUaSe7p7zKza+XMX9OO/+ydx4c3GLRvthjzIIheMYJ7t5//0S108f9H8oneMdHnz9o2qqKCDPg2WGGmWKqsr1dBYL1Q9uLL4xrUbOvr5MW3cutHsIqOqgVm6X7/9G/327fctwfqGeu3e94L27t9rA5Y9nIGVNFHkRzMyPKLBvgGzlBDK6XxzuDBnfO9pCu/DzlME3KRVXllmgokb125peOieTbJO2syBnIUwSc3TKvLZngcIQCBRNfi3//bf2kUg6BOjqsDiE3KIox9BaLlt7+WXXzZdZoghJNQRKOY1nqFjjHk3OBBEHFJuAsMcuYb0coU0ag/oByMtJixhiJ8P8aJSAWGFHDc1NZnqhUsLVYu//Mu/tDgOHDhg5BvSDPmGmLLLRBguNuFK63yLOsRBesQPmS4rK7N8IDEmnxBtyoAk2pUdVQ1UP7D7jPoIeYbM4598s5AgDFJwJNsuDbClnH/xF39hZJu/KR8EGj+PQzgtE3Pwv+nk/QHS7AKz2uFkKVsNHKpC97OpuVHVdvjPmQOYg6X3WZo1BFxHQWq6ZdsmvfGt18z6xJWLV2XS5i9O6P/43/8vrVy3Qo1LGxWNRHXndotOHz+jq5ev2o18XIhSUVmuF/bs0IbNG2xlHIia7ficqVdQIAh3wKbvM2rzgRUKTFRgpQILA6hZ2NZZpTZu26DPDh1Rb0+fujq79fH7B1VeWa69r+y19nzqxGm987Nf68svjtuhwfrGei1tbhojuJB3BjzixITew8g8WOCHvPA7390/CBhIk7s6u3TowGcazS04Nm3bpLUbVhk++eH870WGQM52c31Tneoba+1Q4PDQkEmO2NrN12NcZMj44noEHolAMAYH5A2yB8GE+CFNddJm+A3SV4geBBNpM+QvnzATD3MIftBzhlgTDn8sWvnG4Y9wkFpu6+OwIVJc/OLP+cUfEmnidHnMT4/f3AJKWrt27bKDiy6/pIWEm7xA4p3uLfHkO+JAjYuDwxzcIx88QypM/lATIQx5Iw7ILmopqGI4+8T4Z0EBdqTnFgcuLf7mYCDhkLzzHFIPnsS7WNwDpJmCI9pHWR4pMxJn6qeypkJNzU1KFaZy5GWxQOTL+TAE6DgMBmXlpfrGd75ukuSf/fj/07XL103d4szpM7py+bKSBZxODdmtev39A6b7TEdD5WfvK3v0xrdeV01ttRHPsQ6ISodTW8hwUCV3gUkuQ3bQDyku/7I5O5wImjPBNd07Xtyhc1+dV0dbu+613tPli5f1o//+/+r9dz5ULB7VvdY23bl9x0g1W+PrN63Vthe2qaSkSH19/RYPOthIroO0p0ZiLA/Z+1djQ5YJzoFZLIwwwOCGhoZ19PBRnT9zQY1LGlRQkNCq1cs9aZ4a3kXxxqadbFbl5WVatnKJbl29pbZ7IzbhQ5qRcjHJ047cRLYogPGF9AhMAwHXNyCcEEbIJs495zdzDB+euc9kSdDXiMf5hVjmOxenI7cQUhz+8Zv/Pj+se45f95u0IPJIhd0zlxZzLC4/TveOb+cfksyHv8mDcy5t54+/8cd4kh+eMK6s+HX+XTyUM58ku3jd+8XwPY40O5A5RYlqBqsQ0+UpSGrJ8kbVNdYEN/9RF+MXOosBK1/GKRBwHbS+oVbf++O3bLX6q5+/q3NnztsqdqR7VD3dfeNC0/kqayr18mv77Ja9jVvW27Xb2RB2loPGFY6EFc3dOMQ30uZsXrsLhwJrGOgFj9qqP/cyd402Osy//wffNTWI9975wAjy9Ws3dfvWHVsIjuZuv2JVvXvfLr31h7+vVWtXjZMkRMPBQcFoNC7yM5m4mcVAJBJVBDNASCFYZWJ9I7egwDLChs3r7SbC7q4eM3MHHnzQpUYKjnk8iLt3ixcB149YZLEzw42rtA0WWegpIsTAbJRbfC1epHzJPQIPR8CRPden8O34jQs5FQF1710czFXOuWfub77ds4kE0j3P95vvP/+588u3y6cjr+6bd85fflj3273Dv4tjsjDuWb4/55+4HoULeDj/Li6Xh8XwPY40uwKjT4OeCyJ+RGVlFaVa0txk+qmuYpxf/+0RAAHXLurra/W9P3lLazeu1eeHPjf95bstd02vOJPO2qKrpKTYdONffOlF8VmypMF0j4nDWdkIR0JGYN/64XeNOLC63b5rq4pyK2PSbGiq19e+87o2bt9glbB2w2pTv3ALOq6mXrthjf783/0rrVq7Qp8eOKxrl68JvWtW7ug7o5Kx88XtevWNly29goKkDQjc9rd+03q99UdvGvFnq23ztk1KJIKtKMtrNmNS5A1bNuqtHwYHGYtLSrR2w1rFE7GgLFkZCd+yfZP++F//UDX1Nbp87rLdHphMJrRi9XItXb7McPEtySNg/SgkVVSV2c7eDbvsZNTaIGMyW81IiB41sXkkPQKLHQE3J7nvJ8FjOmEf5fdx3zt/E78fJ/+EceEe5X86fl1cLm737Z4vpu8HSDNEGXMlzgA21gw4AFhVV2U6LqwwFjNgi6lxTLesrl2UFBdpx4vbhfT4W7//TaHDy2G8TDptkmMkrxzUwz5zPBlXOE8/K1BpyJrVi+07tmrTho3KsjUVCimaiJpaBelAeleuataSpn+lzGiwdRWJR4IrsnOsGX/oWy9dvkQ19d/X/q/tNzUNdJy5+puttKqqClXXVqmgMGXkljC08Vg8pl17XjCdOOWnnwhuPgSbTCarVEGBXn3tZe3bu8cWmFgHiSajwY4M+cjpWJeUluj1b7ymbTu3qb2tXcMjw0bAS8vKVFFRpkRuW2+6mHv/Cw8B9PzZdUC3uaKq3BZ5qMwhbcZuPvqPbht44ZXel8gj4BHwCMxdBMZIsxO3o5KBPnNPT7fpdKZKUmZiDp3MgAPk7Y/P3XL5nD0nBBzpjGJsPVWglauXW04CXhzo+Oa0kMduyiPMZA4LF+EUZnUkzgHynx0IzHmGoMYLYjmd4+DK6qm2yJDqNiypM+l0KJTT9crel2yTh3H5CMnMwUG6SZ8skvY4P2z5iVsRA5I85i8y3h9hAiIeVU1tlbhJ03h9LhtB2pMh4J8tVgRoE+VV5aqpr9LtG7fVPzJqZqgQaHDgx5PmxdoyfLk9Ah6B54nAmFa7IwOoZjAwo0fHxI6kA7vMbGU7XdPnmWGf9txHwEigI5iBsFVZCGqOJFICZ2XCtbtJS0XYSEjhaEiaQETxP5ZOzk9gYePBmMwfrNfSR9+LvECYAzf2Pi+otfW89MnHZHm1Z4/pz/m1ZCzxIM7J4s3Liv+5yBCwtpeVCosKTa85VVxo6hi9vX02NiPYcAeDFhk0vrgeAY+AR+C5IjBGmskFBrC5Px0zcxwAZIsaE3OY6eJA1BjLeK5Z9onPFwQgg/bPTLFhnsd9glPFjyKLFj4nATa/kwikH/AzBTj4QwoNWUcdZGJeJgv2QNyTpE+4B/xNFlnOn+mi5iTm5IOw3nkExiGASk+WyxNQjatRZZW76WvExmfGaKwaud3BcWH9Hx4Bj4BHwCPwzBAYI80MwBwyQWcOo9ro1Zmko77azILZdrKf359ZRSzUiI0U0m7mStuZA3nJLSXmDiYLtfHN93KFZKYcUedBx5l2wxjNeRN0nL3zCHgEPAIegdlFYIw0kyxGrrlJhttvIDsl5cWqqK5UPB7Yl53drPnUPAIeAY/A4kSA8RdBRjKVVEVNhbDqgvrRQP+AkWZuN/OS5sXZNnypPQIegeeHwBhpRh2Du8qRZPA7Eg3b1cfFpUU2WPsB+vlVkk/ZI+ARWIQIZIPDqFytXVRaZNZdhkeGda/tnrClz5W8flxehO3CF9kj4BF4bgiMkWZ05JAyI21mII4l4iqrLFVhcXC7jNe9fG515BP2CHgEFiECjMNhhVRSVmq28rlch2cd7R02VkOavfMIeAQ8Ah6B2UNgjDRDltGVw04zA3OqsEBlFWV2ZeKc0UedPVx8Sh4Bj4BH4LkjgJGVoqKUCTBiiZjpwTNWY+UINTrvPAIeAY+AR2D2EBgjzejIYcpoZDQ4YFJUXKjyijJhK9dbzZi9CvEpeQQ8Ah4BhwACjGg8KlQ0ClMFdtZkcGjQVOk4sM177zwCHgGPgEdgdhAYI819fX2COKdH06Y7x1XHhUUpcRWxdx4Bj4BHwCMwuwi4w4Bc6V5aXqpUUXB9NmM0YzVjNudPPHGe3XrxqXkEPAKLF4ExRozUAjvNXA2MdJkBGjNHOD8oL94G4kvuEfAIPF8EsJpRkEqaylwkEjai7Eizv+Tk+daNT90j4BFYXAiMkebe3l4zmI8uRiQSkOZ4IhFcH+wvYFhcrcKX1iPgEZg7CGSzdrakIFVgYzNCDIQcSJo9aZ471eRz4hHwCCx8BB4gzQzIiUTcVDO4kcrfwLDwG4EvoUfAIzB3EUBtmV2/gqKANKO2wYFtiDPqGd55BDwCHgGPwOwgMEaakVq409gY1C8oLFDI6zPPTi34VDwCHgGPwEMQiJsgoyg4mC0ZaWZ3ENLszYE+BDj/yiPgEfAIzCACY6QZyQVbfVzViqQ5aTdQjb2ewSR9VB4Bj4BHwCMwHQTsnElhQXCddihsAg5Is7/gZDooer8eAY+AR+DpEBhjxSMjI8GBv5AUS8aVKEgoHA49Xew+tEfAI+AR8Ag8MQIIMVCZ45szJrF4zCTLjNcc3PbqGU8MrQ/oEfAIeASmjcCDpFlc3RqzgyfcRuWdR8Aj4BHwCDwnBHJDMGexI9GwwuGIHTOBSEOcnbCDv73zCHgEPAIegWeLwBhpdqew0Y+LRsLCtJFCDMR+MH62VeBj9wh4BDwCD0cgHA4rEUeYERGDNiSZMyhDQ0PeJOjDofNvPQIeAY/AjCEwRprRjYM4Y26ObcBIJLCc4QUYM4a1j8gj4BHwCDwxApFo1MblbM4EKKoZfLyU+Ykh9QE9Ah4Bj8C0EIAZm4MwM/hiSJ9DJ3wvBGdlmsLO9MMmm6lOpPswD7vsJmR2vSdrN1Ph5nHWlNYPpsIMfKeP2+Ktm6mwmqydzsVntINwJGz6zNFY1PpYJps1KTMHuCHOCDu88wh4BDwCHoFni8AYac5P5j7HnD+qGUYwsk6ZJDtGKh42YfIueH+/nGO/xn7kIxOQlWmHCXOMh0XI+Ejtr/GPxhJj0TJpmCn8EzAIMxZF7kdwkGjiU/f35Ic9nyQMZNrF+uA328sTy4+vqcIstLqZOZwfVTfTw5lmGQ5NL8xM1Q3KuVn6xBTtZso+YA3nwTbGE7fYd0v+qdrX5KHn7lMwDyTNkbFxgd1Bbz1j7taZz5lHwCOw8BCYlDTPx2IGpCwk5v9gUqcUAfHMZDPKpJGkZ8aKZpNQBIn6mIbK2Dt+4D+Qvk8vTDqTHmOCcAHyhRSI9CZzSIlMn9y4Q8AeHhomK5EG+cNBOiilCzPZ2U0WFLaNm3HshO8nCBMiTCTQd5+kMOCbBueMy1tQF5FwxCRlkwSxsj+3ugmFg12Vx6wbapD2MmV9TqibgA0+Ac7UjZ0rmFx6OGl9QqrCYYWnkDhOrBurC8JEItZ2nmfd3O8DQfvkf9eeH9pvaGs5xm09Pcx5DA7KTehr2cCX69P5ZQVLPsGYMSFcvsfn/TvL4iboT0FW5nBenzdWPn2PgEfAI/CMEJhXpJnJDTdxImWOdPNkNpPVaHpUw0PD6u8btEsA4omYSkqLzSoIpJLwg4PD6uzo0kDfwARpZzCBFhYXqrS8RLFYAFEQZkid7V0a6B8cHyYbSLiKSgpVWlaiaOw+2enr61dnW7eGBofGVSFlgbCUlheruLRoHHHp6+lTR3u3lSE/EGGiUcKUWpixMmez6uzsVld7t0meJoah/GUVpUpxYY2BJSO2Xe096urofsBsFekkknELw9W9Ab4hjY6m1dXRqd7u3oDo5yekrLgUp6y8VMmCxNibJe8DsQAAIABJREFUkZFR3etoV29336S6lwWppMorSsXlDY9fN0UqKy8WW9U4VzcduboZJ7nM1U1xaaFKqJvohLpp79LQ4PBYfvlxv25KcnUTEBRaX//D6iYWtfovLimyxVsQV0bdHQHO4JfvSIdyl1WUPFg3bd3q6uiZom4SKq8oEXXjMEPi2NbRk6uboJ/kpwXOZeUlZkoSfMDM6uZuu3p7+kS/mejG6iYZt1cBzlP0m1yc1gcm1s3AoLVn+k2+o/xI4Gn/D9RNT58627s1NPRg3VgfKCtRYUnh2AIOWtzf029h6PtBaYifMxpxJVMJFRYWBP0513HcYtMWmixaMwGBdpjm5/W5/h5XNfwx7kHQp59rBn3iHgGPgEdgcSAwL0gzkyuOSZsPf+dLmAYGBnXnVqvutrSqpysgDr29ferr6dfQ4KCWr1yuva/sUV19mZEMLIN09dzRFweO6fy5i0qPjNq8SRokFYlFtGnLRu15ebeKKlKkbJK/js5uff7xUV26cEnp0fRYGPQL4/GYtmzfrBdf2q2iZOFYflvu3NPBDw7p5o1bRjShX5QBiSwkdvdLL2rHru2KxxJOMKkbLS06+OFBtdxqUSaDJDkXZjStopIi7Xllj7bu3GpmAS3PmYzOXrqggx99oq7OrrF88Q4pe21djfa9uk+r1602SaSlnx3V9Qtn9cnHnxrRyg9EmLqGer20f59WralQKIKpq7B6+3t17vh5HTvypQYHBvODGG7LVy3Tvv37VLqkPJDgZ7PqGerVmWNndfzoCSOnTj4GzuwKrFy9Uvv271V9Q5nhgoS1q7tFRw4c1YVzlx6oG4jypm0btQecy1MmZydMe0eXPv/oC12+eHnSutm6Y4t27XtRhWWFuXyHdKvljg58eFC3brbYImIMZ+qmKGX1v/2FbYrHAtIIntdv3dKBjw7q7q27ot7HwoymVVxabO1sy44tioWDRQDSzTMXL+jQx5+ou6t7HGZWN/W1emn/Xq1a6+omrNHMiK6dO6NPD3ym3p5ea0vuP9Ksb6zXy6/t04pVQd0gYe7u79WZL8/p+JETtlB0OLtwy1c1W92ULKmwPFCfw73d+uqLMzpx7KSRUxeG3kYbWbV2pfa9ulfFDeXBwikcVmfXLR3+3Re6SN1M6AOYqty8fZN2UzeJQqN2pNPW0anPPjqsy5euKjMhTDwe17adW7Vr7y4lSgvHFr8379zRgQ8O6PYt6iYP53RGhUWF2vPKi9q8bYuS8aQroq7duqWDHxzU3Za8ukH6Ho6osqZCO/du1+q1KxWO5tRCQsECycgzu0HR4G/b+YBA07rcynQslbn1w8bC3Pg4t3Lmc+MR8Ah4BBYeAnOaNDMhMGnZFjIm8HCmapA7tJgNKRqNKj0knT95UccOHzfpbNjCRJVIJJQqTKmssEKliQqVxu9P/sMFaTVUN2m4d9Qmf8dmSJP06iobVF5QpZJYiSWLRGwoNazG6kal+zm1njECblnKZE3qaWGSFSqKFQdhFFJlqlcNNY2KZmNGgAOWFah/FBQUqKas3vKWT8yqiqrVUNukeCgZSACNmQVhCgsLVVNap7JYRSA5N0gyqi6p1ZL6pSor7BnLF5lA9aOqskpVRTUqi5fn7LyGlAmlLZ4lDcvUV9pn+XX/Eaa6plrkozRGmLDpisYScdWW12tpQ2cgOXcsywJm1VCzRJWpGpXGK8bITyRJmAYtbegJJOcujLHmkNVBRapaJeSNRRFkLjWqhqomjfSmH6gb6ruuokFlycpJ6qZJ6YFAFWesPjNZky5SNxXJShXFiozMQZQqi6rVWNOkmOIyzZ08nFOpAtWU1hpmsTHSTJgaNdYsUTKUCiTneWGKCgtVXVJn5YdA4jIRcA7qpreo94G6qa6qUlVhrdWnw3k0NKqasjo1NSxVf1+/q5YA5UxGNbU1qiystvaMPrKpjCTiqitvUGcD0tmhcekQsLG6SZWpoD5t5wAyWRBVbQVhejQyPHI/jKubqkZRN6WxYEFDXxxOjaixqkmjvajipMfCQGxZ0FA35clKFbs+EA5pIDVk6WcGgzZ8v24yisXjlgfCFMUCok06VYU9VjdxJYJdnTycU6mUakrrVZ4oVyIGaeZlVlWF1WqsXaJkJKgb+vLQ8LC6uro0OpBWLJNQcazMSHM6m9bQ6LAuX7ykm9dvqqS8VDX11SaNTybjCkUjVr+B6tB4ye64CvF/eAQ8Ah4Bj8CiQSCUZWaR9J//83/W8ePHbeLbvnuL9r2xVxWVpTZhPS9pi5EIk8qmTSWi9W6b+nsHVFtbo5qaWiUiMcUiSY0OjeqrU2d08eJFkwoWlxSruLhYpSWlgmQWFRWpuCi3nQ8xk0yNgRu1sHWag2BcpRvhThUEJp5y0/LI6KjdwjUyWZiQlEwmBRFGh9ekdZLFP9DfL8JOdJQP/8lkIifRImdBmP7+/gdULXh3P0wyR0yDMENDg+rvn/yGMBYBkMB4nHSIxURsGhgctPKYTrWlfP8/yCl5QxLowuAPzDixPxlmEEUITaA2EeD8qDDETzr5YVA1eFjdgDPXvEcj0TGcLUz/gIZHHqxP2m9QN0lbNOTXzaNxHl83Q8NDGugfeOy6IS3wog1MinMkamoW+TjT6R5WN7Fc3UA4n6pu0hkNDE5dn1Y3qQJbmNJmxvrNFDjTesb6QOR+HxgdGVX/QP/YRRz3W1kQK3VJG6BtP27dECaZoD7vn0lgsUB9Gpm3xWSgy09bAvvyinKVleYWAOGQOro69OEHH+jQgUMaGR1WaWWZGprq1Li0QbWNtaY2hJqSXSiSn+lZ/u0WJHdu39X7//Khvjp+1lSl1q1bpzfffFMbNmwwAcHzGqdnGQ6f3AwjwFh+8uRJ/fSnP9XZs2dNaLRnzx597WtfU1VVlaXm29YMg+6je+4I0O7hObdv39bbb7+to0eP2rze3Nysf//v/72ampomzeOclDTTQdlyZ7K923JPl85d0fXL13X7RouR4v3792tp9XIVRlPsIyuRkLZs2qL169ZbhwcIJlPicZ3dfTsU8AOZnoz8Ob9j37lAkJXoNMNAPCCTj5OOyxthjETCICZx5Mvlzb1OJJK6LxF1T4PvwD+/A4JtT0MhFSSTNtmO950fJs9/jrBDiiE4k7nJ8kU9PCwM8eQTH/5+krqxMMXTq88nqZtEPGFtcLL6JO8TMQBBiGQifl/FIx+7if7tndVNwbOvm8gT1s00caYtF0eLH6sPuBZnfSA6xfDEuQT+BSuGMThZ6BJuYt2YvxwbD8IEh2dTiZTWrl6n0eG0rl27prt37+r456d04ovTKi0r1vqt67Tlhc0qrywN6jV3pbWr57GE/Q+PgEfAI+ARWBQITDErPd+yI5XtvNupi2cu6fSXZ3Xn5l0zi1VaWqZlzUtVU1WraDimkJnKgnUpz4apm3aDMjCBTpxc80v3sHf5/vJ/z0YYk+uNL0p+Fh74/ahyjiPMudDGIyYQjwcinuTBbJSfZBdMOo9og5NA/MT6tAsGsyes/4nthn7hSHQgKzcfZkkHkr1mzRotXbpU3d3dutNyRzdu3tDVq1d17949ZYdCKoikTD89nQ12iljMgzHSX6TXT4L3ZPXtn3kEPAIeAY/A3EdgTpFmI37hkHq6enXk4FGdOHJK2bS0YvlKbdiwXsuXL1dlZaWpXDidUQdxvrTSTZK8e9ik9rB3Lt6J33M1zFzN16PqYCK+7u+FVJ6FVJb5Vp9g78aD8fUQrEjzd0Jqamq0fsN69fT0qLOzU4lkQlWVlQrFpKH0oH1GRoaEobtELKZwNGrE2cXv2q7/9gh4BDwCHoGFicCcIs1MarFIQqUFZaoqrdXqlSNasWKF1q9fr+rq6px+bTDZjZ8Ax1fOw96N9+n/8gh4BBY6Ag8bD3hni/WcyhPqHSzMKyoqDBa7LCUrJWIF6h7u1NnT53T7zm3Te0b/OVHgdN4XOoq+fB4Bj4BHwCMwZ0gzW6fxSFKpSJHKSmPat6dIIztG7EAfOqG4h01+vio9Ah4Bj8CTIJA/ruRLjXnOP0zPYaWkr6tf505e1MlTp1RSVqyNW9dp/db1qqwqG7uJ8EnS92E8Ah4Bj4BHYH4gMOukOZDqyA7scSHHha8ums7gxvWbVFxRrmg4ahNVeVm5SYDy1S7mB6Q+lx4Bj8B8RcARaPdNOdzvqqpqvfLyKypMFer06dP6+DcHde70ee3ct0PrN61VQWFgItLZkJ+vGPh8ewQ8Ah4Bj8DkCMwqaXbboNg8vtvSpmOffamTR0+roa5By+pWqq4iYoSZrJqU5wkOqU1eTP/UI+AR8Ag8OQKMXahuoC6G+saqVat05MgRnTl3Vh/9+oA62jvsYpfKKi72mcYJ3ifPkg/pEfAIeAQ8ArOMwKyS5kg0okw6q+tXbtlBvzMnz6o4VWxmn6oqKsckOrOMwYJOzknJFnQhfeGmRCBf3WBKT/7FYyPAAWRIc2lpqTg4WFFRqWPHjqrl6h2tXLNCFahq5Jt2fOyYvUePwMJFgHmIsch9Fm5JfcmeFQJzRZA6a6SZAg8NDOvKpWs6fOALXb1wTbU1tXr55Ze1ZcsWm4Q8wZuZ5uYGJk+YZgbP+R4L/cqrOc1MLbq+hV3wJUuWKJUq1LKlSxWJhdVQV69oJKTR7IhdXy+u/7YbG73keWbQ97HMNwRcf3HfjEN8/Fw/32ry+eeXNoSZT75xz2temxXSTOGGhoZ15tQ5ffLhZ2q7067Vq1br5ZdeNjup3Nrn3cwg4BoVtwDy8YPTzOA6X2NxAw235PHbT1hPX5P0KbDku7KyQqWlJSZdDkVCGsoMqD/do0xo1N6n0xlvz/npIfcxzEMEnB1zFph8GHsYh9xYNA+L5LP8HBGAz2Bb37WjkZGRsdtfeTZbblZIs50+D4cVVVTFBcVasXOluKaT6wrdbXme3D1dlTOJ82FwonExMHGtMNdLe7d4EYiEw4onEnYrIe2DgYbJbDYHmYWIviPOlC3fZnwylLL+19HXru7eLiUK4kokHrylcCFi4svkEQABxhkc/YJxhqvtb926pba2NnV0dNjfjEHeeQSmg0AsHldhKmXmQLnevby83Eg0HMct0KYT35P6fWak2ZE4zvKFFFZRolhb1m3RspoVZkaOQkPu8OcJ85NWXxAODBmcwJObzbgSmFvN7t5t1eDg4Ngg9nSp+NDzDQGmrngspoqKclMlWLZsmeh3LKz8pPX0tenGLUcSiDESimigP6OvvjirM+e+0pKVTVq/eY1ShSk/1j095D6GOY6Am8/dXHTx4kVduHDBSDMXBg0ODCidHvVz0hyvx7mYvZBxnKhdbse5EtTj1q5daze6ckgbQaEbk59l/p8JaXYdByLHojMRTqowUqxYRUJV5bXjyjMbhRyX4AL7w2HNauvKlSv6/PPDOnHypNrb28V1imFvgWSB1fj0ipNBDywrFRYWaeWK5XrhhZ1at269ioqK/MQ1PSin9O3GMCPPqC9npaH+YV29eF23b7ZYH9ywZZ3iyYSNh75LTgmlfzGPEaD9M+dDXi5fvqyjR4/q7Nmzamu7ZztcqCqZulI2kDIH8uh5XGCf9VlDgGEVLsOnu6tLLS0tYkFG+9q8ebOdi0MgNBtuxkmzI3F8Z0YzKkgUqThWoqjiwanyULB94yaa2SjkQk3DYc2W+1dffaUPP/zIGlJJKq4XN65QfW2lUsk4on7vFiUCIY0Mp3Wvs0sXrt7W6VOndOv2bd1ra9OLu15UWVmZoeL74sw0DnCkTxYUFNhAjmQNs3THPjuhVHGRVqxpViwamZnEfCwegTmGAIQZlUBsmB86dEiXLl2ync5MJq3hkeBMRTQaCfSbuTgop8Yxx4rhszPXEGBcFYcAsxodTWtoeFSRKIuzUeM7ra2tunPnjvbt22dSZ9rhs3QzSpodiYOl3bx+W5fPXlFDTaM2b9iikuJAr4+JxU/SM1OlDsfr16/rdwcO6MrlS1qzrFZ7d2zQimUNKiosMJWNmUnNxzIfEUDSPDQ0ojt323TkxHkdPnFOhw59YpLmnTt2mq7zfCzXXM4zg3ZjY6NZBkI96sTJEzpx+KRKSotV31SL1GAuZ9/nzSMwLQTcvD88PKyTJ0/qo48+MvXAkZFhjY5mFImE1VhTqaX1VaqprlBxcaHi8ZiX5UwL5cXtGcLMgqyjq0e37tzT9dv31NXbr3AoK4QTX3xxRLS//fv3G3FGPehZuRklzS6TrXfu6egnR3Xxqysa3ZrR2pXrpOL7N2s5f/77yRFgoKJhtLe36eixo7p69bJWL6vT117ZqZXLGpSKR6WsFzE/OcILJ2QqHlNxUYFKSksUjoT16bEz+vLLL1VfV2+HcZ/1ynzhIDm9kjQ0NGj37t3q7OjUlfNXlSxIaNfLO1VdV2nXck8vNu/bIzA3EWD8QCUD3WUkzJynsQPH2awqK0q0eU2zNq9boca6KhPkcKCLccirKc3N+pyLuYLvpEfTGh4aVkdXr65cb9GxUxd07soNDQwNa2BgQKdOnVIqlbJPdXX1MzvsPmOkmULREbo6u3X8yAmdO3VBFeWVZloO/UknFZ2LFTIf8wSeHOa6fv2Gzp09p5KChHZuXacVS+pVEIvKFFnlD1nOx7qdyTzTL9GxpaPXVpZox5Y1unWnVbdv3jQd+Lq6OlMn8P1zJlEPVNAgE9wguHvvbvX+pletd9psfKysrlB4xkbemc23j80jMB0EGF8YOzhDc/z4cRtTIMw8b6yt1MsvbNa2jatUXVGqeNTd+Osvmp8Oxt5vDoFIVKFkQuUlRWqordDSxmodOnJah0+cV3dvv/r7+4w419bWqqSkxOa1Z4HdjAzddBC2YAYHhnTm+DmdPvaVUgWF2rtnr9atW/fMMv8sAJkPcYI3EzKrq1u3bqu3t0frl9drZVOtkCqGsl6qPx/qcTby6MgwbSYaCqmppkKrm5t0u/WkHabo6+uz/sl753c28rXQ0wBLME0mk9q4YaNi0ZiGRgdVW1+jSPjZbR0udFx9+eYWAsxDkGRnJQN1JIQ5tZXlennXFu3evk6VJUXBgXRTS0I1yd+ZObdqcb7kJmMCIPbPC+JxrVjaIKxmoLrx+fGz6hsYtMUbOvVLly4V1qJonzPtZoQ0M0HQUW5cu63TX55RNh3Srhd3aevWraY7OdOZ9vHJGgODFfo8ymRUVV6q4sIChb1Ghm8ekyBghDibVSoRV0NNpX13dXbZQR1PlicBbAYeOeJcXFxsp7uRr42Ehu3yk9HMsKXgsZ8BoH0UzwUBJ7xhDoI0I20eTadVmExq8/rl2r5xlSpyhBlBjtfHeC7VtIASDcgNbcmEQAqpsbZKO7eu1d22Tp29dEPDIyNm3hCzu+yiIrSY6TH2qWm4k1B1d/Xq7Mkzar3daioZ27dvHzudv4BqbU4UBcxxLFSGR5h8s4rHoop4JbE5UT9zORNcdlJYkFQ8FtFo3o1KcznP8z1vDNpIRJLxpJKRAsXDSdNpDvkV7nyv2kWdf9o1c5CzXsBBLGTIjXWV2rR2uarKiwMJMyh5Yc6ibiszWnju/jCuk1UsEtbyxlptXN2skqKUPe/p6THizC4qzvGlmcrDU0uaHYtn+7G2tl7RbUlt2bxVNTU1z0Q0PlMFXzDxoIphLWPBlMgX5BkhwFqLsQauZv3WLh56Ron5aMchwMDNv2g4quJksUIjWQ2O9CsjfzPaOKD8H/MGAcYQiPK9e/dsxxMCjfBmSX21qYHFIxE9tVRu3qDhMzrbCND+spmMilJJLWusMb35rp6+cW2SWwNn2pLGU5NmgGJCKCoq1q4XXlR2SCoqLBp3texsg7nY0kPujKGMQP682Ep/v7wM2rRF9JjcYu7+27nxC/0ryyOmF+eApHGxt5lZbxVZqaO1S1+dP6VMNK2m5galCgtmPRs+QY/A0yLAGIuKIJI9p8ucSiVUXVmmwhS7KV68/LQY+/CPRiAcDqm8vESV5cW6fCOskdFR9fb2WruEE8wp0mzSE0iKwkrEkioqKVEkNCM8/NFIeR85BALaw/C0WMco2iH2iEM5w/lKZ5RNp+dWC8nlUeGIorGYlEk/9zx6wjx7TcQt4mird+/c1eeHjigbSSueiGnpiiVi4PfOIzBfEHBzPzfRYj/XBBaSkjnzltGI5wHzpS7nfT5DIRUk40oVJMfGUUwg0jafhXvi3ZNgqzdsEuVEokCJSKCnR2fyziMwmwhwJ320IKne4RFdv9Wiju5uzTHKzMlNhZMJDWYzutFyR/faOzWa8Vvzs9lOnndajI3sgpSWltpu3J2bd3Xp/GX19vb5baLnXTk+/SdCgDYNYbYLe7ISZyawDhMK+yb9RID6QE+EALu24VB4Vu6NeuLlIJKRkZFRDfaPqjiZUDyVUAgNJi8weaJK94GeEIFQyAzrn//qqt754KBGhob1zTde0rrVK2zVOReaI3lgYrlx/ZZ+89Enamlp1ct7d2rnto02ycyFPD4h+j7YNBGAZGB4f+PGjbqJrewL17R0+RIVrU6ZnftpRue9ewTmFAImMvMD2pyqk0WRGbuOwAlsn20DfCJJs5Mmt7W26dAHn+qTjz5V6917M35KcVFU9gItJG3EtZNHFvExr1Zni9ttcxOnxR8Oq72nT+9+cFD/z49+psNfnlLvwOADlyFauLy+5OIZ62aPodviwjy0PFPkcWBkRAc++UL/zz/8TAc+/UKd3b2zsip+aF79y1lFgPZDm00kElq1apVdfNLd3q3L56+opyc46T2rGfKJeQQ8Ah4Bj8C0EHgi0hwYNB/VzWu3dPr4Gd28flNDw0PTSth7XngIQAicLlE6kzE9Y/t7ZMT0iyYj0RZmZFQjwyN2TWY242jseHzwx6ET/GXSgVoDmkDpTFo9vb26fvOWWu7cVX//gNJDQ8EnnTaS4sKOjoyK+DmMR1z87fKbH+/4lANyjr/h4Vw5HpLHdK4slsdcUcjjQP+Abtxs0dUbt9TV06+R4WGN8hkdffzFxcSM+b/nHQJu4VVVVaUNGzaoKFWsaxeuq+Vmi9m4nXcF8hn2CIxDgEFv8jF8nDf/h0dgniIwbfUMCAikub+3X7evtyg9mlFdbZ1KS0rHSQHnKR4+20+IgJFRDuMlE4rE43YroYlSka7xGRlWdmjYTMTQfpzjdygRlyIRGLBCkMhJdH1D0ajpLXPa0fyMpk1vLpRIKVZUpmgiacZAY/GY4iWlipZVKpodlYaGTZ84mgrekwfSiaZSUpTmjx02FPAyygwOGXHn1He+4NnyGI8rwjWw5G108kN8oUhEkWQCxT6F8DMyateZhxNJxUvDihemTHspGg0rVlisaFmFYlwONzQU6AQ6UPz3gkYAVZ1YLGY3VjU2Nurs+TO6e7tVS5Y3KZryljQWdOX7wnkEPALzGoFpk2a3xdjZ0aV7d9pUWFAoBv4UJMS7RYkAlisUjRip7Ojs1sWrN3Xr1h0NDgwoUZBQbU21mpc1qqaiXCEOjoymg5sLsfM5OqrOzm71Dw/bLXWlqQLFotEHVOP7BwbUdW9AI+m0SgqSKkkVmJ7wvZa7Onfhiu62tpmpma7uXp2/eEWJZEK15SWqKSnS8PCQ2u/1mYS5rLTYtscJd/nqTXV2dasgVaDG+hr7pBIJZTl1664iD4VMAtjV06vegSElYlGRx2ScrpOn72Hcd0hd7Z0aHBlVYTKu0sKUIgqpvb1Dl2/e0c3bdzQ8MqqevgFdvXpDp0+dVV1FiWpLi82+6aJsPIu00AgfOBD4wq4XVNdUq8rGCkVtEbdIAfHF9gh4BDwC8wCBJyLNbFW3t7art7tPjfVNdrDFD/jzoLafQRaZ/JGwdvT16/AXJ/Thx5/q2MmzutXSakbGkajVVFdo/ZrlenXvLu3bvcPseJpUORbRzdZ2/cu7H+rE6bPasGaVvvuNV7SssX7cIT7S+Oqri/rFrz/UvY5O7d+3S99+4yWhAvLb9z/W//jlb3T81DnTCz115oL+z//7b9XYUK03v7FfP/jOG7p87ZZ++i+/tdLv27NDA4ND+vV7v9Px0+fV3dOrgmRSSxprtXPbJn3jjZe1fvVyJcIhUy8JRyLq7OrRu+8f0MefHFFTfZ1+/5uvmp8Y0nHTrUZYHdKVG7f1y3c/0tmLl7Vr2ya99e3XVV5arE8+Paq//+d/0RfHv1J7R5cGBgf03//uH/Uvv/qtvv7qbv3p97+thpqqZ1A7Psq5iIATPHBL4Nq167R8VbOGQgMa0eBczK7Pk0fAI+AR8AjkEJgWaTaCFA6pr7dfLTfvKD2Stvu9y8rKvGrGImxSAWEOq7WzW2//+iP9409/peOnzyoaiWj50kZVVZTpbmu7Ll+5odNnLuizIyf1w2s39QdvfdPujI+GQ+rs69PRE6f1mw8Oqa+vXy+9uE1LGusUVnBoyhGMW3fu6uNPv9C1m7dVXVWh1155UdFwWL09fWprbbewSLy5oaqzvUOxsNTT06t0Nqtbd+/po0+OGPk9fe6iOrp6dLulVbXV5Vq5tEE3W1rtcN6xk2dM5/hf/8n3tG3DGsXDgWpJ/9Cwvjp7Ue++f9DI8q6dm7V61XLdlzVnFQqF1dbRpc+OHteBT4+ZYf+vvbpHpSXFGugb0L17HUF+MmmNDKfV3dktpbPq7uo2lZBAau11Af9/9t77OY4ky/P8ps5EQmuQAAlqrcmiLNHVuqd7W4za2Tm7sbVbs5M/3X9yZvfT3dnZ2d3s7dxsz+yI7p7unu6uYikWi1prkAQ1NAgNJDLPPi/SwQQKIJEkklARZolIZER4uD93f/71r7/3fDl1I9p2LBZVVBEFUhmlxkaVzoz7unQ5NQK/rL4EfAksKgnkBZpdyQYHhtTT1WPL3HV1dUokfDs8J5vlcrZw3IDWoRF9/NlJ/d9/+0+6cvWmNq5t1o9+8A3t37ND1VXlFo/40uUb+uVvjwtQ+jf/5V9UUlysn37/G6pbPX2wAAAgAElEQVSqqzbHvJHRMQ0Oj1gIQ7YanmRQnBUoAH14ZFSDQ8NmhoHdcyIR13vvvqNEaYn+4Rf/qo8//VIb1q3RT3/0LW3csFYbV61UMhE3Z7/BoRHdbX1ooHtN00q7572jB1RVWaHHj5/qX357XL/56Av96l8/UVE8pvKSYq1dvVIRwsUpo5GxMQ0MDhlLjZPfVHhLvnEwHBmhLEMTeSRu6d59O/TfxmP6xW/+oF/85mPVVFXqJz/8tnZu36x1TStUWV7mO88sl44zXTmJb6uwQoGIcAagrfuHLwFfAr4EfAksPAnkBZod61dcUqzde3ZLYyGtWbPGbPGMdcz1nlp4ZfVzNKcSyFhc7rv3H+r3H5/Qpas3taKuVn/+pz/UD7//DdVWlQvzBTbw2LZ1o+oaavV//F9/q3MXr+l3H3+ubZvW6kBNpZcjQMKrgIKF68rexpbh6YzZPq9b16xgIqHzl64qejKq2uoKvXNgt/bs2qaiYFDRSMgALu1zaGhEKxpq9UfffV9//ic/1OrGBsvjpg1r1NBQKzZJwYzj0xNntXvHFjXUVgnHQjuyQfwBxw7ScJ5k1ZzdytyKkr2Jjd4aG+uVKC3WrZZ7xqiXl5Zq566t+sZ7h1QahWn0j+UqAdolm0EkwkUa1agGx0aXqyj8cvsSmCQB+gaffI6AsmFJ0cV5Pg++4eMfvgReJoG8QDMJ0RCLi4u1e+8exQIJRSNRi6bxspf415aeBIgokRpP6eatuzp3+bqBxyPv7NL7R/arvrLcM11IjRtTW1lSrHcP7tXtmy3mtHftVosuXbulrTs2e4A2axf8UilN6E6LYu7dmskozBJ3MGBnfkTlRRVQPBBQKAtiXbo4GO7dsVnf+uCImlfUK4qCHB8XcTW2bFirDz84oktXb+nW3Vadv3RNxw7sUmlZiUUC4fW5YNilOflsdxnj7P3useaWR/KThdi8NhqQ5TGCop6A4ZNT8/9b+hKgHxGu8/79e7r76K5KqpNa0VSvSCRv1bz0heWX8I0kkAsiFwtAJPJS/geETvY5yJZZJvA6b5pl0v5tS0gC+WvmDBG8QiqKFCkW8s0yllBbmHVRUL6wss8HBnW39ZGetnWoqrJc27duVENNFRaaXsi5rLoKjI+rpqxUWzauU31djVofPNLtlnvmhGcKbbZaLVf9OZ2ojEXkcJccMYGqdIoTvcsgUVFRqq0b16p5RZ2ihIWjHIGAReGIhcNa29xkH5wJ77c+UntnjxpXrZxMJ7sXzCCt6S6T1YDh6WxB7Xs2WR7wtfUM0lzaP1s/CrCz6pju3GnRya9Oas2WVaqoKlOkrGRpF94v3VuXQC6L6gA0ZyZuC+0wUB+NCEfs6cz1ZsxvJi0Rj398XMFQWIpE5IVqmvGJiQuMU4QJnS7k6cRN/pdlL4G8QTMdLBwgJFjQFqodMFn2klxmAoABYOc9olkMD4+osb5O9bU1isaihl89gsBrHShmoqtUV1WqtqpCN2+1qK2jSwODw0obz+qhxty/sxKnA5uGir0n7L387mUgm4wXdxmziIYVDSoqLp743b5kl+WqykrMOZAt4gHM7V3dFuIue7N3yt7rXj3p2sv+AbhPwHhunPzfyx71ry1NCTgQww6BrN6xMU5XW7cG+gZVUlqcbcJ5t7SlKSy/VG8kgf7+fj18+NAcpfFDqqx8EeKQuOHo6IVwkA+LxvS8XyfPXtKVG3c0OjbmOBFb7uMecmsaNKvrOeFTUlVeqnf2bteWjWvVcveuPv3qvI1RlM2A+KRxIVvibHjRDc2NOrx/p+pqqhSa7r6FICA/D/MugbxAM02VhkoYsUg4okDaV+jzXoPzkYGsfh0fT0/saBdPRFWUTOQwA1OUcCCjRAJwUGQRLUZGRi3+sVPWtC3bRZDNQ4x9ndq2cswy8iyzSykajSheFFcgu/Tt9CLX+cRjMSUTRca8MBEwUD8+uRwo5nR6PMeyOSczk2/NuTD1q8tR9sVTL/v/LxsJ0P6ZUAJiksXFtnPk8JALPZfTTpaNRPyCzqUEnH4FNJ87d043btwQu1E2Nzfbhz0WSktLpwWUDmS6NOYyXzOmhZoPBi2E6Wcnz5qPCTHybaVuwl3agWZSAZF4B782N61UPBHX2jWrdePOff3H//zPuv/gsTlzz0RToLZJ48NjB7S6aYWqqyst+pFLd8a88pwbRFweZjn5yH3OSvOSscPdm1sP7rfcvOVez/3dfXfPTHtfltRx9057j7uYU+7c+16afs6zi/3rrEEzAhkbS+nZoyfq77ylVQ3NampsErFG/WOZSQBtYiYPL5RGejyTDZ1G7/+6BkCXwGjwoS2xux6rFtbRAmyiF1Q8FlUsGp5MEjvR2jtno8bcA1PPAVOEQXb/yybjlKW7MzU+rrHUmLEuOADGWB7k/uyBfozF+D3qDTLugrueVeAvnphyg/+vL4EpEmDQoQ+wOVQinlDX804BmlkihnHzD18CcyEB2tng4KBaW1t1584dXblyxfZXaGpqMmf+4eFhjYyMTDDO6Gn2Y+BD+zQ9PRcZeUUaAEjUMwRKX3+/nrV1qqund+IpU905QDUXtHFTcVFCg8PDVo6x0TGx2VVbR6cgeGwTromUJn8h3a6ePot6NDFATL7la//hjD4+npo02jGmmblLdoz52kPmG5PJkk3eVW4NhUIW63/q/dSD4JGQS9CrB37j3Xbkgt1AwNvfIEc+3IOMuN/JinQsj9mX8btFhHJpSgqGsuXI3pN7mrjfzDS9PKGvIJQ4XvZsbjqL9fusQDNCQtAsH969dU+3r9zV6J6U6mrrfNC8WGv+TfOdkeLRmIqLiowp6x8cUm9vn1KjY1IcO7ScF7D8lclYyLbe533m5FScLLJd8IZGx+xWQLPFrA0DVE0TeMtvFq8Zf72MKT3A99ch+Yt3mWLIme3nZsMbCFK2jTYeirnXUEooaXY0BDyXlSQtFBxbXnOffQIBc3yNRSKaBGe4mJ0UmEJ5aQ7JKyXgjd4A8SL3/rflKAEHmpPFSXX2dGiE7dzTGQXD2YblGuByFI5f5jmRgAO+nFOplHp7e/X8+XMD0ZcuXbJxvK+vbwJYsfoRj8ctrCz3A545JoiOOcnV1xOxfKbTqipJ6nsfHFVjXZ2ZZ8CkYPt/+sIVff7lWfOnaWyo1dHD+7Vh7SpFgiFCKqmyokzv7NqmRDRi5As6lr5UXlaqwwd3a+e2TYqzSp7V6S9yEND6NU1qaqjzHLZR0dw0zWE6PjupDcXiIF7vXsamsZTGx8aMGc8FpiTDc4B3JsPhooSEzTVjwXha46Oj5pQOSQPWckeQXUL5zSJGjRvpFIxFJ1ZLeRZQbQf23Nl6cs/bmUlPBJLKyydjMTbfrOgaWA5IQYggdrmFJOL66JhXjmyd56aHP1OAcTEQVIZVV2QRiyrMCm4mII2NeWPsK8fB3FQXz/dZgWaKQ2MeS42rly2PBwashPzmH8tUAum0SpNx1ddU2ey+vb1L9+4/1NDQsIqinl0ztsFep/QU3sPHT/XkWacS8Zjqa6pVXBRX/8CgdVKYheHRUYuHPJ5KKxQKejNXAlyk0+rvHxRKHaXzsoMluAxmI6NjZioSCGF77yms7t7nevqkQyPYUuMgkp2lZzJpBdJBPWvrUuujp8Yu19dWqbq8VCE2OOGF2RBG2NcNj41aKL0Qygzom84oEA7YpKDneb/l0YPFU3Ka7S6eAswoNTqqVCBgm8HkKsopT/n/LnEJoEdZsQuHwurt6VVXR7f5CcDYsCwNQxYMjHt9yRqjJxAGYfdhQujr4yXeUF6jeLQPDmMns99pJx6AGzcgCssM08nhfn/y5Ilu3rypDRs2qKKiwvZiADjnAmj3jD04R3+sDafTKksW6djRA9p3aK8XtSgY0NjwiIr+5h8s3j9O6HW1Nfr2tz7Q++8dUjLmAVDIl6JwSNEwINrDpJQJEuTI4Xf00x9/X+XJmHdhCn6JhUJKRsIKvWSp0OQZDCqUiGmcyUffgI1ZiDYcCqqoKGGTDcBrOpXyCKCsXMlOuDhpMuzo7FFX73PD5dhhl5WXKRiNGFg1U5TsWIG8U5gEZtI2ThABirGws/e5hVwtKS5SBPBtoSsDisB050YMydZ5aiylVMZbRQWTM8mwV0Qjtuo7ODCojifPjKVPFiVUWVmhokRcSlGO8Um+lLQDJjAQy2xQRqQf9jDo6HluIVwrS0uUWMLRf2YNmukToyOjZnMXCkXMccXfOnuONMUiS8aUbjqjWCyu1atX2g5+xF9mN7zDR/fr4P5dijHDT40rxIw/FtWtmy3m2PG0rV0r6+u0fm2zbXLS0dVrNvKA4e6ePvUOjyiFwgMEBAMKJeJ68qRNN+7esy2osSf2tOgUobn5G7PmeJEiZZUKp8cUYCaM4shk1N7ZrTPnLurokX16Z98ORW3mP65gLKauvn6du3TNQuKVFCe1bu0alVWU20tgDAA0lJvlvu7+IaWCoYn4ysGiuHoHBnXr3gM9edZmZkwz5jEbbzoQiSpcjjNOQIHREZDRlAL5/y4XCdA+YfWa1zRrcHRANXXVNrHEDMhWJNIZhfEjwVzIWCivsdMubVnXlmVfMtIvF0H65fyaBAyEZkkv9532hvMpbQ4ABGgGBHGdDwD7/v37RlJcvnxZq1ev1qpVq7RixQqVlJRYmwPMeSt3Wf06BYB+LSN5/gDwS8aiIj4X+YXdHA4FFY/AIHvtH2e9ZCKqipKEkjCp2XcAOu0ONyZQ/mDAzO1KiqIqjce86zl5ol9BgngUS86F3K/kIxTSwMiILl28qlNnLlokKOL/M7EFNFeUl2nvrm06eGCXaioqvLGK50g7HNSZc5f11ZmLun7jto1naP2qijJt2rhORw7t1ea1qxXFVEPg1ZR++/EJnbl4TYNDQ9q1bZNqqip06twV3Wy5Z2XCHAUgzdG0skHfOPaO2HeANBiDkBs23X/47Cvdarlvq7uH9u7UkXd2q7S8VB09vZafU2cu6eHjJ7Z5VyIe18oVdXpn3y69s2e7OVdaHWTr4ix7LXzypXr7+rR980atqK8Rv12/1WKCP7x/t773jaNqqKuZBLZzRbmYv88KNFsjzUjDgyMaHhgWDlXJZNKW5Rdz4f28v4kEvFBFWzet16H9O3Xj9j2dPn9Ff/v3v1I0HNbu7ZuULCnWcN+Abt64rr//xW91/LOvjD3et3urXWcJrTyZUHVFmTHLN27f1Sefn9LKxhVqXrVCgXRaDx891T/+6g/67cdf2vbXySRqNBuAOYsz6dDOZuvBo2f67MvTSmXSaq6v1oraKlMeLNPhfPjl2Utq+PtfqSgesR35YskS865mi+xf/PZjAerf2btT+3ZtUWlJ0sBsSSymqopyAzIPHj/VZ59/pQ3rV2vr5vU20+7o6NK/fnxCv7TnO40VsAFoqnizXtrY2H11+rxF8VjbWKum6kpT6FNv9/9f+hKgndB+AcBr161TWXWpiOQJQQE7xGEDciQs2KBUylsm53eAC3aqOHkBfPzDl8BUCbi2NTAwYJEzDPxkVzbYyZcVDoAz12lLtCnuwb4Ztrmtrc2cB6uqqtTY2DgBoGtra404A3gXgnGmHJgRBNHt7rvZ5do80oppvytjQDfIap+NDAD/LGjOEQb9KxKNKVZUolhJ3O55cTljYeqEaSELmTlg291jhG0wqKGRERvH2AEXouh530B29dPzTYhGwvros1P6tz/7gX7yg2+qrqrCJrqs0p+7cEX/6//+H22cZNWTiQoHgRUqykrt+l/+2b/RO7u3KRGL2grrmYtX9Xe/+J06u3p0+sJVlSSLREjUzu5eFScTNi6NjI6qp7fPQCrRqxrZg8Ci7wSMDWcfhb/++S9sjF6zaqU5SQYiET182qF/+OXv9I+/+p1u3Wk1YJ62UH0hxeMxffzZKf3Jj7+rn/7gQwslyyQFu2XG+p//8+/0pK1dWzasUVlpia7dbFFHV7eZaCQTCX1wZH82zuo0wnRCXaTnWYFmykZHGmM5OZVSIl5kjis0RP9YnhKwiVQ6bbvm/fgH3xLLTf/y+8/0L785rsePnmr7lg22xNPd1aUbt+7ZBiiYYrx/dJ/++EffUfOqlQpiu1Zept07NuuTL87o2u07+vk//FpPn7VrzepGpUZTutVyV+cv39RA/4Dqa6tt9u2xbVknxExGpQmAd4VN5u60PtT/85/+iz7+5IS+8/5h/elPv+eZfLGUFA6pp/e5/vnXf9Djp8/Mvq20pMTY4a/OXDJltLpxhX78vW9ox5YNwnYZxhugvnPbRm3dtE6ff3Vev/rX43r+vE+bN623pbDWBw91+vxVdff0qra60hhtz9zCUxiYi8SjEVVXlqskmdT9h4/0d//4a3156pzeO7hXf/Gz75s9ndmzLc/mtKxLjW4FnFy6eFHP2p9qdBzmiggt3sGATZsfHhzS00fPJiZl7e3t+uSTT3Tx4sUJ9m1ZC9Iv/LQSQFczqXrw4MEEo0yb4zfAMqCNewC/jO8cAGmYZD7YPmMa9+jRI129etUcCIm6sW7dOiPPANjeypprsdNm47V+tHEGxtQ9zZeJf7wf7R5YcmN03Y2Tz6xifnz8cz3v6TFd7Ihx+lY4FDLwt2/HZpUDNic/mv0P1jakO/ce6J9/87HtGotsNq9v1trVjWaWcLPlvi5fv20rlqycAnB//N0PVFKSNBb2r//zP+mjz75SZ0+vVtZWa+uurYpGIrrRcl/3HjzRL377iYVsrSxnT4O1Zl4yNDxijC7hTwcvXFEoFDZSKh6NqqaySu8d2asnz9r1u09Oivefu3jVACtmG6FIWM86u3Thyk1jmRmfDu/boQ3rmzU0NqZ//ehz/b8//6WuXL9lDPTGNavVuLLOwq1ev31XZy9eNZMwxugffvtdM5lBGEwA+gYGzEGTiQNO/bDd5Km0tFhNqxpVUl6aE9dkWoEu2h9nDZopIY0ETc4ugL5pxqKt8znLOIo3HAxqx9YN+m/+6s9UU12p3/z+c504dV6nzl02hYAN8OjoqC0r/fEPv6Wf/Og72rtzi5KJuCm5onhU7x7eZzPp//R3v7KO//N//LWxumYrHAga68umJGcv3dDVm7e9/JvyDCiQzqisuEjvHd7rbVP9yZdia++nz9q0sr5a3+w94oHmQECYXWzbtE6JWEzXrt/RmfNXbbBgpk7kDnYt/KPvfqBvv3/Q2G9bqsvIlu3YVvsvfvZDMzk5d+m6fvHb4/rDpydNwWK3vWHdan34w2+p5f4j/eGzkzbJpLOYAs7ImOT9u7frB986pn/69Ud68OSZgXXy/uF7B9W8ulHRSd6Fc1ZNfkILXAIM+gCTa9euqeVui7UdfnMDu8s+fj7GBGZNeQAyhBDzyQsnIf88kwTQ1bQdwLDXtjyHQEAz7YcP4zv3cR07Zkw43CoGv6PHOzs71dPTYw6EAGjMNbiHqENfa7AzZaZQv0/tMNn3oIMhSz7+9EudOnPBK3/2GjAf4ApRsqaxwWyfKcdU4IxMcJ5rbX2sqzdaBFO8aV2zfvbT7+uDb75vrPvVqzf0q1/8Wq33Hqqxoc5AJs/1DQzqxFcX9PFnp42NbV7VqD/74+/rw3cPK5GI6+TpC/qbn/9SF69c1xdfnRfjRHPTigkTC9hdVpgGh4a1d+dW/dH3P1RVVYUS4bC2rFttzPWFKzd0595DY4xv33+oVU0rzK74futjXb5+yzYSqygv1fYtG9Xc1KDW+w/10ScnbJMxTGHeO/qO/vyn37dxrK29U3//T7/VL397XJeu39RHn53Urm0bVbxhjU1YPDHj1DiugaFhI59+CBtdX6ewMtq9baNKk0WFquV5Tzcv0ExjYocebHNoDP6xvCVgigR7zHBYO7asV1VVufbv3aGr12/p2dN2jYyO2Sy0oqJMWzat156dW83+uQjnAxOdZ2bRUFujn/6b72jV6pU6e+6yHj1+ZqYUOCKsaV6lQ4f2GOgmjdaHT7QP0B2P2wQOpRcKhqzj/o//4S919NA+dXR224x9/brVqq2uMiCLFsRhAVb7w/cO6f6DJ2ZX1tc3oLKyEm3YsEa7d23VhjWrVcEsHUIj28ZxFKwoK9F3v3VM9Q01Zst2//4DUxiw0Y0rG3TgwG6tb27Urdt3TRab168Rm6lYL8l2lbVrG/VX/+5n2rlji9lp43HS3LjCYoNaMH0K43erZdmpADQsjw/hpDoOePE+njBoFDgDYhcZmlgO55mhoSEbvLjPtddlKUC/0DNKwAFhiC7YZD7uN9oMZgL8z++uDQGYMd8AVHPwO9c5uJ92x6QNlnoxHDiTExmJz9QD0NzZ3Z0NNzf16ov/2dALU6nUeNpWGAHOp89cVDQa0/r1a7Wqvkb/w7//C40TQjKZUHkibufb9x4a+HzW0alIJKpjh/fpT/74R9q4cZ0xx42rmswB+MHDx7r/4JEuXLpmbHFtTaXVi1tyqq6q0IcfHNaf/Oz7RlAFxlIWJWRoLKX1a1ebE3vL/Ye6dOWmDu7Zbk7E12+26Matu8LuetumDdqxc6ti8bhu3ryrKzda1Nc/qO2bN+hHf/RdffDtb6qqokijqYxSwYjuP3qqz788o2s3WnSzpVVrmpsUDXqb2jFUwdKXl5fqg2MH9Gc/+4Hq6msVSKUUDwWFU+VSHcryAs0oc5ZiRsKjHuv8oj3535apBFCmKFw6yuqGOvNoPnxory0lMxNloI/GYyLEHGAZPybsz3JZiVBAZjP1zfeP6MDenWaKQdg3FHJJSbExxCFltKKuRqOplEXnwObrxbwto6J4TNu2bNCa9c0WMo6oGThDFGXDwxl3QJi8WExbtmzQwYN79dxC5I16+SspVjIRsy3AsaNzgwfVynd+qyot1tGDe7Rj20b192MjyKQgbBu2lBYX29bcK2qrtf/AbmMBiuN4aWcP2OZw2MwwVjQ2WDnII8oljkPXNOyGe3Suzyg8/1hYEgCklJWV2U6AAGYAjgu96M2lAgaOCUfH8igjFs+Ul5cvGuCysCS+fHKD/oJFZlLmbN/5zZlgAI5pS4ztsMkchKQzBnlszFho7uVZ0sGOmV0FSQPWmWf4vlAP+k95WYkO7dul7VvWe5E1cjKLkzerpTjkWTm8Dpdzh2eeCmHYsKJOa1Y1mEnD07YO/fr3n+n02cuqr6tW04o6bVi3Rjt2bNbOnVvM0Q5Ch11zHz1ts4g4RIXCzOrKuctqvX3PxkGLwtHda/bAwz2jevjkme1GW1lV4eHlrGhrqqq0cf0a1VSUqSQcViA7CSJUHkwwq7ttmGNcvq77T9pts6SL127Z7ruspG7fvE7bNq6xOnz0tF2d3T3eBmPK6Onjx/ri+OfCB59ywlCjYzBd6ert1eOnbRYKM4pPUc4AUl1ZpvXr16iuqlyl7L0Q9sDywm0Nk6r1tf7JCzTHEzHVNdSpNFGmGIBgKUvmtcQ5Hw95lQBwzW3MbzMnKBrezxy0KBRUorREgbKSCZsmL28Zm/labqcoWH4DlCYBuXgcV1VkKVfKlP0ooHJiW9qzXlqTyohtmqQSi88ZtcfMkWSijXoOJeQlkslYWhVuCWniHZ7zyXQDgKdMM4oFA6opK1VNedmL12ef532RRNxC8HGR/ycd6Ywx2MWE44l6DA3Z476JbE56oDD/mAj54z6FeY2f6iwlQJusr6/X1q1b9bzvuWJFEW3cts6it9DuYLcYfHu6unXxzGW13nukdCotnLEOHDhgUQ18c7lZCnuZ3ob5z9mzZ3X9+vUJu2UmaewGyAEoduCX9sh3zqxmAJRxGKypqRG2zGvWrDEgzQYp3d3dkyRqqtCz4pz0+3z/U15aomPHDuknP/6uypJxz5vQlK5nikGItGJsu8noNMrYxrh0WuuaVugn3/tQ/c/79cXpixYBo7u7V/dgiGNRFRefUn1drY68s0s//cE3dWDvDgur2tNDuNRxDY+MWiQLzCksbrIJJiN2PWzv6LLVWUKfPuno1pp1WUFmhxHslFnxjMDiWoQQL95yTUW5dm/fYiuWsN+YCN68c89WCq7euGPvX9XYoF07t6qursYmRwODA16UJ0m377bq//zrvzOTSCt+MGD1j/MhG8WQr9YHjzQ4OKQSxmAElM1TcXGxKstKLeydy5NJdBoZzncbmKv3zxo004Gqaip19IPDKo2UC29a/5hnCRgogxX12ND5zA1KhU5DlgIsLZtaImMvAK4BzxkySR8D1gYy49J4NjaydU8ApUVD9p50QNSQ34vE7F97t5cJ67PZjs17bWmbsELZOJZE5kBw3n3cmP0+Jd0Xb8jK2I0K2YlCrm4wxWrXJ16c+7ixGJ6MyCOv9O7LvnnSvQX5JxtrmmD/BKTHydE+Vmm5JSnI2/1Ep5EAepV2g20odqQckVhEjc1NWtFYZ20U236cWJ8+brfNpYgOjpM/EYzYDnnTpk3GNr+sf03zav+nZSAB175wNGU3QEwsMK9wH9qMY5idmQZiAeBxAKwJNefCzgGaufbVV1+po6NjAoAvdFGi95PJuKrKSlRRFLcRJbe/GHHhxpYZCkPYg/LKCn3rj76p1Zs36PSpczp/9qJu3r5vphGYX/Q+bdOz9k49fPRERKKoqatR2sxavaAJMLfEZW5ubDDnOUYAi5sMYA8FNTqaMptjwDH9PFcrRyz+dNhblfSGVpvYhKNhbdy4xlj0G7da9OTpM507e9FWVVvuPbAoHJgL7tqyQcWJuMZGRrMpe+MPG5Q11td4TpDsS5A11WGllwkT9u7rVjeZA+KkDGEPHg6bAz6Oym4MnnrPDOJctD/PGjRTwkRRXOXFlSqJlCsSXBy2TIu2Zl6ScTq7KcNgUNEYJgDYpcEIeJ3gJY8W9hId2d7gAWjvZRM/vvLdE0osO4u21LIgdrL6mD4p79YXasbjlr2lNYLD49FM7Ghkh6IyGZLjlwDlqW+anEeuTi7fxPWpD7r/7Sh0JucAACAASURBVHaXR3d2Fwt3pmXwNsqMQ8nIaErJiqiZl+RT/sLlcHmnTL0ARggzx3ItgxUMs5tkcd21Z0fz0NZgmGEB+byy7S1vES/L0puOC7ABhRchw9pRlknGBANAZO0uGzWDNsQHVpmNTYiQAVBmQsfEDhONEydOiF0EsWkmvdwDVWqf3B8XwHen/4JKG6kDhP3aSuBL8sn4w/gxMNin54NDtmL4zr6dOnpwr9raOvSw9bFa7rdadCUiWBB+7dLVW7rT+ljReNw2L6GvxqIRffDBEf3sJz9QcYIVUSbNQaXY+ht74KKESktLVFtZrhC+YxaXPUfGOWOV9fcsSbNqRZ32bN9iUagwpfjos9OmGwhvSrjUnds3254KOO5jJlhWUmzRLijy+rWr9O//6t9arOhAJmXmGQD+saFhxcIhFRUnLf50eTmrx9mBxA1dVt/unyyx9BI5LoVLeYFmKhjwgULPBD0GcCkIYTGWgbrADq2yslJpBfWsq1vPhwZVlIxbkPd5H0Bf9KP8xTvRM/N/dLonUFTsCDVQWmzh4xgoshDSO0330Kt+m+M8vup1b3SdvMIuBwMaGB7V42ddYvvysvJyJYqWrpfzG8lsHh6mT9uHdwe874xSBpatvb2AzbnZc0Bn3vt8bqb87wtGArntA93Hh99glp35BaAaFpqxnTMmGO+++66ampoMfHE/JhtEzDhz5oxF0eDeaQ9rq9NemecfjY3JOw/0ScArO9Z+duK0fvPxF2p99Eyrmhr005/9UHuPHNL+o1H1tLUpFv//zNwBB7vR0XFzGmysrjB7Z+yKISw6cVSPR7V19w4jvVpu39Xvfv2R7rbcVTJZpH27tqrinT0md97tTCGmyzj1QkhTfIa2bduozRvW2F4DN+7ctToeHvEcAHdu32RbibPCWJSIqXFlvaqrq/S4rcNsm5/39aupuVHVtTUaHhrSF5+e0CeffGGT+LWrm3Tk4B5VVmQd23Pz9PLsTZflRf9bXqCZCqLDsbXwgu0Xi75KXl0A6gGFBWhe0dBgDMC9B890+94TVZaXKR4J26w4Z1L66kSX6B2Z1Lg2rm/Wf/cf/lL9g0Pa1NwobMNQHszfTSkt0bK7YqHjUPpMc1ufdOjqnftSIKz6unolfdDsxDTvZ/o1h6dds5s08FOGP/w6s97lWff8vBfEz8CCk4BrH+g7zDEYP1idwKEPEx9A87179/Ts2TNrR0VFRTauuIgZsNF37twxsww2PXGA+W23OZxjYWwxc3CmdmYTOI3EuZf843xn9zJZeE3kwvQAp+/+oRGdu3TDYvoTf5n4z0eP3FFFZYU62totTjJbSocjYa1qrNOq2iqtrq/R/l3b9MWX53T15h19cfKsxUU+cmi/ipNJnbt4WR8dP2khSIkTTV3s371DmA+Tf8qL+UMw5G2R/bWVQeK4K6D1qxu1a9sGnb1w1RwJ0ftsNEJkq63rmpUg0gnOfZGwbczFBmR37hEj+rH+5uf/pK6uTq1ft1adXd36+NMTlg6bLB19Z7c2bVxjBpSBTBYD4vSXm6dp5L9Uf8oLNCMEOh3Lhm65Y6kKZjGUC4XFLk1btmzVlyc+18kL11VeVqzN61cpFo++sFfNWd1ZDOV6VR7zmrAFArYlaGVDndmBsr03m6iiZLxjsnAm//eqnCyC6wAxYrBm0nr4uF0nzlw2pnnDpi1at26tTbzo02978FsEknvrWYSQYEBjcJy2PlyTfes581+42CUAyAUswyyzOgmDDFhme2zML54+fWqRMNgwh7Zn43wOk8zGJl9++aVaWlqMoeY6hztP217nUGiu6VvItxQM7rjZ6tr7Z2CHAPqjY16kL+5Ppbw41Plmy+SRTts29vt3b9N3PzhiwPJu6yPb6OrkqfPGGGO6wgYiAwOD2rllo7774VGtXlmv0kRcRw/u1rNn7fpf/re/tkgUv/zNcZ346rywU2Y3PzY8YUtstso+sm+3OfxRLMowNu6ZXo6n0sZcO5lPlIPVqHTaNs/auX2Lmhq9DVSI7tSI2cbubaqtqzay0yYY6YzYGfAnf/RNA+off35a5y9d04NHT5QsSoi9Fbq6egT4X79mlQ4f2GPnSChsrDZmoJg52pl6GH+xEdNEnpbwl1mDZhpOZ0e3Hty6rNJ4uTZv2mKdbwnLZkEXjfpAEeKosXv3Lj19+kTXr13RL353Qp3dfdqycbWqSpMKh5wpwoIuTh6ZY9natHXWxGKGR52WzV6OZdEwJmJwzF83/4aOXWpsXcb8/Pr6Bs227sszV3T5xl3V1jVo7969FrGBdsTHP+ZfAix/9/f1KxRzjljUC58lN5Wbf2EvsxzAXgKScR7FsQ+gjDM/jDIrlm6Tk6liYSLHhiY4/hF5g/jMU/XF1P+npjEX/9MDeE9ZcVJN9bWKBAOqqy63jaqw+3c9JfddhJDD+a00mVRDXbXqqysUMbbZuz/33ld95904j7NpyZ/+7Aeqrq60zUGIddzV06vxvn7baXDVigZt3bxO3/vmu/rg6H4zC8R2uonnfvo9A6SffHFat++12k5/jGXxSER7t2/RsUN79b1vv6c92zbbZluAV1aOmxrqFQmGbEtuQq16LoUmEcs2eQNIE296x5aNevfgHg31D9m22If2bLfNRgDkHO5e0jlyYLf9v7K+Tl+dvSTsn4mYQZ2z+y674n7nw2P6xrsHVV9daQ6I4wGpJJlQY32tOTrWVVdauNepeXqVPBfz9VmDZgrZ2/Ncly5cVmmiXCsaPOcAKsE/5k8CyH/FypV67733bCnn2rWr+rt/+VirLtRqZV2NhZFZUnVkkTACIqIAiuJrs26qwjknZNkQwDBf3b1TW2wga+PHTdNbjc5f/b7pm3EQbevs1t0HT9Q3OKJVq5p15OgRc/LxncfeVLpv/nxu36yurtbO3TsVSQYNzLzuUvKb58pPYalIwLUvQsvt37/fiBYXl5mlf667T26Z0ZVcx9kPG2Yc/4jbzDGhRwMBC1kHIMepEDa3EIeVISMLtcYeAOV1NRoYGlJFaYm2rV+jGPr7BYb08ihp+7ZN+p/++/9afQPDAiTC+rKLngfw8s8prwgHA2puqtcf//g7OnBgp+61PlJ3Z7dtSBRLFpnDXNPKejU11KqsKOGtaGZ3zm2sr9Nf/Vd/rPfePWQh3Jggw95EE3FbDWWDktrqSsUtpJy32+53vv2eNm7bZKHfaisqtHHdagP+wSnl9WSU0aqGWv27P/2RDh7ar7HxcdtwZfPaVbaHgBv3uBdmmgnIu4f3a/XqJt1uua+Otg6NjY5ZrOWKynKtWbNKqxsbVJ70Nvui3hkr9+7dof+5rET9A8MWCWTr+tW2J8LryjX/mpjfJ/ICzRicj46Maczf3GR+ay37dmv82Rnmxo0bTYHBIFy+fFmtT57pRssjWzqhs9DHlsbhaQuzacsqfVcup0c4j4+nJuzXYJa5Hy9l6/jugaxc8BRG4bvBIOfyov9KG4nG4iqvqNCh3fu1Z/cerV69ymJ4LvrCLaECwO6wVF5SWayhTL/CsVD+dNgSkodflLmVABNkImAYuMoyji97A4AZVhl2+fTp0+rq6prQj6TBkjxAnHCHrJDYzoHDwy9L8g2veSC+ublRK5obzdQuxIZRAFmn+Ke8obqqUuXVOMp7XYn4/N6ehlNunOW/BjoBwJIqi4tVumm9Nm5YayYvkDJs7MHKLtGeQwBMM3sjcY+0waukoapc1VXl2rlzszc2w5LbRlxhRSGEuNsYHm+n2y2b1mr9prW2Msp7o9hWz5TfTMYmB1s3rde6TevMFSKS8Z5xgNk9atgBp8BoRBvXNFlkDUx3ANOQTBaVJxQ02fKse55z08oG1TU2eHWAuWPmJXlyL1xC57xAM+U2Ypk/TopLSBiLtSiAPRo5gLm8olxbtmzR0ydP1NnVZXZslOvtbp8xF5JEE3qH19QwRxk3RgP7OmzvBoZHss3QuwPgwT38CGvHzlXMFjBjaW/v0NgYS4secHZpIzscRRhQVjY2mUdxJOyFZ+LhF7ngicXW6L12gQlPXW2tmWPwPRSi208umZOHf54/CVg0nGiFno8FlRof+Vrrm7+c+W9e7BIAJKEfORxwdmXKJQv4znWA8LVr14yAwd4ZkOwO9ClpYe6xbds2s3M2EFZw/ZgxEAdYtgN3Db7PoJbZbAvQ6G4xMPqmK+Mw87ZqmRZ738VJL3crcTCnjbaT/UQcZEK+gGpInEx2W3Kyb59M2iN6JsozubwuDVcPM53ZPTdBoalLiwM9keCkR6wdZDcl+1o5yBOAPtsech8k/Xg2cMps85T7/GL/njdotgK7RrvYS79E8m8KK2uKUFJcInbpWbWqSalsTOLspUVW2heNDEXjKXNZPGoA89WrV3Tx4iXhyU3oJA8Mp03hE190y9YtevTwkSl/Yo0+ePDABgCcYfD6dYNDZWWVTTJ27NihxsYmJRLx7KDCIJOrbHK/LxZRZrxoN1kPbJdrtmk2hel+8M8LQgI4a2LHaE42bAq0IHLlZ2KpSGC2fR7dCDHx8OFDIydyATNpAJrZjXLXrl1G1BB1wwG0QsvKYH9ux8j9PuXl7tLEGYQ3F4dxhl5a9ndigM0xqJrhXd4d2b49McR5JOR09fO18s4i/y+eeXV5eSd3WVYmyuGheLsyTTlepD+LzCzBW/IDzTZbDXne3b5KX1DNwXU4FBoHbGI4vHg3oEFxu7JgM8cHk4vu7h5bNuztfW42diwpeYp83GzwAMzvv/+B/Xb1ylVbNgQQHzt2zNI4f/78hDMLg8Hg4KDZ7XFGdTDhgPHjmtshC1bFyXdBVXoemUGebqKw2MuSR7EX1a3hUFjxUEyjY0PKjKUmlsMXVSH8zC5aCTj9gE6FXUb/TgXM3INN9ObNm4VJICucC1mfvBo2vn51TaQ9DbB8WaoT0HoigZfd/XauWVbyLMfbydnCe0teoDk97oWtGfFtmhdeTWZzhAJDsXG484LN7JSMkV/3Aahih8d5eHjYWA/ihGJjR9gjnFK4zi5VOKtgg4dZygcffGDhlM6ePWvbvAKGYaO59uGHHxpw5ho2eDwLGL9x44bu3r1rz7nBAA9zADQHS5UOwJOfxXos5MFtscp0LvM9Ojqi50PPNZAeVDDsrRLMZfp+Wr4EZiMBdDCEwdSD39EhbKkNy0zoOnSvf/gSWE4SyAs0x4viWtG0QqXxMs9edDlJahGVdbGBIweUOQN+AbKA1OfPn9syIaAWsMySIb8TKmnnzp3GeODVDajdunWr7WAF04zTCuYYAGbMMXiuu7vbtoQFOGPrTMxRGGWUP+8DiN+/f9/Op06d0vr1641NwW4Pe2cYFVgXc5bADiy7sxZ59g9fAm8qAdpRa2urzpw7o3BRSJt2bFB5ZemCZvHetMz+8wtLAowbM40d/I7uBSije4nzjK72D18Cy00CswbNKPXqmgodee+wSqKlqqqsmtEAf7kJ0S/v60mANoUiRiEDXFHCAGCYYUCsY5WJEwrQZWtXwOzatWvN0Y8tXQGze/bsMcBM9AH+Z2mRNBzA7ejo0OPHjy06AQwy4fm478qVK8ZWHzp0SPv27bMdsW7dumXv/vzzz3XhwgVjVfAQB4zX19dbKDDyDBPjTEMWM/v8ejXnPzVXEqAP0P45d3V16/q1GyquSGrVukYDzb7D5lxJ2k9nOgnQ7nI/6LaphwPMkAys2LEaR3xnfvcPXwLLTQKzBs0IJp6Iqay4QiWRckUCBD/xD18C+UsAxYyiBiRbhAvJzCVghAGtgGWYYswyYDaILwpoBRTzPwH62e4V9hi7OjbqIHII5hosF5JOT0/PBCB3v3HGHg8nFoAz37kPUw+AeENDgw0KPI8pyO3bty0v5AfADHjmfeSDKBS8D+DMhwPw7A8k+bcH/wlPAvQJTOAs7JO55rCK4QMTv30URgK0Nw5W4yAWiLXsfst9I7+h12CXYZmJTOQTBbkS8r8vJwnkBZrpY+PjaaWDaWXCeID6Cn05NZY3KasBgiyrDMsLswxb29bWZmYRmGDcvHnTlDdgGkYYoAyY5TsxQXkG5U1aAFXAa11dnX3cUqEzzQAIcy/K3dlEE3XDKXxMPA4ePGhL4tyD6QVMCulxD4z27t27zdaZfLF0/oc//MFilpInGBeictTU1Bj4do6DTAh88PwmLcV/1peAL4FCSwAdyge9BUGAnwe6k8NN/LnOd3QaJmrbt283nYseds8XOp9++r4EFpoE8gLNgWBA0UjUwEswMzne7UIrmJ+fhSEBlDIKFlALKEUJEzQfJtmxyoQswjEPYIxiBizjbAIjzDIgIJQ0OJyyRomXl5cbU811DoA0LDHKn2dhULif97p3YuIBU83B87DNDArkjzMH6eEkiCNgY2OjxSIl/BL5hX3GbAPTENhtxz7DwjjHQfKRm5Yl6v/xJeBLwJfAApIAuhE9/Nlnnxlhgb7MPdDV3MOKGits+I04HZd7n//dl8BykkBeoJm4v33D/QpEQiqKF1uA7uUkLL+ss5MAitaBRlgJmGXAM+YUONvB3AJAsTvmXkwfsCmG3bUNWsrLTVE7pU1afHcH3wG77iANQC9gmTQBsDDA2CzDMuPsh2kGjoXkwdnjkY4zD3FpcSY9d3AdphsQDpjHXppIG5SBAYfvuY6DgHK3sYpjn0nPZ5+dRP3zTBKgjdCOg6Fgdhepme70f/cl8PoSQB/xQZcBmC9evGikhdO3Tv+5/zFbwywDHegIipne7q0+v9DVM93n/+5LYLFKYNagmQ7U1d6tm5duqzRRpr2796q6umYSmFmsQvDzPTcSQNk6gAu7CwCAQYb9xbEPEwzO2M7BWMDSApSJUIFZBL/xjFPaLi3a3kwH93KdewHGmF0QlxnACrDFsZC0eRdsMffABAPmZzpy3+fyAvB37Db55R1MAAD/AOeTJ09OOA7iKEO5ANuO1SYf5Im0XzXwzJQv//elLQHaCP0lHA+Krd39w5fAXEsAfcYH52oiCJ05c8bIBN7jdB3f0VPoK3w3WP2DDHiZzvS2CnabZPjuq3Ndb356r5DANJFfXFt/xZN5X541aCblgb4BtdxsUWmyXBvXbzLQnPcb/QeWlARcw+QMsGQpj++wukSsgMXAZs5Fs4CFPXz4sLG2MMIAUZ4BSPIc4JcDpZ0LXmcSmrsPBY95B0uIpAlAdgdpw2AzAOR7uDyQN3fAcpN3GHIAMuXEbAMATVk5A9RhprmOqQmmINM5Drpyu7T98/KSgGtflBomb8++PYokgzbZesHavWh7y0s6fmnnUgJOh+HvgQ0zE31W59C5XHNtkTP/A5LRYYBmdKu77vLE/5Ac6H13sBrNrpaZtN9mnUz8c4ElAG5Ijdskz7nZ0TYZW6e22bnIyYvWPovUMspoPDOu8bRnpzqLR/xblqgEUKqOCUa5ojxduDiYVyJOACDxysbEAeCIAoaxYLkPm2GUrVPkuWA5X5E5he9AMflxncWlD2AFsPM/nSnfIzc9lybvwQwEdhvnQBwHsc8GNHM+fvy4zp07Z0y6Y58B2oBuQL4fti7fWli699MmmYiVVhVrYLxfoShb6868wrJ0JeGXrBAScDoL3w5i23/xxRcWgcituqE70d8Aau7lg67CLAMCYKrOdPoQHY5+R//TXIeGh9XT26+x0TEVxfwIW4WoSz/NKRLISP0Dg+rtG8iSbt6Ej9Xuqe12ypOv9W9eoNmLgpSNmeHr89cS+GJ9CCWJInWsBErS2QOzpAzbClgELBNpAlti2FVYZYAykS4AlzzjGrJT5JydEn5d+fA86br8uXTc7+7sfn/ds8tnbt5JyzkOwmhv27bNmG7YZz7YViMXzDVwqOFjAKm01PLMwMVnrvL4umXzn5tfCTCxK42UKZCSUuOeE+v85sh/+1KQgNNVgGJM5D799FPT0Uza0TlM+CEU0N+AZnQozDImaEQIAnxMd5AuxAFhQDGtw/RtYGhUj552qLO3X8nihEKsGDr6b7pE/N98CbyJBAIBpdJptXX22CeV8pz6ab98HNZ4k1dMfTY/0Jx9Omelemp6/v9LUAIoR2ePC7PAB5CXGy4OhUtIN8A0TLJjlQHLbrtqp7zd2YnKAVH3/+uep6ZLOih1PnN9TM2zY8oZYGBoGISQgXMcRD5MJvjgOMhAhSmJG7CYTCBj5Eo56OxT3zHXZfDTW1gSoA2NjY0oNT6mtCY7vy6snPq5WSwSQJe4Dz4YAGZ0EQCa3/HPYBWMuPeQHxzoHib/TO5hoGfSQ7RXt9oGcG5rb1NqLKXWJ+26+/CZ6moqlIhGLdS4z7EtlhazePKZTmcUCAXV2fNcN+8+UldPn1lBFCWKbHXkZW33TUqZH2jOsnl4d/uzxzcR++J4FqWKYkSJuqUOF7oNJztYC8wQYCeY1WH75hz7sM90USoorVPcMyngQkiEdwHiCzHbzM2vK5MrI2feS6dlwsDEAdYGwIzcXFxUGGgYZxe2joHKhXRiUHMTlULnP7cs/vf5k0A4ElYyVqzx0ZSGRgezm5zMX378Ny8dCbASSKQMQmWyCohugdwgahE6HkCNbndAGBDMSiG6B33mdNx0EmEFET2Gfusf71dHd6/OX7mthroqrW9eqXAWuJse89HzdCL0f5utBDJZLIHNfCSkwbExXb3Zqqu3WzU0PGoeqPg0ESoW/FGIIy/QzG5Vw8MjioZGND7NdpuFyKCf5tuVAAoSxckBowxYRsGyc54DfYDlqeHiYExpqChannFKlrTcd3d+myWiPG/rmFo+V3ZsmAHE2AbC3iA7gDOmG8iU71999ZVdg/WB/WHQQo7OdINyMOhMfcfbKpv/nsJLYKB/QJ297RrWoKLJiCI5DlaFf7v/hqUmAXQGH1YAsWHGvwKCA32OnmZzJwAvUTSIpsGBfuEzG7KB+9BxEAOYccBgDw4OWvq37j5S8uQFhcNBrV3VoHAwpPSY5wuFb5R/+BJ4XQlA2obiUQ0Mj+ji1RZ9ceay2jp6bOM9xkzMQZnEFWKFmTznBZpLyoq1edsmlcbLVFJc/Lpl9p9bgBJAuTqQR8MDoBHsnljEgDqAMiCPqBiEUQP8OVYZc4TXCRe3AMUwp1lyABfZcjAJYZBiJkzHJn40TD3sM2eYoOkcB5kxkwY2iD77PKdVtGASo35pA1988bliJRHtOrhD1TVV/i7aC6aGFldGaE98CO+JORiTcogPdDz6xMXFh3mGZXb2zTzD4XTXq0rN/YwVrKbhywH45p2DIyM6f7VFIyNjOrR3izata1JZWYlCMNc+aH6VWP3r00rAm9ClRsf0+FmHzl9p0VcXrunB43Yjl6CZIadY8YZ0mm0bnvZVL/lx1qCZzlFZXa6DRw+Ys0ppcXnBMvWS/PqX5kgCjiWgXvkA6HBE4jvAmNjKMAc4sBG+DbCGnS52uNjqwio7NhSlyXMoZA7SLlSDzbf4CyUf5NvJh+9MPPjgHIhMkbFjn5mgIHcmI0xOYJ8ZlDD3mC5s3UIqY771s9zvp99Qf5z7+/vU2vrAImiMjIwauPDN4JZ7C8m//LQlPrC+58+f14kTJ4xtRofDvmEqtnfvXgs3B2iGfebgmXwP2i56DV1G9CAAMwB9aHBQQ8MjunTjrto6u7X+1ko1NzWotqpCRYnoghkf8i2vf//8SACrHhz++vqH9PRZp27de6iW1ifq7WNlI63U+LiF7Dxw4ID5CTFOFuqYNWgmA3S44kSRSsPlCgciNl/0TZQKVTWFSxfl6BhL6hTAjA2tc1q7du2aAThieHIdgAx4YwkOIOcc+8ghaTkwuFDB20LJl8tHrsyQL/bfMNBMRnDIYQMY2GdMNz766COLqYr5C+CZOuD+3LB1yN833Shcf3lbKdM+vl6P+QOZt5Vf/z0LTwLoFj7oc/Q4q1cQIC46Dzrm2LFjpvMvX75s+sbp79ctjdNr6KVDhw7Zu1gxI5pGJp3Wo2ddau96rgvXWlRaXKR47EVI0Nd9p//c8pKAA82DgyPqGxiyCVkKsDw2pnQmY/b5R48etRCJzi+oUBLKCzTTGcfHxpXSuELhsD9bLFStFCBdp0w5MzA7u2MXLg7TCxcuDocQTAj27NljJhjEWIZldvE4yR7puMMpTfe/f365BJy8ptYJzpR0eCYpLDHBPsP2w0BfuHDBQtdxLddxkGdIzzfdeLnMF8PVnC6VDdJFH/NpicVQdwshj06fQIigM4iUgckPuoEDPQ5gJrb86dOn7R7ANfqD8YADJ8HXPUgH/fSNb3zDHMPZQOXZ06eW5thYyIBO9/MBBYP++snryng5P4d+JGIG7ZtPOj2uRCKutWvXmX0+K7ZuPCyknPICzTT2aCSqWCSqYMZbki9k5vy031wCKFKYBBQajDLMJqwDtmfYsgGUYTUJH8d1PKqxVYbRxHQAkwCecUcuWHa/+efXkwB14g7k6th/BjDqgcHNsc8MgtQTQJqBEDtF6gj2GftoN6l5oVB89tnJdrGcaQ+BIJuaLJYc+/lcKBJwgJn8wCzDMGPm5SJloMsBzEy40fuwzJjhoS9Y5eI6Ns84Kb/uQR4gZFiNfPfdd82+FPMPdBfjDRufpIaH/Kgwrytg/zkFgyHDI8lkkbUz2jNgmcma2zei0GLKCzSPjqU0OtCrdEQqKSo1kFXoDPrpv54EUGBu2d459rlwcSgxlu4AX9izYW7hwsUBwABrOIvgQZ2rjHNB3uvlyn9qJgk42SJvdzCJgfHH0z03bB3sMyYc2A6yTTnXUB58GPxcqB0/bJ2T5OI4W19Le8vrL1rB4si7n8uFIQHMuz7//HPTC6wiMgYAijGbYOUQ5250BpNvyBN0DCQJep/VrFz9k2+J0GE8zxmyBdtpohhg9gcYh5gBqJOHN3lPvvny718aEmBChlkiYyITMz6YBIFfuObaXqFLO2vQTEfoau/W9Qs3VBqv0L69+yzDbrAvdEb99F8t35AX/wAAIABJREFUARqN+6AMAcswCTAIRMGAqXTh4lCmNDicN1CazNRyw8WRDvdw+HX8atnP1R1O1sifw50BwoBjGOgtW7YYm4RJjQPQnGGfHXjmXpQLDhG0AQZI0kK5uHfMVZ79dOZOAvS5DN3OR81zJ9QlnpLTEd3d3Tp58qSZXjgWGQe9/fv365133jHAAWB2DDTPoU+I4gNLh154U93gnidtxiBWwADtjDGw3gBma+M55MASrx6/eHMgAdoTbYs2RVsFPLsVcK6563PwqlcmMWvQTEqD/YO6d+e+Sot6tWXzllcm7t/wdiRAg0ER0ahoSAAjWEaAMowkJhiwy3g2A75QYI5dIHawCxfncuuDZSeJ+Tu7wYccUL/uoH4ZhADEuWHrAM0sux4/ftwcB7nmHAepYxQN9Yp9o2srtBP/mF8JuHrmDIA58u4RBWJpFZcWZzeQwlbjRf3Pb279ty80CTjdwIohzncu5jKTZPo8pMiRI0eMlWMsgE3GVIKJNICaMHFMtInl7NriXJSRtFze+A7I4ePe4c5z8S4/jaUvAdeWpju/7baUF2gmvmI6k7aPH2tx/hoqjQTgQwPiw+zLhVjBY9k5kAGWAc4oUGb8sA3YyMJCunBx0zW46X6bv9L6b86tDzehQSosSzHhcbEpqWvAMxMkdhvEnhBzDSKfMDBS785RwnccXFjtijpmubG4okiD4/1SaJwlnoWVST83C0oCDkDA4F66dMnsmDGDcGYXrEhhx0y/B1Rjx4xJHoQKE2Y2UYJlZhJOpKS5PqbTW7m/zfX7lmJ6ro4XQ9neRt06ebh3ufPblE9eoNkIj4zv+fo2K2jqu2g0sAQ0FsAyzCNKEFu2u3fvGqsMcEIJAqQxu3Dh4mAcAU084xof5/loeFPL5f8/Owm4uqLeHIDGDIe6dcugtAUGR8xxCFsHA423vHMcJHwdduswP850g7R8043Z1UGh7mIb7UQwoVRqVKlxL05zod7lp7u4JUD/50P/Rd8TKYN+DmBGR9DHAcycOdAFmGZAqtDX6f87d+60iBqOcCmkRJze4h3k2z+WngQKXa+0odx2NF8SzA80Z3Ppt/m3X10oOholznmAJBoPwesBRyhNFy6O37BNZlkOVpkwQ4ApzDIARaThwBalWAiN8O1Lc/G/MbfeqFPXNqh7nHBgl1h6BTTTPphQnTlzxtgmnHNgnmkfsNQw1hw++zy/7SI9ntbYKIA5pXTgxfbz85sr/+0LTQKuv3NmdYlIGfg3ONMriBJi1mKehd4nmgZmGbDQgGzGD/o/+oG+n6tL3kZZ3/b73kaZ/HcsHwnkB5qzSJ+wSD7fXPhGglJ0ANexyig9bNIAQzh08MErGUCMTeTBgweNUQQMTQ0X59LylVbh6+5tvsHVpxtMeTf2jLQBGGgGTwZMzDYA0LQdvmOyA3Dmuptc8Zxjn0mHduUfb0cCkXBYyVixxsdSGh4ZnOj7b+ft/lsWmwTo0zDMmF0QGQmWGQYZG2bMLlhVxHQDQoV+76JWYLLFdXQDJIx/+BLwJTB7CeQFmgFdo6MjGouMKj0+Pvu3+HfmJQEHlgFDLJ2h2FCKMAaAHZQgzCFLbTAFbmtrbNRQmjh4TA0XRwYcuMorM/7Ni0YCrn5zwTOTLezXcRykfbAkyzKuY58JT8VWu4BmwDMOoky+aEP0d8dekbYPoAvbFJ739am9+5lGAkNKFMcViYT9mM2FFfmiS931bYgTnP5YPXKRMiBJ8FvZt2+f9XcKBxONWQbmekyG8YHA1hlTrVzHvLchCHQI+edw57fxXv8dS0MCtJ/cNjRfpcoLNJeWlWjbzq0qiVeopKzU8kzjpyD+8WYScMqQs3PsA7SgEFF8U8PFAY5hC9wSux8u7s3kv5Sezu2Prl3xG0CYD0xTbtg6F7qOVQuc0ZzjIECadgVYhsVy9pI+eJ771oKD9b3792ypPV4a0Z5Du1VTWzX3L/JTXLQSoC9zQJYAlonTTjhRwDArRMRhJh4zDDJ+KwBl5/zH5Jd+S1QdJs5MpPn/bYAQp4PcOVc/LdrK8DM+LxJwfYC2O1/j0KxBM5mtqCrXgcMHVBItt81N/Mb/5u0GuQKOkSWKjoaAYx+scm64OGJwYp+G0gMo4+Bh3vbFxRNLbC4tcuXXzZvXzVJIwbUD2gYfDtoZMbpzHQdZuWBiBgv90UcfWdg62hjsM2fud46DDMCk5QbdpSCn+SoDcrQ6ykhsRvHk8WOVDCdtRY8IRb4Z3HzVzMJ6r+u7rDgSKePEiRPm/M1EFpKF1UbMMrBnpn/TR1mVBDQDsgHWmGNhx4xPAyuYTjcUqqTk2bVv3kc+eacrS6He66e7NCXg2qszH6Tt05be9jg0a9BMNbBcGE8UqSRcrHAw7IcPfY22ScUDkp1CcawySaHcAMuOVYZhRvnBCkwNFwezQGNx6bisuIbl/l+u56lyWa5ycOV27cLJhTPtx4WtY7BlQKXNYbrhYroSug7baByH+HCfcxxEaaHASJu0/OPNJBAMeOxJwGTpVu/8SANvJtXF/zR9lYOxgLEBkyr8EvifvgeJwrbVECrOSbyjo8MA8+PHj22FCCCN6RXgutDOf07HYCLIe9ERjG3sE8AZ4M9v/uFLIB8JRKMRFRUlzVafFVAwEFjKgWc3xuWT5uvcmxdopjOkxlJKaVyhsG+Wka/AkZ8DGYBlPlQ4jnxEwXAOG9ircQ2w4lhl7EynhotzDHW++VgO9zsg5yvnybU9VbG4NoQCoo3BKGOewda3AGcANHG/Xdg6Bl7AMwM0zBXPIWOnuN72rH9y6Rb3fx7Y8PYy8SAzYMmB58VdNj/3rycBB0A5A5SJlEGfZDWS32CNiZRBn2QlkgPnP0e88J376NuYZbA6ydgyVQ+8Xu6+/hTvIm3AMnlkEo4eQYcwrhEvGrCP3vEPXwL5SICxhfEGHIQJEhGiWAVlxZTDYat80nyde/MCzcFQUPFYQolwXIF0yG/4s5Q4igQlQaXDBHAQGg5gggLElhRQwgwcZw6UG8CFRgEw8cPFzVLQObfRgVDOyN4/ZpaAGzzdIAY7hNMg7RCb5qmOg2zTm+s4yKQOG2lspTkYKJ3y8tnnmeU+3RXqgshEPk6eTjrL+zciZQCYWflhnKC/AhwAzDt27DD22PU3xhXMMtjlj8ks4wc+DIwpmFi5++Zaouha0qYdkwfMSNhgCbabPJMX8u10zVy/309v6UuA9sUYBW4CPDvndiaNznndjWmFkkZeoHl4aFjP2/s1EB1UZXm1zSYLncFCFbzQ6TqgjHyY2QOWARM4ZwCQAcqwAWxEQSOAAYDFw6sZEMLyA7N1nndpkWdf3q+uOWSEggbAIVsfOM9OZtyFrPggQwZYzDEYnLFtZvDDThLHQWygOcNMA5xRWoBsADf2i7R1n31+tdxz77B+Pp5WJk0d5F7xvy9HCTi9hakFNsxsk+3skxkfciNloOc4sItnxZK+SYg5DlYsMb2CkXP32YU5/ENeATT0e3QDk+tr165NRPZAF3BNAe4Lma2+v6vwHFbAkk6K1TZvXMqMef5foXDE2je+Xpi0gqOIGgPJWOhj1qCZQbSjrVuXTl1WaaJcRw57+9kXOoOLLX0b+HJYZRQJS2QuXByKxIWLc+F/YABmChfnFKcPlmffElwdoKSRv3/MXgK57cy1PSZvKCNs6zHLIGoLEz9m+7TlTz75xBwHuQa4BkQDtHMdB2GXSNuvj5fXhcmfaES+VcbLBbXEr9L3+GDOAFg+derURNg4mGMiZRCTnyhKkDIc3I8ZBGw0UTXoc9gvuwltoZz/eC/tFn0LWD9+/LgRQo4RJx+sUFdWVKuiolLJZInC4Yjv5LrE2/BcFo82NDo6rL7+5+rsbldvb49SqTEjGJ48fqLPBj+z1QxWXiByCnnMGjSTiZGhYT159ESDRUOCdfYPTwJOwXFGgaGcqGTCxaHEYJWZ/bsdmQAgLKkBLmDyYOecAwdp8CxHLoDxZZ2fBJCjf7yZBGh/uW2b1JzjIOwVTkW0b8AzDDRLsbRzVkqYCDJYY3PJMhpgGXMZBlbS9cGzVzeuj3NGpsfeP6pALK2SsuJs//dYljerSf/pxSQBp7tgijGzgGXG74W+wwQW1phIGbQX/ncH4w2kDP4x9DX6GBNZxhrMrQrV51wbRheQV8a74WFMSDKKRGNqbFil9Ws3a0VDk0qLyxSNxbOMt6+jXd1Nf15sM+dC1WcAnlnjqTENDQ+pp6dLrQ/v6nbLdbV3PFU6My4Y59OnT5vNM2EXwVSFOvICzbAfdJBMwMjyQuVp0aTrAC4yQXmhlDAJYBl7arg4DNhhkwHKGK/DxAFAANlOSfpgeW6r3inzuU11eaWWK0PX3pEAE0PacG7YOuc4iPMPTksosVzHQVgxxz47+0b6TO47lpd0X5QWGSDP4oqE+lN9ygSJLrDYBs0X5fG/vZ4E3FhA/2AyOjVSBuZ7sGmMJY455hk+9Ltckwj6GwAbYsbd+3q5mvkp3ovJB6AFXwcPMA8rncmopLhMWzbt0rYtu1Rfs0LxREKBACt/HrjyzTNmlqt/ZbIELPRmQCqXVFvboMbGZjWubNaFy6d09/4tjY6MqLu7R+fOnbdVUVZDafOFOPIDzRmWgGjzy3f50Ckozo5VpmKwNQMsY6cM28asGwDNkvaBAwcMPODYB8gAODigQDocnN1vhahoP01fAm8qAdc+c/sAAyYsFhNAWOVcx0FANJsw4BAEK+ZMN3LD1vmOgy9qJRQKKhqNKRocVirtExMvJLM8vuX2K8yfcPxjPHHbX9NvciNlMOF04wfmGABWxh0ANyQOALvQIebIA+/DTItxD3OSdJqdB0u1Y9te7dl1SFVV1QoFPZtrNvFxoHl51KpfyrmQgBeznpQCCgYCKkmWaNOGbSpKFJmZz527NzU2Nqq2tme24slqJx83Zs1FHlwa+YHm7DaGTBaXW9B9lBNMMJWAQgIsoCxYNkPBMcOHGcBpg+tUmGOVc8PFOcE7Zef+L0TlurT9sy+BuZTA1Lbq+gWTQVZUYLgwzcAcCbMN+gWDOQMru5jRLwDQsGVMImEEWHqmP9Evliv7TNnH0+O2rJ22jU3mstb8tBaLBIg8AcOMaQZ2wfQN7DQxyXCRMnId+rjOGIR5lAda08a2YSJFX+TeqX12LmRBeyVtADv9nGgdnglJVGtWb9COrXtVXVVj/dnGu+xKtb+CMhfSX65peCQjKxmhUNgY552DA+rr69WTZ49sgol5EqsutP1CsM35gebsMhCrK0t9aQUlQ0cHEDjl4OyOUWQuXByzaxQWXsvYbsK0AQqIJODCxaFYSMMUh2+rvFx7+5IttxuQnXkRKzCssODhDzDOZZ8Bztg9XrhwwfoI4Jr+wsQSByf6yHK1fQ6Fw4pHEhobHVF6LGVOLku20fgFmyQBNz4QXYnIE2fPnp2IlMG4QqSM/fv3W7/KBcwkgmkEpA0rnfQdSBtnFkWfcv1z0gvn6B/6PETRkyePbRdLkEFVRY02rtum6qraCTvqQuZhjoriJ7MoJOCZrOErncmkFQlHtKpxjZ6s2aSe3i719Y/ZJjoEXmBsmXfQjCUBbNAYjFDaQ/yLQs55ZhIFxoyZjg4A4MP/KDRsNVkygz2DSeMgXBwmGCyHsQw9Xbg40vIVR54V4d++qCSQ277pQ/zPoA1wZuWFpWKUGR72fOhDLCljy4uCI5YsJh70H7fsi77hWA7sc2dHp1of3dNYaExVdWWKJ4jp7ts1L6pO8BqZdYAZ4oXJJKsxjDW0fYia3bt3W6QM2GbGotx+BmiFVaMv8TxpQdawklNIltn1SfIIw9zV1a1UimhFYdXVrlR9faMiBbIpfQ0R+48sQQnQD2jvxcUlWtmwWndabmhwaMDYZiwA2IGyEA6weTHNFdXlOnj0HZXEylRZUWnV4AbH16kTpyxe59lCPUOeGKBRVpxhlVFKLD85z2S8lAkXB0PGBw9lFBrBtR0L4Fg3l0/SfZ2DhpGrJF8njbf1zEKoT1d/lNnlx52n1snbkkvuexZDfTpl5OSWm/9XfXfPTr2PwR5TDLyaXdg6ltGYgLJS89FHH5n9swtbxwQUMO0cB2HQqL+F1hfmqj6RNSYsxz/6RInSmA68t1/xeMzHzFMb0hL73/UxbPsxr8Asw0VZos/gyIcdM2RMLmDmOQ7GIsYmVj4hdhi3YJkZlwrNMtP26ZeYZ7BZF8xfPF5sDHNxUXLB9dUl1nT84mTHeHBaRXmFKsor1db+WKNjo9YvAM2MGVyfy2PWoJlOWl5ZquqKGpVEyhQPv3BmyydDpENBOFMYN+gshMGQPAB6yR8Ch1VmBs/AztIXSonZO8vNKCYcM1iGjsXi8pYLXgDjuagoJyvyw+HklY+8C32vy6Orz/nOo8tHbrviezD4IszZfLU1J6uFXp+0c9feXDt+Y5kxyAdow2FjkllyxjEWG00mpY59xo6TySnMNDaZDP7c58LWkTfkuBCOuahP0kC2nInnDmNXoqRS7Gbp88wLoZoLngf0AWZLX3zxhYWLc6srRFk6duyYRVvCV8D1RZch2gwTLccykw7jEX2GCWohdTHv5gPYp93SL7EzBbQnk6UWh9nl0z/7EiikBNCfiURSiaLiiT7CZI62SRud62PWoJkXBwNBs5eKhqP2PZ/MkHk6NR3Zsbg87woF6JzvY3R0zBz77t5tsUG89f59dXZ1KRqJamMOq1xTW2vRAqJRb6ksi2kt+1455ma4QzZeiB5PTrls2xuDmDcUtqtPJhko9Nz8eHU6XxXqTcbIFx7b4ZBnXkMwfW8VYL7yhcA9gISs6At0agabQg5us61mV5+wWdiBkUevHklhjmQW8BQYegz7XWK4JpPFxiiznMyS2p07Lbp5+5YeP3qkzz7/XFeuXDXb5w0b1htDXVVd/cJObe714WzFZXVpksmuBFGPrn9OBTezTRSZW1uwrbSdzOe1kLPNun/fa0iA/sUHQgaGGf8YImWgG2CWcfzDbAnGOLdNuX4Jy8xkk+cB2vRdTKFYpcmN0PQaWZv1I+QldyKLzo2YCcncsnuzzpB/4zKUQEDBUFAhGOW3ACTzAs3WQcbGlVLKBr1coPSymnKdHLDMEg7h2To62vXs6TMDpQMDg17He1kib+EaIUtwakAJwTQDatjykyXloeERPXr8RJ1d3TmAonCh92BGWZ4tLytXfX2dAYvS0jIDDChINwF5C2L52iuoT+oesIzCxBEFwPPsWZt9HxoatPx97cG39AOy62jv0NO2p9aR/vCH31sM0dm210Jkk0EPecEEYQOPOQ9h2nDaWQj1Sf4Ay+SFPtDW1m7he7p7ejQyNGQs0hvJxWHA3EQm8OALtnVoaFijw8MaGx1VT3e3Otvb1Xr/ni5evKAVKxrMXtNsJSeezU3w7X1nAgaYqayqUn1dna1AYbLFgQw58m1v9Cv3sQR8rtkTwxL86+qZvoZjLDGOiXyBPkVHsEEDsWbdCstUEfC8c0ZnPOV/2GVWZ7Bppn3m2/6mviPf/+ni1s0ZFn3MnK/4/PvfRALeYnyWmHqThF79bF6gGTSfiCVUFE5I6eArgZFTDK4DA6xu3bqpmzdv6f79B+rq7lJqbNRySey9+T6ICJJmmWk8rRCUfzxmE5eR4UG13r9rgzdlsoNzVkNwmusxnMlFJhNQIBRSaUmpGhsJYbdemzdtVsOKFRPOiW9TMebWJ99ZGsSR6+atm/b9+fNejY2NmzDmtT5hSdNppbCBlXT16jWPsbdKmuuaml2rzYggYjKQXF5WpsbGJqtLmKTqmup5q09yD0MFS9r64IFu3rih21mmt6+vXylMNWBT5Y2Ccy89L8VsV7JQlnSt8XRa4WhMYeL0ZKSe3ufq6+/X7dst8zoiWz7RE2ZfLUUjEZtUN61apU1sIb5xg6qy/h7ePd4Ts2kl9GUmL3wWgDqcTZb9e15DAk6PAnaJksEmQM7+kokXUTL27dtnINiNne41bvzBJALzQeyfmaQ5lvlt2DK7vEx3pjfTX+deT0z3Nv83XwJTJTB7fTv1ydn+nxdoHhoYVvfTXpVGK1RdWWNmFjO9yHVuOjNOAoCr02fO6MaNmxoeGlBFSVIbV9WoprJcZSVJRSOTvYJnSvdNfqczv7Q709mxu5wyYllZnBbIju5TbnmTbH3tWfKJIuwfGFJHd6+etHfr+rUrun79hi5fvmIKFQcRGHAn568lMsc/8B4GdeqTZcErVy6bsmcDi9HRlEpLytW0cr3KyyqVTBRbKJg5zsIMybmKmeYylfSqOrfHCtvRmIylxsc0NDig7t4u2/rz/Lnzun7tmtatX6d9+/Zb5AgGzHyB1jSlntVPrj4BaJ2dnea1f/bsGbW2PhCBcUrLq9S0frVKKyrNViwUDnmdY1apv+5NSMrVZzYSvKsaWFgyRp2636Z9Dc+99IZpn5r1j9lQR2Mjoxoc6FNPV7s625/qyalT5sjFJAjQA+PHykI+9cm9TF7Gx1hJIkeUg4+Tyaxz6d+4QCVAv+MD6GXTH+yYnz17ZvqeVaft27fr8OHDFoJxKmDOLRLRNbCDRhfDTsNIE+YUtvllz+Wm4X/3JeBLIH8JzBo0A5g627t0/uQllRaV6diRY+asM90rUQocPNPd3WXg6osTX6qjvU0rasq1bd9GrV29UrVV5Uom42YDZezKdInN2W9u+jvzoOvhq0x2mJoy8Lp/AY9e4eYsZ9MlhFNFamzczEK6ep6r9VGbLt+4q5aWO3ry9KmF7kK5YvuG7Ap5OIBFfaLgiSP61Vcn1dPTq7qaFVq3ZrNWrGhSRVmV4rGEwralOFJiz/gCHRbyMCOPAHWVM+Vd3DMhmpfcQ43afTPcMyXZ/P8F8KU1nkppaGRY3T0deviwVbfvXjeb3UePHhtjxJIsjqaFPlx9cgYkf/HF5zp39qwGh0fU0LRGzRu2qqFxlUrKKhVLxC2IPHVfyMNNaN1bJtpNFidP/J+FkTPlxd1XyPzyDlvJGGMi1K/uznY9un9X925d0bmz56xvUpewhUxsX3bk5hPQRASeeFFC7A7oH0tLAvQ3PoBcnPfY8Q+2GIIEHY5zOXbMOL5iKjWdXqe9cD8mhDjQYgPNb8Q5J/LM27JlXlo145fGl8DsJTBr0EySI8Mjanv6TMNFI/YdBZCr9HNfy2y3s6PDnHm+/PJLjY8O6dDuzdq/c6OaVtQqWRRX2C1DMmJC8RbsyChA9IRQXsWdMTeYTsAKacKOZsZbX/8C2D4qlRUnVFNVptWNddq4tlEXrrboqwvXhEwHBvr1wfsfaHVz87QK9vVfPv2TLAUeP35cMJLBQET7dh/RpvXbVVNTp1gsYREqvCez0MUhmOmTe6NfA9llbBKZjlmc+uqZWpdxm2lvub2wjF5AikpFyWIL17iiYZXWNm/QjduXdfX6BX366ac2AOItT6i1mfrVGwnNlk5f9FkX6o2IFfHiUu3f/67Wbtqmypo6RWOYJnnAjX7uzRTf9O1Tns9WEnWDGdIESJhaeV4lv3h4uus597CNLyZWBckz7+H9gYBi8YSSJaWqqqlX46q1WrVuo25cOqOW65f1+9//QQODgzp65Iixf5a9l0w8kHVjU5M++Nb7Gg+Pqay8tGBt4IUg/W/zIQHALo5/OPGxssABUH733Xct8gUrFBN9ISeD1g8l8wmi77JCBAAHKLtY6M6JN+cx/6svAV8CcyiB/FAkQC7rLf5iGXVybujYdHiWjTDHgJUMB9J6/8ge7d25SbVVZYpkmdGAYwu9MWhyQnP0nwP2/QPDuvfwqZ62d5udpjfuen89QPV1WJVbRoAZaRUXJdTcVK/66ooXoH+O8pqbDEvRljvI0oBUFI8acK6oKFFNdZmOf3leVy5fVjQas2Xg+oaGggyyTn4sB5448aXZ4MVjSe3ddUibN2xXSUnphI2pTSSyhSgU6CN50mbbzEePH6int9OW7b2azJXgy79T21afxaUCwJaXV3gRYb7eDF6e0CyvMtGyw/An9vJFampsNnMWGPqzF760FRl2ODr27jFzBuL+uZaj67+PnzzJRqe4ovKaBu16512t2bBZiSRgzYRjTrtOrtNNTGZZ9Ffexjt6O9v15OF99fX2GIv7uka9ZRUVxpYnS8oMMxck385hL1sy5JVIlmj1uk0qr6wyk5bLp0/oqy9Pqige18FDh2z53PWl6QRCGiytF5XG1J96rrQ8Z8Lp7vV/W3wSoO75sFKH49+VK1fMRAOdyeoSKxOY3OEcPB1gzi0xjtcwzewhQJo4DrIpEOZdc60vct/rf/cl4EtAyg80QwjbZ2bmiQ5P1AkCtQOYA+kxHXtnpw7t26Kq0mLPXthMHJyZRIFQSm7tBqSO7uf6/PQVXbp5V4SWQ9k4ZtG+uXIRFszACuFLcskq+1VVFWX65pHdqiwrVoTNBwp05Co/wzDpjDknlhcXae/2DQqHQvrNJ6dM+VZVVqoombSBOfe5N80aMqI+sUm/ePGizp07p1ikSPt3H9XmTTuULPKiBXAfg/5cvvtleafq2tqf6fS5z/XocavGUmOevSsVmW1OmLdYY7WEvA1iDAzyP8035MGpysoaHdz3noqTO41dfdl73+TaVNl4IDqgktIybd+621ZCvjz1ic6eO6fKqkqzi4VBmsvD1SdOR2fPnLFJV2lljfYc/kBrN25VLB6f6N+erAoCOScVydp2JqO2Jw917ouP1fb4oVLUp931okLJOx87zO/AmS94v8HU4otQ39SsA+9F1EzMznB+6m1Sxl72jzlGuhu896czaZt0VVTVaue+I+Y4efHU5zp99qxF2MBWFRbwZQcyxywjlMHJ2iTzstv9a4tEAq7tQiSdOXPGPs4WGZCMDfyePXvMlOdV9siAbC+6TduEWQeReIhr/qr2tUjE5WfTl8CClkB+owqDBVgyyGCaRSc5xUM5AA6YTZ+Nl7Q/AAAgAElEQVQ7f0HPn/fowM6N2rtjoyqzgNmemkAvOQ8X8Ct5Bcj39PUrEkto4+btqqysyHrqe3ENyBLh5Tinx91yPb8FbDAEmLXcvaferg4NDnmxNAuY5a8lPQG60hkVxaLatqlZvf2D+t1nZ3Xp8mVb2iXWLY56c3XwTuqUrY8JiTQ6MqbdOw9qw/qtKipKmtMW90zXFuYqD9Onk9HIyLD6+p6rKJnQunXbVV5eZremWb2gHdpmJiFD0Qw0mQwbdnjgmTqFpbl967b6+wc0NDzw5iHVps/ojL9O1KfSiieKtHHDNmPPz148qYv/P3vv/RxXsuX5feGrCt57DwIESZBsmqZrP2/mvdkxO6MZSTsKRSikH/SD9Jv+IIVCWml2VjFWs/tm33vTvptNb0GC8N5776H4nHsTKIIgCBCGALsuo1iFe2+6kyczv3nymMdPLHAOhj1vkjq9toAtHpDXysqqBVB48vixomLjdfL8FZVV1piqgTd+Sfjq2N4iu73fAgT7PIbqF/rBmZnpKi8rU2JiyPKnTqaabv1JvTwf1/Qp/cg/2jU9M2OeeeZnp7UwNx+2Ydp7NbfPwaMV8wZ1Be0npaTp5NmLmpmaVHP9fTP4QueUz3aXtdVUhQDi/gZhuwSRZ0eeAsYT0rrhH2p1gF70knHBSqAspMyoZDF3b8wLLzfN5YMAA1dzROFDNQO3hwBmTim2S/9ybpG/IhSIUOBtKbA7hIW0B7UBPk7qE1YyixdgxFyQdXWoODdDF05XKjsj5RWPFGHJDumnB5jwYXnp8iVVlJevg2R297Zg2aLnAX8HMFickf4wWcXGfq8nj6a8+h6oDvbrSWJAdnVVScGAzlSXqbO7X/XN3XrR2GhGgW8yPHp9zi8/gR7QBakkEdqYqPNzS3Wi4qQdIb5ucn85lwP+KypKOdk5unLlih1PujpRby7a4OEygJUEoEbXFdeJoyOjduLQ1NhyeCBxS3J4IDA5MUXVlafU299tmxTcMnJsi2GYa9eWyXd4E1rA0xjmcjQ8OjGhspo6U8kIhELeRuOQN7MvVd2krDHmWhH1FNpOnbk2+hMVl42w8pwmYJBHuwYGB22M9g2OeJodh4T7w9vg9ZMHeNMyslRZW6eB3k61tbWrtbVNGRmZXmjs8ERhv1HNWYtN0MJSvFaXlr3Tk7DnkZ/HiwLe/LNh+IenDAQQgF14Fg8rGP4RWRYj0J2Mc3w5Dw0NrQdBQVIN4EYPOnJFKBChwMFTYFegmTWMhYqjyM3XxqI8ppbmVq2tLKumslSFudmKQ0q0OcFh/+0vokQ1TIiPt0mGiQpQjGQcw4qhoUEDUuiGFRQWmnFGsq8nxkS3eSfP8vgO1maTzkWtrSknI1Wnq8vV3jNgPqTxg52ammoT8n6Qlz5lgsatXFxsgirLq5WRnrVuILYfZewlD2jP4pPg63XTP0hwMFhs7+jQ6MiwSVZxx4TOH59Qohddi02QA2N7qcN+ps3MyFZFWbWGRwZEVMra2pMGmvejDBZkeB1dyPb2dtNdLq08qZTUjKPRn56Q1vqEY2aLGhoTo4X5easzXj7Gx8eMFOnpacrJyTVvAfFESzOf6gFTWdoJ8NgPer4+D+90Br7MLShWSUWNnj/4yfoTP+uBQO6WSRlrjN/2rlYtxy4pKz9DodD+qudsWXDk5oFTAKCMhBnDP0486WsM9zD6JXrf6wz/NleMdIBmpMzkA68z36PTzNzH8634n/tcWz3bXMbR+dsTzK3b9uy0Yr7qFm2l3ajBee1/80pNGsZt5IpQYDsK7Ao0Z+Sk6+pHV5SSkGYDlaNRN1BhOBZlQBaTf0ZqosqLcpUUwgr/zQy7XSX37Zmd3HuDkTrNzMyY/+g7t2+rta1VCwueJfPa6orS0tJ0pq5Oly9fNkkAdbDB580/+1alt8kIajIPxsXFqrgwW/nZ6eocGBXGXRzp71Xq4PoUAMqGAiPAjLQs5eUVKo6oju9qs/AKsTxJMps4+hM9Qec/urMDXWdUMjwddcIvE2EL3UGOM2mj9ecreR7+DRs7WlVCMKjC/GKlpaTbOIL2HOmzudvLRTtZDPANy4aCICH5pSeUk5tvi+1e8t7/tBv9MhrmP7qvt1crZjgs0+1PTUvVtes3rE85PbL+NIWhcPPd/a/dTnKkP6kPnlIKSsrU1lhvbiI5lnfR2lw+vOfeB1x9+/X3CqUGdOWTywoFA+9oV+5qF/l+WwrQr1z0OYAZn8zOcA8dZNyF1tbWmvHeToEafMIYZt1CiMOmn3UK4Mxvnm91Of5ifeb3697bKu27uAftUJUMBOIVHxfvz+BvrgmtX11b0cLCotlFcHKDFyBOigkU9rrLPUEF0wtjzroRuSIU2JoCOwbNMHJqWrKyPshWclyqAkQFNEO5DckKUiFCKRO8pKI8z9QycCt3dFAWE5kHIACEjY2N+uqrryw8dkZ2nmpKK5UQCFnAgp72Jt26fdsG0WeffabUVN+rwNZ0fAd314S0OSM5SUV52eroHdbQ4IAdUQOa3WL8thVjIkeqMTDQb26RMjNzhArB5sAvb5v//qXbAIQYK3779dcaGRtXTkGJeVGIiYvT8ECvuttb9N1336/350b5R2AXRGVQ741GcpShzMxctXY02OaTSXyvoJnsWSiJ8IeazZqilZVboFBSqi1IbtHYoMm7+wXWgPeIlkakNFxzzczPK7+sWrkFJXbKMtjbqd7ONn377XdaXlrW9RvXvQp7w9sj5rtrgpVsC39MjDAMTMvI1mh/p22EKioqbFO7FXChryfGJ7QavWwnJjTnKPXNOybpsSmevucyD1J37xofo+YG0OUUk437+fPnDfDuBjCTJ8CXDxc8hISZz3b5UK7xYzTgcUNotBUPWsbv8D/qxwZgempat28/VGt7y4b7SH+q9r88Gri6You0uqbk5CSdqT2n0tJydXS06fGTB5qcmrCRtOVY8m8iACwoLNLpU2eVkZ555DcWrtmR78OnwI5BM1VDtSE2xhukWw04Jn10JrW2ooz0NPPFbDy5JbcefmPXS4yKMvBw995d9Q8OqrzmjM5euq7svELFxMZpcX5WHS0vdP+nb/T8eYPpjNXV1Rn2R44VPmjX8zz0H1GKWpMC8XHKyUhTXGy0xicmTBJBVbbqn91UkckLFQbcG0VHxSotNcu8K+wmj4N+l35Y80848H2K/+jx6RmdPP+hTn9wRelZ2SaxmJuZUlPDEz269Z3p86JDWFxUfNDV23X+0DyQEFB6WqbUHmX65IwpFlqe7bVP5+ZmbSHntIBIf3EJ8Z7+765renAJEJaxoUUlCG8ti8urOnvpI9WevagUfzGbGh9TT1ebbn75az16/EgFhZ4hlBkVHlzVdp/zGq7okpSamaWhvg7rT/zyvs4rCv0L+GHz5KFlOPyoTZ67J8PPKQXjlAuJMNJlpMycvgJcUTvCiwo2GEibAbs7HdMuXwClS0eezNFIsPm9FXAmHSpZjCek0gRAcfPJfswp+963/qZ5Zm5aP935Qb/53X/W9My0X8x2K69Z4qq4qETRfxmjgsJiNbe80H/823+vnp4urb4hqAKg+eqVG8rKzFF6GiprOxt3m99z/fQmuoSne1Ma9274e+5eeDnhz8Pvu98uzevec895/3XvbJeXS/+mtC6P4/q9K9AMMVaWV7QShX7vy4s4BGOBx6F/bGyMkpJDiomLPTpCZl/+hGuqpcVFDQ4MqLu7RxnZBaq7eFWFZZW2IaAjA8GAqk6d1cz0lB789I3a2ztUXFzkM9LOBtNBMwRjGviOJJ9AMXF+uHJ3BOgY+G3r4fqT/BLiEky3lsn6SF3mw9o7suRoe3BwSPnFFTrzwRXlFhUbYKa+qD3U1uHNYEoND2+ZTi8LiEfBo9EiN0fHxMYqKTFJMdExAuQiSd3rLs3xAn3JGA0EQhYaOzrKM5g8GhSgFt6cwvGzFyJ4SqUnTuv0+Q+VkZPr+9GOUnxewIBoT2erOl7Umz1CIBjcmGu2W1sPqbHeLLEm+jMQTDQp2MzMrG0IXlcF5lf3ed07kftHlwKu7wCw6C9j+Mdmnk0gYBfDvxs3bphtxU4N/8JbS/5suAC9zMXkiyokp0fYazgw7dK4+vAO0QfRg0YlBOCOGh9Gxu4dvo/C5Ymkoix6KpL6wcF+jU94tgzUz5vLGF0balzh9WZjQtAvdKFp7+jYiPoHe21T8aY2jowMa3FxITy7bX+TH30dni8bl602L+EZeemW19OZu0w2y24RCHvZnSqQhud80NN29zfo4dEGj0KbN9qkdXV0+bxcR89bmHme8mfR7dpBHpTv8vLqtGHrhnD15fzDGvQe/NwVCoqJjVEoIahQTEha9XSYw2mwvLJiAzkhLk6hQMKRJBwdzGBCgso8gV/XzJx8CxWMkaOB0dU1U9PILy5T87MnJp1jIbcL8e5eUUw40fb4GxeAbFJioqMMYCHJcsy8x6yNTosLixatjROGzYNxr/nvNT09wSSBVIeFYTUqWrlFpUrNyFZUlOcRxdYCCz6RoryCErU8e6zh4RFTVaA9R2ML5FHC9VtsXLyIeGgTk1b37WyDCR7vIXHxiYqLi5cdVRwhCtBXTLbz8wtCnzk2EFJBaaVSfMmPLajoNUdFWf0LiyvU19FqElx4wFtK98pV+5ueOsXg6m9tTUtLi+uL3ValMDe5xWqL9XOrJJF7R5ACbOABzITKZq1hXHO6hacMQmUDfN8GVMAfGP0VFhaaLQ55ExUQbzjkDxB2us28ywWwRs2O9Q5wjdQZb0iAZ05PSYPbOvf+uyYn9SCiZ2Jisq5duaHU1DTb6KMWSFueNTzRw8f3NDs7o+ysXF384LKKi/GEFWVAOS09Q7Unzyg2nvWKGcMDeAThOn/2gk5U1dpGdn0J9xcAvirKqpSbk+etCiwu/rPNNKE/mZs5EQKke33pqamurHiqVbRjcx+Tzp0IYLzOhpoylpdWTAWSdpMmvC9Yd207g5DMV82xjTiednDMYOAVAEstAa6eDU94nV1dwvMlHZeXfs02XIFAnJXPvaXFJS2vLJs6JmtR+OXlt+GhivdjYmIVQEi6JkEDl394uvfl965A8+T4lDoGe5QSn6aiwiKTiL1ECDoMnaToaPu8TOqX3nx3f6D7tLbqhS8lFG5CwJjXAyxUi8HnDYg4GDsuTivLcyZhhyNeM47eXXuosQ0Yrwre4Nmf6rjJYX9y2/9cvL7wNm8AEna48QkBcylno9cPuOL6FrUETj8InsHA9q6j1KNeRwLlkT68dtZ+S1JCB+xhWGBsQj+iyIzFA6McJmLPiwa6mIaV7T/Hl15fx1iEz9UVz3jnKPUm3WT1gQ9tYIYN1C36kA2NLVZLLDouNTlsn26LrCK3DpkC8CQXIPb27dvrhn+AB4w/Uckg4h9S4nDwstNqujS4mMPzBn6ZkcQCnJ8+fWpSYwAz4BmJM+CMNABNTpicMAXhT0tLixkEY9NDnfAVTT6ujJ3W6SDeow7QDDrduP65Prx0w4AvmGJ+YV5/+/f/QU3NLww05+bk6pe//ytdv/aJYmIS0NWzuR/jQWhgfeIb/6ckp+qjG5/oj371p0pISFIUE6EbnH5DAKimsmbS2q1bR57Mnc7YnpM76oX2B65MMTwMxSfYBtn1ATmRjk9iIgHB1kwaPjU0aTNEckqKGQ1rbdX6IbxkQL+3FmwIC1jrJscnFBsbZxseyvXmiChFmxeijfmCMqGp9a3zKOJLiXlGHvFxcVpcWtTYyIi1hVO7lOQ0JSYk2P3wdlA3L7+NWnJqwpo6OjKumBjqFLR3yP99vHYMmiHUyPCYbn93RynBNH3xxRdKDG3yIcsiTMcc5Wl+TaaGwW5/ZXlJE+MjWlxYsONqFms6GstdrqmJMc1OT5onEAaDySWPGh+4+vjf+w0aXPZHlvnXVs1QDpUG+nN6Ysw77Qh4Egv6E/AFqJqeHNfS/LxC2RkGxrw2HfUW7nePOiRH62n7AeS/F2axiTzWpHFLfQOaGh+1DY7XhyBJxmesYuPjbewuzM8qIT5uX4wl91LtN6Z9DZltMfMTxyfEKyU1WaGkoGJtIXxjrpEXjgAFHDhAovvo0SOL+Bdu+HfhwoUdR/zbrjneXBZjoPnUqVOmK02ZGM0C1AHHgHPc2AGu4S3AMO9wEkN6PtwDRKMPjeQZ8Iyqhnf66s2HAFc+vL9ZYrpdHffrGUAxEAjaxxvz0YqbS/Dd83mDKTqGeSJZKSkZBtbcdEadN1/QIj4uqGAwxdTTNj/fLOHd/Jy/PVqwSV9S87NGPX76QD29XZqdm0USp2gMf9MyVHf6rE6fPqekpGRLQ1orPz5eTU0NZpzY2PRcY+OjhinS0zNUVVWjC+cvmzGiO/8ErN6+/YOev6g3MFtTXWsuX5/WP1Rbe7OlDYWSFBeP1HlNuTn5+vDSdZWVeTEoKJd2DfT36fa9m+roaDWQfOb0WZ2tu6DU1HTbfNyuf6RHj++rp6/LgoYFA0EV5Bfp3NmLOnWyzqINoxLiaPD8+RPdvvuj8dWJqpPKzs7T84YnamlttOXk3JkLtpHJysqxNO/bfzsGzTQc/crJiSlpOcaAyXbEeM0asV2SA39GnVbWVg0w5eXlKTEUVE97s9qbG3Tq/CUDzjA3DDjU162W5081OzWhk1Vl5tanK6rLr+NRbN2Bk+/IFcAeDT2sYDCk/IIC1T97pq6WRuUXl6qq9qxFuaPSAOaBnk61NjzV0uK86HvcNNHXRw40HjkqH16F6A36kwU8P79ATU3Nan1Rr+z8QpUStTAYNIi/tLig4f5utTbWK1qrys3NM4nLek2P4fCEF9FL/fz3P9dKzJJS0vDWcwwbst4JP48frBV8AKEvXrwwwz9cRSLh5egeSS5Aljlns87xbink1iYCWOEKFVegeJhB2glwJkQ3qiE1NTUiOiwSaS4naeY3dUIiDXDmg89npM9OOg1Q5uJvO+Xx1cQo+3D50VOBsMr4GJgTYgtoZDcBop46AnNGVJRXb4DzVvVEEBYMxSs1NVGhAF6D/PcYYmsyiSqqiFvFoPCLMwC6tLyoe/du6e//8W98zxyTWlldMR+wlBsfn6Dyskr96R//pb747Jfr6wwCufpnj/V//d//ux4+uqvRsWHvtFu4jo2zwEdXP/xYf/JH/5Vqa86IDTTr1sPH9/VffvvPGpsYU82JkwIkN7yo19j4iAIJQRGDAF5Dj9tciMbEKCc7V0nJyVZtgHf988f6u3/4azW3NKmgoFA52XmKjYuzOAZffv1f9C+//f/U1OJJ7+l/7GkQKn7/41f6o1/+mT7//JdWP9pHOzCw/Mf/9LcW16K6qsbA94vG5xoZGTLeYjycP3fJke29+94VaGYOx+fhTnZlR5ZSvt4kC1RNzUnd/Okn3f/hKxF+t7TCCyc8OjyghqcP1PL8ibKzMmwCgjm9wej2gUe2hT+rijFA8VeNdIUANfcfPNStb36n6ckJFZVW2M56sL9Xzx7eUVfrC5WXlVp/osdHWk/a+rMi2dFtLJMyHkQCATOaamtv04vGZt36+jeaHB9TQWEpK516uzvU8vyxBns6dLKmxvoeMHCcL+aWjIx0BVPiNb08pZU1z2f8cW7Tz6XuzCMY/OEpg8BBAGjWSOYk9JjRG34bw7+t6AefAGhLSkqEK1TKxssMwBfA09nZafYd6DnzDsIBjGoBT1xIoIm2CdBGsoyKB7+ps7e+oZO6YmomeP1g3fOO3z09Vd5x721Vv/2858oxWwa2y1tsIr3V2KsTtHBpNtdjampSN2/+qPn5RcXHBdanffJGLQO9aACgA5ub05M3m43urg799sv/rB9ufmtGg4VFJSrKL7bTzM7udrW1Nev+wzumnsGm49OPf2ESZ4JV/d0//I2++e53GhkdUnp6pqqra4Uv6a7uDnV0ttsGBr5JTkpWeXmVVQFjcAwhh4eJeDrjbRSW8QWyKoJhXbpwVcMjQ7p15we1tDTqydNHunTxmkmH4ZPxsVE9b3iq5pZGjYyO6NSpMwbqAeQ//Pi1/vYf/lrPnj81FZjiwlLl5eWbBJz63H9wx9QuklJS9cmNLxT0gy0tLi1ranJSo6PDevx0zmi+Sp3WVpWalqb83EKhDvO+XrsCzezIPJwBq716BHJciMQAwHsCu3V22w8fPdKPX/5aD+/8qLjYeM3OTGlhblYF+Xm64RtvvG4wHpc2v7/19KRxLAQEDFhcWjLDmG//yz8pMTnVDOpQsVlZWlBZaamuXbtuEj08GXh9GpHmHSXeoDdYOAhAg6eBlZVV80TQ19OpJH8inpme1MLsjOrqzuj6tWsWAGbMogUiZjpKrdltXXxgsAU42G1OkfcPngKsI1yAy1u3bunZs2cm1QW8wr9ImDH8YxMIT+/nxSYRUA6gBRjfv3/f9JQBv06PGYk3z909ykdNA7AMoAJAIzwAcPMhHXMi9Qdo/+Y3vzFJOUaDSMoBjbzDc9477DWRob3l8PbHy3b1mZgY0zfffam792+/Um+M8r74/FeehDbJk9BuLoi82Ux0drWroaFe4+OjKiur0l/+2V/ps48/Mz3eJ/VP9M+//kd7Jy+vwPP2ozXzgnTvwS19/+PXGh4ZVH5eof7wl3+qG9c+NfUTwOk///rvDPTeuXdTZ06dVX5+kdmFwWPQG53h6ekpoaLxe5/9gVDpwOaqqqJG9c8eqbHxubp6OtTW0azunk4VFni67T293aYDPjU9pZSUVNWcOK3i4hJ1d3fq2x+/MjBNQJjLF6/pj//Nn6ui7ISGhgf0L7/5J337/dd6Wv9EP978RtVVJ1VeXrneA+A/6MFmpKqyxuqUnU200yidrftAScnobr+f1+5Ac7h192auOjb0obOXrcMBWh/duGFGFVg6D48Ma3lpTlnpKSqsO6VTtbXm15JJb2521pj3+G4Vjk0H7aqia1o190RMLETP++zTT5WXk6Pm5haNjqEPu6S87EyVlZfpVO2pdUMZN/mvixx2VWrk5YOiABIUJ/WqKC83I5WC/HxbxCcmJ8zYpzg/T3n5ebp44YKp5QBIcIXJAuOAzEHV7yDzZWGmLRhq2onvQRYWyXtPFHB8hqQWwMqH38xDCGQuXbpkrt0ApvsNmF3FWZec32Wk2RgEop8MWEYlg3IBunxTX4Ay34BmAA9H8KhCAbqRiqKHzdjjHfSgGxoaDIjjPg8dalzmsWYC2BE2kYejg6vTUf1GhQIdYj6bL4zhBgf7rE2AwdeCb9+wEhoh9Z6enlRj4zNlZWapqqLKAG1BfrGWlpaNtknJKbYp6enutveQFlPWh5ev67/+i3+nk9WnzPPVicpyzc1Na3BwQF1dHap//kSXL1+3ICvhwknUcj796Av95Z//lQg2hrF0AmocqysqLSlT30CvOrs61fDimerOfGAAFrULPvPzc6qoOGHBW9AVb25t0ovGZwJMV1VU69/+yZ/pj371J0pJydTKyqKSEhNMun3vwV01tTSoo7PNwLYzSmS/SN+npqTp+tVP9Bd//lfKy823KLzwGTYo7+u1q5bh+xCGcQPr2BEFzwExMRakgwmDXTiTWl5+vk1ys7M4ifd00biPBS/vMIjYzDJZsKAd2/3CseuwbSps0gXvqBJrXyQmLA70GxbkV65eNUMXFjE8pKSkeP3JO3wwgkGtwybILcUX25QdeXRgFGBRYSF3XgZwOYVhCzqbAAEut9jzjutPAARpD8LryIE1dlPGpizEYrQavlRueiny5zungAOKqDXgvg0pswtgAvjEDzKgGYAJgHgtCNtDS8iTepA/gVIAvgBo1DPwjkEwE4z8mOdcfQHQzJPUm/sAYyTM4brL7l3yZ+50KhyoviFJBzyjL03bWBvJ4zhcyYnJOnPmnCrKT5i3rHUlS9QuYmN1uvasUtM8OxcDzpsWeaN1TIwZ2+XnFaixuUFDw4P67Ze/1oPH95SXm6f8/GJTfSCvosJipaSm2fwEUO8b6DMpP30AgG9padbw0IjhCqTIhP6Oj4/T5NS4+vq6LUhcWmq6d7LvExh1jMqKamVkZJuXDiTNuJstK61QTfVpPal/ZFLiZw2PNTj0hXk3w+AQXWPUQE5UVOtEZY3ZjfQP9PpCpWXLY3xsQnfv3/cC2MXGqn9gyHgLN8OjY2Pq6+8xY8RQIPSSnAk1E0B3Vmauea6KTwAe4Qzi/RUv7go0Q8DEpJB5zaDzj9vFgsrxVE93j3Ws+Xb0XVnZxOb3M5MK7w0NDloT8VPIgj06OuIp/dvdo+l+7rj1yVvX145Go8RGp6ur2zZyuJxzE54tKjZw8eM8Z0dk+CnlFi56kKpMTEwaQHmPx/dbk/ewE7IH4gM4Ri+U6JZ20c+bjoJZqPnQnwxZ3FGNjI5a2sOu936Vx6Lc19en543PpIRVFVcUKil5k3ei/Sosks+eKYCUFRWGmzdvmj4zf7OBQx3j6tWr5kv5oACzqzxznPuwHrNxxBXdiRMnDMR3d3eb9BkDRcYVQh82mqxvfDwhkCdEIC15bSU95h7gGYANEAeUo7KBeogD2a5OR/UbAPvpx5/rD3/5JwokJCJP9iJv+vaD0IKgZlzrgDqsMdCGTURxUam++OxXBmox0kOfGFDc3t5iqhZ4zCjIL9DFC1f1i89/ZV40ZmanNTk5Zn6PVxaX9cOPRBp+6oN3T2I7MTmu4eEhM0gcGhnUyMigykoqnD6s1YS+S09L91zk+osWfZORkanTp87ph9vfarKhXh1d7Wpta7YNEqCZiIpIgXkHP9SLy4uamZnS8tKi5dve0ap//x/+DzOoJ1v8T8Mf6F6zdo6ODgk1D07bDTSTysdK1CktPdMEUOu88J4LoXYMmgEjmTnpuv7pNaXGp9nghJGOy0WHosDe0dGvkZHx9QHi9T7t4Gg3rDVMSMYZnpR5dWVNYxMTiolaMT3LTRvRsISRn4dFgeXlRbW39ZhBAtISu5boLgoAACAASURBVOhDP1qi608DZPSmr/IK3y6tLNvEFxebcGwm/sOi66GVEzZ9MD7n5+b0/Fm9erq6TIpl/ej7Rg8fmtRvfWEjD45NF5c0Njai5LRsf6E5tFbsqSDaDT/yzbH63Vt3lZgWUnpWmoHm9dVpT6VEEu8XBegnLvoKCTOAFIABoOKEC8AMmASEAqIP43LrMMCZUxjKRkUkNzfXJMpsQgHN1J1THKTN7gSV9wFeTl3NtY88qT/ftI132KgibHBu6giOUlFRYWoNrg6H0d63KQPvGYmhFGWkZ1uEzlfyIFCI71btlWf+DWiTnpGhX/3BH6uy8oTu3L2pR08eqL2zVf39PZqYGDejvYHBflOTwBtHRkaWn9qb7BDsBBIC5peZKL4e8pDS0tJVXlppKhelxeUKItHlMozlpUVaTFAqj9ZeSuoUF5egqspq1VTWqr21WYMDfXry9KEC8Qnq6MAIdFllZRU6WXNKocSQliZeNjImz1AoUYmhJFl4gLU1pSSnmFEgqh+x0bHKzsqxU/rNuAcvHLj8jIrxeMXxj9/o9/Jrx6AZ/JiUlKiM6iylxKUqHmfix+LyGC49JUl11eUKmCPv5Y2IIG41dtxLmzb/9hfpjKRMpacmqawwR/FHLaT0seiL/akk8wj6XSeqTql/oMdc81jONsF4ZbjB62NoT1rpil9bU3ycFMpLMb+a+LeMjdv5UHDZRL73SgF/WxoVrYysHFXU1GlksNcW6fUND0V4Q3j9yI/ABG7YWg2iohQTXFN+Soay84osLwsRvt75e63n4aQHuBANMXYxxl/Aj1kDDodM76wUN6cAHPFYgU9mgCSgkvnoww8/NNUMpzZ0mBV1oJVv6omUG9CLKiV8xW9OT3FThwobQganogEgRkeZ99zFPbcZIE/eB4ijBkJUQgK2EJkQ0O3KdGmP6jeeeVYsYh3i5ZdmEB+Ibl9z6Dq/sGB0yszI0Kef/J75I+7rQ5e4XZ1drXr85L5eNKG6MSDUJLq72xXA/3pyquJiYhQXDOmzj7/QL//gT8yLB0A9NjbaBHG4zgNQowuNnjQnoixp66oOzIP+XGhffl9TL1x01p48rVt3f9TI8JB+uv29qasNjw6Z3vGpmrMqLi6zGBTwRigxWXG+x6GKiir9u7/87ywi4jJBWvw4FfADGzEANRJu9JetAlRqvR7+D590jg+3p+Txfro7pID01Xafh7OD3g/SGo5akzJTk/XRpdM6d6rCdHpeyfvlvt88piySGgs5oSLTkhPNQOmVPCI3Do0CGEJ8ePGGHR85CfJuCvemTG+XnpSYbL4pd5M+8u4+UiBKysot0OWPPjfn+g4wU0L4sHTLHPfcb1cL915cIGSggCPGlxK7F4/4N4uOfY54PX9u1QOY8AFI4s4NKTPR/wCXAMdz587p4sWLBijfteoi9YSHAMKAer65qCt1xmCRdwDU3OMD8AdY8+ECJAOMAchsCNBh5m9+44YOiTXtJi/0uo/DZeNq1RPe2poRJmTZrv7QCroszM/r7v1bunnrew0M9KiwsER//Id/qj/4xReKil7TwOCg/p+/+Wv19vdraMjTYcabE37k+RDBlOiBs3Nzys7K0pnTZ8yQj5OAr775Su2dbRYxED/NmekZOwLytAlpMGohhA/HIHF0ZFjNzY02S875BoCnauuEjjT9nBAIKD+nQOlpmRoaGtA0pxCSTp8+o8zMDM3NL5or3lu3vzevHcVF5Tp/7oLpUm+ed7ej2/v6bHegGfcnDLCoFa0pzhPl74EyMOP6Zw/5vCmpt8hGKSWZBdU79ggPPf2m9O45kTe5CFUJ863vAN0LB/DNcY4ZHx5A3vud5XpfhqOe/S7Ezw+6JCenKjmJ3S/Xboez35ns5H23Pn5GB/rF5MtEdxwurz+9qGAHXV+ARnJqhpJ92uyWhdZJ6idcsSANu+WJ3bUSFRFPiLB//bk+hnZXlcjbh0AB+gaDOAAz+sJI4pDaEUwEtQy89xy0HvNOmsn8Ql0B+Nji8JvxxX3qjMSZb9Yw7gGQUdngbyddRO0Cl6y4zkMyDUBG79flQ57MZe7vndRrP96hvtgwePNotK++sHXOUdEx6++uv++HyCafXV1rMl3iyclx3b1/03SGkR7jeu76tY9tc4H3i6amF1pcmDfvEZxgYryXnV2gU7XndPvuT2rvaLFoetD86oc3lJSYaCoe33z/pfoH+k1FAtdvuJbDgN3RmLqy5pmh8+a6m9lHtEpLK3Sy+oyePntiqofoIxIApbrypKoqTlg/02+oeVSfqFZtda26ezrU1dOpv/uH/1fjE7iPq7KN1bfff6VHj+5rYXFBH5y/pMKCQpNUU77rA77BJkbLg51qd9VVB/3yrkAzhoCh+KCCsUFpNdoG2V4qCEOIY/HYGJPkHrRoKHyYvDVohjn8jA6WT9YUtbomLS1rbWX1WOhp4maGRcMmUkekvTDIm9Ia4HUv7bY3HDc4g073t8tvv7/XBJCzxQpXTbsG+ftdnzfnR1+itnI4qpmO/hhz7v5yqSXfsuetctl5udQROwdc3SGp24/LLZCHDUT2o+7vcx4ADa7BwUELV417UqS0XKgo4I+Z6HsAIVvT7Mm7/Q8gA2hG0gxIdqoWjGkAMpJjjAb5RvcZIz8k6Ogr0wbuY9SIZw53OTqYwGibQCLu/YP6pnyvDtuviwj4lk2Kjq/jFV+Nb/ezC7REjQI98DOnzuvKxRtmaIkHin/57T+b72c2FRjKYRg4OTVhXjpuXPtEBQXF5jjhw0tX1dvXpb/+j/+nevt69C+/+WfduX9LcTFxGh0fMScD9M3pk3U6d+YDpZgqhBchlbZyuXZvUk4zPEL7MAisrT2r/J++0eTkhEmJCVZSd+a8cnLyDNy6PiwpqdAvfu/fqH+wT/fu39HDx4QE7zZfzhj/0Q704IsKis2zSHFRmXnZYA0jD4/+rGneKcVB9fVRzHdXoHl8bFKtfR1KSUhTaXGZWeK+daOiojQzN6/OtmENjRGK0oGXt85xbwk3j6WNVXhv+b5lavSvQoEEleRlKicj1XbMb5nVoSRD6jY9NamBoT5NTU8YKET39OCuncDO8PI3d/DLNfPeDH//5ed7+4u6rimYkGiTl7kiMouLveV60KknxkY12N+juRnvOHerERpOse0pvFHb8DTcDU+3+dlGqp3/cvltzsvd3y6nN6Vxz1k4CLaSk1+oUJKLFrpdzm9+hn9XvMHEBWO0ykbZNp6UuJOavzn/yBu7p4ADGYBPdJj5ACbYKKG6gGs5PEm8Cz3m17XGJH9+IBNUM6gb4B71CkCwA8zoKKNqAYjGFzNSdJfW5Q044p6jA/c3v+PePYxvwlQnJ6dodm7WvFUQze91FyoLJcWlBnjxHkFwj7etu6NBYWGx/uxP/xulZ2RasBJCSgM2kerGxccpJSlVH5y7pM8//QN9/NEXpjbB3F9QUKQ//9P/1nw437r9nTq6OtTT3WnG6Uh+8ZRx6dJV/f4Xf6izdRdsA4YhYTAQUEpSinl/CoYSTYK9eTZwdYuPi9fJ6pM6V3fBQDiqGSdrTltYbvSSuXiXPkWK/eGla7YuIQ1/+PiehfbGPR2K1BgCEqTk809+X59+9HvKycm1tKzznDjQBwD7xGCSYmLjXtcF7+X913PcpuZC7LHhcd364bZSQmlKTvT0mrj/NhepBobH9fXNh3re3KUFdu6bz2TxWco//76VZV4tXlMi3OQ8JyCldQM8PI3/zuYcrByXxhJ6SvgvvefSblWOV5hn1b8NSV4txw5516XXG+VFmdHh51fP6cbFU0r03eFsPD9av9iJY5T3071vbUe9bMEmVrUu0fdp8lJ/Qi3HP153vdyoXaZ5OQsryfKDwpsJ/EoXOb5xvBZeN3J5OXOvnmFpeBy9RRrug48pLz0tS5cvfqTTJ8+Zn82XG3uU/vL05Hq723X/hy81NNBrAWSMBG6M+v1mf3r/eX253p9bEGwPaawLzH+xp6+5wTfblGOJvDCmbu4wKrs2bEHy9dx4x9cv9tJYZvbTkyZGKbegWBdvfKHyE7XCivxtrvV2WIjjJBWXFFko7fiEeG8ueZtMI2n2hQKsO3yQKhPo4/bt2xoeHjbAjIcK/DFfuICuZ8aRkTC7hlNvJMkfffSRgSR0kQHJAGjqjtTUnQqSZjtvH+QVzqeujMP69srGuDHGItehm4sRI0aJJ06cfK1ACcO4/+l/+F/MvRoBPUpLyj2vPG9ZcegQExOt8vIKZWRm6eIHH6qjq810iJH0egZzmbLQ2oUlFhWPtcdLF6uiohL993/1P+rG1Y/V2d1h0fQQjuEpgwh++DtG9xkDPUsTG2Pg+0TVSWtvVla2yssqFO1vYsL7hN+kKcgv1F/82V/p0sWrWl5aMkl3ZcUJO/11zfbeXVVySqo+uv65AfbmliYNDvVbRN3YmGgLrEIob2gGQPba4YFuQPn/+j//b8KVHpEJT1TVmPGgP2W6Yt7b7x2DZiiwsrysmekZxazF2THzXqkyN7+gkfEpRcXG60R5pZJT6BzvgpnWbJeLLo/nExpgxn3T82UBdi/vKI1vYOMWdT8NHc3Oi7xMZ4hjEJssN0KFhjMnybZKA8NSP951H78I+1pP44cJphqWJiwkqSsHKQbHZGOjI5qYIrzp/hz/htdn/347l1nS7PysxidGFQjEq6Sk1IxFHLndcQ5tdEeYdqxt3fgamq1u0NSlYXLyBudr0vhHR5S7kYbFz/XNqzrFG/2wOc0GQHN94+i2kcbT64KBwu85HuAbaU9HR7tJ4okitfIG10aujHfy7RbItTXNEfxgckLpKckqLCo06YcbdIxNj6bOeMhTP7FNkq+3vWl4rh/pbfCAl4YNCYZ7RrNNg3oz3wBq7Z5vuOToHE4r6oUlOqAX/UcuLx94wOt/0oVfru8o3kvjHcl6c5BL4y0aHHe3t3doZnJcc7PTRofwvN7mN7xKVLdfhL7QQtS8klN9l1Nvk1kkzb5RAL5Afxk9ZiSxAGj6CrdyqGW48NKb+WnfKvCWGVEfpMpIkvntQLKrJ9/uN0WE/97q77esxr4lox9iomNUUVFpoJV5wAlDNg3l9TKzs3OUlYV6iY8VvClh/fluf0AjsAHlpqWmKbXuA506VWdAE6mKqbPFxBqOcMIhR1fqz5Wbm2+njRc++NDWdSLaotaIlHh9vfLXKv4+deqMamvPmNTGSvbXy63qThkJCUGL+ke93GUz3cvTnfU377NZYuNRUV5l7eCEC1AeG+9tqty65qZl2oMXjuLiUl+SRIW8nnDlve/fuwLNEIeOdAvPXokDqZHO5ebm6MaNGyouLrIs6UzKIFIPfc2Cx7ssrLAe4N17Z6MGDkh5+oCk8ZiUTuYDQLN8wpjH8lCUp4NL6FrSULa/6KO/g17UxqDcOKaiHGhBHkTwom78TTl8NtJ4IJv3SMOHujoQF56GgYe7l4WFed26fVsP7917ZTLbaPFR++VJZaA1BjFIONCnArN4feVF76Ptrh+gBb+hl3vHn1tsQJIXExEEszQGrDyab5eGfElLGi5+c7k0Dvhxm3K5XBrvb4//eM904SyfMMbxxc6k8XiAzRybrpd5gKx5Z2pqUt9887WeP39hZa2r3Xp/Hb3//aZCGcZgaVmJ9SfSKi5oFBPNuPGmD8YJSWjrK/3pJbB0GI2QhnytP31Qy290D8nXpCj2thVkfQcP8Mylgeb0KQDGFrFNg41nrj+9ecAzWmJ8eScgm1ZP44GNNIxNLsohzcqKr0Ppt3FsdExfffWlOnv6rN2Ov1y13/YbKWBxsFjTy5NaWl1422wi6faBAt48IDOKunPnjnmIQC+Y+06PmQh820lo96Eae8qCY3SbP/1cwvnU/Xbt3FNBh5TYX9FtbXUwDXDq5vNXqmHDfGPe3vbdVxJvfcPRzQnImGeCYYHebG6z+cQTuLhcXDpHb6TJRM/j8pcg4y0mFPeu95QbXhsNA23TXMsrygP1Xlr3/wYN3B2+KcfVh0jJ1g5vUbTXKMrhlJfTMStaDv7G5Q2VCk/8HvzeHWg2CazXyx4D7gMFotaEXlJiYsh2xQ5oAHAwvOju6dHY6KgtmCmpqSosKDBQxoTAO269BGzCAByfdXV1aWTYi97n9LmwAsZQg4V3vcs9T94aGRlVd3eXhodHtLS0aG5fmBj5MCmSZp25sNxFVWV83CQPhE9lMkUvDLBIGqyNef+lNNHRpgtH9Doimc3PezpZSCpwis/RGeWwUM/PxyshPsGA+D5Q+BCziBJ6zIQzxqd3amqyDUzaBMAhIEBPT4/Gx8bsPo7iaTsSEd5hgLoJhMme/sWNT1dnp/EAkyOhTkmD8QrSE95xkyZHZ9BwaGhYXd3ddmzGc04wiouKzBKcNF5/emTxokKuWUS57i54YNhOUdCH83hgg29c3ZzF8Pj4uEkch4YGTZrM8Rx8VlhYYLwM2HLtQhePLeJxu5hYkYIkJyUpJTnZpAqxMTFmXMRpCJ/JqSlxLyMzU8VFxea2yGv3xhigPxknRL0jzcTkpI2j9Ix0S4OeJWnoG3cB2DGcHOjvt/50fJOWnm48U1RYaGoRJvUmkb8xpc8Zl0gIR0dGtbq2IsJxwzd58E18vMcDfkFIlhmruOPqtLnDO4JnHBcUFqogP9/UadhAs0jCy8w/tugYbHY13ts3dfBO0/DM47h6b3lGUu+eAm7eRgXg6dOn5pMZ12rwFSoBqGScPn3a5nl49ihf8Cif113Gw25ie91LR+7+RnsceN6yigYKbcqyx9vRYcv029wMz8vxS/jr4c/D7/Pbvb9Bdq89r+uml9q40fTN2drf7l33veVLYTfD64kAwi3A7r77DkvyUjne/TdUanPiY/737kCzL0kzp9v7sFjYTsaHsEhrHchwvh/v3btnx9oLi4vGaIBrgOmFCxdVV3fGfEbSz3QshhqNjY26f++uWltbfVc7XsjknOwcnfvgA50/d86MIXifz+LigoUEvX37lpqbmk1viM0AoCgrM1t1Z8/qgw8+MIBGPzNBsmDiVxHpw4uGBgPCMBtAGgCAr0P8dQKeeJ9yWPhZwO/dv6dn9fUaHxtfV+Xg+Ky29pQuXbqsoqJCW4wZVLaTg4ePFYNt9Cjghw80wKH+k6dP9OD+fQPNS77fUDYGRSXF1p+nTp2yRYjmQjMCCDx79kz37t1VZ0eHFhbwNbpmIKmgoND6hYhUbDa4TxoswBsaXljftLe1rvtwRhcOqfe58+d19uzZdR1E0hBMgrCw6Cu2NDVpZnbWeA0ez8nN1dm6czp//pyBNN7ns7jo8cDtO7fVaCFqvSN62opTenQdP7hwwfgGcGWd6Dr0WPWnm+A9VQyruh+5DoMoAjwMDvT7x4xr5pYKfb/Lly/pxIlq20jCy4yN4aEhPXr8WA8fPDDgvLSM94E1sZlAlccZVOH/dZ0HxscNtDAPdHd3anHB81jAxgeAzukUtGYMuTQYaaF/evfuHdvULsx70kF4gAAA5y9c0Nm6Ops7XBrAER4R7t65o5bWFm8eWMOpT4yyc3N0/vwHOn/+vAhoQB/bwmILjBW7b/9BJ0B5zFq0Vlc2pED7VkAkox1RAJ4FILt5gc0+fzOWmaeY3zGqo6+O+sV89XO+DqP5u6Xxbt8/rP47qvU6rPbvtJxdgWZAEJLYpUWORTckQjstbLv3wBQsSEijHj9+rG+++cYkwBm5BaoqLDG1heGBPvX2tGviq381FQZ0ytj5A2QBWF9//bX6+weUlpmrstpSW5CHB/vV392ub7/5xsL0Xr9+wwwkmARZKL/66iu1d3QoOS1TNdV1CgRDGhsZVF9nm7777jsDYp988rFZj9L+trY2ffnll2pqblEoKVUn6i4pmJSsybER9Xa26cebP1maTz/91IAzjIjkm3JwAh8XSFR57Xklp6ZpenJCvZ2tun3nznoaXBfZtbEN3Y5sR/4ZIBTQ8/3332t6Zk45BSXKyi00qfJAb5da2zo0NjZuQPTixQtmqIJvUUAZPDA6Nq7M3ELlFhSZys5Qf7e6erqElJd+JwoXoAm9YVwmGQ8MDCg9K18VhSVeVKTBXvX3dGj0669tM3X9+nUDzmxmAFiU09nVrZT0LNWePKe4+ATjAfjmm2+/0czsjD7+6COzOodvsDSnHDZnoZR0VZ+rVTCYqImxYfV1tuu773/Q1MyMPvn4Y5NusgXyt0FHvr9eV0G3OWUDdPPmTdtkLC6vKr+sWhlZuTYv9HV16HnDC9vwoAaBNM4FQGCDcfPHm5qZW1BuYZmy8gpN9WWgp1MtrW1+mmULEgFwBsjev3/fxuD45JSy84qVk19k+4+hvm6Rjj6ABwAx8ABzx5OnT00VZnBoWBnZ+aosLDUVk6H+HvX0dGr0yy8tSAFzBxuu8Lmjp7dPaZk5Kq05b3PH6FC/MIb85uuvbe64du2abZ5sa3gAWITNN/y1snz8+eV1fHTU7wOYmbMBymykGePwCBdzM/MNJ1CcnERAxlHvzUj9IhTYfwrsCjTHxcUqOSVZyaFkc5C9v9XxJCsATEDWxOSUqs9e1OnzHyozJ89A8+TEuF48ua/6+zf18NFD5eRkm2SX49779+5paGRUlafO6fQHV5SdV2iL5czUpJobHuvx7R/06NETZWZm6dKliyb9vHv3rrq6e1RcUaMzl64pr6DUjm5nZ6fV1livR7d/MDDO0THuanAHdf/+A7W1tSuvqEx1l2+osLhc8YGA5udm1dHyQo9ufacXL14YwEIHFGAGAGxqblZGbqHqLt1QcXmVgXOcoHe1t+jR7e/V2NRk0i/SADSO84QMnqD+bIKQrNOfC0srOnPpuk6evai09AxjHQwdnz+8rYbH9/Tw4UPTbcfAprOz09JMTs+q9vyHOnX+stIzcww0T46PqOHJfT17cMvSoNqByyfUPujP4ZFRVZ3+QGcuXFFmdr5Jg6YmJ9T07JGe3PtRT548MQkwIAv1n/v37wmwVFJVq7qLV5VbANCO1ezMlFoa6vXozvd6Vv/MjvXZoCEBB8x1dHYqv6TK+KYQq+z4eAPkHY3P9fD2d2p4/lw5vi/U49yXdJQBZn9DyyaDvoqKTdCFD6+q6uRZJaWmam11RUMDfXpy90cbO7zDuOFkiM3pgwcPtbQWpXNXPlYNfkjhgbUo25zU37+lxvoHRlckeOiKsjmFb2Zm5208nzx7WelZ2cZX46PD6m5v1d3vfqMHD+6b1O/kyZO2Ob13945GxyZVfYa547KycvOFvt7kxIQ3d9y7aeMRvuGkAlUpyhkYGLIw3qcvXDFwjorRzPSkxzd3f7SNPHWDB4y/7eRg/2ZAwFpPb4/qG54qKmFNpVXFSk5JOtbzwP5R5/ByYqyOjY0Zj7MJZ/PGRgZ1MIJ9nDhx4kjrMR8epSIlRSjw86TAjkEzk3pmdoY++uyGkuJTlZG5szCPOyOrpxIxPz+vtrZWDQ4OqaCkSnUXryuvqHT9GCwQSrTj+ZnpKbW9eKTWtjY7csWqubevTzkFxZamoLTCNyCTgdP4hATNTk+r4eFtU/eoqCg3YEY6JEtnLl5TeeVJxcYlmCIh5aDLPD87pyd3fjB1DBy9o/PoSRfTdPrCVVXUnLLQmCyiSKhxa0OozQc/fqXW1jaLFIXUlGO+uISQAcATp+qUEEi0hZc0J2oTtby0qNvf/MaAAgAQ3csDOP3dWVfs41ssNhzhD4+MqKL2nAdk/Q0QR/PBpCRz4TM5MabB7nYDPbhJam1p0eDQkIrK4IFryikoUnQ0rLqmYCI8EG9S+s6W59Y3ACD4Bn1ZpJiA34KSCs9QbU2WJiGQoLmZaTU9va/2tnaVlJTY8T2btIycfJ29dF3F5ScM/EKCQGKS4hOC5h+z/v6P1u8AekAWoB6pNBst44H4gFEtEEpS4GzA1EIe/uRJoulPp3Kwj6Q99KxQHWDDgJR9bmFRteev2GYmJW1jHihJhK/XNDUxZpsYNjLYEcD/k1PTKq89J0BpelaOWZjTiGBiuW2upibH1d/XaTzAhoZyRkZHVVxZozMXrik7r0CozDBAE4IhpWfl2glST9sL6w8AOmOTk6b84nKdvXhNecWlivaNFXNs7ojV7NSk2l48Nh5AYtjR3q6e7m5l5Rep7tI1FZVXKSYmzpsHEkN2JD83O6OGR7fV2taq6ppq3zre07rZa0c4ySbfQ4NDenDnoRLTA8rKzTTQvD+l7LWWP4/09AFzFidPSJk5VeFv7GIIk80mC940FZ2fB0kirYxQIEKBTRTYlRUDxl3lleUCdCYlJm3Kao9/RkVpbm7ejPGiYmJVUFapjOxcm6CcfiyGYqnpGbawxQdCphuMVMB8Z65JecXlysjJM5BtaTAsW11VYnKqCssqFUpOMR3k0dEx31BwzRZYjv5j4vCN6OnhYvATDCULCWJiiidddOXMLyyYNDK/uFRxcQnmOQMLfcoDbBeVVig1I9s8JgCyMUhC3xrJd2FJmYFsFkIz+FldNQOjguIyZebm25E+EzXS6eN62dG1X3lUKNBlBXwWlVYpNT3TJGcsTp6nkiiTIANwSYfkt6+/X/0DA4qKiVN+aYXSMrNMwuz6hrRIKQtLKw08A6ygMWB2xXigTBnZnEx4RmVeujXjgfyScsUmBDQyOmJlkWZpaVX5RWXKySuwjZbjNb4JWkE/wwujY2NWBkCQE4fsghLlFZYoLs4zKrN0xjdJKiqDB7LMWNRbePdXleld8AZ0x9aAcZCcmq7C0golJaWYGNrrT9y5xRif059LK6u2yWQM8GFDwSaIUNkYqbg0oNP07FwVlJab1xr0/fFOMTIyrLj4gArLqjZ4AD/NuGOSlBDgWYVi4xMMzGOYOzI8rOjYeBvrGTnMHTE2/s1QcHVNKSnp9iw2PqCx8TEDRYNDgyLHgtJKZecXGsimDNLgfikxJc3SBELJGh4a8ewRfFeY+90P5UYN7AAAIABJREFUjHtUTNCZ99Tf9lmcvd8Vfo/ygx+5OLXkxAobFNQy0FsmTDZqGUibI2oZ71GnR5oSocBbUGBXoDlc026/dTRZCFdWlr2JKjbOAKi5tPJ1zABBzGsshOiPAlZwU4Uu6+LCgnc/kGjGO7zo1AOYCvltaeIDJjlYXFrU4vKSiE0fQHIZi7GW54ZqXYoQxcIcNP1WymEx48NFZB4MmLhcOfaHScGCig8GLWQydUN6jkMAADXg0V3r5RBhJyHBJNUYQ5KGRft9uGg77shiaV9iyI7JHQyAbgBN+hjaIBGEvoQixeUe9+kz5xUFeng84HlbCSaGLBLR8tKyMBTFUJB3A8FEu+/5tMRNoWe4ZX0dDFpfA0qoG+XhKjAh6PNAeH8aD8kcz6PjjKN4jmrn5mZNPzlAXnFxPtv45VinRSkhELK+pm7wpluQj2uf0le0ARABsItLCCgQCEm+C0ja5d7hFCCYmGR9tbi0ZH2zvLykuIQEBYMhvw89SoTzQDBEmlhhIEh/0kdsZC0KVjQGV974xBUlRF9dWfaexXo+45cWF8zPKNGpKCd87jBXlRgkxsAfQY9vAKjGN/BAjIKhkHnxUZiPVK9d0caHjFHa4YxYD6ovoYl9DqqASL6vUMCNTzaEqF6xyUPCzH0MuvGWUVxcvO4x5ZUMIjciFIhQ4GdDgV2BZiZzc7eFv9wDIBFW8YGEBC0tzGtmckyrvsTVYsibtb3Mb/L05LjpEKNjHQgGbCFcWV7S9JQXb52qeWmWba1l8uMZgQiQHKB6wbHxyvKipiY8gzJ81+GT16S8vm7EzMyU5mdnFBcLgAtaOnQ3USdAh/nlcoCDa5qdnrQjYByxkwZXeuA26rxgaVw5SwYase6dn5215/i+9RZ8/Ax7+R0AmQ8tS1x24QbO2jcxYQsRDo1ZkNggwU8AkZmJcfO9nRjCTV2aQolJWlpasD6jH+E1r2+WLA1pMaJcWpxXQkK8EkMh+8ADM1Pk5UWXdDywBuhbWdHM1JSlCQYDduSK2sTK6opmpie0tLwI8gvjG8/9DvrtiwtzQr0jLS11PRQruvIAYqubGW/Ba44HpkwnOj4+zsCYbZAOYsAcUk+yQWbzgXSXMTo7PaWZmUkPyJof4+X1/oRWU+NjNo4YY6Fg0FzWzc9MW3AXk/qu4Zt7Iw39hXrG8vKi9Wco5I21xfk562cDMJzO+OMTKrORmZqY0NLCnOKZNwJBJcTHW1+hw07+XPAAft3db0K9wzfooDM+GW/LiwtWZ4ycmdkc35CGDSx1Q0UDby8HbW/AXGUfq3Hkv4OmgKM3wgq8L6Hf7vSYmR9QyUBfHpeizFeRK0KBCAV+3hTYFWh2pGLq2G/YjNQRaQ9uvtCL7Gx5oYG+LgMy8SyIgZDFdh8e7FNb4zOtLC2aey9cfOHrOD4uVj1tTerr7rBFx0sTNAnX+MiQGSfNz06Z14TsrCzl5uQYQO9tb1ZXW5MBLQz6kC7zjV5me1ODZqcnlJmRuW7UlIoBWU+nOlubtLw4b++Shg+GQ21NzzU5Nqz09DQzUCIsJsZ9wwM96mhp0ML8rEmWaQ86zQD51qZnGhnsM2v+rKxMk5KtrR3fCdrVnEUHd2Jry0vWn2NDA4qJizVa0XZ0VAd7u4yWhO7Mzcs1Y0D84katrVqaoYEeRcVEm+SWNDGxMRbWub3pudZWls2bATrNefn5Io/u1ib1d3eY/276BMkiQG9seFDtjfXWZ+i/ctSKFIlNWk97s7o7Wg1oAQwBYPDPxPio8drczJTxWk6OlyYpMdHK6OloMdC/wTdB2/y0NdVrenxUWb4hIBuH/R4vbiweyjcoVTIjuOycHM1OTai98ZkmRkZM2u54WVoVHjSgZyAh3sYMOuqkAQB3ND3X2MiAYo0HQqabDA7p62pTZ3ODYmOiRKhYDO4Y06srS2pveqah/l47ieCkhv5kEzIxMmzP2MTifs7S5OcrOmpNna0N3jwgWT9SPyTgI0P9Mr5ZXhJzAB94gI1Xd3uTeb8BRK3PHfEJGh+Bb55pcW5GObk5Sk1LM3UhE3zvM/Fpl7mc84Pz7HP2key2oYAzJObbTlPi4lRdXW2uLeHhiFrGNsSLPIpQ4ChQwNYpf7E6wPrs2BCQXfboyJi6W54rJZCqmuqTSk/zIoTtR/1ssYqLEwZ3GAHhb/fWN781aSO6xSwmg/29qn9wR+3Nz1RaXGSWzFizY21fXl5m3jHufv+vJhVCfxJJ9OjQoJ49uqOm+kfKy860iZA0hKxFVw1/y/d//EoL83Mqq6xWQjCo8ZERNTy9p+eP7ik9JcmMf3BPhZTpZG2tuRR78NO3WlpYMEMwjqORrr2of6j6B7cUjI816URGRoYBeIzBBr7+Wo9ufW/Hu5Un65SEN46pSTU+f6yn939STJQsbwAgiydg4jgCLQeY4QnacfHiJXMp19nSaOoTtecvKScfl3NSX3e76u/d0kBPu2pPnrR+xNDmRHW1GXW9aGrW7W9/p+mpKeUXldopx0Bft+rv31Z3e7MqykotrCr9Cd9gCPa0/qnufPc7zc3MCINQTgnYkNQ/vKvWxnoVFeSv8w08UFVVqXv37uvud78T0tDSyhrbaOF28Pmj+2p48kDZGanrfAMfYkH/061buvv9l8Zr5SdqbcM3MTqiF08f6vmjO0oMBlRTXaO0tHTfX/TBD+b9GIevywMJMWOAfsKAtrH+oUXjqz17QZk5+aa60d3eoid3b2p8dEgXPjhvxpZsGJHU4dsc+hPfpfbcReXkFZnkuLez3dIM9nbqzOnTNi7pz+qaGjP0bWlp1u3o32hmZsJ0yOGv3u4OtTQ8NbeQJ6oqLKQxaegXvG48rX+mO9/+zox/i9B9j42R8c2D2waay0q8uQNeY+6orKo07x53vvtXzc7OqKS8ynhgdHBAzx7eUeOzh8rPybb5gtMTdLsP4qgNsDY3O6e4YIzpU3uF0OLjzTuv46l3fZ81hwvbCwyW8QyDyhb9AF+gx4zBsAtk867rexTLdzTckMKHrwBHscaROr2XFED8a6y3wX/wpuPP/WzzjkEzhU6MTenxgydKCaUqLyff4q9vDJa9VAuE6OnyIWHCHyr6k80tzerv7VBqepYBsMlx1CKmVVxUqKvXrtqEhgQAKdOVK1dNrxWw/VVfrxmdIdVE/QKVifzcXF27ft0WWAuOkJGhDz+8bLqtj5881ne/+Sc9Ss+yCRJVjpnJcWVnZujqlSuqPnHCpJVMngQ74fjuwcOH+vGrX+vJg1smMQYAT02OKTUl2SZbgDJqINCHIz6MATn6u/Xtb/Xs8T3TxwTYTY2PKikxZAEhCNSAdJaJ+yA6ey899LZpKyoqrD+Xl79Vy/NHJtVPYrOFYdnYqJaX5lVVWakrVz406SKgFEkzvpThgZbWF+rt6lBKmmdEODkxosW5WZWXlto7hF4nDZuNa9eum+S3oaFRX/X3mu9t9Fg5NeCUgWiSV69eNX+rpGFTc/XDK1pcWNTT+np985t/VGpalu+dw+ObnOwsSwMoh28AjgTioI8ePX6kH373n/Tk3k9m4Dnj801Gepq1p6am2qSY6Ggf68uOpb0w8NDh+tSUfvj+ez17cFttTQ3mcxydb1zBRa2t6FRtrdEoKzPTaIZ/W/rz2+++U9OTh+psaVJyWroBQ/ybrywv2Bi74htb0Tf01fVr18yzTFvzc58HvE3o5PiopqfGderkSesbF0gIHsD/Mn2Di8fBvh6lpGf6c8eoFmzuKLI06KhSDgFLKHdxfkHPnjfo61//vc036KtPTYx6c0derqUBSMEDtqPdpw4Nnz8B8aUVpQokx5k60HHcNO8TWQ48Gze/YtuA/3xAM95huA8fMc+z2WM+ZvMfuV6lALwLbcLpgwoVqlFrK6vSrtDFq/lH7kQosCMKAI5XXACuDQFD+Ny6o3x2+NKu2BpdP/Q4F2MWTR93h2W8+TUz7PH0iWmoLU7x8crNy1NrS7MmJsZNtzA1KVF1p2sMhJaVlRvANR1kyQw1vvjiCxH9r6m5yazc51dXlIR0uMpzF1RRUWlAFh1JrtycXH388ccW9hd9NgxApqdXTE+66mydSb4qq6oUSkxcby9HdUQiQ4LW8LxBQ8ODmh6dMpWLU7UnLQ0SLxZAVE64AFpsBEhDEJb+gX5Nj06brmdNdZVFmULqnZaaammoH94l9tvY0ipzCP+tB2lYWTEp38mTNQoEElRf/1Qd7R2anBy1TWFWRqoqKj6w/sTNHpMv/el4gA0RahQtLa2anBwxiVtGSrLKzp6xSHBIgQAxrj/5+/PPvlB2Vo6am5vMewV0TE0Mqa622tIA4Eyf3ecBwiR/9tlntvGCB/B2sTCzrMRgSDVVZy1NZWWF6TS6cqjTxx9/Yj6/Gxqem/cWdHzRey4/fUpnzpy2iHi4qoIHSOcW6UMg/74XYdE6V9fM8BbaEVEPPfInT56qu6dbs+NDprJQmJejqhNVqjtTZ/6ZqQgbHxdJjZMa/GTjsm9mYthOUnKy0m3TdPrMGXO1CJCFB/gGoJOWUMZIkD0ekLLSU3T65AnzmxvOA/AN/QtPGN80t2h8Ysxoz9xRdqbW+pMTBt5xvFZUVKzPPv/c1GmaGuGbMS3MMHeEVHviA52pOyM2f9Sf/mQepD83pue9kxzepy2/l/h7WtSsQinBA5Fm772m708O9CFeMjhtxGsG4xS+Yx0hYA6b6nBA+P60fO8tcYCEcYRwyOgUFaWFxXnNzEzb2MJuwL239xIjOUQosDUFmInnF+Y9I33zsCRTp2LtOIjxuyvQvF5lJOAbUvD122/7A51PBp4ztuA7BRWKkhI7OpuZntaq1hQKhgyAAkYYrJsvjk7xvXpl/IpJdk1POhg04zKeYZi1+UpMSjK9xsuXP7RjVxZS6gLQBfjGxTHwX06VnJxkizLSCI5qsfjHmwZHxHzQk918UT66tIRxRqKBZwEMmHgfAzPACESlk/nEJxy/CccjU5R5IQBghPcn7cTPMUehRNhDioYUBzrzzWIVPsEaDyB5Ky3T+PiYpmemjeVCIS8NPICHhK36pqi4SOPjVzUF3+ByMOTxDf0G3/insutdRPlIKzmOnZya1MryigEk6kYwn/i4+PV33Q/Kz8vL1YULHg/AN/Sh4wEGLBftQvJp/IpB4n4OHFeZA/ymT9BBDgYCSgx63l+gF4CCjR79iS9yeBaapKWnCYPOzZMV/Qk9AcLjExjlwgPRSkx6mQfCm0I50JNNtPHNzLQ9TgwlWb8wPtlYhV+ObwCg42NjxgOAI5cX43BzGviWutvcceWKxze4D7S5I3WdB8iH/qSfjV+t4P2DztSxKFigqaUJLa16YePD2xb5vT8UoB+54Cmiz6IOyBjl4gSCk0Hmg81zkr0Q+W+dAtCReY1xzbjjNHV+fk7Do4OamZsxlbX1lyM/IhQ4IAqwxo+Nj9hneXXFPGIxnzPXM4b3+3p5xdlh7ubYYYfvvuk1TKSYsPCZSwAF3EM5EQ6/WdBCiSHLhudYv2Mdvw58HGrybxjwipKwwOciDV4wpqenvKrw3uY0lEk5Bgo8d3XoNs7MzPh12ZTG9I3JJtrARFCoYciMnQbm5l5bDi/hfQSpK8CauiK5J2SrTeQUEx1t9ybGx02FAfocm8tXsZmbn7dAI0huaKPXNRtuAJ2Pb56xgWDxcguZ9Z95LfBazd98LI11Q5RtVCbGJxybbOpOyvGohrQY8sFFU5NTni4q8vs18tzoJjrZ0sA3wZDVlzKnp2c0NeUBNe8dL5HjPf7iPcAVyzDl4GscP86OiXGDNzU1pcmpKetPzyvK8ehR2gahGAc9vb2anpkRY98ghz2KMgDKxhNa0IfmA31k1G+rT2TXn36amOhoJa77eY/y/FmPjTmSbeobG8RGZ9J4ZUdZv3g0dXwS3p/eOKJHOCXioi28P4E+soeZNpXj8Sc36U+Xxnhgetrawz3UfTwAj+tBe8tlZ3/t5T/ox+ZrhaNG48m95BZJuxUFoDEfU/9rbraTDwQfLLyAP4KYOMO/rdJH7m1QADoiHEAYZMbuw8PGvwMD3Roa6jWbJ0+wsTEPbKSO/IpQYG8UgP+Yj2dnp9Tb16XxiVE7BUSoAU8iVLE1bG/FvJJ6d6DZQF+MeTPw4Owr+e3qBo1eWFpWR2e7hkcnTMLLQuQAjbcahQFWbuBVYrsxaCvZRhpke+aJYp/SWP1opSvHQ2Veu8MBeRglXkmz3sBwNOGty3Qybq7wGbqyuKglX40gLLsj9hPCeh/qvbC4oObmRo2MDpmLrg2mpR/8qrv2G2HWqbNFt+4+jRWxUdAGrWyn5zHBZlbwquX9b/y1nsqrm6vu+m3X/caP3A3PEfDl3fOAD271VixYB9VicT4uF/05OzOtp48fqbuz0wxr1+vuqyfYPOCa75PwJXKsJ/B43XtlY9PijaNNJHxtGgryeMIncfibL/82cO/KcWk25oWXX/b/sja5NN4Qj9o0puHnpaVlDQ8PKiGUbOHDNxh7y1x3fNOk2NHxWoyO1cLy8vpGcscZRF7cEQXoQwIpPXr0yNQz2Khw+oC3jPPnz9upw44y+pm/xPrNhU0Rknmiq2Lvw9zf2PxMWVn5ys7KtTkPmm+sBT9zwkWavwcKeGsAwZ+io6Jt/u3saldre6OdcrCeAJY5NUTafBDXrkAzEbKQCi/ELuxp8XfrUHpqkk5WFpurMAKIRAkDuHVEYu01zUG3GLu19Q3u2MLTeCSWovYpDVWxBdtbvr0+Ca/fFuWEp/Eb9SpWcHn4L+elh5SSlK2S/GxT4ziIzt+vPJk8mRAz0jJVUVatgcFeA/4rS+EleFRzzXRPtt98vU0acmartPnavqSDSeNzSlSsMlJzlJqSrtzsAsWgUuD38+ZavvO//R0CpzwZmdkqqag2DzRMUgvhvG0EDqPy+k83OrZoyb6mIf/tylqvkL/BdfXZQZqwpF6qsDTg7pgYpecUKiu3QBlZOft2BIiv4Kn5Gc2szCkqds1OpVytI997p4ADeZycYFuCtwwMAbmPATpS5nxcV25S+dl7ye9nDsz5CAE4BkeFqqmpyVS1UFdsaW9UUnKaLp2/qoyMbPOUg0985r0IeH4/+eFQWuVv1LzAYmvq6GjVo8e3NTDUazY3jF1UrFDP81Re979WuwLNgWCCCgpylRxM21OFnOQOV16fXT2nC2erzfDN3Q9v5ivr16al0j0PW9a2AEwvL697SUPdXFkun/D6umfcC38efj/82eb7Li94Iz42VhkpSUpIeFUX2713dL6jlJ2dr2tXPrPALyZl3aJy4TRxj19HA/d8v9KQ33ZlbVXOfqUh7/i4BCUnpXoS2+0q4hr+jr69TVC0cgtLLPz44nH3/rHPdKQv6T78gCempFpEwb0WAc2R1N1/eE+xoWidOF2ltIyDOV7ca12Pc3pAHu4P8ZYxPDxsxn/okp8+fdokzejmRkDdznsYvgWoAJoxgMeQGhsH1CGfPL2n5cVFnT19UQUFRRZdlfctwBGr4+sm3J0XH3nzZ0QBBDmoO8I3qNy2tjfr4eNbau9sFoGp8NySm5tjYxkPOAc1jncMmmH2rOwMXfv0ulLiU03va1sE4oNG0uHBYKsL/d7MtGSlpyWH6WRs9ebP8d6a6Y+inWveC7aYYSw641Y7jQMkl016rwnzjcFYelqGotIz/BocYWR4gDTaOms7/7AB/zoaWojorRMfzF0blozPrVVGMIJNz8oxXW1jxoOpxbHO1fpyFR3kVy/sKd50kZ7JnW8Ax/P6BiWlh1RUXmigOYIs3kTB3T2Hxnhwwdc4es0YrAL4UMtAzeAgDId2V8Pj9bbjXfTB8TiCvj/ebqDt5NS4HtXf1dDIgJ1AFhaUKC013YJHcbTuXVuNnONFg0htD4cCqytrmp331H86ulpMJWN4ZNAiycJvqGXgnAE1q4OSMtPSHYNmXg6EAkpNzlBybJrioncg/eQoJjpKMXitiFn3Pr1BYdYUf+HeuBn5tUEBT6Vgy2kFUfTyCkqyG68fwi8WldiYBDNY9DDBJmDg67puiSIOoX5HtgifTFvSzEJEe0Zg7JYP88KQIt6MUqNNfBremx7feXe25MHDrOhRK8tXj96sCOToxEbEwnG/SbIQ1i7SYDy7YiCcnPiE90jYy5GfO6aAt0ldkwuVDajD0wP0RiKFRyOOczFqOyjp1I4rewxfhL5sPjgW/+ijjwwwo/oCkFlYmBMAZ2CwRynJeKRK80BzxPf1Mezpd1tl5sbZmRlNTI1penrC7KcwmsYvOF6WLl++bBs3jFIPchzvCjQzOJAaM9msReM8a/sJHUnLwsKS+nsGNTIxZRHEXlkE3Crzbvvj6Ja+BYmRPAcS4pSfnS78Fh8WCelvM/QYGdD0rPMqsYl0VpktKr3ptZ/nnyCtV1vOuAokBJWVlaNQMNF/5+B7lYmF0O+jQwPmW5WqhVfP68rwO6/W/Wd/B0mxI4Lv+IfxGUpMVnZuvll32wDdRXdu7geXfeT77SkAr/f19enhw4fmqYkFGGkUAUxQzUAv9yAX2rev+dFPCd2Yw1DTwJ85ABqVFyT6eCbh+fLykvnRHRrpN09FtGp93Bz9JkZqeAQowBQKnwGSTbjge+fCDgHAfOHCBfOacdDjeFeg2aTGMdGKiY2WqQ1sR0haGBWlkfEpfXv7iZ41dmh+0Tf082Hey+tIZAi9Ss6XKcRzNiL4t01NTdRHF0/r6vlab/Y5BPLhTWFwsFd3Hvyo3r5O808NQIhce6CAb1WemZGli+evq7qy1l9ODrBD/S5j89vf0ylCwg/2d2tlaXndtZq1aL0K6z/20ND3MWm4Xqb56THAgJpNVl6+Llz7TAXFZe9jw49Nm1hkuTD+I/IfxmrO+I+AShj/EQgHwHfQi+2xIdpbVNQBZ6T1+ON3fs+R6hPMyHw4L3tGlxE6vwWBI0mMAoxn1FJRHcQ1ZFXVCZ09W2f+/5E2HwZv7Qo04z1jcXlBi6uLio6PMZcf2/UlS+38wqIGhkc1Nb+o/HzcgCR7SV5y9hxZlLemYzggBSxH2S6rf2BAA8PjGhyZ0NIyQGfr1Pt7N0ooghCYZGi4X0srCyooLDB/u5Hee0tKR8n8mvb19ml8fERTUxNaWVs9cAkM7GKftTXNTk1pfHhQ8VFSXknhgeqCvSWVjk0y9DTn5hfU1dWpkYE+TY2Pa7XgcNVtjg2xDrGiLLQ9PT3mMQNXnmwW0cFFLYNgOwSzOozF9hCb/E6KcsAZFT6kfxyTA6AxcOWDmz/AMy7+3GbmnVQ0UuixpAD8RaAxAmjh7YZNL2pVgOetgt0dVCN3BZqXFpc1PTWrlXgpMz12ZzpgfnALF36aELY2uA6qRe9xvgSFwDL51q2f9OjhA6+lhwKYPeEn4NgA8tqahSv/9ONPVFBU+EY1nfe4S/bUNI4xkYD98MMPevGiyXO3eIgq6taXUV7UwqKiUn300cfKyEj323RYjLUnEh6ZxAg0AQt4ZPjyX/9V3X0DFqDkyFTwZ1wRQBoBpPjwmwujPwwAMR5iHEau/aGAA858EySIsPb4zHWRcEdGEA5Mvdb4eH9qEcnlfaSAA8xsxjjJgL+Yc+G1w7x2DJqpWH/PgG5+fUspoTT94he/UElxyRvr6kBWXGy8UpKTLfyuaySTFT4dhwaHTM+M6FsxsTHKzMhUfn6e6ZlZpAj/iI3CSMPEx+Dr6+u3sMdIeAjrW1CQb5PgVmkwrsFyGr02otBRh7TUVOWxI05LM8O28CAFlLO6tqYxPw2hf9kdp6akrO+i6TC3Y+abPPmgx9Xb26eR0RGbHGg3O++MzEzFhqWhPUYL0y2dVm9vry26BMMgvHB+Xp7p6JhPwtVVazs6xYEgbpGi301IZn8TFBsbp+SUFGWkZ3htIGR0dLTm/QiHSMPnZmctvDjReehP3DlxOZq5/sRAZ2hoSKRBEsFRaXZWltHMOSgPTwPN0GkCoNCfRO2LjolWpvFAwbp+Ynga+pM063xjunZSWnq6CvLzTfJEvi4N36ThG4tw+mbMojTKjA7gNQave8ca5vpTMh4jih4R8nCxlJKSbAEA2Dwab62u2oBnh4yky9RuDnfs+1X2ggURtj01NcXGEW2GFtQTfiNa5/DwkJ0aEckS4yl2+tQblZ2w4WlpOP42kDI4aJu8hIR4ZWflGA940fbCgtb4YxoeGBgY1MDggBl7QJesbI8HCMuNbDy8HOq3vLLszR2Ob2Ji/HnA44HNaWjPxtzh8010lPUjwRm8CFIva6h4/cvcMWY8wDxANyHtyM8v8OaOKFkUP/iW/KHlTjU2aQcX3/BTdc0JxSVGKxAMWB7hbXY8FvneHQVaW1v1008/2RzDHACdsbJHCopes+uD3eUaeft1FNhMT8YyYwu9cdZB5hc+kStCgd1QAL5iPubD7818tpu89vLujkEzhTDhzM3OKU4J9nu3BVujWST8hQIw8vjxYz188FB9fb0GuAAPySnJdmx26dJlkwagJ8Ugg1jsUkmDn83e3h7Nz83b+gS4Ki+vMOtJ/EV6C7q3+Dtn9vfv37ejU8AcVzAUUklJqS5duqSampqXwuey8Dc2NurOnTvm13NmxgulS5rCwiJTOseAxIE62oa1MBP0vXv31NzUZIAewERd8gsKbaKuq6vzgL1PPBZZ3B+RhvImxseEGgweDczh/vnztktnoneM8k6w1abOpg7r9fHBJsdvDx4+tP4ZHBzQ0uKSCKMKwIC+KOpznAK44CI9x6VE5uIDAF5YmDe1H/STTlRXWxqkFfCAS8OmxPjm4UP19fZY6GqQDJNyZWWV8QAGKZt5oL6+Xh4PdGl+dsb4MBhKNGkI7pLCeQBeczxw9+5dtbe3aWZ62oAb4J+jIdKcrD2lpKSNUM2Av+bmZuMbeAF/pcYDwaDxDYv1qVOn1oE9NDgK11b9yZE2fPnsWb3m2haNAAAgAElEQVRGR0YMEP7/7L3Xc91bduf3BQ4Ocs4gQAIgCIJgAHO6vKHvvWr1VaunW6MwPaXRzHhq7Af7wa7yix/84n/CVa6yH1wzZWtGJcmSWq3pkfpmhssEgCQYABA555yT67N+Z4OHIEgikgi/H+vH38E5v53WXnvt71p77bU5mAXgf/z4CWs/PAqtuBijgGVojC8jitDc7Kwd5pKWlqry8uOWBssTCqe7eI8NWvRpX2+vZkgTGanklBSVlR3V+fMXxAqV4xvSMdZu375tZXV3d2lm2uObxOTkkOy4sCw7eB86Izs41GKZB6YnTflMTEhQUfFhkwPIDoAUbSENsoNxWVl535MD4/CNFB+fYHViAwohjuA1J8y9dpkDjGviW5+UxdhIyUzW5OK4IqO9OpPQBxhvJd8rLziaYSDBlxm/WsYmPIRLBrLbU5J2xvh7pQF77Av4m9vJij3WPL85+4gC6wLNW0EXphImRMDSzZu3zNVgcnpGWbkFSsvM0ezslHo72lRV/cCsO59++qmBGSYyJr07d+7YcvbY+ITSsw+oODvXJvPerjY9qnls1mQmVIQiExnuDEzI3333nQYGh5SakaWDR04Y+GHz07M6jnweNIBErE4AEcKVSf+bb75Rd3ePktMyVFp8zAZ8f0+HGhubrBxAFcAJ4Az4RTh/+803amtvV3xSqg6Xn1EwOkaDvV1qaWuzcrDcXbp0ySybKCENDQ365puvLc+YuEQVlVUoJi5ewwO96uzq0MBXX5n19erVq7akSB/sNB0dQQhY+v7771RZWaX5RSk7/7BS0zM0OjJk/p2379yxPqc/WRbF+oDl/+bNm9an09NzyswrUEp6lmamJtXb2aa79+4Z8Prss88MmACcAcx3bt/WrZs3NToxqYzsAzqUlWNB9Pu62gx8Y4H+0aef6sTx48YDWK8BvtevXzdrcVpmrg6VnjDFr6+rXU+ePtVAf7/xABuD4AH61vFNb2+f1au0mE16S+rv7lR9Q4NZraempw3YwwPwHXzz7bffCCtzYnKGSo6X2kTd39upxuZm9fX3GxADbKEI7USDC5MbPohff/21njx9osioaB0oPiYA6djIsHo7W3Xj+g3ri08++dgs6ChHWKQZZyhAixGRyis8ouSUNFMcejpadeuHWxoZGdaPfvSphaeCB7D805cop7Pzi8rMK1RaRqbttO/paNHdO/c0NDQs+AbLIGmQHa5vxiYmlZl9QGlZyI5pT3ZUVRtvrZQdlAG/DY+MKj0rV0U5B2xXP7xWU/PY8mXso9RgEWesogRe//579Q8MGA/kHz5uylZ/d4ee1dZZ/XkPvgGEbeaKjg4qKTLBQknOL81uJqt9nxYeBjjDxyhKziUAhQ/lmM1/72Npd993jE8AnwK7nALvFDQD9hBmABLiOFZXV2kxIqCzV36k0uMVSkxOtY1uvV3tenT/ljqa680qhOsFS8LsfK68f18zcws6eeGayk6eVXJqugnHwb5u1VTdVnMd1sT7tkxL3EhOfwIwjY5NqKzigo6fvmiTMnUZGRzQ04f3VP+42spBoDIxt7e3W5r+wSGVnDijE2cu2iQLOBwdHtKzh/dV++i+AUTSlJeXG7i+f/+eOru7dKikXMfPXVZ2boEBpvGxEdU+rtbT6jtWDmCJSRbQiCWvuaVNOQcP6+S5q8o7WGg7QycnxtVQW6Oa+7f04MFDA1hYxJ0FZafwHTTBGocV99GjGkXHJ+ncuasqKi1XfEKiWY672lv06N4NNTY1Wb/Qn4QkYjJjxUCRQZ299qFKjp1QQmKKFubn1NPZ5vFAW5MBJOjMjdXvHjwwv6RTFz9S2ckzSkpJNTeY/t4uPa68rdbnT1VdVaXMjAwDdE1NTUbnyakZHT97VcdOnVNKeoaRkHBrj6vvqPFZjZUDn2HZxjIFyBoaHtHRk+dVfuaC0jNzDDCNDA3o2cN7qn1UafXH/QRrI3xz9+4ddff0qvDoSZ04e1nZOVhVIzU6Mqy6mio9eXB3uT34+e0QQ7PRAt5ifGKdA/jW1dUrJSNXpy58oINFR+wEPFYCWhvq9PDu93r2rNb6MyUl1dIRYoo+jUtK08nzV1V05Ji5EnFaU0drkx7dva66+ufifVYSAKakqX7wQIHoOJ2/ckWHjx5XQlKyKaFE9nh494aaW1qMzowbNnAhB7Ayzy9G6MzlT1R6/LQSU1K0OD+v3p5OPb5/+xXZgdW/qqpSUzOzOnnhA5WdOKfk9HTzxWDTXk3VHbXUPzE+gT+RHbYCdO+uRsbGVVZxUeUV55WekW08MDw4oCcP7pjsuF9538Yn4cs2c6FAIZfc7dtAN0ZNJyNRyOBHxiUKLVZmVqAAzcgfeN2/fAr4FPApsB4KrA80s8QS6S2zEMlh3VfYpPz8eb0mJqd1FCB79pJSUtPNksu5aXEJiTYxjY+NqrW1TR3t7WYVYLIExBSXV+jkuStKy8yy75lsAGgG4EZH1dHZbYIS6x9L5b19/So4fFQVF68pK+fAizRJybZ0PD46op7OFgNKADOsv1gKc/KLdOr8B8or8JaGmcziE5PNejw1NaH2hmcGylmibmpqVGtru9JzCnTy4jUDGfgiMwPGJSYpGBNrLgENT6rtXSZlgBmALiUjy+pWVHLM8oa0cQlJBlKmpyb1rPq2uX2wdGzxRNdN+O1JED451dfVmYX55KlzKjt1TolJ3hHAcYmJ9hmT6u1v/9HaC7hICYEfog2Unb6kY6fPezxgvtpSfFIyDuyaHB9Xa1ubuW7QCnhgdGxcR46f1alzl23lgH6nbxISk80dZHJ8TO0dndaHWI3hAVYZDpaUq+LCNaVnZysQGbA08YlJop9QUrq6O9Xa1mrAjH6Bbw4Ulari0jVl5eUrKhDluWckJis6OtZ8b7ta640HMrOyDNzhZw/fnLn4ofIOFlvejBTKiY6J1eTkhFrqaqw/sbjjG75TLgcicJPBvSgYE6/jZ6+otJzVD0CGN87i4hLMQnv/xpc2VgAhjEH6BiX42OmLpswQqxh5Qd/EJSSYQnznm39Uc1Ozesp7zKIP38zMzevE+UsqP33BFGdXD8Y0IQ1vj4+ptaXV9jCwooPihFUbpekEsiMtc1l2wDfscUBRdbIDsESawaFhU2YA9OkZOeYHT+UoB7eTyYkx81smHbKj4flz9fUNqAAeuPCBsnI9txJrT2KSAsEoIaN6u1oNYONCYhcvbOCCjwOKVGApUpxxsxNXITbQrPeShAgZWJlra2tNqedvFGIMHDx9K/N76Ra/UJ8Cu54C69o2zAQ2P7eghfmFDVs8ARAslfX3DyghOVX5hSVKSknzDgEwchKDL0a5+Yd04GCx5uYXzK0Bqyx+lXGJyTaJsfTPkrC7zNcy54DyCos1v7Bo+WNpwM82KhhjadIzs21yJA0AAOCUkZ2r/KISLUVE2lIraXq6u6WIgPKLjigzO+9FmpClHLCeX3hEgWC0BgcGbUOa7cxeXNSBQ4eVnZevIKdLhcoBBKSkZVgdcL0ITzM7N6/cgmJrb9A2pXhbiKhfYnKKCopKFJeYYsvD+IAj/JmTNzgvO3JtyZN2UR9ohotLSnqm9SeKRQR+rjRiSYqOjTMLenZegSYmp4xe+K7iRpGYmqGCYm8Z386VJ41kPJBz4KBy8g9aGC9cJPB95Y5LSFY+adIyPL4JpYEHMnPylFNQqNnZOevHru5uA9xR0bHWnykZIb7x9r8ZD2Xk5BmvwTc93T32fldnpyICAeUXHrajpB2vURSbDlMzs1RQdESRkUHbJEd7erq6tKhIHSgsUWbugWXAbA2KiDTr9sHiUgVj4tTX1y82vnI5kGh/vMf/qAeglLE2Nj6ujLx85R8qMmtxZGgrggHGhAQVFJYoPSvP3rP+7+8zC3VaRo4KDhXb4R7GA7SHw1ti45RfUGjKx+TUlI0B0rG5Mjkt0/JLSE4x8BvqTgWjY21cZB84KNIMDPQbz8A3C0tLOlRSZitN9IfT4VFCsg/kK7fgkGbn5owvkTU9vb2KjktUQdFRpaZn2oZj4zSLHhI0QIy8mbcNw145pImKjlF+Uam5jsFfrhxOUszIyjHlWBGRJmdw07Bx6Rqwzr7EGjo5MamZqWlxZKx/rZ8CTpFnjmF1AeUKnsatByszK0Io0jtlzK2/hX4KnwI+Bd4nBV6gzjXUIjYuRrkHcpQcl7KpeK5MDvgOBmMSbUMNPs52MdmYeWXJLK4s0wJceH9mZsZiEgPAEhITzVIQSiTvWAGAVrTiE7BwRmp2dsbSeOXEKj4pybPqOfNNyOctijRYKKOirE5TU9N2PCPWR6ylBn7DJ8GlJQNa8YmJIu3cwrylm5meUmQgyqyd+DEvt4cPpOGUJNJEx9qGR3ytaVNkVJQtR2OFfGmtno2PFrYnwSJQTE+Pa3p6KkxZYVJ9h/HJvBa99L8DzbSFTX+J6fG2uZLg426p3xIAnKNjFRufYJsceR/rH246cckZio1LkAHml3JfspiMsfGJFplgampSk5MezbDasxErfDOZB7VlfYIllHPaKGd8bMye1s8JCWYtXlY5Qjzg8Q0ngnmb//CBnpictH6mfOr60iS7tKRgVJSMB6Kjre2URRryYJWASXplGupLnHLAIHzJyUZWb8eTL7X/3f7hIBpKEHzJmTXx8YlepBYQs0OLWrR2xcbHm4V2anRAMzOzpjwR9YU+JroLvBzOA0tLEaY8YX0elqz9gF38+uOSEiwdFmLq4UUk59OSomNjFRefaPWhXvAMUTPwb2d8rsYD8NoLOTBr42ZudkYxMbHml+0UIOoYAe0jZOOc1YCIiIBtLgakEwmG8ZpgssOJSmqHH4UnB1hJiYgMWKQY+hRe2cgFrXAlu3vvjoKJAZWfLlNaZqofznEjxJRMiWG1CEUGHsO6DGAm1JxvZd4gUTeZzCk07rnJ7Pzk+4wCbj51z/fV/DVLeBg9MydDH332kZKDKcpIy9ywQAdQsOllHCA0NeFNrjZ5eaAZoszPzWpibFSL83MGQJgkDWiNjtiyOMd5Bzgghck5FHxtYWFOUxNjWlryjkhl82B0MKjZ6UlNjo1qYX5ekURhWJ7QCUE1q8nxUc3PzdlEHB8fp9iYWNv1zxIvx38CqKkTNOC5SBSRiXExEVMnygEoLC7M2bHE5BkTAs4GAkiztGRHFc/NTCs2JcOsHXGxsda+idERyys2Ls7TGRxGWVrS1OS4AOSJgIe4eLPEecziYOL7Yh1wA8AhYPWCDlOTE5qemrL+4MRIu0KgZHZ22mgDECJsGdYeQpHRthl4YHExZJ32lAz6CF/YqfExgdloe0KCl2Z4DAA9YUAtgELj+kbwDdY6IlbMi75kcxbPkbEBTU2QZsFblgf60J+EIZub1+TkuP2Gny1p8Hns6R3QzOSkleOo7HgAwAt/zs5Me4ArPl4J8fHmj238NL+gYNADZC4NUVHGLM2UYtI8MA7vOlK5Mt7H03ETLgLwM6OKI7aJSuFdHpx1dZthTE2MQXrFxkZradGLUzw1NW5+7Ly3rGuGxg2RNEjDhTJKOZSHO830JJFJsNN7KxTQBaVxfnbGxkBEJOUwBuJszM1Oe/y0GJ5muZwZTYyP2DhF1pAG+TE8NmLuFPAA49jGdEh2mJV3fMwUmZjYWOtLxmdv36DVeXFh3qzT1N3qJg/wT4yNmVxh/FMGSsd6LscbPPElb2hoVFJavIqPFnm63UuHQK0n5/33LjTkQrHC9Y0wkU6RwR0Odyh4iH73r3dDAfrE8Thj3d3vpnS/lL1EAcdLyFgnZ9/HWF4zaIb4Zt3JSlZSVIpiAjEbnuzxy01Pz1DPs1q1N9YrN++gLe1DlEAwYJaBrrZmtTc/N4sefsZYCHi2tLap5fkzsXSPawWVYCBy9XV1qL2pXgApNvPwfnZOjhoaG9X6/JnyCops2dabLJnUIzTQ3mUbmyKWFu190uTk5upZba3ldbCwRAcKD1sZNvgjI9Xf06nm+qcCAKenpVndSBNVU6OO5uc6VHxECUeItuH5zVK//p5utdQ/M3CQnl5q8ZcnxicUDESpo6VBBYdLlZCUYoCAclj+HRnsV0tDrSbHRlSYX2abp6iz948Wr8u7xmi0lf8ZPUK0Ts9IV2t7h9oan5tLC0vtAGFcWGZnZ9Te3CgiKCQnJFifsBGMDXTP6p6rtbHeNk3ibrEk4hd7gKSrvVmd7U2Kj4tVdnaWWYuys3PU2fVQrQ21Hg9k5ph1MjJIzGzvWOj25gYD5LyLhSk3N0+tbe1qbaxVbkGhuc94g81shsY3bY21igpEijTsrOeuf/5cbU11OnCoyPzaAdimA0RGiqgbbIhbWpg3vqEt8MDjJ09EXgWFh3Wo5KjHAyHlom+gy+owOzNlcajxm+UKzfVb2TUbyov+RPlhDCQlJYpoJIzBlPR0UwpxzwoEos3/u+V5nQZ6u5SXzbjMtDbQp509tLHe9htg7aVPAiiuMzNqa35uPJCaFK+MDG8zKJv7njc2qaWxThk5ByzaBvUIBIKmAHW0Nau7rVlxMTE2pqFzVmaW+UUznvAzTkvPWuYBFFo2nna2NComJmg8huzIyspWG/zZUKu8/EPKyAnJDnmx1tl42tpUZzxAGaSBd54/b7B+zj9YpOz8gzb2sJrDP2w8bW14Ji1hycwyRYtVCg/trr8LmAiwihJT3svjZUVl/TnuzxREV8FqT6QdaApfEs6PPoW/vbG/P2nzrlrNGObCqML8Rz+wGodCg4Lqfn9X9fHL2f0UgI/AoBhBUH65kJfw1rsc0+sCzYrA0ipvcw+fN2Aio4HsgGczGKHZiCjAkvaxinPmO4p1sa2p3nbNjwz06nTFKYuJCwhmw1Fzc4saa2sMVB4/c8l8WLEcddru/Fs20R8rO2oxVJmQWZJjkx7ghyX6E+cuKeeAdyhLV0eLau7dUmdLgw4XF5olAgFLBA02jwG273z/TzoxeVX5h4rNB7qvu0M1FqGhVgX5uXb2Oe05XFys54WFFr7s7vWvTEAAuKOio2URGqruqOHZI2VmpFudqBuCo/hwsR48eqTKG18L61lhyVHbADg80KcnD7wIDclJCTp2rGw5TJ1ZJ3fAGIBRaQMgw4sg0q0n1beNR46eOGP+pmywa254qod3bmh+ZlJHz5yyAPdYco8dK1d7R4dqaypNsFpUi4wszc3MqLWxTg/v3dDE6LDOnz1jPADN4AGiGjQ8eWiA9PiZi8q0sINzamtu0MO7NzXU16VTJ0/aREkaNlDi39hc/8TSnDx32XxrqXtnW7Me3bul3o5WlR4pUVFRodGZWK7wAEAKwX/83BUPOEfIgF9N5R3jqUMFeeYrCQ+QBp6pra3TvRtfmcUVn+hAZJQpWk+I0lFbo5zMDKsToJlJZKfYvdxExgEER4+W6cbNm3pw57oWFhdUUnZSiYnJGh8f1fMnD4zOkVq0/qD/EWjEVO7p6VbN/ZsGlo9aVItUW4ForHtiY3p+dlqlpactBjnCD77p7OrSs+p7pgDDA/gcz05Pqfl5rR7cvaHJ8REdP3/OIqEwPr0x3aTnTx/aSsGxigvKzM6xlQkAOxE3CNl45nTFq7Lj2SNLA98AuFEEOtsarZ39XR06Xl5msoP+hG/YFAww5tAlNiznHvA2+3WHZEdXW5NKiotNDiDIPdC8icEJ1vDwxiYy2Z9JkUfML2xkxdKMOw8XCjARcXxf5nfDF8gR5AH9wXggegkym30/7MsBPAN2/MunwHoowKohYxgsSKx/FOEXh2y9uwNz1gWaGQRYQBkQLL+vW7YDsmyTV9AmPiwCt279oOrb36mx/olSUtNs4gNkzk1P6ejRUhHP1lkIALNXrlzW999f15Oq22bRYoLF7WKwv0fTU+MqLiqy2MkuDieEvXz5iqa//U71j6ss9FWqWcaWBDCdGBtWQX6+lQNYACBxOtjly5fNtxGLcndHm9KzcmxX/tBgv8ZHhpSbk21pDh06aGkADoSEI/xaY1O9ers7LDwVvtEjw4MaHRpQRnqaLl64YAKccrDo0T787mrr6vVtX7fYrIhPJvGNhwf7lJKcZO1xhy7w7k67YmNjLLYtAvHO3bumaNQ9rlZiSqq5vhCeK2JpQacrKkQsbNwfaD+KE0vSt27dUtWtb9XwrMY2hWKZHurvsaX54+XHLA4y4JdBAzAlDUdPP668ZRbn5LR0s0oO9veaq8eRksM6d+6s8Q3lMGHCA99//72FCmxvaTBghrvE0ECvpiZGVXjokPWFO6yDw0uuXLmi2e++M3CGUkaMbzQC+AbXnQO5ubp48ZIBM8qB5y6F+rO5sU6ETmRjnFs1GBsZVBZ9fuHVwzp2Qp86JQgwT0hE6Pzw4SPd+vK/6NmD+4pPSDBXCugcHYjU+QvnxWE9CDJkAiH0xkZHLSQgkVKMBxKTRaQZxnSEFlVx6pTlzWoTNCMmMhbBH364rcqb36ix9rGFEJxhs2BfjxbniZtcbgcDAWQdDwCIvvzyKz28e13Nz5+ZgoZLF3IAwI3sIIY6AhbrIpvALl++ZLG6Cf0IuGYzMSBrqL9X05Njpvgyhl10BZb0GZ8z179XfU21OloalZqeZV3lyY4RHSxAdlyw00hpj3+9Hwo4hQ8ZhILMhmE2AKLIENWESRYrlX9tPwWQBQBjFE5CV2L1R5ZgYQYs75SVte2nhF/C1lHAQ5vwFnIW1z5kOwYUMAXjGznv5MDWlftqTusCzWz0mZqdsg13ETGRZnl9NcuQ1wbms1dMaDTcOw6XSZNDPrAcMbA4faynbVhsIktJSlLZ+bNGDACsIwaTMyeq8SS+b3t7h3rbm6ycpMREnam4rDOnT5sGgoCEgBD35MmTtnTKSWBNHDDR2YrRXHHxcTp2/pzOnjlrwAoBSxomZiya8XHxdrgB4fH6u1ulpQgBELF+nz17xiZirGWkoY4AW/4m7mxdba2G+jpMQFCHE+XHrO6APrcsDwMA6Cg3JydXz5491XB/t/DXxuf72NFSnT5zRkdLS18+OGHd2spqvbT572g3Nxeg9tq1a/bkZDeiVoyNDCgqMlLZmek6eeKEgSpnlSSd4wGOGYdmnV2d6m0fMgCWlpKiY8cuWn86ZQaAQ99zsiA0JBYzqxW97c3GA8lJySo7d1qnT1fY6Xv0I+VA34qKU3ZyH4disFrR19li9SafihOXDMgxuYbzDYAOizhpmAD6u9vMCkgdzp87q7OnT6uouNj6nHLgAQYx5cGfWKoHe9vNmonfb0XFSZ09A9+UWL5UAPKt1p2vDB2r7eb/s2EZihzyutwAzygPHA6CwkoMbiJdjAz0KCoqoIL8PAO/HCCE4ufANp8//OgjpaWnG9ju7evV+FC/9WdOVoYdOASwDucBxj/KiZMDWAl7RgZtNSszI03Hy8sNmFMfhCU8AN/AA/QvsgO3C+QA9eCY+7Lz50I8kG/vkIZx6RS2qqpqNbc0q6+jxZQgTnQ8c/KSzpw9awqQ4xvGLfWlPHiAOOP9Xa22wmay49w5kwOMYd6FB2w4rNahryN22PfUH5lAmD7/2hgFiPxCqDmLZLK0ZPxJ/6CoG219f+aNEXaNqeBhFBbORmDM8BmwzBjkxmWPcbK61FtjIf5r+5QCuMURvSpgq0isYhAdDaUMI6cz4MBf8OF2XWsGzVRioHdQtQ/qlBSXqvPnzis7K/uVyjEeCN3FbWMjBAm8CSFgEQn4TMMAWufOnTfrIZMyVlqABxMoWgTghL/dRTqEH1YwNnUgICEcwpAjdzNCh2asTAMwYhkY6yHlEI4IkiYlJ1s5/M5EGX4BlkqPlirvQJ4GBi6ZNYw6E/0gPT3NJlLSUCd3MTFjDcfieOH8edOuERTkT1upO6AsPA1AwPnbAcSxlGAhoXxASHga2sn7PD2NZNF7WBVe1MPVZ7NP6umVFUJ3YfCOiZ26cHPxBGABgLAgQ2esDbSXtmMlpD+X8wtVjt/OX7igI6Wl1p/wQDAYZe+npXk84Mpw7YE/HA9QDjzAO5QB30C7lWmgIyAPYLzMAyF+gs6kCecbyqLfUJ4c32At4QJEkWY1vnE8AMiDP0njeAC/75TklGVeo46A0Bf96bUQPmPjqDexbBCBeVm98r/ltvhC2XEv4K9NPagT5dNvKKz0D8KIVSGsu0SggP+hNcoBaeAT0pAWK21ycoqNN9qP+8kLHkizTZkreYA+w6KL0kkaAA9jy/UnNF3Zn/QVCjTjjf6Eb3iHg1Oo32o8AN+gQDPewvkG3qCd9Cd5hI9P+hrlCatzON/wPfW2aChBz8JBnehPL9SeG4/eRlXPgOC+c1R/+cm4tzEzExXqf97n3loeeLnUvfMX4wz+oZ+gJX2JBYoxj1LjX9tLAcYNxi9OXuXQopHRUc+yvDBvymlsbLzik1K8qEM233ohSbe3Vn7uu54CiMDFRdsbxeZ0NuCzqZzxzlyBQQsMgOxkdRHZvJ3XC0S6hlKIIdrc1KKU+BGVl5VL3kqlpWTSZMKICkZpZm5OU1Mz1ih+ZDAhxGjY8PBQaJJ9USBpsrIylZnJKW0eUGNDD+976b13PRDuTSNRgLSMDJsg+ZWJGCK+Lo2Xg2cRZTLmol70BxOu97c97D9XFsif95OTvY7A/5qynJtEGGYOKQleVAkmaDZTefl6aehU7tXS8B6dTYSI8DREoyANEycbCwk7NzNDhAoiDXhghRUA6BUbDNrkED7pW2Yb/A+wwz26MGH957JZ7s8x+nPY2xwVNrGTBsWB/uBd6EX/swzP5Xzhw32zAUlYIDMzMq2DXRoUnNelYVIEqGeETvdzIczelIay09PSrU/Jl3Lwa13mGw/dWIQEK9j0hRAPcOAK9Q9ZApf5JpSG31ybGA8eDyQZ5nGg1KWBXNSXzaCENnPhA4n8Mjs7rcXFeetv+A0akt9mL2hM6MPpGTbjzCzXFZoQ1xq6EdXCrrDyAK1mSbW+82hGVAJuuyRvV8wAACAASURBVBxDh6XhfXiAer/ggTmNjs69Ng18A+j2FAYvjvrc3Lzm5z0eWB44WHRDdbHY3JmZSsfiHepPloAdD4Sn8Qr26o/Sg0XcpaGejgdWSwNTosRxKA9paBPXxIQno6gPoBmggGWNC7qSL+5jgYhIxURHG7/Zj6H/XD48afvZc2cUlRC5LAfChlV4Mv/zKhRAqcOy6TYAoqSjvKIQ0TeO1qsk9b/aBAXgceQo8dM5qZPVH9cHZJuWlatDJccspnlaRpaFnuR9//IpsGYKIEcXF2x/TF93pwWDYJO6Fy1tyfYx4LLJOGcVkrG/Xde6QDPgYmHB2+G9WoWio2MsVBMgbnx8UnOz81pYXDJ3g46OLv36H/4h1BgmHDYSGp54KStvKnrxvfs7/CUHH9xv7m/3jvve/c1z5Tvhv/F5I2lWS7fV5bxULwt3t6j+wQFNT4wbuACYcrLi7PyCMgjjFhuzZZMDlkTCtc3NdWtictyAL+XBvG1trfq7v/87W/Y2Wr6t4SsJ7v9t/UTMYSabxXmsv6zQLGhicsJoHBsX+4r1eyNkY1LjMiUIH/vxUS9so60GLVpki6dPnqi3p9tigr9chutYx4nub/eW+979zTP8Hff7at+tTOPedd+vJY1716Vdb5rw98nL5ePy5Rn+jvt95XeEyIu0GO8ckBOI9tw1FuZnTdCTLT7hCPXVLgAd1uyUzCRNLI5zsvyLcRxe1GqJ9/l3jr8BaoBmVjeQU261zrcybx+DOMCMMQCwjGve6CihGxcUHROjwiPHdPzsZTs8yk7eDISUFzeMtq9qfs57iQIhN0bmSA6+Ky49psa6p7a3jUhWhIDlICPcglCScZPESLQd1+oS/E0lhQS4s6iFvwrIYskygmgBQ8Man5oyH+CcrDT1DY1oZmJMs8RjDQFm0obPB+HjiO/D/w4vx6Vxv7u/ecd9F/7+ynJW/raRNK8rK7wuGy2H+rh8XqkbltuFBeVmpSk3O0Nzi1L3wJBm5hbMRYU+4EKYbcayQnosjFjXFhbrNTjUZ8vzSYnJys7Ks/jVY6MTGh9dfWOiq//r6LSSNlbnsC9faXfYb+Ef30c5lL+W+oXX7U1plhak9LQspaZm2EbYoaF+44DUlNTlZeXN9KWjFysZWFc7e3o1MugtYXOAUGpmtvq7OzQ0Oq4ITSzznkvnPdfamvBUuykN9X5br66lPUuKjI5RZm6B2HBMnGs29BLOkJUHFJfXXbglJUTGa2l+XnOLISv+6172v3+FAg40Y3FmvLBC6DaRv/Ky/8WWUAA6o6DgR87eB9xjADAY0ErKT+vclY+Vk3/IDivbChm2JZX2M9l9FFjeh+O5EEZH51iIXk5Nrrz1tbpam2xFDz58+vSprTAZFnWroFvY4vWDZiDvirmDwQDIAtmzJBsXH6+e/mH1DY7ocOEBffHJRX144eTysusW1n/fZhUMBJSWlqzh0XF19vRbPOSc7JzlZYnNCigHmlnexFIzMNSn8YlRZWfn6tOPvvBcRFYywr7tjc03nLGTkpKuvr4e9Q/0Wj+yXO+UoM2WQH9ieaM/ESoDvZ12QM+Bg0VK+r0/tENaNluGn95RYEnRMXEWBYQlxLGhAdugiPvRm6wf9BGrebinIGLfBuFdaf7TowBgGbc5rJyefzsucl6UFp9GW08B+BU6s2+DTc8cJuN8yQuKS1Vx4QOLi++5fPncvPU9sF9zjJAddhUXr8NHj9tK3uTYmIb7e8yVFV5krwt7Vd4kbzdKvfWBZnyAQ7u7nV+qK9gNIDR7DhJoaqhTU2uXDuVlKSs9RZlpyf4k4Ii1ySdYFVDMUv7Djl51dA8oJTVTOTnZW8Ik4UoQIAuNrae7Vx2dLUpPe3GYxSab4ScPUcDGTmSkWfLbO5s1PDqgwqJD5uPNpLTZi/7EGoTyQ3+y4Y2DgHq62nUk9ZTSs3NCJ6z4E9tmaU16Jws5GZIwdZxOeLjQizTyJl/OQGRAweiggnNRWpyft3y2oj77JQ8AG4CZCzqjcMLzmzUg7Bf6baSd8DrW5RcRSxaVnJalI8crlHew0M5G8NW/jVDWT/NmCniGWk5iLT5yzA4bQ95yLgQbgYkNTphRVve2+loXaGbinZud01yUF0ImvDIOaAGwOOSgrbVFT+pbVFyYp2OHDyqKDXT+nBxOsg1/RlChvHT1DepxXZOmZhdUUVxsVv43TcrrLZByUILQ2jo7u9TY/Fz5BwqVl1tgoQHXm5///moU8GyKbPjrH+hRY3OdHaRBaEJov5UXY5RoAuR99+49tdQ/VU5egdKycmxe84fn5qnNmGEM8uzp5BTKOiXEx+nIkRIT4G8CcFPTUxrkuPelCQVjvUgcm6/R/sgBegOaufkMnVE4ubdSJu4Paq6tldAVJYU9GZ5bxoJtXs7KK1DewWJbbfEB89po6b+1fgo4zMlJwgVFR9TRVC8XOAH/ZjaDY21+k8xdf6nrPIc5KTlRR8tLdbTsqFmrVhYIqEa7Z1I+VFiojt4hVT6sV9/AiPkxr+YHvTIP/+83U8AmhECkhicmVfmkQXXNncrMytHRsrItZRAYjf7EKkkIuQMH8tTV3aba+scaG/OiYFAX/9ocBSAhUVFGRob1pPahenq7loEtO4C3asA7AYPmXVZ2zDZLcBQ5B8qwqRTA7Pfn5vrSpYbWg33devrgnkYH++zQFEJkYvV8HY35vuF5g/72r/5O3/32ugb7h15sbHAZ+8/XUgCaQ19nWQbM4apB5CFnfX5tYv+HDVMAJYVwlESesdWsuDhl5OSZaxKgehtcSjdcVz/hHqSARW0L2mnSyemZIpoS452oXi7c61a3es1xXxDq6ZlpuvLRFV354LK34W/FiHATM757hP3IyMzSg2dNul31TIOjbADEArPVTdgn+bF7FAsKYcqmZ1X9uEG3q54oEB1rBywQe/Z1O/M3QyH6lDjFdqhMQqweP63S42fVmpgYM0D3OhCwmTL3Q1roxo0lbHxsVI8eV+pp7UOlpCZbf+JGAe238qI8JjIOezhz5rQCEYu2+7ih9rHmZmds9cDvz41RPLw/R4YGVFN5Wy31T+zkUGKKswLHtbJPHb15Tk5Nqa+3X0MDQ5qfmzdDw8Zqsz9ToWQ6P0YmTsAcmwN90Lw9/AAv40dO5Axn4Y+JjVNScuqL0JXbU7Sfq08Bo4Ct00ZGKDE52fiOw/G4CIeKwowit9XXmkEzBUcFA0pKSjDrYzBq9XAeCH+cr7FOckpLVHSMrt99pK9uVKuzb0BLAIHQxkEXj3WrG7WX8oOeRidOwiEO7NiEbt57rN9ev6/RyVmdOX3GDp/AIrzVF0KR8rHecCgExz8TT/h+1U1VPbij0dERA30uHu1Wl78X84OehM0BvAKYB4f6da/qptE0MiA7kpmDeFixWQmwNksP15/ED+dAGU7Amxwb1v0bX6qm6rYmJ8asTm58bra8/ZDe609P+aE/+7o7dP/GV3pc9YMSE+PtsB/cm4ia8bb+tLH+yolpvpVhrXxk0WFCMZlJg7Wpp6fHAN3baL/WMvz3PAo4vgeUoJQYODEjQJSigzG2eubTyqfAO6HAEjH9o7yD80I75xx/bkf56/JpDo9FtRRBnOVXLWFuYkbrxzpJoH+CTn9396F6B4d09cxxlR0uMPAdAJTZWfT+xLBa50LLCE4Yi4jU9PSMmps7dbv6maqePLdQc+fPXzDFZLtCq7g6wYCEb7p0+bIWFhf1ww+3dLfyhoZGBnTi2GkV5BcpPj7RAPbi4oI9XVr/+YIC9CeH8gBKJycn1NbRrJon1Xre8FSxcdEGsFih2Q4/LFcLBx44GOiDq1ctTE9lZZXufPtPGurr0bGK8xYiKjrGO1LeTYYuvf98QQFoyXIg1+TYqFoaavW4+o7amuqVlpKsjz780BRaopY4ur9IvZZPZkdZy4v+O6HDodgHgJKPawag+cmTJ7YhiE1BGHM21g8+ed9EAeaHF5dnFHsVGbx4w//kU2B7KOBx3Xbz3rpAM6Zvdnjb5ooIb7PLao1HMDGQ8J/kWGUmDTta81mz2tp7VVZyUMdKDulQfray0pIVF/N2K8xq5ez17zilbXBgXB09A6pv7tDjumbb/JealqFrly/bkZGcbLYdbhnhtHUTDWVdu3ZNcbFx+uGHH1TzpEodHa0qLirVoYLDys7OsyOUo4N+f4bTj8+Mh7m5WQ2Mjqqnt1MtbQ1qaq43xSM3N0cffPCBHQ2OcoIVersvyuCY7M8++8zG5527d/Xw7k21Nzeo6Mgx5ReVKDPngIiDGRXlg42V/YEyMTM9pdHhQfV2tau1oU4tjXWaHB9R0aFD+vDDD+34bVaA3PhZmYf/99ZQwM03gGWOzGazK24ZuAw0NTXp2bNnFjVmO3bSb00L/Fx8CvgU2C0UWBdonptf0PzUhCIIwh+bZMdmv66hbqJgyQyLMxaAB9XVqnn8WLeqnqrycb0yUpOUkZailKQExa5h+fJ1ZW3p9xZEO6SrvKRBh5UScjHhLcDQy5p22Hub+Dg7N6+xiXENDo9pYGhUY5PTZs2tOH3W/MWxnDAho8C8q4s+5bSdK1evKDcvV5VVVXr29Jm5Fjx6UqnU5HQlJ6cqMT7RfNrMbeNdVW5Hl+MBZo5cHhkd1vDIkMW5Tk1DqbysM2fO2GSPcvkuALMjFWWx/+Djjz82AF15v1L1z5/r3o2vVFN1Rylp6UpKSVN8YpJZVFdbWXJ5beRpMsL8ts1hP3wh66XsXLm2kTjcqPXSW+/ojwhvzM/OTGtidFSjwwMaHcYHecZk3KWPP1ZFxWkVFOTb4UBODq63du+7meut7054H35mb8eJEyfsWF1CT2Ft5qQ6gDQuZtvh9rQT2u7XwaeAT4F3Q4E1g2aEf3/PgJ5UPVVybJouXrhkcYHfNinwOyfLEVGDg0+OnzihhoYGNTc3q6+3V/1NneYPxXtbvO9pQxTkmHBcDHCJ8KDzypgfNmuaHxdgOSoYNOC61XXnkAPC9XAUaUZWrk4fKrRlRiYFgOv7WGr0+ihiOaIGm9VOnTyppqZGtbS0qK+vX0OtfaZEEBJvR1woPlvdOettmGHCRasHY6Hg4AGb3AlDxiZLLGCsFrxtLK232LW8D9Cg/IqKCh0sKFBLa6saGxvtOTjQr8HeTi0tMTbdkUxbA+folgVChC0smJtXIMBO+1V4huEW8vO1FS4cv21gbk091kKjl98JSYXFRUVGRNgx80eKC1VUXGyhGbHeO2V2I/2JTLE9DO+reS83dtf8Ba2hHbRnPw1zDNZm3AOZa7788ktriwPO/LGR/tk1BPEr6lPAp8C2UGDNoJnSpyan1N7aoeT4CZ08cXLNFUI4MeExOSPU2L1PiBoXFmS7djmuuYKhF6knvnD19XUmdO04ViJ+hPaxe9NlhKKjg8rKyTXgk5Wd7VmU1lvYW96nLmwegmZpqal2slVsXJyBq3dpjVytmtQN0M7qAe4EnPNOGDp2qw8Pj9iO6u2wvq9Wl9W+gz7wFxMnfEe4L8Dq+7ygGcvH0Aulh3GA1et9geVwWjheg5c5ZhvQAeAYHhrSyOio7UTeyv6kPNwbpiYn1d3Tq5bWFg0ODGhufualVRvGGwAyPi5OJaWlKjl82E4bDa/7+/oMYObk09S0VHHcOStqjFf4jfat9XLv8jyQf0AffnJNil5UUopz6yAvH0GvlZ6M/YMHD5qrEyfUdXV1Gf/iooG7BpvWUBCRB/C0o/9a8/ff8yngU2B/U2BdoBkhY5bYhY2H8WBSYRmajYIsDSPEtnJC3mx3MpmXlZXp++vfq7qq2kA0gtVNg2lpqeYegcsJxxwDhMIFb/jnzdaFvJgEuK0O65iMN1v2WtMDngF+Xn9mGxh6n/1J2dAL6xI3/UM0CiyA7trKPnJ5ruW50/sTugH86FNAPSsJjIet7k+XH3ljCSQQ/f37920ZHUWa36EVsiExIUEXLl40n29Wqrbbf38t/ejeoY7IMzc+3fcbeZJXbk6uElLjNLkwrqVITrZzUmcjOe6/NNCQC0BMmD/itH7zzTd2+AYhqOrr602hR7m3kKgZGetWcvYfVf0W+xTwKRBOgXWBZjN4mNHD2V7Ds3r7ZyfUeNN9ZtLZaReWcAODgShVVVWZ1ZI6MskTk5IjQ7EWYinMy8uzJ79xu8u1z/29F5+ujTy5AQ874QJsMTH29vZaP/J5u+JY74T2bnUdtqM/AcIODDugOT09bYAG1x6sgowtxhB8RB9axJZLl3T16lUD8IzJvXxFBiJNyZufn7HoOL6FeeO9jXxmcy28/N1335ksQEGD11DMnj9/bpGHWFVhlYDL8Sdp/MungE8BnwKrUWB9oNlyYPJbLau98x2TOhtHPv/8cwPEd+7cMasFwhWgzLnmHR0dZh0rLS21XfLs2uZ3BC4TPpO/Ax97hzI7uyVMegAuXDPoI1wMuFBy8KnH1cVNjDu7JXujdtCay9Ec0Mtn+oVVAJbMsf4RS5d+Y/zwDuCZSC2AZaLv4Aa0E5Xrre4laGM3+xnMF3+rS9gf+SF34Sf4higmrDZ9/fXXJhPcCXYYQ5ALbBq8ePGiuQw6F67dLrvhIS4f/O8Pfvdb+W4psD7QjEURV4FI3BX2rjaOsGGSZnn6k08+MaBMrGm+Q8DiioClAqsFVozq6moTulgtANG4nbDMHQ6e32237u/S+vv7zXKJTzp9wOTITnpAGZOpf20/BdzEzZiB5iyPo2gybgDLhAIbGxuzsYQ7FEoNy+n37t2z5XXAzoULFww8k34/AABoFR0IaiYiSgucCLjXrRPbyIZOhhPDHsULYwdhT+E/eBHa4u/MKlRdXZ3xH/Kbg2hQ2Jyc4D1u8tstPEg9qfNuB//byB5+1j4FNkyBdYFmBuHc7JzmouZeckXYcOk7OKETkFgriE2MLyXWCUDYqVOnzGcOayYCF0H86NEjPX361Nw12BiHAGZDCr6hXNDOCbEd3OxdXbVwcIZrBvRm8sCSyfI/qwdYnfxr+yjgAIbb4AgwRmkBKDNWACpY+xhXRDIAMBNBBAUHBRSXjPPnz5vPKZ/3C2DG9W1yfFL9Iz2a0pRiE4KKCkbtaePE9nGhlzMyHEUEPkIBwwiCDK+srFzmQzahw5/41ROajr0P+Duzcsj7GEjIw13wt+NxN0e433bCE9cTFAHmHVxUqDv15dqJ9X09zV6suqyMX/X6NF4bLfJVSHGwyDtr3EgLfTxlae8aBN9EO/+3tVFgXaA5OSVJJ06VKyk2VUnJybZPBYbeq1ZnJ2QQunaoR1yc+WCy/E9EBiwSWMgAaERqABgApBHCCGZiKYdbL1h69q3Pa2PM9b7FxMAEAUgDIPN0kwUWTPqFDYE+aF4vZd/+vqMzEw5gGR7H2u+syoyNwcFBW33BtxylEoseG2ldbGpObiM9FmbANKciehPY28vfC28sLi2qobFB3333rWKTY3T+2lll52T4ewG3oHOR44BIeI5VQFYD2XiKoYMVKC4UORQ3ACcriABOQDMKnTswhXkAGb6SL+F/bspxc8YWVHtDWWAgwBWFthAlBPcTZzl34/R913EtDQP4xsRGKRjlQkyuJRXGKYlDwebnFy1tdHSUIgNvB8GoFQvzi5qdmd/zBsG1UdJ/63UUWDNoZsClZabq4rWLSgqmKikuac+C5XBiOQHDJE7EDAAZwAArJi4YfI9AxoqJkHJWNYACS801NTX2G+AZqxrvsVQIPZ0l1JURXq7/eX0UgIaANRQYADIWJC4mODac8V1fX59ZncItR+srxX87nAJuEoae0BmaMz6wKKNAMhagPWAD6x38DwDBtxzlJTwd/qSMLxfneCUwCS93L32Ghm78Q6v+/gElLSZoHvcMP37GlnQ19OVGXuOugaIGnx0/flwPHz405Q4lD7cN+A4Ajd89MoPfcesCeJKG1UM2fwO+4WNAtMvfVZY+dWPD9a37beXf7vutegKWkYHsGWAOwrIOcOZGCWDMva5uW1WHzeRD3SIDAU1NTujRgyfqbG/R4hqjdS0tLSohIVGHS8uVl39Q3R1dqq99rInx8VDYxteA59BAy8k9YGmTU9P2sPPpZnrHTwsF1gya7eWogGKi45UQlaCowLqS7mpqO0EHQHbxPQHOXPyGIGIZDzDMsjOWNJahsbQBILBc4MN59+5ds3YAoLFCY80gPeCZ25Wzq4n1HipvgjYy0qwrADXAGxMc1mYmNSZLPuNTC2hzG37eQ1V3fZHQ2tEb2sK3LAkzSeOeBM8DQOBlwAVjgdUYPqNcMm74zfE6eZEPyiTjyIGQXU+oDTTA0Zbni8gZfPavraAAPAePMf4BkChzWJ2xzrIhFf5FfiAr4GveJeIG8sStnCDjAdGkBYADnrkJh4g8h8dRCF+n9Lk+Dm9P+HgI/369n8kb0IzyxZObVTYHngnDh2shKzyMM4/P1lvKNr9vm7kjNDE2qlvffq1v/+nXGg+tGr7JTcPkyZJ0oOCg/uCX/1pZ2bl6XvdUf/Ef/i+1t7TYgWXUfOVocjAay/aFqx/qT/7s3yspJWX1g5a2uel+9ruDAutDvrapG7ZbtOM+9qpbxuu6joEJAHvdhaDkdwQSgpWlaKxnLlIAwPnmzZtmveA3wDOgAoGLMEZQYy3lMiHwuoL871+hALRnqZUbNwwmL5QU+oMVAPcbAA9a+/R9hYRv/MJNsAAJaM2EHL6xD8UQtyWsePA1Ny5MAAvoTbrX0Zzf/D5ZjfzIWjetr/a7/91GKAAfwnMYOgDQWJFRplkNwbqMdRajBzKDSC7wOu9z8xk+xweacYCsR8bA9wBpbjuQKi3NQDT8D5imHN5DaSTdWq/VQLZLGz6e+Mz8weFcgHw3XgH9yDwXUYhN61idAc8YFqjTTrocxy8szGpkaEAdbS0aGRoSVmR0yUiCEIRODuVv+95cRGmFN1Y8kL2oaQ5P6uhUW0uT9x7GKUsU1uLQ8ALLFBaXWP96SzyuJmHv7oOP8E04X62rydB2H4RrXBdoNiERzWEWQUUuRS4PzHURdh+8DNMhHBGkCGY0e0AEIMNtHOSJdQPAjCWOpUKANGCb9IDnTTHwPqCzayJ8yeTAxIDFkjjb+CYyyfEb30FjJkImFWjrVgpcHv7zVQq4CRsaOnphhcMah1UOHgY8MFnD42fOnDHLHfRmVQZAQdq1COG1vPNqDf1vfApsjALwGzc87sAsspcVEazP8DnWZXidG9mNTAE0c5PWgWg+Y9F1QBqeJ08sztzMAYwH8udGoWducE9+53u+c6CaPLl4cr9pLnDjFBmIlRn3EnfxG+OTm/rTrtbWVtv0iDEB6zPgmfd2wkVbFxeXFBeXqJNnLphpeGZ6ErSs+fkFNdU/1bPHjzQ9Nan0zCyVnzyt3AMFJmdoI98dPnJUAVwolxa1sLigxYV5xSUk6tiJkyosKlUgCuxCa6GtC4kZqSPHjiszMyuE+96srDqar0Yz8nTAfuXvLp0H/r0ylhaXDMy7vg5P49632i5XyeMJiOP97qXwyuWl5RdDWa18z6Xn53BXIu8gNds8aQB49Xa8sU6sRIb4NlT4nnusCzTPTM9obHBK09GzSktO33Fa6k7rHTcIEJy4bWCFwC0DYYzVGb9PBNi3335rYeuwdmAldWHrAB0IAkAeefnXmykAcIPOWHoA0I5mTG74IrKMulYQ9+aS9vavCEUuaAXtmIQBBCzzwrONjY0GErAOY01GIYSvoS/fuYmffFwf7G2K+a3brRRw/OkUbJ7wMLIEIwbyGEUbwInSjc8+7hzIcIAycgaw6i7GDDfgNVzWuO/dkzHiQDUAG0s0f1M2YJq/+czTWcT5m3eYF9zt/qbe+GQ7owDzBvlg6aZ+1BULNICf8YwFnbbgs83GW+rFb27su6dr17t60h9W96Rkffw7v6OrH31oIBrj/OzMtP72L/9C7a3NBppz8vL005//XJevfaRAdJxZOQORQcXEJSgqGKOlJW/OpC0pKan65LPP9bu//88UE08QA6z9bk41mKfoYLRi4zi+/k0rAd679F8g4Lmavez0Qf0XjMYracjfXrqAgfnpqSmTj7GxceJgI5QCm+vDiB0VDCoQyWbICAP/JpmXlqxP6fOYmGj7jSQeVph/xQc8IjKgqJABifcWOE6eyFIhl9BgdLQiIyKs/6FxtCl7sQbkeXdlO1BIXNtRSJy+NTc/p4AZWAJ2cjT578VrzaAZZu7rGVD1Dw+VHJ+qax9cMw3VCZ29SJytbBN0QtAxaLAoYNFAWGHFcNZnBBigxPmCAkYQ3LzPgOCGgX2av9wz0AShjzWHz9AZGrnB7mjPBOPefTkH/y8oAG2gFTzKxQTMcnVtba3dTLJMzCw3E6/chYtDGWTipw/CeTP8s0/hNVIgNAN5assa0/ivbQkF4FfHswASxgEyA/7GBxoFETAM+AR0AkRx4UChBFATIQYQzTsOnLo8ebrx4b4L/9s1gN8om9/czd/h9WGshYNm/uYGcDGfMG7Jh7+pK/lgSHDGBOrOOHbgGSs66cPdOlwdXb3e9ROgFx+fJHEjlwKRmpmaNgu0A7VRgaASktOVlnlAgajo0MZZM/OGAWKv5tAgNj5FSak5io1P8HCuw8xmGUV2efeb2so7gMHO9lY9flilpvpajY4OG7CPjg4q98BBnTxzXodLywQYdnMQBQaDAfV2d6nmQaUeP6hUb0+3FZWTm6fjp8/q5OkLSs/IXC6e/qu8c1MN9c+Mp0pKy5SekaWa6nuqf/bYVvxT0tIN5OJekpWTq4qzF3WgoNBAOBnRj/293XpYeVftrU3GR6XHTur4qTMWAW1ublZ1z2pUffe2mp7XanJiXAmJSSouLdOZ81dUVHJE0dHevEleYJC6J4/0oPKOJibGVVxyVNk5eXryqFq1jx9a/qcvXNbFqx8rNT1jWS1ZbtQe+LBm0ExbZ2Zm1d/Xr5n4eRt0e6D91wYG4gAAIABJREFU77wJMB4C0FkWsARgWXZh6wAoABV8RAmLRJgkZ8njXQS5A9Dk5V8vKODogaCCxg48uzf43b3jvtvvTyfUmVQcbwEEsCbjgoF1mb/5jfBb8CquLrgVhS8n73c6brT9jh95Qt9PPv9ES8EFJackh1m8fAi9UfpuJh19ghzhcqAVqy9jhhtQA/h0QBqwStQNbgA11mluPvMdv/M+8tul5TMXZTEGea787H63F0Pv8g4XacIvgDB58j11xB2Dshi/WJ7x30YJoE4AfAeeXX6ubXzv0r23+WYpIrRxL0IRS7Qz3DoMIYCivMPt0cGzA786L3IoW2xMQEmJMYq1sxMA1yHKLRFycMnOoMBH+sUP4ZT1+gjL6oPKu/r7v/pzPay8p6HBfgE8oZvN6/EJKjlapp/+83+pjz79XQOg5IIu3NTwXP/x//zf9bDyjvp7ezQz7UV4iomNVdpvMnX148/1sz/8lyopLbcY7UuLC6q+d0tf/ebvNToyovKTFYqJjdfjB/fV19ut+PgEJaekWfm4q+TmF1ifpWdmKz4hwSpP39U+fqS/+U//QfW1T5STd0AJSSk6efq8xkZH9O1vf6N//NVf26ZJ/oZ/ghj2kpJ15Gi5vvjFn+jDT3+spOQUyw/6NNQ906/+8s/V39ejsuOnlJiYrMcPK9XX3algMMb479iJ00pNS1+2gr9Myd3917pAMz1PJ5jPS4idd3fz32/tEVQIMyykCDR8QdmgAWAGPANc2MxGPFHcC7DscWOJBnQzUK0/fOvzKx0JXbESIQTchPDKS/v4C3gHuiDomWCZ+N2qh3MbwvKEryU8yTI17kNYmaEr6Xy6bh0DQUtcAhJS4jSxMKrFgLcheOtK8HPaLAXceHH5IGOw0KI8OrAJ0ETm4BIB8Ay/Hah2gBWLL8CVJ78xBnkfKzWfycdd5M/lyuEz9XFj0H12YJnx6VbWHFhnQyCfcfMAOGOEoS4Aa+YRlyflst+GtrGRnT0i4aud9uK7+I/2UY61nU9hQDdUvms3OgSvOXp4puQXyubkxIQeP6pRQtJvFIyJtdRmNV5CwQgoOy9fBw8dVmxc/Kp72aA7NG1vadVXv/mVrn/9TxoeGlJaRoYKiooUHYxRd2e7ujs7NNDfp9mZWcXExOrqR58qPiFRbU0N+tu/+H/03Zf/RX3dXYqJjVN27gGzFgM+m+rrNDw4qMiISP3xv/p3Olh42NozMTZuABuQPToyZCB0PARuseSeOHteg/19qvzhuuqePjYr9NkLVxQXX2T1HRka1LPHD/TsySP193SruKRUhw4VWjCHH65/Y2Aay/fs7IzS0zOVm5fv+fP3dlu+uGugKF756FOjDYSbnp7SYF+vutvbND4yYidEj42Oan5uTtm5ecrMyTGQvVdteusDzSFG9R9bQ4EXA9yzZMCcCDT8crEus+TnwtbhA43VDxCNpY/fWS5E+JEPQo87PM+tqeXuzIXJA1r49HjRf27ChTZY4eEXLGD41WNVZqLEXxOaAeAuXbpklmWUNJQ6JlFHT/d8kbv/abMUwK8xGBOt4HxQc4ZhXkz6m83bT7/1FGAMhI8DxpcD0nxeeQGoAdMOVPN0twPX/A5o5nZuIIBqPod/z9/heYV/Jk/qxXilTDc38A5/8z0XcwfjmvEPeA+/ANisdGLAATQz3/BEiUZ+7MQrvC9W1m94aEBf/ubXunPzumeFD7Mno1x8+NkX+ue//DOL77yapZm8oV1rc6Oe1lRroL9XRSVH9Yd/+me6fO0DswDXVD/Ur//6P6uxrg6kb5bchfkF4bt8/85Nfffb36i/p0dZOXn6/Ke/0Acff67YuDhV3rml//p3f6mWxue6f/t7Ha/gYKMDighE2GZG+m9+fk4A4OIjR/XzP/pTpWVkCl/kkrJyPat5oOdPa9TV0a7mhnp1tLcp50C+8WJnR5vqnz7W6PCQWb1Lyo7rYNFhdXW0GvCvfVqjudkZnbt01azKh0uPqbe7U//4q/9PN7/9UjUPqgS4LjlaroLCYiMr1mbntw1dCw8f0U//4JfKzsk1UF9x7mLIwu5M+St7Y3f/7YPmHdZ/CCQGMYINCzTWPbR9QDPWZ8LXXb9+3XY/rwxbRzoGGIOb601CZIc126/ONlLATeDwFtYSJmhcgADJWJWZGLE2obQRApHVDBQylnJZ0QAI+Ly0jR3ksgZoWWgtANeroMu95j93JgXcGHHPlbVk7Dll1f3G2OR9nuE3MpzbgWo+O/DLd+G/O8DN3IBRBR9l8nRjl3cZw4Bk8uDid4wygG+s2isv0qBQIxdQpFmF4ihyom2Qz2672NCGby9W3RdQzvuERfjYydOam50Ng9JhLfRM2PbF7NysZqanbbMdILbp+XMVFpeaK8OlDz5VUUmZsGonJyUpLSNL8YmJ6u5oE+C0t6fTAPvZS1f08z/5Fyo7VqFgdJQOFRVoYnzY6tbS1KjHj6p09uJVc29wspvC8V/+8NOf6I/+9N8qIyvHeADQHakIHSwsVm9Pl9qaGlX/tEbHT522w+dwpWioe2quIIWHS3S84ozi4uNVde+26p8+0vjYqA4VHdYXP/+FfvKznykpJUsL81jJozTY362a6irLr6XpufLyCwwUm5gyaiyZRRkrNHXCcg7fgEPg8716rQ80o1ljwSNWYhjr7VXivM92IdQQdFgCADP4kBJfMzxsHSCaTYT8BtjBGuCHrXufvbazynYTMnzEhTWJyQ++4WbSZAJmZYNNqfCQCxeH0gbIhg/9691QgF3ywcigAoqyHe7hE+a7qYFfynZTgPEEeF7tWtnf/B3+Xfhn0ru/eTowjCufG7N8j1sFY5mxDwB2ANsZV3jH3eTp0gK4UZrZAMnNahNP5qLdeAEUS8uOK/9Q8Uv0BwAC8E6dvaD4xCQ7fwJ91dHB2hpSapCjbMQDsGLlHRzo01f/8Cs9uHtbmbm5OlR8RKVlJ1R+6oyVg6sHpxsODg2Y6wYWZ1aS8EseHhxV7bMniozg2O9Z8wWmn/r7etXe3GiW7ORUz4/YiWB8lY+UlSs774DiYuMtugV1KiopVWn5ST2peaC+vm6zhF/79FPDDg21j9XX16OoYLSOHD2uo8dOmNtHV0eb+nt7Tc4kmI93QK3NrYqM5MRjDCtzik9IMqzH5sWOtmZzy4iLS3gJ+aWmZajk6DHPVzohKeQiY4y0G9lkTXVeF2hmoM3Nzmkuam55kK6pFP+lTVEg3PrMDmisgOfPnzefZyyFAKGvv/5alZWVtoRGzGdcOABDCAS0P/ruJUGwqRr5iXcqBZgAueAZBCqgmOPD8Y9/8uSJufiw9IqARsHCqky4OBQvJkQmdMcn7rlT27qX6kW/DQwNqbWzRfOBWaVnp5ir1ksz1F5qsN+WVyiwcryt/Ds8gRvn7jtkPDcuGFx8JiweY939xhzgADLf8Tc3cwTygM98jwxgw+/Vq1dtcypyAVnC98gVrpXl25c7+D/A3ec/+Yl+/NOfhULOYQzwDALQOSYmXrHxhJt7vZEA+nAAyse/84VZrZ/WPDDrMK4ajc/r9Li6UjdSUsVx3Bc++ESf/97PDKjil8xBLQsLBFCY0Y1vfmuRJuxU5QhPaRkaHNTQ4IAWFxbs3ZHhfi0tFNuCU0ik28ozPtTBYFTIvdtz3wBMl1ec1d1b36n+6RO1NtWrufG5yXOszhNjY8rMylbZiQrl5BXYnMABMNSFy9ug+H8oMZHNg7gcSVPT0+YDjfV9fGzEALYXvSTBkc3SJiYnm6sI/MNl5HsDDe2lXf7fukBzRla6Pvj4ipJiUpWekb7Lm777qs+ARsAhwLAgoP1jIXRhwfB/fvDggfmnErDeWZ/Zle82qzDwEXhvEg67jzJ+jV2fwhv0LcuuhIhzVmV4hGVYlC7cfQDLgGaWWllOCwfLPjXfPQXoP3xLv/r6a8WnxOrSJxeVkxvrY+Z33xW7okQnvx14Ra5jsURJdhcAmpt3+J3feDKHAITZCMgcggsgaZk7kBMAY1wD+Y13XFku3934DEQFlJCcpvTsfMXEJb3SBC+M3esBMzSAjsnJqfrsd3+m/IIi3f3hO1Xf/cHCzg0PDWp4cMD8jrva29Te1qLZmSn98t/8ey0u0QeLHgC2UxsnNDjQ7ykgIS8s8k7PyDbLb0xcvDjwZMlOXqaq3ktYi9nE6NXVw668FxOLFblM+CO3NDaop7tbTx5Ui6gcLc2N5rOMP/LR46dsU+LoyLDtmnRgfG5mxjYZEoHDUK/9sKTo2DhlZHurC2yWtNMUV1AOsIx7C94HJqz2gVfZmkEznZqSmqSMMxlKCqYqLsgu09cz2Qra+n9uIQWgOyCHJTQAD4INyzK+Z27jIG4c+Li9LmydszQ4y8EWVs/P6h1RgDHJTR8yETIhEuLKHZwDL2BlhleYAFGi4BOWWXH7cQCb6vpj+R112opi6D9HewDO2OiYlqIWbPL0Jktfxq4gmf9nGAXgHXgIeY6iDPjl4jsHmBn/gGTcLZADuGBhVGEl0p1EyCZz5IXjRWSK+xxW3O79SPg6Di2JwDXGjSn3pFnhn9/QzIgIJaWkms9wwaFCff7Fz831oq250cK2Pbx/x+Ih93R3qqb6vj745GPFxkYpMSnFXDWS4hP0k5//gT774meKi/PcGTgdkMNWoDfnmGDgysoh9nSMuW+4Q1qAW55bbKiufGFzgCw2M5Zk4joPDwzo3q3vFYwOmrtHcmqajp86q8Kiw1YH5D4nJOJiwnX89Bn9wS//tbl5KHQgjAFzC4MoEX8aS70XQm4lbahUGO3CP698dY/8vWbQTHvpXHzumKBNs9gjRNjNzWCg0R9YEBGAhKbjOGM2d+G6AYC6c+eOha3D4ozfM+AJ4QnoRrgCtsIn791Mj/1Qd/qKi8mQyY1d9ShJbmMfFkt23AOMcdVxO99RrojOQjr4xu/zncUt9If1LT6Vy1XbB6ab5bb6H9ZLAScLTOEaGzPfZT4DkpHx3MwJAGVAstsjgxyweTwUHxqL4etA8t6REx7A87Dmy5FP3kR32o+ldXp6UtX37ujOzW/V3tKogkNF+ukv/kgff/6ZlhY/0tBAv/7mL/6z/uI//t8WgWJ6asI2DeYVFNjBIxwSgl/z7PSshXbDMkwfdHd16PrXX4pNgGnpGTp24pSycvIVoUiLQf1S3RAMJhw8CUGfLS4sGigvP3nGDhupGrhlR40DfKcmJ+z48GMnK5Sanm7hgqNj4gyUJ6ekqr+nSxPjEwoGY1V+4owSkpIsdFzV/du6e+N7e/9g8WGdrNi5UVNeos87+GNdoBnmwUTPme4sHvibAd9BD72liHBB5ywKCESONGYJPjxsHX6tWBQA0fisEXuXMEIAbht8fti6t1D7/f7sJi8sBXx2G/sIF8eGUE4mQwGi73HBQDnCooQyhXBeaT0K55332zK/9NUpAGB+AZ9Xf8f/1qeAd4QygBiDCRZlxj1yANmO5dJF0mDMcztZgBzh2vOy4CWDqOe3uz6+8YDz0GCf7uM7XPtUyckpmpqc1Kdf/L6ysnLU0d6i5sYGO+KbDYAZWblKTc9Rdu4hlR2v0L2b19XW0qR7P9wQ1t+PPv9CSclJqrx9Q7/9h79Ve2urALJf/OKPVXS4VDHRXjzpt9fTiyGNvzUh5Z48rNbI8KAl4xjuoiNlOnz0mKJjYm3eiI4J2gEsbCrsaGtRe0uzfv3Xf665uRmLIkI8Z+pz74frdnT5qXOXlJGR7Z00iDxaVY/fP3JqXaCZgYbJPzoqWpFL3olDb+9Q/413TQH6CcsBlkWEJsA4PGwdVmjC1lVXV9tvWCIB0cTm9cPWveveenN5blKjTwHLWJGcIoS/Mi44bPZBUWKDKH3Jxj4mzPCJ8s2l+L/uGAow9+yf+WfHkH23VsSBXYAxcdUrKipMhjP2naLsALJ7N7ytfOdkTPj3O/nzau14a32J5rgq2HtrymWDEnNq+YkKHTtxxsAxLhj/9Vd/pfs/XDf/YQA0h5Bw0EdBYZEuXP1QefmFSkxI0cWrH6npeZ3+/q//k7o62/QPf/MXunPjWwFq8YUmHT7nHFt9tPykklLSTA5gFX97e4khvaiMzGxzw7h741tNjHMS5Lxy8wrseO7cvAOmKFlrl5ZUdPiIPv6d31NnW6vY0Fh19we1tTQrJTXF9r54h6kMKzMrRyVHyiykXYDTiAlnGy6fXlJG3k7LvfDGukDz1NSMhnrHNRE9pYy0TANmb+/QvUCm3dsGgBYCleW61cLWEVEB8IWfK8AZ0OXC1tFqfOUQqn4/v1secDSn/7hwt2CTDhZl+gt3DAA0itHFixdtVQH3G5QkFB83Ub7bWvulbZYCtgGITUAbnOA3W76ffndSAIDMaZ2sNCGrw+/d2aI31XptgyMYjFZiUpLiEpPsBD7+3ujqOPREJucfKtIf/dl/o7TMTH37T782IFw/0O8ZX5dkh5WcPn9RP/79P9Qnv/N7SklJtd9I98t/+99pfm5et777UoR84yQ/h0DTM7MMZH/x8z/WmQuXTYZ7caOhg9deVvdDH18ijqtbdEyMysqP24Y/NiICnAsKCy0cHeHj3EU7CId37ZPPjR5//9f/rx5W3jVf7PZWc4gXeeHSgc/2Zz/5mR1cEgkNAMkuI564lC1Sv7X1SXjS3fp5zaCZjunvHVTVzSolx6fqow8/tiWg3drw/VBv+oyLJzfWSAAVEROwRhKSCHcNQBh+sISuY+Ogs1iyaQyLJQIZYQyAdnnuB/q96zYizLicVRl600e41eCfzkadwcFB6w98FN3GPjt+OSHBLNGkdYD7XdffL29zFEBBio2NUXSMFyN7xfS0ucz91HueAox97j132TzGaYsBXbn2I4uVjK8ux0iXlVcoMhIY8xKUMxKcqDir//5//l/tAA8OATlcUqqoIC4Pr767VpoxRg8fKVPGv8rSpWuf2Cl+A709NjcS5zk9M1MHDxXZqXtJyd7mP/IGsB88VKx/9z/8T/rkx1+otem5RkdGzN01Pj7BwK3FO84tUGxsnM2zWHY/++IXOlp+ynyTM7NzdPjIUTtq2wOpL9rBvOxA/b/4N/+tLn/4qR3WknfwoI6WH5eFtwtrNylTUtP0yee/q+IjR/S89pl6ujpsfwxtxGp9uLRMRYdLlJySpkBUcHleOXPhiv7H/+V/M1Celpml0mMnQ32wViru7vfWDJppJuepDw4MaX5qaXmX7u5u/v6rPYMLEMzAwALNRhHC1gGYsWICzHDbwAINMMMvGuszn7FWMzD9jYNbyzcOLLuNfYSGc4eQuDjc7IzHN5kTuegTwkRhWUIJchv7XK18xcZRYuc/XV9FRkTaCs+Pv/ix5qNmlZqeHKag7h8rzs7vMb+G74MCyEj8hDm6mmOgsboyZgglF0HIiVUujqsmhjGWUMaZydfAZpUK8omy0/6SU9NVfuK05uZmzeIKsGRe9cp5Ee/eVY36Eyc5MztXZy9c1fzCnGFf8sPtlbRsOCQahbU3MlLlJyt0tPzEcnt5x4Wcc/m6J2k4OKX85GkD2mTuDDAvRbhwCRRhB5gAejnJEMv20iKGMS8aE9E1IgNRL1nn+a2g8LDyCg6FQHSkomxD+up9sFzUHvqwLtCMKd4DTN5GwD1Eh33XFCdE8H0DeLF5BPcMwtY56zPuAPjM3rt3TyUlJbZxECs0LgEMXiyhbjlw3xFwkw12QJl+QInhb3yToTeWf5QX+oIL15nLly9buDg2+LDhhzSk5favPUCBCJkSFJ0Y1MT8qJYiXsTb3QOt85vgU2BLKABI5l7LtZ2Wd+QucyA3K7h2OVmMjvsasezJ+2izPC/7YBlIJgc7ivClprkyXvryDX949QKAv+Gl8J9CygTA3drh9POQdX+1hqAUcO/Xa62kfYk+vr/dS+TY9X8gXNjkABBzYeuwaLJhEABH2Lrbt2/r4cOHZg0j6gYAGzAH6HauGxDCB3FvZgcHls0aERlpKzYoJ4BkomAAmjnullUALMrcbOREqXGbe95cgv/rbqUAYTxtklSU5hYXdmsz/Hr7FNhfFHBg2bX6NYCZn1+aH8PSeR/fkNDlvS1PV+5Kh2X3/bYUumsz3RBo3rWt9Sv+Rgp4Wqq3vARAw1cWgMzJcsQA5nZB8PF1xueZ33EVwE8a8O1bn1cnMWDZ0Zc3XLg43C9cuDh2TwOOcZcBLOMSw8lcKDTQ9iWBu3ox/re7mQJYeVys5t3cDr/uPgV8CvgU2KMUWB9oZjk4MrQz93XrD3uUUPupWYAzbsAafrMAN4CxC1sHyMMiStg6jl7lNxe2jggdpPOtz+Af77AKrMpYEAHFvb29trEPqzIKCCf44R7DAQTh4eKwNDtr9H7ivf3cVhSjqMigAorSwrx3/PF+poffdp8CPgV8Cuw0CqwLNONQPz+3oPngvB1wstMa49dneygA4MOPFiCHSwaWUFwKnO/t48ePLboDmwqJ6AD4AwTi6gFw9Pzg90/YupUuGJOTk2atR9nAsgztOMUP6/z58+eNZoT542/8ynyr8vbw8U7OFZ4ZGBhQc3uT5gNzysxNU1xCnG+a2Mmd5tfNp4BPgX1HgXWB5ozsdH346TUlx6QoMyNzNR/xfUfAvd5g5xLgrM8rw9b19fUtbxwk4gOAkLB1hLQDPONmgLUaf2lnfXZ57iXaOaBM21xbsSJjkceqjM8ytMJ6zGY+lAv8wrHMo4y4jX3QZC/SZy/19Xa0Bf5pa2/TN19+q4SUWF3+0SXFxcf5MnY7iO3n6VPAp4BPgQ1SYM2gGaGenJKk9FMZSgqmKjYKK4jvKL5Buu/qZA4Y4raBBRrfW06icmHSAIhVVVWqqamxmM9E3gAgcvgGABHwvFeszw4sO1cKLMj4gGNVBiwT/5qDSaCT81VmYx8RSFBASOeD5F09HDZVefjH9T+H1UyMTygiuGR7A1bGYt1UQX5inwLrpAB8ye1k3DqT+6/7FNg1FHAyeC0VXjNoJrOISJnPXdDiCfqAeS0E3svvwGiAvtXC1gGc2TjIEwB59+5d2ziI5fldhq0DiHBvteB3YAcLMZ9HRkYMIOOyQnsJF4diwGZKXDBQGlAuXLg43wVjL4+MDbbNjvr1Yj69kK4uBtQG8/ST+RRYJwWQZ25D91bLzXVWxX/dp8C2UwBedxhhLeB5XaDZTnFcWtQSt5Z8S/O2d+fuKQBmc2HrsEDj03zu3DkDkABn3BRu3bplB6eEbxzERxqLqxPUPAGUW3G5PBkUW3G5CcQ2bEVF2UDDqsyGPqzKhOYDPKNEYF13CgKRRvgO3/C1DMqtqKufx16gAID5BXzeCy3y27AzKYBccjfyktWx2dlZq6wvs3Zmn/m12jwFmNM5TIzDw+B7eP1tq7/rAs2BQKRio2MUE4xRxGLALGmbr7afw16ggBOsjulwwwAoEkLt1KlTyy4LWGGdBXpl2LqUlBRjWpgXZnZ5boY+5OPA7kbzcXUB9HKxsa+jo8OAMpZlgDOaKi4XV65cMX9lXFFojx8ubqNU36fpwMg+Tt6nnf/+mo2cIooPMhf5C4gATDjZt/aa+Ssja6eV/+b7pAC8zmow87njdQxiBDBwc/1q9VsXaB4dGVdrb6eSY1JVcOCg+aeulqn/nU8BKAADIogRyFif8eXF+ozVGbDJ8/vvv1+2PhPzmdjPuDSQBoGNAOfaCgC9nl5xQNtZlakHG/kaGxstAgZPoh0wuADIWJWxLrOxj+PG+Z6065901lNL/929RgHP3x9Fb6+1zG/PTqSAk3Os9iG3sLJxAZqxNsOPyLG3X56mxz6ndy2r3143/w2fAq9SAD4lDCx8zl4kN1e7wAWvpvC+WTNopoCBvkH98O0dJcen6vPPPrdB5g+Q15HW/95RAB7B95cbCzSh6U6cOGGRNrA8475B2DqANO4aRJYAQOPigQ8wF6B17QLclbz+p5tEmDyYLNBA2cxH3QgXx2ZHJhTCwxG3mroSLo6BhoKwcmnHHx/r74P9mgJFKyGeFRo2iAJUfJPzfuWFd91uVgWRzU5e4ZqB7EPmru3ytDzk56KtFK4tlf+WT4H3SQH4Gz4HNHM5A59THler25pBM4kX5hc0OTmloGKWLYCrZep/51PgdRQAiLqwdQBNrLMubJ0DpQDTyspKC1sHeOYd3DwA3TA5txPurytnPd87oEyeABf+Hh0dXQ4XhzsJdeRyoB6wDPgH1Dur8nrK9N/1KQAFHB8zLliJ+clPf2xxmlPTPFclj0q+2dnnlu2lAAo/q4E8nZV5eHjY3M6Qu45PV9aC30hj1ugIaXZ2RlNTE1pYmFfU0uvTrczH/9unwEYpwP662RmA76TN3UhL+PFNwJc5Hp4GMMPnztIML7PiYvz8mgqtCzRbHia/l3wjyGsI6n+9NgrAsAhcF7aO2MX4PgOYAc9srgM4E7YOizPuDwBV3oOpYfrNum44sOysylhXuru7zeeaOuA+MjY2ZuVRPnGnATYAeCwzK63Ka2u5/5ZPgdUpgA98SXyJJhbGtKi51V/yv/UpsA0UwJDBngxkK5uZAc6cXor8wwK98nIg2slw0o+Pj2t6akLDA32WPiYubmUy/2+fAltKAVuLW1rS2MiQRocGbZUD3oSPMWi9CTjzHrwOnzvQTBqMeRjCXne9/pfXpRDHA7/hR/8nnwLroACMC2PD5AjezMxMA8eAVxeurqWlxUD0nTt3zOcZ8ErYOpibtM51wwnytxXvtEwGBmmYGHDBAChjVe7q6jJfJ+oCkAesEy4OgM/yDVroWst6W138330KOApEREYoEBWlgNhkPe++9p8+BbaNAsgx5CGyEGMAMhUQwcZmnoODg2LD9mrgg3SAZtKh8A0ODWpudla9XW0a7O207yICG4IY29ZeP+O9QwH4LzIyYBbm7s52DQ/12QoHPMncjQul4++V8zV/48/MCnJ/f799ZgyQjnvrQLOFpfGWFP1iDxppAAAgAElEQVSDTfYO8+2UlsDIgFJnvcBXGL9hLL6EdONJ2LoHDx6Y9RnXDeIfrwxb97r24NYB4CV/BgyxlNnQR948WaZheYaQeFiWOdWQCQNLC5PGm5ZsXlem/71PAZ8CPgV2OgWQvYAFXM4InQlo5kRTZCSraxg1Vl6AFuQiG7fZAE1EoemFaQ30dKmloU5ZuflKTk03UL4StKzMy//bp8D6KOC5V8CDvR3tann+TJPj41pcWrL5GkyA1Xg1vnN8S9SM/7+992yOK0nTQ5/yhSoUUCh4D5Cg9759T8+MZlazTtJuSIqruNJG3PtD9j/og77oxr1XGyETakkzuyONdlxPt5pt6EESIAzhvbflneJ5TyVYAAskAIIACLzZfViFUyfPyXwyT+aTb76GwjmqYpIbsI9zJ5uLwN0jzVTy55F5czde2wNIr94JAuwc71oyZSZBzZc+k8RSAkzDQRrlGQNCklpKgo3qhHEXs/Fl4eDOF4HbjiTflCrzPgz7za0Zrkrp2YPPoToI/6bkm/cx9zJle9cwNeV/18p91MqrngeOWosfrPpSWkzSQCEBCQXVLUia+b0Qaea4wjGRYyUFDBQ8UDodi0bQ3/UYwbIKnL1yA0U+KwqsTfbS1bj1YLX6u1ca9jn2JUqZ56bG0dl+FxMjA0glk3KOCz8K3CgA2yzxHiTL7K/kBPyb/d8I4F41Z25r78ROP80eD7zenOL/ZiXS8/uGABvf6lQvnNW/qgPsW0G3+GCSXUqGjc9nDs7Xr19fI75U3fj6669F+mwkxCTQlCSz3qbu3GY0KhjGXRyJOScJEmUaG5rVKZ9n8m2xmAf2MvYFrqKZDkudDizYb1AwthP9fXd2d8DmyaDxeAMCJYUlJW/wGM2qCLyEgBkXKCQg4aCkjeMlpc0kzfxOfedCO20cW7g7yHGZEmlKp2kbQr3mR3e+QiqTwtlL11EqEmcgk0kjm2FwNE2KwPYQYD/l4XQ5kUllMDEyiPa7t/G8sx3xKN0jpqWfcv5nPyZ3KJR4D/ZbqmVQPcNwBQrgyAHYn1+VtkyaOahXVJfj0x9/goAnKNvW6hHpVdDuz2/sKDzYKWgZyoHvMCV2eA7qlChzNcktQUqdKT3u7OwUneT79+/L1gxfCtb/+++/F7UObsVQesKXggM8yTLvwftxwiBuHPB5HJbEOrFulLKzTxjjycNSv8NSD46vlHrcv/sAxcEihKpCQpoPS/20HgcbAfY/jq0kxyQPHE85f3DMpFE2yQRtOjYm5hFuUFEhO3Uk2BRKcJyZn57Ag9u/F2lg29lLqKmnC9FSuIy3DSUQG+HUv1+BAD2y0EvGwuw0hvp70NvxSIhzPBqR/sZ57uzZs+LOtpDxKm/Nvso5kYs79mtyBPZVSqXZx1+nz8x7bJk082Kf34fgsRACzlJ4nF4No/2KBt7rnzh48SAppESVgx4nYWMVutfl2Yvn8QXgKtFsr/A7HZXTsI8vBl8GSjSWV1ZEupFOpcTQii9IOBwRsk39vUISlL0o/148g2SZEyFVTrhQMBIjEmj2F037i4AhKywF+288Foc74UAmu1X/uPtbfn364UKAAgSOE1Rf49zBLWwaR1OSbGw7CtWY4wx366jKwXz0gsTxd2VxHt3t9zDa34uyiiqUVVSiyBeAfRMpYKF76zlFgAikUkmsLi8JaV6cm0Y0vCqGf+xn3B0mYb5165bo2G82p3PO4/Xsn3Q0wP7KMZjzIgVo7OOvmxe3RZrtNsAh/u/oPUAb8iAgYCbdVCqN0dER3L1zF087OmRLTUjjO6jXvH1cjZ695cOZhJAEhEmIdU7azi6bEQOXRSwtLb/25dh+OQ5mDrvdBp+/GK0tLbh54zpOnzkjg4PpOwez1Ee5VPlm1rqRfZR7wl7VnUSB4wGldYzKSlU3uuPirht380icKYmj3mehZPKeP39ehBBUmaPEmTt9/C05P4PlxXmMDPTAZttKhMFCT9FzRx0Bzu2Wio+ldkjpMw3+Ll26hPfff1+EQ1zAFUrshxSmMZIvF4VUPSJP4M4zHQrwoBrorpJm8i8aAvLhHMqVNxdqmr07x3ZgA3NgomrCl199hcGBAQSK3Lhx4Tiaaqvg93FH4OgkQzFYZ/N9Y+2PCh7sG7FEEpMz8+gdHENP9zPZbp2ZncXNmzfFvdRGbPTvg4SAjrIHqTWOQlmMnYeJ2EqdT+5e0miaEmhK4gqREkM0SDpInKnK8fDhQ4n0arbAuXhXwnwUetHbrKMlICN5NmqWNOCna1iqVlDivFli3yZJ5u4yVTOofkQORc8v1IM2u7Cb5TfnC1Ny8+uGT4Z29bo98Lg8sGUsvdkNl+ife4iAGaiojnH79m2MDA3iVHMN3rt6Fi1NNQgUUZfVAdtm7HEPy6qP2h8E0tmsRZxnF/DgSQ/uPe4VHW/qhF+7dk0kS/tTMn3qRgT4Pss7fVRWdRsB0L/3FQH2PZIIEl96JOL2Nd1wklzQSJWuOY2hoBHYbCww70FpNdU5qBtNt6CUUtNgmwSc9+IOqCZFYLsIsG9xwUbJMnc9GKvBGPDTuwulyJsl9leSZi7gKGA0BoDs67RtYn/fipSZ998WaV5cXEHf+BBKvEG0NLag2B9QcfNmrfSWz7MTmK2Gh48eYWhoEMcbq/Gjj67hWFMtvG4n7JyE33I59PYHHwGPyyU7DsGAFSHpuwfP8Lj9sUyAlB5tpv918Gt2uEqYSWdk1yidTMNyeMK3l4eueg9XSx/c2pCYcF6hVyFKjEl2SZhJdkk26JP5xo0bBV3Q5deK5Iau6EhwSG5oZ0ICTpWPw2xnk4+Bft9dBDhPkRxTRYh9i7setE/i+VfNYYYwUz//0aNHsogzfZDkmws7BvV51T3ya7Jl0syXaWF2Ad99fQelviACPy6B31+sxoD5aO7hd7YHtyjGxkbR29uDEp8H1y6cRGtjNYrcLlD/XJMiQATYF5ywobK8BFfOtWFsYgbj42NiLMpBo5APVkVubxDge2wSDa1ramtQVOKG221tM1qKcOYK/VQE3j4CJBkkI9RtpgSOHjFobE0p3d27d0X1gkZXvOZ1idvlJNAkOCTcnLN4f02KwHYQMH2GxJaLOn5y7OT5/DF04z35O68lSX769CkePHggizeqabBPkjBTWs3dkVfdJ/++WybNzJROpRGLxuCx6xZLPoh7/d10BA5k4+MTCK+u4kxLDdqaa+HjyuvFPLzXRdPnHVAE2CWcNjsaqstxorUB47NPRb+Z3kaUNO9/o3Fgb2ltga+kCHFbFL6AVwrFvSIlzvvfPkepBIaMkORSX5Ru5+jW03gdoCogSQYNpwrpNxusDAnhJw/2cU2KwG4iYPpYoXsaQk2CTMM/up41xn/st1TLYP/ejpSZz9kWaX5RsKyqZbwAY1++cQCiZfP8wgKy6RQqykpFh1kJ8740x4F/qAwu1Ff0uFFXGYLP7cTikqWveOALf0QK6Pf5UeOpxmpyGSkkdBfviLT7QawmxwsaWtFAitvadM1F2xljSHXnzh1RvaArS0NODmI9tExHEwHTJ9mP2W9JmPlJpwlMVBn68MMPxUvMq4wHC6G3PdJMlYBsBvFEAvR5q2l/EGCHYOKn6QSMkmPTlfz+NMg79FQutnxFXrhdTnmH1SjnADWezYraKF4GMrpddIBa5sgWhcZRV65cEQ8a3NmkARW3uqnfTFL98ccfo76+/sjioxU/eAgYwsxPesr46quv1ukx05j1gw8+kAUhd1m3uwOyrf0SviQulxOJeAKxaFz0kw4eZEesRDkCzSk2Tz3yQIFAik9Xhel0BmkNobpvbcOuwn7C3QiuwFW1cN+aouCDZTdAFsMFf9aTisCeI8A+aTzt0NsOv5OMUK2LLuV+/etfCyGhBJqJv2lSBPYLAfY/6jxTGERvL+yf1GXmgo/naEDIACiXL18Wg0Jeu920JUkzC2KnuzmfFx6vB3O0gl1ekkLs5KHbLaRe/24jQC8e8LiRdTkhbgHiSeCQuR3iOyKkVPT33u320tLvPQLsP5l0Wra/s1m65CL5UGnz3reEPjEfAZJmSuLoPo7BI+izmcaA9KZBlQ0SEhJobnXTOJCSaRr7mQVg/r30uyLwthDg+MlEPsr++PjxY3z77bcS+Y87IyTMXPCRMLMfbyVc9mZl3RJpNpk9XhfKyoNIxzJSOGMJqy+IQUg/NyLAvhGOxtDT2YPnQ2MoKfbjwunjqCovOzwu8XIWvHantWrNZtLqJWxjR9C/CyLAwT5/oB+dHEbd8VrUN9XKrl7BTHpSEdhDBDiG03CK+ss//OEPhRDTCwEJNO1q6M+ZRIXu5GhYRWkek5LnPWykI/wojqFc2PGg+tC9e/fk4HeqrxoJM1UyPvnkE/Hx/CoD1tdBuSXSzJcmm7Gcnl+9dQX2pBO1FfVwu9y6onwdwkf896zdhvnlFfzP393GL/7n73HqWDP+77/6pygLBeE5qPok22wzm8OBSCyBrt5uRKMxnGprQShYqnLCbeJ4lC8n6eju6sbgyAB8QS/qGmrUQ/NR7hAHrO7kACYC209/+lNxO/fdd9+JGzqSEvpy/uKLLyTkNre+6caLLr1kB0UlzwesNd/94rBfGYEDhQ70A84gOsYPM/9mv+RBHeaPPvpIouAy+h8JM/vzTtOWSDNvLgV02lFRFUKRvRjF7pJtK1DvtJCa711GwIZkKo3ZuTkMDI3C7ysSyTM3U971DWi+EzaHHdPzi/i7X32BX/7mD7hw5gRqqytRpqT5Xe60e1p29qNINILllWUxtHZ7PBLJ09pw3NOi6MMUgU0RMMS5oaFBJM6UKH/55ZcYHR0VcrKwsCB6zgyIQndely5dktDbdE/HPk7Js5E+vwlp2bSA+sOhRoB9iIl9h0SZkmWqCDEkdnt7u5Bm9kEjXeZ1XLxRusyFHMNkvylh5vO3TJpNa0hnF79mOqQbTPRzcwRs2SwCPh9uXr0o5Lm+pgr1VRVwvMahlvSuvJdk8yds/kv+S7b5VW/4i82Oydl5fPfgMdo7elBfWy3Gjrwr67Dz9ewblkuzv1MI0LiaW91ujxser9uy1nynaqCFPQoIcP4n8TA6zoz494c//EH8ONMYkGMufeGSvNBzAckz3dbRwwavZUAUEmdKAPlpkvAK84d+KgI5Qa0BggTZEF72M6oCjY2Nif/l7u5uUcvg+Gmky3Qjx4iWJMzsfyUlJUK0d6OfbYs0G0f7WaSFDdjsltqGqZh+KgIbEchmMgiW+PGjH3yAm+9dg9vpQNDvg4sLL0of1gzoICtHDro86D7PTsvWnISCBFQMCjc8wFyf/7uVnwYslocIPoP34Yu3MW3Mv9lLZa5jfl7DQzh9NoNkIolINIoE9acynAzSYtQlYcwLPHNjGfTvo4sA+xHJAyeB1fAqist88BR5N19scVvxDbYWjy7SWvPdQoB9lmMpwxnTHR2DQ1CPlFvj1CMlqWGfHhkZkb9pLMhtcUqom5ubZbuceanukZ/yx9j88/r9aCFg5tf8WlN6zIiUVAOiv2XubkxPT8u4SaNU9jf2O/ZLLtCoW09vL9TDp3EqJdO7lbZFms1D09k0YokosvYsnE7XG+mHmHvq5yFFIJuF02FHeUUQ5U6X5T0jkfOeQfLJgZMhgyl1iCfAhZjd7kAqnkA8GoPD6YDL6xU3admkJcnIl94KsXa5yLiRTSZByTacDqSTKfEnanc44Sqywr1mE0mLkOdBbXc6AR4kt5SU0HVSTsK9dhnL6XRCruXDWY5USspq8/hgK/LB7nTBDhucLjecxcWwB4phoyP1pPGEsHY3/aIICAIkCcYIkNK5eDyG+mA1/MW+9QhxfcmIrBlri5v5TOIEo0kR2GsEDLGh3jIjAzJ64Llz5yRM8ZMnTyT0NokMXX2R1JDgUCJIDwaUUpNEl5eXiwSQBNpIoQsJNva6bvq8/UWA4xs9XjCojjlImBmZkp/GAJX9iwely0zsUxcvXpSDizOqD1HivNt9qiBpfjEmc0BeP0AnUykM9fVhqHsEdVX1ordE0bcmRaAgAnY7lsMRtN9px9PuPpQHS3Dr6gU01FUjm07jSUcP7j7uRHVFCDevnJfAOXcfduBJZzfm5xdlu7qlqQHvX7+I86faUOT1CKnli0V94tnFJXR09WFpJYwTNMArK0Hns+e48+AJJiam4PG40drciKuXzuBMW6voVBvSwYF/cnoWHT39WFkNo6WhFidaGiX4h6kLr6FO9tDgKLr6h0TId+p4C5oba7G8Esb92/fw5Tf30NXTj9VIBI+fduP//Xf/GcearGeePt4Mt4PKKJoUgcIILC4uYnhoRHYoyivLpf9tJMPcsUnE40jIws/a7aCuKLe7d3tSKFxKPasIvIwA+x77IF14kRBTmkzXc/fv35etc/ZtEhsuDkluSKDn5ubE4wYJjTkoDdxtieDLpdUzBx0BmW+TSekn7CuUMFPtgp+UJLMPcf42ahjsVyTHVMWgdJmR/vg3dzHYNzeOo7tR/zXSTH0RPoSFicfiSKfSyJIw52Z7IRo2a4t8ZXkZXZ1dWJhZFPE3V4k6cO9GcxzCe9jtQmi/vH0X/+WXv8XptmbUVFeitq5a+trDx534f/7mc5w63oyxsUk87erFd/efYnp2Tgi0w24Xovs/ft2Ev/jTf4A/++kPUFURspZydgeGJmbwn37+K4yMTuD9m1dE3eN3X36L/sFRRGMxOOwO+P1FaG6qwz/52Y/x5z/7EWorQ0K8SbqfD4/h//+PP8fA0Bj++Mcfo/Iv/wRFXu/aYpEvHSNgfn//Mf7m87+Dy+nEv/hnf47q+hrML6/i9199i7/91RcYnZgSzxntHV0YGB5DW0sjXG4nmpvr4VLSfAg79ptXiX2L4yqJQ2NzPXylbtQ01MLpcRW8OYMDkTwbUQYnjLchSSn4cD2pCGyCAPsx+yJJL8kKJceU9NEgkB4NqNvMnRTj0YBcgddTmphPavg9/+9NHqenDzkCHBOFb+bqye/kpUayzL7DBRq9Yhw7dgxtbW1icEpDP0OW3yYfXSPNfAg7bCadQSpXwHzpGH+j2zlul5eGgvD6PSIqp7icq8u3WchD3kcOffXS2QyWV1cxMT2D8lAQsXhCSC9fhpXViEh7p2fm8eRZn1jDVldV4Pqlj+ByOtAzMILO7j58c68dyXQKoVAQP/3sAxR53LKgi8RiGJ+cwaOn3RgYHpeXq9jvxz/+2Q/R2tSA8akpfPnNfbQ/6cL8vBWQ55/++U9QGQoia7MhEotjbGIag8NjmFtYlL5vFoosJPdZuPNCqfLQyISQlKXVsLwnfo9HpNejFycl3/jUDJrq63Du5DG0NtWjoboSbrtKmQ99B3+DCvIdoE7oex++h8XYPJwe20u6+2bsTcaT4ME8PMcJglI+ftekCOw3AuyHhjxTr5TSZxoCkiyTNJM89/f3y3duu5ugE8xnjv2ugz7/YCDAMY4kmZ8U6HJXLZ8ot7S0iJoPF2hUETI7bnvBQ9dIMwvGxEKmkikRh5MsFBqQS4IBlFeVo//ZACYmJuTFYIU0KQKbISAvASVl2dwORu5C7mbw5ZianYPT4cCf/vRT/MnPfoimxnpZoJFM//xv/x7/8b/+Cp1d/fjubjuuXjiDxrpq2LKWMR5Dcy+trGJ+cQk3r17Av/zn/wgffXANZaUliMbiuHHtMv6/f/9f8d29dvziV79HY0MtfvTxLRS7XGurVwnvnXmhirS+HlJK8YrhSFt61SxzWWkAP/2jzxCqrcFqLC4qHlcunsG/+hd/gdbmepQV++BxKmlej6X+tREBu8MGr9+NgNuPNKxwxBuvYQ+ULUkJQ58V3zNma3svJoqN5dG/FYFCCBjyyz5JAk2yQ91lkmgSaJLl+fl5OWj8yoMqHCTWJNGcJzQdXQTY/uxDJMEkxFS1MJ+UJFPAQHVgn88nZJr9jNfv5Ri4jjQLQc4CSRphxRKy1e3Ik2LQewZFbz6/D1W1lRjoHhQFf3Z4qmhI/qPb3lrzVyBgDYX5/764mC8K1R7eu3EJ//yf/AznT7fB7XKJelBtZblIn5/1DuCrb+5ibGJKpL7kt3YjCqaRVDqNpoZa/Nkf/xg/+sH7qAmViW1fqa8IP/7klni3mJlbRG//ML6/344rZ0+iuNhvbXVvSpZflHHjN5IYGjhWlAZQXR6Ez+uBw2GHv8iDusoy1FeGQHtdfSc2Iqd/GwTYh/g/DauTmSQy9Eq0acpaOn0pK9okd/zons4IOzbNpj8oAvuEAMc+EmcmfnJnhCSorq5O+jL1VPN1VjmGK2l+0Vjv0tyxm+3GepMEs7/wMMIBfrIfGaK8X/iskeb8bT76DI1H46KOgXwvXeIlLAu3y4nKqgr4Az5Mz8wIcab1rA7gLzq8ftseApUVZbh4/jRamurhdbthI2WmIwz6BA2VoSIUFIIbiUQRTSSQsQnlWNO593hcOHe6DbeunEdVWRBc7NnE01xWQndfvnAG58+2oX9wGN29gxifnkN9U/32CrnxavH+ZW2nm7UlN8opW+bB77pxvhE0/dsgYLfZZTclnckZuJBBb0hG8kLPGbFIVKRxmWxGJpNif7FMKPs1eWwoqv6pCGyKAPvoRgK9m0Rr0wfrD4cCAfYfc+x3hdZIM/VCyOppBBiLxhGLRZHN0vn4ev927Oh2hx2l5aUIlpditH9CfDFyxaikeb+b8919vt/vQyhYAreHLgxJNi26yX99RV6UFPvEb3M659tZ6GiOlfJloh5za2O9BE5x54Lv8DwT/6U0uKm2RiKtUeVjcmYO9ASzG7TWekoB7Df9ocC1eupIIcC+SddJo2OjSNpiCFT44fIUDu/Ka1OJJMIrYdFpJrfmWK3eBo5Ulzk0lWV/NmPzoamUVuTIIPASaSbDoG5RZDWKdCoDusDNTxLgJJMVjwZtp4+jurIGzS1NQpgp+zNkJz+PflcEXoeASN0Y0OQl2WwWHpdTXM29HNwkx0ptkN9DFSF4i/3SC/M3SCiyLvYVoSxYsmbINz+/ILr7+S4VX1fGbf2uhHlbcB21i6kTPzg0iN/97newuYCbn1wTDxovdX9R8eGYnEAkHBU1JAoujGEMtyqNNPqoYaj1VQQUAUVgrxFYR5qpM0LSm0qkEA5HZKD20i9uPgHIqWi43C6cOH0c9qwT5cWVQpqVMO918x2N561JJvL74bqqWzpQ1PMUg4AN1/FPGhlSrYhRAhmxT9x35RmdkHhY0QkLbJHnPGi8FPRkXRn0D0Xg9Qiwn3Gbmr5qOzs6RdJ8/HQrfAxoYnR8XrqNTWxMwqsR6bf8mVJm7g6aLe+XsugJRUARUAQUgV1HYB1ppvSCBIU+mqOrEXEqnaViqGxir2civM5T5IHd5kDWkaEPBCBryfd062XX20lvSASy6/vgRlA273c2RGMJcW+XSqXh8xYhECgWfVIhKnZa67pF99nSp7bczL24P5eDGr74BR76bacIcFFHJ/2Dg4Po6emBz+9Fa1szSkoDr+LMEtgkGo5KXhJlGl6TNMsicaeF0XyKgCKgCCgC20JgbRebLjxEcuF0iM/Z1ZWwhDGm/txmEmSSFJLlRDaOFCydZpV8bAt/vXirCLySMGeRTKZkoZehw/w8CTL7L/0xL4YjmJ6bRzyRRGlpMSrKg+t08EnHuTxc7xDP2hunOzrmI9mhlj+ve1kenV+RV/+af6V+PzoIUMpMkkuXWx0dHVhaWUJDawPqmupkF6QQEhxjKcRYWV4V9Qz60ec9lDQXQkvPKQKKgCLwdhFYI80chOn/jqSX+nYrS6tYWlhBKk2asHmiHnM6m0QksYrZ+Rnxu8j8mhSBPUFAGGwWi8sr6O0bxMTMPJLAmmN0y8dGFmNjE3g+MCwi5LrqClSXl8HlsDSoSUwY9W81HLGMA3Okm+oaGRuwEothen4ekWhM7rspY6aBixghAhm6T9L3YE+6wLvyEJJd2os8f/4cfX39CJT4cexkK+j3vpCY2egqc0G4NL8sKnP0nEE1Orru4pjNe26+w/KuIKPlVAQUAUXg3UBgjTRzEKbbOFplU7JMS+1FMZZKWuG0N6kPDbhiiQTaHz/G559/jtu3vxEH5ptcrqcVgd1FQNzKQby+3H34FF98fQfzSyuwedywu5xwFHkxMbeAP9y+i/an3eKb+czpE6isLBelI+rsB/w+RCMxDI6MY3J+ESnqRjOv1yOhJp529uBBeyeWV8MFRcwiV84CqWQSq+EoYryzzwe7e4MV7e7WXO/2DiFgCPDCwgK6u7uxGl5B0/FG1DZYHl02r4oN0UgcC/OLazt/DCTFaGv5bkI3z6+/KAKKgCKgCOwWAms6zVTPIGmm9IKukKLRGBbmFoVMeIs8mz5PDFvsNqTSKYxNjEmeurpauY+6oNsUtiP1A1UfKNOlRIzfxd5pzR0czxl9Yfm1MDa5n/hRONkwMj6Bf//5L0UX/49++CFqqysxNTOHv/v7L/Gff/FrzC0sSSTAj25cRrAkIGWpLg+hqa4GdqcD3z94gv/w+S8ZKQXHGuuxuLKKb+89xn/777/Fk2c9EjpbJMm5QlhFyorEmsFZKBG88+AJ/vW/+Xc4d+YE3r96QQK1eN00sNV0pBHIGVBTBe7EqRMoCnrQ1NaI4oD/NZLiLMIrq1hiCPiUFfyBO4IkzZQ4a1IEFAFFQBHYOwTWSDMHYIYppBRjenpa9DeXFpZF4hwMlWw6sAtpdjhQ01CN+sZa9Hb2ib5ebW2tDOysim4f7l2DHsQnMeBeOmNN+EYqazxRUH1C/stkwK1nS51ifS3Yx8RneL6usrkkx0ZpyMcAJ9Ozc/i3f/M5fv4/fg9fkUcMAMenprGyEsb71y/i//jLP8a5M23ixg6ZDBprq/DDj2/haddz3H/cic9/8ff47s4jFBf7kEikMDu/AF+RDxfPnsLg8BjcLu7EGIcyVoRMqnqcaG0SX9GDIzVZclgAACAASURBVBOYm/8d7tx/jGQsjub6anjLQ6a0+nmEEWA/9njdOHmuDTXHy+FwOySq5GaQcNxknuWlFSwtLoNGrBREMCwxx2q1H9kMOT2vCCgCisDbQWCNNHOAZoxvDsZDQ0OIxWIgaV5eXEFNAyVxhQtgBvZgsAStp1oxOjQupLmyshLvvfeeSJwL59SzRwIB+pR1OdHcUIeL507ieHODFahEnGHYUV1ZjktnT6Ek4EdlKAinfU1jyIInCyG4DXU1kv9Ycz2Ki7wSMZBmqJJsNjiddty6ekHu9bSrF/fbn2FxeVn82R5rbsRnf3kd/+CzD3Hu9HGUFvtBn88kJJQCf/LBdSHr/+WXvxFJcdfzAdFdDvj9OHvqOP78j3+MQEkx/vaXvxEPHFTnMJJzEu/yYAn+7B9+Ji7rvvz2HhYXl1FWVooij1t0qCUyIb1Hb+pS7Ej0hCNbSfYz7qZwQUijabjTKHJ6X40HDbDtNsRicczNzCOyEpGdDm+RV4QRHKt1J+/VEOqvioAioAjsNgLrqLDRa6auHCMDriytYHpiGs3Hm+AOMGhEjqRsKAUnBUYJbGptwJmLp/Dgu3Z8f+d7FAeKcenSJRR5izbk0D+PDAJCKkvxF//oj/DJZx8KSa2l5wrGmnQ58cPPPsC5y+eELFcHS+V3o8ogJDOTQWmgWIjr+x/dgt/rQS3JtaXUYUS+IrgOBUvxk598gj/9s59geGAEiwtLIjGua6xFY10NyksCQsBNkBTznLKSYvz4Bx/g1Ok2DA0MY3pmTqR6pSUBNLc0oLmxXjxyXDjRKioYDfU18NPnc64RSfRPHmvC//V//gX+5B9+hkQiCTfJTVkpykpLpIyWYsqRaXWtqEHABtDug+1PwhzLRJDK0lT11YljLfspbUtmp2YRjURl/M3XZ+YddCH2ahz1V0VAEVAEdhOBdaSZ+sx1dXUiHV5ZWRF95snxadka9BcXbTpAG2kz9fPOXjkLOuHvfPQM7Q8foa62Fg0NjWLlvZsF13u9Owi4nQ7UhIKoLAuKaoNzTbfZhoqSAMoCln4xHU84CkhjXQ4HqkNBVOTlt0K8r8eAJKPUV4RjLY041VyPdMYiHszvcNiFhBiinJ+T/ZfS65PNDThWX4NkOiNSaAZEMXmZLxQoFmdz9FjAIz9Rp7mKdQyWgkomvCfLYwh6/rX6/fAjINJlmw2xaAzPn/chGo+gqqkCnmLnpsKHfFTYfzKZLOZmFjAzOSteXXiOqhlUfaPBtiZFQBFQBBSBvUVgHWmmXnNNTY0cMzMzSCaSmJuew+zUDKpqaHiy7vJ1JeWAzlRRWYYL18+D24jVoRrRkd5IMNZl1D/eEIGcDJP6voU3At7w/ruT3QESyFyY9Tzmas6LN/C88xufaq6T2opR1cYrLEVj/k7JL8kuk9yS2+MFyLi5A6+Rg2oebjeM2evGvDaHRZQL3YvXkvAzvg/LKs9+xTPNs/flk+Wy/s+VdF9KcWgfaggzP/v6+vDb3/4GsUQU1z++hhNnj8G9Ba8q7GOxSAxT45MitKARIPX26+vrxWBbjQAPbffRiikCisABRmC9uAyQAbm5uRn0psEZlTrNlDZHwpEtVYODfU1dFW5+fB1nrpyEN2Dp7nEC4aFpdxEgooLqQSVoprriICPH1Mw5fubOv7b4m+QXssvNb26By2HdnOfZueX31948l8dIwDfJy75diDCvq07umtddl59nr74bGEy4cKoA6Bu5++iz7TnWMerfN998I6GyS0IBhCqDEoXydZjLOGkDlpZWMDU+jWg4JvcLBsvQ2Ngogoit9MXdr5neURFQBBSBo43AGmk2gzB15kiajXU2dZsnR6fEldxWg5ZQIk11DofHJjp8iXRcyAatvc2EcrRhf7PaE0Mmu92Wk1rZkEimxBDtze78rubOIptJI51Oi0rGm9bCQvdN73Iw8zO6IX1JR+NJOBzOl9RMDmap361ScZyjB6Lbt2+jp6cbNQ1VuHjjAiqqyuEQ/eZX14fvdSaVFrWMmck5pJIp8ZTBXcCGhgbxz/zqO+ivioAioAgoAm8DgTXSzJtTwsEBv7q6WnSbaZ3Nc1TRmBiZRCIe33IZhBwji3g6img2gmgijKXlJfGhq+oaW4Zx0wu5gHG53LK4ydrsmJlfxAoj1kk7bprt8PzAhUM2i1BJAFfPn8ZnH98St3AlxT5YQfleJ887PFBspSaW9NKGcDyBsek5xOJJiSonO0q5d38r99FrXo/A1NSUSJifPn2K0lAJLt24gIamWku97TUrMrYTx85wOILx0XEsLy4jk0mjqKhIpMz0pc9x2SycX18avUIRUAQUAUVgtxAoqKRMYxNKm7u6uoTkri6vijcCRrCqq/euhQreUiFsGYRjS3j8bAjPO/rRUN+Aa9euiUGLTORbuolelI8AJ0ySZq/Xi/q6OgQCJegfnkTvwBjKAsXwelyy2DnME6sY2KXSaKmvwV/91T9DNBFHCT1WFPuNX418yI70d0PEqIwxMjaNZ8+HYLO71ox+Cc5h7it70fjEmAKH1ZVV3L93H3e+vwOXx4GLN86j5UQL3HQ/uIVk3u3JsWmMDoyJyzneu6zMUs3gIkfbagtA6iWKgCKgCLwFBNaRZg7GHKA5MLe0tMikurS0JNuDk2NTmBiZQEVVCG6PZ0sGRGayTqZTWFpdQv9gH7q7ujE/P48PPvhAjFpU6rzzVmV7cbv23Lmz+Pab27jT3oVQaQCn2xrh5i5BxvICsfMnHPyc9AFdV1aCLF175SIPst9pshBgH+E7lrXZMDY+g28fdmJ8ehEnT5/B8ePHxQuDeU8VszdAIBfxz+l2ojQUQOvJZtQ0VePU+ZPw+zf3PJT/RLYDXXeuLIUx1D+M2ek5iQJITxkcj5uamlQ1Ix8w/a4IKAKKwB4jsI40m2dzkqXByenTpzE6OorFxUUsL6xguH8Eja2N4knDioVschT+tEg4ZFvyxJljSCYSePh9O+7cuQO6tPv0009x7Ngx2W5UolMYw83OEltKmxlS9+LFixgfH0d31zP84rffYHr+HC6eakFFsMSKGmYswDa72Tt+3kEjU7p5E4PA1+x/v+N13W7x+V6thiPo6h/FNw860dk7hKqaWly7elXUsNiPeGjaGQLWGMe+ZxcXcWlbCvUn6lBSH4DX64LH69kyvnKvTBbTk7MYGRwTA0C+4wyZffLkyTU7E22vnbWV5lIEFAFF4E0ReIk0m0mAPpspiero6BCCS/dzY0MTGBsaQ1modMvbjSwg78mIahevnYfPX4T73zxEZ2cHwuEwPvzwQ5w5c0ak2zoZbK85DV70rc0FCA27uro68fNff417j7tQUxmCv4hSrgPtjW57ldart4wAFxHxREL03UcmprESjqOxqVl2eU6cOCFSZtOHtnxTvXBN9YnY0fhUMLRlEU1HEEmvwuW1I+gJCFJbxddImcMrEQxTyjw5J/ema7nW1la0tbVZHo0Uf0VAEVAEFIF9Q+Al0mxKQv08+gTlYE1pMyXDi/NLGOgdQl1THaprK7csQeE9OXkU+bw4de4kinw+PPjuIQZ6++GwO8QgiRMDn6lp+whw+5YkiKF1Gxrq8fjxYwxNTOH50IQ1wW//lprjsCCQU88oDQZx672ruHr1qmzzUx9+q4TusECxG/UQcpsLbkODPwoV3F43Wk40weGzIZNNWbse25Tesy2ymay4mBvuG0E0HJWdJEqZKbygNyPuAGqb7UYr6j0UAUVAEdgZAgVJsxmYGVabZKy7u1ukwslkCsMDo6jrHUJpMIAi3/bDY7s9LrS0NUvwk4rKcpQWB1Fc6odtQ4Q1o65hyrKz6h2dXLSop0sqqmucO3cOk5OTmJ2ll4SYeJk4OkhoTfMRoKSS7zE94lRWVIiPX4d6X8iHaEvfOR5xLOJ7FolGJGjJ3Tt3xUajur4SzhIb6ptrdkRqjZR5aWEZz5/1iV/8VColz6IuM8dgNQDcUjPpRYqAIqAIvFUECpJm80RKfjlonzp1ChMTEyJt5sDe2/lcApg0H99eeGxDgF0uB2oaqhEMlYqk2VFsQzwTgcfuhd3utMId54wSqdNnJixTLv0sjAAlUX6/XyZYEmhuHZvFR+EcevYoIMD3mGRPJZU7b21il0wm0d/fj0ePHoHu5Obm5lBeVYZjZ1rE+G+nd7funcJQ3zD6egYkEiDfW3oxouoa3cyxDc34udPnaD5FQBFQBBSBN0PglaSZt6aU6vz58xgaGsKzZ89k4hgfnkBP53MEy4MoKyu1wq5tsxwupwPOgE9itqWRwEpyESmnH5lwFgPPhxCLxWRbkhMGJxUSQCadOF4NNPHhQZUNTYqAIvDmCPB9mpmZwb179/Dw4UNQLcNT5MHZK6dx5tJp1DfWoqhoZ+ouRiAwNz2P3s4+zM8sgFJmvr80xD579qwshHXce/N21DsoAoqAIvCmCLyWNFPCQX3jK1euyGTBSFfRSBR93f2oqa+C/+LpXFS67RfFTAT0fJDKpBBNr2J8fBJf3b6N8ZEJ0b28eu2qSFtCZSEhgyo93T7OmkMRUARejQDJK498aTz/ZpxxnovH42LbsbSyiONnW3H6/EnUN9ejOOCH07kzKbA8z2G3xtOufgz3jyIRT0hB6UqSXnGo06xS5le3nf6qCCgCisBeIeD467/+67/e7GGG1FIvkpIPup6jlIWSkHgshmwGCFWUiWcMc+1m93rdefHwwInLlpUIWPQPPTw0gr7ePtHPjUajQppZlo2TCCefN33+68qnvysCisDhQoDjhhk7OKZQhYWJahhUC7PbHGLUl8zGkUAcjiIbmtoace7yGTGGpv/ljWPRdhAyO2j9PUN4+F07Zqcsv8ylwVLcunUL169fFxsFXqdJEVAEFAFFYP8ReCVpZvEMGWUYV04k1G0moU1nMgivRuBwOlBeVQ5vkUdULbZpNP4SAm63C6HKMtQ21op7uuXFJQwMDKKrs0u2SMtKyyx/pXbL0wbLZ6RDZhLM/8yvw0sP0xOKgCJwqBEwpHhjJTlukPByEc5rlpeXMTw8jAcPHqD9UTtSqST8wSLEbVGEU6tI2xPwB4tRXlEGf7EPzl3QMWYZJsence+bhxLMhG49OZZRj/njjz+W4FIk8mYM3lgH/VsRUAQUAUVgbxF4rXoGi8NBm5JmOthnEA1KnBnVL7IaQffTXpSVl+LC1fPiUu5Ni89neYu8qG2oRll5EM1tTRh6PiReO+weIO1MIY0k7Fk77Da7RMyiNTvzkdhzkjETDUm+OTgxalIEFIGjgwDHBLOg5jiQPwZwt4xuNDmeDQ4NYnhoGBPjEzK20YVcxpVEaUMxivxeZJERiTPtMHYjsRws1+LCMjoePsNg75CoZfA8fa5TFY7uPs04thvP1HsoAoqAIqAIvDkCWyLN5jH0A8wBnUYxd+/eBVUmFmYXZOAPhoJoPdkCV26L0+TZ6ScnFQZCaWipR3VtFc5eOSsR3wKlRVhOL8KRccHj8IAGNHe+vStlot5zsCwo/ooDxQFxr1USKAEDtVAibhInUx6bJU5e+RMsr3sbeTiRb0yve85+5XldufYKs716zn7hvJW+trFs2jaF308SY45R7DP0S+1yuqiiLN55pmen8dX/+grt7e2yc2a321BSFsCJ88dEV7n5eBMcHrsQZmkTbD5ebHyHX/U3y8JQ2fFYAr2dveh+0iPCh3QqLaoY9KNNw2t6weEYqEkRUAQUAUXg4CCwZdLMiZnbmZSAUN9uYWEBXV1da9402u88gc/vQ31T7SsJ6Xarzm1Qp89hqX9kAZvdhmQmjhQSSGaimFudxvT8JPqe9yMeTYhEyOm0dLCDwVLcuHEDN2/dBMmzmfcoVXrU3i4uo5CTQLN+NDKkP9SLly6KVF0kPbDJpDswOIDH7Y+l3pz4mEyeQCAgRjvH247D6bC2U3mvru4uPH3yFJFIZF21mb+ishKXL11CfUP9mjSMupTPOp9JwAR6D8lPzFNVXYXLly+LNIrPpqR9dXUVT548wfPnz6UtTB6ZnHPh0Fkfuq8yebgVzQAodJ9FYmGSydPc3Cz1CZWH5Cfmm56Zlm3rsbExkd7n5+EWN3ch6B+ak73BeW52Dl999ZVI78z1/ORzjHeAM2etaJDmd3pp4fb4/NycEByeNzjz3pcuXRK/tVwEMeId79U/wLZpl+fw7/w8xYFiwYwBIhhIh/dKpVPoetYlbsNIqvIT81dWVuLS5cuor69b1zadHZ3SNjQKy0/MQxd/LFttba30UbbNyuoKnjx+gud9VtuwvCaxHE1NTWs4828epm0G+gcKtg1dQNJArCxUJrfiPSenJqVvUmqaT6hZLrNDdPac5YWBmfgcqlmRMPKTeXiOyeShigDbhrs35vzw4LDk4bvP65iYj32dC1PWP/8d4DV9/f3SNlTp2piHPsUvX7mMY63HLJztNqSSKRlX6NKtUNvQm455B0g+mfjeFGoblovvUU1tDW7euiGfGaTFbiKGMBKIwVfiRePxOlEHq6qpFOLMIEwk2Ob+8pBd+If1J16ZdAZD/SPoeNiFhblFwc/j8eDChQsyXvFd5VirSRFQBBQBReBgIbBl0sxic8Dn4E6/zZw4eZBEJRJJ8abh5WTjdqGyxiJo+SThTastk/oLziHkOJ1No6wyiJuf3sCx0y1YXlpBeDmM1ZUwVpZXJcJWPBtGOLOMbCplkSwAkwvj6OntwsSYFTGP0z85g0h7SksQqgmiqrkC7qxLip3JAhPz4+jqeYbpqWmZ/MkZmCeVSqOsLIjyuiAqmspAwk5iz8l/bHoYHc+eYmV5Za36MmlmMqhvrEdNUwWKq3ywOywCnEgkMDo9hM5nTxEOR3J8PjfRZrJoWmlAbUsV/BVei5jZHViKLGJwtB9PO58gEeOigekFoYmloqhtrYKrxC4FpvRqPjKPgdE+dHQ8lbaTLAy1LZ4CbEhlE6g7Vg1HwAKcUriZ5Un0DvSgr7dfJnmbgAZkMll4PG64/U7UHqtCyp3IkeYsZlYn0dXTiempmZfq7/UWoajEg5rWKqScccnDW07Oj6O7twuT45MWznltQwOp8hriHFprGxKRifmxXNvwOdwleNE2oVAZKuvLUd7AtnFai65kUtqms6ujQNtk0dBUj5rmShRXFYF1J2bxeAIjU2ybDkTYNjmc2Z4sw9LqImpaquCr8Mh7wjyLkUUMjLFtnlpeEXLlsnAG4umYtA0DY7AzMc9ceA79w3142tEB6rhKC+TaxmG3iWoScbYXWw3AvjazMome/h4M9A283DbevLZxWW3DMk8vT6CnvxtDfUNCmuVuNrZnRoiyr9SL6tZKFDv9ucUJ34ExdPc+w9Tk+neA702wrBTldWXyDpBwsuBZ2kDMjaKr9xlmcn0gv23KK0KobChHqL5UQsAT62QigZHJIXR0PpUFoek41nuTRWNzA2paKuGr9MKRYYQ8uxDj4clBedcYSc9qm7W1G7L2NOZWW+BN5IY7G+DwARdunMPpy6dER9nrdVteMN5i1D22L/vKUP8o7n/zAGMj40L4WTcu6t577z0RSnARynOaFAFFQBFQBA4WArYsR/FtJmaZnZ3FF198gT/84Q9rkkR/wI+L18/hxofXUV5pScK2eesdXc6JPp3OyCRNEksST8KRSadR5PchEPBbUqNcTZeWVjE9MY1YhFu3GYthkW5lMnC53aDEicaInOTMDLy4uIwZ5onGhbCbgjKP2+NGZW0VQuXMY012DIk7NzuP6clZpBKWGynJkyNZlGhX1VWhpKRYiByn+EwmjdnpecxOzb6QMhqWkc3C5/ejuq4KxcxDngUb4omkEBKqybC+8oNpUpsNgWAJamoqreiNJk88genJGSzOL77Ik6sQ71lSViIY0PesKXM0HMHk5AxWl1YEJ3kOfxT9TId4UamorljnfpBYDQ+MIJYvzc3Vn5K08spyVFSVw+V6sXZbWlrJtU3sJZylbWor5VnSNvJ8iG7o9CTbZoN0XtrGg6raKtGPt9qG4YozmJ2ZxwxxLtQ2fv+LtsmxVmmbKdM2yRc4syHYNoFiUSOiCzJmIekh0eYzFuby2sZCVP4tCZagekPbxOJx6TNLm7RNKdumthIe+gXOMV3aFpDIrspC8UV/lrZxsG1CkLYxONuA1ZWI4Ly6smqtlnIkje82d3dCVbm2yVO3elXbvPQOWN7apG1mCrVN1lpsVdZWoywUXHtviPMc24bvTTL5Ai2Dc65tAnnvACXKs9NzL96b3LXM7HS5QcxowOfxekTKbBbzXPDxBWdb7RVJHR0ex/df3hWfzOyvHLu4O/GTn/wEN2/eFL/4a337Re31myKgCCgCisABQGBHpJnl5kRFa/Pf/OY3ot8cDodl4ikJBnD55kVcff8KgmUlMim9kPnsTY3NOoCfhSZEnheSbchlfrEohbLbLcKcd34neYTMU2+5wLKEE7fDYc8R5hcP2lGedEa8mby4y4tvlESKtNT2Qj+S1SZxpAeUQol5iEE+kXhl/WFhxnzbzbNxC/yVz9msbTK59iwMdMH23HWcRX1pPWYsztpzCgC9Gc5ccG27bWjoJiTw5QdJf86pMphfBeed5OHidDvvzV61TW7hbOpnPtkf2f8LjQPmmrf9SbxIhKcmZ4QwP2vvQjQSk4VxKBTCZ599Jt4y6JOZuyGaFAFFQBFQBA4mAjsmzZwIqE4wMDAgxJmumqjrycmJXi+ufXAFl29eQnHAJ5NsPpk6mFBoqRQBRUAR2H0EOPZNT83i3tf30fGoS9THuCtEne4PP/wQP/jBD0TarN4ydh97vaMioAgoAruJwI7FGpwIaGREw6RPP/1UCDSNd0icF+eX8OC7djF4uXjjQk7ivJvF1nspAoqAInBwEaAwnloiVNWxfDE/wLPH3QivhkUliupZNFKmP2YakSphPrhtqSVTBBQBRcAgsGPSzBuQONMw8MSJE2LQQsnzs2fPZNuROrb3v30kusWXb10SnULLqsk8Wj8VAUVAETh8CHAXzuysjQ1P4O7t++jpeI5IOCpjI93f0bWcCWCihn+Hrw9ojRQBReBwIvBGpJmQcHLgJHD69GnRc6auc09Pj0wOS4tLeHinXaTQ1z68iqrqisOJotZKEVAEFAGxi82KnQKJ88jAGO7+r/vo6+4THWbaUbjdHly8eEl25+hykLt1hmArgIqAIqAIKAIHG4E3Js2sHgd9bjfSTy8NXrjVSIkz/aeuLofx5EGnOPOnnjP9ONNzghgtWY4mDjZCWjpFQBFQBLaAgDH4SyZT6O8ZxH2Gx+4bQjwWF8Nj+ry+du2aGP5RrY27dEqYtwCsXqIIKAKKwAFBYFdIM+tiiDODIpAUc8vR6DjTXZno862s4sp7l3H89DF4vR7xLKCTxgHpCVoMRUAR2BECRh2D497y8go6Hz3D4/sdmB6fQTKeQCqdluikDAr1ySefSFAbSpjVtdyO4NZMioAioAjsGwK7RppZA0OcGfyEUhRKn+/du4dIJCzSloHeISwvrWJ+Zh7nr55HWah0nS/efUNBH6wIKAKKwA4QMISZLiQnxqbx6G67hMZeWlhCOkX/8WnxvfzBBx+s02FWwrwDsDWLIqAIKAL7jMCukmbWhcSZ25CMcEVpMyUqd+/eBcPoJpNZTE/M4M7X97G4sCQu6eoaayQaGP3Z5uIr7DMk+nhFQBFQBF6NgPGOQekyg9hQIPDo+3YM9g0jGomK5yCOadXV1UKWKWXmdzX6ezWu+qsioAgoAgcZgR37aX5dpSiBoU7z9PQ07t+/j6+//lpCboven8Mh0bnqGqtx7tIZnDh3Ys0tnUWeVdn5dfjq74qAIrAPCEigIhr72SWUzuzUPJ61d+LZk27MTM3lIpFmREWtra0NH330Ec6fP4/y8nJ1K7cPzaWPVAQUAUVgNxF4a6SZhSRBTqVSWFlZQVdXF7766iv5pC9nRoJz2B0oLvGjpa0J566cQ/PxRjB0M40EM1lKnpU872Zj670UAUVghwgwiiZdyeWiZa6uRvC8qw+dj7owOjQGhjKndwyqY/j9fly+fFkI87Fjx+RvSqR1PNsh9ppNEVAEFIEDgsBbJc2sIycaHtFoFENDQ/j2229Fz3lhYUEMYcTbhsuJ8ooQTp5vw5mLp1BdVwWnyylbnDJRKXk+IN1Fi6EIHDEESJZhyLKlijE2NI6O9mfo7x7A0sIyUsmUkGWOVQxUQv1lBi7hd9p2qP7yEeszWl1FQBE4tAi8ddJskOOEwuAns7Oz4lWD5Lm/v1/OUeJsd9jgLfKioqYCx0624MTZNiHPbrfLkjxT55nRUVT4bCDVT0VAEXhLCHC8YrLbbUJ6o9E4JkYn0dv5HAO9g5ibnkcinhAPQJQuFxX5xFc9dZfpQSgUComKhhLmt9RAeltFQBFQBPYBgT0jzawbJyJOMJFIBCMjI6Lr/ODBA9F75m/cwuQk4y5yo6KqHMdPteLEmTZU1VXB63FLfuo881rd6tyH3qKPVAQOMQIWT7bGFqqPcYyJRmIYHRxHT2cPhvpGsDi3KIZ/mZwqBkl1Y2Mjbt68hUuXLomxHw2hVR3jEHcUrZoioAgcWQT2lDQTZRJeHjQSpEeN58+f4/vvv0dnZ6foPnOiInHmpEVfzqHKEBpbG9ByogW1DdUoKS2WCYnkmRMXrXGEQKsE+sh2Yq24IrBTBDgWyRiSkyhz7GFwkoX5JUyMTmCwdwgjA6NYnF9EIp5ckyzT5qI8VC5E+fr162htbUVJScnawn+n5dF8ioAioAgoAgcXgT0nzQYKTlYkvrFYDDMzM+ju7sbDhw+FRNNwUIgzyTMlz24X/AEfKqor0NhSj8ZjTaiurYTPXyTkWgwHSaIzGXN7+VR1jnVw6B+KwJFFQMixLNq5yLYW2lxsUzUMdiCdSmNlJYypsSkM9Q9jbGgCczPziIQjSCVSa2SZ9yktLQV90V+9czYuoQAABE1JREFUehUnTpwQzxh0rUnpsiZFQBFQBBSBw4vAvpFmAyknIXrYoMrG3Nwcenp68OjRozXyLBNbzvKc0mePx41AMICq2krU1tegsqZCpNElpQF4vLkoW2LpThJtEXNrwrRE0WpTaJDXT0XgkCJgCY+lcnzr6fGCBxfgsiuVhXjniUXjYsg3Oz2PqbFJTI5Pia7y6vIqEokksumMXJdKpSUf3cZRX/nChQtgGGzqLasqxiHtQ1otRUARUAQKILDvpJllIqnlQUmxIc8DAwN4/PixkOj5+XnRhaYkx+lwWhOgwy6BAor8RaKyQTUOSp8pjQ6UBuD1eUW9w+t1w+F0IGfXI1uxFg6WoU8BTPSUIqAIvMsI5FbGQpABUbeIx+IgSY5FYhJYaWZyBjNTs1iYXcTy0oroLqfpBYM2ExnLdRztLxiMpLKyUiTLFy9eFLJcVla25hWDRFyTIqAIKAKKwNFA4ECQZgN1Pnmm2gbd0o2Pj6O3t1fI89jYGFZXV4VgG6NBIz2iFJpqHG6PWwizP+CH3+9DoLRYDl+xH26XGy6PS6TVNOBRVxwGef1UBA4HAulMWrxaJBMp0B98eDkspDi8EoYcqxHEojEk4nEh05m0tVjPcNGeTq8tzqmCQQM/qmHQ1zLdxxmyTDKuZPlw9BethSKgCCgC20HgQJFmU/B88kyDwXA4LASapJkEuq+vD1NTU+L7mdIgJqfTubb9yklNtmRFZ9EuPp/p95nEWsi2qHuYp+mnIqAIHBYExL5ByK9FghOUHqdSawGTOLYgY+1spXIkmXXnuFBcXIza2lowkh8Pfg8Gg/D5fGvji5Llw9JTtB6KgCKgCGwfgQNJmk01ZIIDRG2Dqhv080xJMyXQDM9NEs1jYmJC9KGp2mHy8B6c4EQSbfQZjZNn9bRhINZPReDwIZDTvOJYQLuGbNYyEjaGwjxvSDL1kkmOm5qa0NDQIEZ9JMqM6kfjPhk/uAhXY4jD10+0RoqAIqAIbBOBA02a8+vCic4cnPwogWaUQRJluq6j5HlyclKCp5BULy4uioSaRNsczCdSaJ0A86HV74rAoULAjBPcfaJOssvlFvsGSpJJiEmUq6qqhCzTuC8QCAhJplHfxh2rQwWMVkYRUAQUAUXgjRB4Z0jzxlpyYiQJNhMk9RfzD+pEUypNQr28vCzf+TuJNkm0kTptvK/+rQgoAu8uApQMe71e8WrBENYkyvSfTB1lfuc5cxiSbHSUdUH97ra7llwRUAQUgb1A4J0lzRvBIXlmyv8kMTbE2nwakr0xv/6tCCgChwMBQ34NGV5T08pTs+BvTObzcNRca6EIKAKKgCLwNhE4NKT5bYKk91YEFAFFQBFQBBQBRUARONoIqJPRo93+WntFQBFQBBQBRUARUAQUgS0goKR5CyDpJYqAIqAIKAKKgCKgCCgCRxsBJc1Hu/219oqAIqAIKAKKgCKgCCgCW0DgfwP41QKkzvJQnQAAAABJRU5ErkJggg==" } }, "cell_type": "markdown", "metadata": {}, "source": [ "### 그래프 내 복제\n", "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 각각 다른 장치에 할당된 모든 신경망을 담는 하나의 큰 그래프를 생성\n", " - 모든 신경망으로부터 각각의 예측을 모으는 계산도 포함\n", "- 클러스터에 있는 한 서버에서 세션을 만들고 모든 계산을 다른 서버에 위임\n", " - 모든 계산이 완료 될 때까지 대기" ] }, { "attachments": { "image.png": { "image/png": "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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "### 그래프 간 복제\n", "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 각 신경망을 독립된 그래프로 만들고 이 그래프 사이의 동기화를 관리하며 결과 출력\n", "- Queue를 사용하여 그래프를 조율\n", "- 일련의 클라이언트가 전용 입력 큐에서 읽고 예측 큐에 결과를 넣는 식으로 각기 하나의 신경망을 관리\n", " - 다른 클라이언트가 입력 데이터를 읽어 모든 입력 큐에 데이터를 넣는 일을 담당(모든 큐에 입력을 복제)\n", " - 최종 클라이언트가 하나가 각 예측 큐에서 예측을 읽어 모은 다음 앙상블의 에측을 만듦" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 장.단점\n", "- 그래프 내 복제\n", " - 여러 클라이언트와 큐를 관리할 필요 없음\n", " - 구현하기 간단\n", "- 그래프 간 복제\n", " - 유연하게 모델 관리가 가능\n", " - 예를 들어, 하나의 신경망이 문제를 일으킨 경우 앙상블이 실패하지 않도록 할 수 있음\n", " - run()함수 실행 시에 타임 아웃을 지정" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2.0\n", "3.0\n", "4.0\n" ] } ], "source": [ "tf.reset_default_graph()\n", "\n", "q = tf.FIFOQueue(capacity=10, dtypes=[tf.float32], shapes=[()])\n", "v = tf.placeholder(tf.float32)\n", "enqueue = q.enqueue([v])\n", "dequeue = q.dequeue()\n", "output = dequeue + 1\n", "\n", "config = tf.ConfigProto()\n", "\n", "with tf.Session(config=config) as sess:\n", " sess.run(enqueue, feed_dict={v: 1.0})\n", " sess.run(enqueue, feed_dict={v: 2.0})\n", " sess.run(enqueue, feed_dict={v: 3.0})\n", " print(sess.run(output))\n", " print(sess.run(output))\n", " print(sess.run(output))\n", " \n", " run_option = tf.RunOptions() #run() 함수에서 Option을 설정하는 방법\n", " run_option.timeout_in_ms = 1000 #1초 타임 아웃\n", " \n", " try:\n", " print(sess.run(output, options=run_option))\n", " #print(sess.run(output))\n", " except tf.errors.DeadlineExceededError as ex:\n", " print(\"dequeue 타임 아웃\")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2.0\n", "3.0\n", "4.0\n", "dequeue 타임 아웃\n" ] } ], "source": [ "tf.reset_default_graph()\n", "\n", "q = tf.FIFOQueue(capacity=10, dtypes=[tf.float32], shapes=[()])\n", "v = tf.placeholder(tf.float32)\n", "enqueue = q.enqueue([v])\n", "dequeue = q.dequeue()\n", "output = dequeue + 1\n", "\n", "config = tf.ConfigProto()\n", "config.operation_timeout_in_ms = 1000 # 1초 타임 아웃, 세션에서 타임아웃을 지정하여 어떤 연산이라도 타임아웃 시간 보다 오래 걸리면 타임 아웃\n", "\n", "with tf.Session(config=config) as sess:\n", " sess.run(enqueue, feed_dict={v: 1.0})\n", " sess.run(enqueue, feed_dict={v: 2.0})\n", " sess.run(enqueue, feed_dict={v: 3.0})\n", " print(sess.run(output))\n", " print(sess.run(output))\n", " print(sess.run(output))\n", " try:\n", " print(sess.run(output))\n", " except tf.errors.DeadlineExceededError as ex:\n", " print(\"dequeue 타임 아웃\")" ] }, { "attachments": { "image.png": { "image/png": "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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "### 12.3.3 모델 병렬화\n", "- 모델을 여러부분으로 나누어 각 부분을 다른 장치에서 실행\n", " - 모델 병렬화는 매우 어렵고 신경망 모델의 구조에 의존적\n", " - 완전연결 신경망의 경우 이득이 없음\n", "![image.png](attachment:image.png)" ] }, { "attachments": { "image.png": { "image/png": "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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "- 13장의 합성곱 신경망(CNN), 14장의 심층 순한 신경망(Deep RNN)의 경우 수직, 수평 분할할 경우 좋음\n", " - 하지만, 학습 속도를 높일 수 는 있지만 같은 머신의 장치끼리 통신하게 하는 등 특별한 조정과 튜닝이 필요\n", "![image.png](attachment:image.png)\n", "\n", "![image.png](attachment:image.png)" ] }, { "attachments": { "image.png": { "image/png": "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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "### 12.3.4 데이터 병렬화\n", "- 신경망의 훈련을 병렬화 하는 또 다른 방법\n", "- 각 장치에 모델을 복제하고, 각각 다른 미니배치를 상요해 모든 모델이 동시에 훈련 스텝을 실행\n", "- 각 모델의 그래디언트를 취합하여 모델 파라미터를 업데이트\n", " - 방법은 동기 업데이트(Synchronous Update), 비동기 업데이트(Asynchronous Update)\n", "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 동기 업데이트(Synchronous Update)\n", "- 그래디언트 수집기가 모든 그래디언트가 계산될 때까지 기다려서 평균을 계산 결과를 반영\n", "- 한 복제 모델이 그래디언트 계산을 마치더라도 다음번 미니배치를 처리하기 전에 파라미터 업데이트도 기다림\n", " - 해결책) 전체 복제 모델에서 10%는 무시(즉, 20개의 복제모델이 실행하고 이 중에 가장 빠른 18개의 그래디언트만 취합하여 업데이트 수행) --> 여분의 복제 모델" ] }, { "attachments": { "image.png": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAApgAAAF5CAYAAAA7wVpzAAAgAElEQVR4AezdV7RdxZU3+jqSkAQSSSJHIQQIEEEgco4mBxNtsI1t2t3t/toP/dL96Kfbo8ftMW6P9ufQtG0ymJyjAZFBCAWCEJIIIokgAZIAERTOHb+CkhebvU/SCfsczRpjnbXPClWz/lWr6l9zzqpqaW1tbU0RAoFAIBAIBAKBQCAQCAQCgW5CYFA3xRPRBAKBQCAQCAQCgUAgEAgEAhmBIJhREQKBQCAQCAQCgUAgEAgEuhWBIJjdCmdEFggEAoFAIBAIBAKBQCAQBDPqQCAQCAQCgUAgEAgEAoFAtyIQBLNb4YzIAoFAIBAIBAKBQCAQCASGdBQCk82//PLL9NFHH+Xjs88+S+uvv37aaKON0ujRo9PQoUNTS0tLR6OL5wKBQCAQCAQCgUAgEAgEBigCHSKYn3/+eXrttdfSrFmz0pw5c9KCBQvSJ598kjbYYIO01VZbpV122SVNmDAhjR07Ng0bNqwpoEKIyY0QI8KOQYNCYdsUhRNCBAKBQCAQCAQCgcCARqBNgrlq1ar08ccfpyeeeCLdf//9afr06emdd95JtJcrV65MQ4YMSeutt17aZptt0qRJk9Kpp56aDjzwwDRixIg+1WYuX748yzl16tT01ltvpWOOOSbttttuQTAHdFWOzAUCgUAgEAgEAoFAsyDQkGDSAC5evDjdc8896eqrr07Tpk1LS5YsSYMHD04bb7xxWmedddKnn36aidy7776bNZzvv/9+Jp1I5vDhw/skj8jlvHnz0g033JAeeuihLOfee++dkOUIgUAgEAgEAoFAIBAIBAI9j0BDgvnFF19kUnnVVVelJ598Mpubt9tuu6yh3HXXXdO6666bEEpaQppNvydPnpw22WSTtO2226YxY8ZkMtrzWfh2CvxEX3zxxXTTjTelea/My5rLIJffxij+CwQCgUAgEAgEAoFAoCcRaEgwP/zww3TnnXemZ599NpvEt99++3TBBRekk046KfnNPM4Pk2n8j3/8Y3r00UfTokWL0tNPP51mz56dfTOR0BKY1JcuXZree++9bHb3P/M6QrrZZptljWe9SULIYfGlpEH96quvctojR47ME4z4gZJFWLFiRfa5ZMZ/7/33EpK8YvmKrIlduHBhGjVqVCbG9dIpcsY5EAgEAoFAIBAIBAKBQGDNEGhIMF955ZWsueSDyafy8MMPT2eddVae0GMiD5KGsLnHlI4wmkQzfvz4b/lgMrXz2aRVnDJlSnr55ZezttPzSCJt57777pv233//tPXWW68mi7KFTL7++uv5PaQVSUQazVjfcMMN8/N77bVXft9sdnL89a9/TY888kg234vj/Q/eT7fddluSH3nYZ599+sx8v2ZFFW8HAoFAIBAIBAKBQCDQPxBoSDCZvd98883su4i8HXbYYWmHHXb4Fjnjj2mJomOPPTZrIpFNs8oRRSRQoLVE+PhEIpi0nMzYCCpCSotpEhHN6Nlnn53ToJGkjUQur7zyynTvvfemt99+OyGr3nEuBBXBPP/889MJJ5yQtZcPPvhgevzxx7PWU/pI6R133JFeeOGFrPE0272v/EP7R5UIKQOBQCAQCAQCgUAgEFgzBBoSzOeffz6TQ9EzQ++44451iRkySAu56aabZp9Lk39cQyBpG2fOnJkuu+yy1VrFLbbYImsRkVGTg+bOnZvN8DSl3r3wwgvT5ptvns3vzO4333xzJpf8P2kfkV2TiyyZhDR6BpkdN25c1mqSA+ktWlVkcsstt8wy0nrGUkVrVmHi7UAgEAgEAoFAIBAIBNpDoCHBpD1kokbIkEHm7EbkDDF01Aak8b777sumdv6T1sk877zz0sEHH5zXpbS2JvM1szYTNk3jnnvumU3ZSGRZFglZpan8yU9+kv0/EVf3+Ij6zSdUMLv9lFNOydpPk46kidBK00xySxU1yzqdtVjF/4FAIBAIBAKBQCAQCAwUBBoSzMUfL87mcWbwqlayoxln4jbZxqQfi50jqUcccUQme0zttJz8NZnI582dl2a9NCtrM5966qmsqTS5B8EVD3M4c70Z60zuJgWZyY48Iow0ltbiRIIRVFrRYqKnfd1vv/3SQQcdlO9LN0IgEAgEAoFAIBAIBAKBQM8h0JBtDR32tQ+lpPk8lqOjopTFzt94443kN9O1yTzM6cimgLjuscceadxO49LceXMzebRTEO2lZxBQWkk7B9FYOjN38/NkMqcRtYsQszlyiTwyiYuX1lOgdUVCxVdIZ74RfwKBQCAQCAQCgUAgEAgEegSBhgQTiUPUaBDNAkf66q0niXi6x8SN3PGfpDX0HhP1smXLsuDiQjKdSyjmd9eRQ0SU7yTNpXhoPF999dW8YDoN5vz58/POPIgizSdNJoJpApJdhIqpvMRfzmSMEAgEAoFAIBAIBAKBQCDQOwg0JJhMzSbQIHxM3IjexIkTv6MFRAotPWQtTFpDWkfLASF7CGTRJMqOZ2sD0oqMIoGeRR6L1pHP5M9//vNsDn/uuefyrHITg8wML3IhnQ5aSrPJvRshEAgEAoFAIBAIBAKBQKDvEGhIMK1LyceRFhLBtNSQazvvvHPWNhIZKTSR54EHHshbSlp43WxzmkUmbObtYg63WDotpzPto8C3ElksZnTXmcAt0I6Menb99dfPpnXklizM5PYXL7PPaTZtDWmpI0sVMZfXhirJrb0X/wcCgUAgEAgEAoFAIBAIdC8CDQkm7aE9xZE5Zm7aTJNzmKJNqDH5B/G05qTZ3HbooY1k6kYSkUXP7bTTTnmCDnKIpCKKBxxwQNY4WtvSLHN+l8imyTruI6VmgZtVTnNKw2mSDs3ooYcemuWx8Lr0pMukzkzvudpgzU3E1yENZvzQctaiFP8HAoFAIBAIBAKBQCDQfQg0JJi0l6effnrWOlogHdG85pprspmalpIvJW2irSSZr2kcEcvjjjsu+0UichZcP/744zOBZMaeNm1auuSSS5I1NpFIGk3EFZk0SQeJRD7LPufivv/++zMxRDRpNK13KYjPdpZIo3fJVJ3ogwALFna/6667sqxl15/qFpb5ofgTCAQCgUAgEAgEAoFAINBtCDQkmEiY9SqROBo/5BAhpDFEDl2j2SyaQ5OCTjzxxHTaaaflXX3cZ65GMGkqb7/99mwKt9POjBkzsqbTkkM0ixZAN1GHD6WZ4fwwTfw55JBD8haTFlRnApc20srkXRZppzG1APtRRx2V40EsEV1mesQVwZS2NO0URDMbBLPb6k9EFAgEAoFAIBAIBAKBwHcQGPzrX//619+5mlImcYgYQoes+Y3YWdgcqUQukUhEkFmb6fycc87Jyw7RXnrWfVpFpnL7lpfr4mDeNtsc4eM7aTF0GkzXvItkStf/tKUrV6xMHy/+OGsiEU1x0LIipueee242n3sWwXSQz+x3gRx8OW0TOWnSpCCY9Qo8rgUCgUAgEAgEAoFAINBNCLS0trOGDyJI02hnn5deeimbpmkFmaaRTiTPxB9E0e9CIot8omc+LzPRaUE/+OCD/D7NJfJpqSFElt8mclmCNLxnQg8/TVpLpNEzCCOtqXelX90Gkt+lXYJoXWlP5QHBtZuPg4wRAoFAIBAIBAKBQCAQCAR6BoF2CaZkkUQTaPhAOooGknkaKUQ0LRNU/B7riSoOk3G8i3D6n2bS4V1x1QueQxgd5V0E03uIondpO6vEVDxlFrp3BM8XOWufrZduXAsEAoFAIBAIBAKBQCAQ6BoCHSKY1agRPkcJzM+9FarpSjOIYm8hH+kEAoFAIBAIBAKBQCDQcQQ6TTA7HnU8GQgEAoFAIBAIBAKBQCCwNiLQe+rHtRHdyHMgEAgEAoFAIBAIBAJrIQJBMNfCQo8sBwKBQCAQCAQCgUAg0JMIBMHsSXQj7kAgEAgEAoFAIBAIBNZCBIJgroWFHlkOBAKBQCAQCAQCgUCgJxEIgtmT6EbcgUAgEAgEAoFAIBAIrIUIBMFcCws9shwIBAKBQCAQCAQCgUBPIhAEsyfRjbgDgUAgEAgEAoFAIBBYCxHoU4JpK0hbP5adfdZC/CPLgUAgEAgEAoFAIBAIDDgE+pRgIpezZ89O9ja3X3iEQCAQCAQCgUAgEAgEAoH+j0D9DcB7IV+0lwsXLkxTp07N+5tvvPHGbe5l3gsiRRKBQCAQCAQCgUAgEAgEAt2AQJ9pML/66qv05ptvpldeeSXNmTMnLVu27Ft7nHdD3iKKQCAQCAQCgUAgEAgEAoE+QKDPCCbzOHL50UcfpTfeeCNrM2k1IwQCgUAgEAgEAoFAIBAI9G8E+oRgrlixIn3wwQdp/vz56csvv8w+mK+//nqi1YwQCAQCgUAgEAgEAoFAINC/EegTgolUIpdlcg/zOG3mp59+Gmby/l2fQvpAIBAIBAKBQCAQCARSrxPM1tbWtHTp0kwoEUvBMkVvv/12evfddxPtZoRAIBAIBAKBQCAQCAQCgf6LQK8TTGTyvffeS2+99VZemmj48OFp0KBB2Rfz1VdfTV988UX/RTMkDwQCgUAgEAgEAoFAIBDofQ0mAvnaa69lQjl06NC0xRZbpBEjRmRiiWAuWbIk1sSMihkIBAKBQCAQCAQCgUA/RqBXNZgWU0cg+Vua0LPOOuukYcOGpZEjR2ZSuWDBgmwqp+WMEAgEAoFAIBAIBAKBQCDQPxHoVYJZfC3feeedPJkHwfz444/z78GDB6/2zQwzef+sTCF1IBAIBAKBQCAQCAQCEOhVgllmi3/yySdpyJAh+TBz3HXmcrPLLVf04YcfplgTMypoIBAIBAKBQCAQCAQC/ROBXiOYCKNF1flf0mSuu+662Szud/kfhO+//35ewsi1CP0DASsDKF9lZhWAZt5Xnqzkq5Wx0fX+UQIhZSAQCAQCgUAg0FwI9Npe5GVrSDPIW1paMsGkudTRIydmkjOZ02jy0dxrr72yf6ZnIzQfAsrNclNleSla588//zzvJ7/hhhumLbfcMm2//fZpk002aZo95tUzA5yXX345bbrppmm33XZL66+/fq5/6ty8efPS5ptvnq+beNYXdY+MsPU9cBuJEAgEAoFAIBAI9EcEeo1glq0hy9qX/CwREpojWq9ynRbMHuV2+kFUmNIjNBcCBgFI2pNPPplmzpyZywvB5OIwZPCQNHL9kWnrrbdOEydOTEcccUSaMGFC2mCDDfqEsFWRU7eeffbZdMUVV2TZNttss7yCAbmnTJmSrr766nTAAQdkkrneeuv1urwmwM2ePTsT3p133jmNHj06E81qHuJ3IBAIBAKBQCDQHxDoFfZWtoakPaLJRCoXL168Gh8aG6RFoMFBLi1ZtN122wXBXI1Sc/xAgh5//PF0ww03ZLKmvJDJXXbZJVnTFInjCvHSSy9l8vniiy+m888/Px155JFZW9gXWsGCnHqGCBcNJmJZgnyom+qq+tnbQbozZsxIV111VV66C7nceOONg2D2dkFEeoFAIBAIBALdgkCvEEykQ8cujBo1KmuGdPY0mDp5pkAmyWISZCovGrG+0CR1C7IDMBLlNXXq1HTppZdmcjlmzJhMHPfZZ5+01VZbZbcHZW2AMH369HTfffelJ554Ig8SrHe6995758lcfQlN8bWskkgTzCZNmpQJMrKM2PU2EYYb7SW8DjzwwNjRqi8rSaQdCAQCgUAgsMYI9ArBRBwRjGOOOSZ3nDpvJnPmVVrNjTbaKHeqyCffM8FvHX+E5kAAIXvjjTfSHXfckcnljjvumC666KJ0+OGHZ39GgwLl6rnx48en3XffPftf/ulPf8rPP/roo2ns2LHZ7FvIm2f9pj000HCmBeUWUZ6Re9e5UCC4BibuG5B4tvpcFakygPGedDwvlOfL2TXxkZl8fqt31fueER+3DvXWb+u3irNW1pxIzR/yexeJhBO5y2CqPEpGGDj8bhTEQQbPCSbLGYSRoyuB1hZGJT55F189DMRfLTPlASdY1KZPI0tO+faMOMlam++uyBzvBAKBQCAQCDQ/Al3rlTqZL50qbdc222yz+k1mVHuPz58/P5tO+euZFFIIZpn0U9vRr44gfvQqAsjE888/n83jiMJJJ52Ujj322MSPsZY0KG+TfPhfKt9HHnkku0AgGwiKMxcIKwaYbIPgiBshQfJoOmkSkRSkdtasWauXr0KwkJVtt9027bHHHpkY1vp3MuMXE71JSIK6h/QWV4wqeAggOU30McmHuR95VPfIS5tOBofNAMhgULTTTjvlyWjqbRkMIZ/ikj9585zftJPkMqlIHvmlyiOsaHzl/4UXXsgYyPP999+fFi5cmCccmSglXturPvfcc2nu3Ll5/Vh5YEpHjk2Kg7n4OhJM0DKpiVx8nv0vr0U+ZbDDDjusJvGWFpszZ07GT5krOxjDDl7Sl1+BnPLjedjB0QBTnpUZmWvrTEdkjmcCgUAgEAgE+g8CvUIwdTA6vmrnV9XiuE8LUr3WfyBcOyRFFJAGqwAwiR988MFtEgUDBATq9NNPzwQICUNelDWygnQ6mNYttm/yDYJpko3n7O7Ef/PWW2/NvokILlKCaCFDJhPttfde6ZxzzvmWf6eBy4MPPphuvvnm9NKsl1LLoK9XLPAun96iVauWGu3d008/na655pqsSUeUkFgBQb3nnnvygTjS1DmQZDIeeuih6fvf/34mTuovwsU94C9/+UvOG3M74igeaZMfiaXNP/PMMzM5s/HA3XffnSdN8U1G+hBh7yDPDqRSnvi/IqoIrbQ+X/Z5Gr3J6HTcccelM844I5Pe6ndWzWf5rSwfeuihrI1GqskkT3CALfxpps8999xM9uULrnfeeWcmpcgiEixfyPYJJ5yQtdXkRCpvu+229Nhjj2Vy6V3x05Qq61NOOSWdeOKJuSyCZJYSiXMgEAgEAgMPgV4hmAMPtrUvR0gJTRxSMG7cuEwQ2iMyNJ00W7vuuuvqAQaCiZQgqkglYoOEiVN8NN2ICuKD8PFJpPGjLUVQBG4VTO4PP/xwNrvStEkD4eIjapa4iTy0ZfwZxY8cukfrhuDS1pWAANEWukfTiWi5j/jSJF555ZX5HX6ae+65ZyaWCBbZ7rrzrkyaycxtwHvIGG2nSTtINnKNhMEOASPHDdffkFdJQDa9S7uKRMIFgZMW+WlAkU6k+a677sqkHklDlsktHThc95frMjFEjmk84VwvyNtTTz2VLr/88vTmG29mks56wCUFaUYaEX8kkaaSpphm1HsIr3eVk3s0kvJLFqQUxtdff30m4+T+3ve+lzEhp8ECvExiQjpPPfXUnJdisagna1wLBAKBQCAQ6L8IBMHsv2XXa5IjCLRmyA9ygHDQ8NWSGATPUSVvhERIPFuuO5c4EZGjjz46a+CYpZFSJAlpojFFtn7wgx9kjZplqwRk13u///3vMxFFfBBUJBHxpAFEBC+++OK07777Zlm9g6Aif4hjbSAPuYqM/kdSaS+9yyXgvPPOy4SJ9lAciO1ll12WtXXIlviLqZzGjtYV8TWLnhkZmRanM+KKzCHOSDWtHnxd86x3rNMpz96BBQJIs+gegifIu2eKG4I05aG2bEp+lSMzux2zaKJ/+tOfZiILd3lGEp1pS5nQ4YUEC8oWFvKN5B5yyCGZNCOnzN5IKSKsHGk/jz/++CwneWhpldktt9ySJk+evDpvBa8iX5wDgUAgEAgEBgYCQTAHRjn2aC4QBMSF2ZYWDhmp1TzRSiIkzzzzzHc0hIRDQmjK+C2WIA5kinaPxq6QDXHRijH5IpiHHXZYPheTKncKWs2idWN6Rn74EiJi6627Xn5nv/32W60lQ3qOOuqorElDotoL/EJp3WgIkVcEEOErxNpZfLSeyBizOLcBZKyQO3mwPJN801K6DjuklwkZSS3bpiKJZJRHJF7eEDLknC8qDaKDNhNJRMI9T2t61llnZUKN4IqnpF8vj8gtMnzBBRdk7TLZvFPKE9mlcYVxcSdAOAXxks87TPLIs/+9i0DS2PInJQ8XAPGQXyArwql8YIY0F812W/Lml+NPIBAIBAKBQL9DIAhmvyuyvhe4HiFAghAHSxghG0iJ55zdQyxpFJGOEhApJAypqZLWQmIsNo7cOmjcECsEi6aSL6IzQodcIqUm4JhgMmr0qEwK+UgW4uSMgCFkxb+yyFHvLB2meCQQsWOyR7BLfN6hUXSf3yL5THxhni4y0zLKn/TKe4gW8ijvcHEItZj6v1wTD0LNT/S+e+/LWkQmdZpEeCLhCJ04i7a4Xp5cQyYR44MOOijLJA/kLtgqu+IPC1dHNcgLWZj+pVdkLNjLD9KMcHMHKPfFQUNroELrCq/i71l9pppW/A4EAoFAIBDovwgEwey/ZddrkiMAyARyhHiVySpVAZBCpIMJlxkVyfIewmeXHJqtsmRQeY82TZxVcukeMuYe0kMrRtuFwDDXSh/RQ+wcNHkCIoTYOBCuqlaupCcdBBDxbI/UlDSQS2ZradOwVt9DnhctWpTx8Ly0q4QMZtKsvuO3/FWvkQ9ejQKCSWMIQ8TaZJsHHnggE2bk3CxyGmAm72LObhSXcnLAE7aIM+IHS3grI/8r43oywYC/ZZVcSsv7ygYGJhDRVEqnGrgNILCw8mwx51efid+BQCAQCAQCAwOBIJgDoxx7NBcIEcKGvCAkNFCIRJXE0ZwVP8SilSMUQmQyST2ygmSVo5oBJI253W5BfPqQF2mZrIMgmvyCAPHTRESroWhOkZtaEicfTL/FFF9PphIXGeRD/AgrEufd2jjL87St8KmSqnp5K8935kze4ksq73woTTJCBPle8jt18BHlG8lHVl7rBYSZG4PJOM7yyRQPX9pWWl6TucRbjwiLsx4GNMjwouGkVRVXFYsii+WPvI8QI6r14irPxjkQCAQCgUCg/yLw7d65/+YjJO9hBGgKkSyE0SQa5k+aNZosAVGgGaSRrAaEdPi6w9MXn39Rvdzmb4TSRBBLFInXbGSz0RE9k0kcFunnI1k0hoU8IoHIDu0YslkNnmUSdghtkRuEGbFzphm0qHy92dlIlXSQJRjVEt5q+l39LX5ywJ/GkjkcyedzqiwQRVgU8zV8SrnUpkmjXDSgZogzlyPHytJ7SPyNN96YzeS175b/6xFz6cEeUeVr6aC9rQ3KRoAlV4G2yqD23fg/EAgEAoFAoP8gEASz/5RVn0qKfNA6MX8ijffee29e0odvZSFVyEKVMNCW0XQilytXfXd2eaMMWYB/2rRp2SxtAtBPfvKT7G+I8CGSRbvI1IrUCGRAWhAl5lcEDJmpEi2yMA17rx5JqspjUo645Ie2FFni84jolYDE8jXke4r4IdiONQ1VDMVFW2lpI3k0wYYfqYlHTM5M9Ga683196823sktCbb6r8ig75Jx2EXE321s+xe0abJjJkXAYtYdTiRv2yCnNs3L3vwFBVZPK15MfKReKMrmovB/nQCAQCAQCgYGFQH072sDKY+SmGxBA1GgRaaaQLATTWorWRURyilmctg0hM4nDMxYQf/e9dzOBacvEXBURceMPiGghtggQ4uZ9JIgWjtYOEUVmECpEBsljpucv6T5iVuRCxhBBhJB87QWauKLZ4wOKGCGuZCqmX6ZkZnzbYcKhI/G2ly5CJz/kLuROfmlz//jHP+Z0kD9km9aUFpJJ2u9Bg7/r21mbHgLpUJ5whS+tM2yVHU0oAiqvtXLUxlX9n/8t0ktmPrfiUTbKBV7wd/3Pf/5zuvbaa/Oan65FCAQCgUAgEBiYCIQGc2CWa7fnCrHi23fyySdnDZRFv6+77rpsKmdCRnIQFaTB7G6aMhM9LB6OrJn8Y5kfxKgEZKSQqHLN2fO0XwiOCTaW9PEuGWgm+QfSpCKi0ivaNoukS4eP4uOPPZ6XBrLGJs2aySUIL81oMZFX0/S7KgsCRstmiSR5tRQRAuYaUzRtHP9QB1MvcsWXkYwlVOMr1xqdaRALgUZcpYm4my1eTNdIs3UkyYH8esczZJC/MrO8qmWtTY9mUXzKBuFDUOEGE2V23333ZfwQXNeQxFJO5Vwbp//FaWtQ5cVsb5F8JLUsPi9PZEc8LefERxPGVbzqxRvXAoFAIBAIBPonAkEw+2e59YnUiIu1C3/84x9n7ZeJJQgDrSANI8KwYvmKtPSTpZmcIIr7779/Jml8/ax5KQ6kwtnzCGctyUBkrR+J8CArv/3tbzOBlWnmVeQHcfE+bSWfTUQTkUReTH5BCO+44448U5p2zzMIq7idkbNqKPI407qRiUn87LPPzuk9+eST2Qxt9rZ0zehmbjexx5aPFh2HAfInbs800ti6z+ReTP7kkK7lfxBVGkSaPppTC6HTHHMVQGrhjUzKh3cQTPlFFC0Gz0+zSuKrefQbMeXDSX5+rrSj8oBMiotc0hOHazTJXBJg4pr70q0tM9esO/rDH/4wa3URecs8kRMmBgYIp8GIdTLVo7bkrJU7/g8EAoFAIBDoXwgM/vWvf/3rvhCZ9onJUgeHiNAM0QDpyCI0LwKIBG0V30tkCLGhwSuECZmjnUI2EB7kC7mk4US6EBOEw4HY8OsUV5Vs+E3T5j5tIS1aMT+L2+43ZRtCz9HcFcIpfeZa74pHPSvE0nv2DieL2czM6UghmZAo+SAP8kMbK68m7nheOky9SJfDe2Z2y58lhGgBPS8gwHw4kSmyZfP1N/VaWuQRv92GynaQ4hanA07egS0ZpU+jK1/ihR0/SaTac7C2HzrtrXwXE369WgRPpnH5KfjAFhmmJaahFo+0HNJ3Lt9lKVvnWpJObrPQ3SMnjSc54UEuGk6EvWzf2Zac9WSPa4FAIBAIBAL9B4GW1s7Y8boxXzRR/NdohnSkP/vZz7IPXXQ63QhyD0aF5CBKyAnNF00i3z4ECnlCYBBRvxGRQlCIhMx5D1FDSpCq6n3PFBJFa8fXElEUF3LkQIjEYeIO0lR2vanGX94lJ1kQJbKQ0/s0nkhhIUKFaJGn1EP3ECSLgv2gp1UAACAASURBVNMUyitih1DTzpFF+uV56ZNVGuImcyGe7gnuS0uepeV+Id60fNKhOfQumckpSNd3477nYOR9ciDCsKzKkV+q86fkB67cGZQHQojEItnkkl/E3nUkVoA1LOXXQebaQCZyqg9VOQ0ikU/xw762vGvjif8DgUAgEOgOBLRv2rzSD9Vrt7ojnYjjuwgEwfwuJnGlEwggYEhFOXy8DgTC0ehjro5rGj1DDI1DiVt8CFQhJ+Io8ZRrVdG96xDKu343eqdcryePe+QQn9+eIUsjQtdWXFUZatMq6UjLPXJX81awcPZsyVf1mZzhdv6UdAo+JT8lHvELrhcZS57K9baSqMpZnq+WXVvvxr1AIBAIBLoDAW0WdyA+59o2li7WplrrS3ekFXF8F4FvO6J9935cCQTaRKAQk0ZEq9HLhbQ0ul+ut0XiquSnPF89N3q3UdqNrovTvUbxVdMsv9uKq8RXnq2e20tHI1lIYPW9zv7uSDq1cbaXp+rz3SVnNc74HQgEAoFAZxBAMPl/33///dliZiMK7jpBMDuDYtefDYLZdezizUAgEAgEAoFAIBBoUgQQTG5AXIvKihhNKuqAFCtm1AzIYo1MBQKBQCAQCAQCazcCXHXKyiN83fmzd9batnYjuGa5D4K5ZvjF24FAIBAIBAKBQCDQhAiYlGhiJl9zExODYPZuIQXB7F28I7VAIBAIBAKBQCAQ6AUErNZBg4lgWsmi3oolvSDGWptEEMy1tugj44FAIBAIBAKBwMBEgP+l5dwsuea3pfMs5daZyYoDE5ney1UQzN7DOlIKBAKBQCAQCAQCgV5AAKlkHrfZA1JpzeLaNYl7QYy1OomYRf5N8fPVMNopi3CrjLGUwVr9bUTmA4FAIBAIBPopAgimNTBt/GDZtFieqPcLMgjmNwtv26v6sccey1tXWoj16KOPzg7BoU7v/UoZKXYOgdKQ2rnIzjsa0vZMQXblMbpXv8uOS92xvmbnJI+nA4FAIBDoGQTMIEcw7eJj5zUm8lAa9QzWjWINE/k3yNi28JVXXkkzZsxIs2fPzlv1ld1MGoEX1wOBegggfAYsc+fOzdtcauB6Moj/6aefTr/5zW/SHXfckYlje3VXXb/qqqvSNddck+bNm5cb4Z6UMeIOBAKBQKA3EWAaL1vh2u7WdsKxRFFvlkBKQTC/2aVl6NChec9lHTOnYAShbKPXu0USqfV3BGgSb7/99kzgZs2alffv7sk8qaevvfZaeuCBB9Jzzz2X9wxHctsKCxYsSA8//HB69NFHk99R19tCK+4FAoFAf0JA+/fRRx/lGeT6dFYaM8jDItm7pRgm8m/wZlIsfpeWNigjn94tjkhtICDwxhtvpLvvvjtrEnffffe8h3lP50sjSpOJKLZHLsnieX7Hnu3oOz2dh4g/EAgEAoHuQEC79t57760ebHN7a89tqDvSjTi+jUBoML/BY9iwYZlgqoTM5Qgm5+AIjRFAUjpDTgqZ8V5XQnvEqb37XUmzK+98/vnnWQuOwLU3Yu4qJnCvxbG9tLqSl46809l60JE4u4pLR+KOZwKBQGBgI6D9eOedd/L2kGaOb7311jGDvA+KPDSY34CuElKjmyTx7rvvZudgPhz+76uOuw/qQ7tJIt1Ghq+++mo2rdrfFUZjxoxJY8eOzX4u1ckiPnSz819//fVEs+c3rE1E2XHHHfOHj9yXgDhZGJdztoVxHcpj/vz5iWZZWtttt13adtttk/eWLFmSzcMaE2nRQu+www7fcug2oUUcwqabbprjIQ9ZxLHVVlslI1xxV2VnYuGfKI/i3HLLLb/lJM6Vgi+js/xLm+ywcU39Ybp+8cUX0/bbb5/T5gNETs+599Zbb+U8kEMjuNNOOzWc7YiwMmeTSX7E4x2ywa0rodRtZSpuE3+Uj7zI06hRo+r6LSHRZIejspK+Z9UBea2ao8hJXnj6xjwr78pFeXjHu7Cv1hVuKqWuwAX+XFmKzF3Jb7wTCAQCAx8B/ZQ+gVVnxIgRaYsttgiC2QfFHgTzG9B1/ByBzTRTMXWGOjsdYMw8+xokhGDatGnp3nvvzZOhMrFYsTINX3d4Jglm3p9wwgmZ9MATIUJA/vrXv+YZ+gjmss+WpUGDB+UZ+nvttVf63ve+lw444IBMTBEH70iDiRnBUR5PPfVUevnll/MSUkjgnnvumU466aRMOJ544ok0efLk9Oabb2aNnobk4IMPTqecckraeeedc6OCCN10000JKULGkNUXXnghl6+yRVYPOeSQdMwxx2RyVMrbe9dff30mg2eddVYmR+UeRPha3nbbbZlQnnHGGWn//ffPskgLydS43XrrrVl294877rhMkBDE++67Lz3++OPp7bffTl98/kXGBOmGhbztscceeeZjIVNkNwENLlOmTMkadvfUT++IB3adDcjzzJkz09SpU7P/pjwhdXA8/PDDc3kigK6VgIRaceHBBx9MfEx9J6tWrkoj1x+ZMT/++OPzu+JQDxBKefWOMlGPlKlvDHH80Y9+lA466KA8cFFX+IWqNwi6gHzuu+++GZd99tknBn2lIOIcCAQCdRHQxhQ3N+2HQ1sUoXcRCIL5Dd46ayMdnbyKSAOlgiIkVVLRu8XTPKkhOM8++2y65JJL0vTp0zO5Q6gQPuQGYUPyaKvOPvvsTBiRhKuvvjpPeFm5YmXabffdMvnkgvDSSy/lGc9IJ2J01FFHZa0XUiYe5IW2isZLedDUec7M7JtvvjmTRATG+7R/iAriQw5aRdow5JQmDpEhO5JKI4osIa8OJHnmjJmridK5556bCac0rYlK00b7Ju5aLSEChKxadQCpZSoms0P6DrLZA1easEEuYYIoqle77bZbrnPSoum84YYbcloXXXRRQsDFJV5E7oorrsgTc+yni3DJi8GQyTq0j+psIaQdrTlINBIsTniNHz8+Ez14zZkzJ6cNE9pD+ZEGEnjZZZflcochMix/ygL5hRkNwsknn5wbdvIrE+8hlnBwTXw6As8qc3LceOONGWdyKHN1RbndeeeduRzkT72DaYRAIBAIBGoR0L7ou/PAd9WqbKHSt3e2bayNN/7vPAJBMCuYIQMIpk4doUI+EJ4IKROZu+66KxM1pOiCCy5IEydOzKQcSUGMED/azQkTJmSNJuJjNrVwzrnnJJotpAGhQFKvu+66HJ/RJbPqrrvumsmHBgJ5gz/t2TnnnJPvKQskBdF65JFHMkEUJ80gsokIkgMZQXSOPPLITHCk711kDKkT34knnpjf0RDJ10033pQJL/M7UkubLSCVyBCZ6gX3HIJ3pEkrKF7k6NRTT81rqtKS+p+2FbnU4CHinlfn5JfM1157bXrs0ceyGwCs5AtBfuihh3KemfPPP//8rHEtBPOWW27JxAwBbyRnPdldY6oXJ40vLWIZMPzlL3/JZfnkk09mDSlNKRKJ6ErP4IHG+swzz0y77LJLvock0t7C85577skuEPvtt19OmlxcHOTliCOOyNpi8ls6ZNy4cYkmmjYY3t///vezZrsMKhBvSyrRsiK0sHQOjUSjUo3rgcDai4D22IBbH24Qy/1Jnx6h9xEIglnBXCWkxeE/piNEcJCCtX30g5zRSiFAsEFGmJORA6NChAypKho0HzZtFrMoPzrPI1N8Los2uLxDA8hEi3AiDWWUiZBsvdXW2SyKRCIjgnSs+ciUi5ggOEzmBge0zUgmskLj6JnqAEE50jQydxfzORLjXVrY+++/P5MYRMuz1VDkql6r/S1vNIFIKpxK40ZO/1tCiOzIJEyQT896T34RbXhd8j+XZDcBZns4IXPcBjScNL3cEJBC8SOggmeQ2s4G8cOXCV9DjLSRF36InTj9hqOjmNJpGOEIK9pE+BTtP6JJk6xcPSfv7iOP8nvaaaflPCDk8gB78fIDPf300zPBJANCK9BC87VVVzx36KGH5vxbPDlCIBAIBAJVBLST2hSKDJN2tZWlLak+F797HoEgmBWMdfRIE5KgY0Uwdfj+X5u1JQgj0mBUiDAwiSIHBRMEzbVf/OIX2YyNtCFTzKKw4zfnWnUUSVNGE0r7hYgyMyNeVWK39TZbZ22otAoxFR9tGsKJsCKliAYCg+ggTJ5HZjQwVY0eMy9ZkBwyCwgO7Sn5rSNZTOKe7Wwgg/icS/AbTuSAofjJKR/Mw/6vBnlZb8R6maAj6ciz95ArBA5m8ljwkB4yplz4OHY2aHxpjpG4Uj7kRVwRXlpHOAq0nUz8BhIGYtKmvXYW5FU+lY1nuTM4y28pB2WG3HumpCcOBFmeyGFQJ78liFdHoVzh5Vlm8lh2pCAU50AgECgI6EcoGgyItWExj6Ig0/vnIJgVzHWUOjHkQkeKXNKCISSFTFUeX2t+IpgIN6KBGCE4tXgg5nvvvXfGxIeNJNA6+cARo9oRJNIgLliLFxHxDjJSgt+IaDUt8SAWyIn7zuISnN0vaRVSU85kqTeaFQ8ZN1h/g+y3I68IancGmNAEyieCxoRMw1fIWZFffTP6lmcDHBpb2nR1kZ+pPBRyWeRTZxHCoiks1ztyRmgdVTm8J40q7q7xaSKLcjLhCPn0bjXIJzO6sqeR9A7MS0AsyVtND97i9Q4XCIONatrKVTwGLJ4Tr06kaNBL3HEOBAKBtRsBbb32RFurDdcuam9KH7F2o9P7uQ+CWYM5skHbhsToQPntmWxRNF41j68V//pQER0BoUPgaj9Y/xfi43kfusM12NU+X+IqBKW8UwUUCakSkXJPXOUo18q50XX3yVGPTCEzrpsNz49RXgspLfE2OtfLV71n5Q9RF7ffSKZQ+z7zDi0f8kSb5z7S5oB7lVCXdGCMXKq7tfGVZ7rjTHaHNOQFAS5kvsQPNwMHGkb5gGuRyVl5lv/LOwireAVaXdqH2nKHC201n1yDklLXShxxDgQCgUBAO8HiU9y1KIeqbVAg1LsIBMGswRsJ0YHRtOhAdXaIZle0QzVR99t/dfalQ0fAkJ3agDSZCY0oIEGC91xvNPnEPdpLhEP8tcSjNo01/R/50QDVBtfI4UDSGhHi2vfID4uOkFFYIGPILF9RPqlM0wXX2rhhiFCRx3uea4Sl9MkB554MZHeQiS/osccem7+LRmkiyBr4Rnks77nv2HKLLbMPJk14qUPlmXKGI5cG32dP15eSZpwDgUCgfyCgjeRCox/STmlrG7Ul/SNH/VvKIJg15aejYwJmMmWKo25n1uRz1l5HWRPVgPkX4aJR07kz1TJX+pD9XwKMzJC2/iM/R1gxb9NI1U62Ke8wibrnWfHXEruOELcSV1vnQkSMaslZS5Bp48jhPlKnrBGpEuTVURs8z2RbG1/tc/6Xx2IeFjfiZbKKRrAayAFDMmsYy3veLSbqWlmYi9VTBL+7MKvKVH4zNTkQcmVrFQHa/mo9QNL5XhbtJvnbC8pevB98/kE2p5uIJf5qUO/EWwYwMCzlWn0ufgcCgcDai4A2mYuRNpl5vJ5L1NqLTu/n/G8MoffTbsoUdVq0lTpOnSMSZHJLT2uHmhKMb4RiYrA0DI0UjS4fO2bNEhAepMgSQZYlYqJA0oweETD+eghHlRghRXztHBtu8PWEnVqyVeLvrrOGx+Qj/jlFk4mQlZnsrjHrapSUPc0h0qvRMtigyS4ETr6ef/75PFpuVDc8W55HiNQpOKpP5ECakDPpODSKZur//ve/z8sVwZRMxTRMBmkiyUV+2JgMZK1IZL6k112YVeNRpkUjSQ4+kcq0yO8MY/XgN7/5TZ501BGZzF6Heakr8uk7LPHCCF5/+tOf0qWXXprrTMFc+soHJgh2tY55xvfrnkFEFTNEFf7S9LsncatiGL8DgUCgZxDwfWt/tO++52LpqA6AeybliLURAu2rFxq9OYCvI1Q6PIQHEUIIaGZcXxsDTZrZ3vzqTE6xziSywZTJV9UsYGs7WprGbGYHomYJG+TSLHEfu117uB/o0E1wsZ4ibGnyaD3h615PBUSDlhXJs/4kzRniKz/We0SeDjzwwKzB1ijJI1JIfutukt2sbsSl7DakMaPxrgbvIpTIi8XKzfKWf4TbrjsWmbeQvBG2NTzLzGkkyjqSFiO3DJQZ9eLyPq2eZYPITyYm6iK/9SPL8kc9qdWjVSS/ZaAMDKx7igQy9TsjhhZLN8hAzNWNWq10FafyGzbitVSV/MHZMk6IJ9Jtwh3S6p4F5n2X8BXgD0sE25qbcOIDCjcDHeuHGhQp7/IujJSBMlWWysDs/DCllRKJcyDQ/xBAKq0yYaCpfeCvrQ2K0HcIBMGsg72ORqdvxq5OSsdJS8KMp+Na24IOGSmzRiETLiL0X//1X7lTRgpp0Ga9OCsTLWs0Ihw6eSTIiBKBu/LKK7P2DXGn/USWaMAQtupi3UWbpLEoRy3e5bpzbSj3aq/7H2GjtUJWnnnmmaypRjCRQPeQGiSlDCS4SdgukcYWIfnd736XSShSwlzNbG1mtwatGtQb5BFhQrjkU9x8FuEDQ2tuXn755Zloe5Z2VDoayN133z2v/4mkI27SgSVNqy0mafLstANjBN11AyD1th4mVdmqv9vCqhpPeU7dNxDgP6o8ET6T4GAgbWVtQEGLaLF0ZK+Y1MVBw1CNt8jCYoDkFYJ6/XXXZwKrzqkPTOMIrf/hqH4VMmjQAEsL/HsWdoi3YOCD7KprriGRRUuuzNUDA0gE19JJJc4iV5wDgUCg/yCgX9EXaQcMhikMtJ8R+g6BIJh1sDf60SEhGCqsToyPm//X1k5Ix0yDKdBiMpHaM9oe1EOHDc3bQCIJSBTiw8RM83bhhRdmsk4LSMtEcyloAJAt+27TGiIiiKz3dPjiQVxqJ1chgnYKotlyv7YBMTBAbASasKLp8v8Wm2+RDjr4oPwOgoFsGuEiTYgkLRcCXN6RZ9pVwa5ENGlMrgif3WgmTZqUCZ5BCDJIdkHDRlvLPFzWbUSeEC8k56c//WmWjdYR+aENbV3VmtbfYP1MtOBSyBlMHDTI9uymLaVBRJCRNbIgxWRFxJAvGHmnraAuS0Ne/S55Lu9IR7xMy3AseaPVtQWk8qIdVKaIpq1A1QNlfthhh+WyZdpXPgg5AgcTA4pS1iUtspa6QhZ1hXsAbJSz55WDBeHhTrYy0JNXmCKK4jA4KHn3DVsBAka0odW6op7QaCLmfpf4ikxxDgQCgf6DgLZQH81aYSBr0K6tqm3X+k+OBoakLa31VAq9kDekjQaBaZJm4mc/+1n2NWuWCoFIML3Z9g6pRIRsjadDW1uDqmKUSGtFK0cThzwgAMy/OnidebUMkSpljTDQKNEE68wtfosgImNVUqBxYPakmUMuEYOqmVX6yJry0YAgJIX8KBfXySdoZJAMdezf//3fsxwXX3xxJk7ip4VEzBBaB9JblV0c8oy8aLho6KQvj8zUNJVIJA0mUu3wvnfkGYktssgrkiU9mGgMYSJOcXhPfmDoe1DPakkPsiXviKT3YO+dslWjOMkGU+kUopXBqPmDXMPAMwik96rpKSf3yeo+HMt9ZUTjilgj0PJKFuUlbWQbCSyEDh7wU1/Eo1wQ+1r5xCsucYqbDN6FsziVkbpWLSMEGMbKUp1SH0p9URfkQfkZOMCqyKSOlc6olGXJXw1U8W8gEAg0OQLaDhtNXH311bndsBUwy5g2PULfIRAazAbY6wB1PCqozhg50qm213E3iG5AXEYIkEG+LbRTPmoEwHWdvg66ljS4ruNHOGiMvOMZz5Z3quC4Xp4vz1XvKxckpqRbSwqUF6Ij1MrjHYMFZJjWqxpH7bMlTTIgeyXP1XfKvXLN/4Kz/PIrlF+h5NU9hBjJkk/3azHxTIkrv/zNH+8hSt5F/ARyi1tAwLzXKC/5oW/+IHql8a33PCKHFAu19/3vPl9bpLnksaRNnqr8fpMZ+fO7HFV5SjpIIEJphjpcBc9X8au+V+pjtQw8L1TrgmvkLkH5GBAItfkrz8Q5EAgE+gcCBt+WJzLg1Edorw00I/QtAkEwG+BP08F0pmOk7aAloYHRKRUtSINXB/xlHXK1s24vw4UgFCLU0ecbPddW2iWtRu+67v3OlmFbeS6Eppqma1XNavWe3+3dr32+/F/kqBd3W7iU98u5PZzauy8e5dnRMu2obCXdjsZLjkZxl7hKnqvntu5Vn4vfgUAg0PwIsGDwRUc09duUQ51t45s/l/1Pwr8N6fuf7D0qsU6L2ZBWSEU1I5g/Jp+tCP0TAaQiQiAQCAQCgcDAQYAFhfbShE2WDBYqiqBGA8+Bk/Pmz0loMNsoI6ZRpmBEk5kcweRvtzabyduAq2lvMbuaJMLXUXnW0/41rfAhWCAQCAQCgUBDBGgtrTKhb6YM4rrDdSZC3yMQBLONMuCvx0RukoPJByYMMJPzERto6ne+K8wM8sw/rzMmyjYgbIpbJs2cf/752XyCbMpjhEAgEAgEAoH+jwDljwmTrIt81GkwB1r/3F9LKUzkbZQckyrtZdF6MZOb3TqQzOTMC8izJXMsP2QtRuuIDaRAE83VwUzk6mzogZTHyEsgEAgEAmsbAvovq04wj/ttYiIF0EBSkPTnMg0NZjulxxyOnJTZ5APJTI5Iyo91GK3xiHzJ70D0XRmIeWqn6sbtQCAQCAQGNAKWR7MWr6XIzBoP83hzFXcQzHbKgznVrDRLrJT1Ga032J/N5EZ6zOG0lXZesd4g7Z6lYWhrY3mHdipF3A4EAoFAIBDocwRYFWkwEU0zxymDwgWqz4tltQBBMFdDUf8HMzntpbUXy+4vzOTW2eqPfh5Fa4lY8luxZqQJMHaAsTZgTICpXw/iaiAQCAQCgUDzIEBRUmaP+22TCoqfsFY1TxkFwexAWZTZ5BaXpu0zYrK9YHUHmg5E06eP+AA5Q9t+z3aNZtwhybSWRn31dlbpU4Ej8UAgEAgEAoFAoAECtJZmj9sARf/FPO4coXkQCILZgbKgcjc7zbaFL7zwQt7Vx1Z9Rkv9QR1ve8Pia0lrSSN7yCGH5N1s5CG0lh2oBPFIIBAIBAKBQNMgULbbRTStFBLm8aYpmtWCBMFcDUXjH1TuFm6lgmcmN+vapBjb5DUzwaxqLadPn57XgeRrSfvK1zK0lo3LPO4EAoFAIBAINCcC+jaTe8ri6rvsskuYx5uwqIJgdrBQmMmRM/tHWw+T7wei6XozLolQfC3NEH/llVeyr+Vhhx2Wdt999/whhtaygwUfjwUCgUAgEAg0FQLM4ty9rN+sD54wYUJeAaWphAxhUhDMDlYCE3rMJKeGRzDfe++9vPepRdibiWAa2ZUZ4rSWtTPEQ2vZwQKPxwKBQCAQCASaDgHbQXL5KnuPsyTql/vjpNumA7ebBQqC2QlA+S5ayJUfpm0Hmcn32GOPvKxPM+xzTWvpo6vOEKe13G233UJr2YlyjkcDgUAgEAgEmhMBW0M+//zzWZFCubPnnnvmDVGaoQ9uTsT6TqogmJ3A3qxxIyXrbfH/sFzRu+++myt3X46eqr6WyGV1hnj4WnaigOPRQCAQCAQCgaZGwHrU+l8KFWtUW2IvZo83Z5EFwexEuZjsYy9rvphmY6vozn2592mtryUtK62ljy5miHeicOPRQCAQCAQCgaZGgDLF0kRc1Py2NBHXtWZyU2tqAHtZuCCYnQS8TPZB3soyCZMmTer1LRbraS3LDHFa1vC17GTBxuOBQCAQCAQCTY2AST1c1GwNqS9mHre9cYTmRCAIZifLpayJicRZIsF6mGaU02z2lpq+aC2fffbZPEPcAvB24+FraTeeGM11slDj8UAgEAgEAoGmRsDknrfeeivPM7D2pfkQXMCaeanApga0F4QLgtlJkDkSb7TRRsm6W1T1Zmw7+98e3j3paFy0lkZwfC1NNCpay/C17GRBxuOBQCAQCAQC/QYBpNIudHakK5N79MU92ef2G3CaVNAgmF0oGJN9+F2WyT62jjThR2XvqdFU0Vpa19LsdVrLww8/fPW6lqG17EJBxiuBQCAQCAQC/QKB999/P699qS/kdxmTe5q/2IJgdqGMkLkye816XGVWG22i2eRrMqKyBAP/EnHwMRFoSS0qW7SWTAOxh3gXCi5eCQQCgUAgEOh3CKxatTw999z09O67CxJTueUBt9hii3AHa/KSDILZxQIaOXJkNos/99xziQaTVvGdd97JO+Z0dckiHw6yygxAS2rXnY8++ihZMN1uPLSW1XUtQ2vZxcKL1wKBQCAQCAT6BQKffZbSG29+kp56am767LOv0ujRG6aJE/derYDpF5lYS4UMgtnFgrfVohGUXQTKeph8Mbfbbrsu7yjApxJhnTx5ciaYJhCZqV7WtbSHeMwQ72KBxWuBQCAQCAQC/QaBxYtTevqZVWnmzNY0a3Zremn2Xim1rp+2HzMibbXVDim2O27+ogyCuQZlRKNocg9SaMH1uXPnZtM103ZntYv8SmhBaSu/+OKLPIGHNhNhjRnia1BI8WogEAgEAoFAv0Lg7Xda0w03rkq33t2a5r2T0mdfrZ9WrjokrZP2SE9PX5Uef3JkOvF73Mj6VbbWOmEHrXU57sYMm9CzzTbbpHHjxiWLsNujHElEFjsTVq5cmc3rzzzzTPrwww+z6t+SR0zmtKRM5ZZB6ixp7YwM8WwgEAgEAoFAINDXCDCJX3/DqvSHK1vTjNdTWvJlSstXDUqr0rD0Zdo0zZy/efrN/wxK02esSl991dfSRvptIRAEsy102rlnIo6Z42azOTNx28KK36QlhToaLLswderU/K5JPjSYFpT96quvkplz7ncmvo6mG88FAoFAIBAIBALNhMCLs1al629rTe8tTWnFqpRaW78t3fJVKc18PaVbbl+VFi+pufntR+O/PkYgCOYaFgBNI79IyxYhgWaVm5CDHHYk8K80qWfKlClpyZIlOQ47E4jTDkETJkzIOxWsycz0jsgRzwQCgUAgEAgEAn2JADI55ZnW9NZCWsvGkqxoVOmJSgAAIABJREFUTenxZ1JauDClTuhyGkcYd3oEgfDBXENYET+759BizpkzJ2sbLYRuKaEtt9wym84bJUFbaU9Vk4Ss62UnHssfic+x8cYb55njSCwTfIRAIBAIBAKBQGCgIoBgvvf+15rL9vL44ZKUli5tTatWtaToHttDq2/uB8HsBtxpHBFK62Ca8EODyVRuv3LLDbUVTAjad99983Oet/wR307ENbSWbSEX9wKBQCAQCAQGGgLrDk+ppQOZGrpOSkOHptTSkYc7EF880v0IBMHsBkxpF03G2XvvvfM+qXwmaTEtYWS3n0baR5N2aC69KwSh7IbCiCgCgXYQKP7MMYhrB6i4HQj0MgLI4oQJLWnk8Nb0yfLv+l8WcXDK3XZMaZNNQntZMGnGc9hdu6lUaCrNJh87dmye/T1//mtp7tzZ6csvP/+Ok3JJUgeHfEZHVxCJcyDQswhYTuyee+5Jt99+e/aX5qbSG4FPtrSsDNHRYHUJK1I4l2CViYceeijnwcYO1XvlmTgHAv0VAQTzwANa0sTxn6Shg/5W76v58cxmI1M689SWtMlolr7q3fjdTAiEBrObSgNR3HTTTfMWVq+//lpatOiL9NcH3k8L3vsiDRo0PK27bkvaYvOUdtqpJY0eFaOuboI9ogkEOoWASXjXXHNN+uyzz9I//uM/ZutBTy7YjFi+9NJL6fXXX89tw5gxYzq0QLSVKKwsYVcwE/0sU6aNsfnCVVddlVeq+NWvfpV9tWP5sk5VgXi4yREYOeLTtNMOj6TnXtwyvbds57QijWTfy1IPGZTSdqNSOvfUlnTM0YPSeus1eWbWcvGCYHZjBeCLOW7czmmLLSamGc+3pGmzdk93TR6aVrW2pmFDW9MWm6R08H4t6XvHt6Q99xiUhg3rxsQjqkAgEGgXAUuA2R3LkmKWAuuMRrHdyOs8YBvZyy+/PL311lvpH/7hH/K6ue0RWib8xx57LP3pT39Ke+65Z36HfzaCSX5xlTwUc3+dpONSINAvEZgz5+X06SeT07hth6flr5+ZFi3fM61sHZrzssGwlH5xYUs684xBabNNQ3vZ7AUcBLMbS6ilZVBa1bpZWvTRMWn+wqFpyfJRadCng9LglpWpNQ1Kr7zfkl58tTW99kZr+sXPUtpn4qDspNyNIkRUgUAg0AYCxR2lnNt4tFtuMWNbhowmc/ny5R2Kk9l71qxZ6fnnn8/LlVVJJLlLqP4u1+IcCPRnBAz8nn56Svr44w/Txhu1pBHrfpW23Sal0Rt/nav576S0yy4tmVwOHtyfc7p2yB4EsxvL2Q4EM2YOT09M2zZ9unJlGpw+T0Nbvkgj1x2e1hmyXlr2VUta8kVK9z+Z0sYbrkpbbtmStt0mzOXdWAQRVSDQKQSQOevPLlu2LJujbf9aVnGoRsQXEkmkfXS/1iztnmdcHzZs2Or7yCEtaWfJoHfKe43edd0hXdpYv1lRyNjoHXkSr/xag1f++Y9bvYI5vhr4jJJfnoqvePV+iav4lkrXcx0J3pE+uaUBs0bY18YnvzS53nFU8ypvSAoXCAEe8lZbXrVxxv/NgcDs2bO/2XDkqzR4yK5pz93HpHPOGpbGbN+S17u88+7W9MYb6m8KC2BzFFmbUgTBbBOezt38YGFrevjRVenNhSm1tH6Vhg5amlalddKXywfntRSGDklpvVUpffJlSk9NS+n4Oa1p881a0vDhnUsnng4EAoE1QwAR4ud4//3356XFrEeLjOyyyy7p4IMPzhP2EC/kBWnhD2kzBMuRHXjggat9IosUM2bMSE8++WTabrvt8vt29po+fXqekGNiESJ333335Z25DjnkkMQXs5bQicuz0hIfAsZ/86abbspLmU2cODGTMTI5kCzby9J2WksXwdtqq63ys9blRdiq5Ev8H3zwQZZL/Pw5EWPmd2vwyjf5kTbyyq+4ree7//77Zx/zWgJJvmeffTZtuOGGGRfr+NY+UzByRijFaTm3V199NW+NKy0k0GYVsCWL/4vs/GbJK27XpcenFcZHHHFEXoNY2dEWw07cdkBDYq3SwYcV5vIBowjNiYCBnm/IKizWft574gFp4sTRadK+g7Ovpflxm27amubNa83rXvq/otBvzkyt5VLF19ZNFUBl//jj1vTK/JRWrkppxLBBaVDrumnJVyPTsq/WSYOWpzR8cErDvkHcIrGvvd6aDjogBcHspjKIaAKBjiKgE7vjjjsyyfz4o4/za0uWLsnayaeffjpdcMEF6YADDsgkDcFEav785z+n448/Pi8/VnwiS3rM2VdccUV+BwlF0sz2vvuuu7PPpDhuvfXWTO68a/myegSTf+XNN9+cyLB06dJsXkceEU8EqZjLETWz4RctWpTmvz4/ffLp1z6l0t1nn33Sz3/+83TooYdm4leI2vz589P111+f7rzzzkwukTIyLF68OFmP98gjj0w//vGP82QkWlrPm1CE1CGrSKSOvwTk9O67786TpuCCyJno2CjQKpL5hhtuyCQTsSTDiuUr0sJFCzP5I/svf/nLdNBBB60mmTawuOSSSzJm8v/UU09lMkkWgwC7npXJW0g8TDZYf4MsxuIlizOBPuGEE3LerFUsbxGaCwHfh4GB9aPVq/Hj90wnnrBnGjt23VQdE2y37deTZM1fCHLZXGVYT5ogmPVQ6cI121V9+WXKqvtBLSkNHzo0fbV8nZRaBqXUmtKq1q+3vmpZmf/Ne6x+viy2ueoC1PFKILDGCCxYsCCbxpHIs846K2v+kBQE6IEHHsjaMztpmWRD66XTQ5BoDQvJqwrhPrMz8637iButH40h8odMHXPMMZmEWcqskSaNxs1zJvHQ5owfPz5r9chpJrk0BPGSk3xnfv/MTOzkiUb24YcfzruA0UbSZBYSeeONN2aSPHSdoen000/Pmk7k0USku+66KxNu5AuRRMRoEhFAPqQvvvhi2n333TM5KxpKGlAaVISO9pFGsdyrYlN+e9bEJRpMmkcaUxpXeDGNItaTJ0/OWlQYSZtpG5mWN+/5HyawVRaWhmMSR+6vvvrqvCqAwcEee+yRZaVhtSTVtddemwnrRRdd1O4Oa0XeOPceAuq7iW0GVQYNNNnbbjs6DRkyKC1ZkrJlcPvtWtKu41vSiBG9J1ektGYIBMFcM/xWv200ZWBs4x4r3dm+aqMRLemLFSmtdKG1NQ1uWZEGZ8I5KA0b0pI23iilcFReDWH8CAR6DQGE8LDDDkt/93d/l4kODR2igpT95je/SY8//njab7/9snaMxpEWsGgC6wlZe5927eijj87kiXbTBJ/TTjstEytpNfIJ3HbbbTPhRfps1oBA/uhHP8paU9pJpI62B+lC0P7+7/8+a/s22GCDTJhtMfs///M/WRvEZGyzBwSTiRl5JsdPfvKTdN555yVpuSffCN1//ud/ZjM+8mbzB+SNVpL8SOZRRx2ViWshka6RUxrIaD2TfMGKuXratGlZKwrXX/ziF6t3MIOduMmGgCKbNMw0k3Aq2HJjOOecc7L8CC0yv80222SiTXOJLF988cUZZ+Z074qXtljeaJARF+WJxERoDgTUDe4Y6pI6sNdee+XBjG+IZXDhotb0+z+uSicc05LGbM/HuTnkDinaR6BjHtntx7PWP8G3fdSolrTz2K9X7Fr2Vcqq/S02XJlGDfskDW9ZlAa1fpqWr1yZaDi33CSlHXds6bezyHVyNA8aBJ21RsK1EmhsaFt0XuWgAfJ8ec47Rqw0IEawDgtJe65oicTjf9fLM573nvdLEK/0HDpfhw7I+xECgVoEaAqPPfbYbE4uxAhJO/zwwzPx4f+I4KlzXa1DyBtNJYKElNEO6jQbkUsyes57hVg5I5auFWLnOSSJ2RdhQirFzTxN04lQ+T58N2T3fdIe8lvkxynfiBnZfIuIGTKM+CF2yKjvDQkTH6yYL5nqxSWIm7+jb9FWt9JspJXNL6SUsUYsrT+KuIofNkUGhJIsvt3qt13eRxpPOeWULBMNK40qXGh6aThpRRFKOMBKvLSxp556atZoyr98aI9KG1TijnPfIaBecQlRp1gNDPzUaXVDUOUWfJDSx4vD4td3pdS1lEOD2TXc6r616SYt6fBDB6Wpz61Kcxek9O5HfDERzqzCTCtah6SVrYPTpiNb0mEHteRF13vCHajaeJaPVEeDcBWCVzpNjXxp6JmcdBgaYM95xvs6M/5fGnMdjMacOVFH4H9kkPmOFoOZTOBLRsPBv4s8jmJypCUSl0kWJkJoYIo8OkpmPdtuMpEhjDQotBpkIo/DJAkdG9nETR6EQB5K5+KeuIpzP1nIpSGTvg5Rh68xI5vOXFwFI/fFVTCsW+hxsV8igGDRghVyWTKhzhSiQwPoe6DdW9OgXnU0lGedy+/ad0ePGp1JHd/Jav2Un681P397F1mmHTKJwjf7xBNPpLlz536LsIrfxBh1/5VXXsnfJg0nn0gaSuZLZnLfpfjF57vUdiCtZSH4WjnL/74txAFhlSdtDPM1Iqsd4GPKPI7Qa0Pq5Vu7odykX/LsfZOFfNNI9YMPPpj9Zcv9kr68axv4+HnON0+mCH2LgPrIWlA087TnXCD0AyXgmRQ44XNZEOk/5yCY3VhWI0emdOghLemDD1rSVTe0prnvpvTZp4NTSxqRVrWOyGthDhvcmnYbuzwdcdiKtHTJwvThomWZ6GjskB4jbgdio7HXwWmAi0aPuEb5SBPNhpE+fywkTQNaCB9tjI6hjAQ9QzPhjMx5T0PNBIcYikvDSyuhwfaMwzO0DTpe8nlPZ4A8In/k0pjrhHXYZBfIQm6HvCFrOqOqZqJ0IuW+9zQsVU2IuP1PPpgIVSzyhW/S09noTN2HHRl0SiUdnQy5NWYl6KAnTZqUO1Jy6PiQWeSCLGRGdJkM+YuRQ4CNeKsEtLZTK2nEuXkQUGYOAwpkrNSpIqE64JvxjakLpY6X+81yHjxk8GotZz2Z1MVSH3XiBle+B5pM5LL6jZX3fR++H2eDUTghmQZy2gWDweOOOy7jU8zd2g6TmsogtcRVey6yzJs3L0/SQS6ZvLUPZJOetGEu3XrBt+r7K3F5xvPe1+6ZVGUyljKsDdoGbQINrbQiNAcCCL9+Sd00eOD2oe+qljFJzXFoUC2aIyMhRV0EgmDWhaVrF42wtti8JZ19lm0jV6XJj7Smua+ltPiTwemzz1vTok9b864+qXV5+uyzD9KUKU+lBQveThZo1yjq1GgIipbAqJxWzgeImPnodAzMQ8xBGlvXaRR1HJ5HfHSaTFZIqI7U/xpXBNIhLXE5qgQJoUKkXCvXpeHDRy4FZxoexFNa4hAfYlnS8px3mOKk6773xK+TKJ0b0srEV2QWlyBNh4DcIcGWjykdDwIpTnGR03VEEmGAh/vO4qBZ8axAM8L5H1Ekl47Gvarcruv0mNPcL2mRwXPyoDOj5UHq5Uvepe2+NDxT8pITjj9Nh4A6WOpFVTjl5p6j1Lfq/bZ+d/b5tuJq715Jq5zbel4d9o3Jr++Ihsj3Wxvc9z0ZLJZ2AA60Smaea4tYCpigtTfaEoOzYiGoja/6PzmRPz6WNJXk8Z64WCMMTpG/W265JctQfbf8rpdXeXP45nyj4vG7+mxpo5zLYDm+z4Jq350NDB599NGsRNGOWkpK36LOVYOuYMw2KW0yOuYsVHHpD7+/XZL9QeIml5GSDck8/dTBad99WtNbb7WmJUtTemfBinTrXavStLmD0pz5KU15ZmXaf9KWaeTIEbmB1CDSAhi9aeQFH50GmCZSI+q6xlPjXzoIzyBzlvUoRM0HiqzSxHjHIR6kFDly3zXvImnOgrR1GNLSAJejxFFkQtAcbQXpO9oK0i0m9UbPSRsujkaBnGR3tBUQQQ7k8gfvctaxFrKBKCL4Oj2aHyNrRBN+sBfgjIQafSP10oepcio+a+R2TxyILvk949kIfY8AzaSyrRIRUqkTNHjKju+hcmuvzNQH5WxQUxtf3+f063ZEPtRx9dMsa+SuNl9lQKVN8K2UbwIp4+9oWScaSHmkgYQPUucbVt/bCjSIlkgyWx0JNOHJu/wqDQK1VX/961+zFrJWrrbi1Q46fFv8SM8444zvtCniUz6CNkne2pO3rTTj3poj4DujBWctUu/UL5ry2nZec8n17P/8/aC09VYteRLtmqceMfQWAkEwewhpCoJxO7bkQxKLFg1JrauWp9feTunDz4akqTPWT8ccvWvadx9asa81bBpCDV9p2GnvaNyYoYRy3zN+OzSsOgtHW8GHW/vx1j4v3oHe8MKs4Fubf/8jkbV4agyFgjnCSAtEY4mMlAM5LSQS2WCKNKkApjpRJNXgwG9lIb4IHUOgELdazBpdF2u9e6UMF7yzIPscGnApzxIvrUrxV2QFQHzUl3IfUfFOiVs6Bht8e9sy75b3O5bbvz1V5P3blc7/Ui/VaUSMtUNQB8vA0v8092Zi6/DV7TJ5SPosDbSY/DCZydVr2nuEDlmEX3sBPr4F2Fkiycz4oiX1Ljy5pdCKttdOVdPyDYqHnN6XJ99Z9RtXZsznZDaANpmpfKfVuOJ37yGgHvK91HYi/fxzDVjq9T/rr5/S8ce2PYDpPckjpc4gEASzM2itwbMbbTQoHbD/kLT3YyvT5OlD0kuvrZMeePDDNG7H9dJWW9UfUWs0NYSOCH2HQG2jp/PSiTl0jMikjlPQiXseKdXxepavmc7Ns/zV+BnROrvnmqM7iETfIdRzKSNtzLKIX9GcF0JIK+YeDQgXCR1U+Vb4CSM1Am10IYpF0rffeTt3cLRzBnCIiXjMSGbKVY7ulTiRNNeQKySMbyLNHUJE88ZHUWepLOsFcSNx6kUp73rPuaYulOC9WkJb7nX0jLDR3Bc5dewIJ+2hukoe5u/LL788LxdjkXbaRcRS8AxiBkfuOkUmGqeyHFB7stAWy4e8sTQUa4C0Hda4RGD5nLsPK9fbC7SR5JAnpnfEuLiqSIt22RI4TPO0r//6r/+a86Y8I/QNAuqPsraQv+9B3fSttTVQKVWh8mn0jfCRaqcQCObSKbi6/jCOuOPYwenoI1KaOac1ffjJ8DT5sZT23eetdPxxw9KIEUzAf+tYup5SvNmbCOjEkJOqNkj6iI51BHXAfMtouUywKkTFMzo/xNPsXWSFJsZoHvGskozezE+zpUUr9Ze//CVPzrLcDBMoYg8fLgoW0IbfD37wg+zzC1/3kEQLiyNHtGVIfZXQIzAIl07N0jYIKL9bPoD8a7mT0NoVcyqtHt9E8SJinqUFRGL5IyLARStdJUauqRsIL/MwAkUWcRWSVYs5mct7Zmrb+YZpG8lTZzoSCnHzrPj4tyHBMLEgORcBxIw5nGx8LM0uRyK5iCBp3iuBvEgneZSJ+BptR1neqZ4RdaQWkbQYPPLKpUR+YGlHIBPwEFGTfZxLXqt4VuP023fG15u59d57781EUlkgLO4ZgNhqk/bUjHh5KHWkNq74v3cQ4F5R5gxo8ywNpr41avO++CKlufNak/EO97PQt/ROOXVHKkEwuwPFDsZhgvWB+7ekiY+2poemDUuvvjsy3XPva2mnce+m8eO3S0OGfO0L2cHo4rEmRwB5qWo6iwYL4UB2jOR17jQstKA6YZo4nbnfCEijRrfJs95t4iFCCB/TrOVwYFYCjSGSiaTb/aZKSCx3Y1kdOCP4xc0BaYI/TTJNGc0XcsIdhdlOerRg559/fjYVl4EDYnL22WfncqLtE7fyRWKYXBEanaaBgmslKE8aUp0q8kpz8y//8i+5XiBZ9cqXzHzSTOYry3h5X9yep0l1eK72fdfINWK9v02mIws5bAMp/4jYpZdemk3inkXQHQZEdrpBZg10qnEjovy8kXLYIt9lofaS17bOtM8GBwg2nGj1kQtlRhMtfut6wkd5uUbjWfJJTkeV9Jb0TFyyYL7vhRbzd7/7XdZ2w8KKEQZ3yLRF6dvTlJU449wzCKg73BUMtn1bBirqXfnO6qVqofXf/mFlOuSglnTm6YNTKJ/rodSc1wb/+te//nVfiMYvRqNJA0BLoPPQgNZrQPpCvp5Ik0Jg+LCWtGxZa5r5fEta/Pmg9OnHS9OmoxekHXbYOK23Xvjl9QTuzRCnzlqHh3xU67j/daI6Wo0ubQ6NDc1n0Yg1g/x9JQPckB2Ei+aPzx+8XHcgaTRuSBESo6Mq9xAYWj/kAtGHP5wRFaTwxBNPzK4KxWyNMLmGXHoPARWXoCyQNKTPTFfPkske3HaXEZ+BgXbMMwiTdxFXMjqUKdcImjSawpKPetjS6Di8R/OnExa3fJCLb7Z4ak3/4pLmhD0m5DyUfJPFoIWM8iEO9cx1uPGn/OEPf5jPNLPVOlrkQ+gfeeSR/K9ny2oXBaPyXL2zeg4zfq1FW6UsyCEfyPvJJ5+cZYENsym5yiDLO56T72q5SIus4oU7fOVf3MpbWSGuF154Ya4/te/WkzWu9QwCBgy2N+WGov9XlieddFK2BDSqQ0zjC95N6f/7Q2vabHRL2n8S7X7PyBexdj8CLa1t2R+6P73VMRqhMv2obBqen/3sZ7nR1SgM5MDCNfO5Ven/+X9XpcnTW9OgVQvSERNnpF/+/WbpkEMmpuHD4+sZyOVfL286Q76GtEgGXDpBWhln5Id2Uyeqk27UENeLdyBcK/l3LgS9YOBa8dWDjaMEmLrnWddLu+IaLaXrSKOODrE3a9z/SBgTaj2CJW7NpWcd4vQsEuQ6ecTr3SKjd8hCK1d8NJFGZVuVt8hdPZNNO0leZBSZdFYfhGq+yntVvJDtku9y35n5mVbPodNHyBBRA/16MpUugqvCf/zHf2Sy+2//9m+ZBLaleaqmWX6TXZ5oMqWNiBfSTFa4kk8+Ha5Vy1J6jcpGGrASNzO5tAxOlGlxPSlyxLn3EeBewb2EVtk3wHXF4M+Ar1FAMF+e05p+8POV6YwTWtKv/mlwNpU3ej6uNxcCf2uRm0uuASsN/rzDmEHp6CNa08w5KS1cOiq98PKm6dHHXk3bb79Z2mGHMWnw4CiWAVsB6mRMJ0p776Bh0qEXTRyTEjMwEsNnjSanHmmoE+2AuIRMyHu94F6jzglG9XCCKyJVgv+RvY4GxBFZcVRDIZbVa+U3OWgFHZ0JCC+NXG2ol6/yTFt4lWcQN9pBR1sBseMP6YwUMK0jbkVb3JYcjeJFYBE+R72AcDqqQTodTQtZpqF1RGgeBAwqmMYNotVR1giuI42+7VrJ25/uVftG/N8MCAST6YNS0L8dsF9L2uvh1vTwjOHpw2Vbp6efmZ/G7/JiGj16VNpoo8YOz30gbiTZiwggPNVAy2O2Jc2mg+8bc2BHG+ZqXPE7EOgMArSBJv/MmTMnHyYBmezEHcBAB1GIEAi0hwBNsr3GucRpz9QhBLOjk614qaw3LKWh68R2ke1h3Wz3g2D2QYl8rcVsSUcf0ZKen5vSwk9Gp1fe2DY9+dTMtMMOc9PEiXunYcO+u9NGH4gaSfYxAsyHSKXOnCaTKb3MQqa9q5pi+1jUSH6AIUCTbvb1zTffnDWXfBzN1jd7vJHmeIBBENnpBgRM0jOZzpJerAf8fQ2SO6KVRi5Hj07pgrNb0q7jTXDrBoEiil5DIAhmr0H97YQ22qglzyjf+7HWNHn68LTky+3S8y/OTWOemJ423XSTtP32Y+r6Q307lvhvoCPATGrEz7xq9i0tgIXATfyITn6gl37f5o+52SQm/nJ8O01qMsPeoCe0l31bNv0ldX6+TONcLNQZKxFYkaEzbdfoUS3pRxcMTjxlgmD2l5L/Ws4gmH1UXlUt5nPZF3N0euu9ndK06Q+nrbaamkd6o0Z9vdVjH4kYyTYJAhpmM5APPfTQTCyRzs400E2SjRCjnyHAX9IahUWDznez3iSgfpatELeXELCkmEm8tOB+m7hoxx5azM5YXnhiFDfpWGi9lwqvm5IJJ5puArIr0dBi7j+pJe09PqXBg4enpct3SK/N3zxNnfpiev75F1bvn9uVuOOdgYeASUCWhtFQ0y4JzJhllu/Ay3HkqK8R4OtrEpRJTUEu+7o0+k/62iTWFstaWT2Bzy7TuBVjOmIar+Z0+XJLFbWmxYtT+mbX3urt+N3ECATB7MPCocUcu4MZ5S1p1IiWtCKNSh98vGt69bXl6emnp2RTKKfoCIFAQaDMqNWAW6za0h8WCC9L15Tn4hwIBAKBQF8hYLcni/Jrm7RZFlS3tmlXLC+LPmxN//unVenRx1elzz/vWo7KQLycuxZLvNVZBIJgdhaxbn7ejPK/aTGHpaXLx6T3Ptg+zZ37Zpoy5em0cOEHq3ch6eakI7p+jICG0vqNnOeZofy2nEyEQCAQCAT6EgETEfldzp49Ow98+e52xTQuD9bBXLIkpTv+2pqee741dUbfoo008LYGrd2+Xn311bwihyWTKG74FUfoWQTCB7Nn8W039m+ti/ny1+tiLloyIS368JVsJt988y3SYYetnzbc8G+7irQbaTww4BHgw2QtQWZzy8hY8oOvnP9jAkbvFr+OrBqKf1nRlvi/XKs+152/u5JWV97pTpkjroGHAEL37LPP5u1vLZpvNy17xXd01ng9RHxexs74YM2nVu/xfM2GCtrFGTNmpLlz5+YteS3gbxk4/uzWFOZuZEUEPu09/X02FHSA3wiC2QQFTIu5374taa9dvp5RvvSrMWnRR+PSyBHPpqlTn8lEoqvmhSbIXojQAwhoEDWUZmVaDJupnPO8ehINZg8A3kaUNCT2lNd5md3PX5E22Wx/2hKdq462J9cutUYqc6TVBiyg3l4dIJ93+MeRzUzx2jVY28hy3AoEvoOAAQstIe2les9P/KijjurUgurfibQLFyyHZEtKy2tNnz49y8JMb5IaAmzCkbaSZvWUU07JW5RqS2Ng3gWw23kl9iJvB6DeuJ33KB/ekj77rDU990JKn3y5TmpdsSJtsN4bacXyr02fOgG8lXxzAAAgAElEQVTO9vER9EaJ9I80kExkBjFAcPyP4LRHLvpH7vqPlJaPuuqqq3Lnitwha7Ql11xzTbK9ojKys0xPlsvtt9+errzyytx52n9bmm21FbahvPrqq/N2vbTfSDD/uNDk9J9612ySIpUW5p81a1YeYFnSyjJXJvisSb1a9GFKt9zZmsaPa0kH7Nf2XuS0pojl//2//ze7D5lURIbTTjstfe9738u+oL4PmwhY/P2FF17IPqLWeEWI10TOZiuPZpAnNJjNUAoppdW+mI+2poemDU9LvxqbPl4yPo1Y78k0e/astMkmo3OnEWvQNUmBNYkYyCVzjzNCYZQejWTvFg7NoV1ukHsam7IfOA3mtGnTspaZzxcNT0+Vzeuvv547VO2DzlNabQWaHOZD2z9OnDgxL97fk/K1JUvc6/8IGLCUJYkMrnbaaac8a3xN+yvLEukbTzyqJe0xoSW1sW15JrVk+MMf/pD9PxHKH/7wh2nSpEl57VZtpG/T2pwvvvhiHvwho//7v/+bB4XnnHNOdjWqVxreK9+Ub7gc9Z6tPud3+d+zbb1X4upMWuWdZj0HwWySkikzyo86vDXNfDmlRZ+MTos/2ytt0/JGWrr0jezXsvHGo3JHQJPZUx1Vk8ARYnQCAXs38yVSJ9rSWnUiynh0DRFA9E888cS8t7y9u2kUe/KbVe4d6bxqs1Xe6UnZatOM/wcWAmWw8uijj2aXCxr8Y445Ju2www7dsrTVJqNb0i8uHpRGjmh7oXXEkVaeBtWawb/61a/ytqbVmeu+E+bwI488MpNOLiL33HNP1v4joszm1WWUuJJwQbJQvFU7DBSLxr9sdlH9dpBrcXKH0S4z1xuAIuD6bX7zzvWW/JIWdxtpLVy4MBNmcWyzzTZ58NofLQxBMJvoWy9azL0eaU0PTx+WPlu+Y2pt2T+tt94nucIZnZW1EJnbIgQCBYHSKGqkNPj+d1Qbv/JsfzzTAhjZl0MedBblqM2n54RyvaoVaETGqtoG75X/nf1fPdrDEMHUyVqoXMdQr3MoeVFmArlKmRW5a9OpvuOZ8k7tc539v4qvd0texd8oVGXxTJGl3jsFyxJ3KY+Sh2p+yz31uBpvkSlfjD9NgYByNYnm/vvvz0RKPVfnacV9A90R7OCz/XYtbUalztDIsyQgdxdccEGWgTz1gjpqUP6jH/0o+2nOnDkzT0waO3ZsHgx6x0Qhmk7LLVksHsFUJ5nSubzIp2+8+G/6jm3ne9NNN+X7zPNPPfVUnmzEqoCYsjZZD3TfffddvZaxtBBX1g44SpO7gTzp56WFEHtvTTXC9bDoyWtBMHsS3U7G/e3dfVrTkmUbpqWfTUw7j1uc3n/vibzUgmVpOCiPGzeuRycNdFL0eLwJENDYG/1akoPPLl+jnpxY0ltZ5pRvXT0mZ2caAsF3MGbMmLzwvMktRStAWzB//vzcaNMyaNxNPqAVYCaDDZ+r0aNHf2tii6We4EfDYCCnQ2F6psFwTVo6DR1FPRJVxUNnQ9ZFixZ9Z5KPcqLZIJN9msmlM9F56IB0ctKrTUMnBAPLv9CKCLQbJnbpDLsaEDeaE/K88cYbWXPCbw5G8quTq8pCfph4ft68eauXyFIG5Nc21cpf8ot0wN276qnOWkcvHWSABkgey8xf+aIRE6ctU5V5VZau5jneW3ME1AN1HClSnv6nBezqkkSNJOLtYXki/aOj3m4+vje+0Ooxzek+++yT622jOF03mLPyhnplYhIyeOqpp2aCiUiaIPS73/0uPfzww/maDS7Ua3m+4447slXRt3vhhRfmOk0G7Q7fa3Xcs+Thl62e+1Yee+yxTIT/+Z//OfuD+h68p77/9re/zfcRSoe223d+1113JQRYO8aML97+EoJgNllJld19vtZiDkoLFm6eUsv+aezYxWnu3Bl5NKTxZ3Jbk6UfmizbIU43IYB8GQlr1HTGOv3+3CFbU48zPjOWmfJG9ogW4oEsIlic+HUMOhbXkDq+VSY+ITxII2d+JjRY+H5MQOD4r3Mpmhbx33jjjdkchUQytSE7Jg54BmHn18XPEnHVQTUKSK6JNzQqZ511VjrhhBMyUfJ86ZQffPDB1doNnTNzGHJ58skn56VdEOGShs7F4PLWW2/NHZ9yRgx1ZDQpOi+4iKczQRxIpUlK8quDXLliZVp/g/Uz8Tv77LMzVuqSZwXEG6mg2bEUDNkQZJ0oEk5+OFXll8all16a6ySZlalOFa60SGeeeWYuu8mTJ+eytguMshcv4qmtO+mkk/KsX7/LYKIzeY1nuxeBxYsXZ2Lmu/E9ImA0esq9O9scO/jcfe/KtOPYlrT3XvzMv5sP6Rus+QZ8Qx0ZiKjPyBq5fafeV+cM9NTxP//5z3nSErP5j3/846wR1S74fpG+6667Lv35T3/OdV599636/gyI1V8k8ac//Wkmkvpr9Z0JX1q+dfcN4jzPvcBBll/+8pf5rC2T1vXXX59uueWW3J4cccQRue/vTny/i2b3XQmC2X1YdktMRYt51OEt6bk5rWnh0iHp1fnbpVNOODh9+eWS9Oqr8/JoRiepQTe67y+VrVsAikgaIqDBLD4+Zdkamrj+qsWkRZgyZUp2wteJ6TiYiRAUpA9ppGUoWkffQrnHzITEICw6BQ05TR+NAk3HFVdckTWhF110UW7MYaRTcQ9hQmB0lBMmTMjfGQ0NDYezTszyJm2Zq8iuk9FpMIfpRHQ+OuXbbrstp08LqPPSqeicdEDSV3a+aT6c8qRcrS34xz/+MecJDgcffHDuHMlD+6IjEndnCKZ4aU/uu+++jJEOD/GW/xnTZ2Q5yQhT2MFIB0z+yy67LKcHHxpIeOmgYYSkihtG3pUXshn40GQOahmUBg8ZnNNExOUdQbC0jE6dZnOPPfbIZU17Kj44OiOctDjFLNnwY4gbPYoATbOy9o35Fg24kCx1EzHqrmC8ZCefS69qTScem9L4Xer7YfomWSB8d76Zjg5A1E2ye97gVX1XF6dOnZoMABHBiy++OJ1xxhmrNYe06Qa277//fiaavof99tsvD+bVe9+geNVT2k3tiOu+c20RqwhNJq2keMhsgChdA17fYKnfBmxIMILq3J3YdlcZtRVPEMy20Omje7SYB+zXkvZ+rDVNnpbS7FeHp0MW75z22WdJWrbsk7Rgwbu540UeqPh7egJBH8EQyXYBAR26GZxGyYhX0epp4PpbQAaZp5ArJi9kkG+XhlaHgmAyKyFYCKXRvYFXyasOw28aRB0EMyyChMjQptFC6BA15shieQ/Bs74orQVzn+8L6aF90JnQIiKstCRF+1kPW50M8uQsbh2PvHhf3nRA5CKD56QrDVpUJjgdmXzrwO++++7cmSN0cCBf0aZce+212Syng+oswdS5iZ8GESHU4SEPNJT/e8n/5npE+0oWnRs/N9phnfm5556b34OFe+obWeTBMzpLZVX1g9O5IqvnnXdevo94I5M6a/lGUk8//fR8X4fsXff8RrBvuOGGTPphH37o9Wpdz18zKDHgM3hjFVDGBn577rlnm99DVyXjirvw45SWflJ/L3J1nkxlEIcslm+5I2mqu54XhwGMs4GtQZEJetoA31oJvmeDMdpabY9BoQGetkdwn5bdALHarqjLBpu+YYM63xLcXGdpEhBb34Hv3rfourr/T//0T/kb0753Jm850j78EwSzD8FvlDQt5td7lLdmLea7H6f0zLQRae+99kqTJul0J2fzX/HHVGHb6ugapRPXBx4CGlemXOZO/kEaSQQJgelvQWNvBM80ysmd1s6gqpC10ljTpCCOtGHeKQEWzMdIHBKjI9HgI1OIDrMwDah9kmk9SqDRQHJoZIomwXtILS0jYovQ0j5WyVN5v9EZkfPNisMsVyZ6326JQ3xIG82nzkcaTPy0G7Qd5OcKwESv44EDPM4///zsl4n0dabzKWSULEzhMCrabu0JLQszOM0ubF175JFHslmcxgauSEWRnybTsjDwIb+zwU6JEy7yoONF+rlxkFeHjkDLt870+9///rd86HTu4oUBUkMTKi3p6swj9B4C6gytuQEIUqU8fT+0bixqPRWMjxuNkdUh7Zv66bdBU6nbHZGH1lK7oZ7Jg3e516iX6m89BY62xT2DHO2sw/OCOmlgr357rhrIWAaUBlNIMYKunTKYRlb/+7//Ow/oDIh9D9JR31mnfEud+caraffF72/nvi8kiDTrIlCdUU6LOfOlljRnzkbpgP33Tx9//GGaMuWZ7B/GdOSjoGGoNuR1I42LawUCyJARME2UBq2/BhoBWjWaSRorhILGRIdQlv/gI6mR1kHUdirIFxJK21Bt6JGz3XbbLZM0RJOGjLatBKQO8ZN+ITAadQ29zoEWUieLvFeJaXm/0Vk6yCL5vYcU82GsdhiInE5LPj0rDTNTkTwdDtl0SNV3fPs6IqtMVK83kqNchxdcEFtmvFqMyCj/iDV8yWSCEezVMWeyFYzE61lmRXl0j69o0ey47z2ktIqtPCPT4meR8T8SXo1XvhAA5MGzNMDiitB7CBTiZdChbvrfdosGf8UVoqekac+zWNuA0CG8BlrqYUeC+sRy4IzAqbsCsqjOtTU4Vx+l692q9UC9Vb/JUhvc0y45+za867uDI99L37jBGU2mvl08rhn8aQsNLusR3tp0muX/IJjNUhI1cnztizkoWReTL+b7S1J6+PFBad99t0wHHPD/s/feMXZc2f3nt14zijnnTIpZJMUoJgWSorIme8Y2MPZ4ZwYY2ICxwAL+c/5e7B8GBrB21zu2Z2zDM5rwm1EgJZGURDFnUiRFUmISczM1c+53F58qHbH68b3u190v1Ht9iyjW6wq3bp0bzvd+z7nnLtDVq9dClgqmCoAJkKAiZqvUGUn7P6tcAtQFOiRAAR1gJbKXFBEDJhQXgIMOFzAJs8AkHjpnjrAA/M4ElzwPkERpANjiwIvfgBNA66WLl8LnkZVtgC1TAnaOIwoFRhOZmr9W/Ln4vdl+k1+AEYAYJhPFljkoRLHB5PHNKEqAGuwIR1gRFGD8W3gP5W3KMQ7KsuUh8xz3039k9hu8g2vxdwF2AYHkH9aYGa7IIr5RDuSfewDFsLbxsgEcs8ffxz2Ab74Z5QpwzTR/kw9AJ/fwXvxE4+nG8+B/F0cClD1+iZQRg1cGO8uWLQuBXTH7GMbIE8dIgwdJGYTg1x9KfaLPY2IdOhGXFtpEvJ59ffNXP6g/1DsGQgBEBlrWvqhvXI8Dx8znaau0f9pJc9qdpUnbsed4L5MVGSiSHwZyDH4ZyFLv+SZ+Azgx22f2G5l5S8rfHmAmpSSy5MNYTHwxP9wu7Tkg7dzZTi+/NDak1OlsUbCYjhjVMLpBORazsWfJpj+VMAnQOZqCppNkjwOFhGU3Z3YY3aPM8OcD0AC02ABEsGswk3wXACXb9wG86Igbu/ag/kHIViAj2+j4UUyZz8E0IFeuoVzYm7OhlFEutE/eR/vNxrTAkgImUTZ8q72L9/JsZr7IAwqKfGe71lQe49/e2L2ARvJv77DvyXwGtwbcNGCFyb/dz338jv/NOb7P5MA13mPAPZ43GCrcF2CfK4nFyZRPJf4N6IdRgyVnsEM5AIhg9YsJdjCL9+sb6Gc/TmngQPq17NIDqGGqp94xwMGHmXYEyMysb5YC7Q9TPzoU4IYLDu2IOmcDTAYz1MfMjfrJYJc0eIbBp4FFnqev4hq/4++n/QB+eR4fS2THOd7DQNmsFPhmkgbRFzCbMymRvhDf+rgrS2a+kva3B5hJK5FYfmxG+TOLAu0+aCym07x5nTVhwpSwAtPJw4TA8FDR8acqtrkilkX/M8ESoONCMdDx0QHGTaAJzvbXWWPSCA7v7ABKnOoBXQyiYBLZAZ+M9OOduCXA9wNS4yDFrhm4A4RmgkmeAfRkPkd6MGccUQzNlScA0EAqfqUMCGmzmRvvRgHxfShyYxgN4GXmi+e5lutbM9Nv6d98M7LiO/BPRQlSrzI3yz8sMWVlijfzPvsb0GzyxNyKjyYKP7NMkQlpo/wBm02la+n7Y+skQFthgIePIAw8bRHmErMu7afYW9eu0uJFjfvaUhcY0GBGBpQxGYzJZ/gsk9/4wIw6RDvme/7zP/8zBHb4/fI91G3aN4MYfuNHjOUEncrfbLQ/BrU2gx53Gtqp9Qe0Q1wIALrUfxvsc55ICKRJfk1+AEsmx8Fa4k+NSxB1nJ1vAMQT6B3/YxhX8sfGd/CbdkK7TGJ78AAzLKrk/mdxMY3F/PSgtHVrWt/6ZtewgtJQmMmGOY3RJcoIh+tMP63kfqHPWbEkQCfIJBY6HvzeKm3ggVmI2Zx0oEwoYdY1rCUdPd8Ek0KnDftFp58JvDDpwQIwCIszaTzDBIXLly5ryNAhoQKKd860JczBdOB03LaRHs/RqaM4aGPx5+y+XEcUHUoDoIRiRiEy2zSeBsqcSSyY4AFZbLAwvAvlgoIn/wAy23gGNgWfTtIu1oZLAfln4/3kHxYG5W0bZcFgl7xyfz4bZYM7gwF9TK+wT6awSYPvIl3M7qaw80nb39M6CVCe9CGYxilTs5QRxaBULDLGBYwFsJmxqvbIh1GPiE6ASZkIEW+88UbIDDILHGaTwZwRMrQxYksC9vBXJ5yQsZ3UO9hM6jfAjsDppE29pI4yaEfnEpuXug+Ty7PWjumHaI88R5tngg7XYC6ZWIipm7SZKEddRsaQRMws51n6FgbS5INrsJv0PfwNw0nbow/CfxvgTx4YlMXz8IhwynTCA8wyCT7f12aymMwo//ATp9mzpfGP9wwrKQqG2Z1Uany7aEiEc4kr1Xzf5++rLgmgFABLjLABB9YJVsJX4rN4pe5KCLTo3AFjxpgAsuhgYQlgALIxeIBLQAkTR2gTdMx04LAITNS5cvWKlixdEqYbBzMwCSgeOnlYOGRGh46ixT8KoI6CAAA2R54oDibkMBCE/UBJk4a1U0AU7ybGJN/2wx/+MFQ2vAuzM2CbPOArZsCOZ8iTySETZBeynPluZIKZjh1rCQoU2TIIIC8wN8SyZHBAkGljYBvLB98PYwSIQS62/J6ZHUkXNhszIeXGQIO6YO9tLG1/reUSYIBFOWJGRv4M7DBDA9joSzIZ5pa/qfEnb96Utm1Pa/DgQKNHwdZlv5/8wPb9/d//fVg3AGy//OUvQ51IfQEQoysBbIBQBmTM3v7Rj34UkjLWt9CmSQfQCZgErNLHAESpc8gC9hNQCLiENaWuUk/ZyAf9CX3PP//zP4d1m79ppwBCLBMsZWnhvXiWUGC0bfQ4z8Nu8i7eTzo8yznaHO2F/gjXOFYaAmDColpflV065TnrAWZ55N6st2aymPhibtmS1rChNeHIH8YStgrFhXmASkpjQRH50X6zRF1VN9Oh0pnB+sCIWUzMSvlIlFj3HtHSbCg6QAimUcAkLAAMBJ0ySoOd0X4cYHEfigCQA9OPLGAA33vvvTAED+cBn4z84ywcCojJAnTwKBXaEn5av/nNb0JwCgCiQ28uwEGRoNAAScyExvRPfgHPKCAUFqY9gBZ5g9Wj/QJKUeqASML5AEoxJXOEUWWlD5QN7Ez8+wtdzsgBszg+YTA7vBelCkMDs4PcLP/kDYVH/psCInw7cjEfP+TMMxZXEUb5nXfeCYEOyp/yMlBe6G/06UUSsMECbYW2htxZBhK3jlIDGQKt/7//lhaLjwwaWJMTYJJz8kmbhj2njVpYMAAloIx2Tr8IgOS+pUuXPrIuOOlQbwkjRt3EnxP/R1hP0mdwS99E6CxM2tZ+6X/YqLv0UwBP2vkf//BH3X8QmbKJAct5XGTIBxsDX4DjT3/60zBGLoCSnXdRDu3btQ/bHQMr+kDaGnmgPbJDImT2fWHCCfjPA8wEFEJTWYDFJC7mM4tcA1/MOXOcJk6oCZURlD4mQxQuLAIVjxEnld98R5p6j79eXRKgc0QZ0+GhpAFh1IumFH5SpEBnihIguDmADwBmYBG/SwZVMHkASX5T/+MAiw6czhuQCUAF4MEIoGwAh7YMIufjMkGB1p6rDc1ZhGRBKfFuABQsAuZ6Yx+QFYqAe9jj6XCe3c5x5Hsw4+H7Rb4YEMJO8ixgEeYUpvAHP/hBqNABUlzDBAZzgrL71a9+FYI8lCh5wnJBufI3ZZ7vZvm2/GU+Z9fj3wDgJm8oNAAhcsGcbQCT/qdH9x5hkHq+lTIgfXbyBiuWbaOsYYxIF+UK+wyw5rsYIAGgeR6FjjL2LkDZpFiYc4AazLkwgDBnlBn1Hr9LmEDqY6k2zOO3b0ufHZbGjZEIut7URn1l0EPfQF3BYkEdov+jP6B92WQafmf7HuorAzzitZIW/Qd1nb6GdkbdxErIOzLbHM8ywIKlhPnEKsHgj34FCwB13doF32L30x9xnftp1zxDP0X/wMQeQDHtgY3voEwAqjDMSe3X8++NmipVf72oEsg2oxxfzOHDatSjRxRcG5aDRoSSokHQ6VP5UYZUSL+1PQnQqdHZUS9g8egcs3WoSZQMflMACsAEpiWr13TOKAiYAL4NRo3OmE42DjB5jg6YTpqVR2zgBeMPYwYLaKbm+PczKMN8jYkeUzXAlfcwEQAlS2zNOMAhDZg9WA0UFgqOtsd9bJi4TQGQDhMPOOLHRTuF0bx/7766dO0SvhdWhfQwqVtZodAwOcPCYp5GCcFi8D7AJ4NIwABWi7jyin9X/Df9AQCQfNogFEVnG/0GChSFioI1JhIwjtypRzCtln/ywj3IFoYX0yH5RxZsKGvkDYvEN9h5ex/yQbakj8KkvGCNuJ+8omBtAlCpQY7lsS0caT+AG8oAlpryB9gUYxnI5siTqtncmPrUJeowQIyBC3WUekdbyax/ufJC34GvJGnQh5pfNgO/ptLAfYQBGeQPz/HeTDBq76XtkV/uhSmmP+MZ7qddZT7Hu21ASXtIar/uAaaVcMKPxmISF5MZ5eeuSB+tc5o716lLlyCsvCgKOgR2FCOdNAoEJcUoyIPMhBdyEbIHkKHDonOls4yDiCK8rqBJUl/poGEtMc3BwsKuAO6Y7AOwo6MFfACeuY/6bhvXAEcAE1wE2OnkMV8BUHMBMc4zk5P0YAdRLHTgtCEAO/mKyxFQx3neDXhCGfDul19+OTRtA65QHvYM9wIKyTdMEQ78lA/38F0A6/j9fA/pwXzwLANJQADgi79hPdgAxOTTQK7JIdsROWACNJNnZt3gG/ALA2hn5h/FyTVMkOQfuZJ/A/4wmpmy5btYehMAg/wNOMfzxjeTH/oxWCe+B2BA3lCiDJQpe2SRa0Mps3GPyTvXvf58QwlQNphbYe1hkWlTlBt1lUFSOfXHwyBiDfOcz1/UA+o7e0s32na8b2kqHRvo8m4GT83ZkHNTsqa90UawxsDS0kaTWN89wGxOyZf5XljM2TMDTRsfrVGOL+bmr3wxucZIB2VnozV8Z2ABUBbsKNXmNJIyf65/fQEkQOcGyKLDM+BTgGRLlgRABCDJHu+04xkAkGTbAKNsgD5YmHy30O+pffvQ9IvsmtpgLtnjG/kGFLFn2ygXWEl2+y7ua0pJACjZ7Zn4/bnele39ADBkmmvjemP5R1kD+NgtL43lH5DItza1UUcB2OyWbvwbG3ueckPhMsBmcECZ0N81BkgbS68tXUPWuCXASmMtYAIM9QNwid9gc0FSIWWH18eA3lL3bs1nMQuZj3zTog7nW2fzTTPzPtI3Cw2WCH4ncfMAM4mlkiNP8Rnle2x1n3VO875iMWmIdOR0CIzk6XCJ4YVfFB0trAydhgeZOQRchafpiChvU9Yci935FUuMLcl3JXx3S76rJc8kqVzyyUtzv5E+D99cXAUAlwbgYVxhhDzQzC512ggsOi4bTIrBTxnfbdwcsH5gDi7Xhmm8b59AP/6blEaNhEQpV06afi/1FSaRlXaof8UE5YBYBndmmWxuW2n6awpzhweYhZFjyVL5ekb5+oer+8RZTDKCqQmfEWh0Ol3MWPipwapgLmR0TwX1W9uQAAMNGAlMqgxA6PiS2iEVokT4NkA1oCKbKTbXO7gXZo5nq1k+ub6/0s9TZjDVWHAYWDMJCVchzqGMUf6UrweaD0sacElkBSKPrFu3LgSa+M7icwlQynR1ePhk6X5hHPjm67g8NB4Hs3Q5yv4m+g9cCf7hH/4hrGe4JxVzQ4cnXY/X/PznP/95MYWQK238mgi7wcws/IZwxgX1+8afS2LRedyPOnWUiA326T7p4nUpVS9NnRKoT2/WD47uoyOlglMB8WViZ5TKho9WPk7KUUr+/0qXAMASf1zMh7hRNOXHVg3fS//CQArzEa4hTfk08c3MRKf/wSxeiYHpK73cWpt/yo6+DSuNTZDChxZXIfQM5cvggb4RMNDWBxGAS2Y5s0IMOzoC+cFc4teHXk6CjGzuGbrNfre2rhTjeWSFXqW/wc846eCvGDLITNMDzEyJVMDfHTsGqklJR484HTsj3bwhDRsojRubkvkTU9lhqgCZdLw44jNJgiOdKx0JYMMD+goo8FZmEQaT2b6YDqkPmL+qufMDTDI5ARaf2J90+vkoShQqDASTV5AR6eTzXCuLxz9eYAlQbrCVKHqAJqAS/0KAJqGeYPPpA7mPY1vsAwGXyAGWF9M48qFvIIKBBVJPilwIL3nylAtX80H3GYlS4GrjkyuCBDzALIJQi50kDYwJcbCYe/bmZjENZOKDxEYnYkwm1+hQPJNZ7NIqf/o2wCDmIiAqX0av/DlvWQ4ADZj2sIjAVuULErkX+eBi4s3kLZN9kp4yoMlgA0aJMqX/I2g+bYHwU9QVYzSTAqiKLUMDl4S7Wr16dUg82Ax+ZvFDPiRJFrXnnd74f9JiCe6RIwL5iHvFriGFS98DzMLJsqQp2UjuyGGnY2ezs5hkCOUKUwmYpGOhgzWgyd+ATw8yS1p0JX8ZdQBlil8aSheFS53IFyM4j24AACAASURBVHiVPMP+hV4CBZQAwJJ+DtM5QJO6jyUHRhP/dCa1ADSx+FQ7o0mfz/ey6hvhiHAhYDCGbz6xV2F+kUFSNgKtnz4t/Z+/SKt3d2nmk6lET/RJitySkg8/0yMpJdHMfFhcTFb32XPQ6fy1KC5muLpPF1bNeJggo1FCtbCOLBsjV0AmRzoc/G0wJVWz2fShNNrmL/wuYSmYAEEYF8rdA8y2WRfa6lczkGayD+GXcIXAJ5ng+0TZgNVkMhAhr/DdBWxWW39Im2dCD+ASszjgkn4BkzjgkvBXSQKX8XpKxDHAZpI2fNtxP6KeNEdu9MHx5+iH+Zv0+B23nuR6BxN4eYb7eX9S+3LPYCapxjYzL5gKzBfz6Bnp1g1p6EBp7JiHvpiWJBWQGcSYP/hNRwObyc7mmUyTVHUe6QDpiGAo8C+s9pnk1VmK/qsKIQHaARYdXEVgNWHw6A8JXM1+5cqV8DXGaNJfJlWB5ysPwCWTPJkpTqxLAqoz4CR0HeCSPqE5ICnf9xbivouXpD+85TRhbKC5c5LBYAISkSWrcFFPAOr5yI/nAPeQO8asU7dYJpZywXWDAQ5uG9xL9Bd2SCJcfngH51k6lZ15Feh0LFNJrKMxnqsQVcGnUUoJGIv5HKv7HIhW9/l4ndOc2U5duzZkMckXlZSOBMaSCknMM0axVHZGQ6zaweieiu+36pIA7A0rx7BRvknysaouSfuvqRQJoMRxF8F6A3uJCwmsJkuSwmgyQYxYmgBRQCjKPYlKvCl507cDLpnQ8/HHH4fWK3yNjbnEupUPOGrqPcW6zszx9u0iMiUps8ixAr355pvhcpr/+I//mLfeZAnIP/3pT9qxY4d+9rOfhYs5UKeob2+88UboA04EC8A/kTDefffdUE//8Ic/DBcfQG+zwhJpoLepvzZISmLd9ACzWK2iROkSI2zmk4GmTYjiYn56UNq6La0Rw1mj/NFMmLmcNU/pVIh/xrJzgE1GRnQ6dKgeZD4qu0o+Q+eDQoXJ8JuXgJfAQwmgtOnzYI4wkeObyVrvhNHDhA7QZDlOlDlWoCSbJB9+VfQLcAnLZXEusVjBeNHPw15WArhEj72yLNATTyRngg9yhXWkfsB483c+G/0wdQjGk/6Yv+mT8ZEHZFI26GE20jx37lxYHxkg2DKomMdtARVCbwFEk7p5gJnUkskzX8woHzUy0DOLgtAXkzXKjcWcNPFRFpNkAZlUZALpUokZ2QIyN2/eHP5N50NnSsfrt+qRAP48dEYoSMw6nsUsfNnGAXycUeC8XbMj8s91j+WM6/F7OM/zmefsfn9suQRoF4BMfBHx1bRVgQjvxW/6RJhOVk+BYWIQnuRyoG8HXGJ6hUDADYB+H5O4rV+dZObSSpL4zj/6m5S6PMaEVTub/WhtK1e5NHXdUuU+a2e50rL+M369qefod7///e9ryZIl4aCFvykn0mDP7BPsb3sX+eM+Y9Ops/Frlv+kHD3ATEpJtCIftrrPtHWx1X225mYxeRWVFL/LefPmhW8GZGIu37JlS7gC0OLFi8OOlFGW36pDArAXxMPEl4dg4pjNqQd+a1oCpji4E5mZ3GAV2FESAHjYBTZkywCN+2AkCGiNWY37jInADxCggrLgPPcwADCFw3lmPBtrRrqkxTssDxxRMNxrioa8kgab5TPzGF70/2WVQCbQhNEEZMIw8RuAySShJANN6hj9OcxlJrikbwdoWn3JKoQEnYTnGDa06X4KNo/YnugsXAAyv4+2RRtjYGD+jHwm7Ym2a2CNNsZMe87T9miDTbkVIW9YSNKn/eFSwXPWB5g4SceWcua3tX273tyj9QPNfa5U93uAWSpJF/E9DdYoP+hUe1Vau87pqblOEzNmlMezQQOkowFkUtFxWmbFi23btoUNjo6IkTyjLFNQ8ef978qSAL47mP4oc9gYOkBfrrnLEAVjygdwiPxQGCgvaxMoccxVmMm4Bx8rlNKTTz4Z+kahtGCOGLhxL4oMZUR7Y5WhyZMnh2AUpYbvHyY30qBcuAeTLT5ZgFHaK5MAADm8yxQi12DW7B4ULVEieBf5RZFxBMzGzXLkA2XIZoqKY6Zizi2h6r6CfPFZp73gi8kEIMzmsJmEN8KsjukcEzomTysPpALAZ6cMS93GKFfqCf6WTBAB9OBnSigiIolUErhElvX1UcxnpgawkEi2MTGyZsINcT1pM6+//npYJlZDuU7Zvf3222Goqu9973shyOQ8g26etTaEf6S1QyZFMhhnTfZckVZoi7Rd890lTe6dNGlSOK8hLm/uZZIP5vXZs2eHaVsem3O0ekW7Zi91Hcs3rx5g5iuphN8Hizl7ZqDpX61RvveQtGVrWsOHZffFtM9BmdCIAJlUVEAmHSiNjMbATieK0kxqJbZv8cfGJQCrBtgAKAFiDFw0/lT1X0UhsBu44oiSBlAYeERmADcc6k3Z0MkDHlFGKHE26/h53jbOGRNpoI5zBva4j3fS/gCugFpjIclXfIOhQTmZ3xf3YtZFocHKsMFUE4qGI6CHnbIH0MK68V7aNYycxYDkHDvKEKBKPWEDpJpsyKPt9Bv8bgsb8sNXkX4SMEm9YDIQg3F2gKaZzikDZEecTdyOGMhlY9OKJTfqA/URs/iuXbtCRpyJmwRQZxIn+au0AcTlOqffvpnWxAmB5j+VfRY5dXTPnj36r//6r9C/lBWJAP22cZ0y++///u8Q1L300kuhLGiP6Lp/+Zd/CSdB0i4BoiYjfB8pd5bP/Ou//uuwPLnHNuTN4JEJN9SL27du69btW2H/Qb34q7/6K333u98N2xTthX6XCToAf9YsHz16dNjuLL18juSN/oR80K7j/Ug+z5fyHg8wSyntZrzL4n5BMNCPN7UOazSjPNDTC4NwRjksJr6Yc+c0zmKSJSo+SgUFhILDXE4nxfrVNAh2ls+DAbGG14xP8bcmRAKULR2TB5gRw4RyAWgBsmD86KwBawym2AjlAltI/TcAxjUAhIEr7kdxo2gAIoBEZEx7MkWEUmcAxz1xUM99phx4jln+ABUDddxLnjC3WbsbMWJE2A4x95EezCd54n2WJ9KFeeMZ0uIevpXdNr6bNs5gknTIK/uMGTNCEx6gCKXMPUw0IG3ySh3CtYb0+c15nre0+Zudd7Pzu1o2vgf/TGM0YQmxCAAyWYISkA97BmiAFQN4IE983UsB7ChTwBEMGWwa5c6AAp9LBkUALr6hkjb03+XL0v/80emVZdKTM5TTD5PvpW+jbcTbmX0vbSHzOvcxaKMMGRBQTsuWLQvbNG0SZvOtt97Sr371q7CdMZub+m8b70RfwnK+/PLL4WCDQSeuCey8E5P4zJkzw36D9zHwY5DIe7Pl09LOdaRN0SfQ39DWk1ymHmDmKsUynUcH3Lkj1V0hKG5kHnjsMalPb6lbN4KwZjcRkF3zxZyxwWnNNmnPgfxYTJ6l0tIB0SGaMqWzogOl46LRsrZzXHGWSUT+tS2UAMAIMAITR8fYks6tha9O1GMAJ8AjAAGzNR0+DCRMPYMoQB2dNmwVQMs6cgAV1+KdOuwGe2Mbz5NuYxvtj7Jhb2wD3LA3tpEfTKGUMcDPypr2bcwk34IfIWnRtmnjAGkLx0P6yAlwCVjiHvJInQFEAaoNHKMsAeK8i3TZ+V7YXr6H50gLIMrG37YjZ35X0kae6QcBIwB+wOWhQ4dCsA5IwV+Tc8gOEAFwxxxaLCaTMqF8YPBgLskL56jPTCah37ZyqCQ5W14hW27clu7eazzYutUjO9rzdrQ6l3md8kRelBWM409+8pNwkEC5MTCk3fziF78IwxIxAZZytI20aG8//elPQxcErlEWuL4cO3osHKChRyForO3xPrbMfFiaTR153gBmvL029Vw5rnuAWQ6p53gn0QlOnnLatDmt3XukM+ec6tNSty7S42MDzZkdaPq0VBh+KFufbHExn14YxcVsDotpWaIjojEwemOHxcSUZgqIkTANCqXpt8qSAOVpDBgAoKUdXCV9NYoDcMMRhcE3A4QARKzgQr2mk0YumDNNEXMfywqyV9rGdwKC2XNtgENYF0AI8gD8saMEqSd8P+mYXxqDEgAoDBDmYp63DcWMPAHpyJodlgcmCLBJX4FJ3warnAOos8P6IX9TuuSBsuL9mbu9LylH8gfQZKf+wIIBJjC5wopznokf+EKyFQNkIiveBdPGe3DpoNzow2EuOTZWD5Iiy6byUewhCPUPP9vvfOc74cDS9BsWim9+85uh7yYm9n379jXwm6St4H5gE6f4DvpWGMsxY8fozNkzoXXEBldNfWc+18kroJc80l9Z28nn2VLf41FCqSWe433370tHjjq9+fu0Vq5xqq2TOraPgsveviet2+60dafT978jLXmWqP7ZmUwGV+aLCYtJXEx8MYcNrQmfyfH6BqfpkGA3UDYoEhQxnScdGAoZUzomMhqX3ypHAnRIAArMNnRMKKJq3VC8ACcAEWwlv6mzxiIxSMJ0hTLgN2AAwFPNMslW1igndmNX4vdwHj8ydgOOKErOU5c4sgHCYUwBmsgbUMV1gCQgjI3zDFQpCwP7XGfiCSCWfgamFfYNMEsfZGwxZRYvG8oyE4TyDntX+MIS/4fCh7WiPgEykRNtjG/Cj4/JJ+SZvtPqYHOyaOFr48QCZULahJfDHAuTTJ8MYwlzCdMcHwg0531Ju7cpF7HW5pd2T99IXY+3Beo49ZvJrjDT7OhA6jcbz9lE2HgeKAcbOFFfC7mRJ+oZ+eRo7bCQ7yhUWh5g5ilJ84mMN/A8H33kNtLITOfCRad3V6T1+3ec7tyXnpsnzZkZhLPmjh2XPt7gtHmvdP9BWvguL1qQ3dk5F4uZa3WfRzL31Qk6JkZ0NBR+MyrH5ENHhgLBdMConWvl7Nhz5d+ff1QCdEQowmrfULzUURQurAN+hjBqgCA6ZJQDdZsdmSS5g05KWZmcTLHG84Vs2QFQyB6Fyo4CNMCOORkGD/80ACQ7A504AIIhBWDiukA6PM912CBm5ALY2HBrAMzSNwE8Aarcx9HKkrzEt1L1UQBpywN5xFyKDDCdr1q1KvwmrEAGPuJ5zPzNJ0A83L3L7pRK4QcrMa4PgnqdO3c2nMzFhC7iXSIfZEwAddw7kE+lb+jJrl2lOdOI98wqZIX/IhuswFZmkxl13gLS46vN4CHeDuK/s+Wu0HWP9Kj3vJf+3NpYtneX+5wHmHmUAI38ylV8NPK4uZFbaCyEWejdK1qRwEAmpvHPDjitXO10/bb0/ALpJ3+X0qSJMAvSxUtOY0an9a+/cvr0c2nl+2k9Pi7Q8GE40z/6QmMxLS5mU6v7PJpCdIbGZrNOYRRwWoeBoEOj80Rhwz7QsRW6EeXKkz/fOgmguM1cgwKvxnLDp5IZtJhkATKAH8zfdMam/JtSCq2Tctt8mrqEssum8ABUgESUOeATZo96CCikHrLR38AiAUbpXyg7ABrPGGDkWWOSqMv0SzwHi8QkKcqYfMTBHdcN7GbWeQMXhSoxvhM/PVwCAMzsMF4MePgeBjsMzPlu8pVrg/Si3/90r9OhQ04XLkbLJfbrJ017QurY4Uvt2PGRduzYHr4LBh6/WEy1zBqvpvrdt08Q6sO+fZsOtJ5Lnpynvlg9ynZfZt2I32P9RhL6S/KCzqUOcbS8xfOblN8eYOZREqzEtGWr05qPYEbyeCDHLYw+ZzwR6JVXUurXFx+j6EbA6+7dTkfPSIP7Si+/mNLkSQ8ZykEDAz33bEpHj6X1yzeddn4qff6F08ABEcOZ+TpYzPjqPmFczPXRGuW5VvfJTMP+pqOiw6LjojJjjoFhgNGk06Qjx88Hs082xWLp+GMyJIDiw18OJo/BA51UpW8oDjY6f3YUOSCTb8RcCPhg9q9n28tf0pQPfUo2AERdxMyMew7gE2AGQIOtYbfypSzpd9i5TlnT/9hkJu6jjjM5ibphzzOhibQNhMKg8gwK2naepR/j2JINcypsF/m39HkH32J7U+wlzCW++H/8X2l98JHT0dPSjTtSCjavkzR+ZFp9ep7W3Vv7lE5f+9pFAYBpTFtL8p7UZ3AlfnJGFiYlR4atP4hfBljiI8wAJdvGdfpGG3zH7+EcDDHpUvey1d34/cX+TV0lH9Rl6lu589PY93qA2Zh0vroGYGMC5Jad0sHTrNUmdWwX+Ufm0w+h/+4+kPp1l0aPfDTk0KVL0v6DTg/S0ujh0uRJkSkknjVGcdOeCNRrhdOFOoWj2rmzI0Y0fp/9triYxmIyo3zzV3ExvwqXZ7c2eaRC479mJkYYTEyP+BqhzOnoCSyNL5uxEU0m6m8oiwToZHfv3h2WJ2VayaALpYASB2AACmC+YIUAEihbAAu/OddSwFCWQmrDLzWgRz8CO5m5Uc4wobg3xNlBypoBhZWzsVH0TfgpAvJQysxst/sADYTzAUAAQgF+XGNAbSCQOmagg7Qz98z8kX/qWy520gBOY4Pxa9ekN3+X1q9/73SqLgKW7VPSvfQDXb0jnd6dUicN16h+k/TMwr5atmxO6EZA/ef91baZqwCfhi7OpXNNpvRxgHnKjvLiiJ4y/8lM+XAP4BH3DEzg1BNLi/IiqD7huqhTTIyjrlmdyEyrFH+TN1wg/vZv/zac7Z6rrpUiL029wwPMpiQULvsmTZ8WaNHcQCfeduFI8pnZ0oRxUdigxpIAXJ445bRxh/T4KGnxokA9ezxkLxlQXbrkdOKU1L5GGj6U6xEIjaeLNWXgAGlgP+nzL6XjXzrduu3UvfvDtOL3Z/piskb5J+ud5s1hGavsa5THn8/8TSOkA8Mfis6Xnc4Zkw9+R3TkOLDTOXuFnim95PxNOaKYKS+UrnXCyclhfjmh4+cbmDjCzE5mI9sgB4aK3W/VKQEUPTsWlVwbrDVsHsACMztHnjFwyXO0A/w5CYoOwKBtcJ0JMoBbwBp9G4Np2grnjA2lLwRoGKCjPtKW7G/SYo9vNhhiUEfeyY/dH79v+460/vhuBC47tZN6PiYx0fPevdtMl9I91023NEhnrzynyVPuaNaskerZs3qXfcU1bev2tIYMDjRmdOReFpcXv5G1TTyFvcbCRllSZvQTLCCCixflmW2j/CFM8JNlUIrLARt1489//nNotcN9g4mBlDvWu3Jt1DXYVoAmR/6mLiVx8wAzj1Khn8AcvWxpoO27nU6ej4Dg9/+ioak7W1JXrzm9uzKtU2ednn820LixkV+l3Yt/5+U66dJVqUM7qX8/qV07Rl12x8MjwLBfb2n/Uen8xWj5LO7L6Me+fgBfzDmzAllcTPPFZHWf5rKYligdI2YsG+0zw5zJPwSbJVzG/Pnzw1EVDTuzg7U0/LF8EqAjwqSCsivnKLw1EkDZE2eQEFoofzZ8LJPaybbmW/2zLZMA/Q97fAMAslm/BADFXxIAYpYYlLWZ47kXQALwoI/jOdoOA2jzPwds8AxRNmDN+Nt27gNMGojk/TBk3Iu1B19MY93tHgiHDz92OoXPZUoa2NPp1t1AN+9KD+rbqUZOHVPXdMe104364bpzlzii1RwNIvJF/dd/T+u5xYGGDK4JJznFy9XKlCVVYRhZ6viNN94IGUmAIpP9WDkHQEZ5ZNsoG8r6zTffDI+ASc5BorzzzjvhgIAQRrgVGbtp782Wnp2zumZ/25Hzmdcy/47fa785MjBauXJlGNUFJv+f/umfwjoXvycpvz3AzLMkcFXDdL306UD/8Tunzdudnl7sNHhQdj9IksWs/sVhp917nIYNlp56Cufchi/knuvX6UQikztmAHwyOR/HmIyFb91y4aQfYmNeuyHhGwpDmssqksliWlzM2bNaxmJazmmkrFZBRwxTxMjQGjEjO8yT5usUb4z2vD+WTwIoSIAYI3YUoynd8uWo+W9G2eOmgekK1gJWgY4WxsIUdfNT9U9UuwQyFTj1hZ2N9sCAix1gaH5t9HH4mGM2BYTaZB3uZ6P9MFhjUhnAkf4OgAm4hQljxjggh3rJszzHkoLErcTaQz9JX8o9vPf27RodOR5FEunW6b5SQaDLN2p0ux7SobNqghr1bM8M/EB36wN9cVihJatHj4ZsaZi5KvmPhUcOHJbGj410arbPQr7IEbMxcgQYUh4QIlzDreKFF17Q7373u6x+qtwDeGTQ8e6774ZhpSgr3CgoR8Dlq6+++nV9oS5RZvQ/1BGej29cZ/AwoP+AMA9W9+z8wAEDvz7POXQq7yZN05mkiW8xdS/+DvptJtvC1FLPqH9J3TzAbEbJ4Af5zNOBtuxw2ndYWrXaafzjTkOHZJ/NzWo8m7c61V6Q/uLbqXDWd2Z88tA/8y7hh6Rb9dLaDU615wnR0TBjsJSkd/CwdK/+YegK5xrvWDJnlIer+2xLa8TwaI3yXOxnw7c/+hcdMA7GTP6hk0bhE+QXVgnaHtMCip8GCKCxBvZoSv5MKSVA50s4DjZ+V0q5GBC2/NLx4pIB02CmsVLK0b+ruiSAMqc9sMc3AArMGMAT5pwdkzt9nrUfnqUOcg0QCcNEOCaYUYANQIMNHz8iG+AzTF/JzjnM+dRjBkkdOpBOoLQC1T+4pYtXpPvpLnIuUtVB0EE9utbo9tWU7rsI4MbzW42/0VHgtwwM98inArZYrhG9hJ85Vg7KiNiWhG8CqHGNsst0oaEMAZisyINVBJ9Lyhz9hlsYy31Sxgb+AIQEYOc8ei7TesJ7We8cRpXnGXSwcXzttddCdx5bNY93Uwd+/OMfh4ARkEk/x72AYuKZkoaxr5xnbXQYcFyDMr/lEcGU8YQHmM0QPqCP8EDLlwY6fMJpwzanp3Y69enNMm8NE2JQ8fnnTlu3O40bHWj2LGJXNbyHv7DaPKiX0k66flfask/acwjn5EfvhblkNiGTgbg/x4S4Bg/CYjKjnDXK9xx0gsXEF3PubBcyspmAt8HDTfxBw2B0RyOj0W7atCnsQOk4MZfTkQICaLg0fgMHTSTrLxdRAihMZlazofiSXiYAS0xXdPZ0rHTcdPQLFy4MO1xfr4pYWXzSoQRoIwAIdtoPACC+cR4AANMJuASAmq8f99JPslF/+Q0DxZF7sfzQVwJI0+l6jR/fSV0f66CaoJOu3U2pRrcUBB1D5tIpUI9OUk07DOVSu0ChX2LHhpg4nrWq+Y0+zKYTMz8QsEUcUPyxkStlgzsX/QR9ybe+9a2wz+N85gZpAlikb8GVAQaTgSxhzjLvpx9avnx5WJYAP2O8LU2us8KP9VP2POeXLl0aPsdvzlO/cPH5wQ9+ENYL6gkb1wG4WAR5h6XBb9IlFrUx5vbepB09wGxmiTA7e/68lDZsqtemPdL7q9IhUMP5GDDHBmgkcPrGTU43bkrf+3YQ+nDmGoERfgI82bWDNGdyNHkoG/DDn3PrLumLM1Fjy5Ve5ifZjPLpG6I1ysPVfb5iMVvqixl/B+CShknjpkNl9EgDhdWk4wSAYgqisdoIMP68/106CdBpYZqrhA1FzIxQws1gnoQNIO90sOx+8xJIggQACFYnG2OTYKlsog+gBbMnA3QGTLaa1IkTByR3Tyk3VQ9cDzml1aWDE//q04G6dJQuXI1IhmG9pSlTIC6yT/RMgmwKkQdI5cH9FU5+NR3bVLroJPb4ZuUUP5ftN3qKvbGNtACtuTauAxQNLNp9uZ4DoAKE41tjaWSmG38uSb89wGxmaVDBR46IWMzPDjtt+1TauCmtAf0jkzPJsfLCvv1OO/c4TZ0U6Impuf00SY/BFMfOHRU6Mr/2akpdMthOKtux42ndupXW8VqpQ3tGOPl1LKQ9ZnRKrFGeyWK2ZEZ5NpFR4Qm6TqOm08THiHiZe/bsCUEmJnOYMzpTG7VlS8efK74EzPcSFsXYleK/tXlvgLHE15JJZEyyoN5gQjRTefNS83d7CZRfApjQqdfUYwbk9JMATfpMrhENYcuWDbp764Z6d0qp/vZM3Ut30YN0oBpYCElXbkq3HkidaqRXlwYirnE1j7VgLXFN+/HfpDRieO6wfK0t3aT2g639rnI/7wFmC0qAgdHcOSnN31avlWulD9Y4TZ/mNGVyxGKePee0foMLQeOzTwdhA8lF7wP+AHmdO7jQDxOfzB7dA2UbQNWeD0JzOn0NABQmPVe6mZ9lvpjT1zut3ibFfTELwWLyPvPLZCTGiJyZe/gcEcoIcwUgE18YM5n7Rp1ZSsX/G7MPwA1GEKdyGJeklQMAGP8pGHAmROAzigkSf6NMU1TxJebf4CVQGAkwsMYUir8lfSR/AziZrEZfyaC8tvacunbtpFeeP69zF+5rx/7HdOF6oPv10aTPO/URe9mnp8L5ALhn5WvJKsxXlD4VIo698hKD4ab9MJubO4gb+kAsIwxiff/SXAk2fr8HmI3LJ+tVKjoTe55fmtKufWnt+1xatz4twv9A5+/a7fTZIafF8wNNnJA9bpclDHtJ3MvuXaRzlzGts/4sHjYNnTAxu9+44XThUjTbvHdPhT6d+XYuANnRo1J6ZpHT7oNO569Ja9dFvpiFYjH5JsAKvn2wlRwZoWMytyUmzS8TcyfXza/E5OGPxZUAAJPYkQA4/JRslmVx39q81MkjSpcBCa4VgMtc6wQ3L2V/t5dA+SQQN70yiGJCEMG/8V3HDYS/cTGaMWO65syZovp0F23emgqtYfT7oV//cYXB14k6QvxkzjWHaCjf17f+zV9FmWp9QrEUcNmif/nZz34WDmAzzeqxW/3PFkjAA8wWCI1HmLBD8PXF8wK9ucJp1cdOM6bjFByEvpfdukoLF8BENm7GBvj17i0N6CudOC+dOuN0/UZ0Lg4e6Uhqz0tnzkfxMgcPDPRY5/wZTPIMiznzyUDTJ0QsZqF9MeOixGSOKYhOFVMQI3TYKGaZs7IGgBMQysoa3MtI0m+lkQCzW5E/Cg0wl4TNTN/UAwYpzPY0ZoFBivfdTUIp+Ty0VgLUc3P/wH3I+kXaWiOd5wAAIABJREFUIewm/uqENoKtZ/A9ZjT9PsscRmDyg9VO//47p8u3pbdXOD05w2lcl4f+/63NXxKfJ0wRSyOjJ1k2Odv8hJbmm76GQSz+sfQxnvBoqSSzP+cBZna55HW2f79AS54LtG2X0xdfSu+scBo00On4SaeXng9CxjDLZLUGaYOrevcO9PiYQFv3Ox07IR09SjoP/TYZuV2uc9q/3+niValvD2n0aEauzQNlgFlmlC9aEGjXgYczylu6uk+DD8nyB+YGOkqCrzMyJ14mI3Z8MwllBMjBZI7vJmDCmyeyCLHApwzAodBgUZKwoXQx2ZMnHOepByyFxuaBZRJKyOehEBKgvTG7nCgbAEsG27D0DLAxm9NPMhOdQbm5rWAeZrU2s2j17Om0bVe9Nu6X1u2Stm5La9DAGnFftY7RL15y+td/q9dTcwO99kqNMubutLpo6G+87mm1GLMm4AFmVrHkdxLTBH6XrNDzb791enu105AB0oSx0vynUnk3hN69WGdcWvGhdLJW+mit08iRLgxBASgkoPqne50+2RStVz5upDRpYqpFzt2ZM8r3Hoo6qdas7tOYtAA0dJiwlYBM/FwwmZ85cyb0OWK2OfHAcHrHDMpsTM9mNibR1l1DtozSUWAAOmMOW5dqy5/m/cwUh81hhi2uEwxKPLBsuUz9k8mTAHWboN2ASpYxBGSy8g9+0PR9DLSx+AA2G9vGjgn04rJAB4851V6X3l7pZAtnoCuqbYtcw6R125jsE7kJVNs3VvP3eIDZytLFyZr1xTdtc9q4V+rRVVq8MKVhQ/M3WxBD84mpKc2fWa+V66SVHzl17pTWvLk4IEvHjksr3k9r3xFpAM7diwKNGJ5/+vFPpBOKzyhnjfKP1znNmd261X3i78j220zmmDsBkji0E9CW1QgwmTPxBF8YOln8YPyIMpsUW38OgIl8AfvlBvMGLpkpzvJu1AvYbL95CVSLBBjEERcTQEkdB2AyqKbtYZoFWBLIHaCZT5+HRWz5spRWfVivuk+lTZ9GBMHgQdXNYjbPVlcttafyv8MDzFaWIQ1+3NhAzy8JdP6S07wnpVkziZGVf8L4WmK6/tY3UrpUl9auA9Jv/uy0YasL/Sxx8D51XurZVXplaaAlz0bsaEtNIjajfNr6h3ExN2+NJilxraXpNvXFsFKspkCnyhGmCuYKcInJiBE+E0+mTp0aMp3lBkBNfU8lXgdgsgKEzfTPR6kV6zuJLAC4ZLAB6KXciT5g5sFivden6yVQCgnga0mfRvgh6jiDaYKr0/dR121AzUS75lhtCJOHC9ZnR53OXZP+9I7TzCedJowvrH9iKWTk31HdEvAAswDli9l50YKUHtxPhybzAf2bHzoCFnPenFQY2mj1Gqc9+50uXI5W+enSWZr7hDR/Lj6fqRCMtsbRGRaTGeUWFxMWk9V95syKVvdpym+0tSIjwDDLX8FmYjLHZMTMZpbngs3EfA7QZG1Z75vZWmk/+jwyhzFBqZULzMHsMFMc5Qu4ZLUK6oRfmefR8vJnKksCxloyqRHWkkE0QBPXFBh6JvIYa9mSSSX0/c8vS2nN2np9uF3atE/auDmtIYNrRMi5YhEE5SoF9BVRVjo3IyxfufLq39tQAh5gNpRHi/6KzM6BevVKqVvXlge+hT0EqI4d43TsmNOlyywH6cKVGgYPUmgWZ0JQfHZ5izL81Yzy2TMDWVxMZpTjMM4a5aXopGDOADowaYAdQObevXtD89HmzZt19uzZ0G8Tp3dMp5jYywWGWirjpD4HsCy37yV5YFUhJjcQSYBJPR5cJrXG+HzlIwHaFL6WmMAJOwQ7z6AZEzmDafoyZohT51sbHmz4sEAvLw/06SEXhi16a4UTkzW7dasuFhOwzMqc33kt0KRJDye+5lMe/p7yS8ADzAKVASbxIZ1b7ynCqgyYQPCxtAgyNLJCgMr4pxqLuXihezijfMNDX8xis5jkBZABwGRiBx0wJvNdu3aFgdnpmImZefLkyRBo4pvJPYz4ec5vLZcAM7aZWIOSgyEuFXBHAcPuUH68E1M9AY7ja/K2/Kv8k14C5ZMA5nDCf2EGpw8DYAI0GUjDWgIsbSJjS1jLzC9DHzz7TEorPqjXxW3S9oPSug1pDR1SEwKyauoie/UM9IPvp9SpY8vJm0z5+b9LI4Gan//85z8vzasavoVRHUvAASCYZcxMYgJvl0rZNcxN8v4yUElHUqzOgqDwpH30iNPRM9KtG9KQgdLjY6MZ6sV6b6a08c3ETAqjiQ8evpf4KmEuh8m0lWfomGEy6bR9PcmUYv5/s7ISjDEbMUpL5YcJsKUsYXkoY4AlO+XvBw35l5+/MzkSYMDEbHBCr2F5+eSTT0K3D8AmbQu99swzz4T+lvRthWxrWMvu3XXasVO6eFO6WSc9OV0ifB4EQrVs6MDHOkcLlhSaaKkWGSX1OzzATGrJlCBfNNZOHVkhiLXTpQvXpHZpQiBFy1uWspMCYAA66JQxiTPLmY1g4PgvATSJGUcsOe5j98CkZZUEf1dCRQHqhw0bVpLgwgwYYHXwSaOsKWfPRres/PxTyZAAAyX6JGaGAyyp2/RT9E2YwRcuXBjuWF/wOy/0IAoCoF+/QHv3OH15Vqq9LI0YII1/nEmmjS/wkQwJ5pcLwvVevoz1gxBrxSNc8suNv6s5EvAm8uZIqwrvtbiY0zZEM8rDNcq3pjVyRE248k+pWEwTLaADgAmrzWou+GXSgbO0Ib9hwGC9MTfhtwdIghUodOdt+anGI+wve6lkBsNDSCoC7aOUPWtZjbWq7XyTBUzHEsAEHuuXkAD+xMwQp39ikiLAspjWloEDAr38QqBdnzmdrJPeed9pwXwXBmfHQlUNG4uM/Nd/pzV5cqCF81PhKnrV8F1t4Rs8wGwLpdzIN0a+mIEWLwj06cGvVvfZ4DRvbjSjvDWz1Rt5bZOX6JgZ+WNWotOGcWMVINhM/AdPnz6tyZMna9KkSSEQxZ8QRtNvTUsAEF8qWaGMmU3LessAzXwDSjf9Ff4OL4HSSgBz+L1798JBLu5d9EnEt8TdiwExrCUmceJb4i9eSHN4ri+FAMAXc+UH9bqwSdpzVPrwI6cRI5z69a18FjNcxe6y9Pu3nVgycvbMaJnmXPLw55MlAQ8wk1UeZcmNsZjTNzqt2iqxus+Wr2aUFzMuZlMfCwjClMpEICYAATRhDPB3ghHDHAWLANCkU2c2up9t3pRUFSo+W5Kx6btbdwegEiWMiZzVnJhJy8SiUrGnrcu9f9pLQGHEBYAl5nD6HUJrccRHnMEak3hgLKnbrCeOibyUG2HxvvFqSnsOpHX8kvT2B06LFzn17BH5LZYyL8V4F5Ndb9yW7t6jLIrxBp9msSTgAWaxJFtB6UL82eo+uw84ERdz7TqnubPLy2KaCOmw6bjxywRkYpI6cOBAGC8TFgGTOSCGDt5mm2OGLaZpyvJWiUdYYeLwEfAZBVnMjUECZQb4HzlypJ/IV0xh+7QLKgGiHjA7HIsJfssAS6wotbW1IeikTmNBYeBEv4O7TqksA/EPxZf+6UWB5rwv1X4iHTgprf3EacyY6mAx+VYfNyRe4pXz2wPMyimrouYUpnLmk4GmTXBavU0iLiYspq1RXmpfzMyPBSxihgJE4qMJWAFowiTALODfR+BumEzu4TpMGQDKs2UNpQmwRJaY8IphxouHIwLoUyZs3le2YTn4v5IrAYAlUQ9sMQDAJW45MJlEOxkzZkzIWlK3iX5R7IFaU5Lq0yfQKy+ltH1vWkcvVBeLie5p305qV+Mn+DRVD5J23QPMpJVImfIT+WKmRFzM3Qedzl8jrlq0uk/XrtHsvTJlrcFrASl06AAkZkDjSE/nD4PJRCBiZ2JCN/9M4iyaf6YHmpEoiwUsraCY+Y/5ELmjjMutfC1f/ugl0JQE8BnGrQMwiZWEvgUfYsCm+YUziYfYvTDzSVkcABC2cH6g+TOlc6ulA6ekNR9GLCZhi8pNEDQl91zXyXfXrtL8WdKYMQpnkee6159PngR8mKLklUnZcsSsQ8wtx444HTkt3bopDRnAWuspdUrYMl2AJEAmbCaAE/MUTvisb81EIJabBGzi+wf7CcjBfOXN5grNfkxMgGlEJoUE3ihnwhERZxNZ+3BEZWvO/sXNkADAEnaSvgM/73Xr1oXrh+N+Q/tgUYA5c+aEYYeYyINPOOx8IdtOM7Kb9dbHHoviX27b7nTxulR3UZo1PdCggZUdF7NDh2jhEdZaZ76Aj4WZtfgTedIzmIkslvJkKpPFDNco3+A0e1ZaU7oC0sqTr1xvpXNnAhCzN+nwCVsEuMFPiglAFt4IMzr3sNY1YNSCtedKt9rPs8IIPmWAP0x9hZqUgFnR1l8GaOKfBshMkhKu9rL139c8CQAsbXlHrCCwlqwiRhthI1Saud1gLYGRZ3Cb1G3enJQWzErr9PvSF2el1R86jR3rxESgSmUxITeemOq9MJNa5xrLV3JbSmO59teKJgHWIX90jXKnkSNUkjXKW/JhgBgmAMFiYhIHNOGfactNsiYws835G2WBQ74BzXI45bfkGwv5DD6rsDQoTNwMCsHEwIYSo3Tr1q0hi8zSeJQDYN5vXgJJk4ABS9oCyzsSdohBF8CSa4QZYnY4k+EYmDIxrhJcPei/X305pc070zp0Rnp71cMZ5ZXaFJlFfusWPtwSE/QrFSgnrQ2UIj8eYJZCyhX0DswPo0dFvph7YnEx58xOJosZF635Z8Iy4B8FkISRgJlAkWzfvj0EmgAf2DWOKA5AUFsCmoBBWBt2fhdiIy0UNCZGQDx+aj4cUSEk69MopAQsliXuMww6sXZg4aDeco2+A3M4PtxYPWAwYfgriYWfMyulxXOdTr3rdKRW+mCV0/jHnQYPqkwW8+pVaeX79RozOtC0JyJ3rULWCZ9W8STgAWbxZFuxKTOjHBZz2vqHM8o3b002ixkXNgoBZg7wCEsH8IGhMKDJBBRMuQBMwJABTZ5rC0CTbyyGLyqAEv80mB/M78V4R7yc/W8vgXwlAHhkEETbjzOWAEvOAyxxsWHyDgNTLCHFXoUn37w39z7679deCbRhm9Nnp6SVHzstW+LUp3cQ+tI3N71y3s/499Jlp1//j9MLS1gGUxX3DeWUX7nf7QFmuUsgge/HF3PUyECLFgThjPLaq9KGTU5PzXVK0ozyxkQH44CCIFwR8epQHgBNGE2YC2LZwWKgbFAoAE3ujTOalcRaNCaLzGt8V6FApjGgmA9hfPi7rfu4Zsrb/10+CZgpHGBJdAnaP4wl7hwASwZFmMAJbUb9rWRgGZfyjOkpLZ7ndOItpxMXpfc+cBo/PmIxK22SzL170tkLUt0VCXO53ypHAh5gVk5ZlTSnzNab9WSg6Rsesphbv1rdBz+fSvGDAUwRLgeWkolAMJr4YqJoUDgwGOaHBcAEbHIPoBSAitm92oAmE6MwA/KNrfk+lDfhW5APskLOfvMSSIIEmHDGrHB8Kmnnhw4dCgeWAEvO46/NoBJQCePOQg60i2ph3bt1i1jM9Vud9p2IWMznno1YzM6dk1BC+ecBXWN7/k/5O5MgAQ8wk1AKCcxDtLpPoMULA+GLGa7usz65M8qbEiEgCAUCgCS0EUeAJmwGCghGE7DJOcAXSsdAKcAJIFYtygeWljXBcQlgb8kGUwkwZ6Y+4BLTImGjqkVGLZGJf6a8EqBOAiwJTUZ7tol9HG3yjvUB1FeYS3y1OVeNrjHTp6X07AKnL2udTl6GxUxr8qRAQ4dUXqgfWNdKY17L2xqS8XYPMJNRDonMxdcs5sRojXJW99m6rXJ8MbMJFQAEewGAxIGfI2ZyA5p1dXWhnxZKCT9OA5qAUp7DFFzpIIrg0Oyt2QimDrhk4pQp69ak55/1EmipBAxYwqYTngxfawaKDBxpzzDt+FjSnhlY0qaNsaxGYGlyxKDw6suBPt7otPdLadU6aelzTn37YHGwu5J/pKuaMFoaODCaSZ78HPscmgQ8wDRJ+OMjEohYzJSeXuhCFhNfzHUbnSphRvkjH5NxIg408buCzTDFxAQg2DlCHfGbCUKwmSgn7sVvC+aPNCrRfM6EB5ge8t4SEzkmRgA5oY6QBbIBfFc68M6oIv7PhEsA4Eg9vn79eriwAgNFgCXB0Vk/nPpNuCHAJKZw/LAZVFYrY5mtuKZOSWnJIqfj55xOX5HeWZHWlMlR4PJKYAQxjQOIf/KjlAYNCtTKcXE2EflzRZSAB5hFFG41JM2MxFkzI1/MD7ZEa5RXOosZLxdAEQoHkITyAWgCKlFUAE7M5uavCdBESVn8SJQXTGClmc9hH2F3yDuAmUk5zQHKyGT37t3hhJ7p06eHk6OIpek3L4FiSwC2EmDJIIeJOywPC7CkrbJ6F2ATKwP+xfhUG7DE/xpXjrY2CIKpZEb5us1OO49IazZJL+xxYvnISnGZZqnIpxenwqpVKb7/xW4HlZK+B5iVUlJlymc0ozylxQucdn3mVE0sZlykACwUEEoJZQRbCQiDqUN5MTkARQY7AtDEdwuwaffD4AGyKkGBwe7APhKcHpDc3GDot27dChncadOmhQocuTUHoMbl7n97CeQjAWPdqXv4V9I2cWPhyICHpU+xKmAGZwCIGRxfahZUYCDVluvn5EkpLV3sdPiU0/kb0or30po+LdCIzpXhi0moImaSo4vYPcjMp8Uk4x4PMJNRDonOBSzmTGaUV5EvZmMCB3ABIGFBUFYnTpwIwSUKDZYEsMkO+IT1NFYTNhDQhqLDtyupSg0GCJAJ84qJEVaoOXlFLgsXLgzN435iT2M1yV9rrQSon4QTunbtmk6fPh2CStohA70rV66EbKZFiaCtYoEAWDKRrRArVLU2/0l4nhV8XnoxpTWf1GvHEenDLdILuyqHxWQVnz2fptW/f2TaT9qSxUko46TmwQPMpJZMgvLFqJHVfRYtcNp9oHpZzEyRo6CY3IOywoTOBALM56bg8NPEfM451kBHsQE2YVH69esXMqKY65I2kQAwyQ4rZLudy5SB/Q0oZedbmDDB7jcvgWJIwNhKZoMTq5YBHm2MHfYSFw/qIYM5BnUASywJDAph5GlzfmsogQnjAz3/bKDDp50u3JDeejdiMUeOICZuw3uT9heB1n/5q7QWzQ80oH+NfPEmrYRy58cDzNyy8VdiErDVfYiLuWpr9flixj71kZ8oLEAmygtFxjJy+H5hOjelhxKE3QRwwmoCNplcwG/AGKxmOX01zXeNjwNMoqA5x8xb8gULlMsXE4UPuIb1hL1EDkkDzY8Umj9RURKgLsbZSuobLCXti7aFvyVMJuZu2hXtC2DJYA4zOC4qvk7mLnJYzJdfSumj9fXaclBau03asdNpQH/Ct+V+rtxXMI/fvClt3ysNGyLdv1/uHPn3N0cCHmA2R1pt+N62ymLGixz/ShQZO8wJ5jgz29kkA8KiwLqwahCgFFYFhYgiBJwxoagcJnRAIkr67t27oaIGJAIsbcYtypp8AT7jG4qf5whHhEmS+JkAZq/M41Lyv1siARv0ABwZ6BCrkvaEXyUDOHwrYSvZiFZg7ihYCWh/tK9sdbYleWkLzzw+LtDy5wId+tLp4s2IxZwxPdDoUclnMRv2Sm2htKrjGz3ArI5yLMlXhDPK25AvZmNCRbExGQglh8KD1TTGhSPKEuYFRYn5HJYFsAnQ5MhzTI6xiUGZwK6xd7fkGukzEQKGFWCJgmbGLUCY/AOes+UBxU+4poMHD4bPAJArYSJTS2TknymNBHC1gK2kPuJmQhuhzXDEBM5Ahuu0MVxUaDPUUQZq/I3fL3XYb82TAIEeXlie0uq19dq0X1q7Q9q8JR2anVn5J2Ns2bzES3B30vNXAhFU3Ct8K624IitfhmExx4yO4mKaL+YnG6LVfYi31hZ9Y1B0sIH4g2G2mzRpUmgqR2Ga2RwGEIAGywn7Z0oTxWkmdAt3BDOYDei1ttQBhbwbJnPfvn2hjyiKHLM3oVyyTYiAWQKAEpIIYElIIkC1Zy9bWxpt73kDlTDo1DncSWgj7LCWMP9coz1ZGzFTuLGVtBE/uGld3RkzOtArLwQ6eMyp9ob09kr6b6dxXZLLYjKW6NtT6trFr+bTutIv/dMeYJZe5hX9xswZ5XsPSdu2R6v79OoVjYLxm6mvlzjSObSFkSegEEaSHRBGmBRM5fiSYfJDkTLzHLAJu0mcTYApYBMFCtCE5QSookhtclAhwaYFRWf2++bNm0XIF0zjMELZQCPXmdBEHghJhP8pQNRvXgL5SABQySAF4MhgBpM37QGmElBJ+6COUb9wOwFQwu4zUKNNMFGOuukn7eQj7fzuofkuX5bSe6vrVfeptHGPtGVrWoMH1SiJLCa6o3cv6S+/G2jc2ED4kvqtciTgAWbllFUictqYL2a3bphZpevXpfMXXLh2LOve0im0BZBpBQQLA1CEiUFpTpgwIVSuKFbzLwNkwuKwE1cTsAkwBWgCOtkLDTZR5ChwCybPLF3ymCvUEN8By4qyZxY9E4EKCXhNXv5YHRLApxKGHFBJ3TJQSR038zcmcdwuAJ8MxsxtxMClDbK8b2Xx6sTwYYFefj7QvsNO569Lf37XadZMp/GPs7JX8d7b0pRZsvhb36gR4Lhjx5am4p8rhwQSWJ3KIQb/zuZIIJsv5qYtTr17uxBc7tiZ1qd7nUaNCvTdb6fUqVPbdNEGjKEomdwT99WEyUThxllNA5v4SAL6ULQAO3aAJ+fizGZLTYUodUziMKj37t1Vnz69Q/O3pWcggbxz75QpU8KqYb6izakn/t7qlwD1BX9J9jiopH5Tp/GphLUHVHKvtQfqN6CSncFUnz59wvpm9bD6JVe+LwRELlsasZgf75Y275M2bExryOAa0bcnjQyA1DB2NWl5K18pVsabPcCsjHJKVC7jvph7DkZxMVd84HSlLq0Tp5x27JVq66Tn5zu98LzUr2/yOq1SCxTFCQPIjkKFRUTxmtkQk6GZ0DminPHbhNkEoPIMStnCBOETiekQlrE5fpsAR1jS8eMn6MaN2+rSpa8ePOiku3cDtW/vdPv2zTCoNWAWk3pzV/kptVz9+0orARuAGKgEOOI/afUYEzi/qduYv9moQ9Q5Y+j5bYMuTOPUYb+VVgKwmK+9GGjvF05nr0l/XuE0b67TpK7JYzFZxef0GReGU+rdK7m+oqUtwcp4m2/ZlVFOicsla9yOGxdo1FCns/ul7QcUOo5fvyPdui+lAunKNYkoI+m0d86OFyAKFbM0OwyOKWnM5uajxhFzIkfAJswmyhimB+VsYNP81FDiBjgBkey5tpqazurZ63G1ax/os4ODdf1mjQYPSmvw4Pu6dPGwTp78QmPGjA4nLAE0/da2JYDZ2wClTdLBf5L6CkMJoKSuYhJnZrix37hXUE8BlDDx8cGRB5XlrVOQBEuWpPT2e/W6vEvacUhatyGtYUNZSCFZhACB1v/9V2k9OSPQsiWVs4Z6eUs4GW/3ADMZ5VARuWDSzoMHEWg8ddrpswNON25Gk3lu3JduP5DapaT2Kel+Wrp2A39Mp/r65I2KkyJw2EeYQnb80TBfGyMEsIwzm/EJQpivMZsDMONgEwAKS4opEiUOc8pugPPuXenQ506frBugj9Z30fnLHdShfUp9eqU1evhttW93Sv37Xtbo0WO+fiYpsvL5KI0EAJT4SLLfu3cvHABZ3QNQsgMwqacMjvC5pB5T75igQ32kLgMsqZ/4EsO4e1BZmvLL9y1DBgd69cVA+75wOnM18sV8am5aSYoIgs65elVa+aFTh/bS04ukLl3y/UJ/X7kl4AFmuUuggt6PqeLLE06bNqeFz+XOfdKJ89EHdG4ndaiROjHJ2CkM5Hv7tkIACoPpt6YlgJKGpWSH8cGMDiuEMkepYzo35c7azBbmBTDJMyhyWCKUOj6fgE1AaAQ4OygI2uvzL1L6zZvSu2s66OSl3rqbjgYINaekbQfaaWDXkfrL7w5X//7D1b69nzHedKlV/h0GKGEpAYuYtgklBCtJ3YOhNJaSegeLaf6UsPDUNeodJnBcOfibuki986AyufUjlZKWLklp1Yf1+mCLtOuwtG59w4ggScg9IPP+A+nBV5FJkpAnn4f8JOABZn5y8ndJunNH4eSd3/7Radfn0vV7UoeU1KVDZBJ/gCk8kB7rJNXdlm7fla5cYWapF19zJZDJbGJ6JDA6TJIpfQAnih8miR2T5ZEjR8LJQDBGKHlAZgQA+qhdu0Fa89EAvb2qi768HIjysq3eSTfud9Lpa2P1xRHp0mXWYU8lfp1iy78/5icB86GEnQRQwlACKBnIUIeoW+yAS+oagJLr3G8spQ1iYCoBlcZSwsLDrHOf3ypDAoMHBXrlxUA7P3M6VSe9/Z7T4kVpde+eSuSM8sqQqs+lScADTJOEPzYpAcJEDOgvDRogfXZUunlfqgFgdpTuYTq/K9Wnox0WE4BZdyWKidlk4v6GnBKITxBCqRvLBCgACAAsjd3kb4ConYNBguHs0aOLbt+ZrC27FupU3XA9SGdv+rfr22nnfoXuD+PGqk0Gz89ZEBV2ATDJbmAy0+QNgGSnzrBTn6g7zAYHfOJWQd0BQDLZjLrHzt/GjjOQyRakv8JEVbXZhf1jgM8Rt2xYy7h7Nn8/vTilWe/X6+Imac9Rae0nTiOGSxbXuNzCIY+QFh07NMx7ufPl39+0BLJrmaaf83e0QQkw3+PJGamww+rQPq0P1ktXbks370od2kntaxSyYrfvRUzmnfvS9WseYBayqqD0UejsmL+ZJAQgABjAQBnDaUwU52ChLly4rGNfXtGJ2nrdr288R+evOB0/fleXL7uQjYKRYo/7cjaegr9aagnEmUmApIFJM3cDHjF7s1MnAJT8Zq1vTN7cTxkzWQwASd0y9tsAJYy4RRbwLGWpS7h57wNQMon/2nXXrttTAAAgAElEQVSnK1ek+/cVxpEENHbvxsDh4cTLgQMCfePVlPYcSOv4JelPK5wWLkhrWrfyr84GGCZ00stLAz3xRJTv5knC311OCXiAWU7pV+C7cbCePSvqeNq1S2vlWqnulpR2EcBkkk/nDhLgEp+Z6zc4Okm5ZzVXoBgSk2VAH2ZJdtglmCfM6QAHgKWBCRjNmk0DdOJid924lQr9ZHN9xJ37d3Tg4GFt3HhBQ4cymaiHunWLzJ8wWnHAacCTtGwiUa50/fnWS8CAJH6T5jtpYJIyZ6BhQBJQaTvnmZBD3YAB51miDhAlAHbS3CkAlQYwAZP49lK3YMJ9+ba+/EqRAozlhYtOW7Y67drtdPKU0737EQM4emSgmTMDzZgeyEL+wBAuXhRo3irp3EfSvuPSx2vxxXTq04eIFKXIde53kM+//qtUuFSkD7SeW05JvOIBZhJLJeF5IkTRjOmRj0779mmt+EjhihA1jDY7S727S1duSDfuSFeuElvRhyoqVZECBGyiEBMuAB8Rw3lDj3WRjp/uqrovgnApz1x5CtJMINqtjz7ap549o/QAG0zo4IhZlHdwZAekADx5dxx8GuPpgUkuSWc/b6ZtA5EGJAGG+EwCEmEmAY2ASnZApbGU/M31OJikLCgjJt5QdhaBwNjJeNlSnpSl3ypTAhcvOf3uD2m9tcLpZG3kxoQrE5alDTuc1m12+otvBXrpxZT69A5Cs3nfPoFeeSmlzbvSOnZReus9WEynHj2Ij1teOeCaNWJ4mVFueUVQsW/3vUjFFl15M465fNoT0SSQ9u2c3lnjdPaqdPeBwtEy7CWm2KvXIlMNJhu/lV4CAD5ABfvcuU579qZ19LTT+RtSSCxnZKljjTS8z00NG0KQ7Ds6f/5WGIuT2wAdgBR2Y00BmIBOY7sMeHIdcyv3wpQZ02lHA58c2doKCAU8shl4jDOSDAY4nwtIAihhpY2NBEgCIhlAYOaGvSY9A5M2EAA8sgMqYSsNTHKkXlBOlIvfii8Bir9QfSHMYia7SKSPD1al9evfOp2+KM2bKi2YG6hXT+nMWWntxmiC5rVfO/Xq5bTk2SiuJOkseCrQ/JlS7YfSZyek1WucRo926te3vCxmfb107Vq0TCR6J/Obi19q/g0tlYAHmC2VnH8u9OOZMhkm06lTp7T+9L7TmcvS2booDiYTfq5el27eZCa5X4Gh3FVm0MBAzz0T6NiXTut3SVfvSA++Uniwz4DLcYOl11/ooamTZ+n+/SFfzy4G2BigwdQKWwYgAhgCTvAJBajAfhn4tGPmOf5m5372OAA14Em6/I7/bSA081hOuRpg5Bjf4wDSzht4BEACCuO7sZLGPPI38kbWdg4QCYMZB5KAfvPHBdwD9AGS7Ji9AZGcB0hSHsgdeSNXv5VeAnV1uA0x8ap174ZVBPhhMo4DLsLI/f5PTsdqpQVTpZ/+XUozZwAig9Afc+pUp1/832ntPiK9+Ye0Jk8KNGpkxGJiDv/m6ylt3ZPW4Vrp7VVOzzzt1LMHft+ty29rniYSyVtvp8OFPWbNZOnh1qTmny2lBDzALKW0q/BddHCTJmJGSal9u7T+uNLp+HmF8RX53Js3CbYemcir8PMr6pNQEnTQd+9JPXuktf1T6cKVaGJW987S4yOlF5cFWrqkrwYO6KUHDyaGDBlAhx3mzHYAp4FOA0EAIUy1ACk2A4kGggBCMJqZQBTQY8yoMZ4c7X47BzAiLQOexobauzgaII2f4zcb+TFw+tWpRw4GBu1C/O/M33wnYC++Ax4NCNrRGEkLCYScDDQCJO0+O5JeHKDynXw7cgBAGiMNcLTdWElYSwOTBt49mLTSLP/xswNprf7Qqe4KA5KW52fcmEDf+mZKDBoNYJLe5i1p7T8idWovffv1QPPmpL5ex7tTp2glnGPHnD7//5zW7YwWXSDguoE27p8/M63TH0hfnJXWfOQ0bpxT/34P39PyXDf/Sb7pcp30P39wWv6cNGUyS482Px3/RHkk4AFmeeReVW9lND1ubKDvfofJP2n9/h2nI7XS3Xrp5m0fqihJhc2MzMULU0KpLNif1smTkUtDv37SpAmBJk4MQr+syGTaIQQ0TB4CXAF8DEAZ42ZMmwFOM9/ahBIz3wKeuAfW04AaYI/32A54tB1wCajiaDsAi537uY/r9qyBTu7lt6UTl709kwtkGsNIHtnsm/mbnW/nHvsGkwXA0cChgUk7co37kZ2lYQCS9NnIL9/B9wAK+QaOMI5m5jYgmclGxsE5aXgwGYo0sf/RV27Z4fTp4Whg17VTFIGjqQzjgchEyuu3I8by73o++gTm8W07XHjPxBHS9GmpcNUbA6A8gYl54YJAv/6d0+Fz0t69TnNnO3XsGAFI+ofXXklp446IxXxnldPihU49nyrfDG5mwNdeitytfEzlR8s9yWc8wExy6VRQ3ug4x4wO9O1voSzT+sM7Tp+fiRzLr15tvUmogkSR+Kx27So9MTXQuLE1uhG6L0iPdQ7E5K1cczsAZQAgdoAP5lc2QBKgy0AWgNJYOfttjB3HONtp9/EsgIyde4y9syPv4f0GIvnNDqCy33YERBpg43p842+u273xa/zmfeSBo22AQv7maL8NINvflk87z7PkgffE88K7DRAai8vf7MY6ItvMa1znnDG59t2WR3+sHAlMmpjSU7OdDhxzuvNAmjlJmjAuCGM8NvYVgMRr16U/feDUtyexK6OBYNzTAVb0yHHpXr00bpTCNcXj1y394cMDDewrHa2V9h90unVb6m0XJc2dndLT89I6s0I6ck56f5XThAlOhDOKg9XYI0X9yTvZs31LUV/sE2+1BDzAbLUIfQImAcDJyBERyMQn87f/y+nmHW8iN/kk6UiHDaB87LHWzc4ERAF4DChlfiMgDNBm7Gec0YT1y9wBnXGwasyggVD+Ji0Dtpngz67x3jjgI1/83dTG98Q3vi0T2BqINfBoDKsB8DgTaawrR0Ci7fHz9tueJ30PIuOlUD2/u3WLGMLN2+u185DUv6/0jdcCDRkS+UHm+lLGPCzjuH6r0+svBJoy+VFG8eJF6cLlyK86bvbOTLNH9yB8LyHlTpxWGOUjfg8s5uuvpLR+a1qHzkorP3ZatsSFYY3KESaIJtmuJpoNn9E849n2vxMoAQ8wE1golZwlQCYhJV5/LaWadml9sh7Tqg+2Xsll2pq8A5TYc23G/nEEHAIkObIbq2m/OQIwAY+285w9Y+c48ixHrtvGb85lAk+7boCRIxtgE9AH4LOda5zjm+ycAUz7m2Pmc/G/SYO0M8Gs5cMfq1sCEycEeun5QEdOOm3cIS1bIj0+7uFs7mxfT1zL9RvTGjZIevaZIJx4kwm26uqcbt+JZql3aC9dvRoNqjLvI/327aLIxHXXoiWAGXvF75v5JCym06l3nL68KL33QcRisrRk/L5seS30OXwup4yXhgyRX7q20MItcnoeYBZZwG0xefQzI2h8efr1JWxKJIXMTqwtysZ/c0MJALYM0AHUMBE3thlg5MgOWDTQmHnOrlt68XvtXPxoeTHgx5FzgMn4Nf62a/Hz8bT8by+BXBKABXxxeUobN9fro+3SuyvTAnTiYpRtLMYA/ZN1Tns/k37wHe7LvsIO4PLBV+OpHXuc7j9IC6CZuQEQDx+PmM5bdwGYUZQP66e5P2JaA23Y5vTZKWnFR07PPetC/+xSTrIhr8To/N/+JqUBA4LQhzTze/zfyZWAB5jJLZuKzhmdlYXFuX3HhebYiv4gn/lESABAx2bHRGTKZ8JLoJkSwMrzyouB9n/htHartHhbWgP616h794ZMIsmeOev0p7fTGjFMemrew1nhma9kbhqDeBxBdh+Ujp1ySjX0+Pj6kdq6CIwycQgAm817hMU0nlvodOKPTqfqpJXvpzV1ShCSB6VkMfEZX7jAh9X6uvAq6IcHmBVUWJWWVbBA7950XlEvV8pOqdJk5fPrJeAl0HYkgCvRM0+n9PEn9XrnE+md95ymPeE0YXzDlXOYGb5mTVqnzko//dtAw4ZmZzmRHP1ruEsaP1KaOK5hWiZd7mE1nxsnIjN5nLm0ezjCYr76cqCPNzrtOyGtWg/z6kJGsZQsJl4urAaHzAi15vVIvJSS/dsDzGSXT1XkzncIVVGM/iO8BLwECigBZmXjRrTnQFpbPpXWbUhr0MBUg/W/jxx1WrnaacoEafasR8MOxbMD+DLGcsGcyA8e9i9b/3u5rl6HTkUhkjDZ5wKZU6dELOaXf3A6cyUy5zPBaOiQ0vli3rghbdiUDsE1vqrlDPoel7f/3bQEPO/ctIz8HV4CXgJeAl4CXgIFlQCgbv68lJ6dH4S+k6wdDqCEtWS7dUtasTKt6zekF55PhWGCsvloWqa6dY0m7/A3oHJAf2n4sOCRnYk6Zkrv3oXA5bnBYpcuzHoPNG5olOb766Rdu53u3LG3Fv946bLTf/xXWhs3pUv63uJ/WfW/wQPM6i9j/4VeAjklwEQYmyST8yZ/wUvAS6AoEsCF6PVXIwC376j04UdOl+uiuMF796W15hOnOU8GmvZE0xNcevcO1KNrxGKeOefCFbuyZRpG8MIliaV8B/SLVsbJxnLas7CYy54O1K2jVHs9YjGZ1R4L0GC3FvwIEMY8fuCwdPpM5C9a8Jf4BIsmAQ8wiyZan7CXQPIlwOo6dXV1YaiffOJEJv+LfA69BCpLAk9MTWnJokDtayRWzvnsMydYu7ffdeGs8iXPBqHfYy4ztn1tn96BBg2QiG9JwHWW6M02eef0Gaez56V6J40ZGa3uY2lkO+Jv+dKLKT0+NAKvazZJ23eUjsUE/PLtjYHgbPn258ovAQ8wy18GPgdeAmWRAIDyxIkT2r9/vy5dutQgZmRZMuRf6iXQBiWAGfrll1KaMlY6dk5atcbpg1Vpbdvt9OzCQBMmPBpUPZuY8LecMiFQ5/bS518qNLffvdvwTpZd3LY9rfN1UvuUNHlCEK7i1fCuR/9i8tHy5wJ17yidvyH9+Z20ztWWhsUkN4BLDzAfLZekn/EAM+kl5PPnJVAkCRCg/OTJk9q5c6e+/PLLkMUs0qt8sl4CXgKNSIA4mK8sD9S9s/Tex07/8d9OvXtES0L27JHbRzKeJLOs580LNLCXdPkWSzymdfxLF/pyEooIU/MXh53eW+107Y40sr80eXJkem8KvMFiAoInjopYzLXbpB07S8NiMqln6ECpdy8faD1e3pXw2wPMSigln0cvgSJI4Pr16zp//ryOHj2qw4cP68qVK57FLIKcfZJeAk1JgJncy59PaeZkqfaKdOystPSZQKNHZQ+qniu96U8EenqeQn/J9z6Rfvu7tDZtTmvffhfOxP73X6W1da/UsZ30yrJAo0YFYfifXOnFzzOD+6WlgXp0ki7flt5ZmdbZc8VlMQG+mP5/+JcpPTUvUCnDI8W/3f9umQR8mKKWyc0/5SVQ8RLA9/Lq1avh8oswmKdPn1avXr3C9bLL8XE22chWyilHHvw7vQTKJQFmfBN8/eBRp4ljYCNzB1XPlcc+fQJ97zspXbiU1oad0h9XOLGqT49uUt1V6cjJKPbl8/NZAz2lXj3zY0d5X/v2EQh+b029Nh+QYDEBrwSIxzxfrI3g8y+9kAqBMHnwW+VIwAPMyikrn1MvgYJJgNnj+F3eunVL3bp1Cyf6HDlyRMOGDRNLNhZ7pRxbttHWHcdcT14Alz179gxBri3ZWLCP9gl5CSRYAkxkIfj651+k9eSMxoOq5/oMGD9W4PnJj6QRw5y273Y6d0E6XSvVpKQxw6SZ0wK9/GIQBnVvbkxJlrN8eXmgg8edLt6U/vyu0+xZTmPH5A4Anyuv+Z5HLjC8fFtTpvx80/T3lUYCHmCWRs7+LV4CiZLA3bt3deHChZC97NSpkzCXYyofO3asevToURQWE1DLewGTt2/f1o0bN0IGFSYVsMv5MWPGaNKkSerYsWO43neihOYz4yVQZAkM6B/oL7+fCmeN5wqS3lQWAI0sKTl0qNMzR5xqz0exNTEv9+8fhGCQZXxbwgbyDDE531tdrw37pE2fSpu3pDV4UE248k9TeWvJdSYqfXnCqUePaF3yxmKBtiR9/0zxJOABZvFk61P2EkisBACUAEyAXrt27ULG8uzZsyHIHDFiRFFYTN4FiD1+/HjImBIiCZAJwIS9HD16tKZOnRq+27OXia06PmNFlABs3bixORYQb8Z7AWEjR0RB1pk5TsxKzgEQW8sCku5Lzwf67KjTBWaUf8Vijn+8OCzmxUtO//Yfac2eFWj5sqCo5vhmiNjfmocEPMDMQ0j+Fi+BapMAABPAB6sIuGPr3LlzyDByvhgxMfGxBFxu3rw5fDdmeHt///79NWPGDI0aNSrMhweY1Vbj/PeUQwJmXi7ku5mtvnxZSu+vqde6PdLmfdL6jWkNGVwTsoyFfBdxPK9dk1avc+rymPTcM4VM3adVbAl4gFlsCfv0vQQSKIE+ffropZdeCmeOr127Vu3bt9fSpUs1fPjwkEHEF7KQG4CVNDG/Aywxhz/22GO6f/++Ro4cqeXLl39tGi/ke31aXgKVJgHcSO7cuaMuXbqE1oUk5h9fzH/631M6+X+k9cU56f96w2nC4+nQNN8S03tT3/igPlp5KFvg+Kae9dfLJwEfpqh8svdv9hIomwTwu2TGeO/evUOgR0ZgDQF/hZ7gA3OJKZyYm+yASt4FyGRC0dChQ8N8FBrUlk24/sVeAi2QAIMwgOW5c+d05syZ0JpQDEtCC7KW9ZHBgwONHqZwBaJrt6SDh6KYm1lv9ifbpAQ8g9kmi91/dFuXAACTHf/Lrl27hpNsmNENuCyUeRrlCIi8ePFiGGfz0KFDIdBkIg+TeojBib8npvGBAwcmlq1p63XFf3/xJUA7wScZH+U9e/ZoyJAhGjRoUPFf3Io3DB0S6JUXAn36udOZq9If33Z6ap7TpK6F9cXEmNKzm/RY52jJyFZk2T9aYgl4gFligfvXeQkkSQIATIAmLCOmuUIxJqSHnyfxNQ8cOBAyMvh4mp8l51mmcvz48SHIhMn0m5dAW5MA7QQfaJh92sm+ffvCAdm4ceMSP9kN4Ld0SUqrP6rXe5uknZ9La9elNXxY4XwxmZDE7PFXlwfhqkO+m6isFuIBZmWVl8+tl0BBJYBZupAA00IR1dbWCsaSFYIArvh2Tpw4MQST+JYR65KQSN27dw9N9IViTQsqHJ+Yl0CRJMBAjsl0RHKgnQAuYfUBmsSiZSdUV9K3wYMCvfZySjv2p3WyTnprhdOiBU6TJ+W/QlBT39i7V6C/+F4qXDPdr+TTlLSSdd0DzGSVh8+Nl0BJJQDAhFlE4bWWwcS3kuUmMfOhMDGB4+c5bdo0wcjg78lkIjYAJrvfvATaogRgLj///HNt3bo1ZPJh+2kfDPYef/zxsG0U2he6GHJmlvriRYFmr5QubJB2H5Y++jitYUNr1KtX60MikWe6DMzxTPBpbYilYsjAp5lbAh5g5paNv+IlUPUSQImh1NjwA4OBbO5moYZYahJgeezYsRCwYv4maDr+ZIBYz1I2V7L+/mqVAAM6fJNhLxnYMfCi/dEWYfZh+SulvfTvF+j1V1LasS+tE5elP61wWjA/renTmreOeq6yJo7npctOnTsFYTB3QK3fKkMCvqgqo5x8Lr0EiiYBlBrKDEXHRJ98/TCN9cQcvmvXrv+/vft8squ488f/mcGENUZEYSOiAQNLMkYEASIjsgCb4DUGl2tr98k+2//Az/bhPtra2vrV2uUCbHKOEiYICRA5iGTAhC/J5GAExmjur1492/LR4U7UjObOzKer7px7zznd/el395nPu98dTixbtqyoMlTLhQsXlo/N021HNF2c5aSBnAknAg0EjBx4NnS+PEfUf0Pk2223XVncU5X+RpSe/YrwHXt0Xxx5cMRm34pY9WrEPfd24tNPO0V1XF/DP/q4E5dfMRAPPeJNYOubWsbfkAikgrkh0c68EoEeRADB5PAQTEN3ownus/WQhTpUS3PHLNQ58MADy1zL7373u/m6x9EAmffMWgQssNPxsjesI4JZX9U6HYbHmxW33XZ9cfbi/njw8YF49YOIm5d04pijO3HwnPG9krKmbVj8448jrrtl8HWXh873Qoh6NY+9jkASzF6vobQvEZhkBCwm4NCaCuZQimNVLc2vNIfMxypYSozhcJumb7HFFhO+l+YkQ5DJJwIbDAHPEDK5YsWKsjXRkUceWaaQPP/886VzNl2nkxxxeF8s+FHEO/dEPPNaxNI7O7HH7p3Ydtu+9Zo7qc/78V8iPl89+MrLDVZRmdF6I5AEc70hzAQSgemNAAWTmmIOmM9QwfD5J598Ul73SLU0NG4PzUMOOaRsN+TtQLnd0FDo5flEYBABC3os7vEM7bfffnHooYeW58hrUufOnbt2Idx0w2ubbfrinLP646EnB+JP70XcuKQTxx3bicMPWz8VEw7ezp4LfKZbi4hIgjn96iwtTgQmFAGk0IeC6UNhaQaLeLxh5O233y5O0SpxQ+TmkNl6yJt4ptOihGbZ8nsisCER8BzZSP3RRx8tWxEdfvjhoWOmg4dgDjVysCFtHG9eCOCRC/rjqEMG4u2lES+9HbH0D53Ya69OzN1u/CqmOZ6bbRKx8beSZI63bqYqXhLMqUI+800EegQBCwoMk3uTCIKJUJqTKVA0P/zww7L1kCE8Q3scImJpvpgFPZxjhkQgERgeAc+SZ+j+++8v8y6POuqosqCnPj/TmVzWktuayFzM+x8diJffjbjlzk6ceHwntjq8L8azSTrSuvnmEQvmR+y+++CWRTWvPPY+AukZer+O0sJEYFIRqATTSlZOkIJJofz888/XvmHEYh6k0zxL5NJr7Orq80k1LhNPBGYAAp4nb6+y04Lny7xLiuV02Ex9rPAfdkh/HLtgIN6+LeLlP0fcvqQTe+/dCdsZjWeYe9tt+uKXF28U22wTkRutj7U2pvb+JJhTi3/mnghMOQIUFGSRE6RgGsYzT8wCHoqL7wil+WKcolWv022V65SDnAbMWgQQSvOV77vvvjIacMwxx8Q+++yzdv/ZmQYMFfOcxf2x4uGB+OM7Ebfc1YmTT+rE1luNT8W0avygH5qFmWG6IZAEc7rVWNqbCEwwAgimlauGxg2BI5XmWb711lvFCR588MHFIW6//fZlAcJMGMqbYAgzuURgSAS83eqBBx4oi+N+9KMfla28Zvqc5fkHD6qYb9wc8dr7gyrmPvt04rvbj13FtIr8888Hh8cpmONRQYesnLwwqQgkwZxUeDPxRGB6IFAX+axataos+EE26/vDHa0WT2I5PeoyrewdBEwzeeSRR+Lpp58uc5atGPeK1Jk+AjBnTsTiM/pj+cMD8dybEbfe1YkTT+jE1gv7YqyvWP/LXyLuvncgdt0lYt9/7B9z/N5pDbPPknyTz+yr8yxxIrAOAuZeGhq3cboFPd68wxEeffTRZfsh+1omuVwHsvyRCIyIgGcKsbQlkRcPHHHEEeVYF/WMmMA0v4GKueiYvth844jXPoi49faB8srH1iYVI5byw486cenlA/HAyk58+eWIt+cNPYRAKpg9VBlpSiIwFQhY2EOx5AR33nnn+OEPf5jvD5+KipgmeZqr+8UXX5S5utqO3xQ5KripFj51F4JuRarbYK1vp0WbtfOBDhKFvZcWndkz9qWXXiqbqbPLoh7P1nR6BWS3uhvLuS22sKK8L+5e0YlVr0csWRZxyqJOWLQzWhUTGUUqX3w1Yr99Ikb5orGxmJn3TiICSTAnEdxMOhGYDghYyfqDH/ygkMrvfe97ufXQdKi0KbIRsfRaUAvArIp+//33i/qNXNq+yiIwC1i82akb4RPfZv3mIFLKhyOiIxVRWnfddVe88847YeGMNtwLq7IR7jfeeKOsGLdg7vjjjy/D471g20iYTvT1/ffrjxMWduKVqzvxxkcRt9w2EPvv1xc7zhvbXEzzLnPu5UTXzuSnlwRz8jHOHBKBnkYAOfCKR2F9HH5PFzKNW28EkCUbhN9yyy3x1FNPFaJY902lRhr6Nb/Qm53OOOOM2H///deZu+veJ554osxJtAek7a66kdDRGopgskWaFqCZK6wtr68yOtr8u91HnbVQzl6XVo4vWLCgbO2FTE+lXd1s3RDnrABffEZf3Ht/J558NWLJfVFWlG+3bd+Ythyy2bpPhumFQBLM6VVfaW2PIcBpcnScB2c5nIOjbHDShhXdZyhxMif7c3bmVVpowDbDiEPN/xorsZyoYc6JrE642lIJzuaNrg95mUi7ZkJa6vvFF1+Myy67LO6+++6yVRWCSPGGs+fAXqlPP/V0XPHyFYVk/eu//mvZ2qoqdx999FFcffXVZUU1hZPiuD5BPVMvX3311VLvhsynOtTXQFJ4betl1fhsn8N8wP79ceoJnfjTZZ1459OIm28dKNsO7bTj6FRMK8f32CVi7lwd4Kmu4cx/LAgkwRwLWnlvItBAgEMzFPb4448X5e+AAw6IXXfddch5VpyPSf8cotcsmus4mduVmAdG3bHIYK+99irzwLx5Z31ILRJniFMaHKc5Zb2izLz77rtlWJJ9dYHSbJrz1miaE/7VPMd77723kEtt6Gc/+1lZtLLddtuVzpLr8DdkfckllxRlEQGdN29eURe1l9r+DbG7f7iAPFbCKK5Pt3bWvNbtujxqWq7X+4fLe7zXdDQ9b/4fmG9podw222wz60cFqJhnnN4fS+9dE4+9HHHXgxGnP94JKqZrwwXD4tts3Re/uLA/dt5pbKrncOnmtQ2DQBLMDYNz5jIDEaDqvPDCC/G73/2uzP2i1FBmhiI1Vmj/4Q9/KJ9TTz21kMzJHDrjWDm7Sy+9NBYtWlSG6gxhjjdIz/6Yhv8sCDL8h2wM5djHm8944yE4S5YsiTfffLNsDI/ED1UX41sdQHMAACAASURBVM1jtsZDDr1D25zLU045pXz22GOPdRRxnSvtQhu54447yn6qVEsklJIuLgUfcdQJoD5SQHWyED/tSz4W7riOsHnGPCParTme1FL3jiaILx3Pnfy1Uy8JQPocJ7Jt6Hg9++yzRZ1lqxXjyPVE5jGaMvfqPXvv1RenntAXL77RiXc/i7jh5oE48IC+2HUXpH94qy0WOumE/qJebrzx8Pfm1d5CIAlmb9VHWjPNEODAXnrxpfj25t8ujrGqLt2KwQlRPDki6qXfkxk4Z47VXDCbPVM01ydw2FSs3//+93HiiSeWDaMRzF4J8DT/7d0/v7uWnPSKbdPdDthqS5THOrVD+2oGBI5yd/LJJxdVE+HU6XL+scceK+qmzfulc88995SOwGmnnRaUf0TMs/Hwww/Hc889V8in+5BOBNP8yoULF5YhZwRuJJKJpFITpffyyy8XoskO5NLcUKu6EeSJmEbBxldeeaW8qQceyKXFTqbBZBhEwDA3FfMPy9bEQ38cVDFPeXggvrv9RvHtbw+PUl3gk4t8hsepF68mwezFWkmbpg0CnFb/RoPDd76PFMr9Qwz3NeNy3pWscqajSZuj8xHqnEpxa/yh0pCPeI7uFdexHcyzo07ZfoV62SYYzfvbtlQbmvc0v0ur2uB8tWEom5tx29/7+s3tGqyLaoffNc32/fKu97evNX+P9r5mnJnyHcmjyDkii4a/dViois4hU0iiejY9wZQM5I2i6ZxpIQifjg4V85lVz5SOD7K39957x9tvvx1XXnllIZ46MlRN8d3rzVIrVqwILwH4t3/7tzjssMNKnkNhu3r16tIRuuKKK8q8UXZRLLVv80hNGdGGL7744mJnnSM6VHrDnZcm25cvX146mHVqBtszrIvAXj/oi1NP7IvnXuvEB6sjbrylE4ce0onddh1exVy9OuKJJ22jNqh4poq5Lq69/CsJZi/XTto2KxBAgqg1nCl1CNmhjFJhkBrOlmoz1CIdqpJ733vvvTAkKdRhQA6wW5BuHULk9MWnUiEKdThyzpw5hTSwx73SN4QproVDlFHkgvO2eMh9SKj0KInKIH/pGCaldlZFq9pU7WC3IVTpS0cc5EWcsapM4iM/hkalJ23lkh474Ilsso2tsIe7PN0nfjO4riziKOtY7WmmNV2/w4yCiCQifL/+9a8L0dxzzz2Laol8whaGMJo7d+46nRQqJaypier8yKOOLEoicomAWjh07bXXlu9UTYtj1L32hFiahkL1POiggwopVF9DhWeeeaZMC6FeHn744WWbINMl1Le0rr/++vJBfrUJw/RsGE/QtrwG0gKn+fPnz4rXQI4HJ3EIuqee0h+337UmHnohYvnjEQ+uHFQxN9986FQ/+LATv710II46oq8onkkwh8aq164kwey1Gkl7Zh0CyBtVxcpTQ4EIDidpOBFRQhatSPVOcNebJA0pNDz34IMPFodvHiIitMMOOxRnbJ4bAtsMHDzHaKsZapT9DP3mzMVFFAzhG+rjmOVHubzzzjuLXQiXuJdffnkZajTcaJsY5TD8v3LlyjI3VZqcOsJB0ZLevvvuW0hIJXFIh7l9yo98ILoColLjKLvfNU6zLN2+D6wZKA7/5ptvLnbABIGAHeUVjsiFIG/Ysf+4444ri7SaK+3Z75777ruvzK899thjyxFOsynAxNZCOhk33XRTaau2CNr825vH1ttsXUiaIXHthbqJeGpHCLuAYPourjqWlnnBSCTF0fC4dnbSSSfFT3/607XtDv7aorahnVJCtT9tuFvQhrVTbZAdF110UalznSYBQUVO//M//zNuu+220iaRTHmPNbDDayC1eSviEczRDN+PNZ+ZdP+ee/TFGYv64oXXOvHh6ojrbx5UMffYvbuKqZq9h/yRpyN2nBcxwtqwmQTVjChLEswZUY1ZiOmMQCWYt956ayE6hvQ4Lw4ZgbRQBwlCJM8+++zivF3jfBG/a665pjhVjpvDpjYhAoYDDd9Jvxnct2zZsrjuuutKfM61bqWCkNa5a1TI8847r5Au6iJHagENpdVKYIQPMUMAkASKkW1oEDLX2ILY1ZX2CDTyYHUtGymviCWiylbKICKJEFOE7LlILTOUaW9FaulowiefflIWUtUhW1ghski7Vfw/+clPyiIVBAgJpp4hLFQ3alaTYMLKymjq2plnnlkIyWhsmIn3qOuzzjqrtAd1A0/1pI0hf85R2ZFMm4ubi1nnYaoD7Ux70Db8Vp/qyHfEXTwEcKeddiodK+1M+3d0r3rRlrWPoQimdqodqrealjQ8DzVorxRXaqZFeogoG0bbgZEOIqstIZg6czou8JltHY+K6WiP+hunndofS+5eE/c/E3H/k4Mq5g7f2yi+852hUzEQM0SfYuhIeWXKEUiCOeVVkAbMdgQ4TEO5VBqEkWM84YQTitpHwUTCqDI33HBDIWCIGwWOE6Ws3XjjjcUhU384OoohMioOFZSDroFjRuYoSZwjNc+CHUSAA0cwEV2r3REvtnDGNmJ3n/SQMnPn5FeHMuWHsBrGpF65xnFL03w3ahdbEVmOmDqJDMjDECM7DI1SGdlooQdSZ8U61ZNChICOZigTmUR4YEiVZL/hfCvMzZWTLlJgyBepgScCj3BQoShcNR/1geCv+XpNwaiS5ornbDsi4DCgKutsaC86G5RFbcCCN3UGNyTs/PPPX6v4qtdKDOsRfvCmbhsuN/VCR0bnRjszzQE5pEh6RprxumHPHnWNVGoDVGzEtkke2WXKg/TZrHPkmWne0y3tek7HyDOknIgv22fbayArFuM5fn+3vjj95L545uVOvL864oZbOnHYoZ2gbs6ygYHxwDet4iTBnFbVlcbOVAQ4N2Ry3g7zwhZG55xzTiFGHCqiRq2kDiJIyJhhc+oRcsYJe3PKhRdeWIgbh+oeahJ1yfUapOM3JYiSc+655xb1iINFqpx3D7WRsza8zC4OlMrD0VM4vQ5QntQmBJl6xeEij1RPw58UQYoOkkqZ/O///u9iLzVSekgEEiC/Aw88sLzuDxkUB4FFTpUPKXXPWALie8EFF5QFIeIrF1KJVJgWQOVCXBFrw7d1qBOBZreyKrepAGzca++9SplhOloiMhZ7e/1exM8HLtRn9W5LLhhR29UlYocc6qBYlGOuo3qlFA83Z1LZdQqQfPWiXcsLkfPRLrXZ0bQBnS4dKs+NhUTaf1tVlI50tQd1OZp0a/1o6xR5z6E0qvIKlwyjQ8AcypNP6o8ld62JZRTMpyOWLx+IeTtsFLYkagf3b79txJZz8m0+bWx6/XcSzF6vobRvViDAISJUB/7w70TL8KFAZaNMcmoUFx/kyJGSghBZWeu+6sjNBbPAQRxDmTVwqLZnoSwhCsirfKhDHCblhy3O+U7t8ZuTd646a0e/fSiRhgsRUmSSHZw20lGDc9RJCid10rxNaVAl5WuoEvFjB4WMbU2F1LnREjtz6szxQ27q0D+lCelmHzIsP+SZEuw8tdc5KjIlTbnYb7ifTUgoUqWOZltQ/+oMbjoQFDvH2ibUjY92RdmEP6JuegMlE761XXbDDpm0b6ZV32++8WaZ04n8If/ats4IFR/JHKkNsFUo9T3/4NIW1WU71Pso1rWNtO9p/9amqameKW3HM+n5kddIdrXTmu2/rRw/+/S+WPXS4L6Y19/aiSOP7ISV5k0V03q7rbeKuOCcvnJtHFNlZzvUU1r+2fffckrhzsxnMgLVaY2njOJywoaiOdcmkfGdsmd4EuFB5ChynByHZ0hanLaKUp0zslYdIFLAcSME1DxpIAK++3DiCCnVjmNuqzvdyohgIhTIKNsMr7eVPva6x9AkBYhipTxUVEPTFC/n7R/og5A6UsnqIoxahpHwlS4y27YBDsjKVltuVdQ25VUepIgii+RQ4BAHpAF5Rzrlj9A7wm+2BRjBxTZC2hRyqQOjc9AM6sd5xN492hV1k8rZrd3UuEi9aR6UcZ0KUyXUvbQo3wggdbTdvmv85tH9FHydF50uSnq7HejQUDbZpdMwWoKoLBR87UIZtd3RktOmjfk9Auc/6cT+uHXJmrjr0YhHnou4//6B2HHeRjFnzroIbbllX5xzVn9stllfJMFcF5te/5UEs9drKO3rWQQ4VOTPBxHzGc6Rum6ITUBU2oSJwzZU3Z4z5n7kiKNE4jg6ThJp89v9yGk7PQ5ZepUIVNvEQZwoMUgAsucchyuYk0a9bJLccmGIP+wRR3xkwfdmXHYpu3wQD7b6jQyY16kcNnBHaqmy7EWAkUHD6RaMUBW7lbGbSdKFV5sMsgMeNsVno3xhgpwjC1XtRXTlj8y/8f/eiPmHzJ+wTbm72dvr5+Cm7aln9Uv1U4/qp9lW1al2pB51JMSBo3bYbJu1HdZym6NL6VTv3hKEYNYpG+7RiZImpVMbk89QgSLto12LI19D9LU9ylsb0wnSwVi8eHGZbqIz1bSxW/oUbXbq/ORrILshNLZzO87ri8Wn9cUTz3finc8iqJiHHtqJff/R/9XBRT1WkH/xZSe2nNNXSGlrB7GxZZh3b3AEkmBucMgzw5mCAIfEKXKyCEud+zVU+RAaH85OPMemU/O9+buZDsfo4zp1xrFJUttOW9yaXjNNBJcaZV9B8xulRR2l5HDEvnPkFuVQN8cSlInSZ/6j7+1Q7bDAB0FRft+tLDcEjRRw/ubgvf7a67H8teWx6ulVhZh697WFPpUotNNu/q7lbp6r3ytOsKsEFAGqQ/sIhAUrSCqC+dXfvirzQevc0JrObDrCEwE31G1xmMVmAqUXLrWuPQPqzq4GFv6Io85qx6BirvNC6bZIqM7j7AwMDm0jkJ4RdaKtIrWmVagLUxXkUTtC3eqAwqpT4n7xtEf5mrMsmKNpjqjheHYfc8wxw3YKm3koh3ZKXdUp6Tb03rw/vw+PgKHwE0/ojzvuXBN3rIx4+LmIZfcNxM47bVT2zHz/g048+VQn3nyrE4cd0lc2ZN9qq3WH0IfPIa9ONQJJMKe6BjL/aYsAx2uIDBmpw9VIZntITgGpLoafDSdzVFXZaRae+sOJOlYyWa9ThCiAlDlDh0itvA3vccIcZ1vZkY54bBLYK31K3dKlS0s6FhMZSuSYlcPHUKUV32wdTWATOzhcDt3CIWRVfjVQXKWHvFKYlAGRoAohueb1UcaoSsgHVcsKc3bYJsi1utK9pjnUERYwqWpxvc9vdQADUxHUUyWZiJD5dOYaWuCEyFB5EW/n4VLvrenNpiO10hZZ1ERzZS+77LIyLxLZgo32ClsKpyFk0xTcD1dkUdBGTDNAEM159cxQLN37/d2/X9K7/fbbS705p33ocJh/qQ3rXNT23G7rta0hjdJkg0VnXmuKyNZ5wewzFUIbsMuA6SXi1PjD1ak2jVS7fzQdneHSymuDCMzboS/OPrMvHnu2E29+HHHTHZ3Yb9+BWP1FxEMPd2LFyk588peIxx7vlGHy44/tG/HVkolt7yCQBLN36iItmYYIcDpUGItckBMOEeGqqo0iITbIFeXQ8Ks4iEtzeJGDQ2o4wDpE67qAlHGYznO8dd4Y9UjeHHUduqxpcvjmmbEH2arKHQInLWTAQhvDkQhUJQFIKYInTaRQvBq3WT3Nc8rDFuc4c+WoQ/3iOE/RqtvX2B4IwXQvZ48smHtnLiRlyHA4FRSOhjlhx+42YWza0/xey41oqgfEkA3KhDQiFwgTu5FbAeGXp6F6dUlNlc7pp59eFKuKTzOf2fRd+XUCtAltUCdEe9cRqGTrq79+VSDRnuyB6dOctwpjaahTSrF5lerbffbXRDydv+qqqwr5l5j8tHe7ClAkkTvntBn5av9IbLMD4N5f/OIXpQOGDNueSmdCHJ00R3uaUs7N1a1tYKT6lJ90MkwcAqY0H3tMf/zopjXx7kMRT74Y8f/9ZiDe/yjixdejvFJyo76IN96P2OP7nTjqCB2Vics/U5pcBJJgTi6+mfoMR6DO3zPc/Nijj5XhQ8oLx8Upc2ZUF46OaojcUEEsKqkEEkQIpqFDey5ypIgRVRExQnYQH+kghVQXcR0N7doOhirpt8UHnLB8bKZumx2Erwbp1YCwsdV1eVOJEAZpGeqkSDqvDAIbOeOqBCKI7OR0DR2Kh3hQHp2HDXLHFudss4TsIpDs8N3KZKTCfRQu6qbvSISP+5BRZNP50QTkmS2G3ymf0kXS4Sq/LedsuXYhSk1TuZQBhuqKzcqF9LJptCRkNPZN13t0GuwrSrWk8qo3CjSsBHgh7lRsuBmWruTTdW3C1laUdx0ibcv9SKiODuJqaNtiMG0MIaU8GmrXBtSnvEyvqO3Fpvne/41U1s6V9o/Ien7Ut7y0CWl6Xmq7sOrdvaNRL6drnfW63d4BYer3TvP6YuP+Tnz2t4ilD0Ws6USYNVGPX38V8eVfc7P1Xq/Ptn1JMNuI5O9EYAwIcLqcGTXHUK75aZwv58XhcqIUQcoZBZLjtbKV42zP4eI0OWxElEOk3FAUkTZEESm1757zCA/V0AIYpJA6eumll5atiThjiqE9BTlrDrQ6UdcoPpy01eJW77oXGaYoyUdZ2ILgIYF1yJ4D5/Qd2WT4EeFVfoselNsQp/mb7K/b/VCsED62IAMwQBiRC2WSn9f2yQtucKE2Gh5HKJTZ+dGoiMopPlJOCaPgIjDyRrg/eP+DOObYY8q0gOZCElVuCB5Bh5v8kRFlYGvFbwxNY0beihwic4i4Dg/iXqdgIGval3vabRsYMNTuEU9xET51QH10v7aFTNbpHnB3r6OAMFI5dRgQV3HMoZSONtnsBCCz7FSn1G9tS2fFM6k9SLN2LmZkRfV4ob76KsIcyxde6MTKhzrxyJOd+NuaiG/1DZLI72wySDA//WvE1wMR/X3aT48XKs37BgJJML8BSZ5IBEaPAKeGJNnUm/MyX+yF518o6o5rnB8HzPnal5JSgzBxrE3SwvlxmogUp4rAUdIQVEQPKTNci8zJR1xO1YIGDhlRpCgZ1nUeKTQEbH4lNRKh5JDli+S5j+qKxCGnrsmH8zaEbY4iwigfNrBPGRAweSKF4iojwkoVoiYhgdK17RA1SvxKGJTbPYZQ2UgZtKk8koLUUTkdOX6qKjKBwBo+RUyaali3GmIfFQzZRSKQGMSVjYgqJRa5ZENzbmBNC+mgvsEKQUYwKdEj5Vvjz6YjrH3GGrQHRNKnHaRnyNunW9B222E4G+SFvPpk6C0EPvyoE9dePxB33t2JZ/8U8e5nERv3R3xn44iN/4+V2HADsRQ26Y/YZOMkmb1ViyNbkwRzZIzyjkRgWAQQPqQGYTL8jehZDGH4Gbnh4KiOiBVFDPnppp641zAtIklxo3gKlErnEVnksxlXWrb6kTdSSo1EzJAkcwoRPukgStQlRBKJ+vnPf17soX4iXwgfcsZGZJHqimCKRw0SEC3kElGjdCJwlCzlcw/yKQ/KkXme5k6yhaJlWBVhq/PlOH+2iIPUKp+hzDpHDqbiULTYIw9xhgvsN7cOITY8bwgfeaZgISJsNWTOhkrSm+lJXzlgJm/laOPdvD+/JwKJwPgQoGA+93wnHn0+4qMvBtXKnbaO+NZGER/9JWL1VxFbbDZIOimY220Rsdtug/tnji/HjDUVCCTBnArUM88ZhwD1C3k0JIewGZKjCFbSgiC5B6kaKtQhPMSQcicNAUEbbtgRyaRsIodIHwKIQCFH8qegyhfJ8huhQ56QR4SO2ok8spFKhGDVhRXILNJVSa1hSvPwkEXxXEMqkWNpIHEIsXQpkxRc+dah07YaKD51Fm7iIOXsHy7OUPhRbNkmiI+8Uo2lqfzwgGPTBpjXD9XUVAbqJWKrLOyDWYZEIBGYOAS22bovTlnUH+99MBDLn4goQ+FrBlXKr76O+OuaiLkbR3z5t8HvO20fse8/2mx94mzIlCYfgSSYk49x5jBLEEDCkDcfiuJYQyU60kGGEMfRBqSQaunTDshWOyCEQw1VulecbvFcQ5R9ugVkbLjr3eIoL3Lrsz6hkuSaBkwQyuECtZNaq1NAebYB98CagbLno6FaOGVIBBKBiUXAYvwTj/f/MmKTSwbinkci3vssYouvIv5hkyjzMZHLuibRQiD3jnKd38Qam6mNG4EkmOOGLiMmAhOHAJKFIDmmYjZxuI6UEtUSqTR3FsG0yTrV01A61VV9ZEgEEoGJR0AfdeGR/bHpJhGbbjoQf3gg4tMvIzbbOGLTb0Vs1D9INlf/LeK9jyM+/LATa3YbfMvPxFuTKU4GAkkwJwPVTDMRGAMChm/rPEtD08MNo48h2bx1FAgg8+ZoWnVueoHpCTafN92BApohEUgEJg8BgysLDu8v7xj/h80G4rZlER98PrioZ5s5EbZW/XD14LzMP73SiQP2Nxd88uzJlCcWgayqicUzU0sExoyAIWXbrZgT6dNtAcqYE80Io0LAdAar201JMEXBvEuLoEwfSPVyVBDmTYnAeiFgWvr8g/vLu8a//Q+duGFpJ/78WcT7H0fYtdcw+RdfR7z+eoTFQbnR+nrBvUEjJ8HcoHBnZonANxGwgruu3q6LZb55V56ZDASolFawW1mOUJp3aqpCTlOYDLQzzUSgOwKmOh94gOfPdmgDcc2tg6+ORC6/7kRYZvfFl3+fk9k9lTzbawgkwey1Gkl7Zh0CyIxh8Rwan5qqR/B9MswcBOxeYH4tVZpKXXcOGOr8zCn59C0Jkrn3Xn3xi4vMyxyIq27uxCvvDZJKGzlQLwe83qfQzelbztlkeRLM2VTbWdZEIBFIBGYBAjb3t3DLVlr2qLW7gtEB820feeSRsoWYlxDYdmsqpkIgurYho5hT0VMxH2yU1tTtuUdf/PxCK8wH4tJrOvHynwff5uPNP1+vmQWNdwYVMQnmDKrMLEoikAgkAolAlBcdXHHFFWXhli3DbPmFYHodqlec2hvVwjpzbTf0Yi7749qxwEsALCqzHVaOXqzbanfbtS8uON+8zIG47OpO/PGtiLffHVQx170zf/UyAkkwe7l20rZZh4AhPXszegOOYb1UN0bfBKhCsIMh3BAKypCN5p3nxOv50aead05HBAyP2xnA26Tqq0qVQxvxAgDXPWNTEaioSK5XwXo5gDdQJcH8Zk3sOK8vzjvXvMyBuPTKTny+OuKLL/4+ZP7NGHmm1xBIgtlrNZL2zBoEkB5DeJyLOYDIkHNes+j1jjvvvHN5B7dhtBxCG7lZIBLekY5Qer2k10XCzeswYUopsv2QDd0Tz5HxnM531Pqtx1oWZO6f/umfCrn0fOmEbOiAYNp71WtdtdUMQyPwve/2xdln9ccmmwzE8vt1vs3DjJiCahvayLwyJAJJMIeEJi8kApOHgCE67/o2ZOe917vttlshmpSV++67L+6888446aSTytyxod6oM3nWTc+U33777bj++uvL8Kh3rVOHEAhz7q655ppYuHBhmXNnG6ipIBbTE9V1raYOa6PIvM6RYBGNV4y6Vl/L6RWbMDYcjERR433MO3QPJVk91I5VjUtddD91ETl03X3y6FZn7quvZvVdZ80G+V432iaXbGXnUUcdVWy1NVV7/iV72cgO3123jZg3QrVHE+QBC0F567xK5ZO357a+mrTa4pr9Vj/95NNyv9+wlA/bm/cpl+vyUXZ26BzNNrVz7nZ9ccZp/TFvXie23LLAnX+mCQJJMKdJRaWZMwuB119/Pa699tp4991348c//nF59zfHwam99tpr8eijjxYVrg75Vsczs1CY2NJwyIZFKUMnn3xyceAcM+KBtMCSs84wPgTg6LWaTz/9dFGKDT8L5jIecsgh5fsrr7xSfnsPPDL31ltvxapVq8ocSCTsmWeeiTfffLNc88Yk20Np9zpa5iSam+g7YoV0mSPpHu+Gp0AjeTW45+WXX44nn3yyHJE9hE7eyCx720Ebcb9rFv9Y5FOfLdeo3ez1DCKabJOvNKnfyGsluvJ/4IEHSpvaZ599yrOsDMrMdguL6hZY7HJO2uJ8+tmnpYwWIn388ceF9FJU5QdXGEsL3v4nIKv2yD3ooIMKHki39GZL2HbbvjhyQV95VeQsKva0r94kmNO+CrMA0xEBTohzQXo4RgpOM/jdPte8nt+/iUA3zJABRIJD5sAt9qiE4psp5JmhEICtTtHNN98cd999dyFBsIUlooMQ+Y7gH3300YWUUduo9JdddlkhW+4zhQGBokwinMjphx9+GLfeemusWLGiqJE6AT6eDSopUnfqqafGT37yk1KH8kW65HnVVVeVuYzInjRde+KJJ0r+8mmTMIStLvIxhaIu8vEM3n///UUBR1rli6RSJdni2llnnRXHHXdc2ZRfugiphUTiItjIKfLsPPuQWPvb/vSnP40jjjiikF8dx7vuuqusZpfHsmXLCumGA3ukdcstt5QPXORdy8sW6V1wwQUlPYrmbGrLucH6UE9n755Pgtm7dZOWTSMEOBTDalQPjpED4kApF9SH6ug4DI6FauF+DoJz5JQ4kiapdI1TcY3j8Z2Cw7FI0/3tIP2anqP0xGGHeJxmM3CC1D15UU98Zxd7kbKh8pGGMiuLe6XLRnmyq8at5YYJbHzEc79hTySkPfTYtAlp8Fu86vTh2tzbsFme+r06XkdTEAyXi9d2ys16q2Wpdil7TaemC8+KkfKK757hMBZXnFqPylPLr16UsZ1Pza9XjoZxb7/99rWECmnfb7/9Spsxv/Wpp54q6qNpCqZ7wBJWSNIzq56JR//6aGkT5kDusccepU4pnO677bbbCumDCVVz9913L/VkrqJOGOLpeaESUhzVj3yQy5tuuimsEkdq1bO2a0qEOO+9914htk0MXUdy1YUPGz0zVM3f/va3Ja5ySQ/h0+6khxiyByFdsGBBsYHt0vL+eh+Kpbm/7lHue+65p5RN3cKE3dRQ5VMueTtPmRTHs0Lh/N3vfldU+BNPPLGopp4lZUFMYuFY8wAAHTxJREFUlyxZUp4vGO66665d/wc0y5vfE4GpRGBdbzOVlmTeicA0RICT4KjqtiOGCDlDzpIq4bWDVAeOEYFDSqg8jz/+eHzwwQelxByY+w0DckI1cGDScx8HhqRwypyLdDlrxKYGJI5Cw+nJw3dkhvMyzGi4joonj0poOEJDcQKliEpFiWGr4ThxkMBKFGtejob3xUXEOEHKj6FFRG7+/PnFRoQOPkhIHXr02z3euy799tCj8rpXnsgD50oJY6u8xEM2ONg2YWza57v6MWQufnORj2u13gzbqj/1Bk/1ZkhUvZmnV4k8LJUZtjBCchAQWMLOaybVIYyVz3nkhd3qBFYWbyHhtRzN8msDvRpeeOGFQjC1qXPPPbeoidohmw1pI3q/+c1vSnvrVgbxTjvttBIXPoi5NqkO1PWXX3wZ519wfixevLjgpx48K8getZ9aqY7sXQk7BA3h8p2ih4xpK54BdfBf//Vfpc7btqiT+qnX1CHVcPny5WXboF/+8pflqE49g/L8n//5n0IYzY1mt/qtQf3CgsKKeHte2I5wskO6P/vZz0p7Nf9Tm126dGlp36effnpRP+uz7P+CduLZO++882L//fcvHRDEWHv/9a9/XeZwSl/bzpAI9DICvfsfrZdRS9sSgf9DAClZuXJlGeJDIjg4Dsw/f+SC4+D8LNjhIDgGasmDDz5YyIpkDL+Z+M/xII6CuEiMeZqIjHwQTCQHWTVkyGFz1giQ88golYlDMzxYHZC0LBzi/M4444xC6ioB4rxvvPHGstCAQ0VkkSBl4NSkT2XrFuRHRUIEpYdgIhIUOWqruBy0OWccuOtV8ZMe+2DHJooRlVFaCOF1111X8uekEUwfcaWL1CBmyAhHjNyyt1twPzLSXuSD5KkDxAh5qsorm8Rx7ZxzzinvKTesLsCF2gZLJBiuPuxSTvXnveaIARKCJKlXK4aVXz1KW6hxqW5nn312Kb98uhH5EmEK/2hbFDw4sdf8VgS8doZ0YNSJbXcMEXerC23IM3DCCScU0q78yup50S49G2eeeWbpOEgLTtKp6jMbkFFYqyttSl7awPHHH18Ink6RoBOmQ0FV7WZLG0qdIulJ27N68MEHr1UU2YLkysM9ni1D5Z7rGrSZY445ppRN56TW4SmnnFLanXZP/VQGWCHCbJW2Nu858cwInvHapjx/yK/0PJtsc5/f/gfUfKodeUwEeg2BJJi9ViNpz7RBAKkw38uQFufKUZhrRSnjKKgRriN7SCBniHQYeuNQqXqC74bW6mbQnKK0OUjOlDLGodf8EFTnpcNB1SG0O+64I66++urinG3gTOXjkBC2SvLkxwFLk4PjwBBZCpHzCB2nLrBH/KGctGFTjpyD5gA5XcN/ysqRCogJfJ595tn4wV4/KM5bHsgC5RZuSDcCQt1BWtgEG4SdGsRW5eFUKYi1LMiJsiPl1UGXTBt/OH+kF5aGItUL8kK1vPzyy0taymtunfpjC8L/8MMPF7wpmIZEkQNEURz1YM4d5ZXdyqIciCdiLD1EA4lAypyjeoqjHsXRYUBWEFmBKgt/7aPXAszUM5sXLVpUcGrbaahXe4NBt/airWobtTNQVWFtAbFExKmR2qr617bkp8ODSMJfvalP55E29a/uPQM1PdhJh4qp/Up3pKCtIf/SQOq0Wc9GDcojT3nDgY2URb8FnStqt7baLDsiqbyVMNb7/Rb89r2ed0462qG2T62UD2z9j9CmKvn1nCTBLDDmnx5G4O9PUQ8bmaYlAr2IALJjwQOSwHnaGufII48sCg01BKFASKhehsQQEkPHSCjHx4kInDaCw9lycBwOh4o0IV2G0TgX5yh+//u//1scHZIkLQ7Vd/OzkB2KGDLLMSE5hvA4rUsuuSTuvffeoshID9HhEKsDNcxXh+U4Lw5yOFWtGZeieP755xcyKC5CgQQbxkS+KI0XXnhhcZCIFJKGNBpWReaQLUSSI63pwohNVeFDWpUPgeN8777r7kIwlK1NeJrthT3SrAGBsbjCPD2k076IcFZW9cYO5AXxRhA5efWivhwpcYZD1TnslQVxpFIph6FceSin+M89+1zM23FeIVLIKqUTaRPfIhF5ur+qm9XOXjkqH4LliHAjVG1yg5DBDx5NrGsZEC3X2vG0cW0UidSGHeEID3WgDTWVX+mpA21DWtqEum/nqTMCZ0R1pKADIh8fzynFu52ejofnT57aoO+CZ1XZ5dUkua753T43ki3+P1BIKd46fdqctHXePAsItTZEIR8K65HyyOuJwIZCIAnmhkI685lxCFBXqJSckSFeJBFxq04UgaNechTPP/d8caCIGLWPM66qG2eIkFElODmB00JaDEdSY+q90qbgccaII6LCGVPokBkKCNKJXIrDNgoPp0QxNIeMPe6papL8fLfAAtlFuqqDrWUZrvI4eQTNEF5z6NAiB3Ypi3lsyo50SRNJMfSIhD/+2OPlPvM/qb81wM/Qo+FJJJKzhhtMpEutVRbYw3S0AaEQD3bslgcFsZIB2MDWPcrDXiRIPcDS/WyHb1XV2K2DIKgPpBH5cPx6zdeFnCFFiJp8kAadEUd1jmzCqReD8rNZm2iqbd1sre2mfU0a3a7BRAfshhtuKOo0DBAn7bE+F/BUHzVUBVB61a56rR6RTnXWLc96Tz0istLUJhFobakdT7vTBpXD8yHtGtzbvr9eG+tRp06Hx/Nr9IO6ahoL5ZQKroPo2f+Xf/mX0mEdrmM11rzz/kRgohHozf9oE13KTC8RmGAEOCSLG8zL4wgND3JOHFANHCXiwFkY0jOUTAlBsjhqH46pm9PmODg0hLXpzJAu8TlW5IYdFB9pU2uco6BReZq2yNc59yDGiC9SWwPixFZlkPZYQh0ar+RRXHYgjGXosX+jQhAolW2HSAVeM7Cm2M+RImQ1KDvC3B4ClR+VETkzXGl+JttHCpUEsEndbTlncKpAu8wIBqKNcBv2hDnC4xxCBB9KG+JTSaN2oI6RVnVS65Taqv4t3LA9DnJAiapDnsohP+n3KsFEpHUiHM091ZaUsdm+KHq1w1PLPlJ9uK6jYB4vMo/sw1y7R+jkifRpz67X+mOHZ0sbUwdVTWzmh7RX4tg83+27dgR77cG8W22uXRfSUtdsMBLBhmpPtzTHcw5uyqMt6KzpfOkMeS4qBpR3HSv/b3RqYDTRdozH9oyTCHRDIAlmN1TyXCIwAgKcASfG2SKYiEjT4dboSBcnwAkieE0CVe/pdkRiqgrTvM6ZtPPhlBBHaRvWtWin7QA5Y86KY0YOEKEmEeDIKahtx9rMe6jvHHR7TpjyIr7skhfHiCS0bee0OW9lNQTLzmpXJRltm/x2DeYUQUOWyjTawCb1NmfLOSWNdvpsRGJ9amCT+zh75UCeESp1yn62I/nt+jW8bhGT8677wEqbQTwNeSJVCAMi28an5j+VR20JKUaEKWnINBVPG9UeYYNwa3vaYq2/0dhsviPyrbNj2oG3LclHe4CFzpA04adtCOq9jhQg9dqQOLVjJH/xnB+NLQhtbUvKavhZXTSJm9EBc5/lAYuJCs08lNEUGBhT/LUdHRDPj2dJm4OFaSc6Ktqw/y0ZEoFeRSAJZq/WTNrV8whU59WN9FXjOaRKYOr99dp4jt3SQK44X3lxOJw1R9kOdfgZqaHaNZ2b783f7bjD/UYE2nHZhGQ6VkJFiWwTKCSOIsTBI1wVK/lRbpu/mzY4Ly14dMOkeW/7O5t8ahrt637Dk/3ycB+ywrF7FSVHr7zKxe5KRp1DOptYIJLmwyJEplMgKlRXaSBkD9z/QFHxLr744jI/F1lvxu9m24Y+p11ZXIIEI9emPiB0SCZ8EHa7F7g2VoKJOCHnVDvDwzpk2i7sYSkv6p17EHn1gvwhYHUxFhVUPYirLVCnDSU7qqORAkKJNMrLQi5quDZZO2Pq3jA+5RAZNVVCfY4mDNc2EUqdIx84Klvd2UBHRpko3eyADdLtuXVUJ73WTkaDR94zuxBIgjm76jtLO0EI+OfOEW66yabF+VETujkTKmcdrnY/xzDRgcORtqN5m94cgtg0HRBCxfmzxzWkaDJsqWWTNlWUTZyxlcIcs9/NwB52OW84WTmq3ZQbxKKNq7IgNV+s/qIomfKpcZppD/VdHsirelFv0msHw+iUOk4eqTD/DbmkMCmH4VykhJKKbCEBiAhFrgbpKoOymdepbkwJoPYhTVQoC42QF+Ra+ZVlMuul2jbWI3JpayxTK8zjRYqcgyNVVrldE9RFuz7adVjzR1J1imCCMCLzMIclZdPCNSq19LQTpMw95sHWbYNs5aUeEUMk1CKduvWXemkGdtRPPa/jZUsh5UAyEVXpm1Or/tSTba60B/XO3mYdDVU26WsDPs171DFCzWaLwuRhONw8YM+ldmmRj3ycR6g9B9qgDoqOmjaoM5IhEehlBJJg9nLtpG09iwCHR02Yu/3cMi+NIsVhcGjVuVIkKBGcZ1XxmtcnqnAcMqIjX46IY+L8m2SOw6aOUM3chzRNZkACOGi2wAURQcg47yY+VC/DmfBpq0J/fufPBT8ktIkb1Usc73MWpz1Hc6RyuR8ppCSqHw5d/tUuGCJ+tn1CCq1itxn4qqdXlfIgyxYaIeowFk/9I10ITiUUyJCFGgiK+rCSniKFHCBN8hfX6xcRTufaGIxUlg11XRtDMJXJSmvDxYZyES14IYrqGQYwocgJyPx2cwfx1gbagRKJzK1YvqKQKqumESppUTC1F/tkShMRg6+ATNrxwDl2mIerPtjnu+dBG0fk5FvrVjrqX3uqdcdGBNMzYl9UWy1ZXCNvbc/UEuVS5z/+8Y/Xds6UXVriSUOZaz5s9Fv7Z1ezE8Q2Oyhoe1RxWAqeF/uEypuSyhbEXdtUTp0TbYsirsPSi2p3KUj+SQT+D4EkmNkUEoFxIMCRcGCIg+FBC1iQER8OAbmkgiF15om5116XlciI78M5U+M4MKSsqXSM1iyO0JAeR0b1kScnZliNE+ScEB2LKThjTtJChskMnCsSgFRSk6hNym94nrM1BMphInEUPPa4n4pTw5tvvVnKIo4PJ64sVERbH/ntPMfcVJRq/PaxYovEsQsmHDjih2xw2OxSXxy8YVb3ilfU3y+/iK223qqQCpgjLu5HMJSRwoSsshHR0QaQB0OrSKW6V07lVz8wclQOde93rwZlUmYkk9KqHVEstWFTMrR7+50iiE1SR5n1QgDYap/tMmoTtveiIiLisEQu5YVY2v3Ab3VeiSGMYGb3AFgihLAXVz2KR/nzLKgHz0HNF97IpOeueV67s82WsmgTOoU6MgidMqg3u0SYF4mcCsokLYS2uQtBrUM22tLK/whpVKKLrHsbEtu9rICN1T5E/aKLLirp6XzVRVWuu6Zzww510I2w17zzmAj0AgJJMHuhFtKGaYkAp2hRAqeKSCBwSBNSQvlAghCo/r7+ojjUrW0UlpPiYKhYyBdnUd9K4zpSUwlRGxznOT6fmpb989hCXaKIuVbzo8AY1pQPB8ruqn7UPIbLr51//d2MW881j5wgEkBtRBAQD/PiEEKkwZxE5BJRYRfn3ySKZbhz5UNFBeLwkQ5lUUYkUJkRCWpkddDyb5el2lltQ1RghdCYv2eIlSM3PIlIGrZkm06BOmGXOmW3+kXglYWCjVAiN4ZW2YZwOYfAII3yQjSRVZgrq/SUjVIlf4qdDgK1q1mOam8vHCm0CJs6gAnstXHlZT+S5ANruFTFGZFXrqr2tcvnvjo8rEOms+Uedao+kFJYwsf5JklliyFrHZOqREtPXbnPvFEdAG2rtit1qIPl+agdMPhKm7osX/Ygjdqo8rFfGtJEYGtQbuq2upSu+m4Gzze1ETl3vRJCtiDBykelZSPyqAPiHiSWbd4K5bryOw9Xz65jO69mvvk9EegVBNZ9InrFqrQjEZgGCCAZ9jJETqiYlA9kikLBKSBTHO6ikxeVlcQIS3UMHAhlw9Co4UHO1b0UG46TQ5NO2yH7zbFxTu7jrJzjyG2xwskbzjVfEFFynbKDGHFiNnG2apntnCeHifAIHKJzow2cOaerTNSadlyOmYKDcCGFVD6kSt7ICZs4V0OPlCDEoBIBNoi/5VZbFgKPUEpfWoaSKYJWHVdl0/2cMEIH+1oWceQHT+SBrcpc97qEk/1B1RtckQr15l6rvxEp8eVHOULUkUnKE/yRC/aoK8QEiVSPbFAW+UhbR8NKenPo3KOekAflgRGihDi063u0dTHZ9yFw5iEqmw3z4aINC8qgA6FscNDOagcGpj7DBW0HufN8IH7qDA61Pbku3W5BG9SREV9c8SqG6qcd3M++oYI4Phb+dLOlGU9bairuzWu+q3+EsFtAJpFmeNZQy8t+2PqwodrRfDZqnDwmApONgDaqk+Q5939N8Bz5v+h/aW233ezY6Fe/+tWvul2Y7HMcjB4xBccDbU6Kf+r1n8Nk55/pJwLri4AHy0PGiXAGHGF9EKXN6dnPzrAWIlSHx13zgCJBHtBNNt2kOFDDcJwlR4L0UYqoM+6tD7GHHTlBRjwztjGp6SB7HJ7niVPyD4E98jWEyQ6blrO3El0ET36G8GyErhyjdWTIFVLHBmopm5tx2cyWqijJ03OPxCkHRw8fRE7ZKz4WWyDHymB41TV5sVUeSDhlyNHv+j/Ddd/hDrtaFv8U2eEcW5GfSjphpgy13sQ3bOvtSYgfPF1HktzrSJFUBjbBXt0aOpZ+rQPn2IYY6QxUO2v5lc15pLVb+1jftjnR8U3hUCfUW4Ra+amxOkiUcUTdd8qw8jTb2Ght0V7g71Pb+1jjjjXeUOmvjy1DpdntvHzqZ6jrFZNu1/NcIjCZCPgfZ/TIiI7nXEeSgGHBm/9l/Jf/29pot9DXaXahut0xSeeoPoYUqRp6rv/8z/9cnFzTQU1S1plsIjChCHiEDK1S5Dhdzlc7RmqQCGQQSWkHTtuwKofNybiXAufBlR4ihKBUMig+YkKRdN2DLY/mdf8QPFuG+NyHdCGoCI70EavmPwPEyn1Ik7yq8tS2tdtv5RSX7eJW1bB9L5sNfcKHaqd88Knkq+IjHcFw8n/8x3+Ucvz7v/97UQGVV37+ocHIp0m8xUMkYanMOqvwEdgIa7/l2awL55v15hrlFCl2b/P/EWIPV3UmngBPw5/sgSHsHf2uWCu/+XzycYS5Ohuq/CXhHvujs1K36uFc1DU8tX314jpF7oILLiiqvnZZ67PHipLmJAKJwCgQ4EuMOJlyZZ6z597/Pc+159uomUVpRIBuc5BlkUPkowA6b0kEhkPAA1eHAj10tc82koOtcdppI05ITreAHLo21HUEzHCwT7VDOkPZIi+f8QQEo5K44eKzGeHzEapdQ9lU03IfgofAUXZHChRkqmU7NPNuX6t1MJp6Qz4RT5+hyoBUtoPyI/g+NZ57Rip/O52p/K3jQf1WBlNBTBFAKpWByk4ZNmxOuYXpdCrbVOKaeScCvYiATrJpMUTAK6+8ssx513HXsfQ/zGiFuedGm3SgLZDTqW4/90kwe7F206ZpjUD7IZuqwvSKHe3yj2RXk4S1407m75HsauY9lnsnIl4zjan6jlyaK0qppMRSjOHA6biGyDfV4amyM/NNBBKB9UPAKJMpMddde12ZW62TbF6yqVBGcixqpWgaOtf5tJ7A/wad/GZIgtlEI78nAonAlCNAUaVaUmP98/LPLUNvIKBOqorbGxalFYnAzEJAB9u0E0RO580zN94O7XiQkb+pPhZmvvTyS0WhNARucZ+dDXQs7dH6+9//vtxnOy0LGM3zT4I5HsQzTiKQCGwwBAzvW1WuF21ovDnHdIMZkRklAolAIjAFCBiKNgRNITTlx8e0E2TT/8LJJpvyt/jaFmr+ByO4ts6yA4mj6zr91s8YyTC/3j7Qdt8wdas5bz0VzCloQJllIpAIDI2AxUiLFi0qc338Y02COTRWeSURSARmFgLmP5rbaLGjhYDUQ7sy+JiKYp43stkkchOJgMU9toWzKJGaaUTJEHjdGUK+5qzbrcNewhRNc7KRYvOx2VZDEsyKRB4TgUSgJxAwzGKIPEMikAgkArMRAaSNImiLIC85sGqbkml6il13jPJQC00h8v9yIqcRIZgILvVSqIsb6/zqOu+aDdRNttq9w6Kf+natWmc9QzAx5eanGpjHRCARSAQSgUQgEUgEZgMCeJBQSaMhaduj1X1nLaYzykNRpG76TulENidivmbNz7EG3xFe28UhmLabY18drkdGvWgB2WyGKSOYTTKJMdtbjsEV1KaR+T0RSAQSgUQgEUgEEoGZjgA+ZO9eHIlq6OUNiJ3zCJztg/Ale1TaQ7iSTcqmkR9k07C2uJUAjgUz2w7ZgsxQvYA8etuZ/KuKaS9fr0iuhNKCJG+jc2yGKSOYiCRpF+Mmr1oSj4GPB5BmgfJ7IpAIJAKJQCKQCCQC0xEBBM/QOIKHH9lrGOHEmcxvRDxds9LcIhsLcgxPI6KGramayKbhdEPrYxXtpI8oOgoIpvmg9r+t/Mw1vK0STL+RTrY3w5QRTMB5PR02bkIpeXWsQDQLkt8TgUQgEUgEEoFEIBGY7gg0CZ6yIHJIHI5kkY+FjwidYXMEENm0tRBiilMhpDhWfZvY+uAhX+nJoxkomiOFKSOYmLhNOwVybmXCIxmc1xOBRCARSAQSgUQgEZiJCFABkUXkUUAqjfZSLZE9RwQUsfTbsDUOZW6mt+nUuZl24BiPaEeltFK8qpWIqj0ud9lll7U7esifKPjHP/6xbFvkXja085sygqkAJN2DDjqozCEAWoZEIBFIBBKBRCARSARmKwLI28qVK8tCGmSTUkiQI8L5bt9J56mY5lwilYbGEUBHWxmZh4mUjmcrI2RR3EowTV086aST4uSTT177amCKpo3WrTa3AAjJNRe0vaXclBFMjQfbtdQe886QCCQCiUAikAgkAonAbEbA0Ld9JfEjZNMKcgKcj3PmZCKVCF3dI9NvPAoRHQ+pbOItvrQqWXQ0p3P+/PmFuLrXHpm333772rwQ0j333LMQ02ZaU0owGYIlV6bcNCy/JwKJQCKQCCQCiUAiMJsQQCJxIiqlD+USqUT66iIexJJ66RyFsZLBicCJGimfumKcQmnIvjnKzCYkEwEWDMd7Vzmi2QxTTjCbxuT3RCARSAQSgUQgEUgEZjMCVMS63VDdhgipRPyM+iJ0COBkiHPS9ZYexNU8UIqqLZGsGrcqHem1J6YN4BFM5Na8T6/1NV+zGZJgNtHI74lAIpAIJAKJQCKQCEwRAhRMb+1ZsGBBGQa33VCdV2khzWSQymZREUyvfPSxKp1a6b3kDzzwQCGXSOV9990Xr776apl/iXRaBIT8tofnk2A2kc3viUAikAgkAolAIpAITBECFEHDzRbtUCoNj7eJ22SaJi+k9rjjjivK5RtvvBEvvfRSXHLJJWXlOIJpX0wqJjK86y67xsKFC4u62Sa/STAns6Yy7UQgEUgEEoFEIBFIBEaJANLmDT1tsjbK6Ot9m3ypkqeddlohlkuXLi3zLZctWxbPPvts2RoJuTQn0+KfU087NQ499NCyTVE78ySYbUTydyKQCCQCiUAikAgkAlOEwFSRy1pccyn33XffuPjii8vK9BUrVgQl07xLtllcZJ7m8ccfH+eee25RPLuprEkwK6J5TAQSgUQgEUgEEoFEIBEoQ/NHHHFEWWxkTuhtt91W5mIawveSnMWLF5e9Mffee+9vrB6v8PV1bAWfIRFIBBKBRCARSAQSgUQgEWggYJGP13lb6EPBpFR6zbeX5JgnWrczakRZ+zUJ5loo8ksikAgkAolAIpAIJAKJwEQg0D8RiWQaiUAikAgkAolAIpAIJAKJQEUgCWZFIo+JQCKQCCQCiUAikAgkAhOCQBLMCYExE0kEEoFEIBFIBBKBRCARqAgkwaxI5DERSAQSgUQgEUgEEoFEYEIQSII5ITBmIolAIpAIJAKJQCKQCCQCFYH/Hxz3PEcFY6JKAAAAAElFTkSuQmCC" } }, "cell_type": "markdown", "metadata": {}, "source": [ "### 비동기 업데이트(Asynchronous Update)\n", "- 그래디언트 계산을 끝낼 때마다 즉시 이를 사용해 모델 파라미터를 업데이트(위 그림의 mean(평균) 단계가 없음)\n", " - 그래디언트 취합, 동기화 없음\n", " - 복제 모델들은 다른 복제 모델과 독립적으로 작동\n", "- 실전에서는 잘 작동 하지만, 완벽히 작동하는 경우는 드뭄\n", " - 한 복제 모델의 파라미터 값에 기초해 그래디언트 값이 계산되어 다른 모델들에 의해 여러 번 업데이트될 것\n", " - 그 계산된 그래디언트가 다른 복제 모델에게는 정확한 방향을 가리킬 것이라는 보장이 없음\n", " - 낡은 그래디언트 문제\n", " - 수렴을 느리게 만들고 잡음과 흔들림을 발생시켜 훈련 알고리즘을 발산시킴\n", "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 낡은 그래디언트 문제를 줄이는 방법\n", "1. 학습률(Learning rate)를 줄임\n", "2. 낡은 그래디언트를 버리거나 크기를 줄임\n", "3. 미니배치 크기를 조절\n", "4. 하나의 복제만 사용하여 처음 몇 번의 에포크를 시작(준비 단계)\n", " - 훈련 초기에 낡은 그래디언트가 영향을 끼치는 경향이 많기 때문" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 대역폭 포화\n", "- 동기, 비동기 업데이트 사용할 때, 파라미터 서버에 모든 복제 모델로 모델 파라미터를 전송, 업데이트 이후에는 반대로 전달\n", "- GPU 내부에서 데이터를 입력, 출력으로 데이터를 옮기는데 드는 시간 보다, 네트워크를 통하는 시간이 더 오래 걸림\n", " - 특히, 규모가 작고 매우 큰 훈련 세트에서 훈련되는 모델의 경우 단일 머신에서가 더 좋음" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 대역폭 포화를 감소시키는 방법\n", " - GPU를 한 서버에 설치하여 불필요한 네트워크 연결을 회피\n", " - 여러대의 파라미터 서버에 파라미터를 분산 시켜 하나의 서버에 대역폭이 몰리는 것을 회피\n", " - 모델 파라미터의 실수 정밀도를 32비트(tf.float32)에서 16비트(tf.float16)으로 감소\n", " - 모델의 성능에 크게 영향을 끼치지 않고, 데이터의 양을 절반으로 줄임" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 12.4 연습문제" ] }, { "attachments": { "image.png": { "image/png": "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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "### 1. Tensorflow-GPU 실행할 때 CUDA_ERROR_OUT_OF_MEMORY 에러가 난 이유와 해결책\n", "- 텐서플로 프로세스가 시작될 때 접근 할 수 있는 모든 GPU 장치의 가능한 모든 메모리를 점유\n", "- 따라서, 이전에 다른 프로세스에서 하나의 GPU 장치에 있는 메모리를 점유했기 때문\n", "- ConfigProto 객체를 생성해 gpu_options.per_process_gpu_memory_fraction 옵션으로 점유할 비율을 미리 선정\n", "- 혹은, gpu_options.allow_growth를 true로 설정하여 텐서플로우가 필요 할때만 메모리를 점유하도록 설정\n", " - Session에서 적용하는 방법\n", "![image.png](attachment:image.png)" ] }, { "attachments": { "image.png": { "image/png": "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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "- clustering.py clustering 지정 시에 사용 하는 방법\n", "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2. 장치에 연산을 할당하는 것과 배치하는 것 사이에 어떤 차이?\n", "- 연산을 장치에 할당 하는 것은 연산이 배치 될 곳을 tensorflow에게 알려 주는 것\n", "- 연산의 할당과 연산의 배치의 차이\n", " - 할당은 텐서플로우에게 요청하는 것\n", " - 배치는 실제로 텐서플로우가 수행하는 것" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3. GPU 버전의 텐서플로를 기본 배치를 사용해 실행한다면 모든 연산이 첫 번째 GPU에 배치 될까요?\n", "- 기본적으로 기본 배치를 사용해 실행하고 연산이 모두 첫 번째 GPU에 배치될 것\n", "- python DNN.py " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4. 어떤 변수를 \"/gpu:0\"에 할당한다면 \"/gpu:1\"나 \"/cpu:0\" 에서 배치된 연산이 이를 사용 가능? 또 다른 서버의 장치에서도 할당된 연산을 사용 가능?\n", "- 동일한 클러스터에 속해 있는 경우에만 할당된 변수를 가져다 사용이 가능\n", "- 텐서플로우는 장치 간에 변수의 값을 전달하기 위한 적절한 연산을 자동으로 추가할 것" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5. 같은 장치에 배치된 두 연산이 동시에 실행 가능?\n", "- 같은 장치에 배치된 두 연산은 동시에 실행 가능\n", " - 텐서플로우는 다른 연산의 출력에 의존하는 연산이 없다면 자동으로 동시에 연산을 실행\n", " - 병렬 스레드에서 여러개의 세션을 시작하고자 할 경우, 각 세션은 독립적이기 때문에 실행 가능" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 6. 제어 의존성이 무엇이고 언제 사용할 필요가 있나요?\n", "- 의존하는 모든 연산이 실행되었음에도 불구하고 연산의 평가를 미루는 것이 좋을 때도 있음\n", "- 메모리를 많이 사용하는 연산의 경우, 그 값이 그래프의 후반에서 필요하다면 뒤로 미룸\n", " - 다른 연산에 필요한 메모리를 불필요하게 점유하는 것을 피하기 위해 마지막에 평가하도록 함" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 7. 텐서플로 클러스터에서 DNN 훈련 후 Saver 객체를 사용해 모델을 저장하지 않은 경우에, 학습된 모델은 잃은 것일까요?\n", "- 분산 텐서플로우에서는 변수값이 클러스터에서 관리되는 컨테이너에 있으므로 세션을 닫고 클라이언트 프로그램을 종료하더라도 여전히 남음\n", "- 클러스터에 대해 새 세션을 열고 모델을 저장하면 됨\n", " - 변수 초기화나 이전 모델을 복원하지 말아야 함" ] }, { "attachments": { "image.png": { "image/png": "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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "### 8. DNN을 다른 하이퍼파라미터를 사용해 병렬로 훈련\n", "### 9. 모델 세 개를 사용하여 하나의 그래프에 이를 포함 시키고 각 DNN이 다른 장치에 실행 되도록 함\n", "![image.png](attachment:image.png)\n", "### 10. 그래프간 복제와 비동기 업데이트와 동기 업데이트 병렬화를 사용해 DNN을 훈련시켜보세요. 훈련 속도와 성능 차이는?" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }