{
  "schemaVersion": 1,
  "lessonId": "pretraining-02",
  "contentHash": "546d7b69e5cbe151e99542665025a7bbfdd507e951bcde81b5c981400f065eab",
  "executedAt": "2026-10-20T10:52:02.405713+00:00",
  "environment": {
    "backend": "cpu",
    "deviceCount": 1,
    "python": "3.14.3",
    "jax": "0.9.2",
    "numpy": "2.4.4",
    "matplotlib": "3.10.8"
  },
  "stdout": "Masked pixel MSE initial/final/held amplitudes: 0.5538085699081421 0.0016928859986364841 0.0011766081443056464\nMasked pixel MSE initial/final/held amplitudes: 0.5538085699081421 0.0016928859986364841 0.0011766081443056464\nHidden MSE unchanged; full-image MSE is large.\nAmbiguous target MSE at predictions 0, 1, 2: 2, 1, 2\nBottom-right patch order verified.\nThe zero-loss shortcut receives hidden pixels; the real features contain only eight visible pixels and a bias.\nAll rectangular RGB patches agree; hidden-pixel intervention preserves visible features.\nPASS: pretraining-02\n",
  "notebookCells": [
    {
      "sourceHash": "642f2943e4227f895e2bc22dcb8165f9254d5d67daaeca5d903ad19ca55d6d24",
      "outputs": []
    },
    {
      "sourceHash": "722b38eeb869e1eba84511605ff5eda1504e181e45167524375bde863bc14168",
      "outputs": []
    },
    {
      "sourceHash": "67904fc53e5169d024a4968041324263be09e9ead2bb75650134fd67a2edf4d1",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Masked pixel MSE initial/final/held amplitudes: 0.5538085699081421 0.0016928859986364841 0.0011766081443056464\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "e752eae67601d630225841e69368ef4afbbd243de91575ea94eaa8e59917ef99",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Masked pixel MSE initial/final/held amplitudes: 0.5538085699081421 0.0016928859986364841 0.0011766081443056464\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "2bd39b3195d7381fd0923d63f81b9a0fa6fd1360d1c1354c691b706751d82742",
      "outputs": []
    },
    {
      "sourceHash": "25df6d662f9d3f0c4e984c6a201f79fa0cfd7a2633dc4b0773dfba6c2dd4ee6c",
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAABGAAAAUICAYAAADk3qYqAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAViAAAFYgBxNdAoAABAABJREFUeJzs3Qd4FNUWwPGT3gOhV2nSpAUQFekiSi+CiiJNRey9gI0iKvb+FBtNRemiNJFeohTpUqRJr4H0nrzvXtxld7MJCcnW+f++N29nZ+7s3p3ZjezZc8/1ycnJyREAAAAAAAA4jK/jHhoAAAAAAAAEYAAAAAAAAJyADBgAAAAAAAAHIwADAAAAAADgYARgABTJsGHD9AIAAAAAyJt/PvsA4LJ27NjBWQIAAACAyyADBgAAAAAAwMEIwAAAAAAAADgYARgAAAAAAAAHIwADAAAAAADgYARgAAAAAAAAHIwADAAAAAAAgIMRgAEAAAAAAHAwAjAAAAAAAAAORgAGAAAAAADAwfwd/QQAAACeJjs7W86fPy8JCQmSlpYmOTk5ru4SABiOj4+PBAUFSUREhERFRYmvL/kD8GwEYAAAAGyCL0ePHpWkpCSrLwEAAOf/PU5JSdGL+ptcpUoVgjDwaARgAAAALKjMF/UP/YCAAKlQoYKEhYURgAEAF1DZh+rv8cmTJ/XthQsXpFSpUlwLeCxyuAAAACyoYUeKCr6Eh4cTfAEAF1HZh+rvsPp7rMTHx3Mt4NEIwAAAAFhQNV8UlfkCAHA9099j099nwFMRgAEAALBJeVe/ulL3BQDcg+lvMgXR4ekIwAAAAAAAADgYARgAAAAAAAAHIwADAAAAAADgYARgAAAAgHzcP/AJaVqvnRw/esKh52njn5v187w64s0rOv6fPftl/GsfSr8eQ6RNi27SolFHubl1H3n4vmdl2tRZkpCQaNX+i08m6uezXFo0vEk6tekjTzw0UmLWbMjzXMybvTDfvpgez9HnrDh0velO3dfioM6Leix1bt2Rem+p/qn3GgDn83fBcwIAAAAoJllZWfLB25/LD1Nm6iKlZcqWlmbNG0loWKicOxsrmzdtk5i1G+TLzybL97O+lEqVL07pa1L1qsoS3ayRXk9NTZU9u/bJquXr9PLIk/fL/Q8OdPi1UgGBYYOflB69O8vY8SMd/nwA4AoEYAAAAAAP9tqr78rPsxZIyagS8srYZ+WmTm2t9qempsns6b/IF59OlIT4BBGbAIwKvlgGPbKzs+XzTybK159Pkc8//lZu6tRGataqLt5qwqT3JTMzs1geq0OnNtIo+hp9LQDAFgEYAB5ny7oTsmTmPslIz5L0tCzJSMuSVyfcJEEh/EkDABjLimVrdfAlKChQvpr8oVxdp2auNsHBQXL3oH7Spn1LCQ4Ovuxj+vr6ykOPDZVFv/4uR48cl+VLVnt1AEZlABWXiIhwvQCAPXxbAeBx4mJTZffmM1bbVCCGAAwAOJaqHVGxUgX5efH3MuWbabLg19/l2JHjUq3GVfLT3G/Mw2FUQOCXuYtl3z8HJSM9XSpXrSSdu3WUgUPv1MEAW+qYX+culvnzfpM9u/dJakqalC5TSuo3qC29+3bTgQNLh/89Kt9++b38uW6jnDt7XsLCQ6Vxk2v04197fVO7NT5OHD8pf+1aITN+/Fnmzpgvhw4dET8/P1m9Yb5uk56eLhO/+kHm//ybnDxxWkqXLSU339JOByLyozJKpkycLst/X63PhQpe1K5bS+64u7d07dHJ7jE7t++S/330rWzbslMPGap3TR25/8F7xN+/8P80n/jl9/r2roF97QZfrjTQoF5HnXpX6wDMieOnxNF1SX6Zu0ivq1vTumI5JKkg11ENm1q+dI0+t6dPndXvvwoVy+v30L3DB0hUVMlcz2963M27V9p9v//6+zRdQ2f2jF/l6OHjEh4RJq3aXC9PPDtcv09ta8CMenG8DH9kiDxo8d5RNWEmfDZJxrwxQmfIfPrB1/LXhq2SnJwiNWpdJYPvu0u6dL/Z7vnZunmHPn771r/1/foN6sj9Dw0SP1/fYh22dfbMOf25WrPyDzl18owEBQdK/WvqyB1395GOt1hnVSlxF+L1sLdlS1bpz0xmVpaUKlVSv/+79ewknTp3MLdNSU6RGT/Ok4W/LpETx07poW5RpaOkRo2rdNbQ7f17Fbn/gCcgAAPA4wQG+eXapgIwAADHy8nJlmcefVnW/7FJmreIlqtr15CMjAy9Ly0tTZ586EX5Y91GCY8Il2sa1pWwsBD5e8ce+d9H3+gvdhMmfWAVhFHDY558eKT8uW6TBAYGSnSzhhJVqqT+AvjH2o0SdyHBKgDz18at8vjwEZKUlCw1alWTmzo1lNOnzsjqlX/o5bkXH9PBCHveHPuBzJnxqzRt3ljatm+pvzQqavjJ4w+O0H0ICwuVVm2vFx8fkbkz5+v6KeoLvj0qEPTQvc/I8WMnpXyFsnJdy+aSkZ6hvyi/9Nw4/bqfHfmo1TGqsK0qcKvOWd36V0v1GlfJv4eOyMP3P6eDNoVx4Xyc+Ut55zy+vBdFUlKSvg0IDBBHim7eSNeqWbdmvVU9GtO+gl5HZdTI8ZKWnq7flzfc2FzS0zNk7+598t2k6TpQMHXGBB0kKIyXn39dH6ve7+p6qeCOChLt3LFbps3+Sr9vC2rX33tl/LiPpFy5MnL9jc31e3fLXzvkxWdf04HI7r1utWq/ekWMPP3oS5KZmSX1rqn93/vlqC6sfOeAPlJcDuw/JMOHPCVnz8TqoFP7m1vr99dfG7bI+j/+0sHNp1942Nw+OSlZBt75oBz595iULVdGml8XrbOwVNBrwx9/SUpKqjkAo4a0qff3lr+2S4kSkdKkaQMJCQ2RM6fP6c+ICvIRgIFREIAB4HECAnP/Q1gNQwIAR0pOzJBjB+M89iRXrlFCQsOL/kVafdlV2RGz50+RSlUqWu378J0vdPBFfSke8+ZIcx0MlV3y+qj3ZN6cRboQ7OPPPGA+5t03P9WBD/VL+/ufvS4VKpYz70tKTJYd23dZBWtGPD1WB18efuI+GfbQIPO+Nav+kKceeUneG/+ZNLu2sdStXztX3xcvWCZTp3+hM04sqewG1Qf15fbLyR9K2XKlzRkBDwx5Sg7u/zfXY6kvlc89MUoHX4Y9PEiGPTRYAgIu/tNafQl98qGR8v3kGXJj6+vkxjbXmbMAXh35hg6+qC+z6kuticokeOeNTwp1LVS2kMqgUQEAFXAoTiogsmPrxXOvAkWOdNvt3eWqqyrrAIxtPRp78rqOystjn5UbW7fQX/BNVIBtwmeTdU0bFQh8ecwzBe6byozx9/eT2QummosXJyYmyYNDn5ad23fLovnLpGefzgV+vB+/m60LG983/B7xUVE+EVk0f6mMfGasznKxDMCoIIfKplHBlxGvPGkVcJn54zx5ffR7UlxUwFAFX/re0UNGvPqkORtLBUiGD31apk78Sa69LlradrhRb/998UodfFH33/90nFWQUgVfVNDLRGX6qOCLCsh+890nVgHYjIxMHdACjIIADADvyIBJJwADwLFU8GX846s89jSP+Lit1G5Uplge67GnH8gVfImNvSCzfvpFZ6+Me+dlqzoYKkAw4tWnZO3q9boY7KNP3a+DOOoX8J9nzZeAgAB579NxVsEXRQ0tur5lc/P93xYulzOnz0rtOjVzzczTuu0N0rN3Zz1MZNp3s2X06y/k6rca5mHvS7v6Uqw8/uxwc/BFUbMJPfXcQzo7xtaqFTH6S2bLVi3k4cfvs9pXrnwZeeW15+TuvsP0UBlTAGbJ4pX6S64KaFgGXxRVo2XBL0v0l/qCUhkKSmSJ8DyzdApLfXnes+sfHRhTgS41xKbTrZeGkriDvK6jYm+ojAomPPLEfXpo3NLfVhYqAKM899LjVjNHhYeHyeD7+svzT46WTes3FyoA07Bxfavgi6KG5331+RQ5sO+QDuiZnuu3RcvlfOwFHbiwzXbp17+nzsIpjuDFxvVbZPff/+jP7jMjH7UaCqeee8h9/eXTD7/WAUVTAOb8+Qv69robmuV674WEBEuTpg3N901tVXDNdgiiClo2b9GkyK8B8BQEYAB4nIBA31zbGIIEAM7TvmPrXNvUF1GV2aG+kNkrQqq+lF3ToK6sXhkjhw8dleo1r5KN6zfrX/dbtb1WKlYqf9nnVcOPTMNtLL/AmvTo00UHYNQv7vZ0uLm13Ywe9aVXZUy0v6lVrv1q+FNkiQiJj0uw2h6zZr2+tZ1xyEQNFwkNDZEd2/7O3f9uHe0eo2rGFCYAU1xs666YqIDYux+/pgNh7sTedbSkruealTF6qI4KImVnZevtaoiPClqpa6muaUGo7JeWra7NtV1lSykqiFgYqnaMvfeuejwVgFEBRlMAZsum7fr21i432X0s9T4qjgCM6X2p3svqc2rvc6UCMKoWjcomUgGa+g3q6n2Tvp4mpUpH6c+JCkzZU6debR1wVQGwmmrY4C1t7dbiAYyAAAwAjxNgJwOGIUgA4Bzqy5a9QrrHjp4wDw9RS34uXLiYuWGq3VGtetUCPfeZU2f1bWWb7BuTKlUvbld1NexRtS1smdpWqFDW7hfji8eVzxWAMb1eNQwkv6EgaviVbf/t9UNvt5ke+nJMQ7zi4xJ1cOFKs2As6674+ftJyZKR0qBRfWnboWWu+iZ5nCIralhUoQ4opLzOn/LZh1/rYsrqfORFDSEqaABGZUHZK46sagUpqsZMYVSoZJ3lZft4qoaQiSm4k9cxFQoQtCwINWQuv8+VygpT9V3S0tJ14V2VFaUCrSoLaOrE6bp+jXrv1by6urS4vqkOJDZoVM98fLXqVeSZEY/IR+9OkHGj1Oflff2ZV0MFb+3WUT8WYBQEYGB4ajz2X5u26ai++g+dSvVMS03T/6hRqZhq2sXm1zWRGjWrGf5cuQuK8AKA6wQF5Q6+KNnZF79016pdQ2e65KdEyUhxBXuBoysNFOT893pV4d3y5csW6tjiiknUrXe1DhqpII+acUrdvxIFqbtiEvxfhoQaqpTfv61MQkIvP+11cV3HJYtWyNdfTNVFYdUXfjUMplTpkuYg0uD+D1/MGLEMEF2Gj0/urNui8C3mx3OlJ597SPr17yUrl63VhXpVnRdVy0gt9z4wQA9VtBxip4ryXmy7Sf7auE1nq6lFzf70xruvuPS1AM5CAAaGpAp+/b54hR6HvmXzDnNqquWvNra/gqlf/FREXxWKq1ajYL/UwTEC7RXhTb90DQHAUUVsVR0VT+6/I5nqtzRoWFcX4C3MMWoWoIIoW76MVfaJLdP2coUIiJjaqmwc9W8Ae1kw9qZhLl/x4nHdet5S4Bogpv7nNa3ziWMnpTDUj0WNmlyjgwqLfv39igMwhVG+wsVrduTwsTzbHDlyXN+qYV2RkQXLNCkOv/92cRppVePFVKvEql/59NkdmeoRnTx+aZYnSyeLaXpwVbMov8+Vqluksl9UIMs2eFqlaiUZMPh2vaisIzVb1CsvvKGzkLr1ukX/kGn5elTtGrWoz9qGPzfLC0+OloW//q7bquFZgLcjAANDUdNjqlRJFZlXKZSmYIufn69Uq3GVREWVkMgSkTrNMi4uXqcbq/8YqfHCajYANYWhWlSqpIrqq8JkcJMhSBThBeBgagah4ipi641aXN9M18tQM9mo2YryzTYxH9NUH7M+5i8dALEtwmur2bVNdB2Jhb8skaHD7s4VLPll7uKL7QpR1FM9pxrSoma7WbV8nbSzqQOjZleyHX6kqOK7c2bMl+W/ry5wAKZZ88a6/4vnL9OFZG2p2XAKa8iwu+XpR17ShYTVDDoqAykv6t806ku0ZaHhwlIFU2f9NE9PKa5mclK1PWyt+H2Nvm3arFGBh0X5B1ycoSu/oUOXE38hXt+Wt/M++mPtBp3l7EnUFNw/z16oA0uD7uufa78qSl0c1OdKUcETlTlkWwfGVB9ITRFvbziWibrWKstF9Xntqj9l/z8HrQIwltRnV/17ulOX9jJj2s+yb+8BAjAwBO/JgQMu49efF0vvzvfI5x9/qwMqKovlwceGyldTPpLVGxfKzF8m6fX3PnlNp0F+9tU7eorDZet+lp8Xfy+vv/2SrqwfGBggf8ZskkF3PiQvPz8uz3HmcByGIAGA+1Ff6m+7o4f+tfz5J0bJqZO5f7VX2yyLvar6Gr1u66qL9z7z2Mu5/puqpuFV/8016dS5vT5GDbf5ZsJ3Vm3XrV4v82Yv1F8C77rntkL1/c4BvfXtR+9N0FNPm8SeO6+n1rZHFSytXbeWrFi6Rj55/0u7Q3J2/71X1q7+06r/KqN219979Y9Bln76fo5s33qpYG9BdejYWnr17aqDXsMGP6kDQrbUEKXpP8zRszLFnouVolD/FlIBK5W19MHbn+uirJY2/PGXTP72R72usiIKqtx/QSF7U34XlCrsrEz/fo6eJtwy80XVHfE0avYpNRxevS/UbFqW1NAdNeSnOKigmpqZSwWo1DTultdUvYcnfzPNPIzIRAVr1PNb1fv5r26NmkVLqVDxYo0aNTxJfT5tg2tqmvnNG7dZtQW8HRkwMIxXR7ypC8v1vK2L3N6/V6GyV1RxOrV06dFJ/8dCTQs4+etpsuCX36VqtSoy/JEhDu07rFGEFwDck/r1/MSxU3qmo163DpC69WvrArYqwHLwwGH95bpOvaulR+9LGSNq2lv1ZV5Nhduj0936V/9SpUrqYM2eXfv0bCumqajVL/NvfTBKHnvgBV1sVWWMqCmpT506Y54x5tmRj+rnLQwVKFC/2KshEerHmutaNtO/0KvMnKuqV5HG0Q1yzTajAj0ffPa6PHzfs/Ltl9/L7Om/Sp16tXSB0oSERNm7e78OKKkvraahFWpIjqq18uTDL8o7b3yig1Fq9hs1W4/6oqumGlaBmMJ6ZeyzuojrtKmz5OlHX9Y1UOo3qKO3nTt3Xn+BV3VZVPBHZfoWhcqgeeej0fLosBd0VrC6Bo2jr9HbD/97VP7esUe3e+DhwebptwtCTWuu3hsqOHV33wek1tXVxT/AX6KbNtQBpoK4a2Bf+XXuYh2cUO+neg3q6KyYTRu26qFa6tqomn+eQs0+paZTV8HJN0a/L3Om/6p/QFQBJXWeTe8XNZVzUaj3uvrxcfiQp3R2k8oWUtNlq2xx00xlatp0y+wwdU5VELFM2VL681aiRKT+gVPVVUxNSZWbb22nz7nyz579elpz1Ua9L9X7MDEhUTb/tV0S4hP15yuv2cQAb0MABoah0oPvf2iQHqta1P8Y9unXTXrd1kXmz/utMHXc4MAaMOkMQQIAl1Nfwj/64k39pfyXOYv0l+m/d+7Rs+qoWitDhw2QW7q0tzpGBVU+//Y9mTtzgf7v6s5tu3StNvVlWX2B792vW67hEtPmfC3fTvhO/li3UQ/PCAsNldZtb5CBQ++QFlcwo4oaVvHJl2/JtxO+131Ys/JPXby1R5/O8sgT98sTD9mvaaNmjZk2+yuZPm2uLP1tlf5SrGbFKVUmSs/8ogI7t3btYHWMCsZ8+90nOiNXBXXUlNwq++DTL9/WWbZXEoBRwaDnXnxMevftKrN++kU2rN+sp+JOTUvTX3pVEKN9x1bSreetxTKltJohafq8ifL95Ok6cBWzdqMOspUqFaW/eN95dx+59vqmhX5clYWsMo7UtMgqi0JlsWRlZhU4AHNVtSry/awvdUbS1s07ZeXSNTpbRxWEvXf4AHn4vufE06haNl9N+VgmfDrx4vvlX/V+qa0ztWNjz+v3S4mSRa/vpIYK/TBLzSD1vR6Kt2zJagkKDpKmzRvLHXf30dfV9t/VKvCjiumqaxV3IUHXJGrYqJ6ul3hL10tTZ6spqtXQ/k3rt8qB/f/q4I2ahUoFH7v3vlX/m7qoQSTAU/jk2OaNAUAhtGzZUt/GxMQ49bw90GmOZGVe+vPVc3A96TXk4i8tAFAUu3fv1rf16l2aRhUA3M1rr7yjs31UVtgtXS4FPLwVf5vhDagBA8Ar6sCkpzELEgAA8C6qpsrpU2dzbVeFqOfOWqAzSdq0u/hjGAD3R64XAI8UEOgnKUmXisRlpF35rAkAAADuaMe2v+XZx1/V9YUqVa4g2dk5upaSqpukZhB7ZexzurYQAM9AAAaGpsaYq4rvqsibKvhnO/PCF59O0uPLfX199Bjc+4bfI0FBl59WEy7IgKEGDAAA8DKqMHGvvl3krw3bdFHo1NRUKRlVUs+oNfi+/roeDwDPQQAGhjZn5q/y1msfSfdet8iYN60L7D02fITV9Hr/7DkgW//aIV9MfF9Xi4d7zYREBgwAAPA2qtDzq6897+puACgm1ICBocWs2aBv1fTSllYsWyubN23T6526dNCV3tUMA2pKw4W//u6SvsJaQKD1n690hiABAAAAcGNkwMDQDuw7pG+vaVDXarsKsqgsFzWd5ZPPPaS3qSn/3nnjE72vq03ABq6fijqDIUgAAAAA3BgZMDC0CxfiJCg4SFeQt7Txz836ts/tPczbevbpom93//2Pk3uJggxBIgMGAAAAgDsjAANDS05O0UOLLB0/ekIX5i1brrRUq17FvD0sPFTCI8Ik7kK8C3qKyxXhpQYMgOKiMiBV/S9TDTAAgGuZ/iZThxGejgAMDC0iIlzPdpQQn2Detv7Pv/Rt4+gGudrnZOdIcAizILnLNNSW0tOyXdYXAN7F3//iCO309HRXdwUAYPH32PT3GfBUBGBgaLXr1tK3c2Yu0LfZ2dkyd+YCHV1v3iLaqm18XIIkJSVLmTKlXNJXXCYDJiOLUwSgWISGhurbhIRLwXkAgOuY/h6HhYVxGeDRCCHC0Dp36ygb/vhLPnl/gvwZs1HOx8bJ7r/3SlBQoHTq3N6q7dYtO/Vt1WqXhiXBdZiGGoCjREZGyoULF+Ts2bP611Z139eX36wAwNnUj6Px8fH677ESEWFdtxHwNARgYGi9busivy9eoaejNk1JrbJfHnv6ASlVOsqq7dLFK+xmxsA9MmAowguguKhfWEuXLi3nzp2TEydO6IW6AwDgfJa1uNTfZTJg4OkIwMDQ1C+an0x4SxbPXypbN+/URXZbt2sp0c0aWrXLSM+Qs2djpdm1jaVVm+tc1l9cEhBo/Ws0RXgBFKeyZctKcHCwnD9/XlJTUynICwAu+re6+lscFRVF9gu8AgEYGJ76w96lRye95CUgMEA+/fJtw58rt86ASc+iOj6AYqMyXtTQI7UAAAAUBwY0w9A2bdgq2/6r7VIQO7bt0sfA/WrA5GSLZGUyZSwAAAAA90QGDAxt2KAnpEzZ0vLbqlkFav/CU6Pl1MkzsnHnMof3DfkLtJmG2lQHxj+AuDIAAAAA98M3FRieZXEvR7SHczJglIx0pqIGAAAA4J4IwACFkJaWLn5+ub/4w/kC8siAAQAAAAB3RAAGKKBTJ0/L+dgLElWqJOfMDQQG5f7zxUxIAAAAANwVNWBgKKqA7sb1m622pSSnyITPJuV9UI5IfHyCrF4Zo+82anKNo7uJKxyCRAYMAAAAAHdFAAaGsvHPzTrYoqYXNUlJSZUvP5tcoNovQcFBcu8DAxzcS1xpEV5qwAAAAABwVwRgYCgVK1eQ5i2aWGXE+Pv7S+PovLNafH19JTwiTK6uXVN69OksVapWclJvkR8yYAAAAAB4EgIwMJSefTrrxaRZ/fYSWSJCvprykUv7hcILtDsLUjanEgAAAIBbIgADQxv9xggJDg50dTdQXNNQMwsSAAAAADdFAAaGZpkNA8+vAUMRXgAAAADuimmoAXhPBkx6lkv6AgAAAACXQwYMDGP0i+P1bZmypeXRp4ZZbSsUHx8Z/foLxd09FEMNGDJgAAAAALgrAjAwjHlzFunpp6vVqGoOwJi2qSmmL8fUTt0SgHG9gMDcCXzUgAEAAADgrgjAwDC697pVJa/oDBjbba6UlJQkH3zwgcycOVP279+vt9WqVUv69u0rTz/9tISFhRX6MQ8dOiQ1atS4bLsBAwbId999J55IBcJUEMZy5qN0hiABAAAAcFMEYGAYY8ePLNA2Zzpy5Ih06NDBHHgJCQnRWTZbt27Vy+TJk2X58uVStWrVK36OMmXKiJ9f7uE6SsmSJcXT68BYBWDSmIYaAAAAgHsiAAO4SFZWlvTs2VMHX8qXLy8TJ06Uzp0vzsq0cOFCGTp0qN6n2mzatEl8fa+sZvaGDRukevXq4o0C9ExIGeb7DEECAAAA4K6YBQlwkSlTpsiWLVv0+owZM6RLly56WI1aunbtqockKaqNaovLF+KlCC8AAAAAd0UABnCRSZMm6dt27dpJmzZtcu1X20zb1VAk5JUBcwnTUAMAAABwVwxBAkRk45+bZdH8pbJ3z36Jj0uQzMzMPM+LylD5Zcm0Ip23lJQUWbNmjV5X2S556datm6xevVov6hhVIwaXBAZZx5DJgAEAAADgrgjAwNBUwdvRL46XX3/+zXz/clQApqh27dol2dkXC8Y2bNgwz3amfapezO7du6Vp06aFfq4777xT9u3bJwkJCRIVFSXR0dF6hqVBgwZJcHCweHoRXkvUgAEAAADgrgjAwNCmTZ0lv8xdrNfrN6gj7W5qJWXL5T1rUHE5duyYeb1KlSp5trPcd/z48SsKwKxfv17Cw8MlKChITp8+Lb/99ptePvroI5k7d67Url27QI/TsmVLu9t37Ngh9evX1wEeZ/O1uUypKeku6QcAAADcS0REhKu7AORCAAaGNm/OQp3R0qdfN3l57LNOe17LIEFoaGie7Sz3xcfHF/jxVWbLgw8+KHfccYc0a9ZMSpQoobf/+++/MmHCBHnnnXfk77//lltuuUVPdx0ZGSmeKCDQegiS5ZTUAAAAAOBOCMDA0P49dFTfPv7McPEmFSpUkM8//zzX9mrVqskbb7yhM2lUcObQoUPy/vvvy+jRoy/7mDExMflmxrjiV4bQsCCr+1mZ/NoBAAAAwD0xCxIMLSgwUCIiwiWyhHODB5bBiuTk5DzbWe4rziyV22+/XVq1aqXX58yZI14zC1Jalsv6AgAAAAD5IQADQ7u6Tk1JSkqSpMS8gyCOULlyZbv1YGwdPXoxQ0epVKlSsfbBlLmyf/9+8VSBNkV409MJwAAAAABwTwRgYGh3DugjWVnZMnfWfKc+rypa6+t78eO3ffv2PNupAreKKgpcr149p/XPU2dBYhpqAAAAAO6KAAwMrVPn9nLH3b3l4/e+lHmzFzrteUNCQqR169Z6fcGCBXm2M+1r06aNPqY4mWq61KhRQzxVYJBNEV6GIAEAAABwUxThhaGNfnG8vg0JCZYxL78tn386URo0rCfh4XnPTCQ+PjL69ReK/NxDhgyRVatWycqVK2Xt2rXmmiwmapvarwwePLhQj52Tk6Nnd8rL7Nmz9eMrvXv3Fk8VaFsDJj37sq8dAAAAAFzBJ0d9WwEMqln99vrLekE+BqZ26nbT38uL/NxZWVly7bXXypYtW/SsRRMnTpRbb71V71u8eLEMHTpUTp48KdHR0bJx40Y9DMlkxYoV0qFDB72ujlPBHEsqY6ZTp07SvXt3adiwoQQGBurtR44cka+++krGjx8vGRkZUqVKFT0EqmTJkkWuJZPXLEmOtHj6PzL9c+shXJ8v6pWrNgwAAAAAuBoZMDC07r1uVQktLqECKvPmzdOBFFUIt0uXLuZhRikpKfq2Vq1auo1l8KUgVKBl1KhRelHHlihRQjIzMyU+Pt6qDo3KhClK8MXV7AVaVB0YAjAAAAAA3A0BGBja2PEjXfr8VatWla1bt8r7778vs2bNMs9I1LhxY+nbt68888wzEhYWVujHfffdd2XZsmWyYcMGOX78uMTGxursHZXx0rRpU7ntttvkrrvukqCgIPGmIrwKdWAAAAAAuCOGIAEoElcOQVq/7KhMeG291bY3vrtFylcOd3pfAAAAACA/zIIEwGtmQVLIgAEAAADgjgjAAPCqIUiqBgwAAAAAuBtqwMDQut/cv9DHqFmQflkyzSH9QeHYK7arpqIGAAAAAHdDAAaGdvzYyQK1s5yqWq3DPQQEUoQXAAAAgGcgAANDG/3GiHz3JyYkyo5tu2TZklV6iuiHHh8qwf9NFQ03nYY6nSFIAAAAANwPARgYWs8+nQvU7sD+Q/LQvc/Kgl9+l6+nfuTwfqFgmIYaAAAAgKegCC9QADVrVZcRrz4p27bslKkTp3PO3DkDhiK8AAAAANwQARiggNq0u0ECAgJk4S9LOGdughowAAAAADwFARiggPz9/SUwMECOHj3BOXMT1IABAAAA4CkIwAAF9O/BI5KUlCz+/rmHvcA1/Px9xHZSqgyGIAEAAABwQwRggAI4feqMvDryTT0F9TUN63LO3IS6HraFeKkBAwAAAMAdMQsSDG30i+Pz3Z+Wli6nTp6Wndv3SGZmpv7CP2hof6f1D5cXGOgn6amXpp7OSM/mtAEAAABwOwRgYGjz5izSQZWcnJzLtg0NDZFnX3xUbmxznVP6hoIhAwYAAACAJyAAA0Pr3uvWXDVELPn5+0lkZITUqXe1tO1wo4SHhzmze7iCQrzUgAEAAADgjgjAwNDGjh/p6i6gmKeipgYMAAAAAHdEEV4AHi0wyPrPWEbGpXowAAAAAOAuCMAA8KoaMBlpFOEFAAAA4H4IwADwqhowDEECAAAA4I4IwADwqhowFOEFAAAA4I4IwADwrgyYdGrAAAAAAHA/BGAAeFkNGAIwAAAAANwPARgAHi2QaagBAAAAeAACMAA8WkCgzTTUDEECAAAA4IYIwADwqiFIzIIEAAAAwB0RgIGhjX5xvLz75qcFbv/hO5/L6JfecmifULQivFmZOZKdlcNpBAAAAOBWCMDA0ObNWSSLFywrcPsli1bIL3MWObRPKNo01AozIQEAAABwNwRgAHhVBozCTEgAAAAA3A0BGKAQ4i7ES1BwEOfMjWvAKNSBAQAAAOBuCMAABbTw198lOTlFKlWuwDlz9wwYZkICAAAA4Gb8Xd0BwJl+mDJTL5YunL8g3W/un+cxOTk5kpCQKEmJyeLj4yNt2rd0Qk9xpdNQKwxBAgAAAOBuCMDAUBLiE+X4sZNW27KysnNty0vLVi1k2IMDHdQ7FFcGTHp6NicTAAAAgFshAANDaX9za6loGkKUk6OnlA6PCJNnRz6W5zG+vj4SHhEuV9euIVWqVnJeZ3HFNWDIgAEAAADgbgjAwFDq1rtaLyYqABMUFCQ9+3R2ab9QzBkwaVmcUgAAAABuhQAMDO2vXStc3QUUUWAgARgAAAAA7o9ZkAB43xAkZkECAAAA4GbIgIGhnTh+6oqOq1ipfLH3BcU3CxJDkAAAAAC4GwIwMLT8pp/Oi5qKeuPOZQ7pDwqPIrwAAAAAPAEBGBhaTk6OU46Bs6ehpggvAAAAAPdCAAaG9uvvP+a7PzExSXZs/Vu+mzxDzp+7IK+9/aLUrFXdaf3D5fn5+Yqfn49kZV0KjDENNQAAAAB3QwAGhlapcoXLtqlTt5Z063WLDB/ytIx56W35cc7XTukbCjcMKSs503w/PS2b0wcAAADArTALElAAQUFB8vxLj8u5s7Hy9RdTOWduPgyJDBgAAAAA7oYADFBA1zSsKyEhwbJq+TrOmZsJCLQOwFADBgAAAIC7IQADFFB2drZeVBYM3DwDhiK8AAAAANwMARiggDb8uVnS0tIlIjKcc+ZmAoKs/5QxBAkAAACAu6EIL3AZGRmZsvz3VfLe+P+Jj4+PtLi+GefMzQTaDkFKYxpqAAAAAO6FAAwMrfvN/fPdrzJezsdekJycHL2ER4TJ8EeGOK1/KPgsSJYy0pkFCQAAAIB7IQADQzt+7GSB20Y3byQvvPyEVKtR1aF9QtFrwJABAwAAAMDdEICBoY1+Y0S++/39/SQiMkLq1qsl5cqXdVq/ULRZkKgBAwAAAMDdEICBofXs09nVXUAxYBpqAAAAAO6OWZAAeLxAZkECAAAA4ObIgAFsZGVlSVxcgl4vUSJC/Pysh7fA/YvwUgMGAAAAgLshAAOISGpqmsz88WdZNH+p7N29XwdhFBV8qVOvlnTu1lH63tlTQkKCOV8eUISXGjAAAAAA3A0BGBjeP3v2yzOPvSLHjp7QU01byszMlL937JFdO/fKT9/Pkfc+HSd16tYy/DnzhBow6lr6+Pi4rE8AAAAAYIkADAzt3NlYGT70ablwPk78/P3kppvbSIvrm0n5ChdnPDp96oys/3OzLF+yWgdoHrr3GZn+87dSukwpV3cd+WTA5GSLZGXmiH8AARgAAAAA7oEADAztq8+n6OBLufJl5OMJb9nNblFDj1SWzGPDX5Azp8/pY0a88qRL+ouC1YAx1YHxD6DOOAAAAAD3wLcTGNrqFTF6mMpLY57Nd2hR7bq1dBs1rEUdA/cSaDMESclIv1jHBwAAAADcAQEYGNrZM7ESGBggrdtef9m2qk1QUKAetgT3z4AhAAMAAADAnTAECYZWomSkpKamFqhYq2rjHxDATEhuKDAodyyZqagBAAAAuBMyYGBoTa9tLEmJyXJg/6HLtt2/75AkJSZJs2sbO6VvKGIGTBpDkAAAAAC4DwIwMLSh998lAQH+8sboDyQtLS3Pdunp6fLmmA8kICBAhj4wwKl9xJXVgElPy+bUAQAAAHAbBGBgaPWuqSNvfzhG/tm7X+7sdZ/MmTlfjh89IRkZmXpR63NnzZf+ve+TfXsPyLsfj5W69a52dbdhgxowAAAAANwdNWBgaM2v6WBeT0xIknGvvptv+ycffjHP+jAbdy4r9v6hYALsZsAwBAkAAACA+yAAA0NT00rD8wVSAwYAAACAmyMAA0P7cvKHru4CikEAsyABAAAAcHMEYGBo114X7eouwEFFeDPSGYIEAAAAwH1QhBeAVxbhpQYMAAAAAHdCAAaAVxbhzaAILwAAAAA3whAk4D+nT53VU03HxcVLZmZmvuelR+/OnDc34uvrI/4BvpKZkW3els4QJAAAAABuhAAMDO+fPfvlrXEfy+ZN2wp0LtSU0wRg3HMmJMsATEb6pXUAAAAAcDUCMDC0QwcOy733PC7JScl6SuqAgACJKlVC/PxyD2mBB9SBScww32cIEgAAAAB3QgAGhvbFpxMlKTFJypYrIy+Nflpatb3e6cGXpKQk+eCDD2TmzJmyf/9+va1WrVrSt29fefrppyUsLKzYnuu7776TgQMHmu8fPHhQqlevLt6SAWOJIrwAAAAA3AkBGBjaxvVb9JCi1956Ua67oZnTn//IkSPSoUMHc+AlJCREZ+Js3bpVL5MnT5bly5dL1apVi/xcp06dkieeeEKMUoiXDBgAAAAA7oRZkGBoiQmJEhgYINdeF+30587KypKePXvq4Ev58uVlwYIFOhsmOTlZ5s+fL+XKldP7VJvs7KLXM3n44YclNjZWbrzxRvFGgUHWf84owgsAAADAnRCAgaGVKVtafH199eJsU6ZMkS1btuj1GTNmSJcuXXQ2jlq6du2qhyQpqo1qWxTTp0+X2bNnS9u2beX+++8Xr60BY4EMGAAAAADuhAAMDK1thxslNTVNdu3c6/TnnjRpkr5t166dtGnTJtd+tc20XQ1FulJnz56VRx99VIKCguTLL7/UAR4jDEFKT2MWJAAAAADugwAMDO3+BwdKyagS8s4bH0taWprTnjclJUXWrFmj11W2S166deumb1evXq2PuRIq+HLmzBl55ZVXpG7duuKtAm1rwKRnuawvAAAAAGCLIrwwtLS0dBn9xgh55fnX5a4+98ug+/pLw0b1JSw8/5mHKlYqX6Tn3bVrl7muS8OGDfNsZ9qn6sXs3r1bmjZtWqjnmTt3rvz000/SuHFjef7558Wb2Q5BYhYkAAAAAO6EAAwMrfvN/c3rCQmJ8tor7172GDWEZ+POZUV63mPHjpnXq1Spkmc7y33Hjx8vVADm/Pnz8tBDD+lptb/++msJCAgQb2ZbhJcaMAAAAADcCQEYGJqa8tkZx9hKSEgwr4eGhubZznJffHx8oZ7jySeflJMnT8pTTz0lLVq0kKJq2bKl3e07duyQ+vXrW70ml/CxrvmSlprp+j4BAADAJSIiIjjzcDsEYGBov/7+o3gjNaW1mjmpevXq8tprr4kRBATaZMBQAwYAAACAGyEAA0OrVLmCyyPyycnJebaz3BcZGVmgx1aZMsOHD9frEyZMkLCw/OvZFFRMTEy+mTGu/pUhLCLE6n5GerbL+wQAAAAAJsyCBLhA5cqV7daDsXX06FHzeqVKlQr02KNGjdLH3X777XLjjTdKYmKi1WI525MK8KhtVzrDkjsJtCnCqwIwxTFcDAAAAACKAwEYwAVUzRRf34sfv+3bt+fZTtVXUVQh3Xr16hXosQ8ePKhvZ8yYoTNAbJcHH3zQ3LZBgwZ6W5cuXcTTBdhMQ61kZljXhQEAAAAAV2EIEgxj04at+jY4OEgaNKpnta2wmrdoUqS+hISESOvWrWXVqlW6XkteU0SrfUqbNm30MSh4BoxpKmp7gRkAAAAAcDYCMDCMYYOe0FNIV695lcz6dbLVtsIojmmolSFDhugAzMqVK2Xt2rXSqlUrq/1qm9qvDB48uMCPO3fu3Hz3T5o0SYYOHWrOllGFer1BQB4BmDDKwAAAAABwAwxBgqGomiA52dm5txViybY5/koNGjRIoqOj9Xq/fv1k0aJF5udQ62qbotoMHDjQ6tgVK1boQJBaVEAFIoF2Ml0y0rI4NQAAAADcAhkwMIy/dq0o0DZnUXVd5s2bJx06dJD9+/frOiymYUamori1atXSbVRb5C8wKHc8OZ2pqAEAAAC4CTJgABeqWrWqbN26VcaOHStNmjTRgRa1NG7cWMaMGaP3qTa4PH8yYAAAAAC4MZ8c5mkFUAQtW7bUtzExMS49j3u3nZW3nrhYM8fk+Q/bSt0mZVzWJwAAAAAwIQMGgNfOgkQNGAAAAADuggAMAK9gb7ppasAAAAAAcBcEYAB4BTJgAAAAALgzAjAAvEKAvVmQmIYaAAAAgJsgAAPAK5ABAwAAAMCdEYAB4BWoAQMAAADAnRGAAeAV/AN8xcfHeltGerarugMAAAAAVgjAAPAKPj4+EmAzFTXTUAMAAABwFwRgAHiNQJupqCnCCwAAAMBd+Lu6A4Cz/DJ3UbE9Vo/enYvtsVB8cmXApGdxegEAAAC4BQIwMIxRI8frYSpFpR6DAIxnzIREBgwAAAAAd0EABoZRoWL5XEVaTc6fj5PUlFS97ufvJyVLRur1CxfiJSvzYhZFSEiwlIwq4bwOo9ACAq1HVVIDBgAAAIC7IAADw1iw7Ce722f9NE/eGvexNI5uIA88PFiuvT5aAgMD9b709HTZ+OcW+fqLKbJz+x65b/g9ctsdPZzcc1zpVNTpDEECAAAA4CYowgtD2/jnZhn/2ofSqu318s13H8uNba4zB18Uta62fT31Y2nV9jp5c+wHsmnDVpf2GQUfgpSRxjTUAAAAANwDARgY2tSJP0l2do48N/JR8fOz/vJuydfXV54Z8ahkZWXrY+AZRXipAQMAAADAXRCAgaHt3LFHwiPCpFKVipdtW7lKRYmIDJcd23Y5pW8ojgwYZkECAAAA4B6oAQNDS0xIlJwckczMTPH3z//joNqkpqRJWmqa0/qHwqEGDAAAAAB3RQYMxOgzI6nAypJFKy7bVrXJyMiQ8hXKOaVvKLzAIGZBAgAAAOCeCMDA0G7q1FZycnJ0cd11q9fn2e6PtRt0Gx8fH+l4Szun9hEFRw0YAAAAAO6KIUgwNDWt9JJFy+XY0RPy2PAXpEGjenJ9y+ZStnwZvf/MqbOy/o+/dN0XFahRdWDuHT7A1d1GHgJtpqHOSGcWJAAAAADugQAMDC0sPFS+nvqRPPfEKB1kUcvO7but2qjAi6KCM29/OEbCw8Nc1FsUNgMmI50ivAAAAADcAwEYGJ6q6TJp2mey9LdVsnjBMtm5Y7ecP3den5eo0lHSoGE9ubVrBz30SE1HDc+ZBSkzI1uys3LE18/HZX0CAAAAAIUADKCKIfn6SqfO7fUC75kFyZQFExTCnzoAAAAArsXP+QC8NgNGSWcYEgAAAAA3wM/CgIXY2Aty4thJSU1Nk+YtmnBuPExAYO6YckYadWAAAAAAuB4BGEBEVi1fJ198MlH27N6nz4eabnrjzmXmcxMflyAjnxmr18d/MEoiIsI5bx5QhFdJJwADAAAAwA0wBAmGN/mbafLUIy/J7l3/6BmPTIulyBIREhgUKH+s2yhLf1tp+HPmSUOQyIABAAAA4A4IwMDQdm7fJR+/96X4+fnJ0y88LMtj5knpMlF223bt0UkHZmLWbnR6P3HlRXjT07M5fQAAAABcjiFIMLQfpszSt4Pvv0vuGXJHvm1NNWH++W+YEtwPGTAAAAAA3BUZMDC0vzZt07d33XPbZduWKh0lISHBcurkGSf0DFeCGjAAAAAA3BUBGBha7NnzEhoaooMrBREYGCgZGZkO7xeKcRpqivACAAAAcAMEYGBowSFBkpqWJtnZl68ToqamTkhIlIhIZkByVwRgAAAAALgrAjAwtKpXVZbsrGw5eODwZduuWfmHDtRcXaemU/qGwgsOzV3WKjU5g1MJAAAAwOUIwMDQ2rRrqWc2+m7S9HzbJcQnyMfvTxAfHx9pf1Mrp/UPxRGAYcgYAAAAANcjAANDu2tgXylRIlLmzV4oH737hVw4H2e1PzkpWRYvWCYDbh8uRw8fl3Lly0if27u7rL/In5+frwQGW9eBSUkiAwYAAACA6zENNQwtskSEvPvJa/L48Bdkyrc/WWXC3HRjL535kp2do7NkwsJC5Z2PxkpwcJBL+4z8hYT6S3pqlvk+GTAAAAAA3AEZMDC85i2ayNQZX8j1LZtLVla2XlTARWXDmNZbXN9UJv/0P2nYuL7hz5e7Cw4LsLqfksQQJAAAAACuRwYMICI1a1WX/33zrpw4fkq2bNomZ06fk6zsbCldppQ0bd5IF+uF52TAWEqhCC8AAAAAN0AABob27puf6tu7B/WTSpUrSMVK5aVipU6u7haKIDjUOgOGIUgAAAAA3AFDkGBoP343W6b/MFcqVCzn6q6gmISE2WTAUIQXAAAAgBsgAwaGVjKqhGRmZIqvL7FIbxFCBgwAAAAAN8S3Thha3XpXS2Jikpw/f8HVXUExCSYDBgAAAIAbIgADQ+vXv6dkZ2fLlG9+dHVXUEzIgAEAAADgjhiCBEPrcHMbGXTvnTLl258kMzNLhg67W0qVjnJ1t1AEITbTUKenZUlmZrb4+xNvBgAAAOA6BGBgaA8MflLfhoQEyw9TZsqP383SU05HlYoSPz/7X9h9fHxkwqQPnNxTXGkRXtNMSOGRgZxEAAAAAC5DAAaGtnH9Fqv7WVk5cujgEb3kRQVg4DnTUCupyRkEYAAAAAC4FAEYGNrwR4a4ugtwQgZMSmIG5xkAAACASxGAgaENf5QAjBEyYFKSM13SFwAAAAAwoSolAO/PgEkiAwYAAACAaxGAAeDV01CbivACAAAAgCsRgAHgVYLJgAEAAADghqgBA4jI3j37Zfr3c+SvTdvk9MkzkpKSmu8sSBt3LuO8uangEPvTUAMAAACAKxGAgeFNnzZX3nnjE8nOypacnBzDnw9PFxDoJ/4BvpKZkW3elpJMDRgAAAAArkUABoa2c/tueXvcx5KdnS133NVb2nRoKY898IKUKBEpb304Ws6eOSd/rN0oixcsk7DwUHnh5SekdJlSru42LiMkLEASLqSZ76ckkQEDAAAAwLUIwMDQpn03Swdf+t9zmzz/0uPm7f4B/nLdDc30etceneSugX3l4fuflS8+mSg/zPrShT1GQYSE+lsFYFLJgAEAAADgYhThhaFt2bRd13S5e1A/mz3WQ5HqN6gjz734mPx76IhM+fYnp/YRRS/ESwYMAAAAAFcjAANDO3c2Vvz9/aVK1Urmbb6+vpKenrtmyM23thM/fz9ZumSVk3uJok5FTRFeAAAAAK7GECQYmn9AgPj7+1ltCwkNkcSEJMnIyJSAgEsfkcDAQAkNDZETx066oKcobA0YSylJFOEFAAAA4FpkwMDQypUvI0mJyZKVlWXeVrlKBX27Z9c/Vm0vnI+ThPhEybRoC88YgkQGDAAAAABXIwADQ6tWvYoOvhw6cNi8LbpZIz0d9eRvpllNS/3ph1/r2xo1rnJJX3HlQ5CYhhoAAACAqzEECYbW4vpmsmLpWlm76k+pVbuG3nZ7/14y66d5smzJaunXY4jUqVtL9u09IAf2/6sL9vbu19XV3cZlhFCEFwAAAICbIQMGhnZLlw7So/etkpFxqUaICsQ899Lj4uvnKwf3/yuLFyyT/fsO6WyYLj1uljvu7uPSPuPygm0yYNJSMiU7y3pmKwAAAABwJjJgYGily5SSMW+OzLX9jrt6y3XXN5Mli1fIqROnJSIyXG5sfZ20uKGZS/qJwgkJzf2nLTUlQ0LDAzmVAAAAAFyCAAyQh+o1r5JhDw3i/HigYJtZkJSUpEwCMAAAAABchiFIAAyRAUMhXgAAAACuRAAGgNcJsZMBk5qU6ZK+AAAAAIDCECQY2ugXxxf+IB8fGf36C47oDopJMBkwAAAAANwMARgY2rw5i/TU0mqGI3vUPkuqndpGAMa9kQEDAAAAwN0QgIGhde91q0poyVNiYpL8vWOPnDp5RkqUiJS2HVo6s3u4QmTAAAAAAHA3BGBgaGPH556C2pbKepk3e6G8MeYDCQ0LlRdefsIpfUPxZsCoWZAAAAAAwFUowgtchhpy1KtvV3ns6WEy/Ye5smTRimI9Z0lJSTJu3DiJjo6WiIgIvaj11157Te+7EocOHZJ33nlH+vfvL40aNZLy5ctLYGCgREZGSpMmTeTJJ5+UvXv3ircKCPQVPz/r1KbU5AyX9QcAAAAAfHLyKn4BwEpSYrK0u767RDdrJF9P/ahYzs6RI0ekQ4cOsn//fn0/JCREZ9ykpqbq+7Vq1ZLly5dL1apVC/W4X3/9tQwbNsx839/fX8LDwyUuLs5c7yYgIEA++eQTGT58eJFeQ8uWF4dlxcTEiDt5otevkhifbr7fqd/V0v+Rxi7tEwAAAADjIgMGKKCw8FC97N2zr1jOWVZWlvTs2VMHX1SGyoIFC3TGS3JyssyfP1/KlSun96k22dnZhXpsFbgZNWqU/Pbbb3L69GlJT0+X8+fP68DOkiVLpHnz5pKRkSEPP/yw/PHHH+KNgsOsR1iSAQMAAADAlQjAAAUUdyFeEuITJTMzq1jO2ZQpU2TLli16fcaMGdKlSxc93EktXbt2lZkzZ+p9qo1qWxgqq2b06NHSqVMnKVu2rHk2JzUM6eabb9ZBmNDQUB3Y+eabb8QbhYRa14GhBgwAAAAAVyIAAxTQx+9N0LfVqxduOFBeJk2apG/btWsnbdq0ybVfbTNtnzx5crFep6ioKKlbt65eP3r0qHgjMmAAAAAAuBNmQYKh/TJ3Ub7709PS5eTJM7L899VycP+/OpOk521divy8KSkpsmbNGr2usl3y0q1bN1m9erVe1DGqRkxxOHPmjOzZs8c8XMkIGTDJzIIEAAAAwIUIwMDQRo0cbx6ekx9T4druvW6V/vfcVuTn3bVrl7muS8OGDfNsZ9qn6sXs3r1bmjZtesXPqR5D1YNZt26djBkzRteaUUOSHnvsMfFGIaE2NWCSmAUJAAAAgOsQgIGhVahYXvKLv/j5+0lkZITUqVdLOne7Wa67oVmxPO+xY8fM61WqVMmzneW+48ePX1EApnXr1rJ27dpc26tVq6aHNpmGInmb4DCbGjDJmS7rCwAAAAAQgIGhLVj2k0ueNyEhwbyuiuHmxXJffHz8FT1X6dKl9SxLaWlpcuHCBb2tZs2a8sEHH0jbtm0LPd20rR07dkj9+vWtXpM78PO3njkqJSnD7foIAAAAx4iIiODUwu1QhBfwcj///LOcPHlST0MdFxenZ1cKCAiQXr166UVNfe2Ngm2GIKWlZEp29sWhZAAAAADgbGTAAC6OyKtaLHmx3BcZGVnk51WP0bdvX+nYsaM0btxYfvnlF10P5u23377ssTExMflmxrjbrwwlosKs7qsyPoEBIbmK8wIAAACAM5ABA7hA5cqV7daDsWU5RXSlSpWK7flLliwpQ4cO1esTJlycXtvba8AoqcyEBAAAAMBFyICBoT0w+MlieRw1k9KESR8UuL2qmeLr66tnQtq+fbt06dIlz/oqip+fn9SrV08cEQRStWXU7EjlypUTb54FSUlJzpAoKZ6pvAEAAACgMAjAwNA2rt9iXjdNR22acvpy2+21KaiQkBA9O9GqVatkwYIF8vzzz9ttp/Ypbdq00ccUpwMHDpjXw8PDxduEkAEDAAAAwI0QgIGhDX9kiGRmZsr0aXMlIT5RypYrIy2uj5Zy5S9mg5w+dVoHaU6fOquno7797t7i7+dXLM89ZMgQHYBZuXKlnia6VatWVvvVNrVfGTx4cKEeW70mf/+8P96qKO/EiRP1+nXXXZfvTEzeUoTXlAEDAAAAAK5AAAaGdv9DA+Whe5+R1JQ0GTnqKel7Rw89NMiSynyZ9dMv8s4bn8i2LTvl82/ezdXmSgwaNEg+/vhj2bJli/Tr108HRG699Va9b/HixeYaLdHR0TJw4ECrY1esWCEdOnTQ6+o4Fcyx1LRpU7n77rule/fueriTKRijZkKaP3++vPLKK3rYkcrcGTdunHgjexkwKdSAAQAAAOAiBGBgaN9PnimbNmyV5158TG7v38tuGxWk6Ne/p84qUUGYH6bMlHuG3FHk51Z1XebNm6cDKfv379d1YEzDjFJSUvRtrVq1dBvVtjCOHDkiL774ol5U8EXNfpSVlaWnoTZRsxZ98cUX0qlTJ/FGIWG5/7ylkgEDAAAAwEWYBQmGtvDXJeLr5yu9+3W7bFvVRrWdP++3Ynv+qlWrytatW2Xs2LHSpEkTHWhRi5oiWk0PrfapNoU1Y8YMeeGFF3SdGTV7kgroqKVChQpy0003yZtvvin//POPzpLxVvammyYDBgAAAICrkAEDQzvy7zEJCw2V4OCgy7ZVbVRbdUxxCgsL00OC1FJQ7du3z7cosMpq8dbMloIKDPYTH1+RnOxL28iAAQAAAOAqZMDA0Hx8fSUxMUliz52/bFvVJiEhUR8D96eGjtlmwaQkZ7qsPwAAAACMjW+SMLQ6dWvpTJL/ffztZdt+/sm3uq06Bp4h2KYOTEoisyABAAAAcA0CMDC0O+7urYMqc2b8KiOeHiMHD/ybq82/B4/Ii8++pmdCUlkV6hh4BjJgAAAAALgLasDA0G7tepNs+OMvmT3jV1myaIVeypQtLeXKl9H7T586K2fPnDO379W3iz4GniEk1PpPHDVgAAAAALgKARgY3stjn5XadWvJF59OlLgL8XLm9Fm9WCpRIlIeeGSw3DWwr+HPlycJDrOpAZNEDRgAAAAArkEABhCROwf0kT63d5M/1m6Undt3S2zsxaK8pUpFSYNG9eSGVtdKYGAg58rDkAEDAAAAwF0QgAH+owIsbTvcqBd4BzJgAAAAALgLivACMEwGTEoysyABAAAAcA0yYIA8ZGVlyYxpP8sf6zaKr6+Pzozp3bcb58uDM2BSkzL1rFdqNisAAAAAcCYCMDC0eXMWyWuvviM339JO3nzvVat9I58ZK0t/W6XX1Zf2lcvWyZ/rNuVqB8/JgMnOzpH0tCwJCuZPHwAAAADnYggSDG3d6j8lOytbbrGZWnrjn5vl98UrdeBFFeG99rpovf7bwuWyavk6l/UXhRMSap0Bo6QmMxMSAAAAAOcjAAND27t7n76NbtbQavuvPy/Wtz37dJYpP30uX07+UIY9NEgHYX6evdAlfUXhhYTnDsCkJFEHBgAAAIDzEYCBoZ0/HyeBgQESFVXSavufMZt0nZC7BvY1b+s/8DZ9+/fOPU7vJ65MsM0QJIUMGAAAAACuQAAGhpaYmCSBQYFW286cPienTp6REiUjpW792ubtKkgTFhYq58+dd0FPcSVCbIrwKmTAAAAAAHAFAjAwtLDQUElMSJLU1DTztk0btujbxtENcrX38fURf38KuHpqEV4lhRowAAAAAFyAAAwMrUatavr2twXLrOq/qOFHzZo3tmqbnJQsSYnJUrpMKaf3E1cmOMzOECRqwAAAAABwAX7Kh6Hd1KmNbN28Q9587UPZvu1vOXc2VtatXi9+/n5yc+f2Vm13bN+ti/BWqVrJZf1F0WdBSkliFiQAAAAAzkcGDAztzgF9pG79qyUtNU1mT/9VVixdq7cPGNRPKlWuYNV22ZJVOjOm6bXWmTFwX0Eh9oYgMQsSAAAAAOcjAwaGFhgYKN9+94l8P2WmbNu8U8IjwqRthxulc7eOVu0y0jNk86btUqFiObnhxmtd1l8Ujq+vj54JyXLmIzJgAAAAALgCARgYXkhoiNz/4MB8z0NAYID8NPcbw58rTy3EaxmASSUDBgAAAIALMAQJgFcLtpmKmgwYAAAAAK5AAAaAoaaiJgMGAAAAgCsQgIFhfP7xt5KYmFSsj7nxz82yfOmaYn1MFC8yYAAAAAC4AwIwMIyvPp8i3Tv217ex585f8eOoqahj1myQYYOekOFDn5a9u/cVaz/h2AwYZkECAAAA4AoU4YVhPPT4vTL562nyxScT5cv/TdazGanZjpq3iNazG+UnLS1Ndm7fLSuXrZNF85fK2TPndCAmunkjufnW9k57DSi84FDrGjCWBXkBAAAAwFkIwMAwhj00SPr06yafffSN/PrzYlm76k9Zt3q93leqdJTUrX+1REWVlBIlI/X01PFx8RIXFy/HjpyQf/45INlZ2bqtCrxUq15VHn1qmHS8pa2LXxUuJzTctghvBicNAAAAgNMRgIGhlClbWkaNe14effJ+mT3jV5k7c76cOH5Kzp2N1cEYHx8fq/Yq2GLi5+8nbdu3lNv795IbWrVwQe9xJYJzFeElAwYAAACA8xGAgSGVLlNKZ8So5cD+Q7Jpw1bZtnmnnDlzVs7Hxkl6WrrOhIkqVVJq1qomzVo0keimjSQsPNTVXUchhdhMQ52ZkS0Z6VkSEOjHuQQAAADgNARgYHg1a1XXi8psgfdnwJiyYAjAAAAAAHAmZkEC4NVCbIrwKtSBAQAAAOBsBGAAeLWQsNwZMARgAAAAADgbARgAhpqGWkmhEC8AAAAAJyMAA8BwGTCpTEUNAAAAwMkIwADwamTAAAAAAHAHBGAAeDVqwAAAAABwBwRgABhyGmoAAAAAcCYCMAC8mp+frwQG+1ltYxYkAAAAAM5GAAaA1wuxyYIhAwYAAACAsxGAAeD1gsOsp6JOSWIIEgAAAADnIgADQzlx/JScPnXmio9fsmi5/DJ3UbH2CY4XahuASc7gtAMAAABwqtzVKQEv1q3jnVKmbGn5bdWsXPueeewVSUxIlAmTPsjz+Ldf/1jOx8ZJj96dHdxTOLIQL0OQAAAAADgbARgYTk5Ojt3t27bskNhzF674eLivkFxDkMiAAQAAAOBcDEEC4PXIgAEAAADgagRgAHi9kFAyYAAAAAC4FgEYAF4vOIwaMAAAAABciwAMAMNlwKSnZUlmZrbL+gMAAADAeAjAAPB6ITYZMEoqhXgBAAAAOBEBGABeL9gmA0ZJSc50SV8AAAAAGBMBGABejwwYAAAAAK6WOy8f8HKx585L82s65Lk/v305OTni4+PjoJ7BUciAAQAAAOBqBGBgOCqIAmOxlwGTQg0YAAAAAE5EAAaGMvyRIa7uAtxgFiQllRowAAAAAJyIAAwMZfijBGCMKJgMGAAAAAAuRhFeAF6PDBgAAAAArkYABoDX8w/wlYBA6z93KckZLusPAAAAAONhCBJgR2zsBVk8f6kcOnhYAgIC5JqGdaXjLW0lKCiI8+WhQsICJCM9zXw/JSnTpf0BAAAAYCwEYGAo589fkOk/zNVTSQ+5/y4JDAzM1Wbt6j9lxNNjJTkp2Wr7F59MlE++fFuqVa/ixB6jOAMw8ecvBWCS4tM5uQAAAACchiFIMJT1MX/JhE8nyR9rN9gNvpw4fkpeeHK0Dr6o6aotl6NHjsuTD42UzEwyJzxRREnr7KWEC5eCMQAAAADgaARgYCibN27T2S+3du1od/+3X34nyckpev3+hwbK4pWzZPWGBfLsyEfFz89XDv97VBbNX+rkXqM4REZZB2Ass2EAAAAAwNEIwMBQ/t65R99e37J5rn0qy2XJwhU6QNO1Ryd5+PH7pGy50hIWHip3D+ont9/VW7dZsXStC3qOYg/AkAEDAAAAwIkIwMBQzp2NFX9/f6le86pc+/7Ze0Di4xP0et87e+ba36//xW179+xzQk/h6CFIiRfSJDs7hxMNAAAAwCkIwMBwsxuFhoXY3bdj2y59GxgUKI2a1M+1v1r1quLr6yvnzsQ6vJ8ofpE2AZisrBxJTmQqagAAAADOQQAGhpOYmKSHEtna/fdefVvr6uri5+eXa7/aFhERLukZfGn3RBE2Q5AUCvECAAAAcBYCMDCU0qWjJDsrWw7/eyzXvm1bdur6L9c0rJvn8UlJyRISEuzgXsIZGTAKhXgBAAAAOAsBGBiKKbgye/ovVtsPHTgse3fv1+vNW0TbPVZNQ62moK5QoZwTeoriRgYMAAAAAFfyd+mzA07WpfvN8vvilfLD1JkSVaqEtL+ptZw6dUbee/NTvT80NETatm9p99i/Nm7Tt7Vq13Bqn+HADJjYVE4vAAAAAKcgAAND6XBzG7n2umjZuH6LfPL+V3oxUcOPBt57p4SE2i/S+9vCZbpNdLNGTuwxiktoRKD4+fno4rsmTEUNAAAAwFkYggTDef+z16XdTa10IV7TovS9s4cMe2iQ3WP+PXRU/li7Ua+3bneDU/uL4uHr6yPhNlkwFOEFAAAA4CxkwMBwwsPD5IPPXpfD/x6VPbv26ayWBo3qScVK5fM8JsDfTx/j7+8vlatUdGp/UbzDkOLOXRp2RBFeAAAAAM5CAAaGdVW1KnopiEpVKuoF3lWIlwwYAAAAAM7CECQAhi3ESw0YAAAAAM5CAAZwsaSkJBk3bpxER0dLRESEXtT6a6+9pvddicTERJk+fboMGzZMmjZtKiVKlJCAgAApV66cdOzYUf73v/9JaqrxZgCKsA3AxKa5rC8AAAAAjMUnx1SBFDCACZ9NKpbHGf7IkGJ5nCNHjkiHDh1k//79+n5ISIguCmwKjtSqVUuWL18uVatWLdTj1q5dW/bt22e+r4IvoaGhEhcXZ95Wp04dWbBggX6OomjZ8uK03TExMeLuFkzbI7O+3Gm17YvFvSQg0M9lfQIAAABgDNSAgaFM+HSSLrrrDgGYrKws6dmzpw6+lC9fXiZOnCidO3fW+xYuXChDhw7V+1SbTZs2ia9vwRPWMjIypF69evoxunbtKg0aNNCvOzY2ViZMmKCza/bu3av3bdu2TYKCrDNDjDIESUmIS5NSZUNd0h8AAAAAxkEABoYUGRkhQcGBLu3DlClTZMuWLXp9xowZ0qZNG/M+FRiZOXOmtG3bVrdRbYcMKXjQZ9KkSdKuXbtcwaZSpUrJyJEjpVq1ajJgwAAdhFHPo9aNOARJSThPAAYAAACA4xGAgSFlZWdJm/YtpXffbnoKaldQQRJFBUosgy8maptaVq9eLZMnTy5UAKZ9+/b57r/zzjvlwQcflISEBNmwYYNhAjCRNrMgKRTiBQAAAOAMFOGFobw67jlpHN1AEhOSZPb0X2XQnQ/Jnb3vk2lTZ0nchXin9SMlJUXWrFljznbJS7du3fStCsKoY4qLn5+frgujZGZmilFElAy2mwEDAAAAAI5GAAaGojJeJv7wqcyeP0UGDL5dokqVlH/27Jd33/xUbm3XV0Y8PUb+WLvB4f3YtWuXZGdn6/WGDRvm2c60T9WL2b17d7E9vxrWpOrBKE2aNBGjiCiZe9gZGTAAAAAAnIEhSDCk6jWvkqdfeFgef+YBWblsncydNV8HXn5buFyWLFoh5SuUk159u0jPPl2kYqXyxf78x44dM69XqVIlz3aW+44fP66nlC4Ozz//vLkmzO23316o2Y5s7dixQ+rXr6+HM3mCoBA/SUvJMt8/eyrBY/oOAACAgomIiOBUwe2QAQND8/f3l463tJVPJrwl85f+JA89fq9UrlJRTp44pWdM6tHpLnnk/udky187ivV5Lb/wq+mh82K5Lz6+eIZIjRs3TpYsWaLX33vvPSlZsqQYSUQJ6yyYxAvpLusLAAAAAOMgAwb4T7nyZWXYQ4P0suGPv2TOzPny++KV8se6jVK7bk2Jbpb3UCFPoWZTevXVV/X6sGHDClXYNyYmJt/MGE/5laFE6RA5e/JSPZ2UpGyP6TsAAAAAz0UGDGAjJSVVThw/pbNgHFWg1vILf3Jycp7tLPdFRkYW6Tm///57uffeeyUnJ0f69+8vn3/+uRiR7VTUFOEFAAAA4AxkwAD/2b71b5k7c76uA5OcnKIDFaGhIXJL1w7So0+XYj1PlStXtqoH07hxY7vtjh49al6vVKlSkTJfhg4dqgv/quDLd999p2dCMqJImwAMRXgBAAAAOAMBGBjahfNx8uvPi2XurAVycP+/OuiiNGnaUHr37Sq3dOkgIaEhxf68qmitr6+vDohs375dunTpkmeBW0UFS+rVq3dFz/XNN9/IAw88oJ/rrrvukqlTpxo2+KJERNlkwFxI09fdx8fHZX0CAAAA4P0IwMBw1JftdWvW62yXVctj9DAjta1U6Sjp3usWPVW1miXJkUJCQqR169ayatUqWbBggXlWIltqn9KmTRt9TGF9+eWX8uCDD+rXN2DAAJk8ebKhgy/2MmAyM7IlJSlDQsNzT1ENAAAAAMWFAAwM5bOPvpFf5y6S06fO6qCEn5+vtG57vfTu103atG+pZ0VyFlUAVwVgVq5cKWvXrpVWrVpZ7Vfb1H5l8ODBhX58VePlkUce0a9THf/tt9/qrBuji4wKzrUt/nwaARgAAAAADsW3MRjKN19M1cGXSpUr6Cmnf/39R/ngf29Iu5tamYcEFWQpDoMGDZLo6Gi93q9fP1m0aJEOlqhFrattimozcOBAq2NXrFihh8yoZdKkSbke+3//+585+HLfffcRfLEQaTMEyTQMCQAAAAAciQwYGNLxYyfli08m6qWwVNBj485lRe6DGgo0b9486dChg+zfv1/XgTENM0pJuThNcq1atXSbwg4bevTRR831bH755Zd8C/jeeOONMnv2bDHqLEimDBgAAAAAcCQCMDAcU2DCHVStWlW2bt0q77//vsyaNUsHYhQ1K1Lfvn3lmWeekbCwsCK9xtOnT+fbNjY2VoyEDBgAAAAArkAABoYy+o0R4m5UgOWVV17RS0G1b98+30CSOwWZ3E1YRKD4+IrkWIwkIwMGAAAAgKMRgIGh9OzT2dVdgIv5+vlIRIkgq6ALNWAAAAAAOBpFeAEYjm0dmDhqwAAAAABwMAIwAAzHtg5MAgEYAAAAAA5GAAaA4UTaZMAwBAkAAACAoxGAAWA4ETYZMPEXmIYaAAAAgGMRgAEgRs+ASYpPl8xMi2mRAAAAAKCYEYABIEbPgFES48iCAQAAAOA4BGAAiNEzYBTLaakBAAAAoLgRgAFgOJFRwbm2EYABAAAA4EgEYAAYjr0hSMyEBAAAAMCRCMAAMByGIAEAAABwNgIwAAwnKMRfAoP9rLaRAQMAAADAkfwd+uiAG3lg8JPF8jg+Pj4yYdIHxfJYcG0WzNmTyeb71IABAAAA4EgEYGAYG9dvKbYADDxfhE0AhgwYAAAAAI5EAAaGMfyRIa7uAtxIpE0h3vjzqS7rCwAAAADvRwAGhjH8UQIwyCcAcyGN0wMAAADAYSjCC8CwQ5AsJZxPk5ycHJf1BwAAAIB3IwADwJAio4Kt7mekZ0tqSqbL+gMAAADAuzEECfjPymVrZd2a9XLi2ClJS0uzmukoJTlF9uzeL6r+bpOmDTlnXpgBY8qCCQkNcEl/AAAAAHg3AjAwvNOnzsgzj70if+/Yo8+FGoZiO9ORf0CAjHxmjJw+dVYmTftMGjW5xvDnzdtqwJjqwJSrHO6S/gAAAADwbgxBgqGlpKTKQ/c9Kzu375ay5UrLHXf3lpAQ66EpSkCAv/S6rasOziz/fY1L+grHZ8DEn6cQLwAAAADHIAADQ5sx7Wc5uP9fqVv/apk9f4q88PITEhoWYrdt+46t9O2Wzdud3Es4KwNGDUECAAAAAEcgAAND+33xCj3c6OnnH5bQsNB8215dp6b4+fnK4UNHndY/OE54iUBd08cSU1EDAAAAcBQCMDC0gwcOi6+frzS9tvFl2/r7+0t4eLjExyU4pW9wLBVMC4sMtNpGBgwAAAAARyEAA0NLT0uX4OBgHVwpiLT0dAkMZJYcbxFpUweGDBgAAAAAjkIABoZWqnRJSU5KlqTE5Mu2/ffgEUlNSZVy5cs4pW9wvAibOjAJF6gBAwAAAMAxCMDA0BpHN9C3y5euvmzbaVNn6XoxTZtffrgSPDQDhiK8AAAAAByEAAwMrU+/bnpq6S8+mSgnT5zOs90PU2bK9Glz9fptd/RwYg/hzAyY+POpnHAAAAAADlGwwheAl7qhVQvp0v1mWfjr73LP7cPl1q43SWpqut43/Yc5cvzYSVm98g85dOCw3tavf09p0Kiei3uN4hIZFWx1Pyk+XbKysnWBXgAAAAAoTgRgYHijX39BAgIDZN7shfLjd7PN5+OtcR/rW5UhY8qWef6lxw1/vrx5CJK61Ilx6VKilHVgBgAAAACKigAMDE8FX1QQ5rbbu8vs6b/I5k3b5cyZc5KdlSWly5SSps0b6WFHza5tYvhz5e1DkEyFeAnAAAAAAChuBGAAi4K8pqK8MGYGjEIhXgAAAACOQKEDGFp6+sV6L4VxYP8hh/QF7pMBAwAAAADFjQAMDO2efsPl4IF/C9xeDVG65/YHHdonOA8ZMAAAAACchQAMDG3fPwdlQL/hMmfm/HzbJSUmy4inx8jro9+XtFQyJLxFcKi/BARa/xlkKmoAAAAAjkAABobWsHF9SU1JlXGvvisjnxmrAy22dmzbJf373CdLFq3Q9+8ZcocLegpH8PHxyTUMiSFIAAAAAByBAAwM7dvvP5GBQ+/U678tXC539b1fdm7fbd4/6esf5N4Bj8mxoyekZFQJ+XjCeHnq+Ydc2GM4ehhSPDVgAAAAADgAsyDB0Pz9/XVApcUNTWXUyPFy9PBxHXAZ9vAg2bxxm/yxbqPk5OTIdS2bybi3XpIyZUu7ussoZhE2AZiE8wwxAwAAAFD8yIABRKR12xvkxznfSIvrm0pGRoZ8/vG3ErN2g/j5+cmjTw2Tz795j+CLl4qMCra6f/5Misv6AgAAAMB7EYAB/lO6TJTUb1BHr6usF1UfpFr1KtKl+816Hd6pbMVQq/vnz6ZKelqWy/oDAAAAwDsRgAFE5MTxU3ro0dSJ0/X5UEOOAoMC5cD+f+WuPvfL74tXcp68VNlK4bm2nT2R5JK+AAAAAPBeBGBgeEt/W6VnOdq2ZacOurw89ln54tv3ZepPn0uNWtUkPj5BXnhqtLw++j1JS6M+iLcpVyks17bTxwnAAAAAACheBGBgaCqo8vyToyQhPlFqXV1dvp85QW67vbved3Wdmvp+n37d9JCk2dN/lYG3Pyj79x1ydbdRjMpWzh2AOUMABgAAAEAxIwADQ5v10y86uKKCLt/NnCA1a1W32h8UFCSvvPacvPXBKAkLD5V9/xyUgXc86LL+oviFRwZKSJj1hHCnjydyqgEAAAAUKwIwMLTwiDB564PRetiRCrbkpVPnDnqWpEZNrpG0VIYheRNVYLlMRessGDJgAAAAABQ36599AYP5cfbXUqlKxQK1rVS5gnz7/Sd6imp4Xx2YI/vizPepAQMAAACguJEBA0MraPDFxM/PTx59apjD+gP3mAlJzYKUnZXD5QAAAABQbAjAADA825mQsjJzJPZMiuHPCwAAAIDiQwAGgOGVtTMVtcqCAQAAAIDiQg0YGEbzazro2+o1r5JZv0622lbYoq0bdy4r9v7BdcrZmYpazYRUr2lZl/QHAAAAgPchAAPDUNNNW97arsO4SpUNFT9/Hz30yISZkAAAAAAUJwIwMIwvJ3+ob0NCgnJtg7H5+vlImQphcupoonnb6WMMQQIAAABQfAjAwDCuvS66QNtg3DowlgEYMmAAAAAAFCeK8AKAqgNjU4j39PEkhqgBAAAAKDYEYADgvwwYSylJGZIUn865AQAAAFAsGIIE/GfZklWyaP5S+XvHHjl37rzeVrp0lFzTsK507tZROtzcRs+ABO9UtqK9mZCSJLzEpZpBAAAAAHClCMDA8E6fOiPPPzlatm/9O9fMSMePnZQTx0/J0t9WSYNG9eTtD8dIhYrlDH/OvFFZO1NRqzowNeuXckl/AAAAAHgXAjAwtKTEZLl/0BNy7MgJHXhRQZYW1zeT8hXKmoMzG/7cLDu27ZKd23fLA0OelGmzvpaw8FBXdx1OyoABAAAAgOJAAAaGNvGr7+Xo4eMSHhEmr7/zirRpd4PddmtX/ykjnxmrAzXqmEefGub0vsKxgoL9pUTpYIk7l2redub4pVmRAAAAAKAoKMILQ/t98Upd12XkK0/mGXxRWrW5XrdRWTLqGBhnJiQAAAAAKA4EYGBoJ0+cEn9/f+nUpcNl297cuYMEBATIqZOnndI3uH4mJFUDBgAAAACKA0OQYGjhEeGSmZGpgzCXExDgL8EhQToIA2NkwFw4myrpaVkSGOTnsj4BAAAA8A5kwMDQrmlQVxISEuXkictntajZkBLiE3WhXninspXCc207e4IsGAAAAABFRwAGhjZw6B26Bsy7b35qNf20Pe+/9ZluO3DonU7rH1ybAaNQBwYAAABAcSAAA0NrcUMzGfHKk7Jq+Tp5YPCT8mfMJsnIyDTvV+vr//hL71u1PEZeHPWUXHtdtEv7DMcpWzl3AIY6MAAAAACKg0/O5X72B7xY95v769vY2AuSlpqm1/38/KRkVAm9fuF8nGRlZen14OAgiSpV0u7jqMyYX5ZMEyNq2bKlvo2JiRFPp/4cPtr9F0lNvhSEu6lPTRnwOEE3AAAAAEVDEV4Y2vFjJ3Nty8zMlLNnzuXanpKSKil22psCMPB86jqqmZCO7IszbyMDBgAAAEBxIAADQxv9xghXdwFuWAfGMgBDDRgAAAAAxYEADAytZ5/Oru4C3HwmJDULUnZWjvj6keUEAAAA4MpRhBcA8pkJKSszR2LPpHCOAAAAABQJARjAjtOnzsiJ46eccm6SkpJk3LhxEh0dLREREXpR66+99predyVUHZtly5bJe++9JwMGDJBrrrlGFxdWNU7at29f7K/Bm6gaMLbOHE90SV8AAAAAeA+GIAF2DOj3gJyPjZONO5c59PwcOXJEOnToIPv379f3Q0JC9Ew8W7du1cvkyZNl+fLlUrVq1UI97tGjR6Vjx44O6rV3K2dnKmpVB6Z+M5d0BwAAAICXIAMGyIOjZ2hX01v37NlTB1/Kly8vCxYs0BkvycnJMn/+fClXrpzep9pkZ2cX+vHDw8OlVatW8uijj8o333wjN998s0Neh7cpVTZU/Pyt670wExIAAACAoiIDBnCRKVOmyJYtW/T6jBkzpE2bNuZ9Xbt2lZkzZ0rbtm11G9V2yJAhBX7sq666SuLj462mx1ZDknB5qthumQphcuropWFHzIQEAAAAoKjIgAFcZNKkSfq2Xbt2VsEXE7XNtF0NRSoMX19fq+ALilYH5uzxK6vFAwAAAAAmBGAAF0hJSZE1a9aYs13y0q1bN327evVqfQxcMxOSyoBx9JA0AAAAAN6NAAxgh6O/a+/atctc16Vhw4Z5tjPtU/Vidu/e7dhOwaxMResATEpShiTFp3OGAAAAAFwxasAAdgy6t7+kJDsu4+TYsWPm9SpVquTZznLf8ePHpWnTpuIqLVu2tLt9x44dUr9+fUlISBBvERGVOzZ9aN8ZqVanhEv6AwAAgMKJiIjglMHtEIAB7Bh0750OPS+WwYrQ0NA821nuU0V14RxlKua+JmdPJBOAAQAAAHDFCMAAKJCYmJh8M2O86VeGwKtDcm1LOJ/tVa8RAAAAgHMRgAEspKWlSXxcomRmZuZ7XipWKl+k82b5RT45OTnPdpb7IiMjuVZOEhTsLyVKB0vcuVTztjPHL01LDQAAAACFRQAGhpeSkiqTv54mi+YvlSOHL9VmyYua3nnjzmVFOm+VK1e2qgfTuHFju+2OHj1qXq9UqZLhr5WzZ0KyDMComZAAAAAA4EoxCxIMLSE+QQbf+ZB89fkUOfzvUT3V8OUW0+xFRaGK1vr6Xvz4bd++Pc92qsCt4ufnJ/Xq1Svy86LgytpMRX2GAAwAAACAIiADBob25f+myL5/Doq/v7/0v+c2ad+xlZQtV0YHPBwpJCREWrduLatWrZIFCxbI888/b7ed2qe0adNGHwPnZsBYunA2VdJSM/XwJAAAAAAoLL5JwNBWLF2jhxQ9++KjcsddvZ363EOGDNEBmJUrV8ratWulVatWVvvVNrVfGTx4sFP7BpHyVXIX3D38T5zUblSa0wMAAACg0BiCBEM7feqs+Pr6SK/bujj9uQcNGiTR0dF6vV+/frJo0SLzMCe1rrYpqs3AgQOtjl2xYoUOHKll0qRJdh8/Li5Ozp49a15UgWElIyPDavv58+cd/lo9UfW6JXNtO7Ar1iV9AQAAAOD5yICBoUWWiJD09HQJCgpy+nOrYU7z5s2TDh06yP79+6VLly7mYUYpKSn6tlatWrrNlQyJ6tWrl86usbVu3TopW7as+X61atXk0KFDRXot3loDJrxEoCTGpZu3HSQAAwAAAOAKkQEDQ2vavJEkJiTJqZOnXfL8VatWla1bt8rYsWOlSZMmOtCiFjUr0pgxY/Q+1QbOp7KLatSLstp2YBfZQgAAAACujE+OGu8AGNTfO/bIkLseke69b5FXX7NfCBf5a9mypb6NiYnxulM1b/Iu+XnSLqtt78/qKiVKBbusTwAAAAA8ExkwMLRrGtaVMW+OkAXzlsirI96UI4ePubpLcCM165fKtY1hSAAAAACuBDVgYGjdb+6vb339/GT+vN/0EhkZIWHhofkOTfllyTQn9hKuUqO+9RAk0zCk6FaVXNIfAAAAAJ6LAAwM7fixk7m2xcXF6yW/AAyMISwiUMpXDZdTRxLN25gJCQAAAMCVIAADQxv9xghXdwFurma9UlYBmEN7zkt2do6evhwAAAAACooADAytZ5/Oru4C3FzN+lESs+Sw+X5KUqacPJwglapHurRfAAAAADwLRXgBIB81r8ldiJdhSAAAAAAKiwAMAOSjSs0S4h/gm6sQLwAAAAAUBkOQABE5feqMTJ04XdatWS8njp+S9LR02bhzmfncxMclyIxpc1UFXhl8X3/x9+ejYxQq+FKtTknZvzPWvO3g7kvrAAAAAFAQfIuE4a3/4y957olXJTEhSXJycuzOdBRZIkKWL10ju3bulatr15B2N7Uy/Hkzkpr1S1kFYI7uj5e01EwJCuZPKAAAAICCYQgSxOiZL88+/ookxCdKm/Yt5Z2PxkpkZESeBXtVgGb1yj+c3k+4Vo36UVb31SxIh/+54LL+AAAAAPA8BGBgaGrYkcp86XhLW/nwf2/o24BA+1kNLVtfp2//3r7byb2EO2TA2KIODAAAAIDCIAADQ1u7+k893OjhJ+67bNuqV1WWgIAAOXbshFP6BvdRpkKoRJQMstp24G/qwAAAAAAoOAIwMDRVcDcwKFBq1KxWoPahYSGSnJzi8H7BvaggXU2bYUgHKMQLAAAAoBAIwMDQbIvt5ic7O1uSk1IkNDTEoX2Ce6phMwwp9lSKxMWmuqw/AAAAADwLARgYWvnyZfWU02dOn7ts221bdkpGRoZUqVrJKX2De7HNgFEYhgQAAACgoAjAwNBa3NBU3/48e0G+7dTsR198OlFnzLRs1cJJvYM7qVHPTgBmF3VgAAAAABQMARgY2oBBt4uvr49M/PJ7WbPK/vTSp0+dleeeGCXrY/6SwMAAuePu3k7vJ1wvNDxQKl5lPUU5MyEBAAAAKCj78+0CBlGtRlV56vmH5d03P5UnHhwpV9epqaelVp5/cpQcP3ZS9uzeJ9lZ2XrbC688IeXKl3Vxr+EqNepHyYnDCeb7h/acl+ysHPH1K3gtIQAAAADGRAYMDO/uQf1k7PiREhERLv/s2S9pael6yNHS31bJ3zv2SFZmlt732lsvSu++3Qx/voyspk0h3tTkTKuADAAAAADkhQwYQES697pVOnZqK0uXrJLNG7fporxZ2VlSpkwpiW7eWDp1bi/h4WGcK4OzW4h3V6xUrhHpkv4AAAAA8BwEYID/hISG6ECMWgB7KtcsIQGBvpKRfnFImnJwV6y06VqdEwYAAAAgXwxBAoAC8vf3lWp1rLNgKMQLAAAAoCAIwABAEYYhHT0YJ2kpmZxDAAAAAPliCBIMY/SL44vngXx8ZPTrLxTPY8HjC/HmZIsc3H1e6jVldiwAAAAAeSMAA8OYN2eR+Pj46BmObKntBaGOVW0JwBhXzWusAzDKptXHCMAAAAAAyBcBGBiGKq6bV5xlxbK1khCfKEFBgVK/QR0pV/5iNsPpU2dk1869emrqyMgIaXfTjc7tNNxO6fKhUrVWCTmyP868bdPKY3LXI03E169ggTwAAAAAxkMABoYxdvxIu9tfem6cDr4Mvv8uufeBARIREW61PzExSb6d8L1M/maaZGVlybi3X3ZSj+GuWnSoYhWAiYtNk73bz0q9aIYhAQAAALCPIrwwtDkz58ui+Uvl/ocGyhPPDM8VfFHCw8Pk8WcekPsfHCgLf10qP89a4JK+wn20aF8517YNy4+6pC8AAAAAPAMBGBja3JnzxdfXRwYOvfOybe8Zeoeu/6KCNjC2cpXDpVqdklbbNq06LllZ2S7rEwAAAAD3RgAGhnbwwL8SHh5uN/PFlmqjsmEO7D/klL7BvbVoX8XqfsKFNNmz5azL+gMAAADAvRGAgaFlZWZJYmKirvNyOaqNWtQxQIsODEMCAAAAUHAEYGBoNWpVk+zsHPlu4vTLtlVtsrOz9TFAmQphUqNelNWJ2LT6uGRmMgwJAAAAQG4EYGBovfp2lZycHPnq8yny8XtfSkJCYq42Kuvl0w++0m1UDRh1DGCaDclSUny67P7rDCcHAAAAQC4+OerbJ2BQ6u3/xIMjZc2qP3RwJTAwQOpdU0fKlS+j958+dVZ2/71X0tMzdNtWba+Xj78Yr9viopYtW+rbmJgYw52S2NPJ8tydi6y2tepcTe59obnL+gQAAADAPfm7ugOAK6lAynufjtMZLj9MnSlpaemydfMOc4DFFJ/08/eT/gNuk8effoDgC8xKlQuVqxuUkn07Y83bNq85LplPNxX/ABIMAQAAAFxCAAaGFxDgL089/5AMHHqH/L54pezcvltiY8/r81KqVJQ0aFRPOt7STsqWK234cwX7w5AsAzDJiRmyc+MpadKyIqcLAAAAgBkBGOA/ZcqWlv733Mb5QKE0b1dZfvxsm1gO5tyw/BgBGAAAAABWyJEHgCKIKhMitRtdrBlksmXdcclIZ7pyAAAAAJcQgAGAImrRvrLV/ZSkTNmx/hTnFQAAAIAZQ5BgGKNfHF88D+TjI6Nff6F4HgteMwzph0+3Sk72pW0blh+Vpq0rubJbAAAAANwIARgYxrw5i/QMRvZmXi/otNLqWNWWAAwslSgVLHWblJXdm8+Yt21Zd0LS07IkMMiPkwUAAACAAAyMo3uvW1Xyil0rlq2VhPhECQoKlPoN6ki58mX19tOnzsiunXv19NSRkRHS7qYbndtpeNQwJMsATFpqlmyNOSEt2ldxab8AAAAAuAcyYGAYY8ePtLv9pefG6eDL4PvvknsfGCAREeFW+xMTk+TbCd/L5G+mSVZWlox7+2Un9RiepHnbyvL9R1slO/tShtX87/fo7b6+BcuwAgAAAOC9KMILQ5szc74smr9U7n9ooDzxzPBcwRclPDxMHn/mAbn/wYGy8Nel8vOsBS7pK9xbRMkgaXR9eattR/bFyYYVR13WJwAAAADugwAMDG3uzPk6O2Hg0Dsv2/aeoXfo+i8qaAPY03Nw/dzvsW/+lsxMi+q8AAAAAAyJAAwM7eCBfyU8PNxu5ost1UZlwxzYf8gpfYPnqV43Sq5tZz0l9enjSbJmAe8ZAAAAwOgIwMDQsjKzJDExUdd5uRzVRi3qGCAvfe67JlfNl3mTd0laSiYnDQAAADAwAjAwtBq1qumiqd9NnH7ZtqpNdna2PgbIS4WqEdKmq/V7JC42TX6fvZ+TBgAAABgYARgYWq++XSUnJ0e++nyKfPzel5KQkJirjcp6+fSDr3QbVQNGHQPkp8eg+hIQaP3ndeG0vZIYn86JAwAAAAzKJ0d9+wQMSr39n3hwpKxZ9YcOrgQGBki9a+pIufJl9P7Tp87K7r/3Snp6hm7bqu318vEX43VbXNSyZUt9GxMTwymxMPPLHTroYqlz/zpy+/CGnCcAAADAgAjAwPAyMjJ1hssPU2ea67uYAiym+KSfv5/0H3CbPP70AxIQGGD4c2aJAIx9SQnpMuLuxZKcmGHeprJi3vjuFilVNpT3EAAAAGAwBGCA/5w9c05+X7xSdm7fLbGx5/W2UqWipEGjetLxlnZStlxpzpUdBGDytuCHPTLrq51W29p2qy6Dn23GewkAAAAwGAIwAIqEAEze0lIzZeQ9v0ncuVTzNjVD0msTb5YKV0XwzgMAAAAMhCK8AOAgQcH+0nNQPattatatiW9vkox0pjMHAAAAjIQADAA4UOuu1aVc5TCrbft2xsqU9zabawwBAAAA8H7+ru4A4CwTPpukb6OiSsgdd/ex2lZYwx8ZUqx9g/fy9/eV2x9sJJ+98ofV9nW/HZaK1SOk6111XdY3AAAAAM5DDRgYRrP67fXsRtVqVJXZ86dYbSusTX8vd0APPRM1YK58Wmr11nt47A3SrHUlh1wbAAAAAO6DDBgYRrNrm+gvvBUqls+1DXC02+5vICcOJ8iWtSfM29QIpK9e3yAjPm4n1WqX5CIAAAAAXowMGABFQgZMwaWmZMr4x1bKkf1xVtujyobIK190kBKlgnk3AgAAAF6KIrwA4CTBIf7y2OstJTIqyGr7+TMp8slLMZKexsxIAAAAgLciAAMATlS6fKg8Oq6l+AdY//k9uPu8fPziOok/n8r1AAAAALwQARgAcLJa15SSe19onmv7rr/OyJgHlsk/289yTQAAAAAvQxFeQESOHD4mvy1cLv/s2S/xcQmSmZmZ53lRsyZNmPQB5w1Fcn3HqnLi3wT5Zepuq+0XzqbK20+ulr7DGsitd9a+olm6AAAAALgfAjAwvAmfTpKvv5gi2dk5kqOmpbkMvhCjuPQcUl+SEtJl2dwDVtvVe3HGhB3yz/Zzcu+I5hIWEchJBwAAADwcARgY2oJflsiEzybp9bLlykjL1i30rb+fn6u7BgPw9fWRAU9ES436pWTqB5slPdW6CO+WdSdk7APLZOjzzaVudBmCfwAAAIAHYxpqGNrg/g/L9q1/S7ubWsnbH4yWgMAAV3fJ4zANdfE4djBePh/zpx6WZE/tRqWl+z31pEGLcgRiAAAAAA9EAAaG1rp5F0lJSZWFy2dIufJlXN0dj0QApvikpmTKlPc2y59Lj+TZpnrdkjoQ0+TGijqDBgAAAIBnYBYkGJqq5xIWHkrwBW4hOMRfhr10rQx8KjrXNNUmh/ZckE9f+UPGDFsqK+YdkPNnU5zeTwAAAACFRwYMDG3gHQ/Knl37ZM2mBRIYSKHTK0EGjGMc3ndBpn2yTfZuu/yU1DXqRUl0q4p6qVw9kiFKAAAAgBsiAANDmz39Fxk36j0Z8+YI6dG7s6u745EIwDjWnq1nZf53u2XnxtMFal+2Uphc06ysVKsTJdXqlJTKNSIlIJCi0gAAAICrEYCB4T31yEuycf0Wef+T16TFDc2cfj6SkpLkgw8+kJkzZ8r+/fv1tlq1aknfvn3l6aeflrCwsCt+7IyMDPn888/lhx9+kD179kh6erpcddVV0qNHD3n++eelTJmi170hAOMcB3bFyvzv9uiZkQrDz99HqtQoIVfVKSlVakRKmYphUqZiqJSpEKaHPAEAAABwDgIwMAzTdNO2srOy5afv50hCQqI0adpAGja+RteFyc/wR4YUS5+OHDkiHTp0MAdeQkJCJCcnR1JTU82BmOXLl0vVqlUL/dhxcXHSqVMn2bBhg76vhlgFBATogI9StmxZWbJkiTRp0qRIr4EAjHMd2R8ni37aK1vWnpDU5MwiPVZ4iUApWzFMosqGSGRUkESUCJII023JQAkvESQhYQESEuYvwaH+4udH2TAAAADgShGAgWE0q98+39oYKvCh5NfGZNPfy4vcn6ysLLn22mtly5YtUr58eZk4caJ07nxxGNTChQtl6NChcvr0aYmOjpZNmzaJr2/hvvz27NlTfvnlFwkPD9dZMP379xd/f3+JiYmRwYMHyz///COVK1eWXbt2SURExBW/DgIwrpGRniV7tpyVzWuPy9Z1J+T82YtBO0cKDPbTARkVjAkM8pOgID8JCPLT64H/rQcE+Ip/gJ/4BfjqdfOtv6/4+fmIr5/PxfX/7qugjtqmF9//FtO6n4/+PF7advHzadru4yviq2/VfdG3F+9fbGe6Nc0WpW71x1tvU1ss2vpY34rPxcdWt+ZtAAAAQBEQgIFh3D/wiYtfvorBV1M+KvJjqIDLvffeq9dXrVolbdq0sdq/evVqadu2rbntkCEFz7pRWTM33XSTXp86darcc889VvtV8KVRo0aSlpYmo0aNktGjR1/x6yAA43oqePjv3gs6GLP7rzNyeH+cpKdmubpbXkcHa8QUxMkdsLl032abPva/4yzW9V1ToOi/x9X7JI/Ht3ocy378d/x/wSS7z2Fqa9vO4jlNwSnLYJTpGMtAlLmd7TGSx/EW/TUHwCyOu3hY/n20fQ5TPPrSef6vn+ZzZ9NXO+fiUoDN4lzYrpuPs3g8e89r8dosz4vV6/TJ/f659Fy5jzW/djvnxzYwmLu/Fufb9j1rcY7MryWfa2mv35bnxPzetDgn1tfbdFnsBzSvrO+5z4/5efI4RwAAuAMCMICLtGvXTgde1O2KFSvstlEBGBWIad++vQ6qFJTKcJkyZYrUqFFD9u3bZzd7ZtCgQTo4o9ocOHDgil8HARj3k52VIyePJMihvRfk8D8X5NDe83JkX1yRhywBgKeyCmBZ3i9sMEhyB4QuNrUM0F16QMuAlm0/Lvd4VsEtUzuLx730sJcCVebXYRkYtBNou9TO+vFsA262x9r2Jd+AoeXrMXc+d/DQfK5s7tv2Mf/zZ76KFs9x6XEtX7ttTM4ywHm5YKHdvtm9JtbnLq9Asb3+WZ1LO6/d1Efb94/1a7Lfd6tgpcUpy3U98gpsWhxo1d8CnJ9rmpeVyKhg65MPGBAVGAEXSElJkTVr1uj1rl275tmuW7duOgCjFnWMqhFTEKq2i6KGNOU1dEk9tgrAHDx4UGfE1K5d+4peC9yPGqJTqXqkXm685SpzlkxiXLqcPZkkZ08ky5n/bs+eSJK42FRJuJCm92dlXRyKBwDeRI8yzlH/s/0bx988wBme/7AtARiAAAzgGqruSnZ2tl5v2LBhnu1M+1S9mN27d0vTpk0v+9ixsbFy4sSJAj+2smPHDgIwXk79khVRUhXXDZIa9UrZbZOdnSPJiRmSeCFNEuIuBmRSkjMlNSnj4m1yhs6iSUnKlPQ0tWTpJUPfZuttmRnZl5bMbMnKyCaoAwAAABCAAVzj2LFj5vUqVark2c5y3/HjxwsUgLnSxy7oUCNbKnhTv359SUhIuOxjwAP4iIRFqSVIRNRSPEOiVHAnSwVk1HrWxfWL2y7u04tud3FmMnWbk52jM3cu7rt4X63rH7L1vku3enuO9TZ799XB2Rbb1P9lm34Zz7FuZ/UY6lb16eJP6BePNfXDoj9623+Paz5Ob7z0WNbPdXHnxce2fRzrfpge2/Zx7G7/7zFNj3Np+8XnsOqnnf7bPtal12w6p3bOham/FufF3Mf/tptfu25z6fFsn8fqOvzXqf/u2pzLS/2+fN8BAK6SkpLs9H8rFmWSCcBRGIIEuIDlf4BCQ/Oe8tpyX3x8vMsfG7gSplmO/AOYxhquddkglU0ALc99+o5NEMvePlPAKr9glp0gVa6AVq7Htgy85f285teZY3+f6ensBbtsz4W95879+Ln3Wd+3CZrZBt7sPb9pm+XjWD2PxaAi8+OYHsz+ubcXmLMbKLQ5D+bLYxlctXfe89iW1/m/FLDNoz/2zr3F7I1Wj2dvm22g06p/9q6bxevN4xxY3bcJguZuZ+95c58ryzb2Xqft58HyethrZ3XObF6z6aC8+mfqY+5zeemFWjxd7j5c5hzZXkvbPtge4w2ohw1cRAAGQIGo6avzy4zhVwYAAIDiZxkQtBfcNLW51N5im22w1XTHIihoWrcNepqfz24gyX6w79Ix1n0pUSpIAgL9iuV8AJ6MAAzgApbBiuTk5DzbWe6LjIx0+WMDAADAuaxmlrq4hUsAeCjywQEXqFy5st2aLbaOHj1qXq9UqZLLHxsAAAAAcGUIwAAuoIrWmqaH3r59e57tVIFbxc/PT+rVq1egxy5VqpRUrFixwI99udmSAAAAAABFRwAGcIGQkBBp3bq1Xl+wYEGe7Uz72rRpo48pqE6dOunbRYsWWY0JtvfY1atXZwpqAAAAAHAwAjCAiwwZMkTfrly5UtauXZtrv9q2atUqvT548OAreuyDBw/KtGnTcu3fv3+/TJ8+/YoeGwAAAABQeARgABcZNGiQREdH6/V+/fqZs1XUotbVNkW1GThwoNWxK1as+K8gm49MmjQp12N36NBBevToodcffPBB+eGHHyQrK0vf/+OPP6Rr166Smpqq68U888wzTni1AAAAAGBszIIEuIiq6zJv3jwdLFEZKV26dDEPM0pJSdG3tWrV0m1U28KaOnWqHoq0YcMGGTBggAwdOlQCAwMlMTFR7y9btqzMnz+f6aMBAAAAwAnIgAFcqGrVqrJ161YZO3asNGnSRAda1NK4cWMZM2aM3qfaXIkSJUroYUwffvihXHfddTq4o7Jg6tatK88++6zs3LlTPycAAAAAwPF8cvKq0AkABdCyZUt9GxMTw/kCAAAAgDyQAQMAAAAAAOBgBGAAAAAAAAAcjAAMAAAAAACAgxGAAQAAAAAAcDACMAAAAAAAAA5GAAYAAAAAAMDBCMAAAAAAAAA4GAEYAAAAAAAAByMAAwAAAAAA4GAEYAAAAAAAAByMAAwAAAAAAICDEYABAAAAAABwMJ+cnJwcRz8JAO9Vvnx5SU5OloYNG7q6KwAAAICm/m361VdfcTbgVvxd3QEAni0qKsplz71jxw59S/DHOLjmxsM1Nxaut/FwzY2Haw4jIwMGgMdq2bKlvo2JiXF1V+AkXHPj4ZobC9fbeLjmxsM1h5FRAwYAAAAAAMDBCMAAAAAAAAA4GAEYAAAAAAAAByMAAwAAAAAA4GAEYAAAAAAAAByMWZAAAAAAAAAcjAwYAAAAAAAAByMAAwAAAAAA4GAEYAAAAAAAAByMAAwAAAAAAICDEYABAAAAAABwMAIwAAAAAAAADkYABoDHSUpKknHjxkl0dLREREToRa2/9tpreh88R2xsrEyePFkGDRokDRo0kPDwcAkMDJRKlSpJ165dZerUqZKVlZXvY2RkZMjHH38sN9xwg0RFRUlYWJjUr19fnn/+eTl79qzTXguunPo8+/j4mJf88Pn3XOravffee9K2bVspV66cBAUF6c96q1atZOTIkXLkyBG7x/EZ90zLli2Tu+66S2rUqCEhISESHBwsV111lfTt21fmzZuX77Fcc/eSnJwsixYtkjfeeENuv/12ufrqq8XX11f/vR4yZEiBHqOo15T3BLxGDgB4kMOHD+fUqlUrR/35UktISEhOcHCw+b7ap9rAM/j7+5uvnVqCgoJyIiIirLZdf/31OWfOnLF7/IULF3JatGhhbhsYGJgTFhZmvl+2bNmcLVu2OP11oeB27Nihr5vlNc8Ln3/PtWbNmpzKlSubr7H67EdFReX4+PiYt82ZMyfXcXzGPU92dnbOww8/nOtve2hoqNW222+/PScjIyPX8Vxz97N8+XKra2e5DB48+LLHF/Wa8p6ANyEDBoDHUJkQPXv2lP3790v58uVlwYIF+hdV9cvM/Pnz9S+qap9qk52d7eruogAyMzPl2muvlU8//VT++ecfSU1Nlfj4eDl+/Lg8++yz+he2P//8U/r162f3+IEDB8qGDRt05ozKllHvh8TERFm3bp3Url1bzpw5I926dZOEhASuh5t+pocOHSrp6ely4403XrYtn3/PtH79ern11lvl2LFj0r59e1mxYoX+rKsMuJSUFNm2bZu8/vrrOhvGFp9xz6OyGv/3v//p9V69esnff/+tr7P6+3zo0CG599579b4ZM2bIhx9+mOt4rrl7UlkrHTp0kKefflr/97ZRo0YFPrao15T3BLyKqyNAAFBQ3377rfnXklWrVuXar7aZ9k+cOJET6wGWLl2a7/7XX3/dfE3VL+iWli1bZt43derUXMfu3btX/+qq9o8aNarY+46ie+utt/T1ueeee/Q1yi8Dhs+/Z0pJScmpXbu2vq69e/fOyczMLPCxfMY9U4cOHcwZqenp6XYzZFq3bq3bXHvttVb7uObuyd7ntlWrVgXKgCnqNeU9AW9DBgwAjzFp0iR9265dO2nTpk2u/Wqbabv6BQ7u76abbsp3/7Bhw8zr6tcze+8HVV/g7rvvznWs+lXtjjvu0OtTpkwpph6juOzZs0dGjRolZcqUkQ8++OCy7fn8e6bvvvtOZ7ep2k4TJkwQPz+/Ah/LZ9wzqQxGpUmTJhIQEJBrv6ob0qJFC72usiAscc3dU2E+t7aKek15T8DbEIAB4BFU+vKaNWv0uirOmheVwqqsXr1aHwPPpoo2Wg5XsrRkyRJ927lzZz1UKb/3w8GDB/WXQLgHNURQDUNQw1DUEAQVhMkPn3/PZQqGqyFIaphoYfAZ90w1a9bUt1u3btWFU+0xBdTVEFRLXHPvU9RrynsC3oYADACPsGvXLnNdl4YNG+bZzrRP1YvYvXu30/oHx1i6dKl5Xf2aaqJqR5w4caLA7wdlx44dXCY3oWbCUGP/u3TpIgMGDLhsez7/niktLc38Rbt58+Zy7tw5eeaZZ6RWrVp6BiQVeOvUqZPOkrGt28Vn3HM98sgj+lbVZFMz5qj/FufkqBEmIv/++6/cd999+geV0qVLy5gxY8zHcc29T1GvKe8JeCMCMAA8gireaFKlSpU821nuM6VBwzOpwqwvvfSSXq9Tp44u/mfC+8FzqS9l6rqqYoxffPFFgY7hensmVXBVBWEUVVxbFe18//335fDhw3oKWvXl6vfff9cFNlWBZVNbhWvuuVQ2gyqsroJsP//8s55qODQ0VF/z6tWry08//aSv+aZNm8zZMgrX3PsU9ZrynoA3IgADwCNYVsZX/5DLi+U+9Q9+eK6HH35Yz56hUpbVjBr+/v7mfbwfPJP6Ffz+++/XM5epWW+uuuqqAh3H9fZM58+fN6+roWbqvqoDo/42q+DLqVOn5NFHH9X71Ux2zz33nLk919zzs2BU8KVixYr6vhpuqD73puC6qv1i+f5QuObep6jXlPcEvBEBGACA2xk3bpx88803ev21116Tjh07urpLKAaff/65noL4hhtuMH/xhvcyDTtR1BCjN998Ux544AEJCQnR28qWLSuffPKJdO/eXd9XGVGnT592WX9RPFTNJlVsVdX8qFChgixcuFAH21TAZeXKlbpY/pw5c6RVq1Y6AwoAjIQADACPEBERYV43/Ypmj+W+yMhIh/cLxW/8+PHyyiuv6PXnn39eXnzxxVxteD94HlX74YUXXtCzonz11Vd5FmO0h+vtmSyvm/qF21QbxJZ6XyiqYOvy5ctzHcvffM+i/m5PmzZNoqOjJSYmRgdiVAHmkiVLStu2bXXQRdV/Utd1+PDhOiNG4Zp7n6JeU94T8EYEYAB4hMqVK9sdE2zr6NGj5vVKlSo5vF8o/syXkSNH6vVnn31W3nrrLbvteD94nieffFIPO3jiiSd0HQi1brmYvoQppm2mmiBcb89ked1U4V17UxIr11xzjVWgzvZY/uZ7DvW5NdV2UgE3VQfG3jTUTz/9tF4/cOCAbNmyRa9zzb1PUa8p7wl4IwIwADyCKuJn+sV8+/btebYzVc/38/OTevXqOa1/KLpRo0aZM19ULYh33nknz7alSpUy1xYoyPvhcjMwwPHU9KLKu+++q3/VtF3U8BQT0zb167jC598zRUVF5Vt4095QJfXlXOEz7pn27NkjmZmZer1atWp5trPcZ/rbwDX3PkW9prwn4I0IwADwCKpmQOvWrfX6ggUL8mxn2qfGmJvqDMD9qVlxxo4dq9dHjBghb7/99mWPUdPXKosWLbL6Amfv/aAyLmrXrl2sfYbz8Pn3XLfeeqt59is1xMgeVWzbpEaNGuZ1PuOeR/34YWKaftgey2wIyyEnXHPvU9RrynsC3oYADACPMWTIEH2rivitXbs21361bdWqVXp98ODBTu8frowacvTGG2/o9ZdfftkqE6Ig7wf166mqN2BLfeGbPn26Xuf94HpqmIH6x3dei8qAMjFtmzRpknkbn3/PdO+995prPHz22Wd225iGGqo6MZYFt/mMex6VeWqa0ebLL7+UrKwsu+3UzHamgM11111n3s419z5Fvaa8J+B1cgDAQ2RmZuZER0ern09yKlSokLNw4cKc7Oxsvah1tU3tU21UW7i/F154QV8ztYwePbrQx/fo0UMfGxERkfP999+br3tMTExOnTp19L7KlSvnxMfHO6D3KE6jRo0yvxfs4fPvufr376+va0hISM6XX36Zk5KSorefPn0657HHHjNf97Fjx+Y6ls+453niiSfM17RTp045mzdv1p9f9d/qPXv25Nxxxx3m/ffdd1+u47nm7ik2NjbnzJkz5uX666/X11B9vi23X7hwodivKe8JeBMCMAA8yuHDh3Nq1apl/seb+ge9Wkz31T7VBu7v33//NV83Hx+fnPLly+e7PP7447keQ/1Dr0WLFubHCQwMzAkPDzffL1u2bM6WLVtc8vpQvAEYhc+/Z0pKSsrp2LGj+foGBATklCpVSn/uTdseeOAB/QXdFp9xz6MCbF27djVfW9Pf5uDgYKttN998s35v2OKau6dq1apZXb+8lnbt2hX7NeU9AW/CECQAHqVq1aqydetWXS+kSZMmOn1ZLY0bN5YxY8bofaoN3F92drZ5Xf0gcOrUqXyXuLi4XI9RokQJPfTsww8/1GnsqlaISnmvW7eunkVp586d+n0C78Dn3zOpISlLliyRiRMnSocOHXTNj4SEBClfvrz06dNHFi9eLBMmTDAX4LXEZ9zzBAcHy/z582XWrFly22236c+turbqb76a4aZHjx7y448/ym+//WYermSJa+59inpNeU/Am/ioKIyrOwEAAAAAAODNyIABAAAAAABwMAIwAAAAAAAADkYABgAAAAAAwMEIwAAAAAAAABCAAQAAAAAA8GxkwAAAAAAAADgYARgAAAAAAAAHIwADAAAAAADgYARgAAAAAAAAHIwADAAAAAAAgIMRgAEAAAAAAHAwAjAAAAAAAAAORgAGANzI/QOfkKb12skXn0wUb2WE1wgURteb7tSfiXmzF3LiROT40RP6fKhFrbvKrz8vlqF3Pyptru0qzeq31/15541PuEYAgCvmf+WHAgA8xZ5d/8jy39dIRGS4DBh8u6u7Aw+mggTHj52Ua6+Llmuvb+rq7iAfXKsr992k6fLe+M/0up+fn0SVKik+Pj4SFh7Kew5woO8nz5CE+ETpcHNrqVu/NucaXocADAAYwJ5d+2TCZ5OkYqUKBGBQJPPmLJJNG7aIyBACMG6Oa3XlJn8zTd/eeXcfeWbEIxIQGFBs1wVA3r6fPFNOHD8plSpXIAADr8QQJAAAAOA/sbEX5OyZWL3e984eBF8AAMWGAAwAAADwn9SUVPO5CAtjyBEAoPgwBAmAS505fU5+/G6WxKzZIEePHpe01HQpU7aUVKteVTp0aiOdu3WUiIjwXMetXLZW5sycLzu375ILF+IlPDxM6tS7Wrr1vEW697pFfH1zx5dV0Vc1DKd5i2j5eupHsnrlHzJtykzZtXOvpKWnS/UaV8ldA2+THr07m49Zs0q1mSW7d/0jSYlJclX1qnLHXb2lX/+eeRbTVKmzY94YITff2k4mfj1Nli5eISeOn5LAoEBp2Li+DBx6p9xw47VXfM4OHTgsP0ydKetj/pJTp86I5ORIxUrl5cY218vAoXdI+QrlrNqrwpEmqm+W9xX1eseOH2m1LSUlVWb++LMsW7JaDu7/V5KSk6VkyUhp1OQaub1/b2nZukWe/UtPT5fvJs2Qhb8skSOHj0lwcLDUqVdL7hxwm3S8pe0Vv27L1/LV5A+l5tXV5ZsJ38mq5evk9KmzujZDs2ubyL0PDJBrGta1e/yxoydkyaLlsuHPzXL08HE5c+ac5OTkSLlyZaTF9U1lwJDbpUbNanaPfXXEm/LL3EX6fI15c4T8PHuBHuJxcN+/cuFCnDw78lHz8K5tW3bK8qVrZOvmHXLy+Gk5dzZWAgMDpGq1KtK2fUu5a2BfKVEy8rLvoVu73SRTvv1JFi9YpvuuvgxGN2skDz02VGrVrmG+Vj9MmSmL5y+Vo0dPiL+/nzRt1kgeeWqY1KlbK89zqV7374tXyK8//yZ/79itP0ehoSFSu04t6dK9o/S8rasEBPhb1RMZ9eJ48331WVKLJXVdbOvCFPb9avlcasjcgmU/ycY/N8u072bJti1/y/nYC9KmfUv54LPX5XJUAdduN/fX6/N//1EqVal42XPe87YueR6fnZOj33N/rN0gsecu6Gt4fcvmMuzhQXJVtSp59iMxMUm+nfC9LP1tpZw8cVrCI8KkQcN6+vW3uKFZvq9h394DsvS3VfLXxq269s7ZM+f03zeVnn9DqxZyz5Dbc51DZ14r5d+DR2TqpOmyaf0WOXnilGRn5+hzU6ZsaWneool06X5znp/Jgjh65PgVnXdFHaP+W6E+i+rYoKBAqVGrmtx8Szu5/a5eEhIaYm6r3mfDBj9pdbzp+ium96Olf/bs1zUrNq7fov97Zvqcq/oVdw/sZ7dmjOXzbN69UtfomjrxJ/0Y586dl5q1qstPc78xt8/MzNR/a35buEz27t4vCQmJ+r951zSoK736dpFOnTvo+jSF5a5/a0zi4xJk6ZJV+hoe2HdIn9/k5BRdj0f9t1Rdv/z+W1rY96XtdSnIf4csP0POuq7uft1UoX01THX4I0Nk+KNDZM6MX/VnUP1bQj2m6tedA/rof6/Z+zeaifobZvl37HJ/xwFPQQAGgMuof3SMevEt86+N/gH+Eh4WJqdPn9VfNGLWbpAyZUpJh5vbmI/JyMiU0S+OlwW/LNH31T9OVGFZVbBtfcwmvcyf95u8/8m4fIslqv/Iq//Yqy8yoWGhkpKcIrt27tFfstUX84cev9f8jwH1HOoLU1pauv7H9uuj35NTJ0/LI0/en+fjq39IDbzzIf2PRvW6VBBC/WNy3er1elHH3v/gwEKfM/WPqPff+p9kZWXp++rLhHLwwGG9/Dx7obz78Vj95cSkdJlSkpaapr8Eqter/vFqSb02S/v/OSiPPzhCXwNFn6PQEJ2Srwr5qkX942nEK0/mft3xCfLQfc/Kzu27zcUrs3Oy9T9AVdDjvuH3SHFQfXvxuXFy5vRZfQ7UPwLVF3P1BXfF0jUy+o0XpHuvW3MdN2rk+P/ql1x6v6lrdfjfo3pRs568+d6rVu85W+ofkCOeHiO/LVyuz406f+p1Whrc/2HzenBwkISEBEt8fIJ+j6lFBW++mPiBVKue/5d29Tiqfk9gYKD4+vnqQI56jX/GbJKvp3yovxA/fP9z+jFNbdRnYdWKGH3Ov/3+E7tj6NV1eu7JUfLnuk3mbeof/upYdX7Uov7R/fGE8eYAaFBwkH4vxcXFS2ZGpv7iqt4XlvwDAor8frX143ez5e3XP9bnPTwiPNe5dpadO3bL2Jff0ddFvXZ1rtX7T71n1JeUD/73ht0vgyrgMmzQEzqIYHrfpadnyOqVMbJ29Z8y8tWn8n3exx8cqb9sKeoaq/eSes/u++egXubNWSgffzFemjRtaD7GmddKvRefeHCE/vuoH9f//+zdBXwT5xsH8IfiUKS4u7u7u7vLgOGwAduwDf44DBjDBkOHDRvu7u7u0OLaQoG20Bbp//N7w4UkTdq0SWr8vnzyachdksvd5XLvc8/7vNHVMRWBIqwf7JtYZ8PHDJSwXO8IBI8cMlH/WwFonKIxevniNXXbsG6b/D1/kqRKnUK/TrDesA5ee75RjyV2SaTf51ySJAq0b2JUpM+fP+u/Q9i22vd83eotMnPeRNXwtmTf7kMy+OdR8uHDB7V8MUz2b/zW9O35qzoOaPA9wPIdO3JK3dD4Hj95hNnGsDUi2rHGcJ/UGuTasdbJKZq8eO4u+3bjdkg6dm0jfX/pHuh9Hb1fBicstmtE3W6aT58/y88/DFW/yVj/OA/y8Xmn//49uPdInWtpcIzC9w+/5fhO4f1wLDPkFE7HfyK7CiAiCgfHDp8KKJK7UkChnBUC2jbrFnDy+NmADx8+qGn4e+XStYBJv88IOHHsjNHzpv4xSz0Htz/Hzwx49cpTPe7j7ROweP6KgKJ5KqtpA/oOC/Ses6YvUNPKFauj3vvvaf8EvHn9Vk3D6/zWf7SajtdYNH95oHk8X702mufe3YeB3qN25RZqevniddT7bNu8O8DfX/e5Hj54HNCnx2D98h86cDzQ8zu366OmYVlNbd6wQ00rVahGwOwZCwOeP3sR8Pnz54BPnz4F3Ll9N+DnH4bqP9/TJ8+Nnrtx7TY1DcsXFA/3lwHVyjVW82JZL124GuDv56+mYT1gHZcuXFNNX75kTaDn9+/zPzWtWL4qAcsWrw545/NOPe7+wiNg5NAJ+uWz9BmDo607rN+aFZsGHD54XH1+uHnjTsB3LXvq3//G9duBnj9x7PSAlUvXBdxze6B/3sePH9VzB/00Qj23TOGaAS+eewR67v8GjdNPL5a3csDCecsC3r7R7Rvv3/sGPHv6dZ336T4oYPuWPQHPn7nrH/Pz81P7PfZ3vE6bpl3NfkbDfahWpWZqP8EyYltfPH8loE4V3fTv2/4Y0K/Xb7p59h/Tz4Ntps3Tqe0PgV4fn7tHp5/V9Gb1OgTs3XVQfX+0z4H/163aUk3HPhWSfdTe+2vJAtXUuh4yYHTA40dP1TS8xv17gb975jx++ES/z+C+Jdo6x/taej62R9N6HQLOn72sn37uzMWAxrXb6acbbm/ANmnfoofucxatHbBl407990k7HmBfxToy9/4wZOCYgA1rtqplwWcHHFMunLsc0PP7X9TzalRoGuDr6xsu26p+jdZqWuvGXdT+qV9GP391jMQxY8mClQEhYet6h+G/jdcf87Be37710i8XfldaNPxe/z3UjgUh2W/wvdTmwXa463pfv8337T4UUKVMQzWtfvXWAd5euu+X5vSJc/rn4njSq3N/tZ41OD7Bu3fv1XdUfZfb9A44fvS0+o4CvrPr12wJqFy6gZqO38uQiujHmjUrN6rfYJwP4Pipwf6Jx/HdwXMP7jsa6Lmh2S8Nt0tQtHkwf3hs14i+3bTjToUSdQPKFqmljl/a58PvpHYehHOsoM6jzB0PiaICBmCIKMzhJKBetVbqBxaNE3MNB3Nwkq2dcE0YM83sPEsXrdKfAF2+eM1sAAY3NDJMIfCjnZTgNmfmIrPzaCcH82YtCTRdm4YbGtvmnq81yHBiY22DCSc/FUvUs3iyqdFObP4Y91eoAjCj//eHPoClnbCa2r3jgJoHJ4ha0Axwkqx99v+WrTP7XLyuNo8tARjsB7dvugaajvWknRgiCBJSP3QbaHHbagEY3LCfhRYaY1XLNlKvc/7sJYv7EIIP2gm7ITQeteWwNA9O6LV50FgxhKAgHm9Qo40+uGjqyeNn+qCAaSDLmka9vfZX3NCACC17BmDQmEAg0dxxSQsq/j5qitG0Xdv3BRlwxfdHCxqGpsGBY2nz+h3Vc7du2hVouqO31cuXnvplR0DIXmxd71gWPF6pVH2L293Ly1sFrjDfvj2HLb6/pecjKKQFcLQgu6Erl67rLwggWGupod66SVej46ih+bP/VfN0bN3bKABh+j6Fc1UMKJ6vqtoeIRHRjzXBwYUSPK97p5+MHg/tfmnPAIwjt2tE327acQc3vI8pfObq5ZsEex7FAAxFVSzCS0RhDmmvWjo+hveMHds4xdQSpJsjnT5mzJjSrVcHs/OgawxqyMD2LXvMzoM03PYdWwR6PEaMGFKyTFF9+n1w89y68TV12FSBQnnN1knB87t+WXbVheCWm1gD/eDRnSB7jixSoXIZi/Np9WuOHT4pIYWUfXTfgk5d21qsKVClenmVGow0YdTP0ezYuk/9Rf/6pi3N18gxTDe2Beo3ZMuRJdDjSDH/7vuW6v6RQydVV42QQG0ROH/mksV50OUNdYBCC13jUH8AzgXxPlVrVJSMmdMHerxYiUJqHwbUGTI3D+rZaPPcvOFqNA398QF1jBImSmD2vVH3o8SX2gboMhdS9txfu/SwT7c1WzVr2UDt26ZSpEwmTVvUU/fRZcCQ9p3Imz+XlK9YyuzxoFtv88cya6BrTNkKJYPdlxy1rdBlQKu3pY0aFBHWu7aPo4aYpXoROIahTktojpe3brqqrpqA3yJzXUSwzbXX375lr8XX6tS1tdoPzNE+R7uOLfTfZ3PvkzVbJtXV5fSJcxIakfVYox2vL56/qu86F1b7ZXDCYrtG9O2GbpHmugfifct8OT9Ct26ibw1rwBBRmLtw9rK+b71h3YLgXLt6U/3NlSe7eq45OOEpXrKICr5odUhM4aQGDXVzkibVBW/QZ9+wOKMh1KUB1PSwRAvSmIOTI5wcoo/ztSs3zQYSTJ0/q2tcoU5JtXKNLc6HkzVA0d+QwrL4+vqp+z92HxTkvCiEqHufZ6owr1arQft8lup0oMBtipTJVR9+WwS1frWipli/N6/dDlRo9MK5K7Jh7VZVKPf50xeqJgQyQg2pAqQW5MufO9hhafF6qBGzc9teuXHtjni+8tSvW0MvngXxPgVym30c6xb7P9Zh3vzBz4O+/Bo0UvC5Yf7sf2XxPystvr/3l+CVVn8kJOy1v6J+Tu68oS/eak8lgyj2iX0O6xL1G1C4V2v0o3Clem4QNW7wfUF9hI8fvzYgTaEY+JYNO9V31MPjlapZFZJ9yVHbCtsHnw31uoYNHicXzl2WilXKqsYjatWE13o/9+UzYZ3t3nHAiuNYyI6X2nbFcbxEENu2dNnismfnQRVo9/PzM3uxoVCRAmafi+8uiqrCmOGT5PdRUyy+DwJoof2uRvRjDbbr6pUb5dSJc+rCjY/3O6NgC6COHH6PXVwSh9l+GZyw2K4RebsFtXyQPEUyo89I9C1hAIaIwpyHx0v9iBIh4fnytfqbMlXyIOdL+aWg4qtXnmanWwq+gBY4sGaejx8sN5hSpLC8jDgBTJgwgRo5ByMjWAOjPwAKCvr5BX9Fz1xjP/j38NDfRyE/a/i+9wu0fRBgCQq2n60BmKDWb0qD9zddv39NnisL5i7T/18r7KhdCdSKFZtr4GqSJDUuYmwKAZ1+vX5TBaE1KLyaKFFC9Vc7ccW2fP/e8vvEt2IftGYeZI1p3rzx0helRFHokG5ja9lrf8WIJeZGNAsPGCnL2n1OCwRg1J3gvhNolCdKnMjsdw5BRDQgt27abbRdcVUamYBaEAH7a1D7kiO31fCxA+WnXkPk+rVbsnTRKnXDMmJUOmT9NG1ZP9hjgr3Xu/aZ8F3Gzd77uLZdsR2CatBrv0XYjm9evzW7HiwdTwyPx1pBYEd8VyPysQYjyf3680j962jLgcKsyNA0LJb8/p2vuLiE3X4ZnLDYrhF1uxlmmdlyHkUUVTEAQ0RhLjTDZX7rPn/6rE85xkgkjvDpy3vA0bPbgwxCRUYnjp3RB1+atqgvzds0UtlQhmniGCpz1NCJGH3XIienoEdhWDBnqQq+oBtbrz6dpWrNimrIYMP9fujAMapRHdT7OMJngyvH02b9HmSXk4iwvwa3rqO6DWu3qf0EQaiOXVqrbkDpM6Y1yjCbOe0fmT9rSaj3JVu3FUZZWbZ2rhp15cjBE+rqORq92khASxaslGFjBqohf8OK9pkGDe0rrdo1kYjMUrag4fF49aaFVmVKRiS2HmsQnMCohAgGFClWUA1nnL9AbqPM1IcPHkuDGm10/zH5AoT3fhlZt2tY/UYQfcsYgCGiMIdhBkOTLu3y5YrS82BS7dGtBJIkMbgcFsZevHAPMkNC676UNKlLiNaZNjS0I2hdq7T3CemJIbbPvbsPgs1uCW772bp+Xzz/eoXRcP3u2Kqrw4A+6UNH9Tf7XAxRaivtfbr2/E6+69zK7Dzu4VSXAJkWWncXR+5LYbG/WiN6jK+NID//r1fRTXl7B18r6MULD8mUJUOI9jlcBccw1EF9J9A15c1r81fCd37Zlxo1rSM//tzNIfusPbYVgov4Xmn1HnCMQ12ImdPmy13X+zJyyAQpUaqI/r1CIjTrHe+D3xdH7X9adgMyBPBZLWXBaL9FCKAhmyssj8fhzdZjDbrdIVMQNbdmzJ1gtktwcPt+SPdLo+OFhS5jIa0rFtm2a1j9RhB9yyJGXi8RfVMKFcmvv8KFehzWypsvl/p749ptlc5tDlKST588r5s/v27+8HD6hG4ZzDl7+oJKSYc8+ayrb1GoaH594d/nz3Qn9SERzUmXfREgli+TY31p3RoO7j8W4vfQts/Z0xf1n8/UPbfgAzS2rt9TJ8/pGz0582QP1BjKlTeHxeeeOHrG5mV79izo90ENgysXr0l4QLHQfAV0NXsOhWIbg5O2LwWRcmHr/mov6Opnuv1N3b/7ULzeBt+oCqrA6ekv+1zixImMir7m+fKd0I5J5pw9ddFi/RcEb4Lal/A9C2q5wmtbISBRtUYFfUYNshjOf6n9FVKhWe+Fv3ymIwePB/nZQ0s71mH9nwli2yL7AtDItrbYvAafR+siE9rvaniy9VijfV8zZc5gsR5bSI/Xwe2XhseLZ0/N/05duXhdbBHRt6s9fiNsZc1xiygyYwCGiMIcik6mz5BW3Z88Yaa60mQNpMijhgaKQaI4nDmrlm/QXxULy5R3Uyj6hy4v5gJE/8xequ5ny57Z6qtf1WtVUvUG8PyJY6dbDHBoTANUzgmc1V/vIBqaOMmtU1+3zpCerY1UZe171KxTRd/Hfd0q3SgKpmbPWCj2gMKarnfuBXoctTCWLlyl7pctX1ISfPncgCupQY1edXDfUTl35qLNy6a95y2TkSU0c2Yu0hf/DA9NvowcgwKV+3YfCnLedz7v5IO/rviqBjVzgitCbev+ai/Yp7VjzZ5d5j+rpWOJqTUrN8krMzWbcLxZu2qz0XdAU7NOZfX38sVrZkcKwfqZP3uJxfcMbp/F8U4r6GmOo7eV6b5hKk6cOIEaVSEVmvXepEV99feu2wNZvmRNkK+Pz4D9PCSy58yqjt8wb9YS+fjxaw0NDUaI075ftetVFVu+q5vW71D7UHh8h8LrWKPt+w/uPTJbIwqFk1cuW2f2tUK7X2bIlF4V8IW9uw4Geh6+Gwvm6n6/bRHRt6utvxG2sua4RRSZMQBDRGEOfaMH/6+fylDAyUeX9n3VVU5tZAOczKK/9phhk4yCGBh2tF2H5uo+CupNmzRbX8QOJwH/LvxPBXSgRu3KQVbgdzScPA7sN1wNj/rhS4E7NJT69xmmgjPww09drX+9BM4y4Lcf1f19uw9Lz8791egl2jrDlSKMYrJq+Xpp26ybrFqxwej5WmMBBSm3b/5a0NMUlglX55Ba36FVLzVakOEICXgcV8VQw6RT2x+Mnov1jSGqAQ25lUvXqZRvQIFRbE+sDy0YZIs4cWPLD10HqEat1mDEcJa9ugxQdQGQQt2rr/GQ12XKl1B/8ZzZfy1UmSiAv1jWwT+PVFfSbaW9D+py7N6xX984Q+YPRrzAfmqP9wmtug1qqNFZYNDPI+Xv6f8YjQKDgCgy06ZMnCV1q7YKVMxaCxqiroKWoWHv/dWeatbVNX43rtum3k9rzGHZRw6dqEarimPFyCifPn+SHp1+1o8QAvgud+/0s8qgQcHJTt2+1KMwCBprmXhY1/juGR4PBvQdJpcvXbf4/tq+tH71VrWOMFQ84LiHffiPcX8FuS85eltdPH9FmtfvKEsW/KeGZTZ8DgIQOE5owwIXLV5IQiM06x3DvDdqVlfdn/T7DPW9Q/adBtsAy4d1WL9Ga7lpIcAVlD79e6i/+A1D0W1kUqnl/fRJDuw7Kn16DFKZTQgANm8VumHrv+vUUgV7cNEB6wC/e4bBKPzuYXSgsSP+lHrVW0tEY8uxplTZ4uocAaPk/NZ/lP55OJ7iN6hzuz7iFM18Mya0+yWyP5Aho9Xy2rV9nz64gP3n5x+GqiHIbRXRt6utvxG20o5bGEHM2kLFRJEJa8AQUbhAw2LMhN9UA+jKpevSreNPKrvFOX588fbx0VflL1uhpNHzevXtomqIYJjpRfNXqCESEewwHJoSfbqHjR4o4al7746ybvUW1ahHtx4EDAy7OfT4sZMaFjMk6jWsKf7+H2TC6GmqyCtueG2McuCDq1BfhomFytV0gRANGgE4ocIVrd8GjJExw/9Ufb2hWs2K8vOgXup+suRJZc7CyfJLn/+J2517MnLIRBk19A+1jj99/KTeR/+aGXWZBYaGjxkkTx8/V8UOJ4yZJn+On6GK+eKz4+S3c/d26sQN3bBs0X/wDzJj6nzp3XWAumKJQrraaCc4aR86sr/kymPcbaNug5qydeMuOXPqgspCmfv3YvW5vL18VBAHASSs4/Gjp9q0bL37dpGTx86qK/QD+41QwSBkYmjbv2WbxioDZvOGHRIesH7+mDZK/jd4rOzfc0Tm/b1E3bAfoQaCtj4sFc1GIdh/F/ynMqTqVGkhLkkS67tXjJ88TAoUymvz/mpPnbq0VldxsT//PmqqTBgzXeI76/ZJHHNG/f6r/DV5njx9H3S9g/+N6q++CwhMal0itNGyUHB5wpQRqvCnabB54tSR0vW7vqqeAr57w3+boD8eYFv8OuwnVRza3Pu379RS9u76suwjp6h1iavD2vcJxxA05BDsMycsttWd23dlysS/1c3cMRwjjI0a/1uIa6DYst7ht+E/q+8eMmiQKYQbAl2xY8VSxwrDoYxDUxgeI+kMHNJHBXiOHjqpbggu+/v56wNlqVKnkKmzxqn9LTTwef+e/4cM6DtcBZ3+HD9T3bQgto+3j76bBj5rRGPLsSZDxnTyfbe2KkMNz8UNwTZ0G8L+mCSpi4wa/6v06THY7HuHdr9EraVTJ86rTM5BP41Uz40TO7baZxCwQWHarh362bReIvp2tfU3wlYokr998x4VdK1WrrG4JEkkMWPqRipcuPwvs993osiEARgiCje161eXwsUKqhTxE0dPqyvCGEoVQ4tmzJxeqlavIMVLFTF6Dq5QjZv0P6lRp4qsX7VZrly+IW/fvFUnZjlzZ1NXbuo1qhnuQ9fiqvK//82ShfOWq1RmNL7Q2M9fII+069hCSpfTXV0KqSbN60mZciVUYwLr7OHDJ6ooIE7osmTLqGoTlKtUWsqVNw5cwcRpI1VD7dCB4/L08TN9EWTTK0woeLly3XzZunmXugJ18/ptef36rcSIHl3Spkutrk4hyFW9lq57hSF0ZVi4YobqBrR961559OCx/op0q3ZN1dVFZDzZCqMKrVw/X52c42oohp1N7JJIihQroE7a8+YPnP2EfWfm/D9U4G7Hlj3y6OFT+fw5QHLmzi616lSR1t81CzI7yFqp06SUZWvmytyZi+TwwRPy6uUrFSBCIcimLRuogBdG9whPaBBOnjFW7UNIg8cVY2QpoVAtGjaZs2SQwkULqGU1HaoVwbz5/05TQYNLF67Ja8/X+homaHzaa3+1FwQAFy6bobqK7N9zWBVuxfZAtpa2ryAAExws64ov+9zJY2fkpYenJEueREqWKSZde3ynjllB7atYXwimIBMF71++Ymlp36mFOsYZDo1uehxZtGKmavxg2VFfKJpEk0JF8km9RrWkcbO6MmfGIovL7OhtheyeiVNHqKAmAun4Hnp6vlbBm4yZ0qvjROv2TfXdwEIjtOsd3/chI36Rhk3qqK5K589cUgV9fXx81HEKy4f1WKlqOSlYOF+olg2frWiJQrJs0So5ffKC+g7hfTG6WuXq5dX0oIbitQaC4v8sna72nR1b98jVyzfE85XumJ0yVXLJkjWTFCtZWHUli4hsOdb07tdFsmTNKCuXrVeZJ8h+wfG1fKXS0qlrG/GzMHy9LfslGvf/rpqlgvRHD51S2R0I3FWsWjbI/S2qbVdbtput8Loz5k6UpYtXybUrN9V60QKmuBBEFNlFC2CFIyIiu6lTpaUKbIwcN1gaNKnNNWtnhXNVVH/nLZ6qTk6JHOnJo6dSt5puJKute1YaFXolIiIiCinWgCEiIiIiIiIicjAGYIiIiIiIiIiIHIwBGCIiIiIiIiIiB2MAhoiIiIiIiIjIwViEl4iIiIiIiIjIwZgBQ0RERERERETkYAzAEBERERERERE5GAMwREREREREREQOxgAMEREREREREZGDMQBDRERERERERORgDMAQERERERERETkYAzBERERERERERA7GAAwRERERERERkYMxAENERERERERE5GAMwBARERERERERORgDMEREREREREREDsYADBERERERERGRgzEAQ0QRypmT56VwropSp0rLED9307rt6rld2vcN8XOHDf5dPXf2XwtD/FyisIR9FPsq9tmQ8nrrJeNHT1Xfr+L5qhh9X2z5/jjCt/idxHbBZ8Zx0FB4bBu8F94T7x0Vff78WZYuWiXN63eUUgWrq8+KW2QRUbfPxfNXpHeXAVKxZD0pkruS0TJG1GUOyrd4HCIix4rh4Ncnom8ITq7Onr4g3Xt3lB4/dgpyXu1Ed97iqVKsZOEwWsKoYf+ew3Lz+h0pVqLQN7XucNL+5PEzqVytnOTMnT28FydS+qn3UPUdjRMntmTPkVVix4kt2XJkDu/FojCmNSbbdmgmCRIm+CbX/9yZi2XOzEUSLVo0yZotkzgncJaIYtni1eL11lsaNK4ladKllsjirtt96d7xJ/Hz85dkyZNK/oJ5xMnJSZIkcwmX5Xny6KlsWr9DEiR0lrYdmofLMhARmWIAhogilDhx40imzBkkRcpk4b0oEdb+PUdk84YdItLx2wrArN+hggdp0qZiACYU7txy0wdf1m5ZHKhh55wgvvrupUqTwl6bjOzE3tsGgQdAA99SAAbvhffEe0c1AQEB8t/y9er++MnDpEbtKhKRLFu8Rp4+eaaC7JEpALN+9VYVfKlQuYxMnjFGokePHq77FAL22NdTp0kV6gAMAklY5sQuiey+fET0bWIAhogilHwFcsv67f+G92IQRTlurvfU36zZM5tt1FWpXkHdKOIJj20zZsIQiao8X72W155v1P3ylcqE9+JEuWNM2fIlAgVfIus+1eeXbupGRGQvrAFDRET0DfD19Vd/48SJE96LQhSufH399PfjxuX3wV78vqxXHmOIiCxjBgwRRSgoPtm1Qz+VMrxt33+Bpr/zeSf/zFkqu7bvl+fP3CVR4oRSumxx6dnn+2Bf+/GjpzLrrwVy4ugZ1b8+VeoUUqN2Zenco71VxUuX/7tWDu49Kg8fPBZ//w+SOk1KlWrdsUtrSZLUxWxBTaSRo85N2vRpVCr0scOn1JVXpDVXrVFBuv/QUZyd41vdn71utVb6/+P1tK4EYLjOsJ727z0ihw8cl1s37oj7i5fy4cMHSZEquZQqU0w6dG4tac1kQZiu/+1b9sialZvkzm03efvGy6hmj4f7S5k9Y5F6D3ympMmSqPosqAG0fMkatWz1G9WSUeN/NdsAWvvfJtm944C6aur73k+Sp0iqtmWnbm2Nlk1bJs3w38arm6Zo8UIy/99p+sKaG9dtly0bdqplxnpwdnYWl6SJpUDBPFK3QQ0pXqqIWOvGtVuyb89hOXX8nDx98lxevfKU+PHiSY5cWaV+41pSr2FNVUPCUj2kkeMGS8UqZWXu34tV1zGsM6Syl6tYUnr16az2A3NevXotc2YslIP7jornK926rVC5tPT8Mfj93FztHMP1heUyLDaqbVNtPsP1aY99ObTrMLQM132J0kVl9l8L5PjRMyrrAftY1RoVpWvP9ma73hh+TnwuHGtOnTgnr16+ktr1qhvty9ev3lL7+dnTF+WlxyuJFTuWZM+ZRRo1qSP1GtVUtS/Mwf6M171y+YZ8/vRJMmXJIM1bN5RGTeta/ExBbRutS82BvUfUvn/18g158/qtqnuB71G5iqWkcbN66rOj9ovhMcPweAKG9bsM12ODJrUDvSe+t0v+WSmnTpxX+3WcuLq6QnUb1pCGTWqbzYDQ9rute1aKj887mT/7Xzlz6oI6HqNrYe361eT7rm0lZqyYgZ774P4jWTx/hZw+eV4d+52coqnvUrr0aaRkmWLS9rtmEjdeXAnJMdRwmUw/vz0+I77Hi+avkAvnLqv9r2vP74Ksj2b6XTU87oGl4ym2d0iPMbB31yHZuHabXL1yQ96+9ZKECRNIgUJ5pV3HFlK0eEGxlravmDtGG/4uWdqnQvK7s2fnQVm/eotcv3ZL/S5jm7u4JJbceXOo33MtU8xwmfCdNi2wbG39ORThRZdf033DcF86f+OgOh4u/meFWq6AzwGSJ38udbwuVCSfmuf+vUcyf9YSOXn8rNpe6TKkkdbtmkqzVg0CvecH/w9y6MBxOXzgmPo+v3jhoX4j8TtQpHgB+e77VpIjZ1aLy3ztyk21P1w4e1n8/PwkfYa0an23+a6ZdOvwU5Dfa5wrLFu8So4cOqm6cOHYkj59GnXcxH4R3zlesOuMiILGAAwRRRo4EevyXV+5fdNV/T9zlgyq0bN9y24VBGjepqHF56Kx1K3jT+Lt5S0xYsaQbNkzy/t3vqoBgBMic8EIzc0bd6RP98Hy4rm7xIgRXZ0kxo4dS51Q/btQd7I4659Jki1HFrPPv3XTVX7+caj4+fqrYo8xY8ZQDVGMwIERIxYs+0tixAj+cIzPWqhIftUQefXSUwWQUqVOqZ+eLHkS/X00aoYOHKuWN0nSJJI+Yzrxff9eve/qFRtl+5a9apnR5cuSSb/PUMUgcdKHE7gXzz3007AMOMF1f+GhGiFZsmWSgM+fZeXSdXL44HEpX7G0xdfFMvzQbaC43bmnGqkICmGd4jXXrtosO7bulal/j9OfHKNeAD43aph4e/tIhozpjAJehkVkhw0eJ1s37Vb3k6dIphpnPt7v5NnTF3LX9b58+PAxRAGYUf+bJNev3lQFOpMnT6LWMU5Q0QjEDSfdv/85zOLznz93l1aNO6tGUeYsGSVWrJgqgIdaCadPnJcV6+cHClrgxL5z+z5qmbF+sM98DgiQVcs3yNFDJ6V8Jcvr1hwUwMT6wz6DdYz3M9xXQ1KPITT7sq3rMLQQcG3dpItq3KPbFT4n9gF8Zw/tP6YCGZYapxcvXFXHhs+fPkuWbBklYUJn1eDXoKE1bdIc1TiJHz+eCqK8ef1Gzp+5pG4H9h2RP6aNCtRAX7d6i4wZNkk9D+sDz8P3auSQiXLn1t1QfU4EM3/9ZZQKwEDixIlUIAifG43ByxevSapUKVRjCzU4sC8gIAB58uWUWLFi6V/L2hozu7bvk6EDx6mgLhrA2J/evnkr585cVLfd2/fLlL/HqXpD5hw/elr+GPeXWj8ZM2dQf+/fe6gCRLdvusmk6aMCBfFwvEHQBsdeNF5jx44t7i/c5dyZS+p4h8Y3jg3WHEP9/f1VIxXwf3Of39bPuGfXIflr8hy1fvEZ8b0LLtCofVexbFhG/E4ZFgfOmCmdXY4xeO3f+o+RvbsOqv+7JEms3uvp4+dqP0Lgt1//HvJdZ+NglSU4Bn/69MnsMdrwd8kaQf3uzJz2jwpiaMuMYJifv7+8eOYuO7ftU4E5LQCDZcJ38s7tu2obYF83ZM86NAgWjRs5WX3mdOnSqH351PGzcvHcZZm9cLI6jvfuOlAFXLEvYF3h92/siD/Fx8dHXRAxhOf37/M/XQHjpIlVcBK/XU8fP5OtG3fJrm375Y9pI1Vw3xQuvAzsN1w+fvio9lv8NiPg8+f4meoYHRScC/XvM0ydJ8WMGVN/XuTmel9uz1iofpvnLJrCGn1EtgogIrKTzu36BBTKWSFg1vQFwc6L+XA7feKc0eP4Px6vXblFoOcMGTBaTatevknA1cs39I8/e/o8oH2LHgHF8lVR07Echvz8/ALq12itn+b+wkM/7cK5ywGVSzfQP9d02V97vgmoWbGpmjZq6MSAly899dPevvUKGDpwrJrWqFa7gA8fPhg9F58B0/DaQwaOUfNrThw7E1CqUA01fcOarQEh8b9B44Jdz3dd7wfs3nEgwMfbx+hxby+fgJnT5qvnN67TPuDz589m13/RPJUDSuSvFrB10y79PPiLdYm/7Zp3V/O1bPR9wKOHT/TPv3f3oXpdbX1iWQ35+/kHtGj4vZrWr9dvAY8fPdVPw2tPnTRbTatUqr5a9+b2r41rt5n9zDeu3VLTyxWtHWi/wjKfOXUhYOe2vQEhsW3TroDbN10DPX7l0rWABjXaqPfbvmVPoOnasmI99Pz+l4AXz7/uc9ev3gyoWraRmv73tH8CPbdTm95qWtN6HQLu33uof9z1zl21H1tat8HBejP3/bBmui37cmjXoTX7uTmG6x776dMnz/XT7txyC6hfXXcs+KHbQIufE/v/r7+MCnj75q1+2vv3vurvjq171Tzli9cJ2LR+e8CnT5+MPpN2rJkzc5HRa2P7Fc9XVU2bMGaa2t+1fXPNyo3qPYvlrWz2uBjUttHWE5Zn1/b9RsuDZd68YUfAuTMXzR5/Hxt8dy2tR9Pvm5vrvYCSBaqpaSOHTgh45/NOP+340dMB5YrVUdN+Hzkl0Gtq74ttM/WPWQG+vrp1qu0nhXNVVNNPHT9r9DwcK/A4fgO8vLyNpuGYvHLpuoCXHq8CrIXPrS2LOfb4jNief46fafQZtX0oONp+aLof2OsYM3bEn/pjzPmzl4ym4ZiP7zO2xemT561aXmuP0ZamW/O78+qVp/47smv7vkC/XTgnWLd6i9XnE9aydBwy3IdKFawesHbVZv0yYX/p1aW/mta6SdeAOlVaBIwZPing3bv3+ufPmDJP99xCNQLt0x7uLwO2bNwZ6DcQ6wH7OtZDxRL1jF4PsA9o++Zv/Ucb/f4fOXQioEzhmvrfD9NtgN+askVqqWlYNsPn4nV7dx2gpnXr0C/U65KIdFgDhojsDinuSPcN6hZSSIVF1gb8Ovwno6tZKVOlkPGThyOibPa56K708P5jdeV0wpThRle9CxbOJwN+/UFdLTIHV/ZxVa1S1XLyv9EDJEmSxPppCRI4y4hxgyRXnuxy7+4D2bf7kNnXQPru8DGD1PyakqWLSqOmddT9QweOib3hynq1mhUlXnzjdGGkDyMtHVdZkQ1w5dJ1s8/HFbpuvb6TOvWr66/a4i+uJCJdHM9DJtGk6aONsodwhRZX/pE5YM7mjTtVlyhsv4lTR6orexq8dt9fuqtuXejasn7NlhB95rtuD9Tf4qUKB0otx7IjpT6ko53Url/dbGZT3vy51X6oPpMakco8XHnGPofuH5pceXJIhy9Xlk23Pa6snz+ry04YO3GI0RX9LFkzyajff7W4r4aF0OzLtq7DUAsIkAlTRqhMMQ0yYbQuHEcOnlCZceZkzJxezWfYTQmZDh8/flSZLzBi7CDVJcSwqxE+0/g/h6v9DccOdCXQLFnwn8qmwPFi4JA++swTzNu0ZQPVpeXjx08h+ojISNLWHb6L1WtVMloeLDO6eBUuWkDsZfE/K9VIN8iY+N+oAUbdftC98edBvdT9tas3q0wnc4oUKyh9+/dQWSyG+4mW3XVwv/F+dO/Ld7v9960CZXPgmNyybWOz3UDD8zOWKFVEzWf4GS1ly9gipMcYrMu1/21Wz5s+e7xRBhDgmN+rz/cqS2vR/OUSloL63cFvOKbjO1y9VuVA2UT4TWnczHI3PkdCdlmT5vX0y4T95edBvdV9ZP8hS+7XYT8Z1Rvq1rujOhfxfe+rMgENIfsH3WXRxdoQ1gP29Zp1qsibN29VJp+hNSs3quwVjNo08vfBRr//ZcuXlH4De1r8/ZgzY5HKMGvdvqn07tfF6LnYtyZMHiEpUiZXXTItnTcQkXXYBYmI7M60a4w5Wgq8tdBNAfU90GCvZCbtFo9XrlZe1RQxhYYW4KQNJzamatSpIpMn/i0e7q8CTdu5fZ/6a66fNiB1vlKVcnLj2m1V48JcA79Ji/qqq4Yp9LVHlx2cWDoCTlbRj/zksTOqOwZOrtA3HdAVBW5cvy35C+Yx+/zGzeuZffzYkVPqb4mSRVQXH1PomlKwSD7VFcMU0vqhUbO6ZtcJoK85TiyxPjt2aWP150VNHkCXi0cPn5hdttBA8A/p7egGgcAQ6v9oafxw8/odi8+tXa+a2Voj2PZguu2PHDypb6DmzJ090PPQWMqbP5eqCxAeQrsv27IOQwvHA8MAn7l1iO5yqB1hqn6jmma7BaLhgXoS6FZhaVQiNASxL+IzX7t6UwV54egh3XGoVdsmZp/XpkNz1UUpJPbtOqRf/2jwhwXtc2B5zXWpQcBnxpR5qsvbiWOnVZDKVMs2jcy+Nj4HvvvoQmMI6xNB7p1b90n2HFks1teJSJ+xUTNdUNLRQnqM2bProPotLVOhpNnvh3YMnjzhbzl76oL6HTFX68ZRLP3uoJsqoOsvvrv4DkcUOC6a+x1EwA1dBPF7Z7rP4jiKOljoOmbpuIkuQTh/eXDvoXh7v1PbDZ49fa7//UYwxvS3GbW1zB2/sJ9OGjdDf9zVoHsT6nQB6lGZg4s3pcoUlU3rd6jlCqr7MhEFjQEYIrK7hk3qBFloEEKaBYOTb8icNaPFfvRZs2WW3XLA4nOzZs9k9nk4ucQVI9MAzPt37/UnRn+rvufmh8d++VL3vGfPXpidnjFTerOPa8EgBEbsDVdl+/QYpAJDQUHfcHNQxNHSFeV7dx+qvzlyZ7P4urlyZzcbgLl1Q1e/Z/XyDbLtS60WU15e3kGuT0vQ4ECRUhQYbFSrnRQuml8FMgoUziuFi+QPlA1kDRRZnfrHbJW5YAnqDFgS0m1/7+79IPdVNS1bpnALwIRmX7Z1HYYWrpQHtw6RBWZ+uvnnIntLG1GqU5sfgv1ePf+yD2Of1o4vlpYrU+b0qmZTSLJgbt9yU3+1II+jGX4OZIeYg4YljqcITmiZK9bvR7pjDopnG0ItEjT6Fs5bJls27pQy5Yqr73vhYgVU3ZOI+Bkt7UPh/Z3U9uFLF65a3IeR/QIIHmBftmd2UVCC+t1BFgaKH6MGSvsWPVQAoGiJQrrjfrGCkjBR4CBUWMmQIa3ZxxMnSSzPnjxXtWzMSZLERX+uYQj7/y8//k9OHDsT5PuaHje13+acFn6bERBCdp9WR0+DCzLIxIFRQ/+w+H4IPhse14godBiAIaJIQTuJTBrEiSAKGJrzzkd3coNitJafm8RiIAC0go1BwSgF5lga5tTpSyDJQs8pm4z4bbwKviALBOnEaKChcaN1exg6aKw6kbWUjhw3ruXRRN59OVlEWrUllqZh1ArDhmNo1qclCMxNn/27LJy3XHXLQGFO3LQTz5p1q0rf/t3ViBnWQMFCFAqFlm0aS/3GNVWXIARyELRDlk396q2DbDAHt+1N+XzZV5OGcF8NKyHdl+2xDkPLmnVo2tAP7nO+fas7JiDN35osPm0fNnwfSw1MrI9EiROpEZWshQKegBGPwoLh5zCXTahJ9qU7jKXgsuX9yMnsfoRuPyj++Q9GTTp9QY32hBugyChGm0GXy8jwGe0tpMcYjHYECAzgFhytYR4WgvrdAXR/RAbUulVbVKYjboDAZYXKZeWXQb0kTRAF9R3F0uhb0SRakNtIu5ikBbw0kyfOUsEXBKT6/NJdipUopIrKa13Y/p7+j8z7e4l8/GB83Hwfyt9m7XcZQnJcI6LQYQCGiCIF7aTh5UtPi/O88jA/LV583ckRhpK1/NxXQZ5UbdmzMsiRkiISpDRrqcgYTcjcFXdLmS/WiPdlvQSVuWOxURIvrhqdZe6iKSEajcjqZYsfTwWccMNVvQvnrsip42dk7+7DarhVXK3+Z+l0q1LqN2/Yqf6iYTd4mPFwsI7K2oj/ZV/Vsqqs3VcjqvBYhxpr1mFIs6K0fR+ZVdiPrH6ewfsga8Jc1w909Qjp+ogfX1cPBd+psGD4ORAostSFxeNLXZSgGoIhhUYobu/f+6qG9/mzl9QwyriaP6DvMPlr7gQpV6FUpP6MYUHbh7v16iA9+4R8WPvwhMwjjBiEG7IwcHxH/ZTdO/arGmzYF1aunx+qbMeIAnWmtm/WZYei5pe5Ue8s/X7j9xXB4ZD+NmvnOggInb6yN0y7nBF9i1iEl4giBaR7A7oMmF4t0rjeuRvkc93umO9ugIaPlrprCIVGtQKeKHYZUQQzkqmq9wKJEiU0G3zBCZ41GT2WoKuEYSq7OZZqemjFWK3JgAnp5zaFTIsGjWvJmIlDZcnKv9XJJTIyrK03guGgtca2OZcu6K6+2lOmzBmD3FfB9c49u7+vo4THOtRgmNfg1iG6NIaEtv/itbV6DNbAsUQbjtfScuEYFNJMoBw5s6q/wQ0vay+GnwPD+5qD44thl1F7QzYB6t10791R/tvwjz7zBd0ao8pnDOmxLiS+HoMjzm9aaKD4PuqfDB35i6zetFAVFUbtoGNHTofNinQQz1dv9Fmmlo6bly0cN7/+NpvftuhShnoy5rqxITsW51aW9nkish8GYIgoUkCffxSxQ2FL08r/8PTJc9m/94jZ55atUFJfABZXn82NkoSsEXNQuBeWLlylAjURQZwv6cy+vr5BTkf3BFwtNoUaCubWg7XKlCuh/mI0BK2Bbeiu232Lacw1vqzP/5atN7tstnzuoGTPmVWcE+iyBV688LDy/XTp3ub2DT8/P1V01t60fRV1bMwF/dDQDq/6L6ERHutQg6KSOC4EtQ5DmjGBWkLoCvD69RvZsGZriJ6LUUjA0mdesWSNhFTVGhVUYBH1PDA6WUi/S+99Q96VoFxF3RX55YtXmw2Go2sjji8YJQ1dhxwJn10bxcfa73Vk+Iy2bJ/gVK9ZSa23wwdPRKpgblAwOo/W9ejFc3f943G/HH9C85sR3sdMS8dN/O5ev3YryN9mdMFFkNDU1o071ehegd4zTmx9ps2Sf1batPxEFDwGYIgoUsDJlVbt//dRU9RoKhqccA3+eaTF59aoXVnVQsGJB+YzDD6g4TLp9xnqRNqcjl3bqAYXhgfu32eYqllhCCfnVy9fV3Uu8DcsaAX9zp25ZDTMrWGBUfQdx9X0CaOnqoauBqNETRgzXQ3JHVoY4hkjJ6F+DNYJgmIadPsZ0He4OEU3//PSpEU91Ycf8/Xq3N9skMH19l2ZOe0fObjvqNnPjZRzc9kHWzftUn3jEQAyHeFh8T8rVDcNpFajQLA1UNAXVq3YaLRtsf8M6DPcIYUIMVS2VlB16IAxRvsbuk8N/3W8xX01IgqPdWgI33fD93BzvSfDBv+u7pcpX8JoOHtrxIwVU34a0EPdx/do2eLV6qqyaQ2RPTsPysihE40eb9+ppdp2aDzhmKN9d3EMWb9mq2xYu03VsghpNgOyvADfRXTDMAwY4LuP7wW665j7LmGEtJD67vuW6viBK+Vjhk0yKiCKxiFGlIOmLeqrYXbtAV2M0N3INGiLjIe1qzar+3nz2W9UnPD4jOa2z6njZ+3+2ghGY7hmHL9xDMYFDdMg04vnHrJq+XpZMHeZRBSoiYLfWQwdb7i8+C3Ytnm3+t0Aw9GR0qVPq4JNnq9eR6gs1uAysHLk0hXR/eP3v4zqsyDIimOapd/vZq0ainMCZ5UpPHLIRKP99viR0zJl4iyLvx8/9OuiutNhXY7+3x+Bgj8I6KCmGurLGQa5iCjkIs9ZHBF98wYO6aP6eOOkuHWTrir1W50k33ITZ2dn6dS1jSpMZyp27NgyfvIw6dHpF9V4r1WpuRrdAifzSCNHMKFEuiKyY+veQM9NkiSxzJw3UX7qPUQO7D2ibgjmuCRJrIoTPnr0VH+SU7lquTDZRtVqVlIBCtRBqFmpmepqgyEnkyZPIhMmD1f3UWwWJ2AoVIn6JzihRz0DnDjhKplLkkSy1cIoRMHBCe2YiUOkc7s+qjHZoEYb1dUp4PNndUUVtXKat2ooK/5dGygQgzTn6XMmyE+9f1NZMi0bfq+6eSHIhaExEczR6lmMHDfY6Ll16ldXmTNo3Nau3ELVZkBABSM+DPjtRzW8MbY/bokTJ1JD1wZIgOqSpb0mChpq3cqC06R5PdW4w8ls+xY91XqOGy+O2v9QLBQ1TUaZNLLtQVu36KbVsGbbQOu2WcsGDs0csafwWofwfde2smrFBqlXrZVahwhIovsPGm/pM6ZVBT1Do3b96uLp+UamTPxbBVL+mjxXMmbOoI5F2Aexv6FRqA2bq8EyDBrSV8aNnKwCN5vWb1frA41d9xce0rZDc9m3G1k7XwOa1hg87Cd5/fqtClhi5BTs+2nTp1bFVpEBhIY2vkuFixYwGkYZy48G7ZqVG8UliYv6XiOY06BJ7SDfD6MOjRr/qwwdOE4Nm43jZqYsGeTtGy99wBBZIf0G9BR7OXHsrPreI0CFRjWKDqMOBgIw2J5Yj/asZxIen9EQtg+259JFq9RvTvKUydT3BUHD77u1tfn1B/+vnwocorHdt+evagQh/K5pI+hhfwRzw2uHF/zOYkQ13NDdCPu4k1N0NSQzAizQql0ToxHBEiVOKOUrlpJDB45Lu2bd1ehyWt2kAb/9IDmtDMaHtX79e8iP3QfJ0UMnpWal5pIxUzr1G4ZjC37vSpYuJksWrDQ7UhT224F9h6lMVwRkDfdbDC+OdYULSqa/zZgPNeMG9Buu9nkEhPG9wnft3ZcRIbXhq1E/iIhCjwEYIoo0kNWxaMXf8s+cpao70aMHT9QJVu161dXJ9+kT5yw+N2/+3LJi/XyZNX2BHD96WjVmU6ZOLp27t5MuPb+TcSMmB3nFEH3McVKCBhKutKFhg7RdnLQWKVpAKlUrJ4WK6lLhHQ0BhFn/TJL5s/9VXSkQiDFt8DVqWlfVgFk0f4Wq1YJAE4Iwbb9rJm06NAtyqElr4MRsxbp5MnvGInUFFQ1sBICat26oRiTBNgKcKJtb/iUrZ8nWzbtk17b9cuP6bbl+9abEjBVLUqVKLlWqV5BKVctJ6bLGqf0YdnTyjDGqUXLzxh2VvWSYCYOTy0+fPqurhMh0uHfvoWp8YvSn0uVKSMs2jSz2qTcHhQkXLP1LZdUc2HtUHj9+KokTJ5Qq1cpL5x7txdlBhR6xTy1fO1fmzFwkB/cdU5kvWLct2jRS6xaBrcgivNYhIFi1Yt18mf3XAlUXAsGRVKlTSpXq5VUDwpZha9t810xKlysu/y1dL6dOnlOBgA/+/moUoyLFCqiuZJWrVQj0vGatGkiGTOlkwdylcuXidXFzvS+Zs2RQxy9kJeD4ElI4Dk2ZOVb27DygAq7IEMD3A9//3HlySIXKZVTD3VC7js3VX2THIBvt7pehlFHk1ho1aleRrNmzyJJ/Vsipk+fl9k03iR0nthoWGsGDhk1q27WQ5+gJv8mJI6fl4oUrKmD16OFjiRMnjspgQuC7VbumEt/ZvvtSWH9GQ6hrM2LsIBW8RNAQDW8EmiwVBA4pZHKN/WOo1G9cS2Vf4Vh659Zd/chPlauVU/tNxSplJaJAAPHXYf3k5PFz6qLL44dPVdeixC6J1bIi2GtueUdPGKKOPwhmuN6+Jx8+fAjTwtWhgWPL3MVTZO7fi1W9F/wG4IICzlUQgFs8f4XF5+L7sHjlLPX7gYscOF9JlyGt/DSgp7Tt2FwFwiG+md9mZLeu3/avClwfOXhCHRdwbMNABggglyhVWCpVLS+p7bQfEn2rogVYqmZJREQUSrh6hxM4ZKagsUoUVrq076tq6CDrI7hsDiKibwXq2FUqWV+8vX3kv40L9EW8iShssQYMERHZFboRnTx2Vl/ThIiIiMIXBhxA8AXdFLM4YPQuIrIOAzBERBRiGP1oyYL/xNNT1/deg64PfXsMVmnehYvmj7B97ImIiKKao4dPys5t+/T1WgCdHVAPBgMYQLPWDVWtOCIKH/z2ERFRiKEoH4p4Tps0W1+oD0V+tRGRUOdl5O+/cs0SERGFERTLnTBmmioKniFTevUXBXhRAwuKlywsXXu25/YgCkcMwBARUYilSpNSFTLF0KBPHj9VRSIxvCWGz6xQqbQa0QVFk4mIiChslCxTVFq2bSxnT10Q9+ce4u3tLfHix1MF6GvVq6oK9Me0MBQ1EYUNFuElIiIiIiIiInIw1oAhIiIiIiIiInIwBmCIiIiIiIiIiByMARgiIiIiIiIiIgdjAIaIiIiIiIiIyMEYgCEiIiIiIiIicjAGYIiIiIiIiIiIHIwBGCIiIiIiIiIiB2MAhoiIiIiIiIjIwRiAISIiIiIiIiJyMAZgiIiIiIiIiIgcjAEYIiIiIiIiIiIHYwCGiIiIiIiIiMjBGIAhIiIiIiIiInIwBmCIiIiIiIiIiByMARgiIiIiIiIiIgdjAIaIiIiIiIiIyMEYgCEim3Tt2lXdiIiIiIiIyLIYQUwjIgrWlStXJCBA5NPHz1xbFKG9f+cf3otAFKyzF55yLVGE5/7MK7wXgShYzVoU4FqiCIcZMEREREREREREDsYADBERERERERGRgzEAQ0RERERERETkYAzAEBERERERERE5GAMwREREREREREQOxgAMEREREREREZGDMQBDRERERERERORgDMAQERERERERETkYAzBERERERERERA7GAAwRERERERERkYMxAENERERERERE5GAMwBARERERERERORgDMEREREREREREDsYADBERERERERGRgzEAQ0RERERERETkYAzAEBERERERERE5GAMwREREREREREQOxgAMEREREREREZGDMQBDRERERERERORgDMAQERERERERETkYAzBERERERERERA7GAAwRERERERERkYMxAENERERERERE5GAMwBARERERERERORgDMEREREREREREDsYADBERERERERGRgzEAQ0RERERERETkYAzAEBERERERERE5GAMwREREREREREQOxgAMEREREREREREDMEREREREREREkRszYIiIiIiIiIiIHIwBGCIiIiIiIiIiB2MAhoiIiIiIiIjIwRiAISIiIiIiIiJyMAZgiIiIiIiIiIgcjAEYIiIiIiIiIiIHYwCGiIiIiIiIiMjBGIAhIiIiIiIiInIwBmCIiIiIiIiIiByMARgiIiIiIiIiIgdjAIaIiIiIiIiIyMEYgCEiIiIiIiIicjAGYIiIiIiIiIiIHIwBGCIiIiIiIiIiB2MAhoiIiIiIiIjIwRiAISIiIiIiIiJyMAZgiIiIiIiIiIgcjAEYIiIiIiIiIiIHYwCGiIiIiIiIiMjBGIAhIiIiIiIiInIwBmCIiIiIiIiIiBwshqPfgIiIiIiIiOhb07VrV7ly5YpDXjtfvnwyb948h7w2OQ4DMERERERERER2huDLqRNnJb6ksOvr+sgLu74ehR0GYIiIiIiIiIgcAMGXIvK9XV/znCyw6+tR2GEAhoiIiIiIiMgBouEWLZp9XzPAri9HYYhFeImIiIiIiIiIHIwZMETh4N69e5I5c2Z1/+7du5IpUyZuh0jA3/+D/LNgiWzcuEUePnws8eLFk+LFCkuv3t0kX97cVr/Ok6fPZP++Q3L58hW5dPmq3LnjJp8/f5YJ40dJ06YNg33+ixfuMm/+Ijlw4LA8ffpcYsaMKWnSpJLixYvIgP79JH78ePp5Hz9+Inv3HZSDB4/ItWs3xNPztcSLF1fy5MklzZs1loYN64Z6fVDE9OHDB1m8ZKls2bJdHj1+orZ3kcKFpFu3zpIndy6rX+fZs2dy8NARuXLlmly5ek3c3O6q/XT0qGHSqGH9IJ97/fpNmb9gkZw9e07evvWSpEmTSLmyZaRnj66SIkVyq97/1Kkz0qVbLwkICJBaNavLHxPHWb3sFPF9/PhBdmzfIMeOHRB39+cSJ04cyZEjj9Rv0FIyZcpq9evcu3tHLlw4LVevXpDHjx+In5+vJEiQSLJlzyU1azaU7NktH5vdXG/Jjh0b5Nata+Ll9UZixowladKkl5KlykvVqnUkRoyYRvPPmzdVjh7ZF+wyde3aT8qWq2L1Z6CI6+PHj3Lo8FY5d+6ovHz1QmLHjiOZM+WUqlUbSbq0uvM4a9y6fUUuXjwujx/fkzdvX8n79z4SM2ZsSZkyrRQuVEZKlawi0aMHbpa5uV0XV7cb8uiRmzx85CZeXq/V439MWBbk++FYffr0ATl15qA8f/ZIAiRAkidPLcWLVZTSpaqJkxOvwYc5+ybAiDADJtJiAMaOFi1apBrWlSpVUrdv1evXr2Xq1Knqfr9+/SRx4sQSGeEz4LM0atRIChUqJJHNjRs35Pjx43L+/Hk5d+6cXLx4Uby9vdU0Bn1CF3zp9H0POXnyjGpMVqlSUdzd3WXX7n2y/8AhmTNnulQoX9aq19q5Y4+MHfdHKJZC1Pv36NlPvLy8JGfO7FK1akXx8X4nbnfvydKl/0n3bp2NAjA///KrnD17QQVpChTIKyVLFJOnz57JqVNn5cSJ07Jv/0GZMnk8T8aiUPCle48f5fSZs5IkSRKpWLG8eLh7yN59B1QwZcb0yVK2bGmrXmv3nn0y8Y8pIV6GXbv3yqDBQ1XDJVu2rCr44+p2V9asXS979u6TxQvnSZYsQTdc3r/3lRGjxob4vSnyBF8m/TFCbty4LAkTJpJChYrLmzeecvbsCblw4Yz0+2mo5M9fJNjX+fTpk4wY8bO6HzdefMmaNYfEixtfBWLOnD4mZ8+ckDZtu0j16vUCPffkycMye9afEhDwWdKnz6SCPz4+3nLz1lVxc7slZ88cl4GDxkiMGF9PlXNkz2NxWby83sqli2dUN4McOfOGet1QxIFj2Px/xour23Vxdk4oeXIXUQGQK1fPyPUb56VTh/6SM2cBq17r8uWTcur0AUmeLLWkSZ1R4sVzFi/vN3Lv3i25f/+2XLh4XLp1+VUFAQ1t2LREnj59EKLlRvBl6bLpcvnKafV6GdJnlVixYsv9B3dkw8bFcuvWZenw3U/83Q9T0SSak50jMJ/tHdGhsMIAjJ0DMAcPHlT3v/UAzMiRI9X9jh07RuoAzP3791V2SmQMwPTo0UO/P5Lt5s5doIIfCGIsXjRXEiRwVo9v3rxdfvp5sPzyyxDZv2+rODvHD/a10qVPKx07tJV8+fNI/nx5Zdr0v2Xbtl3BPu/hw0fSrfuPqkGweNEcKVu2lNH0GzduSeLECY0eS5Uqpfxv6EBp3Li+JEz4ddrFi5elQ8cesnXrTilduqS0atk0BGuDIqp/FixWwZd8efPIvLkzxdlZt59u275TBUV+HTJMtm/dIPHjB7+fpk2bVtq1bSV58uSWvHnzyN9/z5Gdu/YEm501dOgI1XD5dfAAadO6hX7a3HkL5K8Zs2Tg4CGyauXSIE/+MR+yt5o2aaQCNxS1bN26VgVfMmfOLgMHjZa4cXVB4xPHD8rs2X/K3DmTZeIfc/WPByVz5mxSt14zKVSohFGwZN++7bJk8SxZsXy+5M1bUGW2GAYqlyyerYIvnTr9IBUr1dBPe/nSXcaNHayyYg4f3iOVK9fST8N8hvMa2rRplQrAIPiSPHnKUK8bijj2H9isgi/p02WRbl1/lThxdPvj+QvHZPmKmbLiv79l8KApEid23GBfq0zp6lK9elNJmMD4nPjNW0+ZO2+cCsQcObpTKlcyzi7MkSO/FMhfQmXbpEqVXsb+3ifY9zp6bJcKviROlFS6dB6ksmzAx8dLFiyaJNeun5PDR3ZIxQp1QrhGiMgemH9GFEVFjx5dcuXKJa1bt5aJEyfK2LG8mhxaaEwuWqxL9x05Yog++AL169eWShXLi6enp6xZs8Gq16terbIMHTpQGjWsJ1mzZra6MNu43yeJj887Gf/7yEDBF8iVK4fEjWt8Ijht6kTp0KGtUfAFChbML9276yryb968zar3p4i/ny5dtlLdHzpkkD74AnVq15Ty5cuqLmjrN2yy6vWqVK4ogwb+IvXr1ZEsmTNZtZ9u2LhZ3vv6SonixYyCL9Ct6/eSN29uuXnzthw5cszia1y8dFmWLV8pLZo3VfspRS3IWtm1c7O6/12HHkZBllKlK0qBgsVUNgmCH9b8zg0fMVmKFStjFHyBKlVqS758hVU2wKmTR4ymPX50XzVGkyZLESigkjRpcn3Qxc31ptWf69jR/epvubLsehRV9tMjR3eo+40bd9IHXwBdhnLlKqT2odOnrbvQlTp1hkDBF0iU0EWqVG6g7t++cyXQ9Hp12ki1qo3V+8WPn8Cq9zp2THdBp2bN5vrgC+D5zZp0VvcPHNyivhsURqKhCK99b3bv0kRhhgEYoihq586dcv36dVm+fLkMGDBASpQoEd6LFGmhC8/r128kfbq0kj9/4NTyunVrqr979upOwB3h2bPnsm/fIUmXLo1Ur26fE/zcuXLosxYo8jt/4aK8efNG0qZNozJWTKGOCuzff8hhy3D16nX1t2TJ4manlyiue3zf/gNmp/v7+8uw4aMlefJk0q9vb4ctJ4Wf27evq4YrskSQAWOqZIly6u/5cydtfq/0GXT11V6/fmX0eIyYxrVdLHFOYBy4tuTOnRvy7Nlj1c2jWPEyoVhSimju3b8l7955S5IkyVUGjKmCBXQXQa5eO2vze0V30gUPTWsOhcb79+/E4+VzdT97trxmA0HoTuXt/UbuP7ht8/sRUcgxAGOnrke4Mqh190D3G/zf8HbgwAGjwoZ//fWXqi2SJ08eSZQokbpqjaKs7du3l9OnT1t8rxEjRqjX07o4bdiwQWrVqiUpU6ZUV4JQc8XQ9u3bpWbNmqoWAAqG5s6dW/73v/+pWiDacgdVAPbVq1fq8xQvXlxcXFwkduzYkiFDBmnbtq2cOnUq0PxYLq24LOC+4XoISbFZrDPteYBaJq1atZI0adKo5cBr/fDDD2p9WnLixAkZPHiwVKhQQc2PIn9Y38WKFVPrEp/P0jpG9yPo1KlToO2JWj+msHxdu3aVnDlzqivPCRIk0GegrF27NsgrDc+fP5e+ffuq9YVlxPbEZ0Udl9AyvRpIoYeCopA3n/n+/3nz5tJ3AXIUdH/CFbmiRXVXdHfv2a/qyAwbPlYWLPxXFfYNqfv3df3KkyVL5oAlprB286Zu/0OXIXNy58qpm++W4066379/r/4mSmS+4Zo4cSL197qF78rsuf+oYr9DfxtkVTcpinwePHBTfzNaKLSrPf7gQeDf2ZB68fyp+psokYvR46lSpVXZLy89XsjBA8bdP9EFaf/+HeqcqlzZqla9j1aYF5k41nSboojvyRPdOaClQrvp0urOZ0Nan8UUgpEHD21V93Pnsr27u/8HP/191JkxR3tc+4wURuyeAmM/Pj4+MmbMGFVyAe0X3HB/9OjRalpooK1k2n4yd2vXrl2Qr4NC/EuWLJHKlSur81W0k7JmzSq9e/c22x6LDNhCswMET9BgRmMe/Ypx0miY+g2xYn0tqoWAwOLFi3UbIEYM1TUAJ63YiXBDxgICNL169QryfZHVMGnSJLXzIqhg2p8egRZ8mTSYx9XVVT22bt06FSwIyqFDh6RJkyby8uVL9X+cjOCzPnz4UC3jihUrZPz48TJw4ED9cxDowZfDw8ND/R/38TxN8uTWjX5havPmzdK8eXPx8/NT60sLkMycOVP+++8/2bNnjxQsWDDQ80qX/lpsEsuObYOuImfPnlW3BQsWyN69eyV79q9X4bDtsD1RYBUNXbyfabcOw8+EebBN//jja1FVzI8DxO3bt+XmzZuycuVK9b7m6uFcvXpVvv/+e3nx4oUKkgHu43MhgIbtYO6zUdh5/OSJvp6KOdrjyJJBFyHDIrj2cvuOq/qLfbht285y+sw5o+mTJk1XtV5at25udVHhpcv+U/erVft2a1ZFJU+e6IJwKVOmMDsdxzVAlsy7d+/0xxt7ckmiO8ahfos52uNPvnynDN24cVMWLlwsNWpUk0qVKth92ShieOmhy7hL4mI+8OviklTfMPX1fS9x4gRfX8McZKRcvHhG3S9cpKTRNJx7dev2k0yfNlYWLpwhe/ZskdSp0+mL8CZxSSo//TRM0qbLEOz74Lzv1CldF6dyHPkoyvD01J3HJkqUxOx07XFkyWDkLYyOZI1792/LiZN7VaMSBX3v3bstHz74SYnilaRkCduzW1GEGu0BnJu+evVCUqZMZzQdj3t66s7rX71i9mtYsnPMxG7QrkNwA21ErQ2D/RODd+CGNuv+/fslffqvdbRCyrQ9aCioWqHIikVbdOvWrfpjN5bPzc1N/v77bxWYwUXuGjXM1+aKqJgBYwctW7ZUWRhlyujSTvv376/+b3jTpkG2bNlkwoQJcunSJXUSjAAHAgtorCOjAwfHPn36yIULFyy+J4IHCL788ssv6vXRuEcQB1kUsH79en3wpWnTpiqwg+K4iGKiYf/06VMZNWqUxddH15U6deqoZUMh3cuXL4uvr68aeQXP/e2339QXadCgQbJp09d6AgjsGGbw4L7heggquyco3333ncrCwXKg8YDPgaAMsmEQ7GncuLHZCG29evVUoOjx48f6dY31hO45eD0cdNq0aWP0HG37aQeaadOmBdqehgeh4cOH64MveK0rV66o90JA7u3btyqI0qJFC4sFJ5H1hEguMorwGZCdtHv3bkmdOrV6/o8//hiqdUb28+6d7qp+PJNAnMawIRvaKwXBefP6jfq7evU6uXb9howbN1xOntgvhw7ukB9+6K7qfyAb5siR41a93h+Tpsrdu/clQ4b00raNca0OipzevX+n/poGjDUYjlqDQKEjoPYLbN22U/2uGfLy8tYX8TV9f93+qyvG+uugXxyybBQxIKgClhqshgEXbd7QjLI0d+4UtV+hroy5Ya1z5swrv/02XmXDPHx4TwVRMJT1p4+f1LTkKawrpHvhAn670VUlmeTKzZpFUYW/v6/6i25l5sSK9XX/9fOzfj99+fK5nD17WM6dOyK3b19RwZdyZWtJ/Xpt7TIqkRr1KEM2dR+jLpk6f+Goek/dcus+I327kFndoEEDFXzBRZpt27ap81i0YxD0SJEihZqGeWypGWTaHnxmcJsxY4bF56FNhuVA4GXKlCmqHYq2EdpaKK2ANhPauQ8e2JaJFtYYgAkHQ4cOVVkj+fPnV0PDAjI6EJjRMl/whUB2hyXY4RBsQRAGXw7Azql1/0GABND1ZtWqVZIxY0b1f7wfggGIFiJoYwm6MuELiADPwoULJV++fPouLalSpVIFXZH9ogUgHA2RUwRNsByA4A+CKzhQYLkwrPLs2bMDPQ9BGq3bkgbdlxApReYLDjZnzpyRo0ePhmq57ty5I7///ru6j+2xbNkyyZv3a59bZCugixiCXqZFUA2zgpDBg4AQ4PNUq1ZN5syZo/5/+PBhefToUaiWj6KOzwEB6u+HDx9l+LBfpUXzJmo47DRpUku/vr2kXduW6orFzJlzg30tFAteuHCpxI0bR6ZNnaCytYjsoW6dWqoGDbL4evTqo4KFOJG7fPmq9Oj5oz5AadrQWLjoX7l+46b88nMfdokjmy1a+Le4ud6SlCnTSPv23c3Oc+LEITWEtbNzAvltyHiZNXulTPpzvjRr3l6Onzgko0b2l/v3dd2lgnLkS/ejMmUrc1hfClbRIuXkjwnLZPy4xTJowJ9Sq2YLOXV6v0ydPlQ8PELeldicqpUb6vbNoztl95518vr1S13B4DMHZcOGxfpMBLsPi0wWqZq5TtHse7PD+kYGiXbBf/Xq1VK7dm191yBciF+zZo2ahnkwb1i6ffu2ynLR2ppom2rnq2hroQ2INjDaxMOGDZPIhAGYCAiBBa3hbQlOXtHtxRyki2m1Q4YMGWL2hACpZuXLlzf7fHTt2bVrl3oeMlwsQWaM9qVEDRNHQncrc+ny6JqD7BdApktIoH9jxYoVg13XQUFaHoJlSJ8bN25cqF4D0V1znw0HQa3rGjJ/whu6c5m7IQod1WmZA+++1LcwhQamxlF1K7RlQACxUSPdMcJQq9bN1N/zFy6Jn5+/xdfZs/eADP3faIkZM4bM+OtPs0WFKXKK96X2hFaHxVImFziimxzg5OjvGVMlffp0cubMOWnZqr2ULF1R2rTrKHfv3Zf+v+jqlCVM+HU0D7e792T2nPlSrFgRadJY13CgqEvLcLF09d0w6yU03Y9W/bdIjhzZqzJSBgwcJfHjB66D8ezZE5k3d6qa9kv/EZIjRx6VfZUsWQqpW7epNG7cRmW1LF82L8j3evv2tVy5rOsOyu5HUYuW4eLvb5zJZ5ohA7GtGIbaVPToMSRZslRStUpDadL4e5UZs279QrEHjJjUqGEHiRbNSXbtXquGrh4xqoesWj1XUqZKJ8WLVdR3V6JvG+qBAtpD5tqFeEx7XCufEVaWLl2q2lg4r9Z6eBhKmjSpdO/eXR88MjwXj+hYAyacoNGKDAc0/JG9geidaWpXUFkPyJZBJoql7kmACDcyYCxBwVxzgYcjR74O14gsHWsgaKPVF3AEZIRYUqVKFfXFQ+AJfbG1rCJARgAygFCDBUVycVXWXOMktBkm2rqqWrVqqOsplCxp3Dddg0wYZMeg+5S5YsEUdtJ+yaDCSETmaI+jwKijGrbp0uqWIU2aVGaDqhihCZByj+6G5uqAHD9+Uvr0GaCONVOmjJeKFXWjjVDUgH0Dnj9/YXa6FihHPTBH1H/RZMmSWTauXyV79uyXS1euiJ+vn2TKlFHq1Kkpt27dUfNky/q1S8jRo8dUP++XL1/J9116GL2Wh4euVsGpU2ekU+fuKsg0c8YUhy07OV7SZLpacK++1NgwpdWnwJC5IQ3AbN68SrZtWycJEiSS/gNGqYCKOSdPHpJPnz5KgQJFzRbNLVWqgqxetVhu3boe6LzC0PHjB1UDIWvWnKorE0UdLl9qFL15Y/78S3scBW2trf9iSaGCpWTN2vlyx/WqCuwYdm8KrbJlakie3EXk0uWTalSkmDFiSqZMOSVf3mKy8r9Zap5UJvVhyNEpMHbOOLLx5dAe0toxyHaxpG7duqq9iBueY6mbs73t3r1b/UVbFhfNLS0bCgUj+ILeDNWr60Z7jOgYgAkHs2bNUnU98KOtwQkxrmwj5QsnougeFFQtCa3bkTkIMgBGLQqqa0HatOZPFrTiiGikWZvZ4uioo6VlhXTp0ukbnghUaIEgLBP6LKKrkQYnUSgUrJ1MoZ4MatuEtm6HNgJTSEZ3MmWpaxJo3b5wAhjejh83X1sEWTBfesdEWblz60aPuXrlmtnpV6/qMs5yfRnW2RHy5tWNbPP69Vuz0z2/1IgBc43r8+cvSY+e/dS+NG7scKlbRzd0NkUdOXPq9r9r13RDQZtCFx81X47AQ//aG46xtWvXUDdDqy6stThM9d2799TNnFeenvLqjKckSGB+VA+KPDJk0A3pe/+eruCjKe3xDF+GkLbW7t1bZO2apRI3XnzpP2CEpEljuXHp+UoX5IlrIRAZL54uMyAg4LMqsmo6ipLm2NH96m+58taNlkSRR5o0uq77jx7fNTv90eN7+mGdbYVsGAQbvb3fqq5C9gjAaEGkihXqGj2GC5MoBIwLOVmymh/Zkb4NqPepXfzXSjyYo01DuxU9LAoXLhyqeqko24AaLi4uLmqEJdRuQY1PS21VDFJi7bJpyQ2RJQDDLkhhDDsuCuxiJ0bXGTRqEQDAFWsEO9CgRzZHcCxVkjakDd8cUlpgCKldOFBbc9OGxY5I0CUIwRd8sVEkFxWzURQShXi1wk/Nmum6beAzhEZo1zFFLkWLFlLZLQ8fPVa1LExt3bpT/a1WtbLDlqFw4YKSJImLCs7evBl4GOHjx06qvxkzZgjUSMUw2p279FKFT4cOGSDNm+u67VHUUrhQQRXMx0hDV68GDhbu2Km7mlS5cviMMISg+Np1G9XFhoYNvjYK2rdrI5cvnjZ7Gz1K16+7Vs3q6v/HjugavBR5Zc+eW2W3uLs/l7t3Ax/LTn4ZUch05KKgoMsRugshE+Hnn4dJxozmh7jWJEqsC6jcdTM/JLurqy5YiUZxggTmL5KgcC9qxMSIGVNKlGA2YVSTKWMOld2CkYIePgpcC+jipRPqb948RW1+r+fPH6ngCwr+JkhgPthnL1eunhFPT3fJnbuIJEro2PeiiD0KNTLsTS9mm2M4zdwIhtbAQCNIMMDv/4sXL1SpC3QfKlq0qKr1YkorthvcsqF7kjaKUmiXLTwwABPGEFxBpkauXLnU/VKlSqmd0RBGGbKFlh2DbBAEd6z54hnSujahoaft/OHN0rIaTkO2CLJbNFpNGAzHjTorKFBsGjCxdV1r6yqyjkNP1sG+1bFDW3V/+IixajQXzebN2+XAwcMqot+sWSP94xcvXpYaNRuqmz0g6Nqtayd1/3/Dxoin52v9NFfXuzJlqq5od9u2xiMa3bt3Xzp26iFv33rJL7/0kQ5fPgdFzf20XdtW6v6YsRNU11bNtu075fDho+LiklgaN2qgfxwBxfoNm6mbvSDgh2LRhjxevpS+Pw1QJ169e3Vnod1vGI5lNWrWV/eXLJ4t77+M3gUnjh+USxfPqKBH+fJfux6joO7gwT3VzdSZM8dkwT9/SYwYMaVvvyEqwBOcokVLq/OBW7euyc4dG40uwiAwtHzZfN18xUqLk5P5C15HvxTfLVK4pNk6MxT591OMTgTr1y8UX9+v++n5C8fkxo0LKpBYvLiungo8eOgqEyf1VzdD6FZ05OgOo9fQPH36QJav1BUaLVKknD7z2RZ4v2fPAnetv33niqxeM09ix4ojDerxXCBs6Qrb2vOG10TWh6UajcFBkEMTVLdkw2khaRfiAniPHj1k3759KtEA74fbvXv35Ndff1X7+rVr19TAKKava+2yGU6PKG1Wa7ALkh1pdRmCyqbAsMda8VhLWSxan7fQQjRRy2RBfz1L6VgHDgQeng7KldNdyUFaGob+at26dYje37A+RWgzS0zhy5slSxaL07R1athPW1vXRYoUMfs8fLlPntRlDYR2e5YtW1b279+vMm1wddeRdRUofHXr9r0cP3FKTp48I9Wq15cSJYqJh7uHnD5zThW0nTRprDg7fy1o997XV9zczAfmXrxwl569ftL//8ED3b46Y+ZcWb5ClwGXIkUymfX3VKPnderUTk6dPiv79h2U6jUaSOFCBcTXz091L0KwtXr1yvpAkebHPgNUbY1EiRLKXbd7MnDg/8wu08SJo21YOxRRdP6+g6qXcvrMWalbv6kqbIs6KufOnVcnO+PGjjQqFI39BkE6c9zdPaTfTwP0/3/w5Zg6Z+4/ajh0bYS6aVP/MHrexEmT5fZtV8mVM7skSZpUBfMvXLgovr5+0q5da+nUsb2DPj1FFih0e/3aZblx47IMGthdcubMJ2/eeKqACLpjdO32k1FtFj9/P3n29LHZIrizZ01S5yupUqWUo0f3q5up1KnTSb16X4OMGTJklvoNWsimjf/JihX/yP79OyRduoyq+weyX3ClFjVdWrbUDTZg6vPnT2oUJShbroqd1gpFNJUr1RdX16vi6nZdJvzxi2TJnFu8vF/L3bs31Tl8q5Y9JY5BAd4P/n7i7h74wh7Oxzdu+le2blupuja5JE4mnz5/UpkoT57cV+eZWbPklnp12gR67slT++XUKd0+bXg2+teMr6O+lChRWUqW+JqB6+3tJX9OGSTJk6eW5MlSq6GpX7g/UcGeOHHiSadO/SVJEsulDIjsARepUXbDVMaMGVUvBXRlwsi8CMhMnjxZRowY8c2seAZg7Aip3xDU8M5amhRGtcEB1zQj49y5c6pgrC0QiMiZM6fcvHlT7eAoEGtatPPQoUMWR/5BgV+MkoTAAobMrlmzplFmiSlk2hhO19aDti60obFtgS5Ebdu2DVT4Cetx/fr16j6GmzZd1+7u7qo4L4aCNjVy5EijK8Sh2Z4YCQrDUCOyi6G/p041bjBT1BErVkxZuGC2zP9nsWzcuFX27j2gCu5Wq1ZZfvihu+T7UqPFGji5R4aMqYcPH6kbYChfUzjhmz1rqixd9p+sXbtRTpw8rR7PkSOrNGvaSFq1ahbou47MF3jz5q2sW7/J4jIxABM1IAg9Z/ZfsmjxUtmydbscOHBIjaBVuXJF6dG9i+TJnStE++mly4FHOXv06LG6AYZBN1W/bh313rfvuMnbcxdU8K906VLSulVzKV3K+m4lFHUhWwV1WrZvXy/Hjx2U8xdOSZzYcVS3o4YNW0mmTEF3IdKgWzGyiuHJk4fqZk7OXPmMAjDQpElblS2zb+82cXO7LefPn1QNVQRekCFTo2YDswV64crlC/L6NQLbLpI/f8jrIVDkgKB1l86D5eChrXLu/BG5dv2c6iaEbkfVqjWWdGmtO79FTZcG9dqpQM7TZw/l2bOHutFd4jlLzpwFpXChMlKoILKtnMwW+0VmjSnDx/AapjWMSpeqJnfv3RA3t+vy8dNHSZw4qZQvV0sqVawnCdn1KHw4oGoBaqBYqtEYHMPCtkHV8jScFlTdypBq3ry5upCN4rloyxkGYKxdNsPp9lw2R4sWYK8UBVJjkKMSMzI1kF2SPn16s9kaCIhAt27dZOzYseoKIq5Crl27Vj/MFuqUgOnmwc6JwAGGC7OUwQIYtx07NuDvpEmTJEOGDOpEZcOGDSolDFeMEFxAJNK0Cw1SwtA9ClkiWbNmlfHjx6sK2VqGB+rVIIizbNkyVRF7505dDQwN3gsZKL1795YpU6ZYHEEgKPh8CARpwZQCBQqo8eAx9juWfceOHWodogsSPgPS8Jydv6YBo7DTv//+qx5bsGCBqrmDH1PMj8AUXgt1brCuO3TooB+KzfT5SOPbvHmzmtccDPWtDUGNIBECMXny6AqbobgvsmPmz5+vhlPTDg5Y31pgCqNgWSrii8cxwtTChQv1w35bCyemhil82F4oeKUF+gz3TwSbQrONDIvwHj1yNFTPJwor799ZHp6bKKI4e8G2rrFEYcH92dfzC6KIqlmLAuG9COo8+fqpx1Iyfje7vu5Jn7mSu0TaUAdg0BbQek1s27ZNateubXY+9IaoV6+e/jmhKcJryYABA1QbFZm5phfF0TZBt6KBAwfKhAkTzD4f7Syt7Ycsmp9++ppdHpGxBowdoRGPDA0Ue0VAAKPxoAGN24kTJ/RDJqORDnPnzlXDDKN2BCJ97dq1U/f/+usvm5cFxWXRvw5QawbLg9fGDo6ATJo0aVTACMxVn0YAAQWSMPqQq6ureg6WEUEI7OhIK0Pa2MaNGwMNnw09e+r6ac+cOVPNj8Y+1oPWvSmklixZotYhIr34QuJzYOgxBFOwTIicGgZfYMyYMZI6dWr1hcayYttgHaCYE4IvCA5pBxRzENzB1Qgc2LAt8Vra9jQcthpBt379+qn7CEghQITlw3Ih4NKwYUMVwDG3nhwJNXCwf2k3LfiidcsynIboMxERERER2RkK5zpFs+vN1oya3Llz67Ou0KPAElzg1rKwUcM0rOTNm9fqZQtutKSIhgEYO0KmyMGDB1WmBQIU6JqD7AXcDIvhIpiAIAuG4ELwQyvKi2KxiCyioW8PyMrYsmWLVKtWTQUtkBGBZRw+fLgKZmjZNVq3KFPIgEE3JnSrQSYKuhkhEonn5ciRQwVl5s2bJ6tWrQr03MGDB6vgS8mSJdVnRKAE68EwcBES9evXV8uMQAqycBDMQJYNAj34YpqLxmL6mTNnVCBFG8YaWR6oiYMMoRkzZgT5nggWbd++XXVfQuAG3Zm07amlPAMOXsjywfIhawaZLVg+zJM9e3Zp06aNChBFptQ4IiIiIiKKmqMg4cK0dmEcGTCWaNPKly8fqBSErY5/yd4xV65Cq2GKkhmWSkZoy4a2IbozRRbsgvQNQ2AAWRKdO3dWXWQiGsMuSOwpF3GxCxJFFuyCRJEBuyBRZMAuSBQZRJguSKcfS+kE3e36use95kju4qHvggQocfD999+r+0eOHAkUxECGvBakCWk5BHO1Tg2tW7dOn52PmqPoUWAIw1MjSwf1klCyAyUeDCHRAT02UBbDXCmJiIwZMN+oGzduqB0fzBWoJSIiIiIioiiYAvOl3iV6ZGjlK1BfE4ET3HAfjwHmad++faAL5dqQ2OaCHxUqVJBRo0ap3h0o6q95+PChKoOhDZ6C0hC//PJLoOejF0GvXr30NVCnT5+uenNotUpRigLBF5SgwPtEJhwFKQr78ccf1RcGARZ0a0JXGaRwoW5L//791U6MyCJqlBAREREREdG3AXVdNm3apHocoOYnCvFq3YwwyAqgfAXmwbwhgUALyl7ghueiHAbKM7x9+1Y/D9qhSAiwVA4DBXpRWxWFgDFQDQI16G6kvQZqbmIQG5SdiEwYgInCkJKm1TlB7RMU0cVwyVoxWBTGRS2U0I5+Q0RERERERJYhX8VOSStGr2kPaA9evHhRjSKEYAYCMYDRZ9FFCEEPBDpCCsETjP57+vRpefLkieoyhMyadOnSqdqdTZo0kdatW0vs2LEtvkasWLHUQCaon4ouUKj7iZGPUDMGCQYYIcnSSLIRGWvARGEowIshp0+ePKlStDDkNNK0UPAXRW2R1mUp4hgRsAZM5MAaMBRZsAYMRQasAUORAWvAUGQQUWrA3DjzWMok1o0Qay/HXs+SXMVsqwFD4YMZMFEYhlgOapjliK5SpUosvktERERERERRAgMwRERERERERI5i7z5IFGlxFCQiIiIiIiIiIgdjBgwRERERERGRgzABhjQMwBARERERERE5QrRoEs3uwyCxS1NkxS5IREREREREREQOxgwYIiIiIiIiIkdhwgp9wQwYIiIiIiIiIiIHYwYMERERERERkYOSX6I52TcFhgk1kRczYIiIiIiIiIiIHIwZMERERERERESOwpQV+oIBGCIiIiIiIiJHiCYOGIbavi9HYYddkIiIiIiIiIiIHIwZMEREREREREQOYvcMGIq0mAFDRERERERERORgzIAhIiIiIiIichSmPdAXDMAQEREREREROUK0aA4owssuTZEVY3FERERERERERA7GDBgiIiIiIiIiB2HCCmmYAUNERERERERE5GDMgCEiIiIiIiJyFKbA0BcMwBARERERERE5AMrl2r0Gr31fjsIQuyARERERERERETkYM2CIiIiIiIiIHCGaSDQnpsCQDjNgiIiIiIiIiIgcjBkwRERERERERI7CIrz0BQMwRERERERERA7C+Atp2AWJiIiIiIiIiMjBmAFDRERERERE5CDRmAJDXzADhoiIiIiIiIjIwZgBQ0REREREROQI0RyQ9mDnUa0p7DADhoiIiIiIiIjIwZgBQ0REREREROQA0fDPzjVg8JoUOTEAQ0REREREROQgLMJLGnZBIiIiIiIiIiKKaBkwvr5+sn71Fjl25JQ8ffJc/Hz9ZPPuFfrpXl7ecuTAcYT5pHa9avZeXiIiIiIiIqLIIZpINBbhpdAEYG7fdJV+vX6TZ09fSEBAgNl0Kmfn+DJv1hK5f++RJE2WREqUKhKStyAiIiIiIiIiinKsjsW9feMlP3QbpLJecubOLj8N7CnxneMHmg8BmYZN66gAzcF9R+29vERERERERESRB5IW7HmjqB+AWbZ4tbi/8JBiJQrJv6tmSftOLSVOnFhm5y1XsbT6e/niNfstKREREREREVEkw/gLhTgAc3D/UZXd0m9AT4kePXqQ82bJmlGix4guDx88tvbliYiIiIiIiIiiLKtrwDx68ERixIghufPmCHZeBGpQC8bb28fW5SMiIiIiIiKKxEV47dxtiL2Qon4GzKdPnyRmzBhWj2Hu+95X4sSJY8uyERERERERERF9WwGYZMmTyvv3vvLa802w8968flv8/PwldeoUti4fERERERERUSRl5wK8KiGCKTBRPgBTuGgB9XfH1r3Bzrtg3nKVKVOcQ1ATERERERHRN0qFS+wdg7Hj8vn4+MiYMWOkUKFCkiBBAnXD/dGjR6tp9rR06VIVJ9Bu9+7dMzsfHjecz9KtXbt2EmVrwLRs21i2bNwpc/9eLIWL5ldDUZvy8/OTvybPk93b90v06E7SonUjey8vEREREREREdno4cOHUrlyZXF1dVX/jxs3rgQEBMjFixfVbfHixbJ//35Jnz69zev6+fPn0rdv3xA/L1myZBYHAUqcOLFE2QBM3vy55LvvW8qSBf9Jx9a9pVTZ4vLO572aNvWPWfLk8TM5feK8vH3rpR7r1rujZMxs+4YiIiIiIiIiiqzsXoTXDlDjtUGDBir4kjJlSlm4cKHUqlVLTdu+fbt06tRJTcM8Z8+eFScnqzvPmNWrVy959eqVlClTRo4dO2b1806fPi2ZMmWSqCJEaxFDUPf4sZN8+vRZDu47qmrCwL8LV8neXYfkzZu34hTdSXr17Sxde37nqGUmIiIiIiIiolBasmSJXLhwQd1fvXq11K5dW9+1p06dOrJmzRo1DfNgXlusWrVK1q1bJxUqVJAuXbp809vM6gwYTbdeHaRB49qycd02uXD2sri7v5TPnz5J0mRJpFDRAtKoaR1Jmy61Y5aWiIiIiIiIKLIVgbH3a9po0aJF6m/FihWlfPnygabjMdwOHz6suiJ17NgxVO/j4eEhP/zwg8SOHVvmzp0rx48fl29ZiAMwkCp1CuneO3QbgIiIiIiIiOhbYe/4i63ev38vR44cUfeR7WJJ3bp1VQAGNzwHNWJCCsEXd3d3Veg3Z86c33wAxraOXEREREREREQUaVy/fl0+f/6s7ufLl8/ifNo01Iu5ceNGiN9nw4YN8t9//0mBAgVk4MCBoVrWli1bStKkSSVWrFiqVk3NmjVVJo2vr64cSpTNgPng/0Hu3n0gMWPGkMxZMgY57123+/Lhw0c1H+YnIiIiIiIi+hY5ogjvlStXpHTp0manBdfN5/Hjx/r76dKlszif4bQnT55I4cKFrV4+T09P6dmzpxrBaP78+RIzZkwJjVOnTomzs7PqwvTixQvZtWuXuk2bNk0FeLJnDwZ7H1AAAOAmSURBVDw6c5TIgNm1Y7+0btxFli1aHey88/5eoubdu+ugrctHRERERERERHbi5aUbuRjixYtncT7DaW/fvg3Re/Tr10+ePXsmffr0keLFi4fouXHixJEePXrIvn375PXr12p5cbt37578+uuvEiNGDLl27ZrUqFEjxMsV3qxOT9GCKXUb1gh23kbN6sqOrXtlz86DUqtuVduWkIiIiIiIiCjSFuG1/2vmy5svwtZT2bZtmxo5CcNHjx49OsTPT5UqlcyaNSvQ4xkzZpRx48apTJwWLVqogMzkyZNlxIgREuUCMHdu31VDTOcrkCfYeQsXyS/RozvJnVtuti4fEUUCL557ydxZEfMHgEjzwv0dVwZFeBeXXQrvRSAK1ptHX6+eE0VUzVoUCO9FiLASJEigv//uneXzI8NpCRMmtOq1kZHSvXt3dX/OnDkSP358sbfmzZtL2bJl5ejRo7J+/fpIFYCxuguS+4uX4uwc36qaLjFjxRTnBM7i4f7S1uUjIiIiIiIiisSjUEez783GZUqbNq3ZejCmHj16pL+fJk0aq157+PDh6nkIkpQpU0a8vb2Nbn5+fkYBHjyGEZZCSqt/4+rqKpGJ1QGYGNGji+976ysNY96AgIDQLhcRERERERFRJBdNFeG1583WPk25c+cWJyddKODy5ctBFvoFFNLNlSuXVa999+5d9Xf16tUq08b01qNHD/28efPmVY/Vrl1bvhVWB2BSp0kp/v4f5NqVm8HOe/XyDfHz85eUqZLbunxEREREREREZCdx48aVcuXK6eu1WKJNK1++vHpORHL8S/2bzJkzS5QMwBQrWVhltMz6a0GQ82nzIDWqeKki9lhGIiIiIiIiokgpWjT73uyhY8eO6u/BgwdVLRVTeOzQoUPqfocOHax+XQwNjZiApdvChQuNsmXw2IEDB4xeI7ieNOvWrdMvc6NGjSRKBmBat28q0WNEl2OHT8mAvsPkxXP3QPPgsQF9h6t5nJyiSet2Te29vERERERERERkg++++04KFSqk7jdr1kx27NihD5LgPh4DzNO+fXuj5yJgotWjWbRokd23Q4UKFWTUqFFy7tw58ff31z/+8OFDGTZsmLRq1Ur9P126dPLLL79IZGL1KEjpM6SVfv17yJ/jZ8q+3YflwL6jkjNXNkmTNpWa/uTxM7l54458/vRZ/f/Hn7tLpiwZHLfkRERERERERBG/Cq/9X9NGqOuyadMmqVy5sipkizosWjcjrShu1qxZ1TyYNyw9fPhQFfPFDe+dKFEi+fjxoxphybCODTJhEidOLFEyAANtOzSXePHjyZSJf4u3l4+qB3P96i2jNCHnBPGl34Ce0qR5PccsMREREREREVEkoSucG/GkT59eLl68KJMnT5a1a9fqRxQqUKCANG3aVGWXOGIY6eBMmjRJ9u3bJ6dPn5YnT57Iq1evVLwBGS+FCxeWJk2aSOvWrSV27NgS2UQLCMVQRd7ePrJn5wG5cPayeHi8UqlHSZMlkUJF8km1mpXUcNVE9G3AEHDPn3nJgJ/nhPeiEAXphfs7riGK8C4uuxTei0AUrDePvLiWKMLb6zciQpwnu157IfWL/WbX1918ZpxkzZNCX4iWomAGDLocQcHCecXFJbE0alpX3YiIiIiIiIjIPHv3QKJvIADzc+8hEj26k+w/sdmxS0RERERERERE9K0GYBIkdBanaE7sXkREREREREQUiYvwUgQfhjpDxnTi7eMjfn5+jl0iIiIiIiIioiggGv5Fs/ONEZioH4CpWaeKfPr4SXZu3efYJSIiIiIiIiIi+lYDMK3aNVGjHE0cO10OfinIS0RERERERESWRXOy742+gRow/8xZKoWLFpBbN1zl5x+GSpasGaVQ0fySJImLOEW3vBd0793RXstKRERERERERBS1AzBzZixS/c0CAgLU/13v3BM31/vBPo8BGCIiIiIiIvpmcRxqCmkApkixgtxviIiIiIiIiKwVzQHxF46CFPUDMPP/nebYJSEiIiIiIiIi+tYDMEREREREREQUMtGcmLJCOqyhTERERERERETkYMyAISIiIiIiInIUFuGlkAZgunXoJyGFUZPmLJoS4ucREREREREREX2TAZgzpy5YHXQBDFet3SciIiIiIiL61qBJbO9mMZvZ30AApnvvjkFO9/LyliuXrsulC1clUaKE0rxNQ4nuFN0ey0hEREREREQUKbEIL4U8APND0AEYzakT5+SXH/8nrrfvyZ9/jbb25YmIiIiIiIiIoiy7j4JUolQRGfDbj3Jg7xFZ+98me788ERERERERUSTxpQ+SPW94TYqUHDIMdc06lcUpupOsX7PVES9PRERERERERBSpOGQY6tixY0vcuHHkntsDR7w8ERERERERUaTAornk0ADMi+fu4u3lI/HixXXEyxMRERERERFFfOg15GTvYZDs+3IUibsg+fr6ybiRU9T9bDmy2PvliYiIiIiIiIiibgbMnJmLgpzu7+cvz5+9kGNHTsub128lWrRo0rJNI3ssIxEREREREVGkhLYxUcgCMDMWWbXjBAQEiJOTk3Tp0V5q16/OtUxERERERERE3zyrAzBFihUMsnhQ9BjRJWHCBJIjVzapXquyZMyU7ptfuURERERERPSNYwIMhTQAM//fadbOSkRERERERPTNi+aAIrzs0RR52b0ILxERERERERERhcEw1EREREREREQUzQFFeNmn6ZsKwLi/eCm7d+yXa1duyKuXr9VjSZImljz5cqn6L8lTJLX3chIRERERERERfRsBmE+fPsmMqfNl+eI18vHjR/2oR4Co3vYte2XapDnSrmNz6dW3s0SPHt0xS01EREREREQUGdi5Bgx9IwGYYYN/lx1b96qgS6xYMSV33pySMlVyNe35M3e5fvWm+Pt/kEXzV8jzZy9kzMShjlpuIiIiIiIioogNRXjZA4lCGoA5uO+obN+yR91v810z6dargyRMlMBoHq+3XjL37yWybPFqlQ1To3YVqVC5jLVvQURERERERET0bY+CtG71FtXNqEOX1tL/1x8CBV8gQcIE8svg3moeZMngOURERERERETfKrSj7XmjbyAAg4K72NidurQJdl7M4+TkJFcvX7d1+YiIiIiIiIiIHOa15xs10NCSf1bKnJmLwr8L0pvXXpIggbPZzBdTmAfzvn3jbevyEREREREREUVeLMIbYX369Emm/zlX/lu2Tj580A00BN17d9Tff/vGS+pVbyV+vv6yftsSSZMuteMzYJwTxBdvb295/+59sPNiHswb3zleqBeMiIiIiIiIiMhRBv00UpYuWqWCL1mzZTI7kjMSTGrWqSIfPnyQ3TsP2PR+VgdgcuXOLp8/B8jqlZuCnXfNf5vk06fPkjNXNpsWjoiIiIiIiCiyQskWR9zIduhytG/3IXFJkliWrp4jqzYtlESJzff4qVGrsvp7+uT5sAnA1GlQXRXW/WvKXFm+ZI18/vw50DyY/t+y9TJ98lxVL6Zeo5o2LRwRERERERFRZBbNKZpdb2QfG9ZuU3GLPj93k9x5cwQ5b74CudW8bnfuh00NmLoNasjmDTvl9Ilz8uf4mbJw3nIpVqKQpEqdQk1//sxdRYNevfRUgZgSpYuo5xARERERERERRSTXr95Sf6vX1mW3BCVuvLiqxIrnK8+wCcAg2jNlxhgZOXSi7N5xQF56vJJd2/cbzYPAi/YBho8eYNOCEREREREREUVujugzxCwYe/D28lG1buPGjSNhxeoADMSLH08mTBkh331/Q3Zs3SvXrtzUR4BckrhI3vy5pFbdqpInX05HLS8RERERERERkU0SJHRWw0/7+/tLrFixgpz31avXKmCT8ksPoDAJwGgQaMGNiIiIiIiIiILuTUIRT46cWeXUiXNy8dwVKV6qSJDzbt+8W/3Nmy9X2BThJSIiIiIiIqIQ9kBysu/Nnj2QfHx8ZMyYMVKoUCFJkCCBuuH+6NGj1TR7Wrp0qQpGabd79+4FOT+GfZ4+fbqUKlVKXFxcJH78+JI7d24ZOHCgeHh42Lw8KJ2CMipzZi6Wjx8/Wpzv6uXrMmv6ArXMtetVC/sMGHNu33SVk8fPipOTk5QpV0IyZclgr5cmIiIiIiIiIjt6+PChVK5cWVxdXdX/48aNqwISFy9eVLfFixfL/v37JX369Da/1/Pnz6Vv375Wz//mzRupXr26nD59Wv0fXYRixowpN27cULdFixbJ7t27pWDBgqFepoZNasuq5evl/NlL0r3jz9KuY3P59Ek32rOb6z15/OiZHNp/VDav3yH+/h+kUNH8UrVGBQmTDJgzJ89Lz+9/kZlT5wea9u/C/6R1k64yZeIsNUJS84ad1AchIiIiIiIi+pYZZn3Y42YPnz59kgYNGqjgS8qUKWXbtm0q4+Xdu3eydetWSZEihZqGeT5/1gUlbNGrVy959eqVlClTxqr527dvr4Ivzs7O8u+//6pl8/b2lmPHjkn27NnF3d1d6tatK15eXqFepujRo8v02eMlS9aMKgjTv88wefP6rZrWvH4n6dfzV1m3aosKvmTPmVUmTRsltrI6ALN75wHVP0obdlpz/+5Dmf7nHLVR8AFixYopnz5+kj/G/SU3b9yxeQGJiIiIiIiIyH6WLFkiFy5cUPdXr14ttWvX1gd46tSpI2vWrFHTMA/mtcWqVatk3bp1UqFCBenSpUuw8yPrZvPmzer+rFmzpF27dhIjhq7zTunSpVWAKHbs2PL48WP5888/bVq2FCmTy7+r50jvfl0kTdpUKgPI8JY8RVLp8WMnWbRipiRJ6iJhFoC5cO6K+lu2Qimjx9ev2aLSdAoWzif7jm+UAyc3S+Vq5dRjq5dvsHkBiYiIiIiIiCItZK3Y82YH6MIDFStWlPLlyweajse0x9EVKbRQq+WHH35QAZO5c+dalcGjLVvmzJmlTZs2gaYjA6ZFixbqvq3BIYgTJ7Z07t5ONu9eITsOrJF/V82WxSv/li17Vqr/d+vVwW5DVVsdgHn10lOcojtJipTJjB4/dviUWonde3cQZ+f4asX++FM3Ne3c2Ut2WUgiIiIiIiKiyCaaA4rw2hqDef/+vRw5ckTdR7aLJejiA4cPH1bPCQ0EX9Bd6H//+5/kzJnTquegtgvUqlVL1ZgNatnu3r0rt2/fFntBvAMjPucvmEdlxNib1QEY9IVyjh/faAX4eL8T1zv3JHac2FKsZGH94yjAi65Iz56+sPsCExEREREREVHoXL9+XV/XJV++fBbn06ahXgwK34bUhg0b5L///pMCBQqokYusgToxT58+tXrZ4MoVXW+dyMDqUZBixoyhit6gH5SWNnTx/BX1/7z5cur7ZGlQQdnX19f+S0xEFAF9+vRRTp/dI1evn5Q3rz0kZqzYki5tNildso6kSmn9qHD37l+X6zfPyPMXD8Tb+7X4+r6TmDFjSbKkqSV3zuJSsEAFVW/L1IpVf8rDR5aj/xXKNZJSJWqF+vNR5NoXr147IG53z4qX90uJESO2pEyRRQrmry5Jk6az+nWePL0ld++dl5evHsm7d2/E3/+9RI8eU1wSp5LMmQpLzhxlxMkp8L4I7h735eq1g/LihZu89/WWGDFiSqKEKSVz5sKSK0dZiR7d+JwBJ4EPHl4SD4+H4vHygXrPDx/8JGXKrFK7Rm+b1wlFPDFiOkmDzsWkQsPckjJDIvH1+SDXzzyWNTNPiNtV2y7gtexTWlr21RV5nD10t+xaYZyRXblpXvlxYvDHw72rr8jMwTv1/0+eNqHMOdQ1yOd8X3KWvPZ4F+plp4glRszo0rxfaanWpoCkzuwi77395fLRB7Ls90Ny+4KugWiNmu0LycD5jSxOf3DTQzoVmGF2WlznWNJ2cAWp0CSP2ge9PN/LuX1usnj0AXl61zPI98VzancqItkLpZb4iWLLG/d34nr5mWyZf1aOb7lp9fKTrexXONfwNW2B2imadOksnxsYTnvy5IkULvw16SI4np6e0rNnT3XeOn/+fDWCkSOXLTSePnkequelTpNSHB6ASZsutcp2OXvqgj7bZd/uQ2pnKlQkv9G8GEMbwZrkKZKHesGIojKMeY8+jVraXKZMmcJ7kcjGBu+qtdPl4aNbEi9eAsmaNb/4+LyV23cuiKvbZWnaqJdkzpTXqte6efucXL5yVFxcUkqK5OklTpx48u6dlzx+4iqPn7ip4EzLZv1Ug9acHNkLS6yYsQM9njxZWm7jb2Rf3L13jjx77ipx4jhL+nR55d37t/Lg4WV59PiaVK3cWdKmyWXVa927f1Fu3zkpCRMmlyQuaSV27Hjy/r2XvHC/Ky/c78ndexekRvUeEiO68b6IoM2hI0vVBRoXl9SSIkUW8fd/J8+eu6ngyoMHl6Vm9Z5GwZsPH/3kwCHb+3BT5Am+/G9RU8lfKoO89vCRM3vdxCVFfClVM7sUrZxFfu+2Xi4cvh+q186QI5k06VlSPn8OECcn8w2Up/dey761lq+WVmyUR6JHd5Krpx6ane7p7iPnD901O83f92OolpsiZvBlwpZ2UqhSZvF87i3Ht96SpKmcpXyj3FKqTg4Z2mS5nNmtG7rXWncuPhPXi88CPf7ymflRXOIniiPTD3wvmfKkkGf3XsvRzTckbdYkUr1tQSldL6f8XG2RuF4K/HrRYzjJb4ubSqVmecXnrZ9cPf5AfN74SbK0CaVghUzy6qk3AzBRALI+UJDWnOPHjwf5XMORg+LFi2dxPsNpb9/qRgeyVr9+/eTZs2fy008/SfHixa1+nlcYLJumXrVWIX4O4h9nru4ThwdgSpUtLndu35WRQyfKDz91FQ/3l7Jp/Q41rWKVskbz3rnlporwpkz1bQVgUCwIDetKlSqp27fq9evXMnXqVP0XL3HixBIZ4TPgszRq1EgKFSokkQkaPidPnlTDyaF/57Vr11Q6X5w4cVSwp2rVqtK7d2/Jli1beC9qlHDy9E4VfEmVMqMKjsSOHVc9fu3Gadmy7R/Zsn2hdOs8RmLHCr54V5GClaRs6XriHD+R0eNe3q9l1ZqpKhBz9vw+KVm8ptnnV67QVBIlMq7VRd+OK1f3qeBLsqTppUa1nhLryz7ndvecCoocOrJMmjUeIjFjBr8v5s5ZVgoVrCnx4iY0ehzZMDv3zFaBmOs3Dkv+vFWMAkAnTq5Vx6AypVpIjuxfC/f7+HjKtp0z5PkLNxXYQQaNximak2TJXFQtN7J0fH29Zf9BXQE+inoady+hgi+3Lz6VEd+tUVkFUK5+Lvl5al3p+2cd6Vl5vsqKCQkEXH6YUFO8X7+XWxefScnq5n/jbpx9rG7m5CqaRqo0zSfvffzlxA7zWYWPXV/JjIFfM2MoamrVv6wKvtw4/VgG1F4i77z81OOVW+STof82k18XNpF2uabp919rHN10Q5aMOWD1/D0n1FDBl2NbbsrIVqvk44dP6vHWA8pJlzHV5LfFTaRr0Vkq4Gio95+1VPBlz/JLMq3PVv2yQ5z4sSRVxsh5bh6pWQgIR1Vog6A4Ltodo0ePlogqICAgTJ4TqgBM+04tZdO67fL40VP5rf9o/ZuXLltc8hXIbTTv4YMnVGSoQCHrrvhGpQDMwYMH1f1vPQAzcuRIdb9jx46ROgBz//59deCIbAGYcePGydChQ/X/x/cxUaJEKjp8+fJldcOQbjNmzLBqKDiy7PPnT3LmnC4KXr1qG33wBfLkKi7Xrp8Ut7tXVFZLsSJVg12VyZObz1RJ4JxYdSHaumOR3H9ww2IAhr7tffHa9UPqfqmSzfTBF8iSuYjqkvTo8XW5feeU5MldIdjXc3FJY/bxePESSYF8VeXw0eXy9OktowCM5+un4uf/TuLHdzEKvgAey5m9tJy7sE3cPR4YBWBixowtFcq11f8fy0lRk1P0aFKvYxF1f+7wvUaN1yObb0jFhrlVFkzV5vlk66LzIXrtBl2KSbYCqeSP3pukaJUsoVq+Sk10564ndt4W33chCwBR1IGBR5r+qDuGmQYw9q+6oroklaqdQ2p3LCzrZpx0yDIkTh5farQvpIIuU3pv1gdfYMUfR6RKq/ySJV9KKVU3hxzb/LU7UdYCqaR+t+Jy69wTGf/9+kCNRV8ff7l3jXU6w5QauMjOAZhouhoowWW6WJIgQQL9/XfvLHebNJyWMKHxBRlL0N7o3r27uj9nzhyJHz9+hFk2UxjlKCje3j5y5eI1Wbp4tXi+fC2jJ/4mWbJmCpsivBj/ev6/06RE6SKq6G7SZEmkSYv6MmHqCKP58CVHoAZ/i5WIXI1Woqjiw4cP6uDVtWtXVUUcqXzoh4kD1c6dOyVPnjzi5+cn3bp1k337Qp9CR2gouoqvr4/KOkmdKmOgVZIrZzH1946r7aPCaV02TOtnEAEyUhD8cHZOojJJTGXKqPtNfvDQ9kJ10aLp9kUnJ+N9MbrJ/y2JEztkJ2MUdeQqmlYSuMSVZw9ei+vlwH3vj27VNSRLVAtZhmbqTC7Ssm9pObn7jhy3kLkSnJixokuZ2jnU/f3rrobqNShqyFcmvSRMGk+e3PVUgQxTB1br9o8y9azr0hkaJWpmU12JLh95IK+eeQeafmjtNbPLUL9bMZUNtn7mSZuv1FPUlTZtWrM1V0w9evRIfz9NGvMXZkwNHz5cPa958+ZSpkwZVZrE8Obn9zWgibYJHjMcYcmRy2YKoxwFdcuRM6uKeaxYN08yZk4vI4dMlNixY4ktQnQWny1HFpm9YHKQ86CQ3pxFU9R90yGriShsoNtU3759xcXFxehxDBNfo0YNNZQcgjDPnz+X33//XapU+XoFm0LmhbuuRkCqFOYL7aZMoWsIv3D/+iMRGu/fe8ups7oh+bJkNq67ZejSlWMqIAQJEyaVrFnySbKkoftRosjl1StdIyFpksDBF93jumJ1np6hK1Sn8fXzkavX9qv76dLlMZqWKFEKlemC7ka3bp8I1AXp5u3jEi2ak2TNan1fcIpaMufRdU93u2K+8KHbVd3jmXKFrBt7r99ryMcPn2Xe8L2hXrYS1bOJc6I48uLRG7ly3Hz9F0icLJ4q9OuS0lmXTXDdXQV+QtIVhSK2bAV1Q8/eNhN8UY+f1xXgzVogZIU4cxRJLd3GVZf4iePIW493cvXEQzm143agLkTqtb8sw63zFpbhgvllKFxZV2Pw8rEHkiJ9IqnSIp+kzuKiasBcPHxPTm6333C9ZD271+C1Ue7cudXoxmi7IzO+du3aZufTRhdCId1cuawLOKK+JaxevVrdgpI3ry7rsGLFinLggK57XpIkSSR16tRqJCQsmyWGIx8FNVqSPaANNXBIH2nXvLvMn/2vDBra1/EZMNbCxtEiRqYjI0XlrkdIK9O6H6H7Df5veNN2KEAxor/++ks1ktEIRtcQjBqFoqzt27eX06dPW3yvESNGqNfTujhhaC+Mj54yZUq17lFzxdD27dulZs2aakdGoSJ82TAGOyKN2nIHVQAWdUPweVA4CY157HwZMmSQtm3byqlTpwLNj+XSissC7huuh5AUm8U6054H58+fl1atWqkIJ5YDr4Vx5bE+LTlx4oQMHjxYKlSooOZHDRSs72LFiql1ic9naR2j+xF06tQp0PZErR9TWD5knGB8e2dnZ5WBggNV69atZe3atfqh3sxBIAQBE6wvLCO2Jz5raIZ7A3SZMg2+GML+0LRpU3U/qP2Ngvf2rW4fck5gvqtdAmfddkBQxN/f+pHhUHB3245FsnX7Qlm1dprMnvebPH/+QArkKysF85ez+LzjJ7fJ+YsH1e3g4XWyYPFo9TofPrBhENV5++hGw4gfz7h+kCZefN0+iiwZjDBkLRTcPXx0hepytGvPbFmzdrQapSh7tpKSI1upQFlaFcq2lVix4sqxE6tk45Y/VHFdPG/tht/VyV61Kl3VSEr0bUqeRpcm/tLMFX3weKp7HFkyceJZN2JG7faFJG+JdLLsj8Py6rn517VGpca6gOLBDbrMAkvSZUuqRlmq0aqAGsmpz6TaMvdwVylbL2eo35silpQZdMdL98fmC3tqjyNLBjVVrFW6bk5p+UtZqde5qLQZVF7Grm8jCy72liz5U1pcBg9Ly/DordF8WhYX9k8oWD6TLLz0g3QdV13qdSmm3nfchrby16Euqug1fdvQ9ixXrpy+Xosl2rTy5cur54SV6tWrq787duywmMmlLRvaeNmzZ3f4MuXJl1Pixo0jh/Yfs+l1vo0IiYNhZ0SDGY15dP1APzc0wA3FivX14IyAwOLFi9V9BKnQZw1pV2jU47Z8+XIVoOnVq1eQ7ztgwACZNGmSvr4HTmwNIdAyZswY/f8xj6urq3ps3bp1KlgQlEOHDkmTJk3k5cuX6v8I8OCzPnz4UC3jihUrZPz48UZjuqNhnyxZMvHw8FD/x33DIXOTJw9dYebNmzerNDakrGF9aQGSmTNnqrHl9+zZIwULFgz0PMPK4Fh2bBt0xTl79qy6LViwQPbu3Wv0pcW2w/Z0d3dXQRO8n+kBx/AzYR5s0z/++MPovRBIuX37tty8eVNWrlyp3tdcPZyrV6/K999/Ly9evNBX88Z9fC4E0LAdzH02W2H5tFHLKPT8vzRkzY08pB6P9fVxf38/o7ocQXn92l2uXDth9FjRwlWkXJn6gb7rkC5tdhWcSZMmqyrgiyGsUXvmyPHN6nU+fvooDeqy3k9U9vHLvhgjhvnGQEyDxxGAQd0Va3h5eYirm3GgNneu8lK4YG2z+2LKlFmkds0fZf/BheLp+VTdAMftlCmySgLnJCH6XBS1aI1V3/fm66v4vvsaLI4bP1awdViSp0kg7fqXV0V1dyy7GOrlQlZLofK6i0QH1psPwHz0/yQ7ll1Q3aQe3Xklfu8/SJosLrrhtBvkln6T66haIecPBr5IQ5FLHOcv+6mFQtCG2U7xEsRSmVBBwShHGDYaQz+jWxO6FmUvlEq+H1lVchVPK39s/066l5xjFGyJG9wyfHnPuAm+HtudXb6er/abUU/OH7gr837dLU/veUq2Qqml3191JU/JdDJ8RQvpV3WhlWuDomoRXtTqRDsDSQRHjx6VsmWNB9bBY5gOHTp0sPp1kSAQlEWLFqkL3EGNBotlQxFfTEebs02bNkbT0aZdtWpViJfNFmjz4fbSI/AF/HDNgPkWtWzZUmVhoI8b9O/fX/3f8KZNA4w8M2HCBLl06ZLq94YABwILaKwjowMbtk+fPnLhwgWL74ngAYIvv/zyi3p9NO4RxEEWBaxfv14ffEGmAwI7KI7r4+OjGvZI6Ro1apTF179+/brUqVNHLRu+AEj/8vX1VbVE8NzffvtNBSEGDRokmzZt0j8PgR3DjArcN1wPoc22+O6771QWDpbjzZs36nMgKINsGAR7GjdurB4zVa9ePfWlRf9BbV1jPaEOCl4PwSTTL7S2/dKn16XxT5s2LdD21KZp/Ry14AteC+lweC8E5FCECkGUFi1amG2oALKesmbNqjKK8BmQnYS6LUi9w/N//PFHcQQEnsARwR2yXd48JWXgz7Pll74zpWunUVK+bEO5dOWoLF46Tjw9AxfPK1+2geTNU0pcEieXmDFjiYtLCilapIq0adFfZSXcuHlGnj5jo4BCLmuWYtKx/WT5ru0f0qThr1KkUB01itHmbX/K27fugeZ3u3tetmybLLFjx5faNX+Qtq3GSbPGQ9XzMBrTlu1T5eUry326iUKix9gaaljrv3/bZdOKq9Awt2oUI5CDYaotDT89d9heuXrykbx5+U4Fh9yuvJCpP22TdbNPqaGrOwyuyA1IgWC4aox+hG5DPm985e3Ld3J2r5v8WPEfuXzkviq422ag5exWaxkOvf78/msZ0mi56u6HgBHeZ1C9pWq/zV8uoxrhib5taF9pA400a9ZMn22CG+7jMcA8aK9Y6qmAgIq9Va5cWerXr6/u9+jRQ138//Tpk76HA9qpaJuiXgzaw2Hh9Mnz4ufnLwkSGidahBQDMOEAo9MgayR//vwSM6YuvRY7LwIzWuYLdjBkd1iCRjqCLQjCpEiRQp9No3X/QYAE0PUG0cGMGXXFQfF+CAagSwyCNpagKxOCAdihFy5cqPrVaV3KUqVKJWPHjlXZL1oAwtGQSYOgida/D8EfBFeQeoblQnR09uzZgZ6HII3Wbcm0DgoCEMh0OXPmjIrwhsadO3dUDRXA9li2bJm+LyMg4wZdxBD0slSdG1lByOBBQAjweapVq6aqhgPqtRgWmbIHLOfFixf1BzVrIJvI3M2w/+W3SMt80TJhTCHrxVw2jLWwryOYUrpkbalRtY28fuMuu/Yut/r5GFUpW9YC6j4yYijqivFlX/z40fyV2A8Gj1ub/WIIgbyECZNLgfzVpHTJZuLl9VKOn1xrNA8CMkeOLZdYseJJ9SrdJGWKLGrIaxQGzp+vqhQuWFP8/d/LqdPrQ/z+FDVomQJx4prvXhQnXqxAV/gtqdI0rxSukEnWzTmtMlJsoXU/Cm3xXQRgPn38LBlyJFNZORS5+X7JcIkT3/x+qmWnwDuv0Hfx/fzps6z8U3cOWqJWdrNZNhaX4Us22XuD9zfMzNm55IJ6fUPIsDm5/Za6X6iCbSO5kPVQTcG0nIHtN9u3AM4xcSEdF4JxgRl1YNB2wQ338RimYR7D7P+w8u+//6r2ERIAUP4CPQVQ4gHtj1u3bqk21NatW41GTXKEDx8+yq7t+2TY4N/Vui9eUjeSX2ixC1IEhMDC33//rRreliCbAt1ezEHDWqsdMmTIELOZF4gqoi+fufdA155du3ap5yHDxRJkxiBbBJk6qGGCYIajoLuV1j3HELI3kP2CAk/IdAlJBBRfVhR8QoAK68E07c4a6EqGYBm6FmHo59DAOjT32XDgQ9c1f39/lfmTLp2ugKatrl27pu/ehpo97dq1s8vrfqsSJtR1p/D2Mn/F1MtbF+iMEye+1d2PLMGISjt2/yv3H9xUAR9L3Z5MJXHRfTe9vd/Y9P4UsTnH19Ub8nlnfju/89Hto7FjxQtVAMZQ5kyF5ejxVfL02W2j7kx3751Xw2GnS5vb7P6eOXMROXt+qxqx6dOnjxzR6xvk/kTXxSJpKvNXEJOl1j3u5fk+2O5HxavrRkoqVC6jqgFjKG1W3bG5QeeiUq5eLrl+9rGsmGz+Ykum3MklU+4U4uf7QY5u+Tqcb0ig6xGyYpKkdFbFed2feIXqdShieP5Ad7xMntbCxbMvjyOTJbjuR8F5dFvX1T9p6gRmlyGZpWVIl9BoPm0/fPvqvSRMEld1OzLn2ZcMLxcL30H6NorwapDVj7bj5MmT1QV6dO2BAgUKqF4UaFuFdBhpe0mUKJG6SI52MTJgUNYB7SLU20R2DBIaQlveQlOvWqsgpyPjxfPVa31mkHOC+NK9d0eb3pMBmHCCrAFkOKDhj+wNZLSYFmkNKusB2TLIRLHUPQkQqUQGjCVofJsLwBw5ckR/H1k61kDQxpEBGGSEWIIRfBCAwcEDNXi0rCLAFwUBFtRgQZFc1FYxHOZME9oME21dVa1a1WwQxRolS5Y0+zgyYXBQQfcpc8WCQwOfs27duqprEw64CFppRY6Dc/z4cbOPIwr9/Nm3e6KZIrmuO9qzFw/MTn/+QjeSRorktgfQ8J2OHTuuvHvnpUZFsjYA4+v7Tv1F1ySKupIk0WX6vXxlfvQWFM4FFxfbR8VCNgwCLL6+GE7SRx+A8XmnO7GPFdN8sDFWzLj6YzMyYeLGZabAt+buNV23tSz5zJ8zZMmre/zejcDd2yzJWcTyPp0mcxJ18/HyCzb75dRuV3kXypGM0PVDy4rwCyZwRBHfnYu6AR6yW9i3shdOrf66XjI/mldIOCeOY7bWi+uXZchR2MIyFDK/DOjmVLRKFhWEMUd7XMvyIUKABbVDcbMW2pGhHea8Y8eO6mYNtOvQy0Ars2FvTx5bHszFVKGi+dXoRxiO2hYMwISDWbNmqboeWj82LcKHrjFoDCOyh+5B5mqaaLRuR+YgyAAYBUcrtGqO4Rjrhp480Q13h4AQMlusgZonjmRpWUHLDEExWQQqtEAQlqlBgwb6WifalxiFgrUgDerJoP9gUOs6KNoITCEZ3cmUpa5JoHX7QmDJHsEXHCxRDwhdsvbt22cxiEfWS5c2q8puefPGQ54+uy+pU+m6+2lQewW0bkC28Hj5RAVf0NhFoV1rfPz4QVzddEP4pUppvGwUtaRInlllt3h7vxKPlw8lWVLjE4R793V1xTKkt32oxtevn6ngCwr+xo379Rim3Xd/aT4g6eGhG10uRozYqkYMfXtQYwXZLakyJJas+VOK62Xj84yydXUjCZ3acyfY15rQY6PFaT9MrClVmuaT2UN3y64VlyzO5xQ9mqr/AgdC2f0I0BUKXULQbeqxm30umlD4uXLsocpuSZPZRXIUSSO3TIajrtRc19382JbQjVZpqEITXQDQ9D1O7byjurXlL5dBkqRyllcmI4dVaJrH7DIc23xDBWBQ42XjbOPai07RnSR/+Yxm348cKZoDivBG0JSaSGbEOPM9SjQxYkSXBAkTSM5cWSVFStuybTSsARPG0DUIBXYRfEHXGWQVIACAArkIdqBBH9x46WBNPzxrMxtMaYGhpEmT6tOtgrtpw2JHJOgShOALglAokuvm5qaKHaMQr1ZMVysuFdoIbmjXcVh78OCB6m6FtEIEX/bv36+yqEjskglQrEgVdX/33uXi5/c1w+rajdOq7krcuM6SP9/XLm5Pn96V+QuHq5shdCs6e26f0Wto3N0fy5ZtuhEL8uYuadR14/6DG3LH7ZIEBBhn0Xn7vJGNW+apblAYDjt7Nl2hNYq6+2Ke3LqsxxMn1xgNe47it48eX1dBj+zZSugfd/e4L+s2jlc3Q+hWdO36IbNDp3t6PpFDR5bpC/Qa7osZ0yNrMpq8eHFXrl47aHRs9fJ+JSfP6EZGyJihgMXC5BS1ff4UIFsWnVP3u42salRLo1z9XFK0chbVlWfv6q81q7IVSCXTd3VSN3srXCGzJE4WXw1fffGILkAY1HDXqTPpuvoZyl8mg/T6vYa6j2DPxw/Gx2KKfFA7Ze1fupEI+06vK/ESfM04rdwin5SqnUNeu/vI9kXn9Y/nLJZWDfuMm6HYcWNK85/KBMpIwTlkwx7FpVkf3Yid62eeNJqO19/17wWJETO6/DSzvvqradW/nMoiu3/dXU5s1dV00exYfEFePvWScg1zS5WW+Y3er8voqmqYakw/stH24BFRZNegca0gb3XqV5fyFUvZLfgCzIAJYwiuIFMjV65c6r65QApGGbKFlh2DbBAEdyxlwaBrizlaVgSycNBVJagMjbCCZc2SJYvFaVq2CLJbNOheA0inQ50Vc2xd11hXGDEKWSURFbq4oeYPuokhkwjBF8Nht8l2JYvXVHVZHj66JfMWDpP06bKLj89befT4jmoU163VSWIb1MNAMdRXnoGzyz5/+iR7D6ySA4fXScoU6SVhwqTqsTdvX37pyhQg6dPlkEoVmhg9z93jsew7sFrix08oKVNkUN2UvLw81XPQkI4XN4E0atCDXZC+AfnyVlF1WZ49d5V1G8dJqpRZ5f17L3n+wk3ti+XLtlFFcQ0zpN6+DTyq1ueAz3LqzAY5c26LJE2SVuLHd5GAgE/i7e35ZQSjAPXaxYroRijQJEmSVgrmryYXL++W02c3ys3bx8QlcWrx83ungj2fPn1QhXyLFakX6D2Pn1yj7yb14Uvg59WrR2rUJE3pEs0kaVL71MOi8LN+zinJVzq95C+VQWbu/V6NKoRRYFDH5YP/J5nef7tRd4zYcWNIui81XexN6350cON1+fw56Isx1Vrkl87DqsiDm+5qKGFIkyWJZMqlOzE/d/CuLPvzazduitxWTjoqhStlVpkkS67+KBcP31c1fgqUz6j20/HfrzcqehsnXkzJkDNZoNeJESu69BhfQ74fUUVunn0i7o/eqMAjAigpMyZW+92iUfvlxDbjQArMGrRLcpdMJ2Xq5ZTFV36U66ceSZqsSSRn0TTi89ZPxn63NtB+i5o0Y9qvkd83tZMhS5pK836lVd2XLAVSquAL6sSMbrdGDaNOYSeyXLQlx2MAxo60q3lBZVNg2GOteKylLBYMQWyLokWL6jNZUOOlevXqZufD8GHmlCtXTt8FCZWlW7duHaL3N7yqGdrMElPoLmMpAINp2jo1rP+iresiRcxXqkZF7ZMnja82hHR7onAvAhrItEGXp9DWgXEUZLwg+IJ1ga5azHxxDGQAtGjaR06d2S3Xrp+UO66XVH2WbFkLSplSdSVVygxWvQ5GSapSqbk8eHhLPDwei7vHE1XQFF2csmTOK7lzFZc8uYpLtGjGmQMI+BQsUF6ePbsvz57fVzVfYsSIqUZPypo5vxQtXFnixWOtjW9lX6xetbtcvXZAXO+elQcPr6oua+nT5ZNCBWpYHbyIGSOWFC/WUJ49c5XXr5+K5+unal9EBk26tLkkc6YikiVz4UD7IhQuVFtSpMgsN24eFY+XD+TBwysSPXpMSZQwhWTIkE/y5q5oFATSvH7zXDw8jLsuIYBo+Jj/h8AZORT5IENkdMe10rBLManQMI8Ur5ZVBVxO7r4jq/86Lm5XAwcFHQFZDXhva7sfbVtyXopUyiwZcyWXguUzSew4McT7ja8KvBxcf00Ob2ZGQVTy8cMnNWxzi5/KSLU2BVQQBAGXo5tuyL9jD6paK9ZATaB/xx2UPCXTqQAI6segZhC6FO1ZcUl1E7p2wnztLgxZ/UP5+dLu1wqqq1LZhrnE29NX9iy/JItG75enbuYL7V46fF+6l5wt7X+rKEUqZ5HM+VLKmy8ZNcsmHNYX/qUwglGQ7N0FifGcqBWAOXtaNzytPRQtXlC+FajjAkEN74zRcgCj2qBhbxoNPXfunCoYawsEIlAdGpWi0Q0HBWJNU70PHTpkcZQldE1Box2NdQyZXbNmTaPMElPItDGcrq0HbV1oQ2PbAl2IMPxY3LjG6ZtYj+vX64YzxXDTpuva3d1dFefFUNCmRo4cqYof27I9UUAKw1CjCxmG/p469euV2vCGIbKxHVH7JUOGDGp7WgpikX0avhgqGrfgZEifUwb+PNtCd6aq6hYSyHqpWa1tiJ5DUXtfxFDRuAUndaps0rH9ZLP7IgIluIVG2jS51C0katfoHar3osgbhFk765S6BQcZMk2y/hmi158xcKe6BQWZAK3yTLP6NdEtyrBrFH0bQZjlEw+rW3AuHronVWOPMPsai0buD/UyIOgzb8gedQuJR7deyu8d14X6fYmimqdPbC+arUmdJqV9AzBdv+trlzQpvMaZq7rshG8BRgzasGGDyhrBsMkYZcYUAgEIJmAo4B49esjYsWMlWbJkqqsQhv5ChWcMj4w6JbYYM2aMNG/eXGW5IDAxadIk1QhH9ycsI94bRXotBRdmzJghpUqVUnVTSpQoIePHj5c6deroMzxQrwZBnGXLlqlRhXbu3GkUuMBnR9bFggUL1HoxzEwJDRQWxrrDMGR58+ZV2Tk7duyQbt26qQK1GTNmVJ/JEObH+PFYFwg8oOYOuimhyxICU3gt1LmxtK6x3Bhie82aNdKhQwc1r6msWbOqobrxetOmTRMPDw8ViMmTR5fSjOK+yI6ZP3++LF26NMy6cyH4gro8+KwIgCH4gnVERERERERhjBkr4a5eMENOh1WMw2IFPGuLrwZ1Mx1WOapDIx0ZGghaoLGL0XgwOg5uJ06c0A+ZjEwOmDt3rhpmGIEQBF3atWun7v/11182LwuKy/7666/qPmrNYHnw2hhmDIEZFGIdNmyYmm6uRgwCCLt27VI1Q9CNBc/BMiII4ezsrGqftGjRQjZu3Gh2O/fs2VP9nTlzppofARmsB617U0gtWbJErcN8+fKpAA8+B4ZTRoABy4QsGLyPIQReUqdOrbJcsKzYNlgH6IqD4Evv3r2lXr3AdQg0CO4gcwiFkrEt8Vra9jQctnr06NHSr18/dR8BKQSIsHxYLgRcGjZsKJs3bw7T7wMCQlptHASFMNQ1tpmlm9Zdi4iIiIiIKKoJsEN8wx4xDrMZMOeum68NcvjAcRk6aKwkTJhAOnRuLSXLFJWUqXSFx54/c5eTx87KkoUr5e1rLxk9cYiqGPwtQTbEwYMHVZcUBAvQ/QUZJ4AMF8NgArJL/vnnHzUqklaUFxkayJw5e/as3RrhqFGCbjGnT59WIwBhGRGMGDhwoMyZM8eoW5QpLCO6MSF7A4EWdPdBV5tYsWJJjhw5VFenGjVqSNOmTQM9d/DgwSpQgs+KIrUIBthSD6Z+/fpqnSITB5k3WJ/I6EEQBkV2ERwxhelnzpxRXY2QlYSsHWTioCZO9+7d1XIHNQY9gkXbt2+XKVOmqNfB9tRGiNK2KyBIg3mQaYTADrp2obgv5kGxW9TkQQArLIsZGx4YUOsGt6AYDolORERERET2wyK84W/LHtvKfNhLtAArW8U3r9+Wjq17S648OeTv+X9I3HjGtTg079/7Su8u/eX6tduyeOXfkiOnrrgZRTxt2rRRIwV17txZBVkiGnSfQg0TexbzJfsrXbq0PH/mJQN+1gX0iCKqF+7vwnsRiIJ1cdklriWK8N48CvrCDlFEsNcvcE2e8DhPfvTwjXTuaN86kf8s6ifp0idSmfoUuVjsgmRq4bzl4u//QYaM+Nli8AXixo0jvw77Sfx8/WTh3GX2Wk6yM2TerFunK8xlrkAtEREREREREYVDAObcmUsSL348yZYj+FFUsufMKvGd46vnUPj58ccfVTcndP/RuqSgHgrqlCCzBF2ScufOrWqUEBERERERkWO6INnzRpGX2Row5rx981aimQxlbAm6i3z88EHevPa3ZdnIRkhJw2hGgNonKKKLGi5aMAaFcTHCj60jFBERERERERFFZq9eeqrathjlN6gKGEWLF3R8ACZJ0iTy/NkLOXr4pJQtXzLIeY8dOSV+fv6SKnXox8cm240YMUINOX3y5ElVgBZDTqMQLAr+oqhtr169LBbgJSIiIiIiIjtg0kqEtmr5elm+ZK08fKAbRdaRw1BbHYApX6mUrF6xUUb/7w+ZMXeixa5IrrfvqnmwYBUqlQ71gpHtMMRyUMMsR3SVKlVi8V0iIiIiIorU2G0o4hoyYIzs2LrX6nanrYPDWB2A6darg+zavl/cX7yUNk27SeXq5aVk6aKSImUyNf3Fcw85feKc7Nt9WD58+CCJEieULj3b27RwRERERERERET2tnvHAdm+ZY+qXzt8zEApV7GUlClcU5ImSyI7D64RD/eXcvzIaflnzlLx9vaRiVNHSrEShcImAIOFmL1wsvzce4g8ffJc9uw4oG7mIkLoejRl5hhJljypTQtHREREREREFGlFQwaM/V+TbLdp/XaVndTzx05SrWZFo2lOTk6SImVyadi0jlStWVE6t+sjP/UeIivXz5e06VI7fhQkyJkrm6zZvEj69u8uOXNnF6foTirggpuTUzT1GKat2bxQ3SciIiIiIiIiimhuXLul/tZtUCPIbkbOzvFl4JA+4uPtI4vmLw+bDBhN3HhxpUPn1ur24cNHNToSJEyUUGLGDPHLEREREREREUVJSFaxdwYME2Ds481rL4kbN44qn6KJHiO6+L73NTvyUew4seXE0TM2vadNERMEXNA1iYiIiIiIiIgoskiQ0Fk+fvwYKNvl7Rsv8fF+J/Gd4xlNi+7kpOrC2CJEXZCIiIiIiIiIyHqoM2LPG9lH8hRJVaDF19dP/1imzBnU3/PnLhnNe9ftvrx7915ixooZ9hkwGPHozi03efPmbaCIkan6jWqFdtmIiIiIiIiIIjXGTCKmHDmzye2bbqoWTKEi+dVjpcoWk4vnr8iMKfPUdIz6/Oqlp4weNkkFv/LmyxV2AZjbN11lwpjpcv6scTTIEiwgAzBEREREREREFJGUKV9CtmzcKfv3HNEHYFq0aSQrlqxVgZm6VVtIYpfE4vnqtb4wb4fOrcImAHPP7YF8366PvPN5p948ZsyY4pIkkUSPHt2mBSAiIiIiIiKKusNQswpvRFSpajkZMW6wJEyUQP+Yi0timT5nvPz6yyh5+uS5vPR4pR6PFy+u/Dy4t5QqWzxsAjCzZyxUwy4lT5FMhoz4WcpWKMngCxERERERERFFOnHixJYGjQOXTClQKK9s2rVcLl24Ks+evlDFepEhgwK9trI6AHPm1AUVuRs94TcpUaqIzW9MREREREREFNWxBkzkEz16dClctIDdX9fqUZC8vbwlVqyYUqxEIbsvBBEREREREVFUEw3/7DwKEv6R7Z48fiZhzeoATLLkScXJyUndiIiIiIiIiIgiqwY12ki3Dv1k07rtqtZtWLA6mlKhchk1Pvb1q7ccu0REREREREREUagLkj1vZB+fP3+Ws6cvysihE6Va+SYydOAYOXH0tH7Eo3ANwHTp0V4SuySSP8ZNFz8/P4ctEBERERERERGRI82c94fUrFNFYseJLb7vfWX7lr3Su+tAqVWpuUz/c664ud6z+3taXYTXz89fDdH0v4FjpXXjLvJd51aSL39uiR9MJeDUaVLaYzmJiIiIiIiIIh3WbImYSpcrrm7ofrRn50HZsnGnyohxf+Ehi/9ZoW658mSXBo1rq0ANElLCLABTr1or/X0vL28Z/b9JwT4HBYLOXN0X+qUjIiIiIiIiisTYbShiixc/njRoUlvdMOw0AjHbNu2Se3cfqhIsN67dlskT/payFUpI/Ua1pHK18o7vgoR+UCG9oU8VEREREREREVFElyp1ClV+Zd22f2XJf7OkeeuGkjBRAvnw4YMc2HtUBvQdHjYZMFv2rLTpjYiIiIiIiIi+JY4onMuMmrCRr0BudWvdrqkMHTRWrl25aXOBXqsDMGnSprLpjYiIiIiIiIiIIjpvbx/ZtX2/6o508dwVozIrYRKAISIiIiIiIqKQsbXRTmEDJVSOHj6lgi6H9h8Tfz9/fcZLugxppF7DmupmCwZgiIiIiIiIiByE8ZeI7eb127J5w07ZuW2vvHr5Wj2GwAtGfK5Rq5LUb1xLChXJb5f3ClUA5oP/B7l54448f+Yu79+/D7IfFKoEExERERERERFFFEv+WSlbNu0S19t31f8R14ge3UlKlimmMl0qVysnsWPHtut7xghp4GXmtPmy9r/N8u7de6tSrRiAISIiIiIiom8WU2AipKmTZuvvZ82WScUu6jSoLsmSJ3XYe1odgPn06ZP80G2gnDl1QUWGkiR1kVcvPcXJyUmSp0gqrz3fiJ+fv5o3Xry4kihxQoctNBERERERERFRaCFmUbteNRV4yZ03h4QFqwMwG9dtl9Mnz6to0NS/x0mefDmlSO5K4pIksWzfv1oFaM6dvigzps6XWzdd5cefu0mtulUdu/REREREREREEZUDhqHGa5Ltdh9eJzFihG1ZXCdrZ9y5bZ/qUtS7b2cVfDEVPXp0KV6qiPyzdLrky59Lhv86XtWJISIiIiIiIiKKSMI6+BKiAMztm67qb/ValQIN1WT6IX75f3v3AdbU2cUB/MiUqQiCe+Hee++9ratq3dqqdbS2jjrqqLVq6x6f27q17lX33nvjFtyKoCBLBAffc068aQIJBEiQwP/X5z4JuTc3b26ulHty3nOG9aP379/TyqXrjDVOAAAAAAAAADOTRhIZjLkgBcZ8GRzyCQ0JIwdHe7J3sFc/Zm1tTeHh72JsW7BwfrKzS0sXz1813kgBAAAAAAAAzIiES4w8ZQgzkMyXwRkwuorqOqdzpIh3EVKAN7pPUVEU8Cow8SMEAAAAAAAAAKMLCwuj8ePHU8mSJcnJyUkWvv/777/LuoR4+PAhTZ48mdq3b0/FihUjDw8PsrGxIWdnZypRogQNHDiQ7t69G+vzDckE6tSpE6XYDBh3Dze6ffMehYW+lUwYlsczFwW8viLFeTWnJt24fksCM+iEBAAAAAAAAKmZatpQ8vPkyROqVasWeXuryo3Y2dlJx+OrV6/Ksnz5cjp8+DBlz549Xvs9cOAADR06VKtMiaOjIwUFBdG1a9dkmTt3Ls2ePZt69+4d677c3Nyk3qwu6dOnpxSbAVOoiKrw7g2v2+rHqtaoKB/QjMnz6PrVm/Q+8r0EX0YPnyQnWakyxUwzagAAAAAAAABIEO5i3Lx5cwm+cIbKrl27JOPl7du3tHPnTnJ3d5d1vE30uq9x8fT0pDFjxtC+ffvIz8+PIiMjKTAwkN69e0f79++nMmXKSM3Yvn370pkzZ2Ld1/nz58nX11fnMmfOnJQbgFGCLfv3HFY/1qZdc/LI7E4vnr+kbh36UcWS9alLu770wPuRRKl69u5sqnEDAAAAAAAAJHucAGPMxRhWrFhBV65ckfsbNmygRo0aqaf2NG7cmDZu3CjreBveNj44q2bs2LFUr149ypgxozoDyMbGhurWrStBGHt7ewnsLFmyhFITwwMw1SvQwuUz6KvWjdWP2dnb0cJl06lEqaISnFGWzFk8aPrcP6hIsYKmGjcAAAAAAABAspfGyIsxLFu2TG5r1KhB1apVi7GeH1Me56lIxuTi4kIFCqhm2Dx9+pRSE4NrwPC8rbLlS8Z4PHuOrLR0zRx66etHvi/8yMnZUWrDAAAAAAAAAEDyEh4eTidOnJD7nO2iT5MmTej48eOy8HO4Rowx+Pv70507d9TTlVITgzNg4uKRyV0yYRB8AQAAAAAAAFCmDaUx8pK4I3vr1i11XZeiRYvq3U5Zx/Vibt/+rxZsQvA+Xrx4QZs2baI6depIrRmekjRgwIBYn9euXTtydXWVbblWTYMGDWjhwoVSTyZFZ8AAAAAAAAAAwJfn5eVFlSpV0rnu9OnTsT732bNn6vvZsmXTu53muufPn1OpUqXiPc6qVavSyZMnYzyeM2dOmdqkTEXS59y5c9JBydbWVgr6cmFfXmbOnElbt26lfPnyGTSOXl0HkjFwAGzBsukJfj4CMAAAAAAAAAAmkty6UIeEhKjvczFcfTTXBQcHJ+i1OHuFM1ciIiLozZs38liePHlo+vTpVL16dZ3PSZs2LfXp04e+/vprKl26NKVLl04ef/ToES1YsIAmT55MN2/epPr160u7bGdn5zjHceGcquDwl24pjgAMAAAAAAAAgIkk9qJd3/SguDJdkoNt27ZpBXH2799PI0eOpBYtWlCzZs1o7dq15ODgoPWcTJky0bx583RmzUyYMEEycTg48/DhQ5o2bZp0XIpL737dKDlAAAYAAAAAAAAglXByclLf51os+miuMyTLJC7Ozs7UunVrqQFTvHhx2rFjB/3222/0119/xWs/bdu2pSpVqsjUpi1bthgWgOnfLWUV4QUAAAAAAAAAXYV4jbckVtasWXXWg4lOs0V0lixZjPaxpk+fnrp37y73eUpRQij1b7y9vcmcIAADAAAAAAAAkEoUKlSILCxUoYDr16/HWuiXWVpaUsGCBY06hqyfg0A8LYmL66YWCMAAAAAAAAAAmIIJ2lDzPhPDzs5OuhOxXbt26d1OWVetWjV5jjH5+Pio73OXo/hS6t/kzp3bKOM5eugkTRw3nX7oPYx6d/tJa13423C6csmLrl5WBaQSAzVgAAAAAAAAAEyAYyXGrsFrjN1169aNjh07RkePHpVaKlxTRRM/xutZ165d47XvDx8+kJWV/lCDr68vLV26VO6XL18+RiemqKioWAsXb968Wd3a+quvvqLE8HvpT4MGjKKbXnf0vraVtTUNH/Qb+b18RcvW/o+KlSic4NdDBgwAAAAAAABAKtKlSxcqWbKk3G/Tpg3t2bNHgg+88H1+jPE2nTt31nrukSNH1Nk4y5Yti7Fv7lI0ceJEmd7EwRhFYGAgrVq1Suq38LQjfv748eNjPJ/bU48bN44uXbpEkZGR6sefPHlCo0ePpvbt28vP2bJlo0GDBiX4GISHv6Pvew6mG9dvU0Z3V/r6m6/Izi5tjO2sra2oRavGcmwOHzhBXyQDhvt4BweFah1QXTJn8UjoSwAAAAAAAACYNRN0oU40ruuyfft2qlWrlhSybdSokXqaUXh4uNx6enrKNrxtfHCgZMSIEbJwJgx3P/r48SMFBQVpdWKaP38+1atXT+fzx4wZIwu/drp06STuwPViNOvYcCYMF/RNqA1rt9ED70dUoFBeWrJyFtk72NOBvUfo3buIGNvWrFOFFs5dTlcu66+ZY/QADEeIli9eS3t2HqQnj/VXS1ZwROvCjUOJGR8AAAAAAAAAGFn27Nnp6tWrNG3aNNq0aZO6oxC3iOZ20Zxd4uDgEO/9btiwgQ4ePCjThB4/fkz+/v4SgMmUKRMVLlxYgi7cBcnDQ3eyxpQpU+jQoUN0/vx5ev78OQUEBEj2CWe8cHZNq1atqEOHDmRra5uo98/BFo5Z/Dy0rwRfYpM3fx6ytLSgxw//6wxl0gBMSHAI9ez0A3nffyhv3hCGbgcAAAAAAACQ8nwunGvkfRoLB1hGjRoli6Fq1qwZ67U+B1h0ZbYYiqc/KVOgTOmBz2OysLSgUmWLx7ktZ/JwseDgoJCkCcAsnLuC7t97IC/cvlMrScHJ6O4W73QkAAAAAAAAAIAvKTIiktKmTRtrwWBNEZGRZGNjnTQBmCMHT0jkbvCI/vR1h8RVGgYAAAAAAABIDZJjDRggyuCaXjobhYW+JQfH2KcgPXrwhN6Fv6NcubMn6tAZ3AWJB2ZhkYZatGqEzwoAAAAAAADAgOCL0jHIeAsOuzEUL1lEbg8fPB7ntmtXbpJjX6pM3NOVjBKAcU7nJIVpElvoBgAAAAAAAADgS2rZponUspk/eyn5vvDTu92aFRtp/dqtcr/V182SZgpSqTLF6OC+Y/TS1488Mrkn6kUBIGVxck5LVWrk+dLDAIjVm6B3OEKQ7GVwSfulhwAQp6DgmC1aASAWyFhJlipWKUeNmtal3f8eoE5te1ODxrXp3btIWbd+zRZ6/syXjh89Qw99Hstjbdo3pyLFCiZNBky3b7+RgrsL/rcsUS8IAAAAAAAAAPCljf3jF2reqhEFvA6kf1Ztprdhb+XxP8fPopVL19MD70eSJcPZMkNH/pDo1zM4A6Zw0QL028Rh9NvIP+nD+4/0Xd8ulD1H1kQPAAAAAAAAACClMn4bajAWaxtrCcK0atuUNq/fQZcvXid//9f06eNHcnXLIDOBeNpR6bIljPJ6OgMwTeu21/sEC0tL2rl9nyzOzk6xVgvmE23H/rVGGSgAAAAAAACAuUEAxjwK8hb/XJTXlHQGYHiukyGCgoJl0QcnGgAAAAAAAAAkN5GRkWRjYxOv5/h4P6Q8nrmMG4AZO2FYgncIAAAAAAAAAKoCvEafgYQZTUbRqU1v+nPGWMqdJ6dB2/MUpSmT/kenLu0xbgCmecuGCd4hAAAAAAAAAEBydv/eA+rYpjcNGTFAiuzqExb6ln4fPZn27zmS6Nc0uAsSAAAAAAAAAMRHGinNYcwFKTDGUbR4IXoX/o7Gj55CwweNk0BLdF7XblH7lj3VwZdO3b5O1GsiAAMAAAAAAABgAhIuSWPkBZ+UUfy9ejZ17t5O7u/bfZg6tP6Wbly/rV6/bPEa6tFxAD17+oLSu6SjWQsm0U9Dv0+aAMz1qzepQ6tvacJv0+LcduzIP2VbzcEDAAAAAAAAACQHVlZWElCZOX+iBFiePn4uAZfF81dSv2+H0Oxpi+jDhw9UvlJpWrd1CVWpViHRr2lwAGb3vwfo7m1vKlW6WJzbFiteiO7cuk97dh5M7PgAAAAAAAAAzJbxpyCBMVWtXpH+2bKEylUoRe/fv6d5s/6m0yfPk6WlJfX/6Tuat2QquWV0NcprGRyAuXj+qtxWqlo+zm1r1asutxfOXU7M2AAAAAAAAAAATMrVzYUKFckv96OioiTQlTNXNmrUtK5Rg14GB2D8fP3JwdFeUnPikiFDenJwdCC/l68SOz4AAAAAAAAAs4UMmOTtxfOXMvVo5dL18jNPObKxtSEf70fUoeW3dGDv0aQPwISHh8drxxwkCg0JS8iYAAAAAAAAAMyfsQvwogmSUR3cd0y6HF27ckOCLr+OG0zz/55GK9fNo9yeOSk4OIR++Wks/TF2KkVERCRdAMYlQ3ppy/T6VUCc2/I2HHxJl945seMDAAAAAAAAADAqDqoMHTiGQoJDyTNvLlq9cQG1attU1uXNn0d+btmmiUxJ2rz+X+rctg9533+YNAGYIsUKye3WjTvj3HbL520KFy2QmLEBAAAAAAAAmHkbauMW4UUZXuPYtG6HBFc46LJq4wLK45lLa72trS2N+n0I/Tl9jJRjuX/vAXX+uk/SBGCatKgvg1s4dwUdOXRS73aHD56ghf9bLidGk+b1EjU4AAAAAAAAAABjc3RyoD+nj5VpRxxs0adew1rSJalYicIU8S5x05CsDN2wVp2qVKFSGTp7+iIN6v8rVaxSlmrUqkyZs2aW9S+evaCjh07RmVMXJFDDLZx4oAAAAAAAAACpVRoL5KwkR/9sXkxZsqniGXHJkjUT/b16trSoTpIADPtrxlj6uf+v0pL6zMkLsmjiwAsrXbYETZ45LlEDAwAAAAAAAAAwBUODLwpLS0vq/9N3SReAcXJ2ovlLp9G/W/fSti27yevqLfrw4YNqR1ZWVLREIfqqdRNq2qI+WVgYPLsJAAAAAAAAIOVROhcZeZ9gnuIVgFGiPi1aN5bl48ePFPQmWM6odOmcZB0AAAAAAAAAMFXhXONCBCbVBGA0ccAlg6uL8UYDAAAAAAAAAGBEZQqr6tPmypODNv27XOux+OBg2oUbhxI8DoPnCTWt2566tPve4B336NifmtXrkNBxAQAAAAAAAJg9ToAx5gLxx/VqlUXXY/FZkiQD5vkzX4qIiDR4xy99/cn3hV9CxwUAAAAAAAAAkGgLl8+QWzs72xiPmc0UpNh8+vTJBHPdAAAAAAAAAMwDXxEb+7oYV9nxV7Z8SYMeM8sADHdGCnj9huwd7EyxewAAAAAAAACzgMQEiDMAExoaRiHBoTGyWnhakb55T/x4SHAIbd20i96/f08FC+fTt3sAAAAAAAAAgFRDbwBm9bINtHCuqjqw4k1gEDWp087gKF/TrxokfoQAAAAAAAAA5sgUhXMxB8noDu0/Rnt2HqSbXnfo9etAeczV1YUKFy1ADZvUoVp1qxklkynWKUiamS78YoZW/PXI7E5t27eQBQAAAAAAAAAgufF76U9DB46l61dvys+aMQ9uRPTi+Us6uO8YFSlWkP6a8RtlyuxumgDMN13bULOWDVU/REVR03odyCVDelq5fr7enVlYWJCjkwM5OjokalAAAAAAAAAAKQKa0yRLYaFv6dsuP9KzJy8k8MJBlnIVSpNHpozq4Mz5s5fJ69otunH9NvXqNpDWblpMDo72xg/AODk5yqIoXbYEpXdJR1myZkrwiwEAAAAAAACkHmlMUIQXc5CMYemi1fT08XNJIvlj8iiqVqOizu1OHj9LwweNk0ANP6f/T98l+DUtDN1w8cqZNGXWuAS/EAAAAAAAAABAcnBg71EJjg0fNVBv8IVVqVZBtuEsGX5OYhgcgAEAAAAAAACA+OWqcAKMURd8AEbh++IlWVlZUb1GteLctm7DWmRtbU0vff1MV4RXn/eR7+nO7fv00tefwsPDYy3O2+yrz3VkAAAAAAAAAACSAUcnR/rw/oMEYeJibW1Fae1sJQiTZAEYDrz8b+Zi2rRuB719Gx7n9pzOgwAMAAAAAAAApEqcsWJh5JwVpMAYReEiBaS+i+8Lvzi7G3E3pJDgUKpWs1LSTEH6+PEj9e81lFYuXU9hYW+lIxJnvnCQxd3DjWxsrOVnXuzs0sobUKoHAwAAAAAAAKRGxp6CBMbRufvXEs+YMnFOrLN62LQ//yfbdu7eLmkCMNs275YWTK5uGWjVhgV04MQWeZwDMbsPb6ATF3fTgqXTqFiJwvTx0yca8HMv2nlwXaIGBwAAAAAAAABgbOUqlqZhowbSscOnqFfXgXT29EV6//6Dej3fP3fmkqw7dvg0jRjzE5UtXzJppiDt3XVIIj79fuxJhYsWiLHe0tJS3sCSVbPo+x6DaMzwSZTbMycVKJg3UQMEAAAAAAAAMFfGb0MNxtC0bnu5tbK2oksXrlHfnoMlrpHeJZ08/iYwSGYCsbRpbWnpojWy6Pp8d+xfa9wAzL073nJbr2FNrcc/ffqkvUMrKxo0rB9907oXrVy6jsb/OdLQlwAAAAAAAAAAMLnnz3xjPPbhwwd65f86xuPh4e8oXMf28Q2wGRyACQ0JIwdHe7J3sFc/xhWAeSDRFSycX+rAXDx/1eCBAAAAAAAAAKQ0yTkDJiwsjKZPn04bN24kb29V0oWnpye1bt2afv75Z3JwcIj3Ph8+fEgbNmygixcv0o0bN8jPz48CAwMpbdq0lDt3bqpVqxb17duX8ufPH+t+3r9/T/PmzaM1a9bQnTt3KDIyknLkyEHNmjWjoUOHkpubGyXG2AnDKKkZHIBJl96ZIiIitB5zTudIAa/fSGqOkqaj+BQVRQGvAo03UgAAAAAAAAAwiidPnkgwRAm82NnZSTHaq1evyrJ8+XI6fPgwZc+ePV77PXDggARINGfJODo6UlBQEF27dk2WuXPn0uzZs6l3794698Hb1qtXj86fPy8/29jYSALI7du3ZVm2bBnt37+fSpQokeD337xlQ0pqBhfh5U5HYaFvZVHk8cwlt1ycV9ON67co4l0E2TvYGXOsAAAAAAAAAKm2A5KxOiFxbZPmzZtL8MXDw4N27dol2TBv376lnTt3kru7u6zjbaKXHYkLZ9CMGTOG9u3bJ9kvnLnCGTDv3r2ToEmZMmUku4WzYM6cOaNzH507d5bgCwduVq5cKWMLDQ2lU6dOUb58+cjf35+aNGlCISEhZE4MDsAUKqIqvHvD67b6sao1KkqEbMbkeXT96k16H/legi+jh0+SNKtSZYqZZtQAAAAAAAAAZoCvjY25GMOKFSvoypUrcp+nCzVq1Ei9/8aNG8uUJMbb8LbxwVk1Y8eOlQyWjBkzqsdsY2NDdevWlSCMvb29BHaWLFkS4/mcdbNjxw65z1OQOnXqJFk0rFKlShIgsrW1pWfPntHUqVMpRQZglGDL/j2H1Y+1adecPDK704vnL6lbh35UsWR96tKuLz3wfiTVg3v27myqcQMAAAAAAABAAvAUHlajRg2qVq1ajPX8mPI4T0UyJhcXFypQQJXg8fTpU71j43ox33zzTYz1nAHz9ddfy/34BofMJwBTvQItXD6DvmrdWP2Ynb0dLVw2nUqUKirBGWXJnMWDps/9g4oUK2iqcQMAAAAAAAAkc8bNflFlkyQuCyY8PJxOnDgh9znbRR+e4sOOHz8uzzEWf39/KaqrTFeKjjNkWMOGDcnCwiLWsT148IDu3btH5sLgIryc8lO2fMkYj2fPkZWWrplDL339yPeFHzk5O6prwwAAAAAAAABA8nHr1i11XZeiRYvq3U5Zx/ViuPBtqVKlEvyavA8/Pz+p4fLbb79JrRmekjRgwACt7QICAujFixcGj415eXlJVkyKCsDExSOTuywAAAAAAAAAoGKKLtQcdOB6KLqcPn061udy7RRFtmzZ9G6nue758+cJCsBUrVqVTp48GePxnDlzytQmZSpSYsdmLowWgAEAAAAAAACA/6i6Fhk3ApPY3Wl2DuJiuPporgsODk7Qa7m6ukqXpYiICHrz5o08lidPHpo+fTpVr179i47NbAIwt2/epT07D9JNrzv0+nWgPObq6kKFixagBo3rUKEi+Y09TgAAAAAAAAD4PAUnrkyX5GDbtm1agZL9+/fTyJEjqUWLFtSsWTNau3YtOTg4UGoRrwBMaGgY/T56Ch3Yc0R+5oK7Cu58dPH8VVq5dD3VqV+dRv0+hJycHI0/YgAAAAAAAAAzYewMmMRycnJS3+daLPpornN2dk706zo7O1Pr1q2pTp06VLx4cWk1zfVg/vrrry8+tmTXBel95Hv6vscgCb5w4CWDqwvVb1SLOndvJ0uDxrXJ1S2DrDu47xj17TlYngMAAAAAAAAAyUPWrFl11lyJTrNFdJYsWYz2+unTp6fu3bvL/QULFnyxsd24fksrqSRZZcCsWr6Bbly/TdbW1jRoWF9q075FjJZQXEl50/odNGXCHJmetHrFBur2bcy+3QAAAAAAAACpQTJLgKFChQrJtTxfv1+/fp0aNWqkt9Avs7S0pIIFCxp1DFk/B1p4WhJ3R3J3VzX0yZAhA2XOnFk6IfHY9FHGFle3pNh0/vp7cnRyoNJlS1D5iqWpXIVSlK9AzLbYXyQDZveO/ZI69dPQ7+nrb1rq7MfNj7Vt30K24UjSru2q/t0AAAAAAAAAqVEaizRGXRLLzs5OuhOxXbt26d1OWVetWjV5jjH5+Pio7zs6apcuqVevntzu2bNHb4aKMrZcuXIluAU1xy9CQ8Lo2OFTNHXS/6h9y2+pTpWv6JefxtLGf7bTo4f/ZdkkeQDmyZPnZGFpQV+1aRLntryNpZWlPAcAAAAAAAAAko9u3brJ7dGjR3W2iebHjh07Jve7du0ar31/+PAh1vW+vr60dOlSuV++fPkY3Y6UsT148ECK9Ebn7e1N69evT9DYNB0+s52mzhlP7Tu1ojyeOSXYExjwhvbvOUITx02nVo07U6NabWnULxNo+5Y95PvCj5IsAJPW1pYc7O0pbVrbuLdN+3lb27i3BQAAAAAAAEiRpA21cRfeZ2J16dKFSpYsKffbtGmjzjbhhe/zY4y36dy5s9Zzjxw5IrNjeFm2bFmMfZcqVYomTpwoU4g0gzGBgYG0atUqqlSpkkw74uePHz8+xvNr1aolHZJYnz59aM2aNfTx40f5+cyZM9S4cWN69+6dTGMaNGhQgo8BNw2qVacqDR35A23YsYwOnNhCE6aMopZtmlCWrJnkWLz09aed2/fRbyP/pCZ12lGLBh0pSWrA5CuQhy5duEYBAW8oQ4b0sW7L24SEhFLZ8qoPFAAAAAAAAACSB67rsn37dgl2cEYJ14FRphmFh4fLraenp2zD28bHkydPaMSIEbJYWVlJlyIOoAQFBWl1O5o/f756ulF0K1eulHXnz5+njh07StFeGxsbCg0NlfUZM2aknTt3anVNSixuNNSwSR1Z2IvnL+nc6Yu0ecO/dP3qTXnsaSJn+RicAdOuYysp0rNgjipVKDYL5yyTaBGn8gAAAAAAAACkRmlM9J8xZM+ena5evUrjxo2jEiVKSKCFF24Rze2heR1vE18bNmygX375RerMcIciDujwkilTJqpdu7Zkx9y7d4+++UZ/w5506dLJNKgZM2bINCUODnEQp0CBAjR48GC6ceOGjNkUXvm/pl079tOC/y2jRfNWkNe1W0ZrKW5wBkyd+tWpR6+OtHTRGgoLDaNe/bpRjpzZtLbhaNCCOctksD17d6JadaslanAAAAAAAAAAZi2ZdUHS5ODgQKNGjZLFUDVr1oy1fTNnrujLbIkP7sD8448/ymJKIcEhdP7sZTp3+hKdO3uJHj14Io8r7zFbjixUvkJpKsedkiqWTpoATK+uA+XWwdGedv97UBaPTO7k7uEmj/u9fEUvfVVFabiV09XLXurnaOKI0YJl0ym1efjwIeXOnVtdTIirNWvOoePUL5bUfciTAr/XR48eSaElpaAS/Bc9PXz4sPwSg+Tv/fv3tG3bRjpy5BC9fPmC0qa1o8KFi9LXX39Dnp6GV1+/f/8uXbhwlq5cuUSPHz+id+/Cydk5HRUqVISaN28lt7EJCHhNW7ZsoAsXztGrV/5kbW1Fbm7uVKRIMerSpWecVeqvXbtCo0f/Ir9vqlatQUOGjDR47JD8ffjwnnbv3kqnTh0hf7+XlDZtWsqfvzA1b9GOcuUyvLXigwf36cqV83TD6wo9e/aYIiLekZNTOsqXryA1aNiC8uUrpPe53t53ac/urXT33k0KCQ4ia2sbypIlO1WsWI3q1G1MVlbWWtsvWjiDTpw4FOeYvus1kKpWrW3we4Dk6+PHD3Tx0gG6dec8vQl6RTbWtpQ1qydVKNeIPNxzGLyfR49v0527F8jP/wmFhr6hdxFvydrKhlxdM1OB/GWpeNFqOlPn12+aTk+f3dO736qVW1D5sg20HgsKfk1LlsV+gdK750RycEhn8Pgh+Z+nXjeO0H2fCxQSEiDnlodHHipZoh65uRqeFfDs+R3yeXCZXr9+SmFvgygyMpysLK0pvUsm8sxdmgoWqEwWFtrn6d175+j4yZjFR6PLl7c8Va/aQesxnrVw994Zuud9ngIDfenDh0hKm9aB3DPmoiKFq1PmTHnjcRQAUq7pf82j82cu0d073ur6NyyjuxuVq1hKHXTJnMXDaK9pcADmwrkrMR7zffFSluhCgkN1bm+MlB0wDAd1eOHgB4IeCcMFpThwxsERcwyQcNDrxIkTdPnyZbp06ZLcvnnzRtYh6JOw4MvYsSPIy+sqpUuXnsqVq0iBgQF05sxJCaaMHDmOSpcuG+d+OHVy0KD+6m8c8ucvRPb2DvTkyUM6deq47K9nzz7UtOlXOp/v5XWNJkwYQ2FhYZQzZ24qX76ipHQ+e/aUdu3aTq1bt4s1AMMX0f/734wEHAEwl+DL5Mlj6fat6xLUK1mqHAW9CaSLF8/QlSsX6KeffqVixUsbdJ6OHfOz3Ofz09MzP9nZOUgg5vz5U3Thwhnq2PFbqle/aYznnj1znObNm0pRUZ8oe/ZclD9fYQp7G0p379wgH5+7dOHiafrll/EyJ1yRL39hvWMJCQmmq1cvyN8PBQrEHpwE87mo3bR1tgRA7O2cyDN3Mbkove99lXweeNFXzb6nXDn1nxOa7t2/RF43T5FLenfKmDGbXGS+fRtMz5/70PMXPnTn7kVq0/KHGEE/RT7PUmRtE7NphJtrFr2vaW/vrHd8VlY2Bo0bzOM83bt/Ab3wvU9p0zpSjuyF5dx69Pg6PXl6k+rV+ZayZS1o0L4ePrxKd++dpXTOGck1Q1aytbWn8PAQeun3gPz8HkpwpmH977XOU2dnN8rnWU7vPjkoxBeLmTNpB9b5sYOH/6bHT26QpYWVBIz49YKC/GTsvFSu2IYKFaySiKMD8YVr4ORp5dJ18tnYO9hTpSplqWwFVdAlVx7DvwgwWQCmdz9kLpgKt93iuWzGxMEXnrdXo0YNBGASEYDhtmzMHAMwY8aMoeXLl3/pYaQYmzevk+BLvnwFaNy4SXJRyo4dO0xTp06k6dP/pAULlsdoo6dL3rz5qU2b9hLE0bwI3b37X5o/fxYtWTKfSpQoTdmza//y56yb338fJc/57bdJVLKk9oX0w4c+cRYiW7VqGfn5+VL9+o1o795d8TwKkNzt/HeTBF9y58lHv/zyO9nZqc7H06eP0vx5U2nBgmk0ecpC9eOxyZ07LzVt2oZKliqvdZ4eOrSbli+bR2vWLKYiRUpQlqzZtQKVy5fPl+BL9x79qWbN+up1r1/70x/jh9HdOzfp+LEDVKt2Q/U63k5zW03bt6+XAAwHXzJmNN43UPDlnL+4T4IvHh45qc1XP5CtrSpofPvOedq1dynt3ruMenYbRzY2aePcV4niNahShSYxsk44G2bjlln0/IU3Xb56mMqV0X1+Va/WitI5u8Zr/BlcPKhhvS7xeg6Yn2tehyT44uaWgxrV/159Pnr7XKIjx1bS0WOrqG2bX8nGOu7ztFChqlSqZEMJ3mniwOOevfMkEHPz1jEqXkxV+JNl8sgjiy4vX/pIdgsH/HLl1K6B8fDRVQm+2Nuno6aNfyAnxwwxsmrOnt9GnnlKk41N7BmzAKlBVFQUhb8Np4cPnpC7R0bKnNlDZvlwUObLBmD6IwBjKlxU6Pbt2ybbP6ROFhYWlCdPHmkDxwtXCu/du/eXHpZZ4myAHTu2yP3evQeogy+sevVadOTIQbp48RwdPLiXmjVrGeu+OBV+6tQ5Otc1atRUMmCuXLlIJ08epfbttVv+LVmyQKYrDR8+JkbwheXKpfsPNcWdO7fo33+3UsOGTSUIhABMyjtP9+7dIfe7dumjFWSpVKkGnT51VAIZHPyo36B5nOfp2N+m6VxXu3YjunjhDHl5Xaaz505Qy5b/pb4/ffqIwsJCZEpc9ICKq2tGCbps3LCSvL3vaAVgYnPyxGG5rYKpRynCp08f6dIV1Wdap2Z7dfCFFSxQjm7dOUcPHt6QrJbSJeOebpbRLavOxx0d08sUoj37l9Pjx7f1BmAA9J2nN26qvoSrXLG1VjCQAxecffL06S3JailauEacBzGDi+6MKgf7dFS8eB06dnwNPXtxVysAExsOvrBcOYuTtbV2Bpevr7fcFshXUSv4wvLnK0/Xrh+goGB/eh3wPEb2DJgOJoEkT7+OGyxTkC6cu0z37/rIsnblJrKwtKDCRQpQ+YqlZSlZuhhZ2+jOpDRZAAYAzMvChQu1vrW+f//+Fx2PObt16waFhISQh0cmypcvf4z1XEeFAzBnz56KMwATl9y580gAhuu8aHr9+hWdP3+G3N09qGLF+KcNv38fSbNmTSUXlwzUuXMPOn36RKLGCcnPvXu3JPjBWSKcARNd+QpVJQBz6dLZOAMwccmRI5cEYN68CYhRLM8QTk7a3wLrc//+bfL1fUY2NrZUrlzlBI0Vkpdnz73p3bswyTrJ5JEzxvoC+cpIAMbb55pBAZjYWHyu/WJpiT93IX44IyUi4q0EMDK6xZyKkCdXKQnAPH7sZVAAJtbzNM3n89TCyuCppg8eXlXXf4mxPwPPd56uB5DatWrbVBbmff+hBGPOnblIl85fk7bTvPy9cDXZ2NpQ8ZJF1AGZYiUMmyabqDbUXwpP/eB5WWPHjpXU5ilTplDJkiUlzZ5bU/EUm/Xr1xv8/OnTp0vGiYuLizy+detWre3v3LlDffv2lSlBXJ+BpxMUKlSIfv75Z3r69GmsY+VWWl27dpVWW7a2tpQjRw769ttvycfHJ87pQjyW2OYGfvjwQaaTNGnShDJnziz79/DwoLJly9KwYcPIy8tLtuOaJbwfnn7EeAqNsm9l4WMRXUBAgDynXLlycmyU8XPP9XPnzsU6/uDgYBo+fDjlz59fij3yuJo2bSp1RhJDeS+88H0+jnw8eVz8OlmzZpXjHVtggY8Lv686depIH3v+PPncKVasGA0aNEjnZ8pTj/g1lelH/Pzox5A/s+h4HFyhm/fNve75tfLmzUtfffWV9LF/9+6d3nHyxf2vv/5KBQsWlPodrq6ucgzPnj2b4OOnGXyBxHnwQPVtkr5Cu56eedVTgBLrxYvncps+vfa3VtevX5Wielz0l2852MNTlXjK0rZtm8jfX1UEXZ9161bT06ePqU8fzuAxTUolfFmPH6nOP32FdpXHHz9+mOjX4ulwLF06F63HM2XKKtkvr1750ZEj+7TW8RSkw4f2SHZNlaqGfcurFOYtW66yQdOmIPnzf6X6/667nkK7yuP+r54l6nXCw0OlyC/Lnbuo3u040+bg4X9kOX9xP71+rTq3Y8N1QE6d+Zf2H1xNR45tpJu3zlBERHiixgvJy+sA1fnnqqfQrqurqhNsQKDq/9kJxcFIrxuqv5ezZzPsgu7xEy8p4uvo4KKzmK5Sl+bOvTMUEqodJL93/5xkv7i75yKX9JkSNXaIhzSqGjDGXJJzVyVz5Zk3F7Xv1IqmzfmDDp/ZTqs3LqSBg/tQparlyNLCgi6cvUxzZy6h7t+oajkmlNlcoUVGRlL9+vXlwpf/eOOLaC4oeuzYMVkOHTpE8+bN0xvEiIiIkJ7jXJSUn88XyNG3nTVrlgRaOI2b8UU+4+lBvPz999+0adMmuZiP7sCBA9S8eXMphsk4eMNBjSVLltDGjRtp8eLFCX7vT548kYt4LqTKeNwcfOIinBcvXpSFx8fBJH5vHAAJDQ2V9fxtZIYM2hdyjo6OWj/z8WvVqhW9fq36xp33wUEAft01a9bQ2rVradKkSTR06FCdY+MglxJk4tfjY71z507avXs3zZ07l4zh/PnzEnzhYA8fWx7j8+fPacWKFdJnfvv27VS3bt0Yz+MgBhejZRxU4ufyecOBGV64MxOPtVKlSurn8HvnY8ifHwft+DnRj5mNjXaRPe5PP2TIEAmUab4WB468vb1p27ZtEpjh4GF0L168oNKlS0sAh885njrEr83j2r9/P+3YsUPOffhy/PxUxcZdXVVd36LjqRVKII1/B8TVhUgfLqTLnY1YhQr/nZPsyRPVecz7HjlyMN28qQq6Klau/Ju+/fZ7mV4UnY+PN23evJ6qVKlO5ctr7xdSDu6IxVwy6D5PXVxUdS44S4ansnEXr4TwffFMMmlY6dIVYgR+e/X+iWbO+IOW/j2HDuz/lzJnzqYuwstj+Onn0ZQtW9zF7fj377mzqkwtdD5KOYKDVReETo7awTvNqUPKhWlk5DuD6sAwLrh7zeuE1B96GxZMz174SOeXokWqULEiVfU+7+y53Vo/Hz+5lQoXqkB1arWXjje6BAS+pDPntGto2drYUZ3aHahg/riLsUPyFxoaKLf6Olo52KvOU86Sef8+IsY0IH1e+j2kO3dOURRF0dvwYCnAy+dp/nwVqUD+SvGafpTXs6zO656sWQpQ0SI1pXvTps0TySNTHrK1URXhDXzzgnJkL0rVqrQz6LXAONKYYAoS4i+mxf+2uBBvQEAgvX4dSC9f+JGP9yOjdCxO9hkwCg6unDp1iubMmSMX4YGBgXLhyhflbMGCBbKNPvw87gLDgRB+Pl/g8lK5siqlmTMUOHuBL5w544EzI96+fStBjBs3bkiAIigoiFq3bi1BB03Pnj2jNm3ayIUXZ8scP35cAiC88H3OWPnuu+8S9L75gq5BgwYSfOGg0+zZs+nVq1fy/nn/jx8/lvdduLAqap49e3by9fWlwYMHy8/8/vhnzUVZx27dukWNGzeW4At3S7p+/bpkavDr8vEdMWKEBDt++eUXCXJo4kBV27ZtJfjCAS0+hjwmDnBw0IGzdQYMGED+/qqLgsTo1auXvLeTJ0+qg0t8bDljhI87j4MDMtFVr15dAmfc+pu34/fJ74/PJQ5q8HHk52pmp7Rr106Ok3Ju8PGKfgyVdYyDbD/99JMEX/iz4qwV5bV4nJxJw+dp9KCNol+/fnLRcvDgQdme3x9nHXEWFgce+b1zxgN8OXyxqhmUjU4z4BIe/jZBr8EXmzNm/CWpxVxXJnq2Df+bZPv375GASv/+P9GKFetp8eJV1K5dJ/n3OH/+bJm+pIkfnz17qlxsf/dd3wSNDczDu8/fwNva6j5PNQMuyjkdX3x+Llw4XX7fcV0ZXdk2XCx3xMhJkg3D3b3OnTshraw/fPgo63ganSGuXD5HYWGhlCGDGxUqVCxB44Xkhy9WGbcm14XbUSsiP29riDdB/pKJcuv2OXr05LZc1JYqWYtqVG0lX2xElzVrXmpYryv16PIbDeg7g7p3GUs1q7clW5u0sp99B1bFeA5PZSperBq1bTWQen87ifr3mUYd2w+TdtcRkeG0e+9SmT4F5u/DB9W5Z2WlO7Cief6+f68/wzm6kJBXEkC5732Bnj+/K+dpkULVqUK5FjrPU13ZV8+e3ZH7efPq75DE+6tUsbUEevh1Hjy8Itk6dnbO5OGRG8V3AXTgv20uXbhK82cvpR6dBlDNCs3oh97DaNWy9TI9iYMvDg72VKWa9pdPKTYDhi/qOcjCF6OKTJky0aJFiyQwwlkQ3PWlZ8+eEkSJji9qt2zZIpkkivTp06vXDRw4UO6vW7dOsiY0o18c3ODMF85w4WyEadOmyVQmxYQJE2QMvD/OhOEpSIqqVavKhXWRIglrnclTrjhIwhfvvG+ePqWJgxJ9+vShhOL3zRf9PB2HX0sTH98//vhDMmg4CMHHl4+BYvPmzeopMpwlw4EcBRd/5fUcADl9+jQlFn8O/P55TNGPLX8+fH5MnDhRAlSaOEMmOs7S4YyXXbt2SXFaDjrx58vTreKLP3c+dqxly5aS7aT5P1A+F/kY8KIPB7h4upbme+OpYHxOFy9eXDJ4+BhWqYJ2gSnZ3Lkz6e7d25QlS1Yp9Bsdf6ur/M+hX7+BVLv2f1lR33zThUJDQ2jnzm0y1ahkyTLqdZz54uNzn/r1+0nqvwAkxtKlc8nb+y55eGShzl10F/U+c+YYLV40i3LmzEMjR06i7DlySSCF21Nv2bJGatD8Mmy8rDdk+lGVKrUMujCB1K1wwQqycNA5OOQ13b13ic5d2CttrVu16CdtqjVVqdhM62de71LSnbJny0+r/5lEd+5eoDKlalMmj1zqbRwd0lHdWv8VnWYe7jmoScMe5OyUQbo7HTuxmXLnQrt00I2zVnjhIr+hoQHk8/AKXb12gB4/vUkN6/UiZ2dVRq0+3j4X5e8BnkLELa31tc8+enwNPXx0RTJhCubnKZxOFBTsRxcv7abzF3ZIEKdBvd743ZqE0IY6ebrpdYfOn71E505foiuXOBFBFXxVMl1sufZLqaJUvkIpKlexNBUpVlCu3RLDbP6iyZYtmzrbJTqlpglnhvCUDV34Il0z+KKJAwWcDcNTRDSDL9FxvRG2Z88e9WP84XDQhnGWi2bwRcGPJbT7DGdvMM5OiR58SSy+sN+3b5/88uUMF334tdmVK1fo5UvVVAz2zz//qIMFmsEXBWd1jB492ihj5SCTZoBC89gqQTllPIbifzyNGjWS+5xNkxAccOEgDO9r5syZCfofGY9f13vj8zF37txy/9q1a/SlcdBK16LUH0rJlMwBfXV8lKmHLCF1KpYvX0yHDu2TKU7cXjr6lDfNMXAwtmbNmNPtGjZsou50xAV3Gdd8WbduFRUtWpzq1TOs4wyYr7Sfu8lEROg+TzWzXhIy/WjdumV04vhByUgZ+ss4cnCIeZ76+j6nhQtmyLrBQ8ZS/gKF5d8E14Vp0rQ1tWz5jQRjVq9aFOtrBQe/oevXVdNuMf0oZVGmaii/p6LTzHrRzIYxFP//mIMpFco1lGlEQUH+Ut/FUNxVyTN3cbkfn2yWcmXrU5o0FvQ64AUFB2sXUQfzo2S+KJkw0Wmev9YGtKGOzsKCyyFkpJLF61GVSm0lM+bk6Y1xPo8zZ1g+T/3ZLxzQefDwMhUsUIXKl21Ozs5u8u/OzTU71avTk1xcMtPzF3fp/uepTACpWae2vWnW1IV0+uR5Cg9/J/8P4WK7337fmRYum07Hzu2kBUunUc8+neXxxAZfzCoDplYt/d+AcXCFa3ZwcODChQs6gyicLaGPcvHNRXR1XQgreDoIU2qKMJ7aotRO0VWDRMHr/vzzT4oPfh2lSGyzZtrf1BgD18PRvNg3dEx8rJW6LHG9b64Pw4EYpTZKQsX2GlzbZ/LkyRKA45oruXL9920V41o0nAnD4+XpQ5zxE11cBZbjOoZc24WzkRKiQgX9aWwcYOJzjAOE8OUoUya4E5EuXFyU8TTB+NZ/2bBhrWSpcF2nceMm6Z2eoTzOF7K6fhdyhyYm3/4Gh0gh50uXLsjUpjdvAunXX4dobR8YqDqnrl+/IjVl+IJ81Kjf4zV2SF7c3FTfhgYG6D5PAwNV/69ycHCKdwBmx/b1tGvnZnJySkdDho6T81CXs2eOybevxUuU0RmMrFixOq1fv5zu3uVA4Xu9XZO4ZTafy56eBShTZt1thsE8OTurMvFCPtfYiC409I26Q4uh9V/0KZCvrBTKffzkTrzqdLi4qM7v0LAgg18rra092ds7UVhYkDzP2VlVcwnMk+PnGkX8eeoS9lZ1ntra2ht8XumTJ3cpOnFyHT1/cS/W8/T162cyjcjS0lqeow+3yFb2qyvwkztnCQoMfCFBmPz5EjeVAgyHNtTJNzOpQKF8VL6iKsOldJniZGefsBp5KS4Awx1v4sqQ4QCMZoaGJnd33X8sMqV2CH+7HVunGl3fdvv5+Rk0Rh5ffHGwQBE9qGAMyvvm+iL6jlt0XBcn+nuP7X1zzQy+EDR0//oYemz5dZRjxe+Ls5ZWrVql/c2Yi4u6HotST0ZXUCY+n1FiPh+unxNXJyO+UPnS9E0l4yyYt2+//PhMKXduVZ0Lb+97Otd7e6s6ceXKFfuUiuj+/XcrrVq1VAo2jx07MdbCpEpNGJ5qpAvXtlLY2WlftDx9+kQWXTiDKyjomowBzFuOz1N6Hj5Ude2KTnmcW0jHx/59/9LGjavI3t6BhgwZS1my6P//WcDnII+9nkww+8/nmRRKfRsao4uS4uRJVVeQatUM65YE5iOjm+r88fN7rHO98jhnoiQW/z+fi+O+DecC6aEGXyi/i1D9raOvCK8u/DcHFw2Orb4NmA/XDKrz7/Vr3f/vfP1a9cVdBpeYme/xxUERa5u09PFdKL2LCNN7nirFd3PmKBprDZewMFVwSF8AU3kuFxCGpIMpSMnTkTPbycnZKUlf02ymICVWbOlCStcjLrDLU4oMWVLCP1TlfXOAxND3zRkt5oKnb3HwhbMFuE02d4riDk2cTaIU0+XiuSyhnyl+maYOhQoVkeyWly996d69uzHWnzihalleocJ/xZnjwlOOFi+eJ0HKUaPGU548MVtJaipQoJBkyQQHB9HDhw9irL927YrcZs6cRS6UWfPmrWjbtn06lx9+UBXjrlq1hvy8Zs0Wg8cOyVO+fIUku8Xf/yU98IkZLFQ6CkXvXBQbnnK0evUiKez786DRlFNPi2tF+s8BFR8dr8+8vVXFIzkDx8lJd/CZC/c+euQj2THlK+jPXgXzlDWLp2S3BAW/Jt+X/2UUK+7cUxUS98yjmgaUGNxSmoMvfEGrr5uNrkLTPg+uy30Pj5wGv9bDRzfU2QsZXNDe19x5uOeW7BZu4+z/Kmaw0OfhZbnNkUN/i3NDBb7xpXfvQsnKyobs7XT/XuSaMVz/Ja7pR0zZh7+/7iCn/yvVvztHR9SFA3BK4uCLWQVguNOQIeuV6THxoUw74ukr8aWZWRPbGBMyxUVzOlRCxmbo/rkTkOa35/F977G9b84oUqZoJUZsr6G5TvPz58LAjAszc6Fk7ioUPRDHnZ4SIzHnDpgPPm+aNWsp9xcsmE1v3/6XMXXs2GG6ePEcOTunozp1Gqgf54K6ffv2kCW606dP0OzZ0+QCc+TI3yTAY8gYWrb8Wu7PmzdT698s13pZvXqZ3G/UyPjTFcE88DnSoIHq81++Yr5WR67Tp49K62gOelSr/t+UTi6oO+yX72WJ7sL5U7RkyWyysrKmgT+NlABPXMqUrSSB6bt3b9KePdu0gtscGFq9arHcL1u2knzrG1vx3VKlKuisMwPmjT/30iVryf2DR/6hiM/du9jtO+el7opdWkcqWvi/gPYL34e0dOVvsmjigMelK4e19qHwf/WMdu1dKvcLFSwvHYwUPCWJgyxKcXMFTzf5d/dimQbF7bDzepbQWn/56hEKDIyZ0fv4yW2Z6sSKF62q9VpgvudpkcI15P6pM5vU2U3M2+cSPX16i9LaOmhN4fH3f0QbN0+UJfp5euPmMa19KHhK0ZFjqkxtLs6r79x5+uy2BGk4uJIlS4FYx54zpyp4eenybplqpInH7u2jCh7lyaV/GhMYWRrVFCRjLuhDbb4S/H8IziQIDgqNs7ZH5izxD4jocuTIEflDTlfGAXcJUqaClC1bNt775vowy5cvlyKzHCiJz3QhLpLKGSQcZDh06JC0NtaFu/XEV44cOWQsPCZuAR1bgeDolBoRsWV2KHVxOG12586d1KGDdmX/uHDxXW7Jze9bH27BnNj6L4xfg2u96FvH+HPQnAqktAsvXbq0zufx+45t7IYcQ+5MtHTpUjl3+PUSWgcGkr9WrdrRtWtXycvrKvXp010K23IdlZs3vWSq2E8/DSV7e3ut35HPnsUMvHI9lilTJsr55+6eiQ4fPiBLdFmzZqc2bdprPcYZLTduXKfz589Q377dqUCBwhQZGUG3b9+SW87AUQJFkDpxodubt67T7VvXaeiQ3lSgYFEKCgqku3duyh/2vXr/pFWbhc+bFy+e6SyCO2/eFDlPM2XyoJMnDssSXebM2ahpszbqn3PkyE3Nm39N27ato7VrltDhQ3soW/acFBYaItkvXEuN21O3a68q7q7rW94zp4/J/arVdP/OB/NXrkx9CYI8fXaPlq4YS9my5qMwbq/7/L5c+Das31Vr+gS36tUV+Pj46SMdObaBjp/cQu4Zs0snIn6Mi+D6+fPv3yjZd/Uq2r8XX716RkeObyQHe2dyd8+uynQICSQ//ydysWxn50jNm/SOMQXJ68YpOnx0A7m5ZVF3VeJxvXqtmtKdK2dhqlLpv26RYN6KF61NL17coxe+92nD5j8ocyZPyah6+dJHztMa1TqSjUYBXs6e4k5D0fHv0TPntkj3oQyuWcnRIQNFRX2U7Bqu68LnaeZMeaVgrj5KwVxPzzJxNnwoVaKBjJuDO1u2T5GOSfbcBSnIXx5jRQpXp8yZY8+8BUht/F76Syekl77+UpA3tmvA3v10/x1j9AAMD2T54rW0Z+dBevI49owUxsGSCzf0X+DGB1/c8pQSzmaIbty4ceoL8NiKterTtm1bGjp0qGSC/PDDDzFaCUfHU1i4NbPyHr/++muaN28eLVy4UNo6Ry/ky8EhbqGdEPx+f/vtNwkQcRcoQzsh8VQFxu9Jn7x580pxY26B/Ouvv1KDBg3U7yuu983atWunbkW9d+9eeX70KU7jx48nY5g/f758NtFr+fCx5ePO2rfXvlhV2oxfvXpV5z7nzp0rBW4TcwzbtGkjbai5jsaPP/4Y57kD5ouzVcaOnUBbt26kI0cO0rlzp2UaRYUKlahdu07qGi1x4cAM/5GmZK7wogsHeKIHYDjDYcSIsbR79w46eHCvFNBlOXPmkuybBg0a4/xL5Thbheu07N61hU6dOkpXLp+T6UM87ajFV+0pVxxTiLTPU1Xw/PnzJ7LoUrBgUa0ADGvVuqNkyxw8uEumIl2+dFZqYnDghTNkGjRorrdbGJ/Tb94ESG2YYsXw7WxKxcHA1l8NoAuXDtCt2+fI+8E1mbrD044qlm8srZ0NwV2SalZrQ0+e3aVXr55LIOTTx4+U1s6BcucqTAXzl6OCBcpKdyJNHJThTBWeAvXy5WOp+WJlaS1Bldy5ilKpEjWloG50JUvUkAwdDuA8enxLAkOcBcGBl0IFK1DB/GVNPn0ckvY85VbN128cJm/vi/T48Q2ysralHNmLUqmS9aWrkCH491+Fcl9JICfwzQvJSuFgM5872bIVJM/cZcgzT6kY56mCM7z4tQ2ZfsRsbe2oWZMf6cat4/Tw0TUKCHhGfh/eS6AxW9ZCVLBAJcqZw7DmG2AckrBi5F8N+E1jPG8Cg2jCb9Po0P7jcZalUBJCEhOASRNlYPGLkOAQ6tnpB/K+/zBe9TIu3TpCicE1RziLgi+mufjt9OnTpS0ydxrhi+8xY8aoL8BnzZpFAwYM0Pl83k5pV63LypUrqUuXLnK/Tp06si0XF+ULHn6/3t7e0rKZsx1atGghAQsFZ6gUKVJEpgTwLY+ncmVV6uypU6ekPTUXvH3zRlUUiy/6NTM1OLuHAyEs+rENCQmRTJM7d+5IsVaeSvPNN99IIVklMLV+/XopPvvXX3+pn8eZHfw+ePx8v3r16jrf982bN6lixYryOp6enjRp0iRpKa18k8/7PXbsGK1evVqOPwdaNAMsfIy4uxAHKzigwcEsvlDl9/jzzz9LZg3/zMV7+dgpLa0NwdN6lDbM/PlzdgkfWx4vO3nypLRw5vfAx+bGjRta2UvcAvv333+XYzB79mzq0aMH2draSrYS/8zr+DjyzzVq1JDPQZPy/Dx58sg6fdktixYtUrfCbtiwoQQEOROL/3HyRQyPc/HixXLOcMcuhfJHGgfA9NXWMfT81YUL93JgSMGfiRLA27p1q2TvKLi+CR+bhFCK8K5cuSNBzwdIKm+C4i6yDvClXb2QsK58AEkpKFh3e2aA5OTXMfH/Yt7Y+O/k0NBIWrx4q1H3++23X5Gjo43eJhlgmHfvIqhLu+/J+94DyWgvUCgveV27JdevRYoXpFf+r+npY1XmWLr0zpQ3n+radNGKmWTyDJiFc1fQ/c8Da9+pFdWsU4UyursZpRe2Ib7//nsJZvTt21cyIfiCkQMaSsCCM0X69++f4P137txZLpZ5HzxdiBfulMOvw8EJpQU1++qrr7Seyxf9HAThxzkIwBe2SkcR7q7DwQm+AOfgRHzx6+/Zs4eaN29O169fl/FxkIkDEjwmpXsPB4U0cUChUKFCMj2L7/MYlIwQztLhhXFAgANLnMnBQSYeI2dw8LZ8PDS7A0XPLuLPfsOGDRIk4GBJx44dqXv37hK84c+G98NBmYkTJ2q17k4IDrxwBhD/EtM8toyLmPLxjz51jDNTNm3aJAEaPm/42PFxUM4bPqbFixfXm6XDHZSmTJlCPj4+lDNnTsqYMaO6xfA///yjDgRxgI33OWzYMPmseOEx8Tj5caXYMWdZJSUO/CiBveiin8PxDY4BAAAAAACYsw1rt9L9uz6UK3d2mr90Orl7uFHpQjXJOZ0T/b1qtmzz/OkLmj55Hh0+cIKq1ahEXXpqZ6jHl8FzJY4cPCHf2A8e0Z9+/qUvlS5bgrLnyEpZsmaKdTEWDobs379fsjw4y4SDD46OjlStWjUptsoBjsSmffIF/r179+RCmuuG8MU2X0DzbcmSJeVCmzMHhgwZEuO5PP2Gp7p06tRJpiBx9gFP1+Gsi0uXLiWoNo2Cs2UuXrwoQQgOgri5uUn7ZH7/vN8RI0ZIZkz04AgHkfr06SOZLVwMl4MgvCiZOAoOJHCGzYwZM+SCncfN2TwcpMifP78EZTjLg4Mc0XFg4vLlyxJc4NdhHDFs0qQJHThwgHr37k3GwFlA/Dp8PHl8fHz5OHPgjI979OlPjIMtHLTjQAxnsfAx4XOEA2T8fvizjC2AyO+Hs09atmwpr8VTsJRjGL1dOZ8TXl5ecrz5mHHwibfhDB5+Pndj4oAYAAAAAACkLkYvwgtGwdOO+Pqw74/fSvBFlyzZMtPkmeOoVt2qNGvaQrpwTlUCwORTkCoUryfzFU9c3J3gqQoJkZgpGGDeNKcgRZ+2BckHpiCBucAUJDAHmIIE5gBTkMAcJKcpSEuWGHcKUs+emIJkDDUqNKXQkDA6dXmPOsbBGTDpXdLRoVPbtLZ99PAptWzUiWrVrUZTZ/9u+ilInIbDWSdJGXwBAAAAAAAAMGco0J08hb99R05OjloxDltbGwp/Gx5j25y5spGDowNdv3ozaaYglSpTTKJDL31jtlcDAAAAAAAAANNOP8I0JONxdXNRd31UOKdzpsjI91KAVxNPHIqMiKSgN8FJE4Dp9u03Ui9jwf+WJeoFAQAAAAAAAAC+JHePjBQe/k4rqJKvQB65PXHsjNa2Z09flDqkzukckyYAU7hoAfpt4jDatX0/jR42kZ48fpaoFwYAAAAAAABIDVOQjLmAcRQpVlBur172Uj9Wu241yXaZOXkB7d11iB49eEL79xymMcMnybEvX7FMol7T4BowTeuq2i1ZWFrSzu37ZHF2diIHR3u9z+EB7ti/NlEDPHLkSKKeD+aLi+4aWCMaAAAAAAAAwGA161Slf1Ztpn27D1H1WpXlseatGtG6NVvp3h1vGjH4v2K7fF3q4GBPvfp1oyQJwDx/5hvjsaCgYFn0QXQOAAAAAAAAUjMkrSRP5SqUon8P/ENWVpbqx6ysrGj+0qk0ZcIcOrT/GEVEREpco1SZ4jR05AApxpskAZixE4Yl6oUAAAAAAAAAAJIDDqxkyZopxuMuLunpj8m/SoHewIAgcnS0Jzt7O6O8psEBmOYtGxrlBQEAAAAAAABSC8wMSZ6OHDoptyVKFZGgS3ScDZPR3dWor2lwAAYAAAAAAAAA4gl1c5Oln/uNJEtLCzp8ZkeSvSYCMAAAAAAAAACQqjg5O5JFGgtydHRIvgEYv5f+tHLpejp14hy9eP6SIiMi6cKNQ+r1wUEhtGHtVqk01LVne0nbAQAAAAAAAEh1TNE6GlV9jSJHzmx0+9Y9ioiIIFtbW0oKFvHZ+NyZS9S2eXdas2IjPfB+RO/C38VoE+yczokOHzxBc2cuoZPHzhp7vAAAAAAAAAAAidKgcW36+OEj7d35X0JJsgnAcObL4B9GUUhwKFWrWYkmzxxHzs5Oegv2cmDm+NEzxhwrAAAAAAAAgNlI8zlhxajLl35TKUT7Tq2oZOmi9Ncfs+jo54K8pmbw/CCedhQaEkZ16leX4Aub9Pt0ndtWqlpebm9ev22scQIAAAAAAACYHXRBSp6WLFhFpcoUp7u3venn/r9SHs+cVLJMMcqQwYUsLPXnqvTu1830AZiTx8/KidP3x55xbps9R1aytramZ89eJHhgAAAAAAAAAACmsGDOMolxKGVVvO8/JB/vR3E+L0kCMFxw18bWhnLnyWnQ9vYOdhQaGpbggQEAAAAAAACYO0wZSp5Kly2R5PWMDQ7AaEaG4vLp0yd6GxZO9vZ2iRkbAAAAAAAAAIDRLV45k5KawUV4PTwySstpf7/XcW577coNev/+PWXLniWx4wMAAAAAAAAwW5zMYMwFzJfBAZhyFUvJ7bbNu2LdjrNk5s9ZKidGpSrlEj9CAAAAAAAAADNk9A5InxdI4QGYjl3akoVFGlq6cDWdOKa7vbTfy1c05McxdO70JbKxsaavv/nKmGMFAAAAAAAAADBLBteAyZk7O/00tC9NmTiHfuwznPLmzyNtqdnQgWPo+TNfunP7Pn36+Eke+2XUj+TukdF0IwcAAAAAAABI5jBtCOIdgGHfdGlDzumcaMqEOXTvjrf68YP7jqkL9Do7O9GQkQOoSfP68dk1AAAAAAAAAECKFa8ADGvaogHVqVedDu4/RpcvXJOivB8/fSQ3twxUskxxqtewJjk6OphmtAAAAAAAAABmJDnXbAkLC6Pp06fTxo0bydtblWTh6elJrVu3pp9//pkcHOJ/bR8aGkq7du2i/fv304ULF8jHx4fevn1LLi4uVKxYMdl3jx49KG3atInKGqpSpQqdOHGCUnQAhtnZ20kghhcAAAAAAAAAMC9PnjyhWrVqqQMvdnZ2MrPl6tWrsixfvpwOHz5M2bNnj9d+S5UqRffv31f/bG1tLYEcf39/OnTokCwzZ86UIA0He2LDQRsbGxud61xdXSnFFuEFAAAAAAAAgPhJjh2QPn78SM2bN5fgi4eHhwRDOBuGM1V27txJ7u7uso63+fRJVefVUO/fv6eCBQvSn3/+SdevX6eIiAh68+YNvX79miZMmCCBnrt371Ljxo1lXWw2b95Mvr6+Opdt27aRuUEABgAAAAAAAMBEeDqNMRdjWLFiBV25ckXub9iwgRo1aqTePwdGeEoS42142/hYtmwZ3bx5k4YOHUpFixZVjzlDhgw0fPhwWrx4sfzMQRjldVILnVOQxo6YZJy9p0lDY//4xTj7AgAAAAAAAIBE4yAJq1GjBlWrVi3Gen6Ml+PHj8tUpG7duhm875o1a8a6vl27dtSnTx8KCQmh8+fPU8eOHSlVB2C2b9kjUSqls5EmQyNu/FzeFgEYAAAAAAAASI2MOW1Ic5+JER4eri5ey9ku+jRp0kQCMLzwc3jqkDFYWlpKXRj24cMHSk10BmC4uK6+D/XIoZMUEhxKtrY2VKhIfnL3yCiP+730p1s37lJERKS0oq5Ru7JJBw4AAAAAAAAA8XPr1i11XReeIqSPso7rxdy+fVuK6xrDlStXKCAgQO6XKFEi1m25E9OzZ88oMDCQnJ2dqUiRIlKX5rvvvpOfU0QAZtyk4To3HjlkvARfun7bgXr06khOTo5a60NDw+jvBatp+ZK18iGN/+tX04waAAAAAAAAINkzXt0WzX0mBgc0FNmyZdO7nea658+fGy0AM3ToUHVNmLZt28a67eXLlyXzxt7eXor4Hjt2TJYZM2ZI/ZgKFSpQimxDvWXjTtqz8yB9+31n6vtDT53bODo60A+DepG1tRUtnr+SylUoTS1a609pAgAAAAAAAID48fLyokqVKulcd/r06Vify7VXFBzY0EdzXXBwsFE+ovHjx9P+/fvl/tSpUyl9+vQ6t+vSpYsEZypXriyBGubn5ycFgceOHUtPnz6VwsGXLl2iXLlyUYrrgrR1406ysEhDnbu3i3PbTt2/ligfB20AAAAAAAAAIHVbsWIFjR49Wu7zFKLYCvty4d+mTZuqgy+MW2MPHjxYAjhWVlYyLYmDMSkyA+aBzyNydHSMMe1IF96Gs2F8vB8mdnwAAAAAAAAAZsv4U5BU9VniynTRx8nJSX3/7du3erfTXJfYeiurV6+mHj16SLOe9u3b07x58xK8L8784U5KvM+tW7eqGwCZA4MzYD5++EihoaFS5yUuvA0v/BwAAAAAAAAASB6yZs2qsx5MdDzNR5ElS5ZEZb7wlKKPHz9K8GXVqlXSCSkxlOlXQUFBUhvGXBgcgMntmZM+fYqiVUvXx7ktb8NVlfk5AAAAAAAAAKm9FbWxlsQqVKgQWVioQgHXr1+Ptc4M42BJwYIFE/RaS5Ysoe7du0t8oEOHDkYJvpgzgwMwXEyXU3sWzVtBs6YupJCQ0BjbcNbLnOmLZBtOAUIBXgAAAAAAAIDkg7sKVa1aVe7v2rVL73bKumrVqslz4mvhwoVS64WDLx07dqSVK1caLfiiTL/iqVGurq6U4mrAtGnXnI4fPk0njp2RNtNrV26kgoXzk7uHm6z3e/mKbt+8S5GR7yVQU6V6BXkOAAAAAAAAACQfXACX2zkfPXqUTp48SVWqVNFaz4/xeta1a9d4759rvPTr109iA/z8v//+W511E5e4arqcPXuW1q1bJ/ebN29uNvVf4pUBw29q6pzx0gXJwtKCIiIi6eplLzqw96gsfJ8f43Udu7alabPHm9WBAAAAAAAAAEjO04+MNQ2Ja7KULFlS7rdp04b27NkjgQ9e+D4/xnibzp07az33yJEjcq3Py7Jly2Lse+7cuergS8+ePeMVfGHcfnro0KF06tQpCg8PJ4W/vz9Nnz6d6tatSx8+fJDslxTbBYlZW1vRT0O/p87dv5agy43rtykgIFDWZcjgQkWKFaQ69WtQRnfzSQECAAAAAAAASE14KtD27dupVq1a5O3tTY0aNVJPM1KCHp6enrJNfKcN9e/fX4IvbMeOHbEW8K1cuTJt3rxZ67FXr17Rpk2baPLkyRK4UTowvXnzRr1NtmzZJAuGx5hiAzAKt4yu1L5TK+OPBgAAAAAAACAFSUPJc2ZI9uzZ6erVqzRt2jQJeHAghhUvXpxat25NgwYNIgcHh3jvVwm+MD8/v1i3DQgIiPHYiBEjqFSpUjLV6MmTJ7INZ7xkypSJihUrJtOOeFqTZjvtFB2AAQAAAAAAAAADJM/4i+AAy6hRo2QxVM2aNbWCLNHFts4Q9evXlyUlMnwiFgAAAAAAAAAAGC8DZuyISWQUadLQ2D9+Mc6+AAAAAAAAAMwMetNArAGY7Vv2SEVjXalDhnY2UlpHIQADAAAAAAAAAKmdzgBM0xYN9Ebpjhw6SSHBoWRra0OFiuQnd4+M8rjfS3+6deOutKJ2dnaiGrUrm3TgAAAAAAAAAMldci3CC8kkADNu0nCdG48cMl6CL12/7UA9enUkJydHrfWhoWH094LVtHzJWvr48SON/+tX04waAAAAAAAAACAldkHasnEn7dl5kL79vjP1/aGnzm0cHR3oh0G9yNraihbPX0nlKpSmFq0bG3O8AAAAAAAAAOYDCTAQ3y5IWzfuJAuLNNS5e7s4t+3U/Wup/8JBGwAAAAAAAIDUHH8x5gKpIADzwOcROTo6xph2pAtvw9kwPt4PEzs+AAAAAAAAAIDUMwXp44ePFB4ZLnVeOLgSG96GFy7UCwAAAAAAAJBaC/Aa2kk4PvuEFJ4Bk9szJ336FEWrlq6Pc1ve5tOnT/IcAAAAAAAAAIDUzuAADBfTjYqKokXzVtCsqQspJCQ0xjac9TJn+iLZhqN8KMALAAAAAAAAqZaxC8CgEEzqmILUpl1zOn74NJ04dkbaTK9duZEKFs5P7h5ust7v5Su6ffMuRUa+l0BNleoV5DkAAAAAAAAAqRUmDEG8AzCc0TJ1znjJcFmzciNFRETS1cte6vlsHHRhllaW1L5jK/rh515Gn+sGAAAAAAAAAJCiAzDM2tqKfhr6PXXu/jUd2HuUbly/TQEBgbIuQwYXKlKsINWpX4MyuruaarwAAAAAAAAAZgOJCZCgAIzCLaMrte/UKiFPBQAAAAAAAABIdQwuwgsAAAAAAAAAAEmYAQMAoOnVy1BaveAcDgoka2F+Mbv3ASQ3Pocff+khAMTp7etwHCVI9n4dU5eSC5RGhVgDMAv+t0xuXVzS0dfftNR6LL569+uWoOcBAAAAAAAAAKTsAMycZVIoKGfu7P8FYD4/Fl8IwAAAAAAAAEBqlMYERXjRaziFBWBKly0haVKZMnvEeAwAAAAAAAAAAIwQgFm8cqZBjwEAAAAAAAAAQNxQhBcAAAAAAADAFNKYoAgvZqaYLbShBgAAAAAAAAAwMWTAAAAAAAAAAJhIGqSsQEIDME8eP6N9uw/TvTveFBwUQh8+fNC7LVd7XrBsenxfAgAAAAAAAAAg9QZguBX14vkr6NOnKIqKiopze2O32wIAAAAAAAAwK7gshvgGYHbt2E8L/rdM7md0d6NKVcvJrZWlpaG7AAAAAAAAAABIlQwOwKxbvUVua9SuQn9NH0vWNtamHBcAAAAAAACA2cPEEIh3AMb73gOZUjR89E8IvgAAAAAAAAAYADOQIN5tqDn44uBoT+4eboY+BQAAAAAAAAAA4hOAyZUnB70Lj6DIyEgcOAAAAAAAAABD5yAZc4GUH4Bp2aaJtJzeu+uQaUcEAAAAAAAAAJBaAzCtvm6mKsD7x2w6f+aSaUcFAAAAAAAAYObSmGiBFFSEV2k3HV3+Ap50+cI16tNjEJUoVYSKFi8sdWFi07tfN+OMFAAAAAAAAMDMYNYQxB6AmbNMiu7qExUVRVcuedHVyzcoLgjAAAAAAAAAAEBqpzMAU7psCUTpAAAAAAAAABLDFIVzkVKTsgIwi1fOTPqRAAAAAAAAAACkpgAMAAAAAAAAACQeiuaCAgEYAAAAAAAAABPBjCGIdxtqAAAAAAAAAABIGGTAAAAAAAAAAJgMJiGBCjJgAAAAAAAAAABMDBkwAAAAAAAAACbKfTF6F2rj7g6SEDJgAAAAAAAAAFKhsLAwGj9+PJUsWZKcnJxk4fu///67rEuI0NBQWr9+PX333XdUqlQpSpcuHVlbW5O7uzvVqVOH5s6dS+/evYtzP1FRUbRixQqqVasWubm5Udq0acnT05P69etHDx8+JHOUJorfFQBAAlWqVIkePwikTq3/xDGEZC3ML/RLDwEgTj6HH+MoQbL39nX4lx4CQJyORI1LFn8nf/zwifbtPWzU/dZvUIssrSzo9OnTidrPkydPJLjh7e0tP9vZ2UnQQwmOcLDj8OHDlD179njtN1++fHT//n31zxx8sbe3p6CgIPVj+fPnp127dslr6BIZGUmtWrWinTt3ys9WVlYyvpCQEPnZ0dGRNm3aRPXr1ydzggwYAAAAAAAAABPhKUjGXIzh48eP1Lx5cwm+eHh4SDCEM17evn0rQQ/OVuF1vM2nT5/ite/3799TwYIF6c8//6Tr169TREQEvXnzhl6/fk0TJkyQQMrdu3epcePGsk6XwYMHyzg48DJ9+nQJvAQHB5OXlxeVL19esmxat25Njx+b1xcXCMAAAAAAAAAApCI8tefKlStyf8OGDdSoUSNKkyaNLBwY2bhxo6zjbXjb+Fi2bBndvHmThg4dSkWLFpV9sgwZMtDw4cNp8eLF8jMHYZTX0XTv3j2ZpsTGjBlDAwcOlOlHrEiRIhIs4gARB2FGjx5N5gQBGAAAAAAAAADTluI14pJ4HCRhNWrUoGrVqsVYz48pjy9fvjxe+65Zs6Y66KJLu3btpNYMO3/+fIz1q1atkgwdBwcH+vHHH2Osd3V1pd69e6uDR5y1Yy4QgAEAAAAAAABIJcLDw+nEiRNyn7Nd9GnSpIncHj9+XJ5jLJaWllIXhn348CHG+v3798tt9erV1YEafWPj4MvJkyfJXCAAAwAAAAAAAGAKRq7/ksYISTC3bt1S13XhKUL6KOs4G+X27dtkLFeuXKGAgAC5X6JEiRjrb9y4YfDYGNeFMRdWX3oAAAAAAAAAAGA4DjpwlyVd4uqO9OzZM/X9bNmy6d1Oc93z58+lpbQxDB06VF0Tpm3btlrrlGK7cY2NpyelT59eivvy2MwFMmAAAAAAAAAAUgmllTPj9tD6aK5TgiKJNX78ePUUo6lTp0oQJSFj01xvrLElBWTAAAAAAAAAAJiKkVpHR5+CE1emS3KzYsUKddei7777jrp160apDTJgAAAAAAAAAFIJzcK2sXUQ0lzn7OycqNdcvXo19ejRg6Kioqh9+/Y0b968RI1Nc31ix5aUEIABAAAAAAAAMJE0Rv4vsbJmzaqzHkx0T58+Vd/PkiVLojJfunTpIsV8OfjCbaa5E5K+AIwSUIltbGFhYVL/JbFjS2oIwAAAAAAAAACkEoUKFSILC1Uo4Pr163q3U7oLcbCkYMGCCXqtJUuWUPfu3aXrUocOHWINviiKFCli8Nji6paU3CAAAwAAAAAAAJBK2NnZUdWqVeX+rl279G6nrKtWrZo8J74WLlwotV44+NKxY0dauXJlnMEXVq9ePbk9fvw4hYaGxjo2LsRbpUoVMhcIwAAAAAAAAACYSJo0xl2MQSmAe/ToUTp58mSM9fzYsWPH5H7Xrl3jvX+u8dKnTx+p+cLP52lIlgYEX1inTp1kWw6+zJo1K8b6gIAAWrBggdznNtZxdUtKThCAAQAAAAAAAEhFuCZLyZIl5X6bNm1oz549Eizhhe/zY4y36dy5s9Zzjxw5QmnSpJFl2bJlMfY9d+5c6tevn+yrZ8+e9Pfff6unPBkiX7581LdvX7k/duxYCcJERETIzzdv3qQmTZrQy5cvydHRkcaNG0fmBG2oAQAAAAAAAFIRzjDZvn071apVi7y9valRo0bqaUbh4eFy6+npKdsYmrmi6N+/vwRf2I4dO2Itklu5cmXavHlzjMenTJlCPj4+tHPnTvrxxx9p0KBBkukSHBws6x0cHGjTpk2UI0cOMicIwAAAAAAAAACYhBHnDWnu0wiyZ89OV69epWnTpkkwgwMxrHjx4tS6dWsJenCgI76U4Avz8/OLdduAgACdj9vY2EjwhqcuLV26VArycuej3LlzU8OGDWno0KGUK1cuMjcIwAAAAAAAAACkQhxgGTVqlCyGqlmzplaQJbrY1sUHT3Hi+jEJqUGTXCEAAwAAAAAAAGACnKuSPPNf4EtAEV4AAAAAAAAAABNDBgwAAAAAAACAqSBlBT5DAAYAAAAAAADARBB/AQWmIAEAAAAAAAAAmBgyYAAAAAAAAABMVoXXyDkwSKkxW8iAAQAAAAAAAAAwMQRgAAAAAAAAAABMDAEYAAAAAAAAAAATQw0YAAAAAAAAABNByRZQIAADAAAAAAAAYCqIwMBnmIIEAAAAAAAAAGBiyIABADAhS8s0VK1OXipdPhtlcHWgiIgP9ND7NR3cc5eePwlK1L7rNi5A9ZoUlPub116lsyceGmnUYM4srSyoTtNCVK56LnL1cKSIdx/I+5Yf7dnkRU8fBCZq343bFqPGXxeX+/8sPEcn9t/TWm9tY0kFi2emYmWzUp6CGSlDRgeiKKLXfqF0/eIzOrj9FoWFRMTYb8ZMTlStQT7K4elKru6O5OhkS58+Rcnzblx6Rgf0PA/Ml5W1BbXqW4FqtS1CmXKmp3dh78nrzBP6Z9pJ8r72MlH77ji0KnUcWk3uzxm8h3Ytu6xzuzzFPKjdj5WoSKXs5JQ+LQX6h9GFgz60ZvIJCvANjbG9rb01VW6Sn/KXzEz5SmUmz2IeZGtnTfvXXqPpA3YmasyQPFlZW9LXgypTvU4lKEseFwoPjaRrxx/RyvFH6d7lFwbvp2HXkjRsWSu96x/f9qcuhWbHeLx4tZxUokYuKlguqyyumZ3k8ZppRsfrfZSsmZumHexKFhYWdOif6zSuw4Z4PR8SLw1SYOAzBGCSyMOHDyl37txy/8GDB5QrVy71uiNHjlCtWrXkflRUFKU0/F4fPXpES5cupW7dun3p4SQbadKochEPHz5MNWvW/NLDARMFX3r2r0Se+TNSSPA7uuXlS07OaaloySxUsGgmWj7/DN295Z+gfWfK4kS1GuSXi1QLC+S1wudzzsqC+o2sRfmLZqLgN+HkdeEZObvYUckKOahomay0YNJRunXV8IsGTVlypKf6rYrEes6VrZqLOn5fUe77PQ+mG5eek7W1JeXK50r1vypC5avnppljDpC/b4jW83LkyUC1mxaioIC39PJ5MPncfkdp7W0op2cGqsfPq5GHZozeH+N5YL7Bl983tKcSVXNSoF8Yndt7n1w8HKlK0wJUvn5e+q3jBrp0+EGC9p2rUEb6emDlOH83VmlWgIYuaCFBw4c3/ejm2aeUo4AbNe5aSsYxtOkqenLvtdZzsuZxoSHzmidoXGCewZfJe7tQqVq5KeBlKJ3acUcCINVbFaZKTfPTiGZr6Py++/Ha5/0rL+j+Fd8Yj79+oft32w+zGlPekpkpMThIOGQRzluA5AIBmBSKgzq8cPADQY+EWbZsmQTOODhijgGS69ev044dO+jYsWPk5eVF/v7+ZG1tTdmyZaPq1atT3759qWTJkl96mClazXr5JPjy5GEgLZp9SjIRWIkyWembHmWpXdcy9OeYAxQZoXrcUBy7a9OpFL0Ni5R9FymRuD/OIOWo16KwBF8e3n9Fc8YdpHfhqnOrTJWc1H1gVeryQ2Ua22+b+lw0VBqLNBJYCQuJpIf3XlGJ8tl1bvfp4yc6eeA+Hdl1m15oZHiltbemHj9VpcIls1CnfpVo+qh9Ws/zvuNPvw/cQS+fBWs9zhfH/Loc2GnTvQzNm3gkXuOG5KntD5Uk+HLn0nMa0WqtZBWwGq0K0y8LW0iQo0fZeerHDcUBl4GzmlBIYDjduficKjXOr3O7DJkcadCcpnJ+zf1lH/275KJ6XbufKlPXkTVo6MIW9EPtv0nze7G3oZG0d9VVunf1Bd274kuFymalPhPrJfQwQDLX4ZeqEny5de4pDaq7nN5+zsKr3b4YjV7blkauak0d8kyP13l6YuttWvbbYYO3P7/Pm45uvCnn84PrL2nD08Hxfh89x9ehTLld6N9FF6l573Lxfj4YCb4rg89QAyYZsLe3pwIFCshiLBx8+e233ySIAAnDx46PIR9Lc7N69WoqXrw4jRw5kvbu3UvPnj2jtGnTUmRkJN25c4cWLVpEZcqUkfcHpsEXAlVqecr9LeuuaV3wXr34TLJheJpFuUo54r3v6nXyUvacLrR9wzUKD39v1HGDeZ9ztT5PSVu/6Lw6+MIunnxEXpeeSQZWpdqq8zI+eEpTzryutOHv8xT+Vv/FxtmjD2jtgrNawRf27u17Wj33jNz3LJiRXNwctNa/ef02RvCFvY/8SFtXqaaP5C+WKd7jhuTHwjINtfh8ETh36F6ti9ejm2/Suf33KZ2bPdX/RjXVLT5a9StP+UtlpnnD9lFo0Du929XrUJzSOtjQ1eMPtYIvbN30U3T38guZXlS2rva/Fd+Hb2jmwF20a+llmX7y4f3HeI8RzIOlpQW1GVhJ7s/o+686+MJ4Cs/pnXcpfUYHatyjtEnHseCXfbTyj6N0bs89Cnr1Nt7PL1whG7X+sSJtn3eebp5+YpIxgmGxF1MsYJ4QgEkGypcvT7dv35YFwBjev39Ptra29M0339D27dvpzZs3FBQURG/fvqXTp09T5cqcnv2Jxo4dK1PDwPhy5slADo429PpVGD17/CbG+msXn8tt4eLxu6h0c3eQui83rr6g6/GYfw4pH9dccXCypVcvQ+ixT0CM9ZdOPpLbYuWyxWu/7pmdqHG7YnT13BO6cibhf8AHBYZTyOeL4vQZ7Ax+3sePn+T2w3vVLZg3viB0zmBHLx4GShZJdMe23JLbio3yxWu/WT0zSN2X07vu0skdd2LdNl9J1e/dK8dU/yai48AM05dBAylf0So5KJ2rPT33CZDsk+gOr7sut1VaqILeyRFneA39+yt6/TyEFg7f/6WHAwCfYQoSQApUqVIl8vHxoSxZsmg9bmVlRRUrVqRDhw5R2bJlZWrShAkTqHv37l9srClVlmzp5FZX8EUef6J6PHNW1XaGat2xpFyQbl13zQijhJQkWy4XudUVfGFPHqgez5ZTtZ2hvulTkT5++ETrl5xP1PjsHGzI3tFG7nN9GkOzJZp8Lvp78/KzRL0+JA+eRT3k9v7VmMEX5n1N9XjuIqrtDPXjjEaSkcJZNXHh+kIsRM95yFOYZKzF4jcGSDnyfg7S3dURfGH3Lqm+APEsEb8vUfKXyUK9/6xPjunTSkbLjVOP6ezue1KzyNi6jKpJuQq70/Bmq+M9nQ9MACkrYC4ZMFx7g4uV8jf1/K3+lClTpG6Fk5MTpUuXjmrUqEHr1683+PnTp0+XjBMXFxd5fOvWrVrb8/QMro3B04EcHBxkelChQoXo559/pqdPn8Y61nv37lHXrl3lopezD3LkyEHffvutXAjHhqe48FiUoqy6fPjwgZYvX05NmjShzJkzy/49PDzkInrYsGFyIc24ZgnvR5lacvToUfW+lYWPRXQBAQHynHLlysmxUcbfsWNHOnfuXKzjDw4OpuHDh1P+/PllmguPq2nTplJcNjGU98IL3+fjyMeTx8WvkzVrVjne9+/rL4DGx4XfV506dcjT01M+Tz53ihUrRoMGDdL5mfLUI35NPnaMnx/9GOqalsTj+PHHH2Xfzs7O8lp58+alr776ilauXEnv3ulPhw4JCaFff/2VChYsSHZ2duTq6irH8OzZswk6dnz+Rg++aOLPt0uXLupxc4YMGJfL52/4g97o/tyDPv/hz1kyNraWBu2zUo3clCevG+3edpOCY0mvh9RJOg59ns6ji/I4Z8nYpDXs+5fqDfNT3sLutH31FQoKMCxook+txgUkrf/Zo0B67RemN0jTqV9FWXr/UoN+n9eSqtbLRw/u+tOGvy8k6vUheXDPrgo6v9JTdPTVc9XjnCWT1sHaoH027VmGilbKQct+P0qvdXQvii7o87+FTDnS61zv8flxZayQ+njkVJ0D/k9jTo3UfJyzZPj3lqEqNytAHYZWpWa9ylKnEdVp4r+daNnNAeRZ3LjBvrwlMkkNm8Prvej0v7FnhAFA0jKbDBiuXVG/fn258LW0tJSLaL5o5AKjvPA3+vPmzdMbxIiIiKDatWvTiRMn5Pl8gRx921mzZkmg5eNH1ZxevshnyvSgv//+mzZt2iQX89EdOHCAmjdvTuHhny+qHBwkqLFkyRLauHEjLV68OMHv/cmTJ3IRf+nSJfmZx83Bp7CwMLp48aIsPD4OJvF74wBIaGiorOeiqxkyZNDan6Ojo9bPfPxatWpFr1+rqv3zPjgIwK+7Zs0aWrt2LU2aNImGDh2qc2wc5FKCTPx6fKx37txJu3fvprlz55IxnD9/XoIvHOzhY8tjfP78Oa1YsYI2bNgg02zq1q0b43kcxOAOTErQgZ/L5w0HZnjh6Tc8Vs4YUfB752PInx8H7fg50Y+ZjY32/2xnzJhBQ4YMkUCZ5mtx4Mjb25u2bdsmgRldRW9fvHhBpUuXlkAIn3PcIpBfm8e1f/9+KaTL576xKec3U8YNxmNjq/r1qq/AbmTEf7UDbG2ttH7WhadsNGpeWFpYn/mcHg+gyfZzUEXfuaRZhyhtWiuKjKMQL9dpaf5NSfK+7U/H92m3m46vHJ+7GbEtK1T/L9PF1taSKtbUrrtx57ovrZl/hkKD0YY6JVCCKhFhuutXhYf99029naONtKeOjXs2Z+o2qoZ0Mdq5VP+5penaiUdUq00Rqtm6MK2cdIzea/ybsXeypWotCqnuf87YgtSHzz2m7/zTzCixc7LROm91ef0ilJaNPUwnt9+mFz6B0rEub6nM9O0fdahQ+Ww09UA3+q7UPPLXUQsrvjjQzVOPeIyzf9iV6P2BsSAFBswkA0bBwZVTp07RnDlz5CI8MDBQLlz5opwtWLBAttGHn3f58mUJhPDz+QKXF66FwThDgbMX+MKZMx44M4LrZXAQ48aNGxKg4BoarVu3lqCDJi5w2qZNGwm+cLbM8ePHJQDCC9/njJXvvvsuQe+bMyMaNGggwRcOOs2ePZtevXol75/3//jxY3nfhQsXlu2zZ89Ovr6+NHiwqko6vz/+WXNR1rFbt25R48aNJfjC3ZK4cw5navDr8vEdMWKEBDt++eUXCXJo4kBV27ZtJfjCAS0+hjwmDnBw0IGzdQYMGCDddxKrV69e8t5OnjypDi7xseWMET7uPA4OyETH3X44cMatv3k7fp/8/vhc4qAGH0d+rmZ2Srt27eQ4KecGH6/ox1BZxzjI9tNPP0kQgz8rzlpRXovHyZk0fJ5GD9oo+vXrJ1ODDh48KNvz++OsI85i4cAjv3eu12Js/HqMM4nc3NyMvn8wrtYdSkpb601rruLQQpL4pnd5uUhYu0BVPDehOHj43ZAaUo9g/7abdPvzFBNd3gSEU/+2q2X5tfdmWjbzJLl5ONKIqU2oaOmsiRoHpEwDpjWSVuczfzL8QvPwxhtSg8YtizP9vr6dZB9wYIgL+I7f0E598W2KaSGQOnG7au5+xMWbuUA0Z2FdPOBN/SsvpmvHH0lB32+GVzPKa7UfWpXyl85C84fslfbZkDygAC+YXQCGL+o5+MAXqzy1g2XKlEm6ufAFNBszZoxkX+jCF7WrVq2inj17qp+fPn16cnd3l3UDBw6Ux9atW0ejR4+Wi1LONOFsBA5ucOZLs2bNJAgzbdo0rX1zDQ1+nPfHmTBVq1ZVr+P7yoVuQvCUKw6S8MU777t///5aGS0clOjTp4+MISH4ffNFP0/H4WyQokWLSjBAOb5//PGHZL8ox1fT5s2b1VNkOEumU6dO6iBDnjx5ZD1PkeJAVmLxZ8HvXzPwoRxbzgbi82PixIkxnscZMlzfhNtxKxlPnKXDGS+7du2SrBQOoPHnmxD8ufOxYy1btpR98hQ35bU4oMdBID5PlSBZdBzg4ulanKHF5xs/l6eCcWYP4wweLpxrTBy8UgJqvXv3Nug5fMx0Lcr0N9CmZL4omTDRaU47ioijDXXZijkof2F3OrL/Hvn56k7bB1AyXPRNaVMyZNi7OLJfKtbMQ4VKZqH9W2+Qr54UfEPwFLt+o+qQi6s9nT3iQ9s+dzQyBAdjLpx4SP8bf0j+dOVpSdzOGsybklFgq2d6keZ0jrjqVtTrUIzK1M5D62edoSd3VVm8huDsr7EdNtBzn0AqXiUnzT7UgzY/Gkwz9nejrHkz0OLRqr/bYuukBCmbcu7pmwanBOlk25CE11fhmm5r/zwu9ysaoehzjgJu1HV0Dbpy5AHtXGJYRhgAJC2zmYKULVs2dbZLdFzThC9WOTOEp2zwtJPo+OKXp/HowoECzobhi3Fdz1VwvRGeDrJnzx6pJcOioqIkaMM4y0VX3Q1+jC9y//zzT4ovzt5gnJ3CF/bGxBf2+/btk4t+znDRh1+bs0CuXLlCL1++lOk57J9//pFbDhZwFk10HMjhYFajRo0SPVYOMnFASNex5QyRyZMny3g4SGcoDnzw2DjrhwMSXO8mvnh6GQdheF8zZ86UYxlfPH5d743Px9y5c0v2zrVr16hKlSpkDJzBw92R+NzljC0lgATGFfi5Xka69P9N9dKULr2qRkxYaGSc04+UTkn5CrpT7rza2UrumVTT46rV9qQSZbLKFKV9/6KjWmoU4K+qq5LeVfUlQ3TK42EhEXFOP1I6JRUqkZnyFdauTeCR1VluazctSGWq5JQpSv/+EzMzK62dFfX7tTZlzpZOOiitmpewTBq/FyH08P4rKlA0E+UpkJFuXtZdFBPMg9/nFuVumZ10rnfLono8OCA8zulHFRupLlhL18xNxSpn11qXLa+r3Lb8vjxVb1mIbp55SismHlOvf3LvNfWpspAqNy1ABcpkkQDl0/sBdGTTDcpd2F22eXTrVaLeK5ivl49UtfEyZlP9votOeZwzWeKafhQXJXjo+vncT4zyDfORTVprcvFwpBmHtRssZPj890Kp2rllHQeZuEAvJAFT9I3GjCazZTYBmFq1aum9uOXgCgcFODhw4cIFnUEUzayU6PjiWymiq+tCWMHTQZhSU4TxxbFSO0VXDRIFr4tvAIZfRykSy9k3xsb1cDQv9g0dkxKA4boscb1vrg/DgZjE1hiJ7TU4c4QDMByA45ornO2iiWvRcCYMj5eDD5zxE11cBZbjOoZc24WzkRKiQoUKetdxgInPMQ4QGgMHi3hqGL9fztjiAJKSERYXfVk4nAXz+EGgUcaXkjx/qrrIyKqnyGPW7KrHXzxTbWdoa2t9Mno4yvIuPPYLFki5nj5U/TvMoec8yZ5b9fjTR4b/e82dP6Pede5ZnGV5q+Pig6cb9RlWi3J4utKtqy9o6fQTFJWI6RxK/RcnZ9sE7wOSB2+vl+oiobp4fg44P7ih2s4QhcpljbU9NS9hQTEzpLm1Obe9Vlpfa7bKZleOod5WanX/c4t07lqkS77SmeXWW083r/hwclF9IfMukYEcTTkLZZRFFxd3R1lCDexGBwCpNADDU4LiypDhAAwvuvBUI32U2iFcByS2TjUKpdAu8/PzM2iMPL744mCBInpQwRiU9831RfQdt+g0pxMp7z22982FXrmjj6H718fQY8uvoxwrfl+ctcRTzxScqcJdnpSpUko9GV1Bmfh8Ron5fLh+jj7KdDAuBmyM4AvXveF6QvyaHJjSNy0KEu+RT4Bkt7i6OUgQJno76uKf/6i7GUs9DMWKhfo7kbXtXEqmKG1ee5XOnsDFQmrmc9tfslvcPJwkCBO9HXXpKjnl9vr5uAPOiyb/lykQHU8F4kK5/yw8Ryf2xyzOy3VjvhtSXbon3b/lRwv/OkofPiS8jhXvL09+VeaXvwEdbiB542K5nN2SOZcL5SuZie59vtBVcLYKO7M77sLPv3fRP334p9lNqF6H4jRn8B7atczwqW885aRBpxIUEf6eDq67bvDzIGXxOvlYsluy5MkgGVJ3orWjrtVO9cXlyW2Jzzit0Ub1t9idC4nP7ts487QsujTsWpKGLWtFh/65TuM6qKa5Q9JBwgqYXQ2YxOILb32UrkdcYJenZRiyJIXY2lIbg/K+OUBi6PvmjBZzwdO3OPjCmVPcJps7RXGNIM4mUYrpcvFcltDP1NSfkbFwseF69epJcV8u5szT6CpWrPilh5WicfHGk4e95X7LdsW16m/wVKFCRTNRaEgEnT/9WP14tpzpadCo2rIAJOScO7xTdTHw9XflZAqQgqcKcRHbkOB3dPqQ6rxkOfO60q8zmspiDGks0lDXHypT4ZJZ6NH91zR/4mF6Hxn7FDtWrX4+cnGLmY3n6GxLnftVko5Mzx+/kXbUYN4+fYyibQtUGbR9/2qgVUujRqvCVL5eXgp69Zb2rbmmfpyL4y443UsWY8lTzEOCe5rSZ7SnUctbS3HeVX8ep0A97dIh5ePaLBtnqAIZA+c2le5Yitrti1GlJvnpjX8Y7fr7vzorBctlpRW3BsiiydbOmtoNqiKt1aP/DflV3/LU9idVJ87NsxJX8BySOb5mMOYCZstsMmC4UKoh65XpMfGhTDvi6SvxpZlZw2MoUkTVZtMYU1w0p0Px2LhArjEp++eLc+4MFVsmhr73zh2hYvtsOKNImaKVGPwa3BVI3zqF5ufPhYEZF17WV6SYOz0lRmLOnaTCASeewsVdwPgz5uCLZtttMB0umutZwI0882ekIWPq0IP7r+WCMk9eN8kIWLfiklabahsbS3LPlPg54JB6cZeh/EU9KH/RTDR6VnO6f9OPnNPbSTbKhw8facXsU1rtqPmcy5Q1ndFev0bD/FS6kirTJvhNOLXpUVbndqcOekvGjqJKvbzUtmc58n0aRH7Pg+XfBwdkeNoUF7IOeBVGS6YdpyT6/gNMbMOs01S8Wk4qUTUnLT7Xh7xOPSYXDwcqWimHBOym9N2hVYDX1t6asudT1XQxll7j61CuQu7k4/VSLqTTudpLO2Au9Lxl/jnaNEfVZCC6X5e3ogweqloa6T4HDTloNG1PF/U2v3fdRIEvEbwxd2v/PEGla+ehUrVy06p7P9LVow+ljkqJ6rnofeQHmtB5k9Z5yudOjoIZdU7J/H5KA+o5vrZkuXAdJDtHW8pT3IMy5UwvGdtLxxyi0zvvxnhuk56lqcm3ZVQ/aFx0zz39X3fVnYsvouAugBkxmwDMkSNHJEtBV8YBdwlSpoJw15344vowy5cvlyKzHCiJz3QhLpLKGSQcZDh06JBM8dAlIZ2QcuTIIWPhMXHHmtgKBEen1MuJLbNDqYvDv/h37txJHTp0iNf4uPguB2D4fevDLZgTW/+F8WtwrRd96xh/DppTgZR24aVLl9b5PH7fsY3dkGPIhXG5exSfO/x6Ca0DYypcF4eDL1evXpVuUXv37o215gwY18ePUbRkzmmqXjcvlSqXnQoVyyQBlxtXX9CB3Xfo+edilABGO+c+fKL//XGY6jQrROWq56ZiZbNRxLv3UgR398br9NTE9ZrsNTrY8Gvrc++Gn1YAZvcGLypWLivlzOtG+Yp6UNq01lLPiKdReV14Rsf33dUKHIF549oro9r+Q636VaDabYtShYb5pJDp6V13ac2UE+R9LXHTlg1xaL0X1WpblHIWzEhFKmankMBwunzkAe1YfDHW2i+exTzII1ptLw7EKMEYZm1jNn9eQyw+vP9IQxqsoHaDq1C9TsWpSvMCEnA5sfUWLR93RFpKG+Ld2/e04vcjVLhidsqW31Xqx1hYpKEA31Dav/oqbf3fObpxWvU3a3QZs6WT50Wn+di5PffxOQKYkTRRSTWfJoF4ygtfxLPFixdLNkN0HDjgDjh8Ac7BCq47Ev353EKZuyXpq43BgRTOBOFWwlyYNLZuNpxRoNkKum/fvjRv3jypLXLz5s0YhXw5OMS1Nnj/jIuqagYKOLjERYZZ9I+Dx/zbb79JzRIuFmxoJyTuyMMtprm4LnfQ0YeDGtwCmdtGc5FazfcV1/tev349tWvXTu5zVkWDBg1iTHHi468UquVABXdUMhRnlfDnwviz5WMbvZYPH1vu5MNtqLlF+Zw5c9Tr+Fjxe+IOSvz5RMfbDhigShOtUaOGfA6a+FzYunWrbDNr1iy9507OnDnl1pBzR5MSTOTjr29qlyHnrz7+/v5Up04d6fLE5yZ3vEpIgDIuShHeTq3j3+ULICmF+aF+CCR/Pof/m5YIkFy9fY0CrpD8HYka96WHIH8n8/Xd8WMnjbrfatWryLWEviYZkHyZTQ0Y7tjCF9h8Ia0UweWLb27vrLRD5otUzeCLoTgzgAMWbMuWLZLFwkEDpUYK/6O5f/8+zZ07V7I++FbTiBEjZGoHB1g42+DUqVPqdXyfL4ITGufiFsE89YY7MHENj//973/qQA7jrIupU6fS0KFDtZ6ndDXioMWxY/qLKXIQgmuC+Pj4SMCCAwiahXa5qC23+OYW3tEzZLhmDh8PxoGYNWvWqIvFcpCpTZs2dPbsWYO77MSGPws+tmfO/Dc/9uTJk3JsOfjCx3/YsGFaz2nYsKHcLlq0SM4brv/COFuJgxk//vijBHb0UY4hZwcp2TS6zh3uwKScO9xhiIM+yufNr8lZNtz2mT+LpMLBFw6ucfCF3yNnYJki+AIAAAAAALFDCRgwuwDM999/L0VDOduEL7Y5E4Nb9C5cuFDWc2ZM//79E7z/zp07y4W6ra2tXKxWq1ZNAgdubm4S1MmXL58EgLjNdfRpUDxNiLNBeLsbN27ItBRHR0dZ+D7XKOF9J4RSMJWDAVynhd8jX1Dz++f98zSlwYMH09272vNGOaODM0M4cMH3OYDFWTe8zJgxQ70dZ+ZwZgR3GfL29qa2bdvKa/Jr8P45m+frr7+mbdu2yZSd6IWNOTjD++QMkI4dO8pzONuCM2p42tTs2bMpY0b9bUwNxZ8zt8DmKLJybHkKFQc1+Ljz8Y8+dYyDV/z++BjwecOfJx83Hg9nFfGULj6v9OEOSnZ2dhKc4iwXri+jHEPNQNB3331Hf/31l2S+8GfFgSzl3HFwcJAgEdejUdqYJwUOOHl5ecl9Dlg2atRIPkt9i2bQEAAAAAAAAFJxAIan4Ozfv18udLnQLV/M8kU4B0r44panJyW2I823335L9+7dk0wKrhvCF9+cXcG3JUuWlAttnpIyZMiQGM/l6TdcZ6NTp05yQcuZIHyx36NHD2n7m5jsA77gv3jxogQhOAuEL+y5fTK/f94vZ+BELzLLwREOJPH0G09PTymGywEMXvg9aeLA1p07dyQww1OheNwc7OEsjvz580tQhgNIHOSIjgMTXNyVM3D4dZi1tbVkghw4cEAylIyBM234dfh48vj4+PJx5sAZH/fo05+U7BQOLHAghgNCfEz4HOGgGL8f/ixj647F74en//DUIn4tnoKlHMPo7cr5nOCABx9vPmYcjOFteAoVP5+7MXFALKloBss4o0lp0a5vScrgEAAAAAAAQGpkNjVgElIDA8ybZg2Y6HVzIPlADRgwF6gBA+YANWDAHKAGDJiD5FMDhujkCePWgKlSlWvAEGrAmCGzyYABAAAAAAAAADBXCMAAAAAAAAAAAJiYlalfAAAAAAAAACA18vK6LlOGjL1PpWMrmBcEYAAAAAAAAACMrGjRoiY5phx8MdW+IZUHYI4cOfKlhwBfCBfdTeY1ogEAAAAAAHTizqsAmlADBgAAAAAAAADAxBCAAQAAAAAAAAAwMQRgAAAAAAAAAABMDAEYAAAAAAAAAAATQwAGAAAAAAAAAMDEEIABAAAAAAAAADAxBGAAAAAAAAAAAEwMARgAAAAAAAAAABNDAAYAAAAAAAAAAAEYAAAAAAAAAADzhgwYAAAAAAAAAAATQwAGAAAAAAAAAMDEEIABAAAAAAAAADAxBGAAAAAAAAAAAEwMARgAAAAAAAAAABNDAAYAAAAAAAAAwMQQgAEAAAAAAAAAMDEEYAAAAAAAAAAATAwBGAAAAAAAAAAAE0MABgAAAAAAAADAxBCAAQAAAAAAAAAwMQRgAAAAAAAAAABMDAEYAAAAAAAAAAATQwAGAAAAAAAAAMDEEIABAAAAAAAAADAxBGAAAAAAAAAAAEwMARgAAAAAAAAAABNDAAYAAAAAAAAAwMQQgAEAAAAAAAAAMDEEYAAAAAAAAAAATAwBGAAAAAAAAAAAE0MABgAAAAAAAADAxBCAAQAAAAAAAAAwMQRgAAAAAAAAAABMDAEYAAAAAAAAAAATQwAGAAAAAAAAAMDEEIABAAAAAAAAADAxBGAAAAAAAAAAAEwMARgAAAAAAAAAABNDAAYAAAAAAAAAwMQQgAEAAAAAAAAAMDEEYAAAAAAAAAAATAwBGAAAAAAAAAAAE0MABgAAAAAAAADAxBCAAQAAAAAAAAAwMQRgAAAAAAAAAABMDAEYAAAAAAAAAAATQwAGAAAAAAAAAMDEEIABAAAAAAAAADAxBGAAAAAAAAAAAEwMARgAAAAAAAAAABNLExUVFWXqFwGAlMvDw4MCA4MpY4acX3ooALH6+P4jjhAkexHBEV96CABx+vjhE44SJHvtvm1EixYt+tLDANBipf0jAED8uLi4yG2O3KpbSDwvLy+5LVq0KA4nJFs4T8Ec4DwFc4DzFCD1QAYMAEAyU6lSJbk9ffr0lx4KgF44T8Ec4DwFc4DzFCD1QA0YAAAAAAAAAAATQwAGAAAAAAAAAMDEEIABAAAAAAAAADAxBGAAAAAAAAAAAEwMARgAAAAAAAAAABNDFyQAAAAAAAAAABNDBgwAAAAAAAAAgIkhAAMAAAAAAAAAYGIIwAAAAAAAAAAAmBgCMAAAAAAAAAAAJoYADAAAAAAAAACAiSEAAwCQAN26daM0adLIbXKRK1cuGdOyZcu+9FAgmcB5CuYA5ymYA5ynAGAMCMAAAIDaw4cPqV+/fuTp6Ul2dnbk5uZGNWvWpOXLl1NUVBSOFHxRvr6+tGHDBhoxYgQ1atSIPDw8JOiIwCMkJ97e3jR9+nRq0aIF5c6dm9KmTUv29vbye7VTp0509OjRLz1EANq3bx8NGzaM6tWrR3nz5qX06dOTjY2N/F6tXbs2zZ49m8LDw3GkAIzMytg7BABIDTJnzkwFChSQ25T0x1jr1q0pNDRUfnZycqI3b97IxQIvfOG7ZcsWsra2/tJDhVR6ns6fP59+++23Lz0MMLKUdJ6ePHmSqlatqvWYo6MjffjwgXx8fGRZvXo19erVi+bNm0cWFvgu1FykpPOUjRs3Ts5XhYODgwRg/Pz8ZDl8+DDNnDmTdu/eTfny5fuiYwVISfBbHwAgASZOnEi3b9+W25Tg0aNH6uBLhQoV6MaNGxQcHCw/8ze5VlZWtHPnTho0aNCXHiqk4vOUM12yZctGzZo1o9GjR9PGjRu/9JDACFLSefr+/XsJqjRv3pzWrVtHL1++pJCQEAoLC6Pr169T06ZNZbuFCxcimGhmUtJ5yvhcnDt3Ll25ckX+X68s/v7+NGvWLMmC5Wyuli1b0qdPn770cAFSDGTAAACAXMzyH17u7u4SaHF1dZWjwqnzAwcOlAsI3oa/sf3hhx8kXRkgqY0cOZLGjBmj/pmzCgCSE/7dyBfp0TMGOChTtGhR2r59u0yf27t3L02bNo2GDx8uv2cBkhpPP9KFpx4PGDCAbG1tqXfv3vKFzOnTp6lKlSpJPkaAlAgZMACQKnFdE/42fezYsfKN5ZQpU6hkyZIy7SZdunRUo0YNWr9+fbyL8fEf1Pw4Z4ycOHFC53MvXLggf9jwdpwCHN3bt29lP5zGzoEQTgnmlGf+FoqnCRkbfzPL04vY999/rw6+aOIgDKcn8wUvp89D0sB5qo3/XUHyg/P0P5yhFdt0Df6937NnT7nPQW8O1kDSwHkaPxUrVlTff/r0qdE/D4BUKwoAIBWqUaMGV5SNGj58eFTNmjXlvqWlZVT69OnlvrL07t076tOnTzGe37VrV1nPt5p428aNG8u67NmzR71+/VprfVBQUJSnp6es59f9+PGj1novL6+oXLlyqV/fwsIiytnZWWtM/fv31/mecubMKeuXLl0ar2Oxd+9e9b7Pnj2rd7uGDRvKNpUrV47X/iHhcJ7G7v379+pzN77nPRgPztP42b59u/q8PX/+PE7FJILzNH7mzJmD8xTABJABAwCpGk+pOXXqFM2ZM0dqngQGBtKLFy/o22+/lfULFiyQbQzF325yx6AsWbLQkydPqEePHlrrOZ2X51Rzii9nkmgWYORaAdyNgDsRcY2LM2fOSAeCoKAgCggIoMmTJ0sWCo+VuxMYi5eXl/o+p8jro6zT3B6SBs5TMAc4Tw1z8OBBueVMSC7qCkkL56l+/DfH3bt3acKECeqab9WrV6eyZcsm2ecDkOKZIqoDAGAu34TxsmDBAp3btG3bVta7ublFvXv3zqAMGMXhw4cle4W3mTVrljy2aNEi+TlNmjRR//77b4zn9OrVS9bz6+rKumEbN26UbTJmzCjf/hsjA+bnn3+W57m4uMS63YwZM9THLDQ0NF6vAQmD8zR2yIBJHnCeGu7evXtRdnZ28nu0R48eJvxUIDqcp/rPSc0sW2Xhv1W++uqrqICAAJxMAEaEAAwApOo/xLJlyxZjGpDixo0b6j9EduzYEa8ADBs9erRsY2trG7V69eooe3t7+fmnn36KsS0HeJQ/yi9evKh3nzxWZUrSmTNnjBKA+e677+R5WbNmjXW7hQsXqo/H8+fP4/UakDA4T2OHAEzygPPUMBy4LlGihPwO9fDwiHrx4oWJPxnQhPNUtwcPHsj5yEvatGnV/5/v0KFD1J07d3ASARgZpiABQKpWq1YtrWlAmgoXLkweHh7qwrnxxV2DOHU3IiKCOnbsKMV1y5QpQ5MmTYqxLe+fU39Z48aNKVOmTDoXntrEhRuV1tGQOuA8BXOA81S/yMhIatu2LV29elUKq69du1Z+p0PSw3mqLVeuXOTr6ysL/53y+PFjGjFiBG3ZsoWKFStGS5YswWkKYERoJwAAqVrWrFnj7GjBtVl4iS9LS0tasWIFeXp60sePH+WP7n/++Uduo3v+/Ln6vqGvxX8oGQN3fjJkf5rrnZ2djfLaYBicp2AOcJ7qD760adOGdu/eTdbW1tJhj4MA8GXgPI29jl327Nnpjz/+kC+MWrduLbXrypcvL8EYAEg8BGAAAExo8eLFEnxR/gjnwrp58+aNsZ2yDQsJCSFHR8ck/2OUCxBzkMXe3l7ndkobSg6+cDFgSDnM4TwFMMfzlDMg+SJ2586dEnxZt24dtWjR4ouNB0zPHM9TXVq1akU5cuSQjBh+TzNnzvzSQwJIETAFCQBStWfPnhm0XpmKFB9HjhyRTgKsePHictu3b1+6f/9+jG01U9G5C1JS0ux8FFuHI2VdbJ2SwDRwnoI5wHmq7d27dxJsUYIvnPnSsmXLL/TpgALnafy/oLl37x5OIAAjQQAGAFI1DpJwQXJdbt26JXOiWXxbML569Urqvnz69En+AD979qwEYfhbrnbt2sm3YprKlSunnpq0Y8cOSkpVqlQhOzs7ub9r1y6d23DdmePHj8v9+vXrJ+n4AOcpmAf8Pv0P1/Rq1qwZ7d27V363b9y4kb766qsv+OmAAuepYfhvowcPHmhNVQaAxEMABgBStSdPntDff/+tc924cePk1tXVlerWrRuv/Xbr1k3qunANGd5/2rRppf4LT++5dOkS/fLLL1rb85QeDtiwyZMnk4+PT6z7DwgIIGPh1+bikGz+/PkyFSk6Tj0OCwsjKysr9Tgh6eA8BXOA81SFp3I2bdqUDhw4QLa2tlLMtHnz5l/40wEFzlOiDx8+xHlCLF26VP0lVM2aNXECARiLsdsqAQCYUzvK9OnTS5vouXPnRr19+1bWcWvQXr16qVsxzpo1K8bzY2tDPX36dFlnaWkZdfToUa11ixcvlnVp0qSJ+vfff7XW8etyK2he7+7uHrVkyZKowMBA9fqAgABph92pU6eoQoUKxXjdhLahZg8fPoxydHSU51esWDHq5s2b8nh4eHjUzJkzo6ytrWXdgAED4r1vSDicpzHbsPv7+6sXX19f9b/T2bNna60LCwvDqZdEcJ7+h8+7WrVqyTnJLX337NmD8zCZwHn6n61bt0bVrVs3as2aNVHPnj1TP/7p0ydpPT106NAoKysrOY/z5cun/vsIABIPARgASNV/iA0fPlx9n//YcHFxkeCIclHXs2dP+YPE0ADMxYsXo2xsbGTd2LFjdb52u3btZL2bm5vWHz7s9u3bUYULF1a/Po+Fx+Tk5KR+jJe8efMaNQDD9u7dqw7C8OLs7Kz+A4yXJk2aREVGRiZo35AwOE+1PXjwQOvfQWzLmDFjcNolEZyn/1m+fLn6HOTgvoeHR6zLP//8g/MU52mS/39/y5YtWvu2s7OTv0k4aKj5eOnSpaMePXqEcxTAiDAFCQBSNZ6bv3//fvrrr7+oSJEiUpuFOxFUq1aN1q5dK5X/uS2jIbhOSvv27WUf1atXp19//VXndgsWLKDcuXNr1YlRFChQgC5fvkxLliyhRo0aSfFf3i+nC/NzOI2dpwMdO3aMjI1ru1y/fp2+//57ypMnj3Tv4I5HNWrUkFRkrk3DhSQh6eE8BXOA85S0fp/z79CXL1/GunCtGMB5mtT/3+cpRfz/9a5du0p9Oq7x8ubNG7K0tJSOTVyrjotGnz9/XjohAYDxpOEojBH3BwBgFviPj6NHj9KYMWNo7NixX3o4ADrhPAVzgPMUzAHOUwBIDpABAwAAAAAAAABgYgjAAAAAAAAAAACYGAIwAAAAAAAAAAAmhgAMAAAAAAAAAICJoQgvAAAAAAAAAICJIQMGAAAAAAAAAMDEEIABAAAAAAAAADAxBGAAAAAAAAAAAEwMARgAAAAAAAAAABNDAAYAAAAAAAAAwMQQgAEAAAAAAAAAMDEEYAAAAAAAAAAATAwBGAAAgGSmVMEaslw4ezlBz+fnKfv4Es8H8z22yXF882cvlfF82/lHMlfPn75QH1e+DwAAqZPVlx4AAAAAGCYkOIRWL98o9zt2bUNOzk44dCa64GfNWzakLNky4xgDAACAUSAAAwAAkMzkyp1DbtPapdV6PCQ4lBb8b5k6OGCqAAy/rjKG1Eg5xmXLl0x1AZjU/tkDAACYEgIwAAAAycyW3Su/6OsXLV7oi48Bvgx89gAAAKaDGjAAAAAAAAAAACaGDBgAAIAEat+yJ925dZ8GDulDXXt20Fr36OFT+qphR7lfqHB+WrN5UYznf9PqO7p18y79MKg3df/uG/XjSgHURctnUNkKpeQ+FyC9eP6Kepsmddtr7Stzlky069A6neN8/Ogp/b1gFZ05dYECXr8hlwzpqUr18tSnf3dy98iosxDrd10Hyv3Lt49qrdu+eTeNGTFJ/Xo3ve7QssVr6PLFaxT0JoTcPdyoZp2q1KtvV3JOl7ApUtFf4/yZS7Ry6Xq64XWbQkPCKFNmd6rboAZ179WRHB0dYjz/06dPdP7sZTp66CR5XbtFfi/96fXrQLKzS0t5PHNR7XrVqW2HFvKzptHDJtKOrXvUPyvHQFP046Ecry0bd9KVS9cp4HUgWVlby3EoVqIwNWhUmypVLaf3vcb3szH1sdP32T97+oLat/yWQkNCqfXXzejXcYNjPPf9+w/Us9MAun71Jnnmy02rNiygtGlttbY5c/K8HKurl73k/dra2lBuz5xUt34N1Wdib0emcO+ON61evoEunLtC/n6vycbGmrLnzEa16lalbzq3IQdH+ziPxZ1b92jl0nWyDz6f+Fxat3WJ1r/5xfNWyGcZ9CaYXN1cqGKVctSzdyeySJMmzjF++PCBtm/ZQ/t2H6K7t70pJCRUPqPCRQpQi9aNqF7DWpRGx34a125HL5770m8ThlG9hjVp+ZJ/6ND+Y/T8mS+Fhb2lf7YspgKF8iX6GAIAQOIhAAMAAJBA5SqUlgDMuTOXYgRg+MJXcef2fQoOCtEKSPAFGj/OyldUBVliky69E6V3SUdvAoPkZ75vaWmpXu+SIZ3O5/E4BvYdQW/fhpODgz1FRX2SgMSWDTvpxNGztGrD/ARd6LPdO/bT6BGT6MP7D+To5EgfP36UC3W+0OWL0BX/zCV7h5gXtvGx4Z9tNGncDAmqODk70qeoT6qgxcLVtH/PEVq4fIYEFTT5Pn9Jfbr/rP6ZL+o52MI1dPjCn5d/t+6h+cumU4YM6dXbOTo5kKtbBnr9KkB+5s/L2tpa79giIiLo91GTaef2/erH7O3tiK+Rfe4/lOXgvmN0/PzOJP9sEnrs9MmaLTONGjeIfvnpN9q0fgdVqFxWLvY1zZm+SIIvHHT5c9oYreBLZGQk/TbyL9q1479jxe85PPydPIeXrZt30dzFUwwek6H+WbWZJk+YLceBcVAjMvI93bpxR5bNG/6l/y36SwIq+nBAY9jP4+j9+/cybiuNf3uMz/ef+o6gd+8i1OdcUFAIbd24kw7sPUqjfx8S6xhf+vrRj98Pl98nCv43xf/eT504J8veXYdo0rSxZG2t+8/3N2+C6ZvWvejhg8dkZW0VI8AIAABfHgIwAAAACVS+YmlatWw9Xb54Xb7917wwOn/2kvpiLzQ0jC6cuyyZFwr+Fp0vCPkiq2Dh/HG+1tTZ46V9rZL5snrDAoMKxA7+cbQUk/1xSB+5wHwf+Z4OHzxO436dTP5+r2jWtIU0/s+R8X7vgYFvaOzIv6hJs3rUu393ypzFQy6mOQNjyqQ55H3vAS1bspb6/tAz3vvWfI2//phFNWpXpsHD+sv75fHv23NYAgtPHj+joQPH0LK1/yMLi/9mVVtaWVKjpnWpXqNaVLJ0UXJxUQVZeHwnjp6m/81YQvfu+tCEsdNoyqxx6ucNHfmDLEoG0tRZv6szkHRRgi+cldChc2v6pksbCVQoHas4C4cvmpP6s0nMsYtN/Ua16eypixKwGDdqMhUpWkB9Dp44dkayQ+R9De8vGTCaJvw2XYIvnJnTp383qlWvGjk5OcqYLl28RtP+nEt3b9+nQQN+pZXr5xs8prgcP3qG/hw/U+5XqlJOPt9ceXJIsPDY4VM0fsxUCdgN/H4Erd28WGcmDBv1ywQqV6EU/TysH3nmVQVqHj14IrccNBvy4xgJvnA2z6hxg6lUmeKyjjPD+Dz5ffRkvWPk87L/d0Pp/r0HVKpMMerVrxuVLF1MAlhvw97KZzZr6kI6tP84zZq6gAYN66dzPwvmLJUiypNnjqMatSqTtY21BBNto2UhAQDAl4MaMAAAAAlUumwJsrKypPC34eR17ab68aioKAmw8IV5x65t5THOktGVIVOmXAmtTBZjy5svD02fO0H97T5flPGFdL+B38rPB/celakP8fUu/B3Va1iDxk4YJsEXxt+4t+vYktp3bCU/79l5MFFj59fgaTx8Qalc6PP4mzSvTxOmjJKfOXOCL0w1eWRyl/W16lRVB1+U8fE0jgXLpklmC2c1+L7wS9DY+PNTMl/4gnjIiAHq4AvjDlUccPtz+tgk/2wSc+ziMmTkDxJc4alIwwaNk/HxlB6evsXnff1Gtah1u+Zaz+GMo22bdknW1uIVM6h5q0YSfFHGVKFSGVqyapZk+/CUtqOHT5GxzJwyX24LFy1AM+dPkuAL439ztepWo1nzJ8l9Dkht+Ger3v3kzJ2DZs6fqA6+qB7LLrdLFqyS48FZRvP/nqYOvjC+P3/p9FjHuGbFRgm+cNBl/tJpVLFyWXX2EGeQfdW6Cc1e8Kf8Plm3egsFBLzRuZ+IiEjZjqeY8XFlnNGla6oZAAB8GQjAAAAAJBB/W16oSAG5f+70fwGW+3d9pBZIvgKekoWhKwBz7sxFdRaNKX33fWed2QRcp4Xxt/Y8LSVB++7bTefjyr6fPHom3+4nxnd9uugMUFWrWYmKFCuYoEAPB2gKFMorAQOu25IQ2zbvkltu2cyZL8ntszHVsZPpRdPHyi0HcGZPW0Qjh/xOgQFvJAClqzbMlg3/ym3DJnX0Zm1xkIDrsbBTx8+SMdy94y2ZWIxrEumausPHQXnd3f/qPxbdv+tAVlYxn8/n0L5dh+V+q7ZNpfZPdPxY9KCUruPTqdvXZGNjo3MbHicHf3gKlOb0Rk1ca4gDTQAAkHxhChIAAEAicACFL0TPnrlIvfurAhI89URZxxdNbhkz0APvR/TK/zW5ZXSVjIEHPo9lG57WYEpFSxTW+XhGd1f1fa5PE19cHyVnrmxx7pun4iS0FgVnF5UpX0Lv+nIVS9ON67clayI6nhK2Y8tuOrj/GN2740PBQcGSIRCdn69/gsbG086UYIauwqhf8rNJ7LGLC5/TnPHz++gptOLvf1SvZ21FE6eOVme2aOIpRuzfrXul9ow+XAuHvXj+kozhptdtueUgV/lKZfRux1OTuE4LB065ro+tbcwpOyVL/5fVoolrHr15o6rLVKFSWb2vwVk+yxatifE4T1/ifbDxY6bQxHH6s2WCgoLllgvu6sIZNAAAkLwhAAMAAJAIfCHLUxC8rt6SbA8ONijZLkp2Cxfr3f3vAfnmulGzeur6MBlcXShv/jwmPf76ph9ofpvPRXTjy8FB/7QGzQKlmvteseQfWvG5Tkh03DEnevFVnrKiLyOAeXwuUBvwWlU0V8FTNL7vMUhqiih4P+nTp5P6MMrFLI8toRk6SqHeLFkzUXL7bBJz7AzV6utmtHf3YTp3WpXJ9d33XWTKky4ccGRcC4mXuLwLVxWyTSzusqQEC2MLAnp8Pu+4JhMXx9ZV+DiDa3o9rxGovq8r+0X9Gpl0F1PmWj8KpcB2Qo8P/z4BAIDkDQEYAACAROAir3yhy11eLl+4RhUql6FLF65KBgLXiFGCNByAOfs5AKNctHIB1oRmT5gjznBQAhfRffr40WivM3XiHAm+8IX3j4N6U9UalWJcHPfo2F+yWHgKSUKkps9NF84WuXbZS/0zn/t8LHUdl08fVd2Hfvn1R2rfSVUfyNyYqk7Tx8/Hhm3YvjRRAVlLIxUuBgAA08FvagAAgETg6QrFSxZW13W5ffOutDsuXLSguqOKkgmj1G5QpihxZkxq0mdAd7p8+6jORVdtEM4I4MCWPn4vVdkDGVwzaE09OrjvqNwf9uuPkqmhKzPhlX/CMj8UXNyUPX+mezrIl5aQY2cork3DBXj5Nk/eXBJs5DbMS3VMsfmSx0rJWuFpXLFlOr38XIiZpyqlS+8cz9dwiXFMdb6Gnqlubp+PTXI+lwAAwHgQgAEAAEgkznBh585cloVp1pzg4qQ8VYUvsM6evqi+0FKeZ6g0Gt9wJyxvw7x8+PCRLl1Q1Q/RRZnKpVl4lIvBKrVeChbR3d6ba25w1xt9lCyO2LJjOPOJHT9yOsFZNMnt2Blq8h+zpLgtt1CfPX8S9RnQQx6fN2sJXbtyI8b23FqZcQvwpDxWRYoWVE8tuvA56KkL/5tknH2iq/5LbPjfNk9tY+c+H1NdNIt0a+LAozLlidtiAwBAyoYADAAAQCIpGS53bt1TZ19UiBZcUQIy/5uxWG653om+Irb6ODo5JLo4q7lZPG+lXEBHd/L4WfK6dkvuN2hcW/24o6O9OoBy97Z3jOdxAGDG5HkGHefg4FC923BrYPbwwWNpI5wSjp0h9u85TJs/d+0ZNW6QBBC6f/eNnN8c9Bk+aByFhGgfN85CYlx4Oq5j9T7yPb0Ne0vGwF3I8ubLLfcXzVuhs6X3rRt3pR05a9S0Trxfg8+1eo1qyv3N63dIoe3o+LFN67fr3Uerr5vK7fYte6Sgd2y4Rg0AAJgvBGAAAAASqUixQmRvbycXu9xZhlv0Fi9VRGub8p+7HSkXWGXLx7/7EXeYUQrVbtu0S6bbpGRp7dLS1SteNHTgWHXWEF+g796xn4b9PE7dnrd2vWrq59g72FPJzxkXUybOoTMnz6uDEI8ePqWhA8fQwX3HKF06/VNNlDocu3bso/DPnXmiK1uhFDVqWlfuT530P3mt55+72Sjdn3icP/UbSeZy7OLC72/cqCnqlsv1G9VWT90Z/+dIcsmQXl5r/GjVNooy5UrQV21UASs+Ttzp5+HnLmAyrvcfJBAyf/ZSala/A93RKJ6cWD8M7qP+dzew7wh69OCJ/Pzx40c6cugk/dDnFwkcZc+Rldq2/ypBr9GzdycpqMxB0T49BtGVS//VxuH7vbv/HGvmT5fu7SRYxC2m+3T/mVYtW69V3JcDUlzY+4+xU6lpvQ4JGiMAACQPKMILAACQSNbWVnLRf+r4Ofm5xOfCvJqiTzeK7/QjRZv2LWjO9EW0bs0WyUTgOhcWFpbSZWXpmjmUkri4pKfuvb6hib9Nl8wiJ2dH6QDDF6rK9I+/ZvwWo0Dq0BEDqGenHyTz4Pueg8na2ppsbW2kAw9nLPwwqBedOHqWLp6/ovN127ZvIUVlD+0/TtUPNyGXDC7qzkS7Dv3XxWn0+KFyIb9v92FavXyDLA4O9mRhaSF1gBhP0zGnY6cPZ48MH/w7hYaESt2XwSMGxGidPW7ScPqh9zA5HpwV1rpdc/X6EWN+lloxG//ZTuvXbJWFg0S2NqrPhY+jKQocV6tRkYaO/EECPyePnZWFP5PIiEh1jRwOas6YN0Fdsym+PDK505/Tx9LP/UfK1Kzu3/QjO3s7WccBPH690b8PkeCfLrzt3MWTaciPY+jKpesS0ONFOXfCQsPUARw+hgAAYL4QgAEAADACvuBUAjC6iuu6ZXSVC1ef+w/V2ydEj14dycnJgf7dto8eeD+Swp/JsQaJsXAwJFeu7LRy6Xryun6L0qSJpOw5s1Kd+jU+H4uYAY6ChfPT6o0LacH/lknmQHBwCKW1s5WslQ6dW8ux5wCMPpzZwkEADhbcu+stnZt0TeXhTCe+8G7RqjFt3bRT6p9w62M7+7TkmS+3FGdu0Dj+01q+5LHTZ96sv+X9cSBr0tTROts6V61ekTp2bSsZHBzwKFm6mBwHJUg5cuwgOVab1u+QAJef3ysKCwuTblU5c2WXujo161SlEqVU9XWMhT/zMuVL0upl6+n82SvyefJ4PPPmolr1qsl6fS3BDVW5Wnlat/VvWjRvudSUCXoTQq5uLlS/US36tk9nsogjqMS/H5asmiXZWXt2HpBMusAAVVtqDq7m8cwl52+9hqrpTgAAYJ7SRKXkv9oAAADA7GzfvJvGjJhEmbNk0so4ARw7AAAAc4YaMAAAAAAAAAAAJoYADAAAAAAAAACAiSEAAwAAAAAAAABgYgjAAAAAAAAAAACYGIrwAgAAAAAAAACYGDJgAAAAAAAAAABMDAEYAAAAAAAAAAATQwAGAAAAAAAAAMDEEIABAAAAAAAAAEAABgAAAAAAAACAzNr/AaQYg0PCJnoMAAAAAElFTkSuQmCC",
            "text/plain": [
              "Executed Matplotlib figure"
            ]
          }
        }
      ]
    },
    {
      "sourceHash": "3b657e5ce3e094a7f3116d8508320c0af35c3e739864fda20f6d2636ba5ce5a8",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Hidden MSE unchanged; full-image MSE is large.\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "7074cefd3bcd046613ce84dab1caab1762f203025cba81341b94c71f0ca17876",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Ambiguous target MSE at predictions 0, 1, 2: 2, 1, 2\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "3a898410f56e5c96ef60323fb80a5ecf61c9e79f7ea2120552fce9069d7086fd",
      "outputs": []
    },
    {
      "sourceHash": "10529b6d6e45c129df8b31a5d70dea8c09d52ac9687429e3ab494c9fbcde63fa",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Bottom-right patch order verified.\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "c964d4ecaf8e609886abcd5ff73af203942531573f102a2ed99f59ade38af351",
      "outputs": []
    },
    {
      "sourceHash": "66fa3884c7ac58619146d4dc5050acf320fe6d9716f50ca79d6c44e424feffa2",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "The zero-loss shortcut receives hidden pixels; the real features contain only eight visible pixels and a bias.\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "460148f67aef079d50d9fc5ee1a7eb6722232cfa5013a6b8270559b848f2202d",
      "outputs": []
    },
    {
      "sourceHash": "f998be538adc77451248902525712959223a83ac4adee001b1a2594939f02103",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "All rectangular RGB patches agree; hidden-pixel intervention preserves visible features.\n"
          ]
        }
      ]
    }
  ],
  "scope": "Recorded instructor reference run; all script assertions and notebook code cells passed. No accelerator performance claim."
}
