diff --git a/C1 - Supervised Machine Learning - Regression and Classification/week1/Optional Labs/C1_W1_Lab05_Gradient_Descent_Soln.ipynb b/C1 - Supervised Machine Learning - Regression and Classification/week1/Optional Labs/C1_W1_Lab05_Gradient_Descent_Soln.ipynb index 3fa9f11e..68571616 100644 --- a/C1 - Supervised Machine Learning - Regression and Classification/week1/Optional Labs/C1_W1_Lab05_Gradient_Descent_Soln.ipynb +++ b/C1 - Supervised Machine Learning - Regression and Classification/week1/Optional Labs/C1_W1_Lab05_Gradient_Descent_Soln.ipynb @@ -281,8 +281,10 @@ "outputs": [ { "data": { - "text/plain": "
", - "image/png": 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\n" 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", + "text/plain": [ + "
" + ] }, "metadata": {}, "output_type": "display_data" @@ -357,6 +359,8 @@ " p_history = []\n", " b = b_in\n", " w = w_in\n", + " J_history.append( cost_function(x, y, w , b))\n", + " p_history.append([w,b])\n", " \n", " for i in range(num_iters):\n", " # Calculate the gradient and update the parameters using gradient_function\n", @@ -458,8 +462,10 @@ "outputs": [ { "data": { - "text/plain": "
", - "image/png": 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\n" 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+ "text/plain": [ + "
" + ] }, "metadata": {}, "output_type": "display_data" @@ -537,8 +543,10 @@ "outputs": [ { "data": { - "text/plain": "
", - "image/png": 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\n" 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btm3k5+cD4OXlddnzMsexY8cuuJ+5V69erFmzBoBVq1aRn5/PpEmTSEhIYPv27Sil2LhxI7169TLrd7m7u5t8X7SntnR6NEDz5s0BOH78uNl/S0m33347Tk5OJmmokydP5tprr6VJkyaAvq1Bp63OmzePkydPAubf1qX/ni5duuDs7Fzu31NSr169OH78OAcOHCAnJ4dFixbx2muv0aRJk+Iq/evXrzfZinKx66rI+6g8Xl5eJo/r4OBgALNefwCT1y6Azp074+zsbPLc37BhA3fccQehoaF4enri4OBARkYGGRkZZs+zfv36Jt8HBwdjNBpNUqfLczmvxeaaM2cOQ4YMoV69emZdvrzX09TUVCZMmEB0dDQ+Pj44ODjw1Vdfmdwmf//9N/7+/vTt2/ey5rdv3z7279/PSy+9hLOzc/GXi4sL+/fvL1Ol/Upv2wv5+++/MRgM3HnnnRe93OLFizEajfTs2dNkns2aNQMonuelXjf/+ecfAgICytxOTk5O+Pr6snbtWtLT07nrrrtMfo+3tzfZ2dlm3R7mPh+EEBVHis4JIS5L3bp1cXR0ZP/+/WZd/vTp0/j6+pY57uvry+nTpy/5846OjhiNxqv6PaD3FVuKp6fnRYvwnT59mqioqDLHfX19UUpx5syZMkHTpaSkpKCUuuBtYu79V/o6jUYj/v7+F7yMuffDtGnTeOKJJ3juuefIzc3F2dmZkSNH8vHHH1dK0J6amoqHh0e5Y9deey2ffPIJR48eZfbs2Vx33XU0bdqU9u3bM3PmTOzs7EhPT7/iYLAokEtKSioz5ubmBlC8L/RyeXl5MWzYMKZMmcJrr73GkSNHWLZsGb///nvxZQYOHMiXX37JBx98wHXXXQfoD/5vvvkmQ4cOvaLf6+npWe7fU1LPnj2xsbFh9erVuLu7U7duXaKjo7npppuYOXMmjz76KOvXr+f111+/5O+r7PuoPEXBuzmvPxdS8nYqqiPQoEEDHnroIZo2bVq8L/hyT4ReyTyv9rW4PElJSSYnGi9XXl4e3bp1Y+/evdxzzz2MGzeOevXq8fvvvzNlypSr/j1Ft/1bb71V7omhS51ouNrHQFJSEj4+Pjg5OZk1z0WLFpX7OhUSEgJc+nXz9OnTF319Lvo9kydPLj5ZWNKlbmNHR0erb0UpRE0kAbsQ4rLY2dnRrVs3Fi1aRFpaWplVpdLq1q1b7gf7EydOUKdOncv+/RcqtFa3bl327dtX7u8pGgeKC47l5+djZ1c1L4HHjx+/6AfDi91GBoOh+HYyp8hcEW9vbwwGwwWvt+j2uBxeXl4YDIaLrgabez8EBgYyffp08vLyiI2NZeHChbz88su4u7szadKky/pbSysqKFiyuJyXlxeZmZnlXr5Hjx7Y2NiwZs0a/vrrLz744AMAbrrpJn777TcCAwPx9/cv9wOuOYpur/KCpaJVRG9v7yu6btAF5n799VeWLl3K2rVrqVOnTplA/MEHH+TBBx/k+PHjbNy4kXfeeYebb76ZAwcOXPQDfnkKCws5depUuX9PSV5eXrRp04Y1a9aQnZ3NjTfeCOjb9cMPP2Tt2rWcOnXKrCC7Iu6jq3lMXYmCggJOnTpV/Nz/8ssvqVOnDjExMcUnagAcHByqZJ4V/VoMOuBNT0+/4jktXbqU2NhY/vzzT0aMGFF8fNWqVSaX8/PzMymWaa6i55XBYCjuInE1Lve+8fPzIy0tDaXURX+2aJ6enp507Njxgpe71OtmnTp12LVr1yV/j5OTk0VuDyHElZGUeCHEZXvyySdJT0/nkUceKXflYc+ePSxcuBDQqazz5883SW/MyMhg/vz5XHvttZf9u4tWX0+dOmVyvFevXhw6dMikajTA1KlTqV+/fnFacFFwUvLDX25uLqmpqZc9F3McPHiQNWvW0K9fvwteplevXqxdu5ZDhw4VHzMajUybNo327dsXr65f6G8vj6urKx06dGD69Okm99Hhw4dZs2bNFd32Rdf5+++/k5ubazJWtHJuzv2Ql5dHQkICoIOVqKgonnvuOVq1asWBAwcu+28t7cCBA9ja2tKgQYPiYwEBAeWeSAD9ITkqKoovvviCkydP0r9/fwCGDRtGTEwMv/zyy1Wt3E6dOhUbG5ty03mLMi8uN2guqWfPnoSEhDB58mR++uknRo0aZZLavXfv3uJq8f7+/lx//fU8++yz5OXlXVF667Rp0ygsLCy+nS6mV69e/Pfff8ydO5dhw4YBuv2ev78/zz//PAEBAcVpvxdTEffR1TymrsSff/5JYWFh8XM/JycHX19fk2A9IyOjzHOpsuZZ0a/FAK1bt2bZsmUmq65KKbKzs836+ZycHIDi7RtFSq/4R0VFkZCQUCYzKC0t7aLXHxYWRoMGDfjss8/KbC0yGo0cPHjQrHkWsbW1xd3d3ez7Jioqiry8vDKdN0rPu3fv3hgMBpMOCkVSU1NJTU0163WzV69eHDt2jMWLF5tch9FoJCUlhS5duuDi4sJ7771XplNKTk7OZW/NqernlBC1lqU2zwshqrfnn39eASo6Olp99dVXasGCBWrKlCnqzjvvVPb29uqjjz5SSumqw66urqp9+/bFlYnbt2+vXF1dVUxMTPH1XajQUYMGDdRdd91V/H1REZ/hw4ermTNnqvfff18ppYsnhYeHK19fXzVp0iQ1ffp0dcstt5QpiJOYmKgcHBxUr1691Ny5c9U333yjmjdvroByi85dqhJ7ST169FDe3t5q4sSJxdcdHBysGjVqpE6fPm1yuZIFmU6cOKH8/PxU06ZNi6vE9+vXT9na2qp///33kn/7hfz777/K1tZW9evXr7hKfNOmTZWfn586ceLEBedzMUWV56Ojo4urxI8fP14FBgYqpcy7H1JSUpS9vb0aM2aMmjp1qpo3b556/vnnlY2NjZo8eXLx7woNDVUNGzZUv/zyi/rpp5/Upk2byp3T1q1b1aRJk9T8+fPVF198oby8vNRtt91mcplx48apkJAQkwJ8JY0fP774ti0pIiKi3MJjBw4cUIDq1q1b8bGiwlUdOnRQ3377rZozZ4569tlnlZ2dnXrkkUfK/b233XZbmSrx2dnZytnZWQUFBZWpan8hEydOVDY2NuVWXH/00UdVWFiY+uCDD9T8+fPVzz//rKKiolSzZs0uWagMUGFhYWrSpElq7ty56s0331Surq5q8ODBJpebPHmyAtSECRNMjs+fP18Bys/PTxUWFhYff+SRRxSgbr/9drP+PqUu/z4qryDZhR5T5T0HLqfAGKDCw8PVl19+qebNm6cmTpyoXFxcTG6nb775prhg57x589Qnn3yiGjVqpACzXuOKHl+l/85vv/1WAZesZn+1r8XlWbp0qQLUjTfeqKZPn66+/PJL1blz5zLPjQu9niYlJSlPT0/VtWtXNWPGDDV16lQ1aNCg4qr7RdLS0lSdOnVUeHi4+umnn9S0adPUTTfdVHy5ixWdmzZtmrKxsVHNmjVTX3zxhZo7d656//33VXh4eHF19cu5bfv06aM8PT3Vt99+q3777Te1ZMmSC94+BQUFqnnz5iogIEB9/fXXatasWeruu+8ufq6W7mQBqP79+6spU6aov/76Sz377LPKx8dH7dy506zXzaIuHe7u7mrixIlqzpw56tNPP1Vt2rQprhL/4YcfFr9Off/992rOnDnq9ddfV4GBgWru3LkXvb/KK4ho7uu0EOLKScAuhLhiCxcuVEOGDFH16tVTdnZ2ysfHRw0aNEh9//33KjMzs/hymzdvVv369VOurq7KxcVF9enTR23evNnkuswN2JVS6q233lINGjRQDg4OKjQ0tPj4yZMn1ZgxY5SPj49ycHBQkZGRaurUqWWuc8aMGap58+bK0dFRRUZGqt9++0116dKlQgL2oKAgNWjQIOXl5aVcXV3VTTfdVFxBveTlSgcH8fHxatiwYcrT01M5Ojqqzp07l/u7L/S3X8i///6runTpopycnJSHh4e68cYbVXx8/CXnczH//fef6t27t3Jzc1Nubm6qffv2xR98lbr0/ZCfn69ef/111bFjR1WnTh3l7u6u2rdvX6Yi8fr161X79u2Vk5OTqlevnpo3b16581m2bJmqX7++sre3V40aNVKPPvqoSk9PN7lMUWCxYsWKcq9jwYIF5VY+f+mll8p8sFbqfPA1ffr04mNFH/qHDx+u2rZtq1xcXJS/v796+eWXTYLVIunp6crFxUW99NJLJsf/+ecfBVzyhExJR48eVba2tuW2j1u/fr0aOXKkCgkJUU5OTqphw4ZqzJgxJl0JLgRQAwYMUF27dlXu7u6qbt266n//+5/Kysoyudxtt92m7O3ty7R0Sk9PV3Z2dur+++83OV50f5hTgb3I5d5H5QXsF3pMVUTA3rVrVxUdHa1cXFyUr6+vevzxx01uJ6PRqF5++WVVv3595erqqrp3765mzpxp9mvc1QbsSl3da/GFTJ48WYWEhCg7OzsVFBSk3n33XdWpUyc1aNCg4stc7PV0xYoVqk2bNsrJyUmFhISoCRMmFAevJW3cuFF16tRJOTg4KH9/f/Xkk08WX+5iAXvR7+/fv7/y8vJSTk5OqlmzZuq+++5Te/bsUUpd3m27d+9e1bNnT+Xi4qK8vLzU119/fdHbZ9++fapfv37KyclJ1a1bV91zzz3qjTfeKPcx++2336r27dsrZ2dn5eHhoaKiotQLL7yg0tPTzX7dPH36tHrwwQdVQECAcnBwUMHBweqhhx5SR48eLb7MjBkzVPfu3ZWbm5tycXFRERER6rHHHit+/l5OwG7u67QQ4soZlJLqEUIIURF69uxJQUFBmf2XwjoUVTdfsmTJVV/XyJEj2bBhAwkJCSZdAS7Hs88+yxdffMH+/fvx8fEpPv7000/z5ZdfcuTIkUvWiLAGSinq169Pv379+Pnnny09HYswGAy88MILvPHGG5aeisXl5+cTFBTEmDFjmDhxoqWnI4QQ1Z4UnRNCCFErfPjhh3Tv3p0ffviBu++++4qvx2g0smTJEp5//vkrDtY3btzIBx98wJtvvmkSrINuzTR69OhqEawDbN++naSkJB577DFLT0VUsfT0dJ599lnatGlDQEAAqampTJkyhczMTO6//35LT08IIWoECdiFEELUCp06dWLixIk8/PDDBAYGFvdHv1ybN28mNzeXe++994p+ft++fQwZMoQ+ffrw1FNPmYwlJSURExPDtGnTrui6LWHx4sV069aNdu3aWXoqoooZDAZ27NjB77//ztmzZ/Hw8KBbt278999/5fZcF0IIcfkkJV4IIYQQQgghhLBC0tZNCCGEEEIIIYSwQrU2Jd5oNJbpH20wGDAYDBaakRBCCCGEEEKImkzpTm0mx2xsbLCxKX8tvVYH7JmZmZaehhBCCCGEEEKIWszV1fWCAbukxAshhBBCCCGEEFZIAnYhhBBCCCGEEMIKScAuhBBCCCGEEEJYoVq7h7284nIX2ztQ2f75Zjsrp+4GwMnNgQc+74NPI3eLzEVYjzPHzrJ7zTHiVh/l4M5klLFsF0YHZzuadfKnRdeGNO/oj6OrvQVmKsyhFGxLhsl7YXYiZBeYjtd1hNtCYVRzCJKnf9UrzIX9syH2Gzi903TM1hFCboKI+6FOhEWmJ4QQQojqr7xaahcrfF5r+7AbjUbOnj1rcszd3d1iAbux0Mj3Tyxj139HAPBp5M6jPw3CzdvJIvMR1iczNYddK48Ss/wQu9ccIy+noMxlbO1sCO1Qn1bXBtGqVyPc6zhbYKbCHCm58Mte+CoWdqWUHe/fCB4Ih+sag53kQlUtpeD4Ktj+CeyfBcq0owgBPSDyUQi+HmxsLTNHIYQQQlRLlxuHSsBegiUDdoCczHw+HfM3x/fpT++NW9fjoa/74eBUaxMhxAXkZRewZ90xYpYfImbFEbLScstcxmBjoEkbX1r1DqT1tUF413e1wEzFpSgFq47Dl7EwfT/kl4oN/V3g3hZwfzg0dLPMHGu19IOw8zPY9R3kppqOuTeG1v+D8HvA0dMSsxNCCCFENSMBu5msMWAHSDmewcejFpCenA1A62sDGfVOD2xliU1cQGGBkf1bT7Jz6SF2Lj9M6ony2xUGRtSlVa8gWvcJxDdIggtrlJQFP+yGb3ZBounLEzYGuC4IHoqAvo3096IK5WXAnimw/VNI3WM6Zu8GYaMhchx4hVpkekIIIYSoHiRgN5O1BuwAR3af5rN7FpKbpVOe2w1qwm2vdcXG1vJzE9ZNKcXhXafZufQQ25cc5NTB9HIv5x/qTWTvICL7BFE/xKtqJykuyahg8WH4ehfMOQCFpV6lm3joFfe7w6Ce7HqoWsoIh/7R6fKHFpYdDxqk0+Ub9YWL7EcTQgghRO0kAbuZrDlgB9i95ijfPbqUwgKdH9t+cBNufVWCdmE+pRQn9qeyc4kO3o/tLWejNOAb7Elk7yBa9w6kQfM6Fy16Iare0Qz4Lg6+iYNjpZIn7G1geBO96t7NX+LDKncmDnZMgt2ToSDbdKxOOLQeB83vBHsXi0xPCCGEENZHAnYzWXvADhCz/BCTx68oDtrbDW7CbRK0iyt0+uhZdiw5xI4lBzmw41S5l6nTwI02fRsT2SeIRuF1JXi3IgVGmHsAvtoF/xwuOx7hDQ+3hDuagYdDlU+vdss5o/e47/gMMkrdOY51oOUD0OoRcGtgmfkJIYQQwmpIwG6m6hCwA+xcdojJTy/HWKDvpqj+jbn9je6yp11cldSTmexYcojt/x4gcVsS5b0KFAXvbfo2pmELWXm3Jglpep/7D7shOcd0zM0e7giFh1pC67qWmV+tZSzQbeG2f6KrzJdkYwchI6DNY+DXwRKzE0IIIYQVkIDdTNUlYAcdtP/09PmV9sg+Qdz55jXY2lvfXEX1k3Yqi5hlh9i+5BAJm09gLL1hGqgT4Ebr3oFE9mlMUCsfCd6tRG4hTE/QFeZXnyg73rU+PBih0+al2UQVS9qsA/d9U8GYbzrm10kH7k1uAlt7i0xPCCGEEJYhAbuZqlPADhD732F+fGo5hed6PrXq1YhR7/TAzl56AIuKk5GSw85lh9j2zwH2bTyBMpZ9efD2d6VNv8ZE9QuWlXcrsj1ZB+6/7IXMAtMxHye4p4Xu6x7sYZn51VqZxyHmS9j5JeQkm465NTzXFu4+cPK2zPyEEEIIUaUkYDdTdQvYAeJWH+WHJ5ZSkKeD9vDuDbnr3R7Sp11UiowzOexYepDt/x4kflP5K+8+jdyJ7BNEm36NpWCdlUjPg5/3wpcxEFuqzqABGHSuNdyARiDlMKpQQTbs/U2vup/eaTpm5wItRusidd7NLTI9IYQQQlQNCdjNVB0DdoA9647x/eNLyc8pBCCknR/3fHQtzu5SZUpUnszUHGKWH2bb4gPsXX/8gsF7m76NierfGP9QbwneLUwpWHVcr7pP3w/nknOKBbnrFfd7wsBXiphXHaXg6DLY9jEcmAeUei4FDYTIx6QtnBBCCFFDScBupuoasAPEbzrBd48uKe7THhDqzf2f9cFTPnWLKpCRksOOpYfY9k8i8ZtOlps279fEk7b9g2nTvzG+QZ4WmKUo6WQWfB+nK8wfzjAdK2oN93BLveddYsQqlLpPr7jvngz5pXr2ebfQgXvYnWDnbInZCSGEEKISSMBupuocsAMcik3mm7H/kpmaC4BXfVfu/6w3/iGyD1JUnbNnstm59BDbFh+4YPAe0MybqH7BtOkXhE8j2UBtSYVGWHBIr7ovPFRmbZdWdXTgfnsoSNJOFcpNhV3f657uZw+ajjnVhYiitnABFpmeEEIIISqOBOxmqu4BO0DSwTS+fuRfzhzVS2ZObvbc89G1NG1f38IzE7XR2TPZbP/3IFsWJpK4NancyzQKr0vbgcFE9QuWjBAL25+uW8N9H1e2NZy7PYxqrve6R9SxzPxqJWMBJM6BbR+V3xau6c3Q5nHwbWeZ+QkhhBDiqknAbqaaELADpCdn8+24JRyJOw2Arb0Nt73albYDm1h4ZqI2SzmewfZ/D7L1nwMcikkuM24wQJO2fkT1DyaydxBudZwsMEsBkFOg97h/EQNrT5Ydv8YfHmkJNwaDNKWoQic3wfaPIf4PHciX5N9Np8s3GQo2cqcIIYQQ1YkE7GaqKQE7QG5WPj89s4K4VUeLjw15tB3X3hUhhb+ExZ05lsHWfw6wdVEiR3efKTNuY2ugWUd/ovoH06pXoBRQtKCtp3S6/K/7IKt0jOgC94frrwBXy8yvVso4Bjs/h5ivILfU88e9MUSOg/B7wEG2mwghhBDVgQTsZqpJATtAYYGR6W+tY93MfcXHuo5ozo1Pd8DWrnr+TaLmSTqQxua/E9m6KJFTB9PLjNs52BDerSFtBzahRbcG0rLQQlJz4ac98FUs7E41HbOz0avtD0dAjwApUldl8rNgz8+6SF1KnOmYvbsO2iPHgUewZeYnhBBCCLNIwG6mmhawAyil+Pf7nSz4fGvxsbAuAYx6u4esWgqropTi2N4UtizUwXvK8cwyl3F0taf1tYG0HRBMaAd/OfFkAUrBsqPwWQz8dQBK1xQM99ZF6u5sBh7yElM1lILDi/U+90MLTccMNhB8g06XD+guZ1OEEEIIKyQBu5lqYsBeZOO8BP54dQ2FBbrxsm9jD+79uDf1giRlUlgfpRQHdyaz5e/9bP3nABlncspcxs3bici+QbQb2ITGkfVkq4cFHM6Ar2Ph2zhIyjYdc7OHUc108C5F6qrQmV26n/uen6Gw1POmXltdoK7pSLCVsylCCCGEtZCA3Uw1OWAH3at98vjlxW3fnN0dGPX2NYR1aWDhmQlxYYUFRvZtPM7WhYnsWHqInIz8Mpep08CNdgOb0G5QE/yCpcd7VcsrhJn74YtYWHm87HiPAF2kbmhjKVJXZbKTIfYb2PEZZJW6U1wDoNVYaPkAOMnZFCGEEMLSJGA3U00P2AGSj5zl+8eWciIhFQCDjYHrHm1HzzvDZYVSWL383ELiVh1hy8JEdq08Qn5uYZnLNGxRl3aDgonqH4xnPWkTV9V2nobPY+DnveUXqbuvhS5S18DNMvOrdQrzIH46bPsQTm02HbNzhrC7dLq8d/NLX1fWSdj9MzQeBHXCK2W6QgghRG0kAbuZakPADpCTmc+vE1YSs/xw8bH2g5sw8sUu2DvK8peoHnIy8ti57DCb/97P3vXHUaU2UxtsDDRtX5/2g5vQuncQTq72Fppp7ZSaC1P26FX3PammY7YGuKkJjG0J3f1lW3WVUEr3cd/2EeyfDZR6m2/7DHR5++LXsetHWHqP/r9vO+j4GgQNrIzZCiGEELWKBOxmqi0BO4DRqFj09Xb++WZ78bGgVj6M+aCXrEqKaiftVBbb/jnApvn7ORJ3usy4vZMtLXs0ov3gEJp3DpBidVVIKVh6VPd0/+sAFJZ6d2lZRwfudzQDOadSRdL2w45PYdf3kJ+hjw2YBk2HX/hn8jLgr97g3x06vgprn4O4ybp1XPeP9c8qJWdfhBBCiCsgAbuZalPAXmT7vwf57cVV5OXo3FVPXxfGvN+ToFb1LDwzIa7MycQ0Ni/Yz9ZFiSQfPltm3K2OE1H9GtN2YBOCWvnIVpAqdCQDvt4F3+wqW6TO0wFGN9dF6pp5WWR6tU9umg7aE+fA0H/B5iItEw8vgb/6Qpd3oO14fSw/E3Z9Bw6e0GI0GAtAGaWgnRBCCHGZJGA3U20M2AGO7jnD948tJeWEbqNla2fDDU+2p9vNYRLMiGqrqNL8pvkJbPvnQHGxxZJ8GrnTbnAT2g8OwaehuwVmWTvlFsKMBN0abu3JsuP9GulV90GBYFuzX36rB2WE0zsh9ls4MB9sHaHzmxBy0/nLHPoH9vwKZ2LAqxl0egM8Qyw3ZyGEEKIakYDdTLU1YAc4eyabH59aTuLWpOJjUf0bc/NLXXB0kTxVUb0V5Beye/VRNs3fT+x/hynIM5a5THCUL+0Hh9CmbxAuHo4WmGXttOWUDtx/3wc5pWoIBrvrFfe7w6COk2XmJ0pQCrKTYMt7cHwl9P0FvELh0GJYMga8wyBsFCTM1IH74LlQp4WlZy2EEEJYPQnYzVSbA3aAwnwj8z7dzPJfdhUf8wv2ZMwHvaRVlqgxss/msWPpQTYvSCR+43FKv9rZ2tsQ3r0h7Qc1Ibx7Q+wcpBBjVTidA5N36yJ1+9NNx5xs4dZQvereVnbrWF5aAkyNhK4fQrNbYFpHaNATun+i0+FzU2HuYKjfGbq9b+nZCiGEEFZPAnYz1faAvciOJQf5/ZXVxf2uHV3suPnlrkT1a2zZiQlRwVJPZrJ5wX42zk3gZGJamXEXDwei+gfTfkiI7HevIoVGWHgYJu2ERYfLjnfy04H7iBCQcylVIH4aBPQAF18wFoKNLaQnwr+joX4n8Gmj/z9qP7g1OF94bu4QcKoLfX/S12Ms1Kvzp7bo4N7e1XJ/kxBCCGFlJGA3kwTs5506mM6PTy3jeHxq8bFrbm/B9Y+2x9a+9t0eomZTSnEk7gybF+xny8L9nD2dU+Yy9QI9aD+4Ce0GN6FuA9nvXhX2psKXsfDjbkjLMx3zc4YHwuGBCAiQ2K9yFGTDwpG653r0y2B/roPIzi9g6/vQ7UNdtM7RC/r+fD6gzz4Nf98IDXpB+wlgaw8rn4BDC8GYDxlHIPxe6DxRV5kXQgghajkJ2M0kAbup3Ox8pk1cx+b5+4uPBbfxZdQ71+DlK5+QRc1UWGBk38bjbJq3nx1LD5JfemM10CTKl/ZDQmjTtzHO7lIRu7Jl5sOv++DzGNhRqmufnQ3cFAz/awVd60tXsQplLIQ9P8P6l8C1gS4yd3IDnFgDobdAu2fhh/owYoPuy14UsMdPh20fQsuHIOxO3f5t2f3Q8ytoeC2kxcOKsbo9XOjNlv4rhRBCCIuTgN1MErCXpZRizbQ9zHpvI4UFulCXq5cjt7/ejRbdGlp4dkJUrpyMPLb/e5BN8/cTv+lEmXF7R93fPfq6EJp1kv7ulU0pWHlcF6mbub9sT/fIuvBIS7g9FKRWZgXKz4LNb8Hhf8EvGvy76kA7fjqsfgpGbgJnH33ZwnxY8RCcPQx9p0BBDszuBSHDoOt7569z2YO68vzw1fp76eEuhBCiFpOA3UwSsF/YwZhTTB6/gtRzrd8Aet4ZzuD/tcXOXjaSWkQ+kA6kAQpwKvUld0uFSjmeweYFiWyaX/5+dw8fZ9oNakL0dSH4N/W2wAxrl6MZ8NUFerp7O8I9YbrCfLBkXFeeYyvh7+EwcAYEdNPHEmbClnd1QN/mcdj2EWx4BUYfAQd3KMzThemW3A0ZR+GGRfrnspPhyBI4sAC8m0GbJ8DO2WJ/mhBCCFGVJGA3kwTsF5eZmsPvL68m9r8jxccCI+py59s9pId1ZckClgJ7gWR0cJ567t/MC/8YAPaAIzp4rwP4nfuqB/ie+6p3bkyCe7MppTi86zSb5iWwZWFiuf3dG7aoQ/SQprQdEIyb9COrVLmFMD1BF6lbn2Q6ZgCua6zT5Xs3kAXcCpefBQuHg40DRNwPWcdh1ZM6WI9+EVz8YUZXqBMBvb/Xq++29vrnZl4DwdfryxVkwbwhkL4f6neB1H2Qcwp6T4aGvSz9VwohhBCVTgJ2M0nAfmlKKf77PY65H20uTpF3crPn5pe60KZvY8tOriY5CswCFnLpwPxq2QINgMASX0FAI0BKFVxUQX4hcauOsnFeArv+O1L8nChiY2cgontDOlzflBZdG0rBxkq2KUkH7lPjIc/0riDMC8a2glHNQMoOVKCzh2HNeDi8BLya6b7svb7Rq+jZp+B7P7hlK/hEQmEu2DrC7p9h+0fQ4RVoPAQ2van3vN+xR1eWNxbAgqHg0QR6fAbKCAZ57gghhKi5JGA3kwTs5jscd5opz6wg+fD526vryObc8EQ09o6yXHvFtgB/AhvQae7l8QA8S30ZgBwg99y/2SX+nwWkXOT6LsYHHbyHAs3O/RsAyFOijIyUHLYuSmTj3AQO7zpdZtytjhPtBzWhww1NJWW+kiVlwbdxusL80VInvNztYXSYbg3XzMsi06uZ8rMg/yw4+55PZTj0D/xzOwxbrdPci8wZAI51oMfnkLoHlj+kV9s7vqqDdRs7iPkGNr8Jd+zVwX+R9IPgEVS1f5sQQghRySRgN5ME7JcnJzOfaW+sZcvCxOJjDZrX4c43u+PXxMtyE6uufge+KXXMAegL9EevgntyZenrBcApIOnc16kS/54ADqP3xJvDBQgBmqID+FAg+ArnVUOdSEhl47wENs5L4GxydpnxBmF1iL4uhHYDmkjKfCXKL4S/DuhV9/+Olx0f0Einyw8IBBtJl6942ckwpz+0uBtaP6KPxX4HG1+D7p9AyI2w4TWI/xOGLgEXP12kzs5JV5FP2gQj1umfOx0Da56FswchNwVaPQJtn9ZV6YUQQohqTgJ2M0nAfvmUUqybtY9Z724gP1e3v7J3suWGJ6LpMrwZBtk0ap7ZwCclvvcDbgAGoYP0ylYInAQOlfo6iC5sdylOQBgQDrQ492+dSplptVJYYGTP2mNsmBNPzIrDFOab5mnb2tkQ0aMRHW5oSlhnqTJfmXachs92wi/7ILvAdKypJzwSAWPCwNPRMvOrsTZNhC3vQUB3/f2hhdDxdV1UrjAHFtwEnk2h11fn28IpBT+HQNho6PASnFivK887ekPLh/We981vQvM7oP0LFv3zhBBCiIpQYwP2mJgYunTpwm+//caQIUM4ceIEY8aMISEhARcXFz755BN69OgBQEZGBvfffz+bNm3CwcGBl156iZEjR5pcnwTsV+7Y3jNMefY/k+rZEdc05JaXu8oK4qWsA54r8f1o4A6sZ8U6GV30bt+5r3h0cH8pfpwP4luiU+rtKmmO1UBmag5bFx1g49x4DsWWTZn38HGm/ZAQooeEUD/Eq+onWEucyYHv4+CLWDhg+nKPqx3c2QzGtYYWsmuh4pzZBTsmgZ0LNOgFwUP08ZwU+DFAr677d4GCbF0ZftcPOiDvPVn3d1/5GCRvh2GrdLo8wOrxcHw1DJ5zvqWcEEIIUU3VyID91KlT9O3bl/T0dD799FOGDBnCkCFD6NevH+PGjSM2Npb+/fuTkJCAo6MjY8eOxdHRkQ8++IDjx48THR3Npk2bqF+/fvF1SsB+dfKyC5jz8SZW/7mn+Ji7jzO3vdaVsM4NLDgzK/cMes86wG3AfRaci7nS0IF7PLAbiOPSQbwjOnhvBbQ+9/9a2rXpREIqG+bGs2leAmdP55QZD4yoS/T1usq8i4cs+VaGQiPMO6h7uv97pOx434YwrhUMCpJ0+UqTsgemd4E+P+o97EV+CYOAa6DnF3BoEWx4FUJvgagnzq/CH/4XFt4Md+4DJ0nnEUIIUb3VuIA9Ly+Pvn378txzz/H222/z1FNPMWDAANzd3UlOTsbVVZe27tmzJxMmTKBPnz40adKE+fPn06JFCwBGjx5Nt27duPfee4uvVwL2ihH732GmvrKGjJTzgcg1t7fgunHtsHOwlmVjK2EErkdXgvcGZqALyFVHyejAfde5r73ooncXYoPe/94aiDr3by2rSl+YbyRuzVE2/LWP2JVHMBaYvvTaOdjQ+togOtzQlNAO/thI5Fgp4lJ0uvxPeyCzVLp8iIcuUCfp8pVkyT2QnQTXfgfpB2Dvb7BnCgxbA95hsPopSN4GfX4Ct4bnK82vehKOLNUV6KWKvBBCiGrucuNQq09ave+++xg2bBgDBgzg7bffBiApKQkHB4fiYB3A39+fo0ePAnDkyBGT1fSSY6JiRVzTiPF/Xs/vL69m9xp9G//3axzxG08w6q1rpCBdSUmcb9sWRvUN1kFXlO9+7gv0vviDQAywA9iJ/nuLGIE9576moQP4MHTwHoVOo6/hAZKtvQ0tezSiZY9GZJzJYcvCRDbMjefo7jMAFOQZ2bIwkS0LE/Gq70r0kBA6XB+CTyMPC8+8ZmnhDZ9fA292hB93w6QY2H+udkNCOjy+BiZsgFHNdZE6SZevQG0ehxWP6D3rLvXB3g16fQt1WkDWSZ1O791CB+vKqIN1gLjJEPWU/r8E60IIIWoZqw7YJ02ahIuLC+PGjSszZmtrunqrlCIvL6/c8dJjomJ5+Dhz36TerJwax9yPN1OYb+TY3hQ+uG0e1z3Wjm43h0lBOgC3Ev+v7H7rVc0WaHLuqyjb9SQ6eC8K4g+UuLyR86vzvwL26LT59ue+QrGeff2VwK2OE9fc1oJrbmvB0T1n2DAnnk3z95OVlgtA6olMFn+3g8Xf7SCkrR8dbmhKZN8gHJ3tLTzzmsPTER6L1EH534fgk53n0+UzC3SbuC9jJV2+QtVtCTetgJS9kL5fp8Lbu+gxJx84uQ5aPaS/L1pJj/0OVKHu4S6EEELUQladEv+///2PRYsWFacHHDp0iLp16/L000/z9NNPl0mJHz9+PIMHD6Zx48YsXLiQsLAwQKfER0dH88gjjxRft6TEV46je87w8/P/cXL/+YJ0zTr5c+srXfHyq2U50OUZBpxB91efSY0OSstIA7ad+9qKXpG/EA/0yntRAF//IpetIQryColZcZgNc+LZveYYymj60uzoak9U/8Z0GhpKYEsfOQlWCXadgc9jyk+Xb1IiXd6rhmeDVCmldC/3vHSY3RsCB0Cn1/VYdjJMjYRmt0OniWArJ6yEEEJUfzVuD3tJPXv25KmnnmLIkCEMGjSIQYMGMXbsWOLi4ujRowfx8fF4eHjw8MMP4+Liwvvvv8+JEydo164dK1asoGnTpsXXJQF75cnLKWDux5tZ9cfu4mPO7g4Me7YjbQcG1+5A4wVgzbn/vwV0suBcLO00OnDfdu7fYxe5bAOgHdARHcjX8AJ2aUlZbJqfwIY58SQdKNtrr36IFx2HNqX9oBDpzFAJ0nLLpssXcbXT6fJjW0K41D+rWLHfwboXIOI+sHOFhBmQfxZujSk/WD+5SafT28vJYCGEENVHrQnYjx07xpgxY0hMTMTZ2ZkPP/yQ3r17A5Cens7999/Pli1bsLOz48UXX+TWW281uS4J2CvfnnXH+P3l1aQlZRUfi+wbxIgXOuNaWys6rQYmnPt/R+BtC87F2hwHNgKb0AF8xgUuZw9EAtFAByCI6l0P4CKUUhzccYr1f8WzdVEiuVmmy762djZEXNOQjkNDCesSgI2tvH5VpEIjLDgEk3bC4gtUl3+0NQwMlHT5CpM4D7a8rVPiG14LIcOgXtT5ivFFCrLhpyB9vOWD0HosuPpbbt5CCCGEmWp0wF6RJGCvGlnpucx4ez1b/k4sPubp68Jtr3WjWcda+OGqELid823RPkFXTBemCtEF6jajA/hdQMEFLuvL+eA9mhq7+p6blc+2xQdYPzuexG1JZca9/FzocH1TOg4NpU6AWznXIK7GxarLh3rqvfCjm4O7g2XmV+PkpoGj54XHY76B5Q+c/97GAZrdBm2eAJ9WlT8/IYQQ4gpJwG4mCdir1tZ/DjB94lqy0s8X/7vm9hYMfqQtDs5WXfuw4s0DPjj3/1DgK3TVdHFh2cAWYB16Ff5CfeDtgTborQadgICqmFzVO5mYxvq/9pXb291ggNCO/nQaGkqrXoHSXrGCFaXLfxajq8qX5G4Pd4fB2FbQ9CKxpjBT0f728pyOgS3vwL6pYCx1BqVRP11VvlGfC/+8EEIIYSESsJupvBsq3eBOIw+JnCpLalImv7+0mr3rjxcfqxfowS2vdqVJG18LzqyKFQL3A/vPff8IMNxy06l2FHAI2HDuazuQf4HLBqK3HnQCWqED+hqkMN/IrlVHWD97H7tWHS1TqM7F05F2A4PpODSUBs1lw3VFKjTC/IO6uvzSUl1DDeiq8o+1ht4NJGasVBlHYcdnEPsV5KaajtVtDVFPQugtYCupD0IIIayDBOxmKu+Gipjtzt0tbHgmClxr2Ad7a2E0Klb+Hse8TzdTkGcE9IfZa24LZ9AjUbVntX0b8Pi5/9sD36L3YovLl4MO2tehC/qVzRbXXNHBe1d0+nwNyxpPTcpk49wE1s/ex+kjZQsABLb0ofONobTpH4yTvMBVqJ2n9T73n/dCTqHpWIQ3jGsNd4SCi9zslScvA+J+hO0fQXqi6ZhrALQeBxH3g5O3ZeYnhBBCnCMBu5nKu6FCZrhzOteGhq7wbme4pamsjFSWk4lp/P7yag7uPFV8zLexB7e91o2gVvUsOLMq9Bkw49z/mwKfA7IIdHUUkIgO3tcBseie76XZogvXdQa6UKNS541GRcLmE6yfHc+OJQfJzzWNIB2c7Yjq15hON4YS1Lpe7e7aUMFO58B3cbo13OFS50y8HeG+FvBISwh0t8z8agVjIeyfBVvfh5PrTcfsXaHFPdDmMfAItsj0hBBCCAnYzVTeDdV8ljsns8/fUN3qw6fdIKqWxI9VzVhoZMWvu1jw+dbzq+02BnqPaUn/ByKxs6/he29z0anxh859PwR40nLTqZHS0XveiwL4C1Web4xeee8ONKPGVJ3PPpvH5r/3s27mPo7uOVNm3C/Yk45DQ4keIu3hKlKBEWYnwsc7YPUJ0zEbA9wYDONaQXd/OSlcaZSCE2t04L7/L/TZvHMMNhAyXO9z94u22BSFEELUThKwm6m8G+qk0Z3H19iw4ND5YwbgnhbwRgfwc6naOdYWJxPT+O3FlRyKPV18LCDUm9te71bz993uBx5GB+8AzwADLDedGq0AnTq/BliLbiNXHl908N4NXcG/BuzSUEpxeNdp1s3ax9ZFieRkmG76t7WzodW1gXS6MZTQDv7YSI+yCrMpSafLT42HvFLZHm184LFWcEsoONbw85MWlboPtn+sU+YLsk3HAq7RgXvjwTqQF0IIISqZBOxmutgNteAgPL4a9qaVGLOHF9rBo63AqQZ8gLc2hQVGlvy4k0XfbMdYoB+SNnYGeo9uSb/7Imt2peuFwDvn/m8PfAREWG46tYICDnA+eN+FyQJcMTd02nzRvvca0DIuL7uA7f8eZP3sfSRsKVtuv25DNzoNbUb09SF41pOzlBXlZBZ8vQu+jIUTWaZjvs7wUIT+khPDlSg7GWK+hB2TIPuU6ZhXc2jzOISNArsa8EQXQghhtSRgN9Olbqi8Qvh0J7y+GUp0IiPYHd7volMaJZWx4h3ZfZrfXlrN8X0pxcf8mnhy6ytda/be9o+AOef+743ez14L29RbzBlgNbAS2Er5Pd8d0UH7Neiq8zWgaF3SwTTWzdrHxjkJZKSYtoezsTUQcU1DOg4NpUXXBtjYyupjRcgrhGkJOl1+U6mY0cFG1055tDW0rcEvdxZXkAN7foZtH0LKbtMxJx9oPRZaPQLOPpaZnxBCiBpNAnYzmXtDJWXBSxvh2zgo2TGpVwB83A1a162K2dYuBfmF/PvDThZ/t6N4td1gY6DnneEMeLANDjUxxaEAeBodLAL4AR8D9S01oVosE1iPDuDXn/u+NDugHXrPexf0SZZqrCC/kJjlh1k7cy9715XdK+Dl50LHG0PpNDQULz9XC8yw5lEK1p7UgfvM/VBY6p24u79uC3dDY5BzJZVEGeHAAtj2ARxdbjpm5wxho/Wqu1eoJWYnhBCihpKA3UyXe0PtOK3T5Ev227UxwAPh8Fo0+EgGXYU7tvcMv7+yhiNx5/e2+zb24NZXutI4sgb2bU8DxnG+CJ0E7ZaXj27Bt/LcV2o5l7EBWgI90QF8NV+UO330LOtn72P97HjSk033+xpsDIR3a0DnYc0I69IAWzuJJCvCobO6svw3uyA1z3SssTv8rxXcEwaejpaZX62QtFkXqIufBqpkZwUDNBmq97n7d7HU7IQQQtQgErCb6XJvKNArIn8dgCfXwP7088c9HeCl9jC2JdTkrdaWUFhgZNmUWBZ+tY3C/PN923vcHs7Ah2tg3/bTwBOYBu0fUqPajlVbhcBOYBU6eC+v37sBHbxfc+6rGp9XKiwwsnvNUdbO2MuuVUdRRtO3Ck9fFzpc35RON4ZSJ6AG7A+wApn5upf7pzshLsV0zM0eRjfXwXszL4tMr3ZIP6gL1O36FvJLpdf4ddKBe5OhYCNv9kIIIa6MBOxmupKAvUhOgU5jfGMzZJbY69rUE97tBENlf3uFO5GQyu+vrOZQTHLxMZ9G7oyc0JnQDjVss3fpoN0Hvce9ocVmJEpTwF7gP3TwfvgClwsHeqCD92qcKZFyIpP1f+1j/ax9pJ40rZhmMEBYF73qHt69oay6VwCl4J/D+n1mYTmPrUGBep9734byXlNpclIg9hvY/glkldom4tkU2jwBLUZLgTohhBCXTQJ2M11NwF7keCa8sAEm7zYtMN0zAD7uCpHVPDXW2hQWGPnvN9O+7QAdb2jK9U+0x8WjBuWLnkEH7QfPfV8HvdIeZLEZiQtRQCKw4tzXwQtcLgzode6rmhYUMxYaiVt9lHUz97Fr1RGMpTZee9ZzpuPQUDoOlVX3ihKXAp/ugCl7IatUMcQIb73P/fZmUNOSjaxGYR7s/Q22fgBnYkzHnHx0cbrWj4BzNX1SCyGEqHISsJupIgL2IltOwRNrYMWx88dsDHDvuf7t9eQEfIVKOpDGH6+tYf/W8znJ7j7ODH+2I61716CINhV4Et2rHcALeB8IsdB8hHkOoFfeV3D+viutFTpw74E+GVMNpSVlsWFOPGtn7iXluGnqcNGqe6ebQono3ghbe1l1v1opufDdLvgsBg5lmI75OMGDEfBwBPhLTcDKoRQc+ge2vgdHlpiO2TpB2F26QJ13c8vMTwghRLUhAbuZKjJghwvvb/dwgBfb6X2HjrLlrcIYjYq1M/Yy95PN5GbmFx9v3TuIYc92xKOmVAFMA8YD+8597wG8C8hnwurhEDp4Xw4klDNuA7RGF6zrgT4pU80YC43sWXuMNdP3lrvq7u7jTKehobLXvYIUGGF2ok6XX33CdMzeBm5uqlfd28mCb+VJ2nKuQN2fZQvUBV8PbceDf1eLTU8IIYR1k4DdTBUdsBfJLYRPzu1vP3s+jqSJh97fflMT2XNYkVJPZjJt4jp2rTxSfMzFw4Ebnowm+roQDDXhxs5At3yLO/e9E/Aiup2YqD4OAcvOfZWXNm8DtAeuBboB1XCl9FKr7i26NdR73btJX/eKsDFJv9/8kaAD+ZK61YfHI6UtXKU6e0jvcY/9BvJLpT3U76wL1AXfIAXqhBBCmJCA3UyVFbAXOZEFE9bDD6X2t3erDx92hehqXD3a2iil2LowkZnvbiAzNbf4eLNO/ox4oTM+Dd0tOLsKkgU8B+w4970N8BAwDF2ZXFQfRXvei4L3o+VcxgHohA7eO6JP0lQjRqNi7/pjrJ2+l5gVh8usunvVd6XT0FA63tgUL99qeGbCyhzNgC9i4atYOJNrOhbsDuNawd0tdMaXqAS5qRD7rQ7eM0s9oT1DIeoJnTIvBeqEEEIgAbvZKjtgL7ItWafJLy31Hj6qGbzVCQLks2qFyTiTw6z3N7Dl78TiY/ZOtvR/oA09bw+v/vto84C30UFekRuA/wGygFM9KSAeWIq+X0+WcxknoCvQG4gGqllxsbSkLNb/tY+1M/eResJ01d3G1kB494Z0HdGcZp0CsLGRs09XIysfft0HH+0o2xbO3R7uDtPbs0I8LTO/Gq8wD/ZNhS3vlV+grvVYXaTOWSrSCiFEbSYBu5mqKmAHvb993kF4ag3sTTt/3MUOno2CJyPBxb7Cf22tFbvyCNPfXGcSHASEejPypc4EtazmGzuNwI/ALyWORQMvAbI9uHozArHo4H0FkFLOZTzR+937ABFUq+wKY6GRuDXHWDN9D3Erj1D6ncenkTudhzWjw/VNcfOuZikFVkYpWHSuLdyiUm3hDMD1jXW6/DX+skWrUigFhxbqwP3oMtMxO2doMUa3hfOUCqJCCFEbScBupqoM2IvkF8JXu+Dljbrib5GGrvBmR92aRxaYKkZuVj4LvtjKyt93o4z6IW4wQPdbWzDokSgcq/sZkoXAB0BRm6cg9Op7Ne71LUooBLaiV91XAmfLuYwfOmX+WnTngGr02pFyPIN1s+NZP2svaaeyTcZs7W2I7BNEl2HNaNLWr2bUobCg2DPw6U6YsgdyCk3HonzgiUgYGQIOkqVTOZI265ZwpQvUGWwgZJje5+7XwXLzE0IIUeUkYDeTJQL2Iqdz4NVN8EUMlNza2a4efNAFegRU+hRqjUOxyfzx2hqO7T2/XOld35URL3SiRbeGFpxZBdiOXlkv6krgDbwBhFtsRqIy5AMbgH+BNeitEaUFAX3RK+9+VTe1q1WYbyT2v8OsnraHveuPlxn3Dfaky/BmdLiuKc7usgH7apzOgW/OtYU7ZrozAX8XGNsSHoiAupLcUDnSD8L2j2DXd5Bf6g4IuEYH7o0H60BeCCFEjSYBu5ksGbAXiUuB8WthfqmK0UOD4b3O0FT2GVaIwnwjy3/dxaKvtpGfe36FI6pfY254KhrPei4WnN1VOoouRleU9uoAPINedRU1TyZ6xX0psBmdRl9aJDpwvwbdBrCaOHUwnTUz9rBxboJJ8UgAByc72g4Mpsvw5jQKr2uhGdYM+YUwLUHvc990ynTM2U7XV3m0NbTwtsz8arycMxDzFez4FLJKFa3wDoOo8dD8drB1tMz8hBBCVDoJ2M1kDQF7kSVHdGG67afPH7O30cWBXmwHXvK+XSFOHUpn2sS17Ntwvnmxk5s9g//Xli7DmlXfNlPpwMvAthLHbgIeBKp55r+4iBR0j/clwM5yxu2ADuhidV2oNpXm83ML2bH0IGun7yVhS9kqfI3C69JlWDOiBgbj6CwP8CullO7j/uF23de99AeBQYE6Xf7aBrLPvVIU5MDeX3U/95TdpmMu/hD5KLR8ABy9LDI9IYQQlUcCdjNZU8AOUGiEn/bAhA1wPOv88bpO8HJ7eDAc7GWP4VVTSrFxbgJ/fbiJrLTzq3iBLX0YOaEzDZrXseDsrkI+8BHwd4ljEehAvprX2RNmOI5OmV/M+WyLklyBHui0+dbotoDVwPGEFNZM28PGefvJzcw3GXNys6f94CZ0GdEc/xBZDr4a+9Ph0x3w/W7IML2ZaV0XHm8Nt4aCo7wHVTxlhAMLYOu7cGyl6Zi9O0Tcr4N390aWmZ8QQogKJwG7mawtYC+SkQ/vbIX3t5kWCGrmCe921tV9ZbXj6mWk5DD3k81s+Cu++JiNrYEed4Qz4IE2ODhXs95ZoJfI5gGT0AE8gBfwItDWQnMSVUsBe9Gr7suA5HIu44tOme8DBFfd1K5GblY+WxYmsmb6Ho7EnSkz3rR9fbqObE6rnoHVv32jBaXl6qD9051wsFShQz9neLilPnnsW413EVm1E+th63uQMBOTnAcbOwi9Re9z94m02PSEEEJUDAnYzWStAXuRQ2fhufXw2z7T4z0CdGG6drJqWiESNp9g2sR1nEw832+vTgM3hj/XiRZdG1hwZldhD3plvSib2Aa4F7iFalVJXFylQmAH8A86dT6rnMs05XzwXk22hh+KTWbN9L1sWbif/FJlz919nOl8UzM63xSKl5+rhWZY/RUYYVYifLAN1ieZjjnawu2hOl0+opomJFm91H2w7UOI+xEKTes5ENgf2j4NDXrJ2XshhKimJGA3k7UH7EU2JsETq2HVCdPjo5rBxI7QUHpvX7WC/EKW/RTLP99upyDvfBWvyD5BDH0qunp+8E8D3kRXFy/SDV2QTh4ztU8OsAqdNr+RssXqbIBooB/QFagGdTOyz+axcV4Cq6ftIanECTfQ2TIR1zSky4jmNOsYgI30y7xia0/oAnUz9oOx1KeFAY104N6nocSOlSIrCXZ+Bjs+h9xSmSX12urAPWSYXoEXQghRbUjAbqbqErCDLg40OxGeXgfxJT6XOtvBU5HwdBS4Se2lq5Z0MI1pb6wjftP5syOOLnYMeLAN3W9pUf1SbQuBn4EpnM+ubAi8CjSx1KSExaWg0+UXA7vLGXcFegL9gZZYfVaGUor4jSdY9eceYpYfwlho+pZWL9CDLiOa0eH6prh4VIMzEVbq4Fn4bCd8GwdppVoLtqyjA/dbm4KTxI4VLz8Tdv2gV93PHjAdc28MbZ6A8LvBvhqeXBZCiFpIAnYzVaeAvUheIXwZq3u4p5TIkqvvAq9Fw91hUF0LnVuLoqJ0cz/eTEZKTvFx/6ZejHihM8FtfC04uyu0DpgIZJz73gEYCwzB6oMxUckOo1PmF3N+C0VJAeh0+X5ANdghkpqUydoZ+1g3cy/pydkmY/ZOtrQbqIvUNWpRTfL/rdDZPPhhN3y8Aw6U2ufu6wwPR8BDEbLPvVIYCyB+ut7nfmqL6ZhjHWj1MLT+H7hUw/cpIYSoRSRgN1N1DNiLnMmB1zfDZzF6r2GRlnXg3U4wIFDSE69WVnouCz7byprpeyj5DOl0UyhDxrXD1bOardQdQ+9rjy9x7BrgKcDdIjMS1sQIbEcH7yuA7HIu0xoYiK4271x1U7sShflGYv87zKo/d5u0cSwS2NKHriOa06ZfYxxkSfiKFBp15teHO2BNqZvY0VZv23o8Uvq5Vwql4Ogy2PIeHFpoOmbrpFfb2zwBniGWmZ8QQoiLkoDdTNU5YC+yLxWeXQczE02P92kI73eGSB+LTKtGORSbzLSJ6zgSd7r4mJu3E9c/0Z72g5tgqE5nRnKBL4A5JY75Ai+ggzEhQAfrq4BFwFbK7nd34nzKfDVoEXdyfyqr/tzDxnkJZVrDuXg60nFoU7qOaE7dBnLm6kqtK7HPvdSOBAYFwpOR0Ev6uVeO5J16xX3f73oFvojBBkKG633uvu0sNz8hhBBlSMBuppoQsBdZdRyeXAMbSlTzNQBjwuD1DhAg29quirHQyKo/9rDgi60mH/ibRPky7LlOBIRWsyWkVcC7QNHD3wYYA9wKSJ9lUVIyOl1+IXConHE/dLr8AHT6vBXLzcpn84L9rJ62h2N7U0zGDAZo0a0h3UY2p3mXBlKk7godPAuTdsI3u+BsqX7ukXX1PvdbmoKDvM5UvLOHYdtHsOsbvee9pAa9oO14CBwgZ02EEMIKSMBuppoUsIPOkPsjHp5db9o/1+VcYbrxUpjuqqUmZTLr3Y3sWHKw+JiNrYFuN4cx4ME2OLs7WHB2lykJva99R4lj7YDnAWnVJEpTQBzwN7pgXWY5l2kDDAK6o1fhrZRSioM7TrFq2h62/XOAwnzTFIK6Dd3oOqI5HW4IrX5bX6xEeh58Fwef7IBDGaZj9V1gbEt4MALqWvHjpNrKSYGYL2H7J5Bdqidf3VZ6xb3pzWArHwiEEMJSJGA3U00L2IvkFOgVjolbTCv5+jnDax10YTq76v0nWlzc6qPMfGc9yYfPP37cfZwZ+kR7ogYEV580+ULgF+AnzleR9waeBjpZalLC6uUAa9D73ctrEeeCTpkfgNVXmT97Jpt1s/axZvpeUk+YnoWwc7Ch7YBgut3cgkbhUqTuSuQX6i1bH243zQAD3eVkTHO9z72pp2XmV6MVZMPun2Hr+5C2z3TMPVDvcW9xDzhIn08hhKhqErCbqaYG7EWSs+G1zbqqfMnCdOHe8F5nGCiF6a5KQV4hy6bEsvj7HeTnFBYfb9bRn2HPdcQ3qBp9At2KXm0/XeLYEOBhrL64mLCwopT5v9EV50sLQAfuA4B6VTivy1RYYGTXyiOs+nM3e9cdLzPeuHU9ut8SRus+QdjZSz735VIK1p7UgfusRNN+7gbghmB4ojV085f3pQpnLITEObDlHTi53nTM0RtaPSKV5YUQoopJwG6mmh6wF9mXCs+t18WASrq2gS5MF2XFH6KrgzPHMpj13gZilp+PVmztbbj2rgh6390KR+dqknaYgt7Xvq7EsQB0inyERWYkqhMFxKAD9+WUrTJvA0Sjq8x3RrcWtFJJB9NYPW0PG+ckkH3WtOG4u48znW9qRudhoXj5SnGQK7E/XbeE+yEOMgtMx6J9dYG6YU0kE6zCKQXHVsKWd+HgfNMxWycIuwuingSvUMvMTwghahEJ2M1UWwL2IqvPFaZbX6ow3R3N4I0OECgFkq9KzIrDzHxnPSnHz6fVetV35YYn2hPZJ6h6pMkrYB66knxRC3ob4A7gTkC6XwlzFFWZX4jO3ij9DuMB9EYH71YcG+Rm57N5QSKrpsZxPD7VZMzG1kDLnoF0vyWMkHZ+1eP5bWVScnVxuk93wrFSNRGC3OGxVnBPC6hOpUGqjdMxOlV+76+mleUxQMgwaPsM+LW32PSEEKKmk4DdTLUtYAd9gn36fnhmLSSW+NMdbeHRVvBcW/CSGktXLDc7n8Xf7mD5z7soLLEPIbRDfW56uiP1Q7wsN7nLcRR4C4gtcSwM3f6toUVmJKqrE+j2cH8DJ8sZD0EXquuDDuStkFKKhM0nWTl1NzHLD2Es1bfMP9SbbjeH0W5QcPXJqLEieYXwZwJ8sB22JZuOeTrAA+Hwv1bQULZaV7yzh2H7xxD7DeSXqg7Y8FoduDfqK/sUhBCigknAbqbaGLAXyS2Ez2Pgjc16laNIHUd4qT08FCFtd65G0oE0Zr23kd1rjhYfs7Ez0OP2cPrfH4mjSzX4UF8I/AZM5nxRMSfgIeA6rLqQmLBCRvRq+9/ASiCv1Lg9cA0wGIjEanu7p57MZO2MvayduZezp3NMxpzc7OlwQ1O6jQijXpCVnn2wYkrBsqM6cF9QqoWgnQ3cHKLbwrWVbVwVLzcVdn4JOz6BrFJn1nwiIeppCB0JNpJmJYQQFUECdjPV5oC9SEouvLVFpyTmnq+bRogHvNUJhjeRE+tXSilF7IrDzHp/I2eOnl+58PJz4YYno6tPmnwc8CZwpMSxaGA8Vl1ETFixDGApOmU+rpzxAPSq+wDASouzF+QXsmPJIVZOjePA9lNlxsO6BNB1ZBjh3RpgY1t73lMqyq4zukDdz3shr1QXgp4Bep/7oCCwqQYvodVKQQ7s/gm2vgdpCaZj7kHQ5kkIvwfsXSwzPyGEqCEkYDeTBOznHTwLL6yHX0t1funsB+921pV7xZXJyylg6eQYlvy4k4I80zT5G8d3wL+ptwVnZ6Zs4EtgboljrsAj6KBKPjSLK5UILEC3iEsvNWYDdECvunfCamsoHI47zeo/drNlYSL5Jc98AnUauNH95jA6Dg3FWTZjX7YTWfBFDHwRC6USGgjz0oH7Hc3AyUofG9WWsRD2z9IF6pI2mo451dVV5VuNBWcrPaMmhBBWTgJ2M0nAXtamJBi/FpYfMz0+NBje6ghh1SC2tFanDqUz690NxK0ukSZva6DriOYMeKgNLh7VoHjAOuADdCuvIh2BpwAfi8xI1BR56EJ1C4DN5YzXRRepGwRY6QnEzNQc1v8Vz+ppe0yyagAcnOyIvi6EbjeHVZ9aFlYkK1+vtn+4HfammY75OsPYlnorl4+0oaxYSsHRFbD1XTj4t+mYnYtebW/zJHgEWWZ+QghRTUnAbiYJ2MunFMw/CE+vg7iU88dtDXBvC3glGupLNtwVUUoRs/wws9/fyJlj5z/Qu3o5Mvh/bek4NBQba8/xPAt8ji4kVsQNGIcuHGbl0xfVwDF0uvwiIKnUmAFohw7eu2GV7eGMhUbiVh9l5dTd7Fl7rMx4aAd/ut8SRsQ1DSVd/jIZFcw7oPe5/3fcdMzZDkY3h8dbQ6iXJWZXwyVvhy3vwb6poEpkkhhsIfQWaDte73cXQghxSRKwm0kC9osrMMKPu+HljXA86/xxVzsY3waebANu1aB2mjXKzy1k+c+x/Pv9TvJyzrfUCYyoy7DnOhEYUQ2Wq9egV9vPlDjWHXgC8LLEhESNU4hebZ8HrOZ88cMiHuiTREOA4KqdmrlO7k9l5R+72Tg3gbxs06bj3v6udLs5jE43hlaPDBsrs+GkDtyn79eBfBEDOitsfBvoXN9Ss6vB0g/Atg9h13dQkG06FjQQ2j4LAd2lAI4QQlyEBOxmkoDdPJn58PEOeGcrnM0/f7y+C7wWDWPCdAVfcflST2Yy56NNbF10oPiYwQAdbwxl8CNtcavjZLnJmSMd+BRYUuKYF3q1vSey2i4qzmn0qvt84Hg5463QgXsPwApj3+yzeWyYE8+qP3aTfNj0fcfByY72Q5rQ7ZYw/ENk39HlSkzX71Hfx0Gm6TkRutSHpyLh+sYgyQwVLDsZdn4OOyZBzmnTMb9O0O4ZCL4eDHLDCyFEaRKwm0kC9suTlAWvboKvd0HJNsQtvPX+9usbywn1KxW/6QQz3l7PiYTU4mNObvb0fyCSbjeHYWdv5T32VgAfYlo0rCvwKFJJXlQsI7ANvdf9PyC/1Lgr0BddqK5plc7MLEajYs8anS5fsp5FkabR9c+lyzfCVs6EXpaUXPhmF3yywzQrDKCpp06VH90cqkNXzWolPwvifoCt78PZg6ZjXs11qnzzO8DWCs+kCSGEhUjAbiYJ2K/MnhR4bj3MSjQ93rU+vNMJulppQShrV5hvZOUfcSz8aju5meejkHpBHgx9Mprw7g0tODsznAE+RvfYLuIKPIAOnuRpJSraWWAxMAc4WM54M/Rjrw9ghXU3kg6msfL33WycG09uVql0+fqudB3ZnE43NcPVUwKdy5FXCL/tg/e3QWyK6VgdR3i4pS5S52eFj4lqrTAf4v+ELe/A6Z2mYy7+0OYxaPkgOHhYZHpCCGFNJGA3kwTsV2f1cV2Ybs0J0+M3nqso31wyO69IenI2Cz7bwoY58ZR8ZoZ3b8jQp6KpF2jFH3YUetXzE6DkB+UodN92OZkjKoMCYtHp8suBUu2/cEYH7dcBoVU6M7Nkn81jw9x4Vv+xh1OHTHvb2TvZ0n5wCN1vlXT5y2VUsOiQ3ue+pFQyg6Mt3NUcnmgt71UVTik4tBA2vwPHVpiOOXhCq4ch8lFw8bPM/IQQwgpIwG4mCdivnlLw1wF4bh3sTj1/3NYA94fDy+1lFeNKHd51mlnvbSBx2/ky2bb2NvS6M4I+97bC0dmK8zrT0X3bF5Y45oRebb8eWW0XlScDWIoO3veWMx6G3ut+LTqQtyJGo2LP2mOsnBrH7tVHKf3OHNrBn2tua0F494bW303CymxL1oH71HhdULWIAb2da3wbyQ6rFCfW617u+2ehz6ydY+sILcZA1FPgGWKx6QkhhKVIwG4mCdgrTlFF+Zc2wokSewfd7HXBnyciwd0K2y9ZO6UUWxcmMufjzaQlnb9hPX1dGDKuLW0HNrHuD+6bgPeBkyWORaIryQdaZEaiNtkHzAX+BUoVs8YV6I1edbfCve6nDqWz6o/drP8r3mSLDIBPI3e6jmxOxxtCcZYX1styJEPvcf96l2kRVYBOfvr9amiwFKircCl7YOt7sHsKGEvc8AYbCBkObZ8B37aWm58QQlQxCdjNJAF7xcvMhw+3w7vbIKPEe7KvM7zYTq+6O1h5/TRrlJuVz+LvdrD8510UllgeCmrlw9CnOtC4tRVXdssEvkYHTkXsgVuB27HKPtqihslCB+1zgfhyxsPRmR+9sLrHY05GHhvmJLByalzZ6vLOdnS4vinX3NqCekFWvFXGCqXlwrdxurr80UzTsRAPfZJZCtRVgoyjsP1jiPkK8jNMxxr1hXbPQoNeUsFWCFHjScBuJgnYK8/JLHhtE3wTZ5p+2MQDJnaAkU3BmheGrdWpg+nM/mAju1YeMTnedmAw1z3aDi8/VwvNzAyb0X3bS7bkagg8CbSxxIREraOA3ejAfRll97p7AP3RKfNWlgFiNCriVh3hv9/i2LvetK+dwaBrXHS/tQXNOvpjkGDHbHmFOk3+/W2w84zpmI+TLk73cEuoZ2XbJ6q9nBSI+QK2fwLZp0zH/DroFfcmQ6UlnBCixpKA3UwSsFe+fakwYQP8mWB6vH09eLcz9GpgkWlVe7vXHuWvDzaZtIFzcLKjzz2t6HlnBPaOVprGkAP8DPwBFJY4Phh4EHCzxKRErZQJLAH+AvaXMx6JTpfvjtWtup/cn8rKqbvZODeBvBzT6vJ+TTy55tYWtBvcxLrrXFgZpWDxER24LzY9H4qTLYwJ023hQr0sMbsarCAb4ibrlnDppZ6I0hJOCFGDScBupnJvKBcHbOzlVHpF25QEz6yDpaUq9Q4M1BXlI30sM6/qrLDAyNqZe1n45TYyU3OLj9dp4MYNT7SnVa9A611pS0SvtseWOFYX3be9u0VmJGqrogrzc9AV5kv3dfdEn1C6DqhfpTO7pMy0XNbN2seqqXGknjRtPO7s7kCnG0PpfksY3v5yJuxybD0F72+HP+KhsMSnIwN6f/v4NtDZyh4L1Z6xAOKnw5a3IXm76ZhrAEQ+Di0fAAd3y8xPCCEqmATsZir3hprfHZvIcdBiNNjYWWZiNZRS8M9h3Qpux+nzxw3A7c3g9WhoLNswL1tmWi6LvtrG6ml7MJb4dNm0fX1ueLI9DcPqWnB2F2FEB0nfYFoQrBswFpCOP6KqpQGLgHnA4VJjBqADOnDvBFhREkthgZGdyw6x8vc49m9NMhmzsTXQ6tpAetwWTuPIetZ7Es8KHTyrC9R9G2dakwWga314ug0MaSzbuyqUUnBoke7lfnS56ZijF7R6RLeEc7biui1CCGEGCdjNVO4N9WcINrmnwTMUOr0OTUfIHqoKVmiEX/fpVPnDJWrOONjovYIvtAUfSXK4bMfjU5j13gb2bThRfMxggOjrmzLokSg861lpf70k4CNgXYljTsAoYAQg581EVVPAdvQJpf8w3b4BUA+96j7o3P+tyOG406yaGsfmvxMpzDeajDUKr0uP28OJ7BuEnb0VnXGwcim58M0uHbwfN01kIMxLr7jf3kz3dhcV6MR6Hbjvn41JSzg7Z2hxj24J5xFkqdkJIcRVkYDdTBcN2Iv4REKniRA0SKqWVrCcAvgiFiZuhjPnM7pxt4eno/R+QVfZgnlZlFLELD/MnI82mVSUdnC2o8/drehxRzgOTlYYASt07+zPgZQSxxujW8C1ssCchAA4AyxAr7qfLDVmA3QFbgDaolfhrcTZ09msnr6HNdP2cPa0aXU9Dx9nuo5sTpdhzXGr42ShGVY/uYXw2z69z31XiumYvwuMawUPRoCXbLeuWCm7Yct7sOfnUi3hbKHZrRD1NPjIm4QQonqRgN1M5d5QWbuxWfsMHFthemH/rtDpTWhwTRXOsHZIy9Vt4D7aAdkl6ifVd4GX28M9YSCLQZenIL+QVVN3s+ib7eSUyOWsE+DGdY+1I7JPkHWmxmYA36MLgZV8VRoC3A/I9kVhKYXARnSF+XXoLR0lBQJDgX7oHu9WoiCvkK2LDrDi110c3WNaBt3e0ZZ2g5vQ47Zw6od4WWaC1ZBRwYKD8N42+M+0YD9u9nBfC3g8EhpJ6YCKdfYwbPsIYr+GglKpDkGDof1z+rOaEEJUAxKwm+mCN5TBAIf/hbXPwanNpj/UqJ9ecfdrX4UzrR2OZcKrm+D7ONNCP0094Y0OMCJE9gperoyUHBZ9vY010/ea7G8PaevHDU9G0yjcSve37wE+BPaWOOaN3tveC6tayRS1UBIw/9zX6VJjzkBfdF/3kCqe10Uopdi/5SQrfosjZvlhlNH0bT+sSwDX3BZO884B2MgLrdnWndCB+6xE03OMdjZwW1N4qg20stKX2Wor+zTsmKS/ckv14vPvBu2eg6CBkhUphLBqErCb6ZI3lFKQMBPWT9ApWSWFDIOOr0Gd8Cqabe2xJwWeXw8zE02Pt6sHb3eCPg0tM6/q7HhCCrPf38jedabLQe2HhDB4bJR19m8vBGajV9xLFqVrD/wPq+uTLWqhAmAl+nG6o5zxCHS6fE/Airb3nDmWwcrf41g3e59JBg6Ab7An19wSRvvrQqQt3GWIT4MPt8OPuyGnVM2DgYF6n3vPAIkhK1R+Juz6DrZ+ABmlqkTWbQVtn4XQkVJAWAhhlSRgN5PZN5SxEPb8AhtegbMHzh832EDzO6HDy+ARXOnzrW3Wn4Rn18HyY6bH+zbUgXtbKyv2ZO2UUsSuOMycjzZz6lB68XF7J1t6jWrJtXdF4OhihR/Qk4BPgdUljtkBI4E70CuaQljafvRWjn+AnFJj3uhtHddhVUXqcjLyWD8nnv9+i+PM0QyTMWd3BzoPa0b3W8Ks84SelUrKgkkx8HmMLlZXUrt6OnAf1kSvwIsKUpgPe3/TBepS4kzH3BvrXu4txuhidUIIYSUkYDfT5d5QFObps7kbX4es85W4sbGHiPuh/Qvg6l+JM659lIJFh3Xgvr1U6uktTeH1DjplXpivIL+Q1dP28M/X28lKzys+7uHjzOD/taX9kBDrTIldBXyGaeEvX/RqezeLzEiIsjKAf9EV5ktlCZkUqYs6970VMBYaif3vCCt+3UXCZtPKejZ2Btr0aUyPO8IJjPCx0Ayrn4x8vb3rox26PVxJTTzgyUgYEwbOsvhbcZQREufA5rfg5AbTMWdfiHwMWj0MjvKhQQhheRKwm+myA/Yi+Vl679SWdyC3RKlYWydoPRbaPgPO8sGmIhkV/L4PXtwAiSXuMjsbXeDnxXbgL4tAlyUzLZd/vt3Oqj92Yyw4/xLQKLwuNzwZTUhbK2yEngP8CvwBlMzk7YIO3OtbYlJClEOh0+Rno1vDlS5S1xC9z30gYEXFyY7uOcOKX3exZWHZtnDBbXzpcXs4rXo1wsbWSs42WLkCI0xL0PvctyabjtVzgnGt4eEIkGL9FUgpOLoCtryte7qX5OABLR+GNo+BixW+xwkhag0J2M10xQF7kdxU2Po+bP9Y76UqYu8ObZ6AqCf0m4OoMHmF8FUsvLEZTpVIO3W2g8da6XZw0lLn8pw6mM6cjzcRs9x0D2CrawO5blw76gVZ4WP4CPAJsKnEMUfgTnTvdgdLTEqICziFbgtXXpE6J3SRuqFAk6qd1sWkJ2ez+s/drJ62h8xU09zuOgFudL8ljE43huLkJk82cygFS4/qjij/lNpu7WoH94XDY60hSDphVKxTW/XiSvw0vQJfxNYJwu8+18tdtjQKIaqeBOxmuuqAvUhWEmx+G2K+gMISH2yc6upqpa0elr1TFexsni7w8/52nXpYxNsRnm8LY1uCNbYbt2Z71x9n9gcbOb7vfNaIjZ2BbiPD6Hdfa1y9rGwJSAHLgC8wDYIaoqvJd7TEpIS4iAJ0LYa/gK3ljEcCN6LT5q3k9Ssvp4AtC/az/NddnNyfZjLm5GZPpxtDuebWFnj7W1GagJXbekqvuP+RoLPHitga9Fav8W0gUpL0KlZqPGx5F3b/BMbzW8Ew2ELozbpAnfRyF0JUIQnYzVRhAXuRjCOw8Q2I+x6MJRqKuwZA9IvQ4m6wldWIinQqG97cAl/EQF6Jk+cNXeHVaBjVXIr7XA5joZENf8Wz4MttnE0+X5rd2d2Bvve2pvstYdg52FpwhuXIBH5Apx6XzODtjA7cAywwJyEu5SD6MbsI0y4IAD7oAnVDgDpVO60LUUqxZ90xVvwSx+41R03GbGwNRPYJoscd4QS1tKKqelYuMR0+2A4/7IbsAtOxAY3gmSjoIZXlK1bG0XO93L8yzYwEaDxEL7L4d7HM3IQQtYoE7Gaq8IC9SFqCrii/51dMOrN6BEP0y9D8DrCxsqCnmjuQDi9vhJ/3mvbCDfPSPdxvaiIfei5HblY+S3+KZdmUGPJL9CjyaeTOdY+2o9W1gRis7QaNR1eT31nimD1wO3ALOmVeCGuTia4sPwsolSqNHbol3E1Ai6qd1sWc3J/K8l93sWleAgV5pvvcG0fWO7fPPRBbOVtqluRsXVX+sxhILtVhINoXnm4DNwaDlA2oQDlnYOfnsP0TyCm1TyXgGh24B/aXDw5CiEojAbuZKi1gL3I6BtZNgMS/TI97h0GHV6HpcN0aTlSYnafhufUw/6Dp8fb14M2O0LeRZeZVXaUmZfL3F9vYOCeekq8SwVG+3PB4e4JaWdlqmgKWAl8BJQs8+aOL0nW2xKRqloK0NE79+ScZW7eSsXMnWbGxGHNysPfxwb5uXezq1i3zf+eQENyionDw97e+Ez3WQgFb0IH7WsoWqWuBDtx7YDU93c+eyWb1tD2s/mMPGSmmkaa3vys9bg+n49BQnFytZMJWLitfr7Z/sB0OlKosH+IBT7WB0c1lu1eFys+EXd/rekSle7nXi9Kp8iHDZJFFCFHhJGA3U6UH7EVOboB1L8Lhf0yP+7SBThMhaKCcxa1gK4/pwH31CdPjvRvoHu7tfS0zr+rqyO7T/PXBJuI3md6gUf0aM+h/bfFpaGWVkrKAKcB0oLDE8c7AI0ADS0yq+ktdvpzdo0aRe7j0UrB57H19cYuKwq1tW9yjonCLisKpSRMMFf2aW92dAOaiC9Wllxqzwp7u+bmFbF6wnxW/7uJEQqrJmJObPZ1vakb3W1vgXV9aeZijqLL8u9tgW6nK8r7OujjdQxFSYLVCFeaV6OW+23TMsym0fRrCRoGt3OhCiIohAbuZqixgL3L0P1j3AhxfZXq8fhcduDfsWTm/t5ZSChYcgufXw45SGW8jQnSqfDMvi0ytWlJKEbviMHM/2UzSgfNRhK2dDd1vCaPvfa1x8bCyDzOJ6DT5bSWO2QPDgTsAFwvMqRoy5uVx4MUXOfzee1Dq7cKhQQPsPD3JP32agtOnUQUFF7iW8tl6eODRuTNevXrh1bMn7u3aYbCTJUQAcoElwEwgodSYDdAdGAa0BKzgnK9Sir3rj7P8513l7nNv01f6uV8OpeDfI/DOVlhienPibg8PRujgPUDOg1QcZYT9s3Uv96RNpmOuAbqqfPh94CBFFoUQV0cCdjNVecAO+h340CIduJ/aYjrWsDd0egPqd6q8318LGRVM3QcvboT9JVarbA0wJgxebg8N5b3XbIX5RtbN2svCr7abpMG6eDjQ7/5Iuo5sjp29FaUPFqXJf4lpNfk6wINAH6wi2LFWSil29OtH6r//Fh/z7NmTxq++imurVth7e5tctvDsWfKTk4sD+LykJLJiYzm7ZQsZW7dScLp0XzNTNq6ueHTsiEeXLnh27YpH587YeXpW2t9XLRT1dJ8FrKRsunwoOl3+WqympeHxhBRW/BLH5gVl97k3ifKl550RRPRohI2NPPnMsfkUvLsVpu83rSzvYAN3NtOV5Zt7X/DHxeVSCo4s0YH7kaWmY451IHIctP4fOFlJVUghRLUjAbuZLBKwF1EKEmbC+hchJc50rPEQ6Pg61GtT+fOoRfIK4ds4eG0TJJWoyuxoC4+0hGejoJ503zNbTkYeSybHsOKXXeTnmhamG/y/tkT2CbKu/crZwK/An0CJVoC0BMahgx5RhjEvj5WO5zInbG1p8tZbNHzyyStKY1dKkXv4sN7/vnUrGVu2cHbjRvJOnLjwDxkMuHfoQJ2BA6kzcCDu7dvX7hT6op7uc4GUUmOewGDgBsBKtv2cPa33ua/6Y3eZfu71Aj3oeWc47YeE4CAbs80Snwbvb4Mfd5t2RjEAQ4N1gbpO9S00uZrq5AYduO+fbXrc3hUiHoA2T4Cb7LMSQlweCdjNZNGAvXgShbDvd11VPq1UzmPTEbo4XR0rKg9cA2Tkw8c7dB/c9BLtWN3s4clIeCISPKxklao6SDmRyYLPt7JpnunjN7ClD9c/1o6Qdlb26fEYerW95M4UA3pP8N3ooEeYWB8SQs7+/dg4O9MtPb1CU9aVUmTv20fq8uWkLltG+urVF90jb+/jg3ffvnhdey1evXvjHBxcYXOpVvKA5eh0+T2lxmyAbuhV99ZYRQZJXk6B3uf+yy5OJpr2c3f1cqTbzWF0Hdkc9zpy1tQcJ7L0+9iXsabvY6BbwT0bBf0bSXmcCnU6Fra8DXt/B1WiOIqNg97f3vYZ8GpqufkJIaoVCdjNZBUBe5HCfNg9GTa+pvu5FzHYQPM7Ifol8GxS9fOqwc7k6L2Bk2JMe+D6OMELbfX+QFn0Md/huNPM+bBsYbqWPRtx3aPt8G1sZZHwBuAzTFtpuQN3oVco5b4vtuvWWzk1dSoAYb/8gt/tt1fq78s5fJj01atJW72a1GXLyIqNveBlnYKDqXvdddS94QY8u3fHxr6WVSRXQBw6cF8BlC4hEIre594Lq0iXV0qxe/VRlv0cy74Npq8Vdg42tBsUQo87WuAfIvnd5kjPg292wUc74FiptuKRdfWK+8imIB32KlB6Imz9QFeXLyzRHcFgA01H6pZwPq0tNz8hRLUgAbuZrCpgL1KQA7HfwKaJkJ10/riNHbS4G9pPAHfpTVaRjmXCxM3wTZyuzlukkZve335Xc/mwYy6lFHGrjjLv080cj08tPm5ja6DzsGb0fyDSulbQ8oEZ6IryJbZJ0Ah4GJByEgCcXrCAmMGDAbCvV4/o3buxr1N1ezdzDh8mZeFCzixcSMrixRSWet0uYuflRZ1Bg6h7/fV49+tnsr++VjiNTpefA5wpNeaNPhF1Hbp+gxU4HHea5T/Hsu2fAxgLTT+GhHVpQK9REYR2qG9dW2usVF4h/LJXV5bfk2o61thdt4Qb0xxcatn5rEqVdVL3cd/5OeSVaufQeAi0ex78pZeoEKJ8ErCbySoD9iL5mbDjM91iJLfERkVbR2j5oD6D6+JnufnVQAlp8NJG+G2f6fFmnvB6BxgeAlIfyTzGQiMb5iTw9xdbSU8+Hwk7utrTe3RLrrm9BY7OVvTJMRn4Blhc6nhHdOAeWOUzsjqxw4eTPGMGAHWHDiVixgyL7CU35udzdtMmUpcuJXXJEtJWrULl55e9oK0tHp06UXfwYHyGD8cltBYVKchHp8vPoGy6vD3QE50uH1als7qglOMZrJy6m7Uz95KTYXpfNmheh16jImjTtzG29lbw3mzljAr+SoS3t8KGJNMxHyd4tLWu2eJtZQ09qrXcNNj5BWz/CLJPmY4F9NCf1wL7yf4EIYQJCdjNZNUBe5HcNNj2EWz7EPJLzNXOBVqPg7bjpUppBduWDC+s1y3hSorygYkdYECgvO+aKzc7nxU/72LJ5BjySuw78PBxpv+Dbeh4Q1NsrSl9YTc6Tb5kBrYtOqX4TqAWdxPIPXaMTRERFKSmAhD4/PMET5xo2UkBBWlpnPn7b5L/+oszCxZQmF66cbnmGhlJvREjqDdiBC7NmlXxLC1EATHowL286vIRwAj0fncraOyQk5nP+tn7+O+3OM4cyzAZ8/Jz4Zrbwul8UyhOblaQ22/llIIVx3TgvqhUSQg3e3gwHB6PlJZwFSo/S6fJb30PMkrd6PXa6hX3kBt16rwQotaTgN1M1SJgL5J9Wr8J7PgUCkrk7jp46AqlbR7X/xcVZvVx3cP9v+Omx7v7w1sdoau/ZeZVHZ09nc3Cr7axbtY+k9RX38YeDBnXjpY9G1lP2qsClgFfoStyF/EG7gEGYBXBjSWcWbSInYMGgVFHfs1//JH6o0dbdlIlGPPySF2xgjN//82ZBQvI3lN6eVlzadGCujfcgM8NN+DeoUPtqDp/AvgLWACUPqfhBwwFBgFW8DZSWGBk+78HWf5zLId3mbYBdHS1p/ONoVxzWwu8/WvxGbTLsC1Zt4T7I6FsS7hRzXVLuGZelppdDVSYB3t+1RmSqaVeg7zDoO2z0Ow2sLWiLDMhRJWTgN1M1SpgL5J5QrcXifkKjCVKwzrWgbZPQ+uxutWIqBBKwT+HdeC+Jdl0bHAQvNEB2vhYZm7V0cnENOZP2szOZaarD02ifLn+8fYEtapnoZmVIxv4HZiKaRu4Jug0+XaWmJTlHfnkExIee0x/Y2tLxKxZ+Fx3nUXndCHZCQkkz5rFqWnTOLthQ7mXcQgIoN7NN+N32224tWtnPSeOKksOsAS96p5YaswR6AfcCFhB8X2lFPu3nGTZlFhi/ztiMmZjZyCqfzDXjoogoJlkmZljf7puCffDbijRiRMDcGMwPBMFHWSnXcUxFsL+WbD5TTi11XTMPRCixkP4PWBnRXVdhBBVRgJ2M1XLgL3I2cOw8XWI+8G0vYizr94v1fJBsHOy3PxqGKVgxn6YsKFsQZ+RIfBaNDSvZfWtrkbitiTmfLyJA9tN9/u16deYwWOj8GlkBct8RU4AX6BTikvqDDyELlBXiyiliB83jmOffQaAjZMTLRcswLtXLwvP7OJyDh7k1PTpJM+aRfqaNfpJXYpzaCj1RozAZ/hw3Nq0qdnBuwK2ANOA9eWMt0Wny3dAt4mzsJOJaSz/JZZN8xIoyDPN7Q/rEkDPOyNo1tG/Zt9nFeRiLeF6BcBzbaFPQ9n6VWGUgkOLdOB+rNQbibMvRD4GrR4GRyvrpCKEqFQSsJupWgfsRdISYMNrsPcXUCU+xLg2gOgXocUYsJX9fhWlwAhT9sArm+BwiS2WNgYY3VxXlQ90t9z8qhOlFDuXHWLeJ1s4deh8jq6NnYEuw5rR775I3Ota0crDNnT/9r0ljtmii3eNolbtb1dGI7vvuIOk338HwODoSPNvv8XvzjstPDPz5CUlcXrePJJnzSJl0aJyi9Y5NWlCveHDqXfzzbhFRdXsQPAIMAtYCGSVGgsChgN90SvwFnb2TDar/tjDqj92k5WWazIW0MybnndGENW/MXb2tXTfymVIy4Wvd+ng/Xip+71dPd3L/cZgsK1GH4ms3rFVOkvy4ALT4w6eOkMy8jFwlrQ9IWoDCdjNVCMC9iIpu2H9yxD/p+lxj2CIfhma365bw4kKkVsIX8fCxC2QVLKkgI3u3/58W/Bzsdz8qpPCfCNrZ+1l0VfbyUg539PWwdmOnneE02tUhPUUmTIC/wLfoivLF/EE7gYGU2v2txvz89k1bBin584tPtbwySdp8vbbGOyqz2tN/pkzJM+cSdJvv5G6fHm5K+8uERH43XknvrfcglNQUNVPsqpkooP2WcDRUmOewPXove5WkIGem53P+tnxrPhlV5kCdZ6+LvS4vQWdb2pmPa8dViy3EH7eo1vC7UszHWvmCU9HwR3NwLGWvLZViVPbYMvbED/NdLHFzgUiHoCoJ8GtgcWmJ4SofBKwm6lGBexFknfA+hchcY7pca9m0OEVaDoSbORdt6Jk5MOnO/QHnbQSqYWudrp9zlNtpH2OuXIy8lj28y6W/xxrUlHezduJ/g9E0vmmZtbT1ikbvbd9KlAypTQYeACdRlyDF2SLGPPziR87luPffFN8zLtfP1r8/nuV9mmvKHknTpA8ezanpk/XwXthYZnLeHTpgu8tt1BvxAgc6tev+klWhUJgLTpdfkepMTugF7pzQvMqnlc5CguM7Fh6iOVTYjgUa1qgzsnNni7Dm3PNrS3w9JUzqJdSaISZifDWFthaqmZLgCs80RoeiNBV5kUFSd2ni9PtngLGEpk+Ng4QdpeuTeTV1HLzE0JUGgnYzVQjA/YiJzfAuglwuFRj6ToROnAPuUlai1SglFx4byt8shOyzseaeDnooH1cK3CXhR6znD2dzT/f7mDtjL0UFpxfeagX6MHg/7Wlde9A60lPPoHu376s1PF2wINALfmcdezLL4kfNw5VoB/8TiEhtPzrL1wjIiw8syuXn5zMqRkzOPnzz6SvXl32AgYDXj174nfnndQbMQJbtxq6J2IPOnBfRtm2cK2Bm4FOWHyfu1KK/VuTWD4llpgVpkUtbe1saDcomJ6jIvAPkWIjl1JUbPXtrbD8mOmYt6N+P/tfK6grZXIqztnDuhNQ7LdQeD7TDIMNNL1Z1ybyaWW5+QkhKlyNDNjvuusuVq9ejZ2dHT4+Pnz99ddERERw4sQJxowZQ0JCAi4uLnzyySf06NEDgIyMDO6//342bdqEg4MDL730EiNHjiy+zhodsBc5+p9ecT/2n+lxnzbQ8XVoPFgqy1SgE1kwcbPeF5hf4sNtPSedJv9gBDhVn2xhi0o+nM6Cz7eyddEBk+OBLX0YMq4todFW1FdvJ7ow3e4SxwxAf+BeoK4lJlW1UlesYNeIEeSf0oUEbd3cCPvlF3xuuMHCM7t62QkJJE2dyqmpU8mMiSkzbuPigs+NN+J3xx149+lTrbYEmC0JmA3MA86WGmuIruUwALCCshMnE9NY/nMsG+clUJhvepahRbcGXHtXS0La+VnPiT8rtu4EvLMNZpfqKOBqB/eHwxOR0NCMc1WZ+bD5FLTwhnpW8BixWlknYfsnsPNzyCvVfzH4emj/Avh1sMzchBAVqkYG7DNnzuT666/Hzs6OH374ge+//57Vq1czZMgQ+vXrx7hx44iNjaV///4kJCTg6OjI2LFjcXR05IMPPuD48eNER0ezadMm6p9LY6wVATvo0+VHlsC6F+HkOtMxv446cG/URwL3CnTwLLy2CSbvMe1729BVF6YbHQZ2NexhVlkOxSYz56NNJGw+aXK8eecABo9tS6NwK4mGi/q3f4teeS/iDNyGrrhdw7dH5Bw6ROzQoWRsPdfCyGCg8RtvEPjcczUmOMqMiSHpjz84NXUq2fHxZcbtfX3xveUWfO+4A/f27WvM310sB/gHmA4cLjXmhq7jcCO6t7uFpZ3KYtXU3ayetofss6bl0AMj6nLt6Fa06tUIG6mqdklxKfDOVvhlLxSWeE+zt9H729/sCPUvsuvg0x2w4BDsToUOvvBWRwiRougXlpsGO7+A7R9Btmk3FRr21oF7g57yuU2IaqxGBuwlbd++nRtuuIH4+Hjc3d1JTk7G1VX3Hu/ZsycTJkygT58+NGnShPnz59OiRQsARo8eTbdu3bj33nuBWhSwF1EKDv6tV9xPbTEdC+iuA/cGPSwztxpqbyq8tBH+KPW5PtQTXo2Gm5vqCvPi4pRS7Fp5hPmTtnA8PtVkrE2/xgx6JIp6gVbSCi4PvRI5BV3Eq4gferX9WiyePlyZCrOy2HPPPZyaOrX4WL2RIwn96ivsvWtOOrJSirMbNnBi8mRO/fEHBSkpZS7j3KwZ9UePxu+uu3AMCLDALCuREd0ObhpQqsU0NkB3dLp8iyqeVzlyMvNZP3sfK37ZRcqJTJOxeoEe9LwznPZDQnCQ9KdLOnhW93L/Lg5yzpV4cLeHQ3eC10VOSJ7MgoR0yCuEL2Ih5gxM7QutreR8q9XKz4Jd38KW9yCzVCVIv07Q/nloPEQCdyGqoRofsD/88MMYDAZeeOEFWrRoQVra+bKmt956KwMGDOCuu+7CwcGBkydP4n3uQ+Jzzz2Hk5MTL7/8MlALA/YiSsH+2bD+JThTKr2zYW8duPt3tsjUaqptyfDiBph30PR4yzq6h/vQYHm/NYex0MiWhYn8/cU2k8rQxa3g7o/EvY6V5FumApOBuZju/Q1FF6ZrV/VTqipKKQ69+SYHJkwoPubQoAHNv/+eOv37W3BmlcOYm8uZhQs5+csvnJ47F5Vr2m4MGxvqDBqE/913U2fIEGzsa1jVrnhgBrAEKN0hz4r2uRcWGNm2+ABLJ8dwbK/pCRY3bye63xJG15HNcfWSzdmXkpQFk2Lgs506Nf6dy/jIkJkP186BLvXho676I0lKLtSRm/3CCnNh98+6snxagulY3VZ6xT1kuBQVFqIaqdEB+5dffslXX33FypUrycjIoGXLlpw5c6Z4/JZbbqF3797cd999ODg4kJycjIeHXnl79tlnsbW1ZeLEiUAtDtiLKCPs+xM2vAKpe0zHggZCh9fAr71FplZTrTkBz6+HFaUK+bSrB290gP6NJHA3R0F+IWtn7OWfb3eQceZ8gR5HFzt63BFBrzvDraedUyK6f/vGUsc7oAP3JlU+oyqT/Ndf7L7rLgpLnFT1v/9+Qj74oMYWaStITdXF6n75hbTly8uM2/v64jdqFH6jRuHWqoYVkTqDPkH1F1A64aAReltIPyy+NUQpxZ61x1gyOYb4jSdMxuydbOl4Qyg97wynbgN3C82w+jibp1PkL7a6DnprWMlssk4zINoXJnWH/enwv5VwNBNe7wDXNa7UKVdvxgLdCm7Tm2UXXLya6eJ0zW4H2xp2UlCIGqjGBuzvvfcef/zxB3///Tf16tUjPz8fDw+PMinx48ePZ/DgwTRu3JiFCxcSFhYG6JT46OhoHnnkEUAC9mLGAtj7G2x4FdL3m441GQodXgWf1haZWk2kFCw5ChPWw/ok07Fu9fVewO41LHu2suRk5rP8l1iW/WTaCs7Vy5E+d7ei68gw7K2lefAm4Gv0amQRG2Aguod79euCZpbcI0fYc889pPzzT/Ex59BQWvz+O+7tanCaAZCdmMiJH3/k5I8/knvkSJlxtzZtqH/vvfjdcQd2njVoQ28esBj4EzhUasyD8/3crSAd+lBsMsunxLLt34OoEgVHbGwNtOnXmGvvakmD5jX0yVkFjErX3yw6Ea2UTqefsAHe6wyjmsOs/XD3MujVQFelr+MIr0TrvfHiApQRDsyDTRN1V6CS3AMh6mkIvxvsrCTjTAhRRo0L2AsLCxk3bhwJCQlMmzYNd/fzZ70HDRrEoEGDGDt2LHFxcfTo0YP4+Hg8PDx4+OGHcXFx4f333+fEiRO0a9eOFStW0LSp7rUkAXsphfmw+yfY9DqcLfUpq+kIiH4Z6lbfNk3WRimYf1B/cNlu2j6Y/o30SkO0r2XmVt2cPZ3Nom+2s3bmXowF51/OvPxc6P9AG6KvC8HWGqr8GdFpw98DJWvoFRWmGw7UwLRQpRTHv/mGhCefxJip9xAb7O0JnjiRhk8+iaGGv+aqwkJS/v2XE99/T/Ls2ah807xxG2dnfG+5Bf/778e9Y8eaU6iuaJ/7n8C2UmP2QB9gJNC4SmdVrtNHz7Li1zjWz9pHXk6ByVhYlwb0HiOV5a/GkQz9PvfmFkhIg0dbw5ORkJ4HY5bpNPmlN0BGPny0HT7aod//pvbVreTEBRQVFd40EY4uNx1z8YM2T0DLB8HBSmq8CCGK1biA/cCBAwQHB9O0aVNsbc+vlv34448EBQUxZswYEhMTcXZ25sMPP6R3794ApKenc//997Nlyxbs7Ox48cUXufXWW4t/XgL2CyjMhV3f6zeAzJK52wYIvUX3cfeWU98Vxahgxn54aYOuoFvSDY3htQ5SmMdcyUfOsvCrbWxZsJ+Sr2q+wZ4MfiSKVtdaSQ/3PPSe318xLUznA4xGt8eyksSAipQdH0/cbbdxduP5/QFe115L8x9/xCkw0IIzqzr5yckk/fEHJ6dM4eyGDWXGXVq0wG/0aPzuuKNmFarbg64svwwoLDXWEZ0u3xa9HGtBmak5rPpjDyunxpGZalqLILClD71GRdD62kCpLG+Grad0Ftnv++BMrr5rezWAhyOg+bn6k9uTYdwqfblJ3eDuMLC1gewC2HIKulpR906rd3y1TpU/uMD0uKMXtH4UIseBk2SLCGEtalzAXlkkYL+EgmyI/QY2v6V7gxYx2EDzOyH6JfCswRtwq1iBUbfMeWWTrsRb0s1N4ZX2EFZzimxXqmN7zzD/863s+s80DTmolQ+Dx7YltIOVfApMQRemm4dpYbogdEX5rlg8gKloxrw8Drz8MoffeYeisyq27u4Ev/02AQ8+WONX20vK2LGD499+y8mffzbZ5w/oQnUDBuD/4IPUHTQIw//ZO+/oqKqvDT+T3gtpJBAIvaQROkjvTZCioqIgVQQsqNhAsQt+ij8LAlIUUFEERER6E6TXJIQSAiEhCem9Tmbu98dJmTuhBJlkJuE+a7GAc+benJnM3Lnv2Xu/27yW7OAkAxsRte65enNNEMK9DyICb0SK8os5tjmS/WsiZAaXAO6+jvSZEECHYU2wsKolvxcDk14Ibiuhnj281RYGNgB3G3DSsxbJU8ONXOHr8lUY+NjDil6it7skiVT60FQ4mAD74yDEHd5sq3i93JHks+K+7cp6RL/REiwdIPB5EXW3M4G+iwoKDziKYK8kimCvJOo80Q/09AIoSCkfN7OAls9Ch7miZkrBIBRpYMUF+PA0xOvc0Jqp4Onmoo97IyW7rVJcPZvEX/87xbWzcrOA5p28GTqrLQ383Y20Mj2uI/q3/6s3HgBMB1pX+4qqnPR9+7j0zDOy2m6nrl1psWIFdiW+Iw8Kmrw8kn/9lZurVpF58GCFeesGDag7aRJ1n30WG19fI6ywCsgFtiLEe6LenBswClHrbmRvwjs5yzu529JzXGu6jGqOraOJmFyaCOmF8OphWHVRbDjPChSu8HfiRBI8tRum+8PLwWIstQA6/A52FtDNG44miuj7+oFK5tldSb8Epz6Fy2uFV1Ep5jbgPwVCXgPHWnI9UVCogSiCvZIogv0eKcqB0K/hzGdQqHPjYmYJrSeLfqAO9Y23vlpGfjEsOQ+fnIbkciN0LMxgckt4u52IQijcGUmSOP+P6OF+MypDNhfUpwFDZoTg1djFKGurQBjCmO683nhPYApQr9pXVKUUZ2Rwdc4cEr7/vmxMZW2N37vv4vvaa6gsHry+2PlXrnBz9WoSf/iBwthY+aRKheuAAXhPnozb8OGYWdUCkagBDiD6uV/Um7MDHgZGAx7VvC49JEni0tF49v5wnsjjCbI5GwdLuo5pQY8nWuHsaWekFZomN3LgtSPwWxT09IaXgmB4I0jOB49b+KE9tAlau8L3vSAlH6b/A5cz4egosLUQx43aDoMaiO9AhUqQFQ2nF4pSR21R+biZJbR8Btq+Di7NjLY8BYUHFUWwVxJFsP9HCjPh3Jdw5nNQ67x+ZlbgP1W0FXGoRbWXRiZHDV+HwWdnRdSiFGtzmNZapAfWVe4R70pZD/fvzpIWV57iqjJT0eHhJgyaFoyrtwnsgEiISPv3yB22LRDiZRy1zlE+Y/9+Lk+ZQv6Vcgt9h7ZtabFyJQ7BwUZcmfGQNBrStm0j/rvvSNu2DfS+pi3d3fGaMAGf557DtkkTI63SgEhAOEK4H0KWyYsF0BfRz71R9S9Nn5jzKexZGUbYvhjZr8Xcwox2QxvTZ3wAXo1qkeu/AUgrgDlHYG0k5EyG8Xuhrbswn1Mh6tYvpIt69kaOsKwX/HENntgFO4ZBDx9Qa8DSHF48BMcS4eho+c/IVYO90s3s9uTEw9nPIXwJFOeVj6vMhD9Ru7cUY2EFhWpEEeyVRBHs90lBmhDtoV+BWqfGz9wGAqZDuzfATrE5NxQZhcI994tQIeJLsbMQ6YavtQG3WugwbmiK1RqObopk5/ehZKfkl41bWJnx0KMt6TcxEIc6JvBCahApw6uADJ1xW4RweRQRgawlaPLziX73XW58/jloRUG/ysKCBvPm0eDNNzGzfHDvxAtiY0n84QcSVqyg8Pr1CvOuAwfi8/zzuA0dWjtq3W8ghPs2QK031x7hLN8eo/s7JF3PZP+aCE5suUJxUbkJhUoFgb0b0HdioOmU3ZgIxVqRJfbGUfgrGmYHw8jGQmy/fQzOp8MHHWBwQxi9HZLy4eDI8np2gG6bINgNvu0h/r8/DjZeE+nyDRxEa9TmLsZ6hjWA/BQRdAn9Bor0vDMaj4T2b4Onkr6goFDVKIK9kiiC3UDkp8CZ/xPp8rq7thZ2EDQLQl4FW+WmxVCk5Ito+9fhIm2+FEdLcfPzchA4K21w7kphvpqDv1xk7w/h5GeXpwla21nQ48nW9H7G3zTqUnOBXxECRqc0AlfgaWAYRjfoMiRZx49zaeJE8s6X1wXY+fvTbPFiXHr0MOLKjI+k1ZKxdy8Jy5eTsmkTUlGRbN66QQO8p03De9IkrLxqgalUGvBHyR89I06aAGOB3hi9o0JWSj4H113g398uya4lIPwy+k0MpGmHuqbRocKE+CoUPjwFDpYiMp5WCEt7wDA/SMqDBmth00Ah3gs1IqvsyE2YdkDUuD/bUjjJ9/lT1Mf3qy/q4P+9CWv6Qk8l0e/OFGZC2LdwdpHcnwigwUBoPxd8uhlnbQoKDwCKYK8kimA3MHlJok4q7FvQ6CgLSwcIegFCXlFaihiQm3nw6Wn47jzoBHdwtRbR9lmB4kZI4c7kZRWyZ1U4B3+5gLqwvN+UnZMVfSYE0H1sK6xsTaCWOg1Yg3DX1m2L5YOob++J0SOOhkJbWMj1Dz8k5pNPQFP+ZL2eeYbGn32GlaeSuVOUnMzNVatI+O47CqKjZXMqCwvchg/H+7nncO3Xr+YLxXzgb0QrxAS9OS9gDDAUkX1iRApy1RzZcIn9ayLI0sneAWjg70bv8QFKS7hbsPka+DoIR3mvkqyhDVEweT+kTRSR9dII+7QDcDVLtIBztoLnDwpjun8eEcflqWHY39DWA/6vqzwyr3Ab1LmiI9DpzyBP7wPm00MId99+ygupoGBgFMFeSRTBXkXkJghn0vAlcoMTS0do87L4Y+1itOXVNmJz4KNTsOKiSDcsxd0G5rSB5wOUur7KkJmUx+6VoRzZEIlG54V0crdlwJQgOo9sjrmlCVwb4oAViH7WurREtIKrRZmM2adPE/ncc7K+7RYuLjT65BO8p059oFrA3Q5JoyFtxw7iFy8m7e+/K9S627VqRb0XXsDr6acxt7c30ioNhAZR376OigZ1DghX+VEIl3kjoi7UcOKvKPb9GE5KrPwew93Xkb4TAmivtIS7I5uvwcyD8MdgaFdiOHg8ESbsgwktYE4ILIsQm9Yreov+7qVR+DePwt44OKZT4y5Jol2qn9Jh5fYUF8DFH+DUAsiOls95dRLC3W+oItwVFAyEItgriSLYq5icG3DyY4hYDlqdQkQrZ9EHtM1LYKV8exqKq1nw/klYcxm0Op9oT1t4MwSe8wcbEwgUmzpp8TnsWHqWE39dRdJ5Id3qOzB4egghA/1MI0J2CeEof0ZvvC0wFWhR7SuqEiSNhoTvv+fam29SnJFRNu7YsSPNly17YE3pbkX+tWuir/uqVRTdvCmbM3d2pu748XhPm4Z96xreJ1ACziJKRY7pzVkC/RDp8kbuNqop1nJu93X2/hBO3KU02Zyzpx29xrWm86jm2Cg7qhXIKoJBf4lI+QuBEJ0tzOZausJX3UT22OR9oAU2DRLHaCXR/rTtenioLnzdXYz/HgWLwyE2FyzNRI386Frg01hlaNRw+WfRyz3jknzOvY2ocW8ySpjVKSgo/GcUwV5JFMFeTWRdh1Mfw4WV8l6g1nVEfXvQTLByNN76ahmX0uH9U/BLpNxouZ49zGsn6v6UwM7duRmVwd+LzxC2N0Y2XreJC4OntyGwTwPjpxpLwHFgGXBVb64XMAmoJZ0WixITufraaySuWVM+aG6O76uv0nDevJofPTYgWrWa1D/+IO7rr2/Z1925e3e8p03DY8wYzKxruOHFNeA3YDeg8/WCCugGPInIPjEi5S3hwok8Lt9IsXOyotvjLek+tpVpmF2aEMcS4fl/4Fo2+NhBHRvYOBDcbYWjfO/NsKynaBNXGl0/lihS4pf3ghGNYH0UzPgHRjWGYQ0hNBWWXYD/PSTmFe6AVgNRG+Dkh5AaJp9zbSlc5Zs/AWZKJEBB4b+gCPZKogj2aibrGpz4EC7+CJJOEa6NG4S8BoEzwMoE2mrVEiLSYP5JccOiSyNHeKc9jGsu3HoV7sz18GS2fn2mQu/lei3rMOT5EFp1q2d84a4F9iIc5eN1xs0Rtb3PYPQ0YUORceAAkc89R97F8pxo6/r1afzZZ3g8/rjxfxcmRs7Zs8R99RVJv/yCtqBANmfp5YXP9Ol4T52Ktbe3kVZoIJKBjQiPh1y9uRBExL0DRvd5uB6eXNISLlY2bmljTudHmtHraX/q+Cjfg7qcTxOR8YaOQpQDbIkWLd9ypoj/a7SiNdyYHSI6v7YvpBTAq0dENP63AeJxWgkG/gWNnWBJiYelcsm4C5IWov+CEx9A0kn5nFMjaPsGtBoP5jV8809BoZpRBHslUQS7kciMEhf+S2vEF0EpNu7Q9nUIfB4sa1G/KiNzNgXePQF/RsvHmzkL4f5EU3Gjo3BnIo8n8Pe3Z4gOTZaNNwrxZOjMtjRpawKu3GrgL4Q5XbrOuA0wGtEOrhYks2gLC4n59FNiPv5Y5pTu3L07Tb/6Coc2bYy3OBNFnZ5O4urVJCxdSt6FC7I5lYUF7mPGUG/GDJweeqhmb3rkIj4D64FUvbnGiJZwfTB6Z4WbURnsWx3Oyb+voi0uvwUzs1DRbnBj+j4bqPRyvwO7YoUp3a/9oXNdMXbkJvTbIoT40y3gvRPwdwws7CIc40tbyr1zHHbGVuzjrnAXJAlid4mIe7xe5o5DfQiZA/6TwcLI7o8KCjUERbBXEkWwG5n0S0K4R/4iF+62nqKHe8BzyoXfgBxPhHknxI2KLi1d4N328FhTUf+ncHskSeLCoTj+XnyGuIvymtRWD9Vj8IwQfFuZQCg7DyFYfkU4bJfigBDtozG6o7YhyLt8maiXXxZma6WYmeE9dSqNPvwQSzcT+F2YGJIkkXnwIPHffEPyhg1lPe9LsQ8Opt7MmXg++STmdjV447QI2IUwqLuhN+eBEO4m4CyfnpDD/p8iOLohkqKC8px+lQqC+jak78RA07immBgFxfDIdtBI8GownEqGpRHQ3RtW94UbOTDjIHjbwbJe4pjSKHzb9dDDG77sVj6mcI/EHxQZk7E75eN2XtDmVXH/pmRMKijcEUWwVxJFsJsI6Rfh+PsQuQ5Z1bWdtxDu/lPBQqntMxSHEkTEfW+cfNzfFd7rACMbK8L9bkiSROieGP5efIaka5myucA+DRj0XBt8mrkaaXU6pFPeCk63vtcVkSY/DKgF5YepW7cS9dJL5F+5UjZmUacOjRcsoO7EiYqb/G0oiIkhfskSbn7/PeoUeR9mCxcX6k6ZQv0XXsC6fg02QtAA/yI2ryL05pyAkSV/jBzMzs0o4J9fLnJo3QXysuS93Ft29aHvs4E0aedVs7MfDExKvkh533UDGjpAG3f4oqswVz18E8bvhc+7iBr3Io3wbjmTDO1+h/0joIfSp/3+STwOJz+Ca3/Kx23cIPgl4VGkdAVSULglimCvJIpgNzFSz8OJ9+DKevm4vY+okfKfogh3A7I/Dt45AQf12q6GuMP89vCwn1Lbdzc0xVpObo1ix5JzpN8sL5xVqaDNAD8GPdcGTz8TSGu9CfwI7ETUu5figzCm6wXU8MuetrCQG//7HzEffIAmJ6ds3LFTJ5p++SVOnTsbcXWmjbaggOT164n75huyjx+XzaksLPB47DHqv/wyju3bG2mFBkACwhER98N6c9bAEETUvW41r0uPglw1h3+/xP4158lOlXsONAx0p++zgfj39MVM2VUtI08NucXgoZMtsTMWhv4N6mni/6X92Af+JerYf+0vTOwUDETyWSHcozYgC7xYOUHQLAh+GWyVTBEFBV0UwV5JFMFuoqSEwvH34OpG+bi9j3Al9Z+smJsYCEmCPXGipu9IonyuvYeIuA9uoAj3u1FcpOHIxsvsXhFGVkp5DrrKTEWHYY0ZOK2NaRhJxQArgQN6480Qwr0jRjflul8K4+O5+tprJP38s2zcY+xYGn/6KTYNGxppZTWDrBMniF+8mKSff5b5AwA4detGvZkzcR81CjPLGtyK7BrwC7AH+QaWGdAbYVDX1Ajr0qGooJjjf15h3+rzpMXlyOa8m7rQd2Igbfr7Ya44h96SozfhqT3wfU/oU1+I9G0xMHwbbB8K/X2NvcJaSlqEaAd3+Wd5qaOlPQQ8L1r62ht5V0xBwURQBHslUQS7iZN8Fk68D1c3yccdfEUf0FbPgrmVUZZW25Ak2B4jatxPyT3V6OQJ73eE/vUV4X43igqKObz+ErtXhpGbUVg2bm5hRudRzeg/KQhnTxOoC74AfE/FHu7+COEeUu0rMjjpe/dyZeZMmcGamY0N9WfPxveNN7BwrAXue1VIUWIi8YsXE794cYV0eStvb7ynTcPn+eex8vAw0goNwE2E18PfQIHeXGfgKSCguhclR1Os5eyuaPasCichMl025+7rSJ8JAXQY1gQLpVenDLUGntkLx5NgZoD4XvsnAYb7wTfdjb26B4DMKDj1KVz8Qd7O19xGZEu2nSOM6hQUHmAUwV5JFMFeQ0g+IyLu1zbLxx0bCuHecrwi3A2EJIl2Oe+eFO7yunStC+93gD71FOF+Nwrz1PzzywX2/Xie/OzyKKWltTldx7Sg78QAHOsY2e1KAk4ihHuk3lwIMBloXd2LMixatZqE77/n+rvvykSnVd26NPr4Y7zGj1fq2++CJj+fpLVrufHll+RFyIvAzWxs8Bo/nnovvoh9q1ZGWqEByAT+QLSFy9KbC0IIdyO3hJMkiYiDN9i9IqxCpwpnD1t6Pe1Pl9HNsbarwZkPVcDXYbD2MvjYw5AG8EwL0RquNEVel3ePQ9/6Sm27QcmOgdML4Pxy0Opk7JhZiqBLuzdEazgFhQcQRbBXEkWw1zCSTsHx+aIfqC6OfjrCXblZMQRaCf64JszpwuVm6PT0EanyPZWbmruSn13EvtXhHPjpAkX55VEGKxsLuj/Rkt7jA7B3NnJ5hxY4iOjhfl1vrhswEajh91PFGRlc/+gj4v73PyS1umzcsUMHmn71lVLfXgkkSSJj/37iv/mGlD/+qOAu7zpgAPVeeIE6gwfX3E2QAkS0/VcgSW+uCSJVvjdgxGC2JElEnUpk14pQLh+VG5DYOVvT/YmW9HiiFXZOStmYLnlquNNexskk6LBB/Lu7N8xtp2SVGZSceDj7OYQvgeK88nGVObR4Gtq/BS7NjLc+BQUjoAj2SqII9hpK4nE49i7EbJePO/pBh7nQ4hlFuBsIrQQbrsL8ExAhz8akd4lw764I97uSk1bA3h/DOfTbRdQFmrJxGwdLej7Vmp5PtcbW0chZIhpgL/ADEK8zbgb0B8YD3tW/LEOSHxXF1TlzSNko98dwHzOGRh99hF3z5kZaWc2i4Pp14r76ioRly2QGfwC2zZpRb9YsvMaPx8LJyUgrvE/UiPr2nwG9Nph4IVojDkGY1RmRmPMp7F4ZRtjeGNm4tb0l3R5rQc9xrY2fyVNDmHYAlul1EejgCXPbKgasBiU/Gc5+CaFfg1rn/ltlBs3GiuBLnRqe2qWgUEkUwV5JFMFew7l5VKTK6wt3p0bQfh60fBrMakHPKhNAo4Vfr8D8kxAp72JGv/oiVb6L4iNzVzKT89izMozDGy6jUZdHKO2crOg9PoDuY1saP6W1GNgGrAZ0yyLMESLlaUQf6xpM+r59RL3wArnh4WVjKgsLvJ97jobvvFOz67KrkeLMTG6uXEnc119TcO2abM7cyQmf6dOp9+KLWHvX0J2e0pZwvwAX9eZcgUeB4YB9Na9Lj4SodPauCuf09mtoNeW3c5bW5nR6pBm9n/E3DdNLE6ZYC79Ewsen4WKGfC6wDrzdDsY0Vnq2G4yCdCHazy2CwgydCRU0GS2CL+7BxlqdgkK1oAj2SqII9lpCwhHRDi5mh3zcuYkQ7i2eUoS7gSi9qXn/FFzRE+6DfEXEvaOXcdZWk0hPyGHXijCObY5EW1x++bV3sabPhAAeeqwF1rZGFu4FwCaEWNG9TFoCDyPqeusYYV0GQiouJmH5cqLnz0edWN4iwdzJiQZvvUX9F1/EzEbp+1QZJI2G1K1bifvqKzL27JHNqaysqDt+PPVffbXmZjBIwDlES7hjenMOiD7uozF6L/fUuGz2/hDOsc1XZBuCZhYq2g1uTN8JAXg1djHeAmsAGi1svAYfnoLQVPlcSxch3Mc2BcWc30AUZUHotyJdvkDvBfd7WAh3r47GWZuCQhWjCPZKogj2WkbCEVHjHrtTPq4Id4NTrBVGPh+cgqt6Jk3DGsK77aG9p3HWVpNIic1i5/ehnNx6FUlbfhl2qGNDv4mBdB3TAktrI7s/5wC/ARsAndJDrBFCZSxGFyr3gyYnh9jPPyf2s8/Q5uaWjVs3aEDjTz/FY+xYVEo+bKXJDQ/nxpdfkrhmjbwtnEqF24gR1H/pJZx79Ki5r+kV4CdEa0TdOycbYCgi6m7kTcuMpFz2r47gyIbLFBWUe2eoVBDUtyH9JwdRr0UN3m2rBiQJ/rouhPtxPT+DJk7wRogwsFPM+Q1EUY6obz/7f5Cn12O2wSDoMA+8uxpnbQoKVYQi2CuJIthrKQn/ihr3G/JID85NxUW/+ZOKcDcQag2sLhHu1+UfJR5uCO92gHZKdvFdSbyWyc7vz3Fm+zV0r8bOnnb0nxxEp0eaYmFp5DvDTIQZ10agUGfcHngMEWE0cmrw/VCYkMD1d98lYcUKmaGaY4cONPrkE1z79jXi6moehfHxxP3vf8QvWYImS76r59CmDfVnz8Zj7Nia2889FpF9shOROl+KOcLz4UnAyL2+c9ILOLjuIofWXSAvq0g259+jPv2nBNEwQLlA3wlJgt03xHfcQbnHH74OMKcNTGoFtsothWEozoeIFcJZPueGfK5+H+jwDtTraZy1KSgYGEWwVxJFsNdy4g+KGndFuFc5RRpYeRE+OgU3cuVzw/1gfnsIUe4L78rNqAy2Lz3LuV1yu/Y6Pg4MmBpE+yFNMLc08vUpDWHG9SfCnKsUJ0S0/RGgBvtc5YaHE/Xaa6Rvl3tjuPTtS+NPP8WxfXsjraxmUpyZSfySJcR99RVF8fGyOesGDaj/yit4T5yIuUMNrbFORGxk/Y18I8sM6IUQ7k2qf1m6FOSqOfz7JfavOU92qrzhfIsuPvSfFEiTdooJyd04EA8fnIQ9cfJxL1t4tQ085w8ONXT/yeTQFMHFH+Hkx5AdLZ/z6S6yJn37KW6ACjUaRbBXEkWwPyDEHxSp8jf2ysedm5UI9ycU4W4gCjWw8oIw7tEX7o80EsI92N04a6tJxF1KY/uSs4Tvl1tUu/s60n9yEO2GNMbc2EWUSQhjum2I1nCluAJPIMy4anBnqbTt27k6Zw65YWGycc8nnsDvo4+wbVTDe91VM1q1mpTff+fGokVknzghm7NwccF7+nTqzZpVcw3qMhDZJ5sQZSS6dEYI98BqXpMeRQXFHPsjkr0/hJORmCebaxTiSf9JQbTs6lNzyxWqiaM34aPTImVeF3cbeCUYZgSAsZt+1Bo0ari0Fk59DJlX5HNencQ9XMMhinBXqJEogr2SKIL9ASPuHyHc4/bJx5WIu8G5k3Af3RjeaQ9BbsZZW03iengy2787y8XD8sikSQn3OOBHRBssXeHujjCmG4owqquBSFotSevWET1vHgVXr5aNq6ys8Jkxg4Zvv42lmwm+kYsLIOGQyOe1cQObOuJvSwej39hKkkTmwYPELlhA2t9/y+ZUlpZ4PvUUvq+8gn1AgJFWeJ/kApuB9QgRr0sgQrh3Aoz4ayhWazixJYrdK8NIi5PvLvi2dqP/5CD8e/piZqaIoDtxNkVklW24KrczcLWGl4LghUBwqcGbliaFthgif4WTH0K6XssGj7YiVb7RcKNf3xQU7gVFsFcSRbA/oMQdKBHu++XjSsTd4BRqYHmJcI9XhPt/5urZJHYsOcvlY/IiSo8GTgycFkzIQD/MjN1vKAbRw11vPwwv4BlgAFBDP1baoiISli3j+nvvoU4p73Vn7uyM75w51H/hBdNK6d47WdSB6mNmAdYl4t3OC/yGiY1Ke+NEtXPCwrjxxRck/fQTklotm6szZAgN3n4b56411GiqAJEm/xsibV6X5oj2iF0RqfNGQlOs5cyOa+xeEUbiNXnbD+9mrvSfFEhwv4bGv7aYOBfShXD/5QroeIfiZAWzAoR4d6/BZUImhVYDVzfCiQ8hNVQ+5xYkXOWbjBZ93RUUTBxFsFcSRbA/4MQdEDXu+hF3l+ZCuDcbqwh3A1FQDMsi4JMzcFOeiakI93vg6plEti85R+RxuXD3auzMoOfaENS3ofGjYlEI4X5Ib9wHGIcQ7nfyz5OAC0A9TM59vjgri9iFC7nxxRdo8/PLxi3d3fF9/XV8nn8eczs7I66whO2PwZX1lXusygx8B0DL8dB4BFhUv7IojI8n7uuvSViyhOKMDNmcc69eNHz7bVz69q2ZqdrFwG5ESzi9FGoaIz4TPbjzZ6KK0WolwvfFsHN5KHEX02RzHg2d6DcxkHaDGxvfP8PEuZwhNqfXXgaNzl21nQU87y/q3L1M4PJQK5C0cO1POPE+JJ+Rz7m2gvZvQ7PHlXs4BZNGEeyVRBHsCsDtU+VdmkP7uUrE3YDkF8PS87Dg7K2F+7vtIVAR7ncl6nQi2xafIeqUPHTn3dSFAVODTUO4XwJWAsf1xt8Bet/huHTgOSAZ6AtMx+T6vRfGxRH9zjvc/OEHmaO8Vd26NJw/H+9Jk1BZGPGakZcEq/2E47Iurq2gOA8K0qAoG24inP2dSuYt7cG7G9TrBfX7gmf7ak0x1eTkkLByJTc+/5zCmBjZnGP79tR/9VU8Ro827mv7X9EiNrHWApF6cw0Qvg/9MGoWiiRJRBy8wa7loVwPS5HN1fFxoM+EADqNaIqF0svsjlzNgk9Pww+XQK1TJmRrAdNaw2ttwKcGd9QwKSQJov+CEx9AktwbA+emQri3GKfcwymYJIpgrySKYFeQcbuIu3Ozkou+0sfdUNxJuD/aBOa1U4T73ZAkicjjN9m2+AzRocmyOZMS7uGIiPsphDBZyZ2jiZtKHv82Ip34DMJt+3nAxN4TeZcucf2990hatw7dfny2LVrQ+JNPcHvkEeNFhbXFcHSuaI9Uinc3GLoZrFzgkcGwZaf4XfQDhiBPz9YAOS2gy3To+TyYV58RgVatJumnn4j55BPyL1+Wzdn4+VHv5ZfxnjQJc/saqHok4CiwBpFJoosX8DjC98GIpmWl15Zdy0O5cvKmbM7Z046+zwbQeWRzLK0V4X4nYnNg4Rn4/oIoDyvF2hwmtYTXQ6CBo/HWV6uQJIjZCSc/EK19dXFqDO3fghbPVOt1TEHhbiiCvZIogl3hltzYLyLu8Qfk485NRMRd2a01GKXC/dMzkKgXDFQi7pVDkiQuHYln+5JzXA/TE+7NXBk0LZiA3g2ML9zDECKwzR0ekwa8hBD2H5aMRQCrgCzga4wqZG5Hbng40e++S8rGjbJxp65dafTRR7j06mWchQFc3Qw7nxSRdYCGQ6HlImjeXP647g3hiQLQJIrf0zfAFUTEd0IdmPIiNHsMXFtW29IljYbkDRuI/fRTcs7I014tPTyoP3s2PtOnY+FsYrUTlUECTiM6LeiV4uKGEO4PAzbVvC49rp5NYtf3oVw8LO9l5uRuS+/x/nQZ3RxrW0UE3YmEXFh4FpZGiO+8UizNYHwLeLMtNHa67eEK94IkieDLifcrBl8c/aDdm9BqApib4BeJwgOHItgriSLYFe7IbSPuTUQPUCXibjDy1LAkQkQj9IX7mBLhHqAI9ztSLtzPVkhnrdeiDgOnBRPQy9e064DjEJHHQ0ArYArCoAsgH9HfPQ6RUhyAcKI3ITKPHOHqnDlkHZIX8Dv36EHD+fNx6dWrel//rCw4eRIsUuDyTEALY45AoRM0bgx5eukt7dvAK86QckCYB/4hDsEceBHhbO7ZBHo9LTw+XFtUy9OQJImMffuI/ewz0rdvl82ZOztTb8YM6r34IlaentWyHoMTBvwEHNMbdwEeBUYgSheMSMz5FHYtD63QatLexZqe41rT7bGW2Cq9zO5IUh58fg6+DYdcHeFuroKnm8NbbaGZi9GWV/uIPyhS5WN3yccdfKHt69B6ElgYeUdM4YFGEeyVRBHsCpUi/qDYrY3dLR93bgLtSuqjlDQrg5CnFuZ0t0uVf6edItzvhiRJXDwshHtMuFy4+zR3ZeBUE4m4344CRP36j0A8MAfwK5lbhBA1dgjh3h+RKm9CRk6SJJG6ZQvXXn+dvIvy9kPO3bvTcP58XPv0qfqFJCdDp05w7Zr4f7PGMKwnTHgJAgNh1SqYNEl+TBPE63nJFxxjhVHgXmArojWfGiHahwCDgMaPiBtfr07VVuueExZG7CefkPTrrzL/ADNbW7wnT6b+q69i06BBtazF4EQiNqwO6o07AKOBUZT7DRiJuEtp7Pw+lNA9cgc9GwdLejzRih5PtcbeWelldidSC+DLUPgqDLKKysfNVPBUM3i7LbRwNd76ah0JR+DEexCzQz5u5w3tXgf/qUYx21RQUAR7JVEEu8I9EX9IXPT1hbtTo5Iad6U+ylDcLlVeRbmrvJIqf2ckSeLCoTi2LzlLbESqbM6nuSsDpwUT2LuB6UbcbyIM5x5F9K7+Gfi9ZKw9oo3cIkSv9/5GWuMdkDQaktat4/r771eow3bp25dGn3yCU4cO9/dDbtyAp56Cc+egVSsYMQKGDxf/vpUgL8XcHDQa+ZglMAHwAD4uGWuDqKe2AP6HvK+4JdAU4XLuFyCiVS3GgW31pD3kRUYSu3AhiT/+KG8JZ26O15NP0uCtt7BrWX3p+wblGsKcbj8iw6EUW0S0/XFE9N2IJFxJZ/fKMM7siEbS6WVmbW9J97Et6flUaxxclejlncgohK/DYFEopBeWj6uAx5sK4a5sUBuQxOMi4h79l3zczgtC5kDANGG8qaBQTSiCvZIogl3hP3G7iLujnxDuLccrwt1AlEbcb1XjPqqREO7BJpYWbWpIkkTEoTh23EK4m0yq/FlEiysnhEAxA4oQjvJeCJHyAvAsItJYykKEcP+m5P8S4m7XhJA0GpJ+/VUI90uXZHPuo0bR8N13cQgKusWBEhw4AIWF0Lkz3KpO+6WX4H//qzju7AyZmRXH74QzQpy3R/w+tiAc+0F4CpSatrsBum+jRojfjQVgZiWi7q0ngW+/aumFXHjjBrFffEHC0qVodVP8VSo8n3iChvPm1VzhHovYqNqJXLjbUC7cjRyJTY7JYs+qcE78dQVtcfmtpJWtBd0eb0nvp/1xqKMI9zuRVSSE+xfnIK1QPjeqEcxtByEexllbrST5jBDuVzfJx209IORVCHgerByMszaFBwpFsFcSRbAr3BcJ/8Lx9yF2p3zcsaGOcFdq+gzBnWrcH2kkatzbKML9jtxRuLesI1LljSHci4H3AV9gPOWmcseBpZT3qP4L0csayoX5/JK5eSXj+UAScB4IAbyrfPWVpjTiHv3OOxRcvSqbcx85Ugj34ODywWnTYNky8W9LS+jRAx5+GIYOFRHyiAgx/+efhlukLUKQD0FsnqxFZDqAEPLtEC32zBC/j3Mlc72Qb6SAaIvZ+SNoMrpa0uXVKSnEffMNcV9/TXGaTi9xlQqPMWPwfeMNHNu2rfJ1VAk3gV+AbYiyhFKsEcZ0j2N0P4e0+Bz2rArj2B9X0BTrtDq0saDrmOb0esYfZw8Tql0xQbKLYPF5+PwsJBfI54b7iQ3qdopwNxwpoXDyQ7jyO+JLpQQbN2jzCgTNACvFDVCh6lAEeyVRBLuCQbhdfZRjA2j3VokjqVLTZwjy1KJFzoIzkKBX4/5II1HjrkQi7kxpr+XtS85x40LFVPkBU4IJ7FONNe4a4G9EzXowMBCIBnYjBORcYAYi9Xp4yePNEdHHRSXHPIMQ8O8AlxEGXbGIPu4zEDXAJoK2qIibK1Zw8513aJKSgh2Qiwhaa/v3x/uzz3Bo0QKcnEA31ft2ODqC3vfYPWFuLiL4EyaAhweMHQv2BTAT0X5sByL1fRoi8n4OsRHSC9F2r1S0zx0MfichX96pAK+O0GUB1O/139d4D2hycohbvJgbn32GOkXu4eA5bhyt1qy56znSdu6kzoAB5F26hE3DhpjZmEiEOBkh3P9CLtwtgcGIXu51jbAuHdJv5rL3hzCObIxEo9OE3MLKjM4jm9N3YgAunkra8Z3ILcksW3i2opfL0IZig7pDDfVXNElSzwvhHvkrMuFu7QptXoagF8C6BnaiUDB5FMFeSRTBrmBQbh4VrvIxchdjHHyh3RsiTVQR7gahoBiWX4BPzkB8rnxOiURUjnLhfpYbF9Jkc0bp4x4PfIcw3vJCGKBNBKIQPdl/QqRtl0bXfwMOIKLyHYHlCFfz90uOjQMWINLoe1XPU7gXtOPGYfbTT7eckwDJ2Rmzyqa1N2gAMTF3f1wpbdvCyy+Lv91ywaUZWLuINPydO2HhQgg5BvmW8HOG8A2IRUTcS3kSsTGygvJ07VkzYUoXiFwK8f/orXEgtJldbanyZcL9889RJyUB4PfRRzR86607HleckcGZLl3Iv3oVSa3G5/nnafJ//2c6oh0gBZFt8hegm0JtBgxAbG7VM8K6dMhIymXvD+c5uvEyap0m5OaWZnQZ1Yw+EwJxrasI9ztR+j336RmI0/ueG9xAbFB3NvIGTa0i/SKc+BAifwFJpwbF2gWCX4LgF8W/FRQMhCLYK4ki2BWqhJvHRMT9+jb5uH090QNUaSViMO4k3Ic2FDc0Hb2Ms7aaQqlw37H0XIVUeaMI90yE63upDcR2hHP2QspFSAywGGG8NQeRAv8mQlgOpbwO/hOEuPm85LiqrnFPSIBHH4Vjx6BpU5G+PmwYPPSQSGvXZcwY2LDhjqcrsrPDsqAAlVZ7+wfZ2EBBQcVxa2sxpyv67e3hiy9gyhSRpq4thh1PiPT1DvPKr0s3j8KhV8AtGBaug/7povwgG/H6SQjH8gbAl3o/190dXnwRhreA8x9Aaph83rkp+E8T10Gbqi/A1uTnk/jDD8QvXUqb/fuxcHGp1HGXp08ndcsWWv74I659+wLis2JSJo3pCCPGTYhykFJMSLhnpeSzf+15/v3tEkU6TcjNLczoOKIp/SYGUsfHhFJgTJBCDaws+Z6LzZHPDfAV33MPmVD5T40nIxJOfgSX1oKkY85p5SREe/BLYFPHaMtTqD0ogr2SKIJdoUpJPCHM6fQdSe19oO0b4D9FEe4GoqC4PFVePxIxyFekECqRiDtT2g5ux9JzXA+TpzV7N3Wh/5Rggvs2wMy8mq+PCcDrCDHepWTsA0QO+TNAW+AzIByRVg/lafNvINLh55aM5wI3EH2vOyIEpyGZOxc++qjiuJWV6Hv+5ZcwcKAYO3UKRo6E2NiKjy+hAOEvdkscHUVd+9GjkKqz0aJSwVtvwfz5Ym7YMCHae/WC5cuhSZPyx2o1cH6ZSAdt/Ai0mgRZVyFiBeTGwYBf4M8xcL4Y1hfBjRixGWKLyH6IR5jT6fSULqW4Xn0sdu8ETsCxeZCtlwFg7QLt50Hg89VyHbxXsX28eXOcHnqIpl9+iYWO4Z+2qIjc8HDTqofPQoj23wFdQWdCwj0nrYB9a85z6NeLMuFuZqGiw9Am9JsUiLuvUi98Jwo18MNF+Pg0xOgJ9771xPdcdx/jrK1WkhklhPvF1XLhbukAQbNExlA1dcVQqJ0ogr2S3OqFWjJpH6Pf6EzT9uV396lx2Xw9UaQ5B/ZuwOg3OsmOWf7iHm5cFCml83c8Kps7/ucV/v72DACj5nQkqG/DsrmCXDWfjvoDgCbtvHj64x6yY3959xCXjiYA8NqvD2PvUn5Tc/6fWNZ/dBSAAVOD6Tq6uezYD4ZtQKPW4t3UhWnfynse/bnoJKe3i968zy8dgKdf+c1I9LkkfphzAIBuj7Wk36RA2bGfP/kX2an5OLrZ8srPw2Rzu1eEceg30Xd4wsKe+AWXF1klRWeyeJowZ2s7qBHDX24vO3bpjF0kXMnA3NKMeX/J3YsOb7jMzmWiUPLRtzvj38O3bC43o4DPHt8CQIvO3jzxXjfZsWve+oeoU4kAvLHxEWzsy6NcoXuus3HhcQCGzAih4/CmsmPnD1wPQP2WdZj8v76yuQ2fHiNsn7gBnbVyEG71HMvmrpy8ydq3RSPdXuNa02tggRDu14Q51MKNH5BXaE8d5yxe+NhZ9AC1FGY825ee5ejGSAAmLeqDb+vyni7xkeksmymc6Ts83IShM+U3jN9O3UHy9Sys7Sx4c9NI2dzBdRfYsyocgLHzu9KyS/ndW2ZyHovGbQWgdff6PDa3i+zYH17bT3SoEHBzt4zCwsq8bO7Utqts+fIUAA+/1I52gxuXzRUXafjw4Y0A+AV5MOGzXrLz/vbhESIO3gDg5bVDZYZEF4/EsW7+YQD6PhtA97GtZMd+MnIThXnFeDR0YsaygWXjBcWw8IPTxO2NQiPBH4P7kVpHRPEG+sIs51ROfLgXgM6jmjFoWhvZeb96dhtp8TnYOVsz57fhsrn9a86zf20EAOM+6l5rrxGSJPHDawc4fyBWZh4F4NXImTYD/creo1V+jZAQ4nstFK/WEE86lipzvK1dhdFcJyAd1E9p+Kv4FOfMr/PY651p3cdXCPO5UDhIzSer/sBSMmeSfR/qWrmI1PpooDesS/+Xi+fiAZ1rxIULkJNDWIozG74U155KXSMmT4YVK7gtKhUkJXElupi1bx/EOT+F58PexToj+fbH6JFTx4eNfhO56hbIpC/74vu/t8rM6TSedVnrO5VrbgHl14iCAiHo69W7/TUi+QyZGyZD9nUK1HbY+bbCcdhXUJwP6zuSNTScRVPOMCZsEa0Tj6NqK0F3RI370duvNXf6C9gv/h9o1BC9BcIWw4098gc51Bcmna0mGt2kUyouRmVhQeLPP3N50iSC9uzBuWvXsvkbixaR9NtvFKelUZyRQcO5c6k3a5YRV6xHDrARWE9F4d4XIdyN3KI+J72AAz9FcHDdRQpzywvxzcxVtBvSmP6Tg/BooAj3O1GkgdWXhHC/pmdf0dtHlIT1MvIGTa0i8yqc+gQu/iCykkqxtIfAGcJZ3lapwVO4d+5VsFtUx6JqClkp+RQXyfvTajUSmUnC+SM/u6jCMTnphWXz+hTlF5fNFRXohSGk8vPmZhTqH0puRvl5Jb2MSHWhpvy8eRWNiTKT8tCotbdsp5KXVVR2rEYjP3GxWls2V5Bb8blmp+bf9rkW5Jaft1gtP69GU37evKxbnDetgMykPMwtK75Ji/LUZcfq1sKBeF0q+xqity9VVKDzu8mvGCIqnXPxqlhnl59d/ly1Gvl5i4s0Oq+hGjzbwdDNkHQaTrxPVr4zuQVOWJqr4dDL4osg5DUInE5Bdvlz1ajlz1VTrL3j+7D0d2Ntb1lhrjC3/LkWV3gNy9+HeZkVX8Oc9ILb/s7VOu9v9R1ew5z0iim7eZm672+911Dn/V2Ye4vzJudTmKvGxkH+XG0soLVNEek54th61tqyDlQ7YiH0pIbHS3832RU/N6Wvof41AMTvsuw1rMXXCJVKha2jVZlY927mQkJkBgCJ1zLZseRc2WPzsyuuyaDXCBXiG2oCrPh7H41jPUlT5fD40q7CCA3gPJhp4J/UC+K5ln5utgOOoGmsJS+pkCE2IThLdrAKkUofB3wErloH+TXio49EpBxobWOHZN2SCKdgiPOi/IeWv4ZQco0oKIAtW275vMuQJDh0iGLPDmQm5fHY1SVYZ91arG/2fowRCb/Jxm4Cm626cFHbFJLzxTXiq6+gXz/IySGhdU/OPncQkvLK34c2NlBP3L3f9hrhEcIJyx849tff5OQ78dSCQQS4NoLQb8ClORIWZCQXsLzudLo99jyje/0O2gKYvQgcfNj05FKaH16Hf9Y52Wkl+5Jrp7klNBkl/qRfhlMfi6gVEuTcgP3TxXWw/TyjtsVUWYjboei338br6aexDyzfjEreuJFr8+ZRb9Ys3B95hLyICKLffRdLLy88H3vMKOutgAMi62QUcuGuBXYhjBx7lzym4W3OUdVLdLVh6My29Hran39+vsA/P0dQkKNGq5E4sSWKU39fpf3QxvSbpAj322FlDpNbw/gW8FMkfHgKorLE3L542Pcn9PAWEffe9aqlSUPtxrkx9Pke2s+F0wtEBpK2CNS5cHqhuE6WCnc7xQ1QoepQBLsOTu62sggiiJ1fZ08R/bN1rBgBcHC1LpvXx8rWomzOykbvpVaVn9fepaIZmb1L+Xn1PXosrc3Lz2tX8ebG2dMOjVqL4y0Eu52TVdmx5nrprRaWZmVzNvYVn6ujm63sb11s7MvPa6EnvM3Ny89r53SL89axwdnT7paC3crOsuxYS2v570ZlRqVfQ/1vLSsbnd+NbcWPQemcg2vF89o6lj9XM3P5eS2szHVeQ53fjWdbGPoHTit+xSI1HUfbktrS/CQ4/BqcXoBN9rs4e3iCSoW5pfy5mluY3fF96OhmS0GOGmu7is/F2r78uVpUeA3L34d2zhWfq4OrzW3f35Y672/LO76Gt3gfOuu+v/VeQ533t7X9Lc7rYUuhveUt34e6v5s/HzZjlwY+Og3R2aAxMyfbXsyti7PEJU4eiXB0s0VdqLnl62BjX/4+fJCuEeMX9CT9Zi47l4Vy7WyS7HFH/4jEq7EL7YY0xtxCLKCqrhF4SPybeUlcI3R1cxIUOWiop6pDLgVY2poLg7TjQHuQmkq0c29MYHEDzjWOpnP95iJq3xRoBC3DfTjieVmcS5Lg88/LTm1ekEdQwWmCMk/D86tgnptoo1YSdZVdIxISIEn++lTA2hoGDMAiIgtnTzsah1+Rz5ubw4cfsvBUS/Iyi2jikIl/1C60Dg5cMzcnLj0dpGJsikS2xvW3XqfO/OdxelRkbZhFpt/XNUJt0xhrG7CwKTnWqxOcXoCZOq3svC19t4M2DVpPAV9/sakU0Jn12iYczIpmqu8p1EeOoGnbHofXZ1d8DVybQ78fhPvysXfKMo/IjoF9U0R6fvCLJZlH1W9KlrByJUXJydSdPBkLR5E5VRAbS9Ts2XhPnUrjTz4BwKlTJzIPHSJh2TI8Hn3UtGrbdYX7HwjhnoXIWNkL7AP6lDzGSBF3e2drBk9vQ69xrTn4ywUO/BRBXlYRWo3E8T+jOLn1Ku2GNKbfpEA8GyoO3bfC0hwmtIRxzeGny/DhabhSclvxTwL03QIP1RXCvV99RbjfN04NoddiaP8WnFogyom0RVCcB2c+g7BvIWA6tH0N7BTzHAXDo6TE66DUsCtUGylhJT1A13PrHqAzwcrxtocrVB61BtZcFsL9apZ8TolEVA5Jkrhy8iY7l4Vy5eRN2ZxbfQf6PRtI+4ebYKG30VTlxCEM56YBXRGF3++V/D0L0YLsS0R/9i9LjilGbFW/LIFLPnQ+COdCISxUGMHl53NbPD0hMbHiuFYLPXvCoUO3Pq5JE9i2DZo1Kx975hkobTNWvz6sWycM6nRJTwcnJ7TFxSQsX07Mxx9TFB8ve4hL3740eOMNXPr2NaxwLEiDvZNEv+Kmj0H2dbjyGzz0mTCOs7zFJlRBOhSkgkvTinO3IvEkHH+nokmno5+Iavn2u++ncTfyIiOxrFMHSzc3jtSvj/uIETResABzB2GGdv3DD7nxxRd0un4dC0dHJK0WlZkZl6dOpSA6mqCdO8vOJWk05F+5gl2LFlW+7kqTB2wGfkWYOpaiwugR91Lys4s4uO4C+9dEyLKUVGYq2g5qRP9JgXg1djHeAmsAxVpYd0VE3C9lyOceqgvzO4had+V7zkDk3BDCPeJ70Ohkm1nYiutj2zlgr7gBKtwepYa9kiiCXcEkSIsoaSWyDqUHaNVSrBWRiI9OQ6Rex6xudUXtnxKJuDtRp26yY1kokccTZOMude3p+2wAnUY0q5ANUyVcuAiXo+BqF9hWBxoBRUAa8CnQCtEm7j2EKBmA6F+deANe/xxi34MLz0LKxsr/THt7yMm59VxuLgQFwdWr5WMqFbz9Nrz7LljoRbbz82HzZpFOP3IkON/9c64tKCB+6VJiP/2UopvyjRPH9u1pMHcubsOHG1a4hy2Gyz+Da2uo1wNajLv9Y/99Dc59KVLb/aeBZ/vKfaASjsDJDyoK95bjofNH4FB1RbnR8+dz/f33cezYkbyICNqHhmLj54ckSUhFRRxr0gSf55+n4VtvldW5F928yYVx43Bs3x6/997DzNqamAULSNu2jcIbN1CZm9P4s89wHz787guoLvIREfd1iIh7KaXCfRziM2RE8rOLZBH3UlQqCBnYiAFTg/FqpHwf3gmNFn69IiLuF9Llc0rEvQrIiRep8ueXgUan/M/cBgKeU4S7wm1RBHslUQS7gklxux6gVs7lPUCroQ3Sg8CdIhGdPGFeexjSQLmhuRtXzyaxY+lZLh+VC3dnTzv6TAigy6jmVSfct24VIlddUp/fqiuEvAVdG8DgFtC4JK17F/AVws0cRHR91HC4OAAc2sLlqZB7vvI/9/XX4dNPbz//2WcwZ474t5cXrF0raswNjLaggJurVxO7cCEFUVGyOYeQEBq++67hhfvdyI6Ftc3YcOhR8gvtsLXOY/Swc6KFW/NxYOt293OkhsOBmRB/oHzM3AaCXxDdNaroGph9+jQxH39MysaNeE+eTNNvvsHMyoq0nTs5P2oUHSMjsfb2LouuJ6xYQcLy5dR/8UU8x44l8aefuDh+fFmmQ9a//xK/ZAkt16zBtXfvKlnzf6ZUuN8q4t4LGI/RI+4FOUUc+vUS+9eel/l3lEbcB0wJkhnmKlREo4Xfr8J7JysK9y5eYoN6oK/yPWcwchPg9Gdwfokw7CzF3EaU+LR9HRwUG3+FchTBXkkUwa5gkpSaMt2qB2jQC0K8V+bGV+GuaLTwWxR8cKriDU1bd5jbDkY0gupqQV5TuR6WzM7loUT8c0M27uRuWybcb+UTcV+MHg0bbxMZNzODF16ARYtED/ddwPeI3u5mQEA/cP4FYj6BuG9BqmgUWAFnZ9EWbcyYOz9Oq4WDB+HGDdFSrRJR8/tB0mhI3rCB2E8/JefMGdmcfWAgvnPm4Dl2bJmhWpVSlANnP2f+bGcyc11xtktj/hMldexmVtBkJPg/B/V63lklSFo4/z0cngNFOqFgaxch2oNm3Tod3wBkHTtG1Cuv4D1pEnWffZb4JUuI++orgnbuxLp+fQAKb9zgyosvAtDyxx8piI0ltH9/vJ56isYLFgBiQ+X8qFFY+/rSfOnSKlnrfZNPeap8hs54qav8M0D96l+WLoV5ag79dol9P4ZXFO6DS4S7UuN+R+4k3Dt6ioj7YGWD2nDk3oQz/wfhi/WEu7WOcFds/BUUwV5pFMGuYNJkRpW0EvlRr5WIAwTOhJDZSisRA6HRwoarIuIeliafC3KDee1gVGNFuN+N2Aup7Pr+HGH75L3FHerY0Gtcax56rKXciLGySJLoVx4aCufOib/37JH3H78VKSmQ6wbvAM8iWpHdAF69AZFRcHECFESDnR0EBkJwMHh7w3vvyc/Tpw/89BPUrav/E0wGSZJI27qV6PnzyTl1SjZn06gRvq+9Rt1nn8XMpup7ns8f8CuZyQU4O+Yw/7GZFR9Qt4vYfPQbBlYOtz9RfqrYvAz9Rpg7lWLnDX1XQMPBhl98CZq8PMzt7Mg5d47wESPw//13HNuLdqRXXn6Z7OPH8X31VdxHjiTqtddIWruWLgki06Q0bT7i8cfRFhYS8McfZeeVJImi+His65nQDXs+IgPlF24t3E2gHVxhnppDv15k3+pbR9z7Tw5SUuXvQun33Psn4fwthPv89jBIEe6GIy9RCPewb+XC3cwK/KdAuzdEW0uFBxZFsFcSRbAr1AiyrsGpT+HCKtDqtOeysBOOpCGvgr3pComahFaCzddExP1MinwuoI6IuI9pDObKJeKOxF1KY+f3oYTuuS4bt3OyovuTreg+thX2t3DiB0Qd+Pnz5cK89E9Gxr0v5Oo1aOAHa4GfEKIjHyFEJkdCfhQ0bQqNG4uoPIg3waBpsOt7sLUVKfBz5woH9xpAqXC//tFHZB+VN0m39PKi/uzZ+Dz3HBZOVdcyKzUuG61GwsxchZttrGiDdHE1FOh9qMxthOhu+miJeL+NyWZ2DBx7Fy6t1ikXUkHXhRDySpUpDEmS0OTkcOWFF0jdsgW3hx+mKCGB9N27ab50KV5PP406NZXT7dtTf/ZsfF95BW1REWZWVqjT0jjTuTM+M2ZQvyQaH7NgARl79pAfFYWVjw/Nvv4ahzZtqmTt/4nb1bibIVzln8bowr0gV82hdRfZt+a8rA1pacR94JRgPBoq7eDuhFaCTVfh/VMQqrfn2clTmNMpqfIGJC9JR7jrtDxVhPsDjyLYK4ki2BVqFNkxQriX9gAtxdwGAqZByBylPspASBJsvS5uaE7odepq4QJvt4UnmoGFcqm4I/GR6exaHsq5XdHofstY21nQfWwreo5siMOpQ+Wi/Nw5uHIFDPGV1KsX7NtX/v8cRGp8PYSxlgeiP7X+7/AY8AZALIxyhacdRN/2GoYkSWQePEjMJ5+Qvn27bM7CxYV6L75IvVmzsHSrpvIaTZHoiHHqE0i7hWeApQO0niy8Opz8bn2O1POiBaauMV3LCdB7WZX3bk/96y8SVqzA3t8fpy5dcBs6FICUTZuIeOIJuufno1KpyqLrsZ9/TvKvv9J44UKce/Yk4fvviZw+nYZz5+LYoQOpW7aQvmcP/r//blqiHSAXIdx/o6Jw74uocTdygkCpcL9VjXu7IY0ZMEXp4343Sjeo55+8tXB/V4m4G5b8ZDjzOYR9I3q4l6II9wcWRbBXEkWwK9RIcm7A6YWixlPmSGoteiO3e1256BsISYIdsaL276heJ68mTvBmW3i6OVjVjOCr4ZEkWLYM/vgDPDxg8GAYOBDq1JE9LCk6k90rwzj191W0GvF141kQz4yohTipMwy7JisrYQr38sv/7fgXgVCd/9sAw4DHECK/BpJ9+jSxn35K8u+/yzZDzOzsqDtxIvVffhnbxo2rZzGSFuL2C/EetRHy9XbEVGbQZIyIuvv0ADvPisef+ACOzy8f8+0Pg38XPh/VzNU33iBj715CjhwBSRIO8omJnB85EvvgYJouWkTW0aNcmTULtxEjaPThhwAUJSYSNngwnk89he8rr1T7uitFHuXmdPrCfTAi4m7kdtMFuWr+/a1iqryZuRDu/Scrwv1uaCX44xrMP1GxJKxDSaq8UuNuQPJTSoT71xWFe+tJQrg7GjmVRaFaUAR7JVEEu0KNJvcmnPkMwr+rWB/VeqIwZ3IystVvLUGSYE8cfHAS/pEbotPQEd4MgQktoTo6mZkUe/ZUdEA3M4MWLSAkBObNg5Yty6ZS47LZsyqc45uvMCL6R7qn7Lm3n+fsXF5rHhwMH30E13XS7lu1gvXrwd//vz+nm4ha3r8RjvKlWAADgSeBGprIknfpErELFpC4Zg1Ssc6TMzPDY/RofN98E8eQkOpbkFYD8f+IlnGX1so3IEup4w9NRkGLZ+S93a+sh11Pl/c/dg+GIX/cPjpfRaTt2kXk9OkEbd+ObVOxvsvTp5Nz5gyNFyzAqXNnrrz4ItnHj9Pm0CHM7ezQqtWYWVoSOmgQ1vXq0WLFimpd8z1zu1R5C2Ao8BRG38wqyFWLPu6rz8vawZmZq2g/VAh3d19FuN8JrQQbS2rc9YW7kipfBeSnlKTK60fcLaHVRGj/liLcazmKYK8kimBXqBXkJcHZz0V9lOyibyFuctu9Kb/RVbgv/okXNe675Ybo1LeH10NgUiswtCG6SZKbK8zZPvvs9o8xMxP16DqiHSD9Zi7xz8zGf9eyWx4mmZmhatZM9DQPDhZ/BwVBA70wz9atMG4c5OXB+PHCFd7e3hDPDpIRAmUrUKgzbgb0Q4iUGnovVRAdzY1Fi0hYvhxtXp5srs7gwTR4+22cH3roP5//ysmbFBdpsLAyp2n7Svpr5CdD2HfiOqYfdS+lbldo+Qw0fUy0d0v4F/4aDoUl6sLaFfqvBb8h/3nt90pRYiIXxo2jMDoatxEjyLt0ibStW2m1bh0eY8aQffIklydNou6UKdR/4YUysa7Jz+ewuzstVq3C87HHqm2990Uu8DuwvuTfpVgislCeBNyNsC4dCnKKOLjuIvvXVBTuHR5uyoApQdTxuYPRoUJZxP2926TKK8LdwOSnwNkvIPRrUOeUj5tZlkTc3wJHX+OtT6HKUAR7JVEEu0Kt4nYXfZUZNH8S2r8Nri1vf7zCPXHkphDu22Lk41628GobeM4fHKq2rLZ6kCSIjpY7tJ87B1FRlas1nzkTvv664nhBAYUTp1G05x+S8m2Is/Yl3rY+8ba+JNnXJ3BoK/pNDLy787NaDQUF4Hgbw7L7JQPYAGxCLlLMED2rnwKqKZvc0KjT0sralqkT5TUfzj174vvaa9QZPBjVPX4nzh+4nsykPJw97Zi/49F7W1RxAdzYK/qwx+2HpJM6RnM6WDqCjRsUJMs3KkG0vuz2RbUqirivvybljz9wCAnBuVs33B95BICE77/n2ty5dI6NxczKqkywR7//Psm//kqrX37BISio2tZpELIQ9e0bAN2kCCtgBPAE4GqEdemQn10kIu5rIsjPLhfu5hZmdHqkKf0nB+HiZaDNvVpKqTnde0rEvXrIT4Vzi+DcV6DW0SZmVuA/WQRflHLHWoUi2CuJItgVaiX5qRD6P3HRL8rUmVBBs8eh/Vxwu4+UYQUZJ5NECuEWuSE6bjbwSjDMCAAnK+Os7Z7JzYWwMLk4Dw2FrKy7H3s7/vgDRoy440Ny0go48HMEB9ddpDC3vBOCSgVt+vvRb3IQPs2MrABygI0IkaL/cnRBRBcDqntRhkGTn8/NlSuJXbiQwhj5DpRdq1bUnz0br3HjKt0S7r4Euz458XD5J9He8lZmdbdj8AaRSm9kLo4fT2F8PMG7dpWJ9eLsbE4FBeE5bhy+c+ZgUVWbTVVNBkK4b0Iu3G2AUcDjgJGz0POzizj4ywX2rTlPQU75tcXc0owuo5rR99lARbjfhdJU+fdOQriecO/sBe91gP71FeFuMMqE+//0Iu5KjXttQxHslUQR7Aq1msJMEW0/u6g8ZbSUJqOFcPdoY5Sl1UbOpsDHp+H3KNC9oLpaw0tB8EIguNymk1m1c79R88pgZiaM3/7v/yp9SF5WIYfWXeTAzxdkLZsAAnr60m9SIA0DjVwsmwdsRgiVDL25IETEvQNQA29etWo1SWvXEvPpp+Rfviybs/T0pN6sWfhMn35XZ/n9a85TkKvGxt6SXk8baHNQkiDlrGgPl3gMCtLEda0gDSRNxcc/shfq9zbMz74PElasIP6bbwjcsQMrT2Ggd2nSJLJPnKDFqlU4tmtn5BUagAxE+cgmQKeBCfbAmJI/Rs5Cz8sqZP+a8/zz8wUK88r9G4Rwb07fiQG4eCrC/U7cSbh3rSuEe996inA3GPmpotzxtqnybyrCvYajCPZKogh2hQeComxhTHfm/0SdqC5+D0OHeeDVwThrq4VcSIePTsEvV8QNTilOVjArQIh3d9tqXFBODoSHy4V5WNj9Rc1LMTMTqeiZmfLx5s3ht99E/fl/oCBXzeHfL7Hvx/PkpMuNyJp38qb/5KDK10ZXFfmI+vbfEPXuujQDxgHdqNg2rgYgabWkbtnCjc8/J/PgQdmcmZ0d3lOmUH/2bGwamMDNoiSJ9NGCNChIFX8c6kOd1sZeGQD5V65wftQozB0dqTNkCFlHjpC+axcBf/6J64ABqGqTukkBfga2IDdsdER0WRgF2BlhXTrkpBewf815Dq67SFF++SItrMzo+mgL+j0biKNbdV6gax53Eu7dvYWrfG9FuBuOO9a4l6TKKzXuNRJFsFcSRbArPFCocyF8qXCWz7spn2swSAh3767GWVstJDJDRNzXXAaNzhXWzkLUt78SDD6GDuhIknBuP3y4XKAbKmru6lruzl5qBte6NaxYAbNmlT/uiSdg6VKD1JQX5RdzdFMk+1aHk5EoN0drHOJJ/ylBtOjsY1zRowb2IJzl9fwM8EOkyvdGOGrXQLKOH+fG55+LlnBanVpyc3M8xoyh/ksv4dS5s/EWWAPQFhVx7c03yTx8GMd27XDp3RuP0aNv+dj4777DdeDA6muzVxUkAmuAbYCu/YALIgNlOKLe3YjkpBWwb815Dv0qF+5WNhZ0f6IlvZ/xx96lciUgDypaCTZcFe3gItLlcz28RY17Lx9FuBuM/NQS4f5VxVR5pca9RqII9kqiCHaFB5LifIhYAacXiJ7uutTvAx3egXo9jbO2WsjVLPjkNPx4CdQ6N69WZsJR/o0QaKCrbc+fFwI4Oxu6doUhQ8h7qCens21o4QIedwr+PP64iGzfD6Vt2Uqd2UtFer3bhEy0WvjmGzhxAkaNgkceMfgdWrFaw8ktUez5IZyUWPk1u0GAO/0mBuLf0xczMyPeGWqBQ8BaIFJvzgtRzzsEMJWyiHsk/9o14kqd5fPzZXOOnTrh+9pruD/yCCrzB623YeWRiotRWdx+5yb3/HlOBgaisrSk3gsv0PDtt7Fwcam+BRqaOGA1sBu5cPdA9HAfjNE3snLSCti7OpxDv15EXVBeWmFtb0nPp1rTa1xrbB1rigmJcdBo4bco4eVyMUM+18Mb3u8IPWtoK0yT5Lap8lbgP0XUuCvCvUagCPZKogh2hQcaTSFc+BFOfQLZ0fI5n+6ixt23v7I9biBic+Czs/B9BOjcF2JpBkt7wrOlBv5t2ojouA7f9nmBLR0e5ZJPazq3dOWjzioa65s5xcaKtmf3QmnUXFeYt24NtqaZEqop1nJ2ZzS7loeSeE2ehl+3iQv9JgbSZoAf5hZGvIZLwHFEhFHfI80VUc87HKPX9P5XipKTif/mG+K/+w51srwWwLZ5c3xffRWvp5+utEHdg4YkSbfNCLk4YQKJP/5Y9n8LNzcavvMOPs89h5lVDRaNscAPwF69cW/gGaA/YOR9nqyUfHavDOPw75fQ6Oys2jhY0mucPz2ebKUI97ug0cKvV+D9U3ApQz7Xpx683wEe8jbK0mont02VLxXub4JDPeOtT+GuKIK9kiiCXUEB0Kjh0lo49TFkXpHPeXYQqfJ+wxThbiAS8+CLc/BtOOQWC2+yC2OhhVWuqDXv10/Unese4+hJpGcz1OaWLB71LueDe/FLPwjW7XlcVARubhWOBeRRc12BfruouYmj1UqE7rnOruWhxF+W52LWqedAn2f86TiiGZbWRlQBEhCGqOk9pjdnD4wERiPShGsg2oICkn75hRtffkluaKhsbp//JxQ5eOLs48LrG43v1F5TKM7KIuaTT7ixaBFSYbnpom3TpjRasAD3kSNrds37FWAlcERv3BcYjygdMfLtV/rNXHYtD+XY5ki0xeW3xnZOVvQeH0D3J1pibVsb+nVWHXcS7gN84b320NnIFiS1ijLh/pW8xaW5NfhPhbZvgIOS4mCKKIK9kiiCXUFBB20xRK6Dkx9B+kX5nHsbEXFvMlL0dVf470gSxMaSdeIcx3edw/VSKO3iz0FkZKVqzXMdXen/QxqdvGDRQ+KQjCLhRs/Ro/DJJ0K0BwTUiKj5/SBJEhGH4ti9IpToc/Jor5O7Lb2f8afLmObGv8G+ghDu+5G3ELBBpAU/BtTQG1hJkkjfsYPYhQvJ2LcPgO2tv6DAqg426nQmdDlPvRdewCEw0MgrrTkUXL/OtblzSVq7Vjbu2LkzTT77DOdu3Yy0MgMRAawCTuqNNwYmA50xepeF1Lhsdn0fyom/otDqmJA41LGh38RAuo5pYdwNwRqARgs/Rwpzuig9j9PBDYQ5XUcv46ytVpKfAmc+h7Cv9YS7DQRMg7avg72S4mBKKIK9kiiCXUHhFmg1cHUjnPgQUuWRM+r4C+He9FEwU25W7kp+fkWH9tBQyMi4p9NoVSrMSi/TrVvT5YPztHWHb3vAtSx46V+Iz4UPOsIgEzDurm4kSeLq6UR2rwzj4uF42Zy9izU9nmhFt7EtsXMycgF5LKL91U7kLtpmiOjiWKCpEdZlILKOHyd24UI2hrag0MIZa3UmPa58DIBL797Ue/FF3IYNU+rcK0n2yZNEvfoqmQcOyMY9xo6l8cKF2PjWcGfoUGBFyd+6BABTEG0SjUxKbBY7loVy6u+rSDptP5w9bOk/OYhOI5thYam8n+9EsVaYr75/EqLlt9wMbSjawbUzcrfOWkV+sugKFPoNFOuYtSrC3eRQBHslUQS7gsIdkCSI3gInPoAkvVCIS3No9xY0fxLMlfRAJAlu3CgX5aXC/PJlubP2PaJVqVBJUlmwSQoM5IcV//J6uCMLuoi6983XYMJeURt4KAG87YTJz6NNDPPUahqxEansXhFK6F65Zbu1nQUPPdaSnk+1xqla++rdgiTgV+BvoEBvrhOiJVxAdS/KcORHRRH3zTfcXLkSjV77QJsmTag/ezZ1x4/H3F7pe303JEki9a+/uPbGG+RFRJSNm9na4jtnDr6vvVazX0cJOA0sB/QSu+gEPAu0qO5FVSTxagbbl57j7M5o2birtz0DpgTTYVgTzC2Ve8c7UaQR5qsfnoIYvcqtRxqJiLuszEvh/shLEl2Bwr4VZsOlmNtAwHMlwr2GpnbVEhTBXkkUwa6gUAkkCWJ2wIn34aZe8aGjn3AkbTVB1Es9COTnQ0SEXJifOwfp6Xc/9m6oVODnB9euyYbjPPwIffcrPqk3jEsZKmYGwJwQyFHDxH2QVQT7RkBGIXx+Dr4Kg65e8HP/klT5B5CEqHR2rwjjzI5oWWTMwsqMTo80o8/4AOr4GNn5LRP4A9gI6KWMEoxoCdcBo6cH/1eKs7NJ/PFH4r76ivxIuXW+hYsLdSdOxOf557Ft8oDuLt0DkkZDwvLlXHv7bYpTU8vGrerVo9HHH+M1bhyqmnzvIgEHERF3/faI3RDC3QQ63cVdSmP7krOE74+Vjbv7OjJoehtCBjYybreKGkCRBlZdhI9OCzNWXcY0hnfbQ4CbcdZWK8lLhNOfQfhiuXC3sIXAGdB2DtgqKQ7GQBHslUQR7AoK94AkwY29IuIeL0/RxN5HXPRbTwFLO+Osz9BIEsTHVxTmly7dV9S8DGdnuTt7UJCoOwcIDORskSPHG3bkl+4TSW0RhGRrRy8feD4AWrmKh51LgZkH4VQKfNcdxpc4zeeo4WQS9FIMYkm5kc2+H8M5/ucViovKf29m5iraDm5Mv4mBeDVyNuIKgXxEz+rfED2sdWmCSJXvjdGdtP8rklZL2vbt3Fi0iIzdu+WTKhV1hgyh/uzZuPTuXbNN1aoBdXo61997j/hvv0UqLq+rcGzfnsZffIFL9+5GXJ0B0AA7EO3gdD8LKqAPMBEwAf+smPMpbFt8louH42Tj3k1dGDS9DYG9Gyjv5btQqIHlF+Dj06KkqxQV8FhTIdxLv+sUDEBeIpxeCOHfyYW7pT0EzoSQV8FWSXGoThTBXkkUwa6g8B+JPyjM6WJ2yMdtPcVFP2A6WNWgvlUFBeVRc9209rS0+z+3SgVNm8qFeXCwaMF2mxu69IvXcNvbkHrk8mYHCwY2t8XDFpz0ugrlqeF6DuyPg6/DoaEDfN8L6juI/QaVCiLS4PBN2B8v6gRfDr7/p1QTyUzO48DaCP5df4mi/HKho1JBYO8G9J0YSAN/I9+sFCN6Vv+MqHfXpS7CnG4wwqyuhpJz9iw3vvySpHXrZE7oAPbBwdSfPRvPsWNrdhuzaiDv0iWuvvYaqVu2yMY9Hn2UJl98gXX9Gt6HuQhRMrIWSNUZtwAeRvRxNwExd+1sEn9/e4YrJ2/Kxuu3cmPw9Da06lZPEe53Ib8YlkXAJ6chUUdHqoAnmwnh3szFWKurheTehNMLhHDX6FyDLe0hcBaEvKII92pCEeyVRBHsCgr3SeIJOPkhXPtTPm5dB9q8DEEzwdrFKEu7JZIECQm3jpprNHc//m44OVVsnRYQAPdYY5peCK8eFmmDY5vCC4F3b4NzLBGe3gMzA+CFErOmjELouAHMVdClLhxNFDdBv/Z/cFMOczMKOLjuIgd/uUBeVpFsrlnHuvR9NpDmnbyNe5OtAQ4hDOr063qdES3hRgJO1byuSrJ96VkKstXYOFoyaFqbWz5GnZJCwooVxC9eTGGMPAfaytsb72nT8J4yBWsfEwinmjDpu3cTNXs2uWFhZWNm9vb4vfsu9V58seZvfBQCm4GfkJeN2CA2sB5DtEk0IpIkcflYAn9/e4aY8BTZnF+QB4OfD6F5J8Xk627kqWFJBHx6GpJ1vD3MVfBMC5jXDhqZ6DWvRpITD6c+gfPLQKvzXWjpAEGzRPDFpo7x1vcAoAj2SqIIdgUFA5FyTkTcr/yOrG+VlZO48Ae/VP07tmp1RYf2c+cgNfXux94NlQqaNJEL86AgUX9uQKEXmwOvHYH1UdDbB14KgmF+kJIPt/JNe2gTtHKB5b0htUCky4emwpFRIjqfmAejd8CwhvBGW4Mts0ZSkKvm8O+XOLA2gqyUfNlcgwB3+k0MxL+nr3HrUSXgHPALcFxvzhYYBowBPKt5XXdh/sD1ZCbl4expx/wdj97xsVJxMckbN3Lj88/JPi5/kioLC9xHj8Znxgycu3VTIpW3QdJouLlqFdfeegt1cnl7Q9sWLWj65ZfUGTTIiKszEDmIkpH1yI0anYAngEcweuaJJElEHLzBtsVnibskz85q1rEuQ2a0xS9IqRW+G7lq+DYcFp4V32OlWJjBxJbwdlto4Gi05dU+cm7AqU/h/Pd6wt1RBF7avGxagZdahCLYK4ki2BUUDEzaBbFje/lnkHQi1pb2Ik2+zSv35kr6669w5IgQwkOHQrNmlTvuzBl47DG4cuWeln9LHB2FGNetNw8IAIfqS/lPyRfC/edIyJsCz+yFDh4wq6S1tbkZXEyHFw6BnyMs6yXc48fugq1DoE99UGvA0hxmHYQTSXB0tPxnFGnAqobWSN8P6kINJ7dGsfeHcFJi5d8H3k1d6PtsIG0G+GFuYeTvhSsI4b4f0LVQMEfU9j6GybSEuxfBXookSWQdOcKNzz8n5Y8/KvhE2AcF4TNjBl5PPVWzXdGrEHV6OtFvv038kiUim6gEt+HDafLFF7XD3C8NUd/+FyITpRQ34BlgKEb3etBqJcL2xrDtuzMkXs2UzQX08mXIjBC8m5pAPr+Jk10kDFT/7yxk6OpIM5jSCt5sK8q/FAxEdqy4f4tYDlp1+biVM7SZDcEvgrWR/V5qGYpgrySKYFdQqCIyr4od24s/yC/85jbgPwVCXgPHu/QQ/vVXGDtWPtakCXTuDP36wbhxYGFx62NHjIA//7z13J1o0qSiEZyfH5jINaFUdL9+BLbFwKttYIQf5BbD3OMimv5+BxjSEEZvh5v58O/I8nt3lQq6b4KAOvBdTzH2bwL8GQ3/3oRmzqKX+4N4E6TVaDm3+zq7V4YRf1nu+F/Hx4He4/3pOLwpVja3ec9VFwmIlnDbEHW+unRERBuDMaqzfGxEKhq1BnNLc3xb33vtRUFsLAlLl5KwbJksYgxg4eqK95QpeD/3HLaNGhlqybWK7FOnuPLCC2QdPlw2prKyov4rr9Dwrbcwr8bNxiojDvgR4fmgewfrC0wCemD07gpajZYzO6PZ/t1Z2WagSgUhgxoxaFobPBoqOd53I6MQvgyFRaGiI0op1ubwXGuRLVa3lnjdmgRZ1+HUx3BhJWjL/V6wdhX17UGzRPakwn2jCPZKogh2BYUqJjtGtBOJ+F5ubmJmCS2fgbZvgMttwoKTJsHKlbc/t7c3xMTcWrSPGQMbNtz+WAcHCAyUC/PAQBFNrwFIEnxxTrjrulqDrQWkFMCSHjCiESTlQcO18PtAGNpQuPFam8PxRJi0H14OgomthMDv8ycE1YHe9UTk/Vwq/NxP9HV/EJEkiYhDcexeHkp0qFwsOrja0OOpVnR7rCW2jkauDU5HtIT7g4ot4VohWsJ1BWrw15m2sJDk9euJ+/Zbso8elU+qVLgOGIDPc8/hNmwYqttt3j2gSJJE0s8/c/W11yhKSCgbt27QgGaLF+M2dKgRV2dArgErEZ4PurQEpgIh1b6iCmjUWo5tjmTnsnNkJpeX35iZq+gwrAkDpgYbv8VkDSCtQHzv/S9MdEIpxc5CZJu91gbcarAhp8mRdU2UOl74QZ4xaV0H2r4mnOVrkrmwCaII9kqiCHYFhWoiNwHO/B+EL4HivPJxlRk0egycHofruXIzuJs3b3++UjZtgkceqTgeGQkjR8LFi8KNXd+hvVEjk4ma3y+/R0EDB/B1AO+STOENUTB5P6RPEv/XSmCmgukHIDITvu4OdaxhxkHRTufwKPG4HDUM2Qrd6sLHncud5h9EJEki6lQie38I58K/8tZN1nYWdH20BT2fao2zh5FDO/nAdkR9r/5HxheRKj8AqOHeY9mnThH31VfCXb5Inlpg5eODz/TpeE+dipWniRX0G5ni7GxiPv6YG198IXvdPB59lCaLFmFdr5b0fjwPLANC9cY7AJOB5tW+ogoUFRTz72+X2LMqjNyM8g1scwszuo5pTv/JQTi63cKcREFGSj58dlZ0RtFp+IGjpfB5mR0MLtZGW17tIzMKTnwIl9bIhbuNO7R9HQKfrz3tfKsZRbBXEkWwKyhUM7GXYPMH8M/vcL0Q4hEio/huB96GU6eg7R3c07TaWiPM74WNV+HFQ7BlCLQp8fo7kQQT9sLTzUUK4fclbXSW9oT+vuU17K8fgQPxFWvcb+Y9uGmHcZfS2PtDOGd2RiNpy78uLazM6PBwU3o/449HAyOnCGqAfYg696t6c64IV/nhCJf5GkxRYiI3V64kYdkyCqKjZXMqKys8x46l3qxZOLZvb5wFmij5V65wefp0MnbvLhszd3DA74MPqDdzZu3IUJCAo8ByKn4GeiNS5U1gf6IgV83BXy6w98dwCnRCxVa2FvR8qjW9n/E3fgZPDeBmnnCU/+48FOlYXjhbwSvB8GJQxVaoCvdBxhU48QFcXguSzgtu6wnt3oCA58BC2XC6FxTBXkkUwa6gUEUUF8PlyxUd2uPjDfcznn8evv3WcOerRWQUwqC/RFr7zAC4ng2zDkEjRxFdd7KCKftBrYXNg8UxpVH4duuhsxd820OM/xUNSyNEZN7ZCj7uBH1reIvn/0pKbBb7Vp/n+J9XKNa5Q1SpIKhvQ/o+G/ifarYNigQcQ7SEO6c3Z4Po4/4oUIUlD/GR6WiKtZhbmOHTrGrMtSStlvSdO4lfskT0ItczqXNo2xbvqVOFSV1tqNk2AJIkkbR2LVGzZ6NOKW8/5tCmDc2++w6nzp2NuDoDogH2IFLlE3XGzRGbVs8ALtW/LH3ysgrZt/o8//x0gaKC8l1rO2dr+j4bQLfHWmJlWws2UqqY2Bz48BSsvAjFOpeBOtYwJ0R8B9pbGm99tY70S3D8PYhch8xAwq4utHsT/KeChVKbUBkUwV5JFMGuoGAA0tMr9jU/fx4KCu5+7N1QqWRuxwD4+sLvv0PHjvd//lrMwXiY/g8klETGnaxg8yDwtIOINOi7Bb7rAY80Kq9xP5EkUuK/7yXG/7gG0w7AAF/RCu5MCqy7Aou7C2O7B5XM5DwO/BTB4d8vU5irls017+xNv4mBNG1f1/htyC4ihPtB5M7yZkAv4HGqJFX4v7jE3w8F0dHELV7Mze+/pzgjQzZn7uiI1zPP4DN9Ovb+/lW+lpqAOi2Na2++ScKyZbJx7ylTaLRgAZautcTBvAjhJr8W4flQih3ivf8ooj2ikclKyWfX8lCObLiMRkdxOrrbMmByEJ1HNcPC8gFs4XGPXMsSwv3HS6DRuW3wsoW32sLU1mBsz9BaRep5OPE+XPlNPm5fD9q/Da0ngbmS4nAnFMFeSRTBrqBwD2g0ok1aqTgvFeixsYY5f11X8MqHugXgg0hd3Aac0nnMiBGwahXUlhvKauBMsrhJ8XMU5nQgWr49tRtypoj/a7SiNdxjOyG9ENb2FX+/egSszWBDSRvnYi302wJBbvBVtwe7xh0gP7uIf9df4p+fI8hOlW9QNQx0p++zJtDLHUTpye+Iz5P+PloIQrh0wmAGddUt2EvR5OaS9PPPJCxbRvbJkxXmnXv0wOf553EfORIzK+VGMuvoUS4/9xy558pTMay8vWm2dCnuDz9sxJUZmDxEZ4XfkL//XYHxiFZwJiDkUuOy2b7kHKe2Rsn2qV297Rk8PYR2QxphZq7cn96NK5nw/kn4KVJkjpVS3x7mtYdnW4huKwoGIiVURNyvbpSPOzaA9vOg5XgwV1IcboUi2CuJItgVFG5DRgaEhcnFeXg45Off9dC7Ym0t+pjrGsEFBUGdOqApgktrRS/QzCuQDWwEUhF52HMWQdNRwqxO4T+z9bqIvm8aBO08xNjxROEY/213GN9SRCr+jIYFnYWDfLEWLMxg7jHYG1duVKcgerkf//MKe38MJy0uRzbn1ciZ3uP9aTe4MRbGbnSfiXCV31Tyb10aAmOBvsB93ltt/eY0+dlF2DpaMXTmHTwmqpDsM2dI+O47En/6CW1enmzO0tMTr/Hj8Z40CbsWLYyyPlNBKi4m7ttviZ43D43O/ZDnU0/R9MsvsXR3N+LqDEwq5T3cdTNOfBD17b0xeis4gJtRGWz77iyhe67Lxr2bujBkRgj+PX2Nn71TA7iQDvNPwG9R8vFGjvBOexjXXHynKRiI5LNw/F24ptdS16kxdJgHLcaBmQnsjJkQimCvJIpgV3jg0WohKqpirfn163c/tjL4+JQL81Jx3rz57funl61LA1fWi5YiaeHyOddWok6q2Vhl1/Y/kqeGh7eBvYVohXMyGb4Og05esKavcI6fcVCk0n/fSxxTGoVvt17Uxn/VrXxMQaAp1nJuVzR7VoUTHynv5e7sYUuPp1rTZVRz4xtKFQA7gfXADb05d0TEfShgX83rqgKKMzJIXLOG+MWLybt4scK8U7dueE+ahMejj2JuXwue8H+k8MYNLk+bRtrff5eNWXp40Ozbb3EfM6Z2CcRYYAVwQG+8JTAdCKr2Fd2S2IhU/v72NBcPy71f/II8GDqrLU3b1zXSymoWZ1PgneOwRe+2prkzvNcBHmsq/FsUDETiSTj+DlzfJh93bgod3oHmT4KZkuIAimCvNIpgV3igyM6Wi/LQUBFFz829/3NbWUHr1hXF+f1GZySt2K09+REk6aW4OvoJZ9JWE8Bc6eFyr8TmwEuH4NBN0RYuyA2+6S7S5g8lwKR98FkXGN6o3EH+XAqErId9I6Cnj7GfgelS2st976owrp5Jks3ZOFjSdYxoCefkbuQCWi1wGJEqHKY3Zw8MA0YBtaBTmiRJZOzfT8J335Hyxx9Iarn3gLmjI17jxuE9fToOgYFGWqVxkSSJxNWriXrpJZkXgPvIkTT95husfWrZh/4C8D1wRm+8G6IVnIn4dESeSGDr16e5HpYiG2/RxYehM9sa3+iyhnAsEd45ATv1qvgC68D7HWGE34Nd4mVwEo6IiHvsLvm4a0voOB+aPvrAZ0sqgr2SKIJdoVai1UJ0dMVa86v6fW7+I3XrlvczL/3TogVYVmG0W5IgZiec+gjiD8rn7H0g5DXwnwKWD26E7L+SXihM53Rbtm2PgRHboHCa+H+pg/zgv0T7nN8GgJtiAlspos8lsXf1ecL3xcjqUstawj3tj0dDI7eEAwhH1Pke0hsvNah7DKgl2eNFyckkrlnDzRUryIuIqDDv1KULXhMm4Pn441g41/A+eP+BwoQErsyYQcqmTWVj5k5ONP7sM7ynTKld0XYJOA4sAaJ1xs0QHRUmILJOjIwkSYTvj2XrN6dJvCqvZwnu15AhM0PwbPjgvVf/CwfjYd4J0b5Ul/Ye8EFHGOirCHeDEn8Qjr0Lcfvk426B0PE9aPzIA/uCK4K9kiiCXaHGk5MjouS6kfOwMBFNv18sLETUXF+cexo53BZ/UETcY3bIx23coc1sCHwerJUbl/thfxxM2Ac/94OuJVmXO2JgyN/w9xAY2MC466uJJEVnsm/1eU78FYVGLW8JF9inIUNnhuDpZwLv2xiEcN8FqPXmghDp8l0xmEGdMZEkiexjx0hYvpykdevQ6mUbmdnY4D5yJHUnT8ald+/aJVTvgiRJJK9fz5VZs1AnlWeJuA4cSItVq7D2rsK+gMZAA2wHViFq3UuxRrznHwdMoDugVqPl1N/X2PbdGdITyt+vZuYqOj3SjIFTg3H2tLvDGRRAxAB234C5x+G4PAmKh+rChx2hVz3jrK3WcmM/HJsHCXq7wh5todP70HDIAyfcFcFeSRTBrlBjkCRRV67fPi0qqmLbs/+Ch4c8lT04GFq1EqnupkriSRFxv/qHfNzKGYJmQfCLYGsCoZEaSKEGxu6CyAyYHQyHb8LuOBjkC0t63vqYB90xvrJkJuVx4OeKLeFe+234XXuWJ0Slc3RTJO0GN+bk1qv0Ge+Pi1cVZZWkAZtL/ugb1PkiIu79EYJGj2+n7iA7NR9HN1tmLBtYNeszMMWZmSSuWUPCsmXkhunXB4Bt06air/v48VgZe9OyGlGnpXH11Ve5uWpV2ZiluzstVq3CbdgwI66sisgHNgC/INzlS3EBnkV4O5hA+W1xkYYjGy+za3morEOFpY053ce2ou+zAdg5KaVid0OS4K/rMO84nEuVz/WtBx91Et4uCgZCkkSK/LF5kHhcPufVETq+Dw0GPDA3E4pgrySKYFcwSfLyhCO7rjgPDYVM/bvm/4C5ObRsWbHWvG7dmnuBTAkTrvJXfhU176VY2IH/VAh5BRzqG299NZj3T8L6KNEOZ1ADmFbSx/ZW4nzWQcgqgtdDoHUd46y3JpGfXcTh3y9x4OcL1G9Zh6lf97vrMbERqayb/y8JV9KxsrNkyv/60KRdufGUJEmGjwIXIqLt6xHRd12cgeHAI4DO79xYbd0MgSRJ5Jw5Q+IPP5D4008Up6XJ5lWWlrgNG4bX009TZ+jQB6Y9XNr27VyaOJGihISyMZ+ZM2m8cCHmtibQzNzQZCL6t/8BFOuMN0QY03XEJBzlC/PUHPgpgr0/npdtANo4WNJnQgA9nmyFta1izno3tBJsuCrM6S5myOeG+4lU+SDFKsBwSBJEbxXmdMl6JhLeD0GnD6B+b+OsrRpRBLsOly9fZuLEiSQlJVGnTh1WrFiBv78/oAh2BRMgKQmOH5fXm0dGGiZq7uZWMWreurVoq1YbyYiE0wvg4mrQ6uTymllCywnCoM65sdGWV5PJUYNDyT3frcR6Qi74rRX17QAjG8GbbaHDgxOI/M8UF2nIzSi8pzTWD4ZuoFW3egyZEYKdk3XVCHV9tMAxRLr8Ob05S0S0/VHADz4ZuYnM5HycPWx5c9PIql1XFaItLCRl82YSli0jY8+eCvOWHh54Pf00dSdNwr51ayOssHpRp6RwadIkUv8sb9tk16oVLVevxrF9eyOurApJQBjT6ZXf0haYBjSv9hXdkpz0AvasDOPQbxcpLirfuHZ0s2HA1GC6jGyOuaVyb3s3NFr4ORLmn4SrWeXjKuDxpjC/PbS4cyKUwr0gSXBts6hxTw2Vz9XrDZ0/EAK+lqIIdh0CAgL4+OOPGT58OHv27OHll18mNFS8KRTBrmBUFi2CN96AoqL7O4+ZmTB904+a+/jU3Kj5/ZAdC2c/h/PLoFinb7zKHJo/AW3fADd/462vFrIrFh7fJQzsdOlfH95qKxzlH8S3oiHRarSYmZsRfS6Jr57dxrTF/WnRudy1Ozo0mfMHYok5n4JPc1cGTAmuuvZxFxER9wOI2l9dOiPqfYMxiQikociLjOTm8uXc/PFH1ImJFeYdO3fGe+JEPB5/HAsnEzARrCIkSSJhyRKiZs9GW1CSim1uToO33qLh3Lm1N+PgPLAY0Pco7Ifo4W4iHdbSb+ayY+k5jv95BUlbfmvv0cCJITNDCO7X8IHyYvivqDWw6pLIMovTsbYwU8EzzUUf90a192Ne/UhaiNoAx+dDmt6HrMFAEXH36mCUpVUlimAvISYmhg4dOpCo8+Xq5+fH7t27adq0qSLYFYxHbq5oeVZQcPfH6uLiIhfmpVHz2piSeL/kJ8PZRRD6Daj1TPgaPwLt3gavWhoVMgI5algWAZ+fE33cdensBW+GwDA/pd/tf0WrlTAzU/HdcztRmal4+uPu2LsIq/4bF1NZ9ep+bB2tCO7XkIiDN8hNL2TSl33walSFRnbJwEZgC6DfHbIZMAbojYjA1xKk4mLSd+/m5g8/kLJpE5LehquZnR3uI0fiNW4crv36obKwMNJKq5bciAguPv00OadPl405tG2L/8aN2DQ0kX5ohkZCRNqXIyLvpVgi2h+OwySM6QASr2Xy97dnCN0jbz7eIMCdYS+0pVmHWmYaWEXkF8N35+HT05Csc7tmYQZTWsHcduCjNKcxHFoNRP4Cx9+DzCvyOb+HodN74BFinLVVAYpgL+Hw4cNMnz6dc+fK8/e6dOnCp59+Ss+ePRXBrmA8tFpwdhYu77dCpYLmzeXp7MHBUL++Eqq8VwrSIewbOPslFMrrUfEdAO3fAp8eyutqIAo18OMlWHBGnlII0NpV1Lg/0RQsTcC4qaZQGl1PuZHNx8M38syCnmWRsqL8YhZP24lLXTsen9cVW0crstPyWfXqfpq2q8uQGeU3N1WWOp8HbEWYdekHn+sgatyHI2reaxHq1FQSf/qJmytWkBsaWmHe0tMTzyeewGvcOBzatat1kU2tWk3Mxx8T8+GHSMWi0NvSwwP/jRtx7tbNyKurQtTAn8BqQPca54JJGdMBXA9PZsuXp4g6Jf9gNu/szbBZ7ZQe7pUkRw1fh8HCM5Chs0dnYw6zAsX3mtLq1IBoi0V544n3IVu+6UST0aIdXC3IlKw2wX7jxg1++eUXoqOjkSSJDh068NRTT2FlIilRhw8fZubMmZzW2QHu3LkzH3zwAf3791cEu4Jx2bIFXn4Z0tPB31+ezh4QAHZKaxaDUpQj0uTPfg65eg1YvR+C9m9Dg0GKcDcQxVr47Qp8cgbC9fdJHODVYJjcCuxqUfS1qlk79yCJVzOZ/GWfspr3MzujWfvWP7z++wg8/ZzLIvErX9mHSqXi2f/rVXZ8sVpDckwW3k2qqAizGJEm/xtwWW/OClHnPgbwq5ofbywkSSLn9GlurlhB0rp1FKenV3iMbfPmeD39NF7jx2Pj62uEVVYd2adPc+Hxx8m/IiJiKktLmn33Hd6TJhl5ZVVMDsJNfj3yFoiNEMZ0JpLBK0kSEYfi2PrVKRKuZMjmgvs3ZOiMtng0VPK7K0NGIXxxDhaFChFfipMVvBIMLwdBVVUiPZBoiuDCSjjxIeTG6UyooPmT0PFdcGlmtOXdL9Ui2NeuXcvEiRNp1aoVrVq1orCwkDNnziBJEn///XeZsZsxiY6OpnPnzty8ebNszM/Pj61bt+Lv768IdgWFBxFNIVz4QRjUZV2Tz3mEQLu3oPFIMDOREEkNR5Lg7xiRUnjopnzO3QZeCoIZAeBSS70Q75frYcnYu9rgXt+RVzuuYeRrHen0SFMsLM3RFGtZ8vwu7Jysefb/epVF4gvz1Xw/cw9+wR4Meq4NFlbmHPgpgvD9saQl5KBRa+k/OYiHHm1RJWs++MsFCq8VY33Rgu5xrYRhnS6dEAZ1balVde4gjOrStm0j8aefSN2yBalQz9hBpcK5e3c8x47FffToWtMiTp2WRsTjj5Oxe3fZmM/MmTT54gvMLGv5rtxNYBkVjek6IIzpmlT7im6JVqPl9PZrbFt8lrT48uw+MwsVXUc3Z8DUYBzrKOV1lSE5Hz49A9+Gi6yyUtxs4I0Q8Z1mWzurYYxDcQGc/x5OfQx5OjcSKnNo+Qx0mAdOjYy3vv9ItQj2+vXr88ILLzBnzpyyMY1Gw7Rp04iIiODw4cP3esoqoXXr1ixcuJBhw4axb98+Jk6cyNWrV1GpVIpgV1B4kNEWQ+Q60RJO3+TEpbkwp2vxFJgr2+WG4lCCSJX/Sy/DzdFStIx7OVipB9Rnx9Jz7Fh6FjtnayQJ3tz4CA51RO5lVko+7w1az4zlg2jcxhNNsRZzCzPOH7zBnpVhdHi4CV1GNefCv3Esf2kPvcb549+jPgmR6exZFc7otzrj393wLQ9lbd1+fBQ2IVLm9evc/RC1v/2BWphOWpyRQfKGDSSuXUvm/v0VH2BujmufPniMHYvH6NFYONfsmgGpuJio2bOJ+/rrsjHnnj1pvX49Vh4eRlxZNRGGMKa7qDOmAgYijOncjbGoihSrNRzZULGHu7WdBX0mBNBzXGulFVwlic2BD07Cyoug0VFS3nYwrx1MagVWyt6/4VDnQdi3IuBSkFo+bmYBrSaJTEnHmpPBVC2C3dHRkcOHDxMYGCgbP3fuHJ07dyY/P/82R1YvFy9eZNKkSSQnJ+Pq6sqyZcsIDg4GFJd4BQUFhDvp1c1w8iNIPiWfc/CFtnOg9SSwUCIPhiIsVUQn1l0R/W9LsTKD8S1gTgg0rdnaxaDkZxdx6NeL7Ft9Hmt7SyZ81pOGAR6c+vsqfy8+w+yfhmHvLFIUJEliw6fHSLyWyRPzH8LSxpzvpu2kfis3nnxf1BVrNVp+mneI/Oyisv7vhqxvv2Uf9jzgb+B3Kta5OwEjqNDPvTZRcP06iatXk/jTT+RfulRhXmVtjfuIEXiOG0edAQMwq8HtNxNWriRy+vQyQz7rBg0I2LwZhzZtjLuw6kAL7EUY0+m+z20QpnSPIspDTIDCPDX71pxn34/nKcovbzbv6G7LwClBdFZawVWayAzRCu6XSOFNWEojR3ivAzzZDMyVl9JwFGXBua9EiWNhRvm4mRUETod2b4Kdl9GWV1mqRbA/9dRTdO3alRkzZsjGjxw5wpNPPsm1a9duc6TpoAh2BQWFMiQJYnfByY8h/oB8zs4L2syGgOfASqn1MxRRmfDZWfjhkjyt0EwFYxqL1MKQByAwdy8c+CkC17r2BPVtyOVjCax9+x8mftEHvyDxQl04dIOd34fSukd9+k8K4t/1l/jzi5O8tXkkzp52FKs1WFias+HToyREZjBzxSAANGotyTFZXD6WQIMA97Lz/RcuHomjuFCDhbU5LbvUk09qgIMIg7pwvQMtgb4IUdP4P/94k0aSJHJDQ0lat47kX3+l4Bb3SuZOTrg9/DAeY8bgOnAg5jWwC0jW0UW9Z30AAIsASURBVKOcHzWKogRhp25mZ0fLH3/EY8wYI6+smihCdFBYizyzxBuRJt8DkykHyUrJZ/uSsxz7IxKtTpjY3deRITNCaDPAr9YZJlYV4anwzgnYpPex9neFDzvBCD/FJsegFGbA2S+EqbBuNyALOwiaJQIuNqa7C1xlgv2dd94p+3dcXBx//vkn06dPlz3myJEjJCcnc/bs2XtcdvWjCHYFBYVbknBYCPfrW+Xj1i7iSyDoBbA1kfzGWsDNPPgyVLTPyZJ3yWKgrxDuSi/3iuRnF7HylX24+TjQ9dEWZCXn8fsnx2javi6Dprehjo8Di6fuwMnNlmcW9CxLmddqtHz5zN+07OrDoOkhmJmpWDf/Xy4ejsPR3ZbkmGx8W7nx2NwuVWtGdQkRcd9HxX7ubYHRiHr3WppSKkkS2cePk/TzzyT9/DPqlJQKjzGzt8f9kUfwfPJJXPv3r1H14IXx8ZwfOZLs48fFgEpF82XL8J482bgLq04ygVWI1oe6Xg7BwPNAc2Ms6tYkXstk6zenCdsbIxtv4O/Gwy+1p2l7E2k2XwM4nghzj8OuG/Lxjp7wUSfoW0/5PjMo+alw5jMI/QqKdTK8rZwg+GVo8zJYm17aXpUJ9t69e1d6Efv26btvmB6KYFdQULgjyWdFjfuV9cgS3SzswH8qhLwCDoavAX5QySgUov3LUEjSq6rq6Cla5zzSSOnlrkt8ZDqbFh7nxsVU3Oo74uRuy9Mf98DW0YqctALe6fcrL64eQsMAD4qLNFhYmXNu93V2fn+OfpOCCBngx7/rL7Hps+NMXzKAuk1cUBcUs+qVfQT2aUi/iYFV1w6ulGREnfsWhPO2Lj7ASGAQJtPjuirQqtWk79hB8vr1pGzejCYzs8JjLNzc8Bg1CrcRI3Dp06dGRN61BQVcnjaNxNWrxYBKRevffntwIu2lXAW+BU7rjKmAAYj6dhPKJLoelsxfX53mykm5S6h/j/o8/GI7vBq7GGdhNZB9cfDWMTiqVwbU2wc+7gSdlT0Qw5J7U9yzhS8Brc7uv7UrhLwmAi5WpvNFovRhrySKYFdQUKgU6ZeEycmlNcKsrhQzS+FQ2vb1Gt1axNTIL4ZVF0W6fLT8Ek1zZ1Hj/nRzxcxHl4ykXLTFEs4edmV1pxEHb/DzO4d4/fcROLqVi7uVs/eiUqkY81ZnslPz+e3DIzTwd2fU653K2sJtX3qW0D0xvLR6CFY25XbHpU70VUI+sA2RLq/XeRFbhGgfBdTyPTJtURHpe/aQ8vvvpGzcSHFGRoXHmNnZUWfgQNxHj8bt4YexcDLdUh1Jkrj66qvc+OILAFRWVgRu3Yprv35GXlk1IwH/AksA3Q5V1sATwNiSf5sAkiRx8d84tvxP3gpOZaai88hmDJwWjLOH0nq2MkgSbL0Obx+H0FT53HA/+LAjBLoZZWm1l+xYOPEBXFwlv2ez9RD17QHTwcL4TqeKYK8kimBXUFC4J7Jj4MznEPG9PO1KZQZNHxVfBO7BxltfLaO0l/uCsxVvdOrZw+xgmNoaHGpOlnC1khyTxfIX9zBwajBtB4ui8NA91/nj8xMMmRFC+6FN2L0yjBNbrjDl636413ekqKAYKxsLtvzvFJeOxvPqLw8DUJBTxNFNkUSdTsTO2Zp+EwPxaHBrkZiZnIeklVCZqf7bTb0WOIaoAT6pN6cCuiCEey1sC6ePtrCQtB07SPrlF1I3b0Z7C0NflbU1dQYOxOPRR3EbNgwLF5fqX+hdkCSJy5MmcXPVKgDMnZ1pe/Qodi1bGnllRkANbAZWA7q3oF6I/u0mVN+u1Wg5sSWKbYvPkJlc/t6zsrGg57jW9Bnvj42DibjomThaSXyfvXMCInUSaFQIU7r3OkAT08vartlkXoUT74tgi6RTk2JfDzrMhVYTjdoJSBHslUQR7AoKCv+J/GQ49z8I/QaK9FJXGw6B9m+B90PGWVstRJJge4wQ7gf0Iq91rEXP21mB4GH6GcLVilYrsWnhMcL3x9J2cGPys4s4seUK3ce2YuC0YLQaidVv/IOThy1PzH+oLLoO8PGITQT3b8jQmW1Jjsli08LjxF9OI7i/H2nxOVwPS2bknE6EDPCr8HNv6RL/X4lGpMvvBAr05hoi0uUHICLwtRxNXh7pu3eTunkzqVu2oE5Orvggc3OcunShzuDBuA0din1QkMkYhknFxZwfNYrULVsAsG3alJBjx7CsY7qmUFVKFvAj8Afy+vYQYCYmZbxYlF/MgZ8i2PNDOIW56rJxexdrBj3Xhi6jFEf5yqLWCKPV905CnI4hoYUZTG4Jc9tBPdPJ2q4dpF+E4/Mh8lf5uFMj6PCuaOFrZnHLQ6sSRbBXEkWwKygo3BeFmRD+nXApzde7efbpAe3eggYDFHcZA3L0pmgJtzlaPm5rAZNawivB4Ge62cFG4fT2axz+/RJO7rb4BXnS48lWgHCH/ujhjUz9pi9N2tUti66f3RXNn4tOMvbdh2jSzou/vz1D+IFYnl86oCxivvp10UnhmQU9K9S4G1Swl5IN/IUQ7/o61QEYhhDvnob5caaOpNGQ+e+/ouZ9w4YyN3Z9bPz8cBs+HLcRI3Du3t3opnWanBzOdOtG7rlzALg9/DD+mzebzKaCUbiGqG/X7SpqhnhPPwu4GGFNtyEnrYCdy0M5vP4SmuLyXQaPhk4Me6Etgb0bPNi/y3sgvxgWh8MnZyBVZzPSxhxmBsAbbcHN+FnbtYuUUDj2DlzbLB93aQGd3hOZkqrq04CKYK8kimBXUFAwCOo8uLBSuJRmyx128QgRwr3xSDBTiq4NRUQaLDgDP18RqfOlmKtgbFNR5x6k1AXKKG3pVkpsRCpfT9rGiz8MoV6L8ijnF0/9hUdDJx5/pyvXQ5PZ+s0Z4Sj/XJsycX5yaxTbl5zlxR+H4FhHHt7+7cMj5GUWYudszWNzuxj4SSDawm0CwvTmzBDpxGOA1phMWnFVI2m1ZP77LykbN5K2bdst+7wDWLi64tKnDy59+uDaty+2zZsbRVwVxMRwukMH1ElJALRev/7BM6HTp7S+fTGgu/diDzyD2IwyodKflBvZ/P3Nac7siJaNNwrxZPhL7e+rLeSDRlYRfHEOPj8HOeXJCzhZwZw28FIQ2JvQ775WkHgcjs6D2J3ycbcg6PwB+D1cLYEWRbBXEkWwKygoGBSNGi7/DKc/FSlYuri0EOZ0LZ4yas1UbSMmGxaFwrIIyCuWzw1pIFrCdfNWkhz0kSSJ4iItK2fvo24TZ0bM7kBmUh5nd0Wz9ZvTTP9uAI3aePLnopPEnE/h8Xld8WjoVOY0//e3Zzi35zpvbnyk6l3kb0ckos59D6IuWJfmCJHTB3jAPm75166RtnUrKZs3k7l/P1Jx8S0fZ+3rS51Bg6gzeDAufftWq3Fd8u+/E/GoyL6wqluXjleuYG5vX20/32QpAtYDPyFMGEtpgEiT72CMRd2e6+HJbFl0iqjTchv00nKa2/lcKFQkOV9sQn8TDoU6bS69bEWa/NTWitGqwYn7B47NhfiD8nGvTtD5Q6jft0pvHhTBXkkUwa6goFAlSFq4+ofo5Z58Sj7nUB/avAL+U8BSuUE1FKkF8G04fBUmTy8E6OIlIu7D/ZSWcPqc2XGNjQuOY+tkhZWNBVmp+fSfFEj3sa3ISMxl/UdHqePjwOg3OsmE+XuD1tNxeFMGPx9i5GcApAF/lvxJ15tzQaQWD8ekWmdVF8WZmaRt20bK5s2kb99+S8d5AJWFBU5du+LcvTtODz2Ec5cuVWpeJ0kS4cOHk/bXXwD4b96M+/DhVfbzahxpwApE1wTdO/TuiP7tJtQOTJIkwvfH8tdXp0iKziobN7NQ8dCYFgyYGoyDq5LbXVlic+D9k7DyojCqK8XPEea3h3HNoaoadTyQSBLE7hbCPfG4fM6nJ3T5qMo8iRTBXkkUwa6goFClSBLE7hLCPf6AfM7GDYJegKCZYPOAmi5VAXlqWHER/u8sxOj19G7hAq+1ETc81kqkQsbRTZEU5RfToosPXo2EVXFuZiEfD9/IMwt60qKzT1lK/bnd1/lp3kFmLh9EA393I69chyJgLyLqHqk3Z4YQO6OBAB6YdHldJI2GnLNnydi7l/Tdu8k4cACpsPDWD1apsPf3x7l7d5x79cKlVy+sPA1rEKAbZW8wdy6NPvjAoOevFVwCvgbO64xZAU8CjwMmpIM1ai1HN11m+9Jz5KSV75raOFgyYEoQ3R5vhaVy4a00F9Nh3nH4/ap8vJWraAU3spGSOWZQJAmit8DRuZCqV2/VYBB0+gC82hv0RyqCvZIogl1BQaHaSDgCpz4RXwi6WDqInqBtXgZ7b+OsrRai1sC6K7DwLISnyed87GF2kEgxdHzA0qUrQ6lbfEZiLgsf/ZNH53Ypc4PXarQsGLOZxiFejJzTUdaj3WSQgAiEcD8AaPTmm1GeLm8ifa+NgSYvj4z9+0nbto20bdsoiIq64+NtW7TAsW1bHEJCcCj5+786vBfGx3NpwgTSd+0CwH3MGPzXr/9P56r1aIFdwFLkGSRewDSgFya1AVWQq2bf6vPsX32eooLycow6Pg4MndWWkIF+ijHdPXAqGd4+Bjti5eOdPOHTztCrnnHWVWuRtBD5Gxx/FzIuy+caPyKEu1uAQX6UItgriSLYFRQUqp2UMDi9ACLXgaSjJMytoeUEaPsaODcx2vJqG3dqCediVd4Szus/tAt/ENj8+QmunUti9JudyUrJ58yOa1w4eIPXNzyCk7vcbC41Lpsz26OJDkumIKcIB1cbJnzWyzgLLyUF2FLyRz9d3gkYDDyCSaUYG4vCGzfI/Pdfsv79l8zDh8k5exY0+rsdcqwbNCgT77ZNm2Lp5ib+uLtj4eaGuYNDmTiTNBryo6LIPHiQq3PmUJxWvpPW4scfqfvMM1X59Go+uYje7RuQb0IFAS9iUm3gADKT8ti2+AzH/7yCrspoEODO8Jfb06Stl/EWVwM5EA9vHYPDN+XjA33hk04Q8gCW/FQp2mK4tBaOvwfZ0ToTKuFF1HH+fd+rKYK9kiiCXUFBwWhkXhWu8hdWgUYnLVVlBk0fh3ZvgHuQ8dZXCzl6Uwj3P67Jx63NYUILeLUNNHU2xspMl+zUfP5cdJKwfTE4utni7uvEQ4+1IKCnbwWzuU2fHeefny+U/d/RzYb3dz9ujGVXpAjYjxA7ekETzICuwCigDSYVrTQmxdnZZP37Lxn795Oxbx85Z88iFRXd0zlUVlZYurlh7uREYUwM2vx82byVjw8tf/wR1379DLn02k0Mog2cbrmtGeL9OwHhLG9CxF9OY/Oik1w+Km89GNDLl4dfbIenn3LRrSySBFuvw5vHKmaOPd4UPugAzVyMsrTai6YIIpbDiQ8hT+c9bGYBrSZC+7ng6PufTq0I9kqiCHYFBQWjk5sAZxeJfu5qvaLrhkOh/ZtVZnjyoHIhHT47C2suy1vCqYDRjYVBXYcHpJ93ZSnIVZMUnXnbmvWigmLe7f8bBTlyu3b//2/vzsOqLvP/jz857Iu4ooIoqICA4r6ntlmZZZtm+7Q3bVNNTbP+ZqaZaebbVDNNy9S0TU172aplpmWlue8riCiiCAgqsq/nfH5/3CgcQDsqcM6B1+O6uJTPfcBbPcB5fe77fr+nRHPm9cnEje7tGdtgLSAV+BQT4BtXl++P2S4/FQhGGnBUV1Oemkrphg2Url9PyYYNlG3ciL209Mc/uBk9rriChJdewr+7+i+eNAtYCTwHNNw51A24CzgXj7vxlLZ8P3OfWktuxpFj12x+PpxxZSIX3DGU0C4edCDfw9kd8PZO+MMayGoQY3x94JZE+MNoiA5z3/zapZpy2PK8OdpY1eBuiS0AUu6CUb+BkJPbNaLA7iIFdhHxGJWFsPV52PgvqDzoPBY12fww6DdNVWZaUHYp/GszvLjduf8twFlR8KsRZruh/smdHa+N28F9xXz/diqrPt1JTZXzVuo+g7px5vXJjLgg1qkXvFsVAl8An2G2zjcUitkufykQ3cbz8iKWw0FFRgZlmzZRlZNDzaFD1B48SM2hQ+bt4EFqDx2iprCQwKgoQlNSCE1JofOkSXQ591zPuInjzaqB9zBt4BpufhgG/AzwsNNVDruD1XN38eXzGyg+WL/bIrhTQF1hukT81LvMZVV2+M82+Os6KGjQHSXIF+5LgV+PhK4duE5Hq6guNossG/4BNQ0ypF8IDLsfRjwMQV1d+lQK7C5SYBcRj1NTDttfNdvlSxtVmekxDEb+GuJmme1Y0iKOVJkXPf/aDAecd+wyrLupLD97IHhKzvR0ZUVVrPw4naXvpVGUX+401jkimMnXJDFhZgIh4R7ySrIWWIIpUretmfExmFX3sYCeA+KJcjHb5Jc1uGbD3HC6GejkjkkdX1WFKUz37evOhem6R4dx8X2jGDY1RjdzTkJJtfn59eQmKG5w46ZLgAnt96VAsF4ytKyKQ+Z12uZnoLbBC4eAzjDyl6YLUMCJtzkosLtIgV1EPJa9BtLfgfWPQWGa81j4AFOcLvEm8NM2wpZSWWu2yT+5EdKLnMf6hcHPh8JtyRDm75bpeR17jYNN32Tx/Vvb2LvtkNNYQJAfYy4ZyJRrk+gZ40FnWHdgVty/wXnFEiASE4AuxBSsE/E0KzDBfX+Da10w1eQvwOO2yR/JL2P+cxtY+/kup8J0scMiuPTBMcQOVSW1k3GoEv62Hp7bAtUNjntFhZoe7jcngp8iTssqy4N1f4OtL4KjwQ+N4J4w+rcw+KfHfZ2mwO4iBXYR8XiWA3Z/Zs5N5a9xHgvpDcMfhCF3QoCHLaF4MbsDPtsDf98Aq/Odx7oGwr11leUjdMbZJZZlkbkxn+/e3MbW7/bR+BVH8pRozroumbgxHnLOHaAI+BIT3htVZSYA0xLuMmBQ205L5EdVA3OAt4AG26QZCjyAqdPgYbLTDjH3qbXsXO38xTbiglhm3D+KrpE6kH0y9pbAH9fAG+ngaPD9NqEzPDoOZg3QUa8WV5wFa/4Maa+b121HhfWFMb83Cyy+znf7FdhdpMAuIl7DsmD/dya471vkPBbYBVLuhWH3QbBWJFqKZcHSXFOg7vMs57FgP1Pc58FhMECrrU7Wfbmbmopa/IP9GHWhc6+pgqxilry7ndVzd1FdUes0FpXQlTOvS2bktP6ec47VDqwCPgHWNjM+CLPq3sF7uosHKsCstn/f4JovMBu4AY8rqmhZFtuXZjP3X+vIz6zf4uQf6MtZNwzm3JuHEBii7U0nY9th0wpu7h7n66Mj4O/j4RzV52h5hWmw6g+QMcf5euc4GPsnSLjadANCgd1lCuwi4pUOrDVb5Xd9jCkXXMcvGJJuhREPQXisu2bXLm07bIL72zudK8vbfExl+YeHq7L8UY9cMIei/HI69wzhka+ubPYx5cVVrPxkJ0vfS+NIXpnTWKfuQUyanciEWQl06uZBqWIvMBdYgOmJ3VA4MB0T3tXTXTzJauBpnKvJ9wTuBqbgcdvk7TUOVnySzoIXNlJ2pL7laXiPYKbfM4IxMwZi89Xr9JOxPA9+sxKWOHfW4/y+8Jh6uLeOgg2w8veQ9YXz9e5DYfyjEHsxDstSYHeFAruIeLXCNFj3d0h/CxwNVit9fCHhGhjxS+iR4r75tUP7SuGpTfDSdihzXiDmzCgT3C/sZ4J8R+VKYD/KXuNg8+Isvn97O1lbnEu1+wXYGHnhAKZck0SfQd1ac8onpwJYjNkuv7PRmA8wDrgEFakTz1EFvAO8i3Mrw9HA/XhkJ4SKkmoWvryJpe+mYW9wlzQqoSuXPTSG+LGRbpyd97EsWLAXfr0KNjuXFOGaOPjLWBjoQeVE2o3cFbDyd7D/W+frvSfgmPA4JWHOr9EU2JuhwC4i7ULJPtNmZNuLUOtclZvYi01LuMiJ7plbO3W4El7YBs9sgfxGleUHdzXB/Zp48JSd3W3pRFviTyRzYz7fv72dzYv3YjmcX5bEje7Nmdcnkzw5Gpun3A35sZ7uvTAr7tMBvRAWT7APeBZoWA7FH7NF/uq633uYgqxi5j2zji2L9zpdHzwlmkseHO1ZRSu9gMOCd3bC71fDnoZdyWzw02T4f6Ogd4j75tcuWRZkf2OC+4HVxy47ArtTMnuX00MV2JuhwC4i7UrFIdjyHGx6BqoOO49FTYGRv4KYC1VtpgWdqLJ8dCg8MBRuT4bwALdMzysdzinlh/fTWPnJTipKnEu1R/QLZ8q1SYyZMdCzzrMexvR0/xxoVKgQf+BsTJG6pLadlkgTFvAD5nz7gQbXY4AHMcXpPFDG2jw+++caslPrf7b5+tmYfE0i598+jOBO+iZ7Mqrs8OI2+Ms6ONigOGGon6nN8vBw0D9pC7MsyPwMVv4/OLxNgd1VCuwi0i7VlMH2V2DDk1Ca7TzWfagJ7vGz1cu9BTksmLcHHt9ozgs2FB4AdybD/UNNex1xTVV5DWs+38WSd1IpyCp2GgsK82f85fFMvjqJblEeVEH6aJG6uXW/NjYIs13+bDyu6Jd0MBXA/zAV5RvU5WA6cAceuSvE4bBY98Vuvnh2HUUF9VubwroGceE9Ixh/WZzOt5+k4mr4x0b4xybnY14RQfCH0XBHcsfcKdaqHHZIfwfHxn9RcuFipyEF9mYosItIu2avruvl/vdmern3hxEPQ9JNplidtJhluaYl3LxGleX9bXB9AvxiGCR70JFsT+dwWKT+kM13b20nY43z3RAfmw8pZ/fjzOuS6D+8p+e0hQPTC/szTHu40kZjocD5wAw8ss2WdCAZwD+Ahj8iwjG926cBHviSuKqihsWvbeXbN7ZRU2U/dj0yviuXPjiaQeOj3Dg773SgHB5dBy9uh5oGN3AGhMOjY+GquI5dm6U1OGqrKCmrdLqmwN4MBXYR6RAsB2TONQXqDqx0HgvpBcMeML3cA7u4Y3btVmoh/HMTvLEDqh3OYzNizJbDSZHt74RCbXX9C+iWbs+2f8dhlrybyvovd1Pb6B81OqkbU65NZsQFsfj5e9CSUCXwDc0XqQMYgll1PxPT412krdkxu0JeARqWQRmC2SbvoTeVDueUMu/pdWxcuMfpevKUaC79+Wh6xnrgNgEPt6sI/t9qeC/D+fqIHvB/40xl+fb2M8td1NbNRQrsItKhWBbkLDG93Pd+5Tzm38mE9mEPQJhWJ1pSbhk8uwWe3wZFzkeyGdcTfjEcLu8P7WUn58lUiT9VpYcrWf7RDn74YAclB52r/nXqEcwZswYxcVYCnbp70O4RC9iBCUaLMZW7G+qM2Y58EdCnbacmAsBB4AXM8/MoP+B64Fo8sigdwO4NB/j0yTXs215f/tzm58OUq5M4/w6dbz8V6wpMK7hFjU7VndPH9HAfrTamp02B3UUK7CLSYeWvN1vlM+bg1MvdFgCJPzHb5bsmuG167VFJNbycatrCZTfq4z0g3BT6uWkQhHroi2JXtUVgP6q2xs7GhXv4/u1UslOdexX5+tsYcX4sU65Npm9y91adx0krBRYC84A9zYyPBi4GzsAEJpG2tA74F9AwrMUCDwPJbpiPCxwOi3Xzd/PFs+spyq/fJhDWLYiL7h3J2EvjPKfDhBdZtA9+vRLWO3fd5Oo4+Os487NLTo0Cu4sU2EWkwzuyEzb8A9JeB3vDJT8fGHgFjPw19Brtrtm1SzV2s93wyU1N++F2C4R7h8C9KRDhQYvDJ+P1h7+jtLCSsK5B3PTEWW3yZ1qWVdcWLpUt3zZtC9d/eE+mXJtEytn98PXzoJ/xFrAFs11+CVDbaLwrZsX9YkybOJG2Ug28gendfvT0iQ+m28GtmDoMHqi6opbF/9vK4te3Op1vj07qxmW/GMvAkfpCOlkOCz7IMFvldzWo/+lvg7sGm1Zw3vrzyp0U2F2kwC4iUqcsDzY9DVufh2rnitz0nWoqy0efq8NrLciyzHbDJzc23XYY5GtW2x8cBvFd3DE773U4p5Rlc3aw8uN0youdzyB07R3K5GsSGXdZPCHhgW6a4XEcBr7CtIbLaTRmA8ZjitSNATzoiL60cxnAE0B6g2s9gHuBKZgQ74EO55Qy919r2bTIufrnsPNiuOSB0Z7VXcJLVNtNUbo/r3VuBdfJ39Rk+fkwCPPyHWJtSYHdRQrsIiKNVBXBthdh41NQ3qg/WcRIE9wHzgSbEkNL2nTQrLi/lwG1DWqp+QCX9jcvhib2dtfsvFN1RS3rvtzNkndSydt1xGnMP8iX0RcNZPI1iUQO7OqeCR6PA9iAOeu+DFMQrKGemLPu04GItp2adFB24CPgNUwRxaMmAD/Ho5+HO9fk8ukTa8jZWXjsml+AjbNuGMzUW1MIDFbCPFnF1fDERlNUtbzBrqBewfDH0XBbEnhS3U9PpcDuIgV2EZHjqK2EtDdgw+NQtMt5rPNAc8Y98UbwC3LP/NqpfaXwr83w0nYorXEem9DLBPdLYttPgbq2YFkW6aty+f7t7aT+sL/JeMK4SCZfk0Ty5GjPO+N6EJiPWXUvaDRmwwSmSzBn3vWckNaWBzwNNGw2Egrcg2kB52FfPkc57A5WfZbB/Oc2UFpYf8ehS68QLvn5aIafH+tZLSG9RG6ZWW1/ORXsDZJkQmd4bDxc1l+b8k5Egd1FCuwiIj/CYYddH5kCdQXrncdCesGwn9e1hFP7nJZ0pMqE9qe3QE6jAnXxnc1W+RsHQbAKkp2U/D1F/PB+Gqvn7aKqzPmOSI++nZh0dSLjLokjKMzDqkrbMSHpc2A19WeKj+qNOes+HejWtlOTDsbC1Ft4FmhYg2Ms8BBmB4iHqiipZtErm1nyTir2BluZ4kb35vJfjiUq3sN223iJ9CPwu1Xw4W7n62f0hicmwATtDmuWAruLFNhFRFxkWZD9Dax7zPzakFrCtZpqO7y702yX33rYeaxHENwzBO4eDD1D3DO/5nzw6ArKi6oI6RzI7P83wd3TaVZlaTWr5+5i6XupHNzn/DogMMSPMTMGMumqJHr198AbUQcwq+7zMSvwDfkCEzHBXWfdpTWVAM9huh0cFQLcgam14MEvpfOzivj0iTWkLqvfceNj82HirASm3TmcsK7aOXYqVh2Ah1fA0lzn65f3h7+Ng0TdD3GiwO4iBXYRkVNwYK1Zcd/1EU1bwt1Q1xJukNum1x5ZFny1z5wbXNxoV3egr1lt//lQz3hB1JZt3U6Xw2GR+kM2S95JJX1VbpPxhHGRTL460WyX97RzCHZgBaY13BqcvhQBc674wro3rXBJa1kB/BPnm0dDMavt/dwyI5dYlsW2Jdl8+uRqDmWXHrse3CmAaXcO54wrB+Hr72Ff817AsmDeHvjVSkg7Un/d1wduSYRHxkCUh3YYaGsK7C5SYBcROQ2F6bDhSUj7HzgaVuP2gQGXmQJ1vce5a3bt1voCE9zn7HI+NwgwI8acc58U6b6zg94U2BvK3VXI0nfTWPfFbqornfurdesTxuSrExl3aTzBnTxsuzxALvAFsADnbcpgzhWPxbSGm4BW3aXllQL/wTwHj/IHbgZm49HPuZoqO9+/vZ1Fr2ymuqL+677XgM7M/PU44sdEunF23qvWAa+lwR/XQG55/fUQP/jFMHh4hCrKK7C7SIFdRKQFlOXWtYR7oWlLuD5nmeDe7wJVn2lhWSXwzBZ4eTuUNCpQN64n/GK42YrY1gvDRQXlWA4LH5sPnSM8aK++i8qLq1j9WQY/fJDmtPIGEBBct11+diK9B3ZxzwRP5OhZ9/l1vzY+694duACz6h7dtlOTDmA98A+c2xImA78G+rplRi4rKihn/nPrWT3XucjqiPNjueTB0XTppWXhU1FWYwqp/n2D88+pXsHwpzFwaxL4ddDYpcDuIgV2EZEWVF0MW4+2hGu0vbj7UBj5S4i/CmyqlNaSiqpMld6nN0N2owJ1/TuZ3rg3J2o142Q5HBapy/az9N1Udqxo3Bgd4sf2ZvLVSQye4oHb5cFUlV+AWfU80Mz4UMyq+5mAB24aEC9VCbwOzKH+hlEgcDtwOR59th1g77aDfPTYKvZurd/jHxDsx/m3D+XM65LxC/Dg7QIerKACHl0Hz29zbl2a2MVUlL8ktuPd01dgd5ECu4hIK7BXQdqbsOEJOJLuPNYpBoY/BMm3gL9WLFpStR3ezzDb5bc0KlDXNRDuTIafpUCk/tlP2oHdR1jybiprP29mu3xUGJOuSmTcZXGEhAe6aYYnYMeccZ8PLKdpX/dOwPmYKvP923Zq0o5tBR4DGtbcGAb8EvDw2qQOh8XqzzL4/Jl1lB2pOna9R99OXPrQGAZPiVYbuFOUUQS/WamK8qDA7jIFdhGRVuSwQ+ZnpkDdgdXOY0HdIeVeGHovBPdwz/zaKcuCr7NNZfmF+5zH/G1wXbzZLj9Y7b9OWkVJNavnZfDDe2lNqssHBPkx+uIBTLo6kciBHlD9rzmHgUWY8L63mfEkzHb5czD9tUVORwXwEvBpg2tBwJ14fCV5gLKiKr58fgPLP0zHctRHpcSJfbj84TH0jPXALhJeYmUe/GIFLMtzvj5zgFlxj+sA/7QK7C5SYBcRaQOWBTlLTHDP+tJ5zC8Ekm+F4Q9CeKxbpteebT4E/9wE7+yEmkbnmS/oCw8Ng6nRLbsVMW3Ffmqr7PgF+pI4oU/LfWIP4nBYpC3bz9L3Uklb3nS7fNzo3pwxexApZ/XzzErTFmYFdB7wHdCoBgJBwNmYVfdkTOE6kVO1Hngc56MZIzCr7V6worp/x2E+eXw1u9bX/wV8/WycfeNgzrt1KAHBOuZ1KiwL5u4xFeV3HKm/7mcz7Up/Pwp6BLtrdq1Pgd1FCuwiIm3s4GazVT79XbAa7M318YW42TDyYYgY4b75tVM5ZfDsFnhhGxRVO4+ldIMHh8E18aZF3Ony1irxpyp/TxFL30tjzbwMqsqdt8t3jghm4qxBjL8igXBPfeVZjOml/SWwu5nxGExwPx/oAKte0krKgReBuQ2uhQD3YZ5bHn5TyLIsNi7KYu5TazmSV18spGtkKJc/PJYhZ/XVNvlTVOuAV1NNRfkDFfXXwwPgtyPhvhRoj/dEFNhdpMAuIuImxVmw8Z+w/RWoLXce63ueqSwffU7Hq0LTykqqzQujp7fAHucff0SGmBdGPx1szryfqo4W2I+qKKlmzee7WPZBGvl7nLsl+PrZGHZeDJOvTiImpYdnvrC3gHTMdvlvgEYFDPEDJgLTMG3iVHtLTsVa4Akgv8G1M4EHgXC3zOikVFfUsujVzXz7v23YG1RPSzqjD5c/PJaIGC/4S3io0hp4cqOpw9Lw3mffMHh0LFyfADYP/NZ5qhTYXaTALiLiZhWHYOvzsOkZqDzoPBYxCkb9CgZcATalg5ZU64BPM+Efm2BlowrioX6m1c79Q2HAKbz2XPpeKlVltQSG+jH56qSWmbAXsSyL9FW5/PB+GtuWZDudfQWITurOpNmDGDGtPwFBHrpsVAl8j6kwv6WZ8e6YVdFpQL82nJe0D6XAc8BXDa71wLR/G+WWGZ20/D1FfPTYKtJX1XdE8fW3cdb1yZx321ACQ9SW41TllJnV9v+mQcNvn8O6m8J053l4i0BXKbC7SIFdRMRD1JRD6muw8R9QnOk81nkgjPgFJN4Ifh66rdiLLc8z59w/3m0WWY+y+cBlsfDQcJjoBedMPdHhnFKWf7iDlZ/sdKo2DRASHsC4y+I5Y/Yguvfp5KYZumAvJrgvAgqbGR9MfaE6fXnKyfge+CfmWMZRs4DbMK3gPNyxbfL/XMORA/U7xTr3DOHSh8Yw/LwYz9xN4yW2HjLn2+c3KpB5YT94fDwM6e6eebUUBXYXKbCLiHgYRy1kfGgK1B3c6DwWHAFD74OUuyFIJc5b2q4ieGozvJbmvB0RYHwvU6Dusv6mIJCcnOrKWjZ8lckP7+8gO/WQ05iPDyRPjmbyNUkkjIv03Bf4tcAqTG/3FTRtDxeE2do8DdPjXc8TcUUBpiDd2gbXYoDfAglumdFJq6qo4etXt/DtG9uwN6jumTgxiit+NY6IftomfzoWZ8PDK2B9g014Nh+4NRH+NMZ7W5UqsLtIgV1ExENZFuxbBOsfh+xvnMf8QyH5Nhj2cwiPcc/82rFDlfDiNnh2K+Q1Ki8Q2wkeGAq3JEKnAPfMz5tZlsXebQf54f0dbPgq0+nFPUDP2HAmXjmIsTPiCPbkf+BC4GtMeG+uUF1v6rfMR7bhvMQ7OYCPMS3gjnYs8AVuAq7Ba+olFOwt5tMn17B9afaxa34BNqbeMpRzbhqCf0tU9eygHBa8uxN+uwr2ltZfD/WDh4ebnWBhXnYKQYHdRQrsIiJeIH+9qSyf8QFYDQKOjy8kXAMjHoYeQ903v3aqyg7v7TTn3Lccdh7rEgB3JMO9KaYgkJy80sOVrPgkneVzdjhtpwXT033k9P5Mmp1In0EevJvEAnZgtsx/S9NCdQAjMVvmJ+MV25zFjfYAfwN2Nrg2CrPa7sFfBg1ZlsXW7/bx8d9XOX1d9+jbicsfHkvy5Gg3zs77VdTCM1vgb+uhuEHHk94h8Ocx5mayr5fEOAV2Fymwi4h4keJM2PBPSH0Vaiucx/pdYIK7Ksu3OMuCr7NNcP9qn/OYrw9cOdC0hRvT01z7v8s/oaiggs4Rwfzmk8vbfsJexl7rYOt3+1j6Xiq71h1oMh47LIJJVyUybGoMfv4evEJXBSzDrLqvw6yaNhQKnIVZeU/B49t4iZvUAG8A71D/HOoK/A6vKUgHUFVew1cvbuL7t7fjsNfHrCFn9uWyh8d4dt0KL1BQAX9ZZ1qVNijWz5Bu8OQEuMALimEqsLtIgV1ExAtVHITNz8HmZ6Gq0dJvxCgY+UsYeAXYPLQCtxfbegj+uRneTofqRoFscqQ5577hzo7Z1q0l5O06wrI5aaz5fDdVZTVOY526BzH+8gQmzEyga28PP7RZQH1v9/3NjEcBF9S99WrDeYn32Ag8Chwt+eCD2R5/M6bFoJfIzSjko8dWOd2M8w/05bzbh3L2TwZ79k04L5B+BH6zEj5uVKv2gr6monyKBxemU2B3kQK7iIgXqykzleU3/ANK9jiPhQ+AEQ9B0s2qLN8KDpTD81vh+W1wsNJ57PoFXxFlr6BP72Due+UC90zQy1WW1bDui1388MEO8nYdcRrzsfkweHI0Z8weRML4KGye3JjYwrSF+xJTEbzRxhh8MFvmpwGTMIXrRI4qBP4PWNPgWiLwe8xNHy9hWRbrF2Qy959rKT5Y/0XQa0BnZv+/CQwYobtWp+uHXHhoOazOr79m84GbB8Gfx0KUB97jVGB3kQK7iEg74KiFXR+ZAnUF653HgiMg5V5IuQeCPfhWu5eqqIW30k1buLQjzmNdA+HOunPunvhiyRtYlsWudQf44YM0tize67S1Fsy52ImzBjH20jhCO3v4AfFKYCmm9/Z6nHsIgmkJdyZm1V1V5uUoB/A+8Cr1nQlCgIcwrQS9SGVpNQv+s4kl76ZiNWgwPu7SOC6+fxRhXXXH6nQ4LHg/A36zCrIaxLuQusJ0vxjuWYXpFNhdpMAuItKOWBZkLzYt4fYtch7zC4akW2D4g9B5gHvm1445LFiw15xzX9xoC7S/Da6Og58PhRER7plfe3Akv4yVn+xk5UfpFBU4L1X7B/oyclp/zpidSN9kL7gxdQCzZX4BkNPMeC/MWffzAdXoEoA04C84P18uAe4BPLihQnOy0w4x59EV7N1W3+IxpHMgF983knGXxXv2rhkvUFkLz26Bv66HokaF6f46Fm4c5BmF6RTYXaTALiLSThVsMCvuGXPAatAw2scGA2fCiF9Cr9Hum187tvEgPLUJ3s2ARl3LODvKFKibHmO2K8rJs9c62LZkH8s+2EH6qtwm4/0Gd2filYMYcUF/AoI8/LCvBWzGrLovofkq84Mxwf1sQHW6OrZy4F9Aw/uxScCfAC+7GeiwO1j+YTpfPLeeytL6ehUxKT2Y9dvxRCd6wY03D3ewAv7cTGG64T3gHxPgHDffDFRgd5ECu4hIO1e8BzY+BdtfgdpGTcX7nG0K1PW7QJXlW0FuGfx7q3mxdLjKeSyhM9w/1Kx0hHrQFkVvk7+niB8+2MGaeRlOL/oBQsIDGHtpHBNnDSKiX7ibZngSjlaZX4g5s9y4yrw/MB6YWverl62qSguajwnuR5/yXTDn2ke6aT6nofhgBXOfWsu6+buPXbP5+jDl2iSm3TWcwGB9gzxdO4/AL1fCp40K010cA49PgKSubpmWArurFNhFRDqIysOw9QXY9AxU5DuPdRsCI35herr7KgWcri+eW09FSTXBnQK46N6RlNfAG+lm1T29yPmxXQPr+rkPgWj1cz9lVeU1rPsyk+VzdrB/x+Em44kTozjjykEkT47G5gl7QX/MIeAbzMr77mbGwzDn3aei8+4dVTrwRyCv7n0bcCumkrwX3n/duSaXD/9vFfmZ9d8ku0aGcuVvx5M0SedCWsL3OfDgMlh/sP6ar4/5GfTIaOgZ0rbzUWB3kQK7iEgHU1sJaW/AhiehaKfzWGgfGPYADLkDArxgRdJDPXJB823dHBbMzzLn3L9rdG7Zzwaz6/q5j/Kyra2exLIssrYcZNmcHWxcmElto957XXqHMuHyeMZdFk/ntn51eiosIAOz6v4Npmp4Y72B8zDh3Qt6L0sLKgb+CqxucO0M4NeYmzpeprbGzuLXt7Lolc1OX7vDz4/lsl+MoXOEF3zNejiHZQql/nYV7G9wBKeTP/x2JDwwFNrqJJECu4sU2EVEOiiHHTI/g/VPwIGVzmMB4TDkThh6P4R5Ue8gD3G8wN7QhgJ4egu8s7PpOfczo0yBuotjPKMwkLcqLaxk9dwMls3ZweH9pU5jNl8fBp/Zl4mzEkgY5+Gt4Y6yY6rLL8JUm69s5jHxmOB+Nl53pllOkQN4o+7taJqJwpxrj3PXpE5PflYRc/66kow1eceuBYX5M/2eEZxx5SDv2CXj4cpr4J+b4bH1UFZbfz22k9kmP2tA65+UU2B3kQK7iIiQu8wE98zPnK/b/GHQ9Wa7fLdk98zNC+XsLMRe68DXz0ZU/IkPB+bV9XN/oZl+7gPC4f4UuDkROumkwilzOCzSlu1n+Yc72P7Dfqd2UnC0NVwCYy+JI7SLl7SVqqD+vPs6mp539wGGY1bepwBqK9j+rQL+hll1B1Pj4Fd4Xeu3oyzLYs28Xcx9ai1lR+qLgPRN7s5Vf5hIn0Hd3Di79iOvHP6wGl5NM6vvR53RG/45Ecb2ar0/W4HdRQrsIiJyTGEabPiH2TLvqHYei7nIBPc+Z6pAXSuoqIU36865N+7n3jkAbk+Cn6VAP1UJPy2FuaWmNdwnOyk+6Nwazi/AxrDzYpk4M4H+w3vi4y3P84PAt5gt8zuaGQ8EJmKC21hUrK49ywMewfl5cAtwPV55rh2g7Egl8/61jlWfZRy7ZvP14awbBnPBT4d5ficIL7HlEDy0HBZlO1+/Nh7+Ng5iWuFnjwK7ixTYRUSkibJcU5xu6wtQ3ahKWs/RJrgPnAk2vVBqaQ4LvtoLT21u+sLJ1wdmDjDb5cf3ds/82gt7TV1ruDnNt4brPbALE2YmMObigQR70/aGfcBi4Gsgu5nxUGAycC4wAvBtu6lJG6kGnsZUkj/qPOAXePXNml3rDzDnrys4sLv+Z1KPvp2Y/f8mED820o0zaz8sC+bvNcF9x5H664G+5ufOb0ZCeAs+hxTYXaTALiIix1VdAttfhU1PQcle57Hw/jD8QUi6Gfy137Y1bD0E/9oMb+2EKrvz2PhepjjQFf3BX6HrtORnFbFszg7WzttFebHzzpKAID9GXtifiVcOom+SF/WFtoBUzHn3xdRvk26oG2bVfSqQgNeuwEozLOB94MUG14YCfwY6u2VGLeJoUbqFL2/G3qD4x9hLBnLJz0d7z5EWD1djh5dS4Y9r4FCDo1o9g+GvY80xrZYoI6DA7iIFdhER+VH2Gtj1IWx4Ago2OI8FdoOUu2HovRDSiofdvMi+7Yew19jx9felb/Lph7z8cnPG/fltkO+8i5voULg3xWyZ76bXqqelurKWTV9nseKjdDI35jcZ7zekBxOuSGDEtFjv6g1diznnvhj4AShv5jHRmEJ1ZwP9225q0sqWYM61Hz0CHgX8H17fTeBAZhHv/2U5mRvqv05DuwRy2S/GMGr6AO85zuLhjlTB39bD05uhYcONYd3hqTPg7D6n9/kV2F2kwC4iIi6zLMhebIL73q+cx3wDIfFGs+redZB75uchXKkSfyoqa+HdDLPqvvmQ81iIH9w4yBSpG3TiOnfigtyMQpZ/uIM1n++mqqzGaSwozJ/RFw1gwsxBP1pU0ONUASsxW+ZXYsJ8Y/0xK+/nYAKeeLc04HfA4br3wzAV5Ee6bUYtwuGwWPlxOvOeXkdlaf3XaML4SK783QR6RKvgR0vJLIZfrYQ5u5yvX9YfHh8P8V1O7fMqsLtIgV1ERE7JwU2mQN3Od8HR8FW/D/S/BEY+DJFnuG167tRagf0oyzJ93P+1Gebtqe/kdNRFMWa7/Ll9VB/wdFWV17Duy0yWz9nB/h2Hm4zHDotg4sxBDDsvxvuKX5UA32OK1W2i6RMJIAkT3M8CerTZzKSl5QO/BY4GLl/gIeBCt82oxRQVlPPJE6vZtCjr2LWAID+m3zuCyVcnqgVcC1qSAz9fBusP1l/zs8G9Q+D3o05+l5cCu4sU2EVE5LSU7INNT8O2l6DG+ecJvSeYAnX9LwVbxzloveDFjVSW1BDUyZ9pPx3eqn9WRhE8swX+m+rcSxdgSDcT3K+Nh2Avy5KexrIs9m47yIqPdrJhQSbVlc7/2CHhAYyZEceEK+LpNaCLeyZ5Og5TH963NTPuA6RggvuZmPPv4l3Kgb9gdlYcdRtwnXum09K2fr+Pjx5bxZG8smPXYlIiuOqPE4gc6GU7YTyYw4I3dsBvV0Fug+M1XQPhkdFw12DX66oosLtIgV1ERFpEVZEJ7Zv+BWU5zmOdB5qt8ok3gX+IO2bX7hVWwSvb4dmtsK/UeaxHENw5GO4eDJGqD3jaKkqqWTd/N8s/3EFuxpEm4/1H9GTCFQkMm+qFq+5gWoN9i9k2v7uZcRswDHPefQpeXcSsw7ED/wY+aXDtBuBm2kXRwcqyGr54dh0/vF/f187Xz8Z5tw3l3FuG4KcKnS2mtAae3AiPbzRtSY9K6mr6t09zoU6CAruLFNhFRKRF2ash/V3Y8CQc3uo8FtTdFKhLuRdCerpnfu1crQM+yTTb5ZfnOY/52+DqOLPqPjLCPfNrTyzLYs+mApZ/uIONi/ZQ27AqExDcKcCcdZ+V4L0rfHswxeq+w7SMa8wGjMKsvJ+Bwru3eBd4qcH7VwE/pV2EdjAt4N7/83IKsurbI0TGdeGqP04kZoi++bWk7FL43Sp4I935+vR+8I+JkHiCb30K7C5SYBcRkVZhWaYw3cZ/wL6vncd8g0yBuhEPQZd498yvA1h9AJ7eAh/sMkG+oUm9TXC/tL85gyinp6yoirVf7GLFR+lOfaKP6j+8JxNmevGqu4VZbf+27i2nmcfYMIXMzgQmAV3aanJySj4Gnm3w/kzgHtpNaK+psrPwpU0s/t9WHHYT83x8YPK1SUy/Z4R3dXrwAqsPwAPLYMWB+mt+NrNF/o+joXsz59sV2F2kwC4iIq2uYKMJ7jvfa75A3YhfmAJ1qpDWKrJL4fmt8OJ2OFzlPNYvzBQMui3ZnEGU03N01X3Fx+lsXLiHmiq703hwpwBGTR/AhCviiUrw0oPgFpCOCe7fAQeaeczRbfNnApPRmXdPNQ/4Z4P3LwHux/z/tRPZaYd470/L2Z9WXzSye3QYV//xDOJG93bjzNofy4J3d5qK8tn1pQToEgB/GA33DIGABqcSFNhdpMAuIiJt5kQF6nqNM8F9wOVeX6DumZu/pORQBZ26B3Pfa55Thrm8xmxbfGYLpBY6j4X4wU2D4P6hkNDFLdNrdypKqlnz+S6Wf7ij2VX3mJQIJsyMZ8T5/Qnw1qqAFqZt2Pd1b3nNPMYGDMEE98lArzabnbjiS+AJ6rsEXAz8nHYV2u21Dr57aztf/Wej0020M2YPYsb9owgM0Wp7SyqvgSc3wd83QHmDe/SDusBTE+HCGPO+AruLFNhFRKTNVR2pK1D3DJTtdx4LH2AK1CXdBP7eWSGttdu6nS7LgkXZ8PRmmL+36fhFMXBfCpwXrU0PLcGyLDI35rPi451s+noPNZXOq+5H+7qPvzyBPoO8eCn66Mr7Ekx433+cxw2iPry7UJhK2sAi4DHg6NGZGcADtKvQDlCwt5j3HlnG7g35x651iwrjqj9MJGFcpBtn1j7tL4XfrYb/7XC+Pr2fKUwX31mB3SUK7CIi4jb2arNNfsM/4NBm57HAbqZA3dB7IcS7luQenz2X4oJywiNC+OUHl7h7OieUfgSe3QKvpTVtC5fUFe5PgRsSQAtQLeNohfkVH6WTs7OwyXjf5O6MvyKBkdP6ExTqxf/oFqbn93eYAN9cwTqAGOq3zQ+k3Zyf9kqLgb9SH9ovB35Gu/s/cTgsfng/jS+eWe/UnnHCzARm3D+K4E4Bbpxd+7SuAO7/AZY12IHjZ4NfDXPwcJIC+49SYBcREbezLFOYbsOTsG+h85hvIAy63qy6d0t2z/w6gCNV8EqqCe97G7WF6xoIdySb84d9w9wzv/bGsiz2bj3I8o/S2fBVZpNV94BgP0Zc0J8JV8TTb0gPfLx5q4MFZAFL6952HudxvTDF6s4AhgLefTLGOzUO7fdhgns7dDC7hPf/tJyMtfUpskuvEK783QSSJ0e7cWbtk2XBexnwyxX159u7BzrYNVOB/UcpsIuIiEc5uMmsuO98t1GBOiBmujnn3ucs7dVuJbUO+CzTVJdfmus85usDMweYc+4Teum/oKVUlFSz/svdrPhkp1NhrKMi47sy4Yp4Rk0fQEh4O6gMmIsJ7kuAbcd5TDgwHrPyPgZoB39tr7EA+Hvd7211vx/tvum0JofDYvmHO/j86XVUNThsPWbGQC5/eKxW21tBWQ08vsH0bw/1U2B3iQK7iIh4pNJsc8Z924tQXew8FjHSBPe4K8HmpcW6vMD6AnPO/d0MqGnUFm50hDnnPjsOArUS2mL2pR5i5cfprPsyk6qyGqcx/0Bfhp4bw7jL4hg4qjc2Wzu4Y1IALAd+ADYA9mYeE4jp9T4RmIAqzreFlzC92sHcPHkZ6Om+6bS2wzmlfPDoCnasqO9X2KVXCFc/cgaDxke5cWbt194S+Os6B4+PUGD/UQrsIiLi0apLYPursOkpKGlUIa1TPxh6Hwy+HQLCT/x5yvNhx1sQcyF0S2q9+bZDeeXwwlZ4YRsUVDqP9QqGOwebt94h7plfe1RVUcPGhXtY8dFOsrYUNBnvHh3GuEvjGXtJHJ17tpN/+FJgFSa8rwbKj/O4REx4PwPoT7s7Y+0R7MDvgRV17ycD/wK8uKzCj7Esi9WfZfDpP9ZQWVp/s+yM2YOY8cAo9W1vBaoS7yIFdhER8QqOWsj4EDY8AQXrnceipsAV35/441P/B9/cbH7fczSM+zPETGuVqX735jYqy2oICvXnrBsGt8qf4Q6VtfB+htkuv+Gg85i/Da6OM9vlR0W4Z37tVc7OQlZ9upO1X+ymvKjKaczm60PypGjGXxFP4sQ++Pq1k9dv1cB6zNb5FUDT+nxGFCa8jwdSAO1gbjklwB3Ut+q7Gvip+6bTVgpzS3n3keXsXF1/Jkh921uHAruLFNhFRMSrWBbs/94UqMv6wlw7701TmO54asrg06nQexyMexRW/ArS3oDArjD5XzDwCvN5W+hQtqe3dTtdlmWq/T6zBT7eDfZGr6DO6G22y1/eH/y1Xb7F1Fbb2fLtXlZ+upOdq3Jp/Mo1vEcwY2YMZNyl8UTE/MiOE2/iwPR6X4HZPr/7OI8LxmydHw+MA3q0yezatx3AvUAtZifD05gbI+2cw2GxfM4O5v5rrVNByElXJXLx/SO12t5CFNhdpMAuIiJe63AqbH8FJjwGvid4AZX9LXx6Lkx8DEb+0lyrLjW94APCYfBt4LADVouciW/vgb2hfaXw/FZ4aTscdl78pU+oqSx/RzJ0D3LP/NqrwzmlrPosg1Wf7qQov+ne8YEjezHu8niGnRtDQHA7q/OQR/25903UVzRvLAGz+j6u7vd6aXtq3sGcYQezo+G/dJgigAVZxbz7p2VkNujb3j06jOv+Mpn+w9vxof42osDuIgV2ERFp1yzL9Hjf9hLs+QL8gmH8X82q+lHZi2HH23BoC3RNMtvlw2NO+Y/MWJtHbbUdvwDfDrOFsrwG3toJz2yGbY22Lwf5wvUJZtU9pbt75tde2WsdpC7bz+rPdrJtaTaOWueXs0Fh/oyaPoDxl8cTndgO//FLgDWYs++rgSPHeVxnTKXzsXW/qnCd6+zA/dRX9L8VOMGGpvbG4bBY+l4qXzy7/thqu4/Nh/NuTeH824fh66/MdKoU2F2kwC4iIh2CZUH5AVj/OOQtg6lvQtcEE9a/vhE6x8GgG2DXx3AkDS6ap+J0p8CyYPF+s11+3h7Tgruhc/qY4H5xDPjqpUaLKjlUwdovdrHy0wzyM4uajPcZ1I2xl8YxavoAQju3wyXSo1vnV2G2zx+v3ztAPGblfTymiJ2ObpzYHkxQdwBBwFtAO7z/cyIFe4t55w8/sGdTfRHIfoO7c92jk+kZ29mNM/NeCuwuUmAXEZEOpWg3vDcUzvgHJFwHH46H3hPhzGfBNxAqD8MXl0DvCXDGE+6erVfbVQTPbYX/pkFxtfNYbCezXf7WJOjaDrOjO1mWReamAlZ9ks6GhXuczuAC+AXYSDm7H+Muiyd+bGT7aA/XnAJgJWYFfj1QdpzHhQIjMOffRwN9UOX55jwNfFr3+6uAO903FXex1zr45rUtfPXiJhx1xTv8g3yZcf8ozpid2H6/llqJAruLFNhFRKTdyvjQVJAP6WnOqNt8oXiPWVHvPd70c190A9yQYVrEHS08N+9iCOpqitmBuV55EA5ugqgzT3xeXpooqYbXd8CzW2Bno4XfYD+4Pt6sug/pYCt2baGipJr1CzJZPTeDvVsPNhnvFhXG2EviGHvJQLpGhrlhhm2kFtiO2Ta/mhOvvvfCBPfRmBDfqdVn5x0KMUG9BtOb/QM6zFn2xvZuO8hbv1tKQVbxsWsJ4yO55pEz6NIr1I0z8y7tKrD/5je/4aOPPsJmsxEaGspTTz3FlClTACgtLeWOO+5g7dq1BAQE8Ic//IHZs2cDUFNTw89//nMWLlyIr68vd911F/fdd5/T51ZgFxGRdqm2EhZcCd2SYcwfwb+uV/WWF0xruEn/hNTXwD8Mzn+7PtBXHob5l0Gfs2D07004X/4ryPrSVJsvz4OUe2DsH8G/+Rdmh/aX4LBb2Hx96N5Hr/aPcliwYK8J7gv2NR3XdvnWlZtRyKpPM1j7xS7KjjhXCPTxgfixkYy9NI6Us/sRENTOCtU1dgizdX4tsA4oPs7jbEAcZgV+JKZCenBbTNBD/Q1YVPf73wFT3TgXN6uuqGXe0+v44f20Y9eCOwUw6zfjGHnhADfOzHu0q8A+b948pk6dSnBwMIsXL+aGG25g//79ANx7770EBgbyj3/8g9zcXMaMGcPatWvp3bs3Tz75JCtXruSDDz6grKyMcePG8eabbzJq1Khjn1uBXURE2iWH3bRuW/0HCOsHcbPgwCrIWQpxV8Lo/wf/7Q2zlkOvsabPu83PnGHf8CQMuRMSf2KK0X1zE0x+GvqeB0d2wtIHYMJfzedpRkeqEn+qdhTCv7fB62lQUuM8pu3yrau2xs7W7/ax6tMMdqzY36Q9XFCYPyMu6M/YS+KISemBTwu1O/RYDsyK+zpMgN+KWUVuji/mzPtITIgfTMfq/b4a+FXd768E7nbjXDzEjpU5vPvHZU7dGkZdNIBZvx5HUFhHenKcvHYV2BsqKiqie/fuVFVV4evry4ABA/jiiy9ISjKFcW666SYmTZrEbbfdxjnnnMPDDz/MhRdeCMAjjzxCbW0tjz766LHPp8AuIiLtWk0ZrP0bZH8DPUeb8+qDroWMj2DZQzB7LQTXNWx21MJ3d0PJHpj6P/P+p2dD7AyY/FT951x8OxSmwcyl5v1GPdwV2F1XXG1C+3Nbm98uf0MC/GyItsu3lsK8MtbMzWD1vAwOZZc2Ge/VvzPjLotj9EUD6dS9gywtVwKbqT/7fry+7wD+wCDMynsKMIT2vYW+AJhd9/txwGNunIsHKS+u4qPHVrH+y8xj17r1CeOGv04mdpjavx3PyeZQr9n38+KLL3LBBRfg62vKWWZnZ9O7d33LmMjIyGOr782NrVy5sm0nLCIi4k7+oWY1nL86Xw+OgNoKOLKjPrBnzjMt4OKuhNBI2PQ0VBTA2EfMuL0afAMAC/waNBavOgI5S8y2+W5JpJw9joqSGoI7aXXlx4QHwH1D4d6UptvlK2pNf/eXtpvt8venwEXaLt+iuvYO5fw7hjH1tqFkbjjA6rkZbFyURXVFLQAHMouY+9Q6Pn9mPUln9GHsJXEkT4nGz78dl1UPwrR/G1v3/hFgI7Ch7q3hcY4azIr8VuBdTLG6/tQH+MGYM/HtZZNCw3s2Te/vdFgh4YHc8LcpJE+KZs7fVlJVVsPh/aU8e+sCLrhjGFNvTcGmb1ynza2Bffr06aSnpze5Hh0dzXfffXfs/Xnz5vGf//yHJUuWOD3uaHgHUxm0urrapTEREZEOq+coiBgBG58yq/BlufDDz2HgTIibbbbU73wfBlwBgZ3BXmPCem0FFGyE/jPMyrq9Cr66CgpTIWIU5C5lZtQzZoU+apy7/5Zew+YD02PMW/oR+PdWeK3BdvnF+81bbCe4e7DZLt8t6ISfUk6CzebDwFG9GTiqN5f/chybvt7Dqs8yyNyQD4DDbrFtSTbblmQT2iWQkdP6M+6yePoM6gANzbsAZ9W9gVll3ohZfd8C7G/wWAuzIr8b+KzBxycCyXVviZjK9N4orcHv49w2C481avoAYoZG8PbvlrJncwEOu8WXL2wkbWUO1z86mW5R7biwYxvw+C3x77zzDn/+85/5/PPPiYur/wqJjY1lwYIFJCYmAmZL/JgxY7jnnns466yz+PWvf820adMAsyW+rKyMJ56ob1OjLfEiItJhFWeZbfHZ30KXBOg8EM55xayeVxTAq73gqnUm2NurTNu3HW/Bxn/CmD9A/0tg3d9h/WNw7XYI6QWOGvjiUug22Gyjb7RdXlxXXA3/O0F1+evi4WcpMFTb5VtNflYRqz/LYO0Xu53O6B51tLf7yGn9CevaQe+gHMYE9y2YrfS7MOfij8cHiAWSgARMT/gBmJV9T1YEPIDpyQ7wW+A8d03Gs9lrHSx6ZTMLX96M5TARMyjMn1m/Hc8oFaQ7pl2dYf/b3/7GJ598wty5c4mMjHQau/vuuwkJCeHJJ58kLy+PUaNG8f333xMXF8fjjz/OmjVr+OCDDygvL2fs2LE899xznH322cc+XoFdREQ6vOoSs8oe0qs+XO9dCAuvgytXmiB/1LzpEBAOU/4Nxbvguzsh5iIY/5f6wnVbnjeF665LNSH/qLI8CO2NnByHBV/thae3wFfNVJefEmmC+2X9wU8vX1qFw+4gfXUua+btYsvivdRUOfd29/WzkTy5D2NmxJE8KRpf/w78H1EObMME+B2YVenjVaE/ygb0xaxax2POxccBnrIgexgT0HfUvd8b+C8du2K+C3ZvzOft3y3lcE79+YFRFw1g1m/GExSq9qDtKrD7+PgQExNDUFD9rbdHH32UWbNmUVxczB133MH69evx8/Pj97//Pddccw0A1dXVPPDAA3z99df4+Phwxx138NBDDzl9bgV2ERGRZpQfgLnTYPAdkHKXuZb6Oqz6g2kJFzcL1vwFdr4HlyyCsCjTSs4vCJbcZyrSX7nKfFxhOqz6PRxJNzcGhj8AKSqvfCqa2y5/VN8wuGsw3JYEEQoSraaipJoNX2Wy6rPme7uHdQ1i1PQBjL1kIFEJHWDL/I+xgBxMH/htdb/+2Cr8URFAv0ZvMUA32uZcfBrwMfAtppc9QHfgaaBPG/z57UBFSTUf/X0V676or14Y0S+cGx8/s2McKTmBdhXYW5MCu4iIyHGsegQ217Vzc9TCnnmmp/vIh80W+S9nQadYOOel+j7uQPFTkWzPP4et5bdw2287w/d3g80fhvwUqorM5xx8J4z8hVv/et6spBreSIfntkDaEeexQF+4Og7uHQKjVaC5VeVmFLJm3i7Wzt9NycGKJuPRSd0YM6ODb5lvTiWmldzRt11AJvWh+MeEAtFAT0yob/hrL0ygP9m6gBZQBhRigvonQGqjx3QGnsIU1pOTsu7L3cz5qylIB+AXYOOyh8Yw8cpB7b914nEosLtIgV1EROQE8tfD5mfNNvioKRA301yvPAyv9YHLvoHIiaYYnV8wpP6Pw3N/xdvf3kKRz2D+36+WQf5a0wLu6Pb4JffDwQ1w0VwI7OK2v1p7YFnwdbY55/55lskcDY3rCfelwKyBENCOC5u7m73WQfrKHFbP28WWb/dir3FePj66ZX70xQNJntzOq8yfqhogC0ive8sA9gIlJ/qg4/DFhOug47wFYG4aFDV6O94Ng3DgIuAKoMcpzEcAOLivmP/9agnZqYeOXRt2XgxX/X5ih+wqosDuIgV2ERERFzQuHnd4O3x0Bpz/LsRMq7/+zmDWb+jN299cy8jBGVx3yWIYeKVZTT+6Cp+1AL7+CVybCsGqmNZSdhfD81vh1VQ40qgpTu8QuDMZ7kiGSG+t0O0lyoqq2LAgk9VzM9i3/VCT8dAugYy4oD9jZgykb3L3Dru66BILE6SzMOH96FsWkE/TO1QtbQAmpE8FAn/kseKS2mo7c59ay9L36kvud4sK4yePTSEmJcKNM2t7CuwuUmAXERE5RYt+YlbWz3kZivdA+tuw7WWY+YOpEr/sF1CwAaa+Dp361VeaX/awKWp3zSawHOCjn7ktqbwG3t4Jz22FzY3yop8NZg6Anw2Bib1VwL+15WYUsubzXaz7YjfFzWyZ7zWgM2NmxDFqen+69NSdlJNSCxzEtJnLb/SWh+mTXln3dqKuzv6Y1nOd634NxxSVGwsMpf30kPcwmxdn8d4jy6koMf85Nj8fpt8zkrN/MhibrWP8oyuwu0iBXURE5BQdWAvf32WKyQX3NH3aR/8/SLjGVIRffAuED4Azn3MO5q9EmMJzo3/n1um3d5YFS3LNdvlPM8He6JXe8B4muF8Tb9rESeux1zpIX5XLmnkZbP1uX5Mq8z4+ED82ktEXDWTouf0IDFEF7RZlx4T2ygZvQZiAHoRCuZsczinlzd8uYc+mgmPXkqdEc91fJhES3v63NCiwu0iBXURE5DQVbISSLIg+25x1B7BXw6s94by3oP/F9S3ftr8GPzwAVyyFHkPdOesOZV8p/GcbvLwdCiqdx7oFmsrydw2G2HD3zK8jqSipZtOiPaz+fBeZG/KbjAcE+ZFyTj9GXzyAhLGR2Hz1mlTaL3utgwX/2cg3/93C0TTarU8YNz95FtGJ7fvIlAK7ixTYRUREWtDRs+6VhfDxFEi4un4lveoIvDsU4q6ECf9nVuSlTVXZ4YMMs11+daOsaPOBi2PgniEwNdq8L62rYG8x6+bvZu0XuziUXdpkvHPPEEZNH8DoiwYQGdfVDTMUaRtpy/fz1u+WUnakCjBV5Gf9ZjzjLot388xajwK7ixTYRUREWtbquRlUV9QSXfsusdWvwPAHwccXMuZAeS5cu930a29szxcQFg09hrX9pDug1QdMcH8/A6ob9cSO7wx3D4abEqFL+9+Z6naWZZG5qYC1n+9i48I9x871NhSV0JXRFw1gxDSdd5f2qTC3lNd/+T17tx48dm385fFc8atx+Ae2v84KCuwuUmAXERFpWY9cMIei/HI69wzhkWeqYf3jpg97VN2Ke6+xTn3bAbOF/n+xJtBHnwvDfw4xF6ogXRvIL4eXUs2W+f1lzmOhfnBDgll1H9K+d6d6jNpqO9uWZLNmXgapy/bjaFR8wMcH4sdFMubigaSc04/AYJ13l/ajttrOp/9Yw7IPdhy71iexGzc9cRY9oju5cWYtT4HdRQrsIiIiLcspsH91pblYUQDBJ2jZs+MtWHSD87Uug2DY/ZD4E/DXimJrq3XA3D3w3Bb4Nqfp+FlRJrhfGgtqI942Sg9XsmFhJuvm7yZry8Em44EhfqSc3Y9R0wcQPzYSXz+9fpX2Ye0Xu/jg0RXUVJoCjcGdArj2z2cw5Kx+bp5Zy1Fgd5ECu4iISMva/E0W1ZW1BAT5MfTcmPqBxr3cG6opg7T/wcanoCjDeSywKwz+KQy9F8L6tN7E5Zjth+HfW+GNdCitcR7rEwo/TYbbk01/d2kbBVnFrK077354f9Pz7p26BzHigv6Mvmgg0Und1N9dvF7OzkJe/8V3FOwtPnbtvNtSmHbXiHbR+k2B3UUK7CIiIh7EYYesL0xw3/+d85jND+KuMtvle45yy/Q6muJq+N8Os+qeXuQ85m+DKwfCvUNgfC/1dG8rlmWRuTGfNXXn3Ssb31EBevXvzKiLBjDqwgF0iwpzwyxFWkZlaTXvPrKczd9kHbs25Ky+XPfoZIJCvfs4iAK7ixTYRUREPFTBRtj0L0h/BxyNQknUFBPcY2c4n4WXVuGw4Jtss+o+L8u839CIHma7/DVxoBbibaemyk7qD9msm7+bbUuzsdc4mjxmwIiejLxwAMPPiyG0SzPFHkU8nGVZfP/Wdub+ax1W3TefyLgu3Pqvc+jex3vPtSuwu0iBXURExMOV5cKW52HrC1B5yHms80AYeh8k3QwB3vvCzZtkldT1dE+FQ416uncJgJsTTU/3+C5umV6HVVFSzcZFe1j7+S52N9Pf3dfPRtIZfRg5fQCDp0QTEOTnhlmKnLq0Fft541dLjnVRCO0SyI1/P5P4sZFuntmpUWB3kQK7iIhIy6osqzl2Xr1FtyzWlMOON2DT01CY5jwWEA7Jt8PQn0F4TPMfLy2qsta0hHtuK6wtaDp+fl/TGu7iGPDVy6o2dTin1PR3n7+b/MyiJuOBof4MO7cfIy8cQPyY3tj0HyReIj+riFcfWEz+HnOu3ebrw2W/GMOkqxK9rm6DAruLFNhFRERaVrNV4luS5YC9C805930Lncd8fGHgTBj2AEROaPk/W5q1+gA8vw3ey4Aqu/NYTCe4MxluS4Iewe6ZX0dlWRY56YWsm7+b9V/upqigosljOnUPYvj5/Rk5rT8xKT28LvRIx1NRUs2bv11C6g/7j10bf3k8M38zDj8vamGhwO4iBXYREZGW1eqBvaFDW8059x1vgb3KeazXOBPcB84EXx2sbgsHK+C1NHhhG2Q6v7wi0NcUqbt7sIrUuYPD7mDXugOsnb+bzd9kNVusrlufMEZOM+E9Mq6rG2Yp4hqH3cH8f2/gm9e2Hrs2YERPbn7ybMK6eUetBgV2Fymwi4iItKw3f7uEsiNVhHYJ5Ia/TWmbP7Q835xx3/I8VDQ6vxvax7SEG3wHBHVrm/l0cHYHLNgHz2+FL/dC4xeZw3vAPYPh2ngVqXOH6spati/NZv2CTLYfp1hdZHzXY+FdlebFU637cjfvPbKM2mrzHO4eHcYdz02lZ0xnN8/sxymwu0iBXUREpB2xV0H6u2bV/eAm5zG/EEi6CYbeD10T3DG7DmlXkVlxfy0NDjfaBHG0SN3dQyDO819ft0sVJdVsXpzF+gWZ7Fydd6wKd0MxKRGMmBbL8KmxdO4Z4oZZihzf3m0HefWBxRQfNEc+QrsEcutT59B/eE83z+zEFNhdpMAuIiLSDlkW7P8eNj0FmfNossYbcxEMfwCiz9Xe7DZSUQsfZMC/t8GapkXMuaCvqS6vInXuU3Kogg0L97D+y0yytjStJOjjAwNH9WbEBbEMm6o2ceI5CvPKePm+b8jdWQiAf6Av1/91MkPP9dwipArsLlJgFxERaeeOZJjK8mmvQU2Z81i3ISa4J1wHfgofbWVNvunp3lyRun5h8NNkuDUJemkx120OZpew8as9bPgqk5y6ENSQzc+HxAl9GH5+LEPO7EtwpwA3zFKkXkVJNa/94jt2rs4FzA2my34xlinXJrl5Zs1TYHeRAruIiEgHUVkI21+Bzc9C6T7nseAIGHInDLkbQnu7Z34d0MEK+G9dkbo9jYrU+dtg1gCzXf6M3toI4U55u46wYeEeNizIpGBvcZNxvwAbiRPrw3ugChOIm9TW2Hn/zytY+/muY9fOuj6ZGT8fjc3mWd9EFNhdpMAuIiLSst794w/His5d86dJ7p5OU45a2P2JaQuXt8J5zBYACdfAsPshYoR75tcB2R3w1T7TGm5+VtMidSndzHb56xNAC7nuY1kW2WmH2bAgkw1fZXLkQHmTx/gH+ZI8OZqR0/qTdEY0/oHe02ZL2gfLsvjy+Y0semXzsWsjzo/l2r9Mwi/Ac56PCuwuUmAXERFpWW3a1u105a0yBeoy5oDVaG921BTTFq7/JWDznBd57V1mMby4HV5NhYOVzmNh/nB9PNw1BIZ2d8/8xHA4LPZsLmDjV5ls/DqLkoNNe7wHhvoz5My+DJsaQ+LEPgrv0qZWfJzOh39bicNuYm782N7c8s9zCAr1jB0gCuwuUmAXERFpWV4V2I8q2Qdb/g3bXoKqRud1O8XC0J9B8q0QqFLmbaXKDnN2mdZwKw40HT+jt+npPnOg6fEu7uOwO9i9IZ8NX2Wy6essyo5UNXnM0fA+/PxYEidEedRKp7Rf25dm879ffk91ZS0AfZO789PnzyO0c6CbZ6bA7jIFdhERkZZVdqQSywE+NryvinRNGex40xSpK0xzHvPvBMm3mPDeeaB75tdBbTxozrm/nQ5ltc5jEUFwWxLckQyx4e6Zn9Sz1zjYuSaXDV9lsuXbfVSUVDd5TFCYP0PP6cewqbEkjI/Ez1/hXVpP1pYCXvrZN5QXmRtJUQldues/5xPW1b0/nxTYXaTALiIiIk1YDti7yGyX37ug0aAP9J9htsv3OUvV0NpQcTW8lW5W3bc12gjhA1zYzxSpm9ZXreE8QW2NnfSVuWz6es8Jw/vgM/syfGoMgyZo27y0jtxdhbxw56JjRzd6D+zC3S+eT6fuwW6bkwK7ixTYRURE5IQOp5oV9x1vQG2jc7rdh5rgnnCN2sK1IcuCpbmmSN1Hu6HW4Twe0wnuTIZbEqGnWsN5hNpqOztW5rBh4R62frePqrKaJo8JCqs7836ets1Ly8vPKuL5OxZSlG+KJfbs35m7XzyfzhHu+SahwO4iBXYRERFxScUhc8Z9y7+hbL/zWHDPurZwd6ktXBvLLTOt4V7aDntLnccCbDBroDnrPlGt4TxGdWUtO1bksOmbLLZ9v4/K0ubD++ApfRl6Tj8SJ/YhINjPDTOV9ubgvmL+fcdCjuSVARARE87dL51Pl56hbT4XBXYXKbCLiIi0rG1L9lFTZcc/0JfBU/q6ezotz14Duz82beEOrHIeswVA/NWmLVzPke6ZXwdld8CXe82q+4K9zbeGu7OuNVy4WsN5jNpqOztW5bJx4R62fre32fAeEORH0qQ+DDsvluRJfdTnXU7Lof0lPH/HQg7nmDt8Pfp24p5XLmjz0K7A7iIFdhERkZbllVXiT1Xeyrq2cB82bQsXOckE9wGXgU2rg21pV5FpDfffNDjUqDVcqB9cG2/C+8gI98xPmnd02/zGhXvYepyVd/9AXxLP6MOwc2NInhxNcCfdfZGTdzinlOd/+hWHsk1oj4gJ556XLqBzG56hUWB3kQK7iIhIy+pQgf2okn2w5TnY9nIzbeH6Qcq9kHwbBHV1z/w6qMpa0xruP9theV7T8bE94a7BcFUcaMe1Z6mtsbNzdR6bF2exZfHeZlvF2fx8iB8TydBzY0g5uy+durmvgJh4n8K8Mv59+4Jjob1nbDg/+++FbVY9XoHdRQrsIiIiLWv5R+lUl9cQEOLPxJkJ7p5O26opgx1v1bWFS3Ue8wuBxBth2H3QNdE98+vANh00q+5vpkPjhduugXDjIPhpMiTqnorHsdc62L3+AJu+zmLz4ixKGm+bAHxsPgwY3pOUc/sx9JwYuvZu+zPJ4n0Kc0t57vavOLzfhPbYYRHc9Z/zCQhq/Tt4CuwuUmAXERGRFmdZsO9rs10+a37T8X4XmOry/c43DeulzZRUw7sZpq/7xoNNx6dEmu3yVwwAdRjzPA67g90b8tny7V62LN5LYV3xsMb6De7OkLP6kXJ2P3oN6IyPKg7KcRzOKeVfN84/1vJt6Lkx3Pj4mdhsrfucUWB3kQK7iIiItKrCdNj8DKS+BrXlzmNdBplz7ok/AX+tCLYly4JVB0xw/2AXVDYqQRARBLcmmVX32HD3zFFOzLIsslMPs/mbLDZ9k0VBVnGzj4uICSflbBPe+w3p0epBTLzPvtRDPHfrAqoragE49+YhXHzfqFb9MxXYXaTALiIiIm2i6ghsfxU2Pwcle5zHArtA8u2Qcg+Ex7hhch3b4Up4Y4fZMp92xHnMB5jWzwT3i2LATy8RPZJlWRzYXXQsvOekFzb7uPAewQw5qy8pZ/cjbnRv9XqXY1J/yObl+xdjOUwsvuZPZzD2krhW+/MU2F2kwC4iIiJtymGHPfNg478g53vnMR8bDLgcht4HUZPVOLyNWRYsyTWr7h/thlqH83ifULg9CW5Lgj5h7pmjuOZwTilbvjPb5ndvyD8WwhoKDPUncWIUKWf1I2lSH0LCA90wU/EkS99L5eO/rwbA18/GPS9fQP/hPVvlz1Jgd5ECu4iISMv6y8UfHasS//vPZ7p7Op6tYKMpUJf+Djiqncd6DDfBPeEa8GubqsVSL68c/psKL6VClvNLRXx9YEYs3JkM5/UF7bD2bKWFlWxbso8ti/eyY2UOtdWOJo+x+fowcFQvhpzZjyFn9aVblO7IdFQf/t9Kln2wA4BOPYJ56O2LW6XdmwK7ixTYRUREWlaHbOt2usoPwNb/wNYXzO8bCuoBQ+6EIXdBWJR75teB2R2wcJ9pDfd5FjReqB0Qblbdb06EXm3XwllOUVV5DWnLc9j63V62/7Cf8qKm7eIAIuO7MnhKNIOn9NW59w7GXuPgP3cvImOt6QUZkxLBva9egJ9/yx6fUGB3kQK7iIhIy3rxnkWUHK6kU7cgfvrv89w9He9ir4aMOWbVPX+N85jND+JmmyJ1vca6Z34d3L5SeGU7vJwKuY3qB/rZ4LJY+OlgOKePVt29gb3WQebGfLZ+t4+t3+891o+7sbBuQSRPjmbwlGgGjY8iMMS/jWcqba30cCX/vO7zY10Izro+mUsfGtOif4YCu4sU2EVERMTjWBYcWGWC+64PwVHrPN5rvOnnPnAW+Co8tLUau1lt/892s/re2MBwuCPZrLpHBLf9/OTkWZZF3q4jJrx/t5e92w41+zi/ABtxoyMZPCWa5MnR2jrfju3ddpBnbvoSe10xi1v/dQ5DzuzbYp9fgd1FCuwiIiLi0UqzYcvzsO0lqGwUIkKjIOVuGHwHBEe4Z34d3O5ieHk7/DcN8iucxwJsMHOAWXWfEqkagt6k+GAF25dms23JPtJX5lJdWdvs43oN6Ezy5GiSJ0XTf1hPfP2VIdqTJe+k8skTpghdp+5B/OaTywnuFNAin1uB3UUK7CIiIuIVaisg/V3T0/3gJucx30BIuM6suvcY5p75dXDVdvhsD7y0Hb7Objqe0Nmsut84CHpo1d2rVFfWkrEmj21L9rFtSTZF+eXNPi64UwCJE6JImhxN4sQoOnXTf7S3syyLVx5YzPYl5ot6ynVJXP6LljmSpMDuIgV2ERER8SqWBTlLzHb5zM/AalTxOupME9z7X2LOvUubyygywf2/aXCo0nns6Kr7nYNhslbdvY5lWeSkF7J9aTbbl2aTtaWA46WovsndSTqjD0ln9DGF63yVL7zR4ZxSHpv5KTWVdmy+PvxyzqX06t/5tD+vAruLFNhFRERa1tyn1lJeXE1IeACX/Hy0u6fTvhVnwubnYPurUF3kPNapHwy5G5Jvg+Du7plfB1dlh092m/D+bU7T8aSucEcS/GQQdFPnPq9UWlhJ2vL9bF+STdqKHCpKqpt9XEh4AIPGR5FYF+A7ddfquzdZ+NImvnxhIwAjLojlJ4+dedqfU4HdRQrsIiIiLUtt3dyguhR2vAGbn4XCNOcx3yAYdL2pLt99iHvmJ6QfMWfdX9vRdNU90BdmDYCfJsMkrbp7LXutgz2b8kldtp/UZfvJSS887mOjErqSOLEPiROi6D+8J34BLdsyTFpWVUUNj170MaWFlfj4wMNzLiFyYNfT+pwK7C5SYBcREWlZCuxuZDlg39cmuO/5Amj08i76HBj6M4idATYFBHeorIWPd5sK80tzm45r1b39KMovJ225Ce87VuZQWVrT7OMCgvyIG9PbrMBPjCIiJhwf3bXxON+9uY3P/rkWgAkzE5j9/yac1udTYHeRAruIiEjLyt9ThN3uwNfXRs/Y0z/nJ6foSAZseQ62/xdqnF/r0CkGUu4x2+WDTm+VSE7d9sOmp/sbO+BwlfOYVt3bF3utg6wtBaQu20/a8hyyU5tvGwfQtXco8WN7kzA+ioSxkdo+7yEqy2p45PwPqCqvJTDEj0cWziYo9NTbaiqwu0iBXURERNq16hJIfd2suhftdB7zC4FBN5gidd2S3TI9MavuH9WddV/SzKp7Yhe4PRl+kqAK8+1F6eFKdqzKIW15DjtW5lBysOK4j42K70rCuEgSxkUyYFQvAoNPPSTK6fng0RWs+CgdgGv/MokxFw885c+lwO4iBXYRERHpECwH7P3KBPesL5uO951qtsvHXKTt8m6UWmjOuv+vmVX3ABtcPsBsmT+rD9i06t4uWJZF7s5C0laYAL9nUz41VfZmH+vrZyMmpQdxo3sTPzaSmJQI/AP19dpWMtbm8e/bvwJg7CUDueZPk075cymwu0iBXURERDqcwnQT3NNeh5pS57Hw/ma7fNIt2i7vRpW18OFuE96bW3WP62yC+42DoGdI289PWk9NlZ09m/LZsTKH9FW5ZKceOm7rOP9AX2KH9SR+bG/ix0TSN7k7vn7KMa2lttrOb6e8S02VnW5RYfz+i5mn/LkU2F2kwC4iItKy9mzKp7bGgZ+/jdhhPd09HTmRqiJIfc2E9+LdzmN+IZD4E7Pqru3ybpVWCK+kmlX3g40qzPvb4NJYs2V+arRW3dujsqIqdq7OJX1VLjtX53JwX8lxHxsY6k//YT0ZMLInA0b0ot/gHlqBb2FPXf85e7cdwscHnlxzAzbfU8uNCuwuUmAXERFpWaoS74Ucdti7wAT3vV81HY8+15xz13Z5t6qyw2eZ5qz7N/ubjsd2gtuS4OZEiApt+/lJ2yjMKyNjbR4Za/PYuSqXwryy4z7WL8BGTEoEcaN7M3BUL2JSIggI8mvD2bY/L937NanLzBfgo99eRWiXU2vnoMDuIgV2ERGRlqXA7uUKd8Dm546/XX7I3ZB8q7bLu9nOI/Wr7gca1Svz9YEZsXB7ElzQF05xAVC8gGVZHNpfSsbqXHauyWPn2rwTFrDz9bfRN6k7scMi6D+8J/2H96RTN1UyPBkv3vM1actNYH9k4ZV0jji1MykK7C5SYBcREWlZX7+6hcqyaoJCA5h6a4q7pyOnqqrIhPbNz0FRhvOYXzAkXG+2y/fQ/7E71djh8yyz6v7VPmj8gj46FG5JhFuSIKaTW6YobciyLA7uLWH3hgPsWm/eDu8vPeHH9OjbiQEjetJ/eC8GjOipPvA/4pHzP6CooIKQ8AAe/e7qU/63UmB3kQK7iIiIyAlYDtgz3/R0b267fJ+zzXb52BnaLu9mWSXwaiq8mgY5jXZJ+2BW229Phhkx4K//qg6jMLeUjHUH2LU2j90b8inYW3zCx4eEB9BvSAQxKT2ISYmg35AehHYObKPZera92w7y1PVfABA3ujf3vHzBKX8uBXYXKbCLiIiIuKhwB2z5t+nrXtOo8FWnGEi5G5JuheDubpmeGLUOmJ9ltsx/sRccjV7l9wqGmxLNefe4zu6Zo7hP6eFKMjflk7kpnz2bCti77SD2GscJPyYiJpyYlAhihvQgOrEbkQldO1w/eMuy+PdtX7Fr/QEAZv1mHGfMTjzlz6fA7iIFdhEREZGTVF0Mqf8zReqKdjqP+QbBoOvqtssPc8/85Jj9pfDaDhPes5opLn52lAnuVwwA1SLrmGqq7OxLPcTu9QfI2lzAni0FlB6uPOHH+Nh86BkbTnRSd/omdSc6sRt9BnUjKCygjWbdtizL4otn1/PNa1sBiOgXzq8+vBRf/1PPjArsLlJgFxERETlFlsNsk9/0jKky31jUFBPcB1wGNqVBd3JY8HW26ev+2R5ovKDaJQCuTzDhfVgPt0xRPIRlWRzOKSVry0GythSQtaWA7LTDP7oKD+Y8fO+BXYiM60pkfFei4rrQo1+4V/eGt9c6mPPoClZ9Vl/L45Z/nk3K2f1O6/MqsLtIgV1ERKRl/ePazyk5VEGn7sE89M7F7p6OtJUjO+u2y79mVuAbCouGIXfB4NshOMI985Nj8stNdflXUiG9qOn46AgT3K+Jh/D2uWAqJ6m22s7+HYfZt/0Q2WmHyU47RF7GEey1Px7i/QJs9B7Yhaj4rvTs34WeMeH0jAmne99O+HlwMYX8rCLWL8hk/ZeZFGSZ72k+PnD5L8cy+eqk0/78CuwuUmAXERFpWWrr1sFVl8CON812+cI05zFbAMRfbVbde412z/zkGMuCZXkmuH+wCypqncdD/OCqOLg1ESb2NmFF5Kjaaju5GUfITjtEdqoJ8nkZR6iurP3xD8Zsq+/eJ4yImHAiYsLp2S+cblFhdIkMpWvvMIJC2/6MfGFeGRu+ymT9gkz2px12GvP1s3HdXycz4vzYFvmzFNhdpMAuIiLSsrTCLoBJg/u+NsF9z+c0aTjWaxwMvRfirgRfVaB2t6IqeGenCe/rDzYdT+wCtybBTxKg56m1nZYOwOGwOLy/hNyMI+RmFJKzs5DcnYUU7C3Balz98EeEhAfQpXcoXXuHmiDfO5TQzoGE1L3V/z7A5ZV6y7KoKKmm5FAlJYcqKDlsfj1yoIzMjaYIX2M+PjBgRC8uvGcEA0f2Oqm/w4kosLtIgV1ERESklRVnwpYXYPsrUFXoPBbSCwbfAYPvhLAo98xPnKwvMMH97Z1QXO085m+DS2PNlvnz+oJNq+7iguqKWvJ2H6FgbzH5e4opyCoiP6uYgqxiqhtv7TgFgSF+BIT4Y7P5YLP54ONrfrX5+uDjY36tKK2h5FCFS2fxAaKTujNyWn9GXBBLl16hpz3HxhTYXaTALiIiItJGasph57tm1f3gJucxmx8MnAkp90LkGdp/7QHKa+Cj3aav+/c5Tcf7hcHNiXDTIIgNb/v5ifezLIuignIKsoop2FvCkbwyCnNLKcwrozCvjCMHynDUtl1M7dW/c11I709ETOs+qRXYXaTALiIiItLGLAtyfzDBfdfHYNmdx3sMN+fcE64Bv2C3TFGc7TxigvvraXCgwnnMB5gabVbdL+0PgZ5bR0y8jMPuoPhgBYdzyyguKKe8qIqyoirKj1RRXlxF2ZEqyourKSuqoqaiFofDwuGwsOx1vzZ4PyDEj/DuwYR1D6JT92A6dTv6azCdugcRGdeVzm143kOB3UUK7CIiIiJuVJoNW/8D216CikbnRwO7weDbYMjdEB7jnvmJkxo7fJ5ltswv2GfaxTXUPQiujzfhfUh398xRxBsosLtIgV1ERKRlff3qFirLqgkKDWDqrSnuno54C3sV7PwAtjwHB1Y7j/nYIHaGKVIXfa62y3uI7FLTHu6/abC7uOn42J6mUN1VA6Gz6gqKOFFgd5ECu4iISMtSWzc5bQdWm+3yO98HR43zWNdESLkHEn8CATo47QkcFny332yZ/2g3VDU64RDsB7MGwC2JMCVKhepEQIHdZQrsIiIiLUuBXVpM+QHY9jJsfQHKGlU98w8zoT3lXuiW5J75SROHK011+VdTYdOhpuMDwk1wv2kQ9Alr+/mJeAoFdhcpsIuIiLSsPZvyqa1x4OdvI3ZYT3dPR9oDew1kfgabn4Oc75uOR59rtsvHXmyqzYtHWF9gtsu/nQ5HGrWHs/nAtL4mvM+IhQAVqpMORoHdRQrsIiIiIl7k4BbY8m/Y8SbUljuPhfWFIXeZQnXBEe6ZnzRRWQufZpot819nNx3vEQTXxcMtSTBUheqkg1Bgd5ECu4iIiIgXqjoCqa+b8F6U4TxmC4D4q82qe68x7pidHMeeYngtDV7bAftKm46PjjCF6q6JU6E6ad8U2F2kwC4iIiLixSwH7F1otstnzQcavaTtNc4UqYufDb5KgJ7C7oDF+82W+U8ymy9Ud0V/uDkRzu6jQnXS/iiwu0iBXUREpGXl7ynCbnfg62ujZ2xnd09HOpKi3aZA3fZXoarQeSw4ApJvgyF3Qqd+7pmfNKuwCt6tK1S3/mDT8ZhOcPMguCnR/F6kPVBgd5ECu4iISMtSlXhxu5py2PmuaQ13cJPzmI8N+l9iVt3V093jbDxogvvbO02Qb8gHmBptCtVd1h+CVF9QvJgCu4sU2EVERFqWArt4DMuC3GWw5TnY9RE4ap3HuwwywT3pRvV09zCVtTB3jznv/tW+Jgcd6BIA18SbLfOjI3TfRbyPAruLFNhFRERa1tyn1lJeXE1IeACX/Hy0u6cjYpTlmp7u215svqf7oBsg5W7oPsQ985Pj2lcKb+ww5913FzcdH9zVBPfrE6BXSNvPT+RUKLC7SIFdREREpAOx10Dmp7D53833dI+aYlbdB1wOvv5tPj05PocFS3PNlvkPd0NFow0Tvj4wvZ9pD3dRP/BXb3fxYArsLlJgFxEREemgDm2t7+leU+Y8FhIJQ34Kg++A0Ej3zE+Oq7gaPsgw7eGW5zUdjwgyK+43Jaq3u3gmBXYXKbCLiIiIdHBVRZD2Bmx9HgrTnMdsfjBwpll1j5ykw9IeKP0IvJ4G/0uHnLKm4yN6wE2D4Np46BHc5tMTaZYCu4sU2EVEREQEMEXqshebVffMz0yP94a6p5jgnnAdBIS5Z45yXHYHLMo2Z90/y4TqRv99/ja4OMZUmZ/WD/z0cl/cSIHdRQrsIiIiLevFexZRcriSTt2C+Om/z3P3dEROTcle2PoibH8ZKgqcxwLCIfEmU6Su6yC3TE9O7HAlvJ8Br++A1flNx3sFmy3zNw6CFG2ZFzdQYHeRAruIiEjLUls3aVfsVZDxoVl1z1vRdLzvVLPqHnux2T4vHmf7YRPc30yHvPKm4yN7mLPu18ZD96C2n590TArsLlJgFxERaVl/ufijY4H995/PdPd0RFpO/npzzj39HaitcB4Li4bBP4Xk2yC0t3vmJydU64AFe01v93lZUNPMlvlLYs15d22Zl9amwO4iBXYREREROSmVhyH1dRPei3Y5j9n864rU3a0idR7sUCW8uxP+twPWFjQd7xUM19VtmVeVeWkNJ5tDvSKd5uTkEB0dzXPPPXfsWmlpKddeey0JCQkMGTKEDz744NhYTU0N9957LwkJCSQlJfHMM8+4Y9oiIiIi0p4EdYMRD8L16TDjS4idAdQFc0cN7HwPPp4C7w0z5+CrS906XWmqexDcmwJrZsGW2fCLYSakH3WgAv65CYZ9ACPnwDOb4WDF8T+fSGvz+MBeUVHBrFmz6Ny5s9P1X//610RGRpKens6iRYt48MEHycszzRiffvpp8vLySEtLY/Xq1fznP/9h3bp17pi+iIiIiLQ3PjaImQYXz4Wf7IZRv4HgiPrxQ1vguzvh9T7w/c/g8Hb3zVWOa0h3eGIi7LsB5l0IMwdAQIN0tOEg3L8MIt+AyxfUVaC3u2++0jF5dGC3LIsbb7yRW265hTFjxjiNzZ8/n9tuuw2AyMhIpk6dyueff35s7NZbb8Vms9GpUydmz57NJ5980ubzFxEREZF2LjwWJvwNbtoH570JvcbXj1UXw5bn4J3B8MnZpoidvcZtU5Xm+fvCxbHw4QWQcyM8NxnG9Kwfr3XAp5lw2QLo8wbc9wOsKzDdAEVam0cH9j/+8Y9ER0cfC+YNZWdn07t3fWGPyMhI9u/f/6NjIiIi0jqWf5TOd29uY/lH6e6eikjb8w2EQdfDlStg9lpIvhX8Guy13v8dLLgS3oiF1X+Cslx3zVROoHsQ3DMEVs+ErVfBw8Ohd0j9+MFKeHYLjP4QhrwPj2+A/Tr5IK3IrT0opk+fTnp60x/q0dHRPPjgg2zYsIHPPvvsuB/v6+t77PeWZVFdXe3SmIiIiLS8hS9tOlYlfuLMBHdPR8R9eo6Cc16BiU/Ajjdgy/NwpO41b1kOrH4E1j4K/S8zRer6nKUidR5ocDd4fAL8bRws3AdvpJuV9qq6bfHbC+FXK+E3q2BqNNyYAJf1hxB/985b2he3Bvb58+cfd+zxxx9n+/btJCcnA5Cbm8uCBQvYv38///d//0dUVBQ5OTmEh4cDkJeXd2zb/NGxoUOHHhuLiopq5b+NiIiIiEgDQV1h2P0w9Gew7xtTXT5zLlgOcNTCrg/NW9ckGHIXJP4EAjv/+OeVNuVng+kx5u1IFczZBW/sgB9M+Swclgn0C/dBJ3+YNRB+kgBTosCm+zBymrymrdtNN93E6NGjuffeewG4++67CQkJ4cknnyQvL49Ro0bx/fffExcXx+OPP86aNWv44IMPKC8vZ+zYsTz33HOcffbZxz6f2rqJiIi0rG1L9lFTZcc/0JfBU/q6ezoinqlkr6kgv/0VqMh3HvMLgYTrYOg90GOYe+YnLttVBG+mm/CeWdJ0vF8YXF/XIi6hS5tPTzxUu+3D3jiwFxcXc8cdd7B+/Xr8/Pz4/e9/zzXXXANAdXU1DzzwAF9//TU+Pj7ccccdPPTQQ06fT4FdRERERNzGXg27PoatL0DOkqbjvSdCyl0wcBb4BbX9/MRlDguW5prgPmcXlDRTV3B8L7PqflUcdNN/Z4fWbgN7S1NgFxERERGPcGirCe5pb0JNo6XaoO6QdAsMuRM6D3DP/MRl5TUwd485775wH9gbJS1/G1wUAzckmF8DfZv9NNKOKbC7SIFdRERERDxKdQmkvw2b/w2HtzYa9DG934fcDTEXgk1Jz9PllcM7O+F/O2DzoabjXQPh6jizZX5sT9Ud7CgU2F2kwC4iItKyyo5UYjnAxwahXbTnU+SUWRbkLjOr7hkfgqNRt6NOMTD4p6Z1XEjP5j+HeJRNB81597d3miDfWEJnuGEQXBcP/cPbfn7SdhTYXaTALiIi0rIeuWDOsbZuj3x1pbunI9I+lOdD6n9h63+gJMt5zOYPA2ea1nCRk7RE6wVqHfBNtgnvH2dCRW3Tx0zqbcL7lQPNKry0LwrsLlJgFxERaVkK7CKtyGGHrC9Na7isL5uOdxtiitQNuh4CtETrDUqq4aPdpljdtzlNxwN9YUbdefdp/SBApyDaBQV2Fymwi4iItKx3//gDZUeqCO0SyDV/muTu6Yi0X0W7YduLsP2/UHnQecw/zIT2IXdBj6HumZ+ctL0l5rz7m+mwvbDpeI8gU2H++ngY10ubKbyZAruLFNhFRERExKvZq8wZ960vmDPvjak1nNexLNhQd979nZ2QX9H0MQPDTX/36+IhvkubT1FOkwK7ixTYRURERKTdOLjZBPcdb0JNmfNYUHdIutkUqusS5575yUmrscOibNMi7rNMqLQ3fcy4nia8XxUHEcFtP0c5eQrsLlJgFxEREZF2p7oYdrwFW15opjUc0Pd8s+oeezHY/Np+fnJKiqvh493wVjos3g+NA5yfDab1Navul8RCiL87ZimuUGB3kQK7iIiIiLRbx1rD/Qcy5jRtDRfaBwbfDsm3QVgf98xRTsn+Ung3w4T3Tc30dw/zh8v7m5X3c/qYMC+eQ4HdRQrsIiIiLevN3y45VnTuhr9Ncfd0ROSoigJIfc2E9+JM5zEfX+g/wxSp6zsVfPRa2JtsOWSC+9s7YX9Z0/FewXBNvKk0P6KHitV5AgV2Fymwi4iItCy1dRPxcJYD9n5lgvuez837DXWOgyF3QuJNENzdLVOUU2N3wJJceDsdPtwNRdVNH5PYBa6NNwE+rnObT1HqKLC7SIFdRESkZSmwi3iRkn2w/RXzVtaoCbhvIMTNNuG99wQty3qZylqYv9esvH+RBdWOpo8Z29Ocd786DnqGtP0cOzIFdhcpsIuIiLSsyrIac27Wx4egUFU8EvEK9hrInGsqzGd/03S8e4rZLj/oOggIb/v5yWk5XAlzdpkWcUtym477+sD5dcXqLu1vzr9L61Jgd5ECu4iIiIhIA4XpZrt82utQVeg85h8GCdeZVfeI4e6YnZymvSXwfga8kwEbDzYdD/GDGbFwbRxM6wcBvm0+xQ5Bgd1FCuwiIiIiIs2orTCV5bf+B/JWNB3vNc4E97jZ4K/91N5o22Fz3v3tnbC3tOl410C4cqBZeZ8UCTadimgxCuwuUmAXEREREfkRBzeZ4L7jLahplOwCu8Cgn8CQn0K3ZLdMT06Pw4JluWbL/JzdcKiy6WP6hsE1caZY3bDuKmlwuhTYXaTALiIi0rI2f5NFdWUtAUF+DD03xt3TEZGWVF0C6W+b8H5wU9PxqMnmrPvAK0zROvE6NXZYmG3C+6eZUF7b9DGqNH/6FNhdpMAuIiLSslQlXqQDsCw4sNoE94z3zfb5hoJ6QPItMPgO6DzQPXOU01ZaA3MzzZb5r/aBvZnEOLanCe+zB0JkaNvP0VspsLtIgV1ERKRlKbCLdDCVhbDjTRPeC1Objvc9z5x1j50Bvio/7q0KKuDDukrzP+Q1Hbf5wNlRpkXczIHm/LscnwK7ixTYRUREWtbquRlUV9QSEOzH2Evi3D0dEWkrlgU5S01w3/UhOGqcx0MiYfBtkHwbdOrnnjlKi9hbAu9lwLvHqTTvb4Npfc2W+UtiQR0+m1Jgd5ECu4iIiIhICyvPN23htr4Ixbudx3xsEDPdrLr3mwY29Q3zZtsPm+D+zk7YXdx0PMTPhPar69rEBeq/G1Bgd5kCu4iIiIhIK7EcsO8bs+qe+RlYdufxTv3MinvSrRAW5Z45SouwLFhbAO/uhPd3QU5Z08d0DoArBpjwfk4f8OvAkUuB3UUK7CIiIiIibaA0B1JfhW0vQWm285iPL/SfAYN/Cv3ON6vw4rXsDnPO/d2d8OFx2sRFBMGsgXBVHEzugD3eFdhdpMAuIiIiItKGHHbImm+2y2fNBxrFkE6xpqd70s0Q0ssdM5QWVGOHRdlm2/ynmabyfGNRoabK/NVxpup8R+jxrsDuIgV2ERGRlqUq8SLisuIs2P4KbH8VynOdx2x+0P8y0xqu77ladW8HKmrhy72mYN3nWeb9xmI7mfB+VRyM6NF+w7sCu4sU2EVERFqWAruInDR7Dez5HLa9CHsX0mTVPXwADL5dq+7tSGkNzNtjts0v2Ac1jqaPiesMVw001eYHd2vzKbYqBXYXKbCLiIi0rFfu/4bSwirCugZy29Pnuns6IuJtinabVffU/0L5Aecxmz8MuNxUmO9zVvtdfu1gCqvgk92mWN032WBvJpkO7mpW3WcPhEFd236OLU2B3UUK7CIiIiIiHsheA5lzTZG6fQubjneON9vlk26E4Ii2n5+0ioIK+Hg3vJ8B3+eCo5mUOrS7Ce6zB0J8lzafYotQYHeRAruIiIiIiIcr2gXbXjar7hUFzmO2ABh4hakw3+dMrbq3I3nl8OEuU7BueV7zjxnRo37lvX94287vdCiwu0iBXURERETES9irYPenZtU9e3HT8S6DzKp74o0Q3L3NpyetZ1+pCe8f7IKVB5p/zOgIuHKgefP08K7A7iIFdhERERERL3RkZ92q+2tQedB5zDcQBs404T1qilbd25msEpizy2ybX1vQ/GPG9DSr7lcOhJhObTs/Vyiwu0iBXUREpGV99NgqKkqqCe4UwMxfj3P3dESkvbNXwa6PTV/3nO+bjncZZCrMJ94IwT3afn7SqnYVmVX3Obtgw8HmHzOuJ8yOg5kDPCe8K7C7SIFdRESkZamtm4i4TeEOs10+7X9Qech57NhZ9ztUYb6dyiiq3zZ/vPA+pidcOcCsvMe6cdu8AruLFNhFRERalgK7iLidvQp2fWLC+/5vm453SYDk21Vhvh3beaRu2/wu2Hyo+ce4M7wrsLtIgV1ERKRlHdpfgsNuYfP1oXsfD9l7KCIdV2F6XV/3Zs662/xhwGVm1T36HPBRBmiP0grho90mwG86TngfFQGzBsCsgRDXufXnpMDuIgV2EREREZEO4GiF+a0vNr/q3nlg3ar7TRDSq61nJ20ko8gE9w92wcbjbJsf1t0E9ysHwKCurTMPBXYXKbCLiIiIiHQwR3bWrbq/DhX5zmM2P+h/qQnv/c7Tqns7djS8n6hg3ZBu9SvvyV1brvSBAruLFNhFRERERDooezVkfmbaw+1b1HS8UywMvg2SboHQyDafnrSd3cXw0S74cDeszm/+MQmdTaX5WQNhRI/TC+8K7C6y2+2UlpY6XQsNDVVgFxEROUWZm/KxV9vxDfCl/7Ce7p6OiIhrSvZA2luQ/k7Ts+4+vtBvGiTeAFFngbJCu5ZdCl9kwdw9sOY4fd77hcHFMTAjBkZEgO0kw7vD4aCsrMzpWlhYGL6+vs0+vsMG9tra2ib/UCIiIiIiIiJtKTQ0FD8/v2bHdItIRERERERExAMpsIuIiIiIiIh4IAV2EREREREREQ/UYc+wOxwOHA6H0zUfHx98Wqpev4iIiIiIiEgDlmXROILbbDZViRcRERERERHxJtoSLyIiIiIiIuKBOlxgr66u5qqrruK5555zul5aWsq1115LQkICQ4YM4YMPPjg2VlNTw7333ktCQgJJSUk888wzbT1taQfS09OZNGkSCQkJjB8/nm3btrl7StIOlJaWMmnSJD7//PNj1/Ly8rjwwgtJSEhg+PDhfP/9906PP973OpEfc+ONNxIXF0diYiKTJk069n1MzzlpDQ8++CADBw5k0KBBJCUl8d577wF6vknr2rp1K+Hh4cd+rur5Jm5ndSCLFi2yIiMjrcDAQOvZZ591GrvnnnusBx980LIsy8rJybH69Olj5ebmWpZlWU888YQ1c+ZMy263W8XFxVZSUpK1du3aNp+/eLfBgwdbn332mWVZlvX1119bKSkpbp6ReLvXXnvN6tWrl+Xn52fNmzfv2PWLLrrIevrppy3LsqytW7daffr0sSorKy3LOvH3OpEf89FHH1k1NTWWZVnWq6++ak2cONGyLD3npHV89dVXx55HW7dutUJDQy273a7nm7Sa/Px8a9iwYVb//v2P/VzV803crUOtsE+dOpWcnByuvvrqJmPz58/ntttuAyAyMpKpU6ceu7M2f/58br31Vmw2G506dWL27Nl88sknbTp38W579+6loKCASy65BIBzzz2X4uJiMjIy3Dwz8WY33XQTeXl5nHHGGceu1dbW8s0333DrrbcCMHjwYOLi4li6dClw4u91Ij/miiuuwM/PD4BRo0axf/9+Peek1Zx//vkEBgYCsH37doYMGYLD4dDzTVpFdXU1s2bN4rHHHqNfv36AfqaKZ+hQgf1EsrOz6d2797H3IyMj2b9//4+Oibii8XMI9DyS1pGfn09AQAChoaHHrun7mbSGF198kYsuukjPOWlVaWlpREVF8fDDD/Pyyy/r+Sat5vbbb2fmzJlMmzbt2DU938QT+Ll7Ai1p+vTppKenN7keHR3Nd99996Mf7+vre+z3lmVRXV3t0piIKxo+h0DPI2k9P/Zc0/czOV0vvPACy5YtY+nSpZSWluo5J60mMTGRnJwc1q9fz/Tp0/nhhx/0fJMW9+yzzxISEsJ9993XZEzPN3G3dhXY58+ff8ofGxUVRU5ODuHh4YApMDFmzBinsaFDhx4bi4qKOv0JS4dx9DnUkJ5H0hoiIiKoqKigrKzs2IpAw+faib7XibjiiSee4P333+frr78mPDyc4OBgPeek1Y0cOZKwsDDy8vL0fJMWl56ezjfffENiYiJgjjLedddd/PKXv9TzTdxOW+LrTJ8+nVdeeQUwX2yLFi3iggsuODb26quvYlkWZWVlzJkzh+nTp7tzuuJlYmNj6dat27FzTd9++y0+Pj4kJye7eWbS3vj7+3P22Wfz2muvAZCamsr27duZPHkycOLvdSInYrfbueeee/jmm2/49ttviYiIAPSck9ZRUVHBnDlzsNvtACxdupTDhw8zePBgPd+kxT377LOkp6eTlpZGWloaY8eO5YUXXuBnP/uZnm/ifu6pdece3333nTVq1Cire/fuVr9+/axRo0ZZR44csSzLsoqKiqyrrrrKio+Pt5KSkqx33nnn2MdVVVVZd911lxUfH28lJCRYTz75pLv+CuLFUlNTrYkTJ1rx8fHW2LFjrY0bN7p7SuLl3nnnHWvUqFFWWFiYFRcXZ02ePNmyLMvav3+/df7551vx8fHW0KFDra+//vrYx5zoe53IiWRmZlqAFRcXZw0aNOjY2/Lly/WckxZXUVFhTZs2zerXr5+VkJBgjRs3zvrhhx8sy9L3OGl9Z5555rEq8Xq+ibv5WJZlufumgYiIiIiIiIg405Z4EREREREREQ+kwC4iIiIiIiLigRTYRURERERERDyQAruIiIiIiIiIB1JgFxEREREREfFACuwiIiIiIiIiHkiBXURERERERMQDKbCLiIiIiIiIeCAFdhEREREREREPpMAuIiIiIiIi4oEU2EVERMQlH3/8Md26dcOyLAC2b9+Oj48P6enpANTU1BAUFMSKFSvcOU0REZF2Q4FdREREXDJ58mQKCwuPBfT58+djs9n4/PPPAdiyZQs2m41Ro0a5c5oiIiLthgK7iIiIuCQiIoJBgwaxatUqAL744gtuv/125s2bB8DatWsZO3YsAQEB7pymiIhIu6HALiIiIi6bPHkyK1eupKioiO3bt/Poo4+yatUqCgsLWbduHZMnT3b3FEVERNoNBXYRERFx2eTJk1m1ahULFy5k6tSp9OjRg/Hjx7NgwQLWrl3LpEmT3D1FERGRdkOBXURERFw2efJkNm/ezJw5c5gxYwYAM2bM4MMPPyQ1NZUJEya4eYYiIiLth491tNSriIiIiAuio6M5ePAgeXl5dOnShYyMDAYNGsSwYcNYv369u6cnIiLSbvi5ewIiIiLiXSZPnsyBAwfo0qULAHFxcSQkJGg7vIiISAvTCruIiIiIiIiIB9IZdhEREREREREPpMAuIiIiIiIi4oEU2EVEREREREQ8kAK7iIiIiIiIiAdSYBcRERERERHxQArsIiIiIiIiIh5IgV1ERERERETEAymwi4iIiIiIiHggBXYRERERERERD6TALiIiIiIiIuKBFNhFREREREREPND/BwDI+Mm2M6A4AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] }, "metadata": {}, "output_type": "display_data" @@ -584,8 +592,10 @@ "outputs": [ { "data": { - "text/plain": "
", - "image/png": 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\n" + "image/png": 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", + "text/plain": [ + "
" + ] }, "metadata": {}, "output_type": "display_data" @@ -629,16 +639,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "Iteration 0: Cost 2.58e+05 dj_dw: -6.500e+02, dj_db: -4.000e+02 w: 5.200e+02, b: 3.20000e+02\n", - "Iteration 1: Cost 7.82e+05 dj_dw: 1.130e+03, dj_db: 7.000e+02 w: -3.840e+02, b:-2.40000e+02\n", - "Iteration 2: Cost 2.37e+06 dj_dw: -1.970e+03, dj_db: -1.216e+03 w: 1.192e+03, b: 7.32800e+02\n", - "Iteration 3: Cost 7.19e+06 dj_dw: 3.429e+03, dj_db: 2.121e+03 w: -1.551e+03, b:-9.63840e+02\n", - "Iteration 4: Cost 2.18e+07 dj_dw: -5.974e+03, dj_db: -3.691e+03 w: 3.228e+03, b: 1.98886e+03\n", - "Iteration 5: Cost 6.62e+07 dj_dw: 1.040e+04, dj_db: 6.431e+03 w: -5.095e+03, b:-3.15579e+03\n", - "Iteration 6: Cost 2.01e+08 dj_dw: -1.812e+04, dj_db: -1.120e+04 w: 9.402e+03, b: 5.80237e+03\n", - "Iteration 7: Cost 6.09e+08 dj_dw: 3.156e+04, dj_db: 1.950e+04 w: -1.584e+04, b:-9.80139e+03\n", - "Iteration 8: Cost 1.85e+09 dj_dw: -5.496e+04, dj_db: -3.397e+04 w: 2.813e+04, b: 1.73730e+04\n", - "Iteration 9: Cost 5.60e+09 dj_dw: 9.572e+04, dj_db: 5.916e+04 w: -4.845e+04, b:-2.99567e+04\n" + "Iteration 0: Cost 9.48e+04 dj_dw: -6.500e+02, dj_db: -4.000e+02 w: 3.900e+02, b: 2.40000e+02\n", + "Iteration 1: Cost 1.06e+05 dj_dw: 6.850e+02, dj_db: 4.250e+02 w: -2.100e+01, b:-1.50000e+01\n", + "Iteration 2: Cost 1.18e+05 dj_dw: -7.250e+02, dj_db: -4.465e+02 w: 4.140e+02, b: 2.52900e+02\n", + "Iteration 3: Cost 1.32e+05 dj_dw: 7.644e+02, dj_db: 4.739e+02 w: -4.461e+01, b:-3.14400e+01\n", + "Iteration 4: Cost 1.47e+05 dj_dw: -8.087e+02, dj_db: -4.984e+02 w: 4.406e+02, b: 2.67573e+02\n", + "Iteration 5: Cost 1.64e+05 dj_dw: 8.529e+02, dj_db: 5.285e+02 w: -7.112e+01, b:-4.95117e+01\n", + "Iteration 6: Cost 1.83e+05 dj_dw: -9.021e+02, dj_db: -5.562e+02 w: 4.701e+02, b: 2.84200e+02\n", + "Iteration 7: Cost 2.04e+05 dj_dw: 9.516e+02, dj_db: 5.894e+02 w: -1.008e+02, b:-6.94268e+01\n", + "Iteration 8: Cost 2.28e+05 dj_dw: -1.006e+03, dj_db: -6.207e+02 w: 5.029e+02, b: 3.02985e+02\n", + "Iteration 9: Cost 2.54e+05 dj_dw: 1.062e+03, dj_db: 6.573e+02 w: -1.341e+02, b:-9.14195e+01\n" ] } ], @@ -648,7 +658,7 @@ "b_init = 0\n", "# set alpha to a large value\n", "iterations = 10\n", - "tmp_alpha = 8.0e-1\n", + "tmp_alpha = 6.0e-1\n", "# run gradient descent\n", "w_final, b_final, J_hist, p_hist = gradient_descent(x_train ,y_train, w_init, b_init, tmp_alpha, \n", " iterations, compute_cost, compute_gradient)" @@ -677,8 +687,10 @@ "outputs": [ { "data": { - "text/plain": "
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\n" + "image/png": 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", + "text/plain": [ + "
" + ] }, "metadata": {}, "output_type": "display_data" @@ -736,7 +748,7 @@ "rndtag": "40291" }, "kernelspec": { - "display_name": "Python 3", + "display_name": "base", "language": "python", "name": "python3" }, @@ -750,10 +762,10 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.10" + "version": "3.13.5" }, "toc-autonumbering": false }, "nbformat": 4, "nbformat_minor": 5 -} \ No newline at end of file +} diff --git a/C1 - Supervised Machine Learning - Regression and Classification/week1/Optional Labs/__pycache__/lab_utils_common.cpython-313.pyc b/C1 - Supervised Machine Learning - Regression and Classification/week1/Optional Labs/__pycache__/lab_utils_common.cpython-313.pyc new file mode 100644 index 00000000..c1fc3828 Binary files /dev/null and b/C1 - Supervised Machine Learning - Regression and Classification/week1/Optional Labs/__pycache__/lab_utils_common.cpython-313.pyc differ diff --git a/C1 - Supervised Machine Learning - Regression and Classification/week1/Optional Labs/__pycache__/lab_utils_uni.cpython-313.pyc b/C1 - Supervised Machine Learning - Regression and Classification/week1/Optional Labs/__pycache__/lab_utils_uni.cpython-313.pyc new file mode 100644 index 00000000..7f842060 Binary files /dev/null and b/C1 - Supervised Machine Learning - Regression and Classification/week1/Optional Labs/__pycache__/lab_utils_uni.cpython-313.pyc differ diff --git a/C1 - Supervised Machine Learning - Regression and Classification/week1/Optional Labs/lab_utils_uni.py b/C1 - Supervised Machine Learning - Regression and Classification/week1/Optional Labs/lab_utils_uni.py index eedbaa53..492aadff 100644 --- a/C1 - Supervised Machine Learning - Regression and Classification/week1/Optional Labs/lab_utils_uni.py +++ b/C1 - Supervised Machine Learning - Regression and Classification/week1/Optional Labs/lab_utils_uni.py @@ -1,7 +1,8 @@ -""" +""" lab_utils_uni.py routines used in Course 1, Week2, labs1-3 dealing with single variables (univariate) """ + import numpy as np import matplotlib.pyplot as plt from matplotlib.ticker import MaxNLocator @@ -11,52 +12,59 @@ from lab_utils_common import compute_cost from lab_utils_common import dlblue, dlorange, dldarkred, dlmagenta, dlpurple, dlcolors -plt.style.use('./deeplearning.mplstyle') +plt.style.use("./deeplearning.mplstyle") n_bin = 5 -dlcm = LinearSegmentedColormap.from_list( - 'dl_map', dlcolors, N=n_bin) +dlcm = LinearSegmentedColormap.from_list("dl_map", dlcolors, N=n_bin) ########################################################## # Plotting Routines ########################################################## -def plt_house_x(X, y,f_wb=None, ax=None): - ''' plot house with aXis ''' + +def plt_house_x(X, y, f_wb=None, ax=None): + """plot house with aXis""" if not ax: - fig, ax = plt.subplots(1,1) - ax.scatter(X, y, marker='x', c='r', label="Actual Value") + fig, ax = plt.subplots(1, 1) + ax.scatter(X, y, marker="x", c="r", label="Actual Value") ax.set_title("Housing Prices") - ax.set_ylabel('Price (in 1000s of dollars)') - ax.set_xlabel(f'Size (1000 sqft)') + ax.set_ylabel("Price (in 1000s of dollars)") + ax.set_xlabel(f"Size (1000 sqft)") if f_wb is not None: - ax.plot(X, f_wb, c=dlblue, label="Our Prediction") + ax.plot(X, f_wb, c=dlblue, label="Our Prediction") ax.legend() -def mk_cost_lines(x,y,w,b, ax): - ''' makes vertical cost lines''' +def mk_cost_lines(x, y, w, b, ax): + """makes vertical cost lines""" cstr = "cost = (1/m)*(" ctot = 0 - label = 'cost for point' + label = "cost for point" addedbreak = False - for p in zip(x,y): - f_wb_p = w*p[0]+b - c_p = ((f_wb_p - p[1])**2)/2 + for p in zip(x, y): + f_wb_p = w * p[0] + b + c_p = ((f_wb_p - p[1]) ** 2) / 2 c_p_txt = c_p - ax.vlines(p[0], p[1],f_wb_p, lw=3, color=dlpurple, ls='dotted', label=label) - label='' #just one - cxy = [p[0], p[1] + (f_wb_p-p[1])/2] - ax.annotate(f'{c_p_txt:0.0f}', xy=cxy, xycoords='data',color=dlpurple, - xytext=(5, 0), textcoords='offset points') + ax.vlines(p[0], p[1], f_wb_p, lw=3, color=dlpurple, ls="dotted", label=label) + label = "" # just one + cxy = [p[0], p[1] + (f_wb_p - p[1]) / 2] + ax.annotate( + f"{c_p_txt:0.0f}", + xy=cxy, + xycoords="data", + color=dlpurple, + xytext=(5, 0), + textcoords="offset points", + ) cstr += f"{c_p_txt:0.0f} +" if len(cstr) > 38 and addedbreak is False: cstr += "\n" addedbreak = True ctot += c_p - ctot = ctot/(len(x)) + ctot = ctot / (len(x)) cstr = cstr[:-1] + f") = {ctot:0.0f}" - ax.text(0.15,0.02,cstr, transform=ax.transAxes, color=dlpurple) + ax.text(0.15, 0.02, cstr, transform=ax.transAxes, color=dlpurple) + ########## # Cost lab @@ -65,7 +73,7 @@ def mk_cost_lines(x,y,w,b, ax): def plt_intuition(x_train, y_train): - w_range = np.array([200-200,200+200]) + w_range = np.array([200 - 200, 200 + 200]) tmp_b = 100 w_array = np.arange(*w_range, 5) @@ -74,77 +82,99 @@ def plt_intuition(x_train, y_train): tmp_w = w_array[i] cost[i] = compute_cost(x_train, y_train, tmp_w, tmp_b) - @interact(w=(*w_range,10),continuous_update=False) - def func( w=150): + @interact(w=(*w_range, 10), continuous_update=False) + def func(w=150): f_wb = np.dot(x_train, w) + tmp_b - fig, ax = plt.subplots(1, 2, constrained_layout=True, figsize=(8,4)) - fig.canvas.toolbar_position = 'bottom' + fig, ax = plt.subplots(1, 2, constrained_layout=True, figsize=(8, 4)) + fig.canvas.toolbar_position = "bottom" mk_cost_lines(x_train, y_train, w, tmp_b, ax[0]) plt_house_x(x_train, y_train, f_wb=f_wb, ax=ax[0]) ax[1].plot(w_array, cost) cur_cost = compute_cost(x_train, y_train, w, tmp_b) - ax[1].scatter(w,cur_cost, s=100, color=dldarkred, zorder= 10, label= f"cost at w={w}") - ax[1].hlines(cur_cost, ax[1].get_xlim()[0],w, lw=4, color=dlpurple, ls='dotted') - ax[1].vlines(w, ax[1].get_ylim()[0],cur_cost, lw=4, color=dlpurple, ls='dotted') + ax[1].scatter( + w, cur_cost, s=100, color=dldarkred, zorder=10, label=f"cost at w={w}" + ) + ax[1].hlines( + cur_cost, ax[1].get_xlim()[0], w, lw=4, color=dlpurple, ls="dotted" + ) + ax[1].vlines( + w, ax[1].get_ylim()[0], cur_cost, lw=4, color=dlpurple, ls="dotted" + ) ax[1].set_title("Cost vs. w, (b fixed at 100)") - ax[1].set_ylabel('Cost') - ax[1].set_xlabel('w') - ax[1].legend(loc='upper center') + ax[1].set_ylabel("Cost") + ax[1].set_xlabel("w") + ax[1].legend(loc="upper center") fig.suptitle(f"Minimize Cost: Current Cost = {cur_cost:0.0f}", fontsize=12) plt.show() + # this is the 2D cost curve with interactive slider def plt_stationary(x_train, y_train): # setup figure - fig = plt.figure( figsize=(9,8)) - #fig = plt.figure(constrained_layout=True, figsize=(12,10)) - fig.set_facecolor('#ffffff') #white - fig.canvas.toolbar_position = 'top' - #gs = GridSpec(2, 2, figure=fig, wspace = 0.01) + fig = plt.figure(figsize=(9, 8)) + # fig = plt.figure(constrained_layout=True, figsize=(12,10)) + fig.set_facecolor("#ffffff") # white + fig.canvas.toolbar_position = "top" + # gs = GridSpec(2, 2, figure=fig, wspace = 0.01) gs = GridSpec(2, 2, figure=fig) ax0 = fig.add_subplot(gs[0, 0]) ax1 = fig.add_subplot(gs[0, 1]) - ax2 = fig.add_subplot(gs[1, :], projection='3d') - ax = np.array([ax0,ax1,ax2]) + ax2 = fig.add_subplot(gs[1, :], projection="3d") + ax = np.array([ax0, ax1, ax2]) - #setup useful ranges and common linspaces - w_range = np.array([200-300.,200+300]) - b_range = np.array([50-300., 50+300]) - b_space = np.linspace(*b_range, 100) - w_space = np.linspace(*w_range, 100) + # setup useful ranges and common linspaces + w_range = np.array([200 - 300.0, 200 + 300]) + b_range = np.array([50 - 300.0, 50 + 300]) + b_space = np.linspace(*b_range, 100) + w_space = np.linspace(*w_range, 100) # get cost for w,b ranges for contour and 3D - tmp_b,tmp_w = np.meshgrid(b_space,w_space) - z=np.zeros_like(tmp_b) + tmp_b, tmp_w = np.meshgrid(b_space, w_space) + z = np.zeros_like(tmp_b) for i in range(tmp_w.shape[0]): for j in range(tmp_w.shape[1]): - z[i,j] = compute_cost(x_train, y_train, tmp_w[i][j], tmp_b[i][j] ) - if z[i,j] == 0: z[i,j] = 1e-6 + z[i, j] = compute_cost(x_train, y_train, tmp_w[i][j], tmp_b[i][j]) + if z[i, j] == 0: + z[i, j] = 1e-6 - w0=200;b=-100 #initial point + w0 = 200 + b = -100 # initial point ### plot model w cost ### - f_wb = np.dot(x_train,w0) + b - mk_cost_lines(x_train,y_train,w0,b,ax[0]) + f_wb = np.dot(x_train, w0) + b + mk_cost_lines(x_train, y_train, w0, b, ax[0]) plt_house_x(x_train, y_train, f_wb=f_wb, ax=ax[0]) ### plot contour ### - CS = ax[1].contour(tmp_w, tmp_b, np.log(z),levels=12, linewidths=2, alpha=0.7,colors=dlcolors) - ax[1].set_title('Cost(w,b)') - ax[1].set_xlabel('w', fontsize=10) - ax[1].set_ylabel('b', fontsize=10) - ax[1].set_xlim(w_range) ; ax[1].set_ylim(b_range) - cscat = ax[1].scatter(w0,b, s=100, color=dlblue, zorder= 10, label="cost with \ncurrent w,b") - chline = ax[1].hlines(b, ax[1].get_xlim()[0],w0, lw=4, color=dlpurple, ls='dotted') - cvline = ax[1].vlines(w0, ax[1].get_ylim()[0],b, lw=4, color=dlpurple, ls='dotted') - ax[1].text(0.5,0.95,"Click to choose w,b", bbox=dict(facecolor='white', ec = 'black'), fontsize = 10, - transform=ax[1].transAxes, verticalalignment = 'center', horizontalalignment= 'center') - - #Surface plot of the cost function J(w,b) - ax[2].plot_surface(tmp_w, tmp_b, z, cmap = dlcm, alpha=0.3, antialiased=True) - ax[2].plot_wireframe(tmp_w, tmp_b, z, color='k', alpha=0.1) + CS = ax[1].contour( + tmp_w, tmp_b, np.log(z), levels=12, linewidths=2, alpha=0.7, colors=dlcolors + ) + ax[1].set_title("Cost(w,b)") + ax[1].set_xlabel("w", fontsize=10) + ax[1].set_ylabel("b", fontsize=10) + ax[1].set_xlim(w_range) + ax[1].set_ylim(b_range) + cscat = ax[1].scatter( + w0, b, s=100, color=dlblue, zorder=10, label="cost with \ncurrent w,b" + ) + chline = ax[1].hlines(b, ax[1].get_xlim()[0], w0, lw=4, color=dlpurple, ls="dotted") + cvline = ax[1].vlines(w0, ax[1].get_ylim()[0], b, lw=4, color=dlpurple, ls="dotted") + ax[1].text( + 0.5, + 0.95, + "Click to choose w,b", + bbox=dict(facecolor="white", ec="black"), + fontsize=10, + transform=ax[1].transAxes, + verticalalignment="center", + horizontalalignment="center", + ) + + # Surface plot of the cost function J(w,b) + ax[2].plot_surface(tmp_w, tmp_b, z, cmap=dlcm, alpha=0.3, antialiased=True) + ax[2].plot_wireframe(tmp_w, tmp_b, z, color="k", alpha=0.1) plt.xlabel("$w$") plt.ylabel("$b$") ax[2].zaxis.set_rotate_label(False) @@ -155,18 +185,18 @@ def plt_stationary(x_train, y_train): plt.title("Cost(w,b) \n [You can rotate this figure]", size=12) ax[2].view_init(30, -120) - return fig,ax, [cscat, chline, cvline] + return fig, ax, [cscat, chline, cvline] -#https://matplotlib.org/stable/users/event_handling.html +# https://matplotlib.org/stable/users/event_handling.html class plt_update_onclick: - def __init__(self, fig, ax, x_train,y_train, dyn_items): + def __init__(self, fig, ax, x_train, y_train, dyn_items): self.fig = fig self.ax = ax self.x_train = x_train self.y_train = y_train self.dyn_items = dyn_items - self.cid = fig.canvas.mpl_connect('button_press_event', self) + self.cid = fig.canvas.mpl_connect("button_press_event", self) def __call__(self, event): if event.inaxes == self.ax[1]: @@ -176,59 +206,71 @@ def __call__(self, event): # clear and redraw line plot self.ax[0].clear() - f_wb = np.dot(self.x_train,ws) + bs - mk_cost_lines(self.x_train,self.y_train,ws,bs,self.ax[0]) + f_wb = np.dot(self.x_train, ws) + bs + mk_cost_lines(self.x_train, self.y_train, ws, bs, self.ax[0]) plt_house_x(self.x_train, self.y_train, f_wb=f_wb, ax=self.ax[0]) # remove lines and re-add on countour plot and 3d plot for artist in self.dyn_items: artist.remove() - a = self.ax[1].scatter(ws,bs, s=100, color=dlblue, zorder= 10, label="cost with \ncurrent w,b") - b = self.ax[1].hlines(bs, self.ax[1].get_xlim()[0],ws, lw=4, color=dlpurple, ls='dotted') - c = self.ax[1].vlines(ws, self.ax[1].get_ylim()[0],bs, lw=4, color=dlpurple, ls='dotted') - d = self.ax[1].annotate(f"Cost: {cst:.0f}", xy= (ws, bs), xytext = (4,4), textcoords = 'offset points', - bbox=dict(facecolor='white'), size = 10) - - #Add point in 3D surface plot - e = self.ax[2].scatter3D(ws, bs,cst , marker='X', s=100) - - self.dyn_items = [a,b,c,d,e] + a = self.ax[1].scatter( + ws, bs, s=100, color=dlblue, zorder=10, label="cost with \ncurrent w,b" + ) + b = self.ax[1].hlines( + bs, self.ax[1].get_xlim()[0], ws, lw=4, color=dlpurple, ls="dotted" + ) + c = self.ax[1].vlines( + ws, self.ax[1].get_ylim()[0], bs, lw=4, color=dlpurple, ls="dotted" + ) + d = self.ax[1].annotate( + f"Cost: {cst:.0f}", + xy=(ws, bs), + xytext=(4, 4), + textcoords="offset points", + bbox=dict(facecolor="white"), + size=10, + ) + + # Add point in 3D surface plot + e = self.ax[2].scatter3D(ws, bs, cst, marker="X", s=100) + + self.dyn_items = [a, b, c, d, e] self.fig.canvas.draw() def soup_bowl(): - """ Create figure and plot with a 3D projection""" - fig = plt.figure(figsize=(8,8)) + """Create figure and plot with a 3D projection""" + fig = plt.figure(figsize=(8, 8)) - #Plot configuration - ax = fig.add_subplot(111, projection='3d') + # Plot configuration + ax = fig.add_subplot(111, projection="3d") ax.xaxis.set_pane_color((1.0, 1.0, 1.0, 0.0)) ax.yaxis.set_pane_color((1.0, 1.0, 1.0, 0.0)) ax.zaxis.set_pane_color((1.0, 1.0, 1.0, 0.0)) ax.zaxis.set_rotate_label(False) ax.view_init(45, -120) - #Useful linearspaces to give values to the parameters w and b + # Useful linearspaces to give values to the parameters w and b w = np.linspace(-20, 20, 100) b = np.linspace(-20, 20, 100) - #Get the z value for a bowl-shaped cost function - z=np.zeros((len(w), len(b))) - j=0 + # Get the z value for a bowl-shaped cost function + z = np.zeros((len(w), len(b))) + j = 0 for x in w: - i=0 + i = 0 for y in b: - z[i,j] = x**2 + y**2 - i+=1 - j+=1 + z[i, j] = x**2 + y**2 + i += 1 + j += 1 - #Meshgrid used for plotting 3D functions + # Meshgrid used for plotting 3D functions W, B = np.meshgrid(w, b) - #Create the 3D surface plot of the bowl-shaped cost function - ax.plot_surface(W, B, z, cmap = "Spectral_r", alpha=0.7, antialiased=False) - ax.plot_wireframe(W, B, z, color='k', alpha=0.1) + # Create the 3D surface plot of the bowl-shaped cost function + ax.plot_surface(W, B, z, cmap="Spectral_r", alpha=0.7, antialiased=False) + ax.plot_wireframe(W, B, z, color="k", alpha=0.1) ax.set_xlabel("$w$") ax.set_ylabel("$b$") ax.set_zlabel("$J(w,b)$", rotation=90) @@ -236,127 +278,167 @@ def soup_bowl(): plt.show() -def inbounds(a,b,xlim,ylim): - xlow,xhigh = xlim - ylow,yhigh = ylim + +def inbounds(a, b, xlim, ylim): + xlow, xhigh = xlim + ylow, yhigh = ylim ax, ay = a bx, by = b - if (ax > xlow and ax < xhigh) and (bx > xlow and bx < xhigh) \ - and (ay > ylow and ay < yhigh) and (by > ylow and by < yhigh): + if ( + (ax > xlow and ax < xhigh) + and (bx > xlow and bx < xhigh) + and (ay > ylow and ay < yhigh) + and (by > ylow and by < yhigh) + ): return True return False -def plt_contour_wgrad(x, y, hist, ax, w_range=[-100, 500, 5], b_range=[-500, 500, 5], - contours = [0.1,50,1000,5000,10000,25000,50000], - resolution=5, w_final=200, b_final=100,step=10 ): - b0,w0 = np.meshgrid(np.arange(*b_range),np.arange(*w_range)) - z=np.zeros_like(b0) + +def plt_contour_wgrad( + x, + y, + hist, + ax, + w_range=[-100, 500, 5], + b_range=[-500, 500, 5], + contours=[0.1, 50, 1000, 5000, 10000, 25000, 50000], + resolution=5, + w_final=200, + b_final=100, + step=10, +): + b0, w0 = np.meshgrid(np.arange(*b_range), np.arange(*w_range)) + z = np.zeros_like(b0) for i in range(w0.shape[0]): for j in range(w0.shape[1]): - z[i][j] = compute_cost(x, y, w0[i][j], b0[i][j] ) - - CS = ax.contour(w0, b0, z, contours, linewidths=2, - colors=[dlblue, dlorange, dldarkred, dlmagenta, dlpurple]) - ax.clabel(CS, inline=1, fmt='%1.0f', fontsize=10) - ax.set_xlabel("w"); ax.set_ylabel("b") - ax.set_title('Contour plot of cost J(w,b), vs b,w with path of gradient descent') - w = w_final; b=b_final - ax.hlines(b, ax.get_xlim()[0],w, lw=2, color=dlpurple, ls='dotted') - ax.vlines(w, ax.get_ylim()[0],b, lw=2, color=dlpurple, ls='dotted') + z[i][j] = compute_cost(x, y, w0[i][j], b0[i][j]) + + CS = ax.contour( + w0, + b0, + z, + contours, + linewidths=2, + colors=[dlblue, dlorange, dldarkred, dlmagenta, dlpurple], + ) + ax.clabel(CS, inline=1, fmt="%1.0f", fontsize=10) + ax.set_xlabel("w") + ax.set_ylabel("b") + ax.set_title("Contour plot of cost J(w,b), vs b,w with path of gradient descent") + w = w_final + b = b_final + ax.hlines(b, ax.get_xlim()[0], w, lw=2, color=dlpurple, ls="dotted") + ax.vlines(w, ax.get_ylim()[0], b, lw=2, color=dlpurple, ls="dotted") base = hist[0] for point in hist[0::step]: - edist = np.sqrt((base[0] - point[0])**2 + (base[1] - point[1])**2) - if(edist > resolution or point==hist[-1]): - if inbounds(point,base, ax.get_xlim(),ax.get_ylim()): - plt.annotate('', xy=point, xytext=base,xycoords='data', - arrowprops={'arrowstyle': '->', 'color': 'r', 'lw': 3}, - va='center', ha='center') - base=point + edist = np.sqrt((base[0] - point[0]) ** 2 + (base[1] - point[1]) ** 2) + if edist > resolution or point == hist[-1]: + if inbounds(point, base, ax.get_xlim(), ax.get_ylim()): + plt.annotate( + "", + xy=point, + xytext=base, + xycoords="data", + arrowprops={"arrowstyle": "->", "color": "r", "lw": 3}, + va="center", + ha="center", + ) + base = point return -def plt_divergence(p_hist, J_hist, x_train,y_train): +def plt_divergence(p_hist, J_hist, x_train, y_train): - x=np.zeros(len(p_hist)) - y=np.zeros(len(p_hist)) - v=np.zeros(len(p_hist)) + x = np.zeros(len(p_hist)) + y = np.zeros(len(p_hist)) + v = np.zeros(len(p_hist)) for i in range(len(p_hist)): x[i] = p_hist[i][0] y[i] = p_hist[i][1] v[i] = J_hist[i] - fig = plt.figure(figsize=(12,5)) - plt.subplots_adjust( wspace=0 ) + fig = plt.figure(figsize=(12, 5)) + plt.subplots_adjust(wspace=0) gs = fig.add_gridspec(1, 5) fig.suptitle(f"Cost escalates when learning rate is too large") - #=============== + # =============== # First subplot - #=============== - ax = fig.add_subplot(gs[:2], ) + # =============== + ax = fig.add_subplot( + gs[:2], + ) # Print w vs cost to see minimum fix_b = 100 - w_array = np.arange(-70000, 70000, 1000, dtype="int64") - cost = np.zeros_like(w_array,float) + w_array = np.arange(-200, 600, 10, dtype="int64") + cost = np.zeros_like(w_array, float) for i in range(len(w_array)): tmp_w = w_array[i] cost[i] = compute_cost(x_train, y_train, tmp_w, fix_b) ax.plot(w_array, cost) - ax.plot(x,v, c=dlmagenta) + ax.plot(x, v, c=dlmagenta) ax.set_title("Cost vs w, b set to 100") - ax.set_ylabel('Cost') - ax.set_xlabel('w') + ax.set_ylabel("Cost") + ax.set_xlabel("w") ax.xaxis.set_major_locator(MaxNLocator(2)) - #=============== + # =============== # Second Subplot - #=============== + # =============== - tmp_b,tmp_w = np.meshgrid(np.arange(-35000, 35000, 500),np.arange(-70000, 70000, 500)) - tmp_b = tmp_b.astype('int64') - tmp_w = tmp_w.astype('int64') - z=np.zeros_like(tmp_b,float) + tmp_b, tmp_w = np.meshgrid(np.arange(-400, 400, 10), np.arange(-200, 600, 10)) + tmp_b = tmp_b.astype("int64") + tmp_w = tmp_w.astype("int64") + z = np.zeros_like(tmp_b, float) for i in range(tmp_w.shape[0]): for j in range(tmp_w.shape[1]): - z[i][j] = compute_cost(x_train, y_train, tmp_w[i][j], tmp_b[i][j] ) + z[i][j] = compute_cost(x_train, y_train, tmp_w[i][j], tmp_b[i][j]) - ax = fig.add_subplot(gs[2:], projection='3d') - ax.plot_surface(tmp_w, tmp_b, z, alpha=0.3, color=dlblue) + ax = fig.add_subplot(gs[2:], projection="3d") + ax.plot_surface(tmp_w, tmp_b, z, alpha=0.3, color=dlblue) ax.xaxis.set_major_locator(MaxNLocator(2)) ax.yaxis.set_major_locator(MaxNLocator(2)) - ax.set_xlabel('w', fontsize=16) - ax.set_ylabel('b', fontsize=16) - ax.set_zlabel('\ncost', fontsize=16) - plt.title('Cost vs (b, w)') + ax.set_xlabel("w", fontsize=16) + ax.set_ylabel("b", fontsize=16) + ax.set_zlabel("\ncost", fontsize=16) + plt.title("Cost vs (b, w)") # Customize the view angle - ax.view_init(elev=20., azim=-65) - ax.plot(x, y, v,c=dlmagenta) + ax.view_init(elev=20.0, azim=-65) + ax.plot(x, y, v, c=dlmagenta) return + # draw derivative line # y = m*(x - x1) + y1 def add_line(dj_dx, x1, y1, d, ax): - x = np.linspace(x1-d, x1+d,50) - y = dj_dx*(x - x1) + y1 + x = np.linspace(x1 - d, x1 + d, 50) + y = dj_dx * (x - x1) + y1 ax.scatter(x1, y1, color=dlblue, s=50) - ax.plot(x, y, '--', c=dldarkred,zorder=10, linewidth = 1) + ax.plot(x, y, "--", c=dldarkred, zorder=10, linewidth=1) xoff = 30 if x1 == 200 else 10 - ax.annotate(r"$\frac{\partial J}{\partial w}$ =%d" % dj_dx, fontsize=14, - xy=(x1, y1), xycoords='data', - xytext=(xoff, 10), textcoords='offset points', - arrowprops=dict(arrowstyle="->"), - horizontalalignment='left', verticalalignment='top') - -def plt_gradients(x_train,y_train, f_compute_cost, f_compute_gradient): - #=============== + ax.annotate( + r"$\frac{\partial J}{\partial w}$ =%d" % dj_dx, + fontsize=14, + xy=(x1, y1), + xycoords="data", + xytext=(xoff, 10), + textcoords="offset points", + arrowprops=dict(arrowstyle="->"), + horizontalalignment="left", + verticalalignment="top", + ) + + +def plt_gradients(x_train, y_train, f_compute_cost, f_compute_gradient): + # =============== # First subplot - #=============== - fig,ax = plt.subplots(1,2,figsize=(12,4)) + # =============== + fig, ax = plt.subplots(1, 2, figsize=(12, 4)) # Print w vs cost to see minimum fix_b = 100 @@ -367,34 +449,46 @@ def plt_gradients(x_train,y_train, f_compute_cost, f_compute_gradient): for i in range(len(w_array)): tmp_w = w_array[i] cost[i] = f_compute_cost(x_train, y_train, tmp_w, fix_b) - ax[0].plot(w_array, cost,linewidth=1) + ax[0].plot(w_array, cost, linewidth=1) ax[0].set_title("Cost vs w, with gradient; b set to 100") - ax[0].set_ylabel('Cost') - ax[0].set_xlabel('w') + ax[0].set_ylabel("Cost") + ax[0].set_xlabel("w") # plot lines for fixed b=100 - for tmp_w in [100,200,300]: + for tmp_w in [100, 200, 300]: fix_b = 100 - dj_dw,dj_db = f_compute_gradient(x_train, y_train, tmp_w, fix_b ) + dj_dw, dj_db = f_compute_gradient(x_train, y_train, tmp_w, fix_b) j = f_compute_cost(x_train, y_train, tmp_w, fix_b) add_line(dj_dw, tmp_w, j, 30, ax[0]) - #=============== + # =============== # Second Subplot - #=============== + # =============== - tmp_b,tmp_w = np.meshgrid(np.linspace(-200, 200, 10), np.linspace(-100, 600, 10)) + tmp_b, tmp_w = np.meshgrid(np.linspace(-200, 200, 10), np.linspace(-100, 600, 10)) U = np.zeros_like(tmp_w) V = np.zeros_like(tmp_b) for i in range(tmp_w.shape[0]): for j in range(tmp_w.shape[1]): - U[i][j], V[i][j] = f_compute_gradient(x_train, y_train, tmp_w[i][j], tmp_b[i][j] ) + U[i][j], V[i][j] = f_compute_gradient( + x_train, y_train, tmp_w[i][j], tmp_b[i][j] + ) X = tmp_w Y = tmp_b - n=-2 - color_array = np.sqrt(((V-n)/2)**2 + ((U-n)/2)**2) - - ax[1].set_title('Gradient shown in quiver plot') - Q = ax[1].quiver(X, Y, U, V, color_array, units='width', ) - ax[1].quiverkey(Q, 0.9, 0.9, 2, r'$2 \frac{m}{s}$', labelpos='E',coordinates='figure') - ax[1].set_xlabel("w"); ax[1].set_ylabel("b") + n = -2 + color_array = np.sqrt(((V - n) / 2) ** 2 + ((U - n) / 2) ** 2) + + ax[1].set_title("Gradient shown in quiver plot") + Q = ax[1].quiver( + X, + Y, + U, + V, + color_array, + units="width", + ) + ax[1].quiverkey( + Q, 0.9, 0.9, 2, r"$2 \frac{m}{s}$", labelpos="E", coordinates="figure" + ) + ax[1].set_xlabel("w") + ax[1].set_ylabel("b")