From 2d19230acfb99f5784b0289cf8d9f63826fe4b6c Mon Sep 17 00:00:00 2001 From: Brian Healy <42810347+bfhealy@users.noreply.github.com> Date: Thu, 7 Sep 2023 13:35:22 -0500 Subject: [PATCH] Add new analysis plots, restructure analysis notebook (#484) * Add new analysis plots, restructure notebook * Remove specific filepaths --- tools/SCoPe_data_analysis_plots.ipynb | 886 +++++++++++++++++++++++--- 1 file changed, 811 insertions(+), 75 deletions(-) diff --git a/tools/SCoPe_data_analysis_plots.ipynb b/tools/SCoPe_data_analysis_plots.ipynb index e14a81c6..3217721e 100644 --- a/tools/SCoPe_data_analysis_plots.ipynb +++ b/tools/SCoPe_data_analysis_plots.ipynb @@ -22,7 +22,10 @@ "outputs": [], "source": [ "from scope.utils import read_parquet\n", - "from scope.utils import read_hdf" + "from scope.utils import read_hdf\n", + "\n", + "prop_cycle = plt.rcParams['axes.prop_cycle']\n", + "colors = prop_cycle.by_key()['color']" ] }, { @@ -604,32 +607,11 @@ "execution_count": 9, "id": "7b216d45", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 0, 'count (log scale)')" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "counts_train_table.plot.barh(x = 'classification', y = 'count', figsize = (7,7), title = 'Number of Positive Examples in Training Set', legend = None)\n", - "plt.xscale('log')\n", - "plt.xlabel('count (log scale)')" + "#counts_train_table.plot.barh(x = 'classification', y = 'count', figsize = (7,7), title = 'Number of Positive Examples in Training Set', legend = None)\n", + "#plt.xscale('log')\n", + "#plt.xlabel('count (log scale)')" ] }, { @@ -711,17 +693,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "11d9d880", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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mqKOOYurUqfzwhz9kn332IRKJUFdXx3//+18qKyt7He+5YsWK1HPQ1NTESy+9xL333sv06dM54IAD+nRthNjl9e/cDSF2LGvWrFHz589XgwYNUpZlqby8PLXvvvuqW265ZavbAupHP/qRuvvuu9XIkSOVZVlq3Lhx6pFHHulWr+vsyd48/fTTatasWSo9PV35/X5VUlKiTjjhBPXSSy91q/fXv/5VjR49Wvl8PjVmzBh133339bpAMZvMilVKqQ0bNqj58+erwsJCZVmWKi4uVieddJKqqqpK1Xn00UfVuHHjlGVZ3fax6axYpbwZkbfffrsaM2aMsixL5ebmqrlz56oNGzZ0q7e5maGbtvvOO+9U++67r8rNzVU+n08NHTpUnXXWWWrt2rWpOi0tLQpQp5xySq/XcdPj0mU2ZjgcViNGjFAnnHCCeuKJJ7rN4OzUdVZsV8uXL1eGYWxxVuymvv/97ytgmxYovvrqqxWghgwZ0qN9ixcvVscee6wqKSlRfr9f5eTkqJkzZ6pnnnmmxzlsbcHqRYsWKUD9/Oc/7/X3jz/+uALUb3/7227llZWV6qqrrlJTpkxR4XA49Xd01FFHqQcffLDbosa9zYoNh8NqwoQJ6oYbbugxE10IsXmaUluZ7iWE2C40TeNHP/oRf/jDH/q7KbuERYsWceSRR/LRRx8xefLk/m6OEEJ8K2SMnRBip/Tqq69yyimnSFAnhNilyBg7IcRO6Re/+EV/N0EIIb51EtgJ8S2RUQ9CCCG+aZKKFUIIIYTYSUhgJ4QQQgixk5DATgghhBBiJyGBnRBCCCHETkICOyGEEEKInYQEdkIIIYQQOwkJ7IQQQgghdhIS2AkhhBBC7CQksBNCCCGE2ElIYCeEEEIIsZOQwE4IIYQQYichgZ0QQgghxE5CAjshhBBCiJ2EBHZCCCGEEDsJCeyEEEIIIXYSEtgJIYQQQuwkJLATQgghhNhJSGAnhBBCCLGTkMBOCCGEEGInIYGdENtZeXk5CxYs4MMPP+zvpuyyFi1axIIFC/rl2P/4xz849dRTGTVqFMFgkGHDhnHaaaexYsWKHnUTiQTXX389w4cPx+fzUVJSwlVXXUU0Gu3TsZqbm7nmmmsYM2YMoVCIQYMGceKJJ7Js2bJu9V555RXmz5/PuHHjCIfDDBo0iGOOOYb33nuvxz7feOMNzj77bPbYYw/8fj+aprF27doe9R544AE0TdvsY+HChd3qv/rqq3z3u98lPz+fSCTClClT+N3vfofjOD32/dJLLzFjxgxCoRC5ubmceeaZVFdX96j35Zdfcvzxx5OVlUUoFGLvvffmmWee6VFvwYIFvbYxEAj0qDts2LBe655//vk96nb117/+FU3TiEQiPX535pln9rrPcePG9ahbUVHBmWeeSX5+PoFAgClTpnDvvff2eszq6mrOPPNMcnNzCYVCzJgxg5dffrlHvWuuuYZp06aRnZ1NIBBgxIgRnHvuuaxbt65bvQ0bNnDssccyYsQIwuEwGRkZTJs2jT/84Q/Ytr3F8xcDh9nfDRBiZ1NeXs6NN97IsGHD2G233fq7ObukRYsWcdddd/VLcHf77bdTWFjINddcw4gRI9iwYQO33noru+++O0uWLGHixImpuqeeeiqLFi3i+uuvZ88992Tx4sXccsstLFu2rNcAZVNHHXUU7777LgsWLGD69OmUlpZy0003MWPGDD755BNKSkoA+OMf/0hdXR0//vGPmTBhAjU1Ndx5553ss88+PP/88xx88MGpfb788su89NJLTJs2jfT0dF577bVejz1nzhwWL17co/z666/nxRdf5Nhjj02VvfTSSxx22GEceOCB3HPPPYTDYZ555hl+/OMfs2rVKn7729+m6r7++uvMnj2bOXPm8M9//pPq6mquuOIKDjnkEN599138fj8Aa9euZcaMGRQVFfGnP/2JSCTCH//4R773ve/xxBNPcPzxx/do23PPPUdGRkbqZ13vvW9jv/3245e//GW3soKCgl7rApSVlfHTn/6U4uJimpqaeq0TDAZ55ZVXepR11dTUxP77708ikeCOO+6gqKiIRx99lLPPPpumpiYuu+yyVN14PM4hhxxCY2Mjv/3tb8nPz+euu+7i8MMP56WXXmLmzJmpuo2NjZx66qmMHz+etLQ0li9fzi233MIzzzzDsmXLyMnJAaCtrY309HSuu+46hg4dSiKRYNGiRVx00UV8+OGH/PWvf93sNRADiBJiJ9TW1tZvx166dKkC1P33399vbehNf16Tb9uPfvQj1V8vb1VVVT3KysrKlGVZ6qyzzkqVLV68WAHqzjvv7Fb31ltvVYB64YUXtnicFStWKEBde+213crfeustBahf/epXW2xTS0uLKigoUIcccki3csdxUt//4he/UIBas2bNFtvSqbW1VUUiEbX//vt3Kz/ttNOU3+9Xra2t3coPPfRQlZ6e3q1szz33VBMmTFDJZDJV9uabbypA3X333amy8847TwUCAVVaWpoqs21bjR8/Xg0ZMqTbedxwww0KUDU1NVs9h5KSEjVnzpw+nW+nI488Uh111FHqjDPOUOFwuMfvN1e+qdtuu00B6t133+1Wfuihh6pwOKwaGhpSZXfddZcC1FtvvZUqSyaTasKECWqvvfba6rEWLVqkAHXvvfdute5JJ52kTNNUsVhsq3VF/5NUrPhWdaZEPvjgA4477jjS09PJyMhg7ty51NTU9Kj/2GOPMWPGDMLhMJFIhMMOO4wPPvigW50zzzyTSCTCJ598wqGHHkpaWhqHHHII4H2qvemmmxg/fjyBQICcnBxmzZrFW2+9ldpeKcXdd9/NbrvtRjAYJCsrixNOOIHVq1d3O85BBx3EpEmTWLp0KQcccAChUIgRI0awcOFCXNcF4LXXXmPPPfcEYN68eamUy5Z6jmpqarjggguYMGECkUiE/Px8Dj74YP73v//1qFtaWsoJJ5xAWloamZmZnHbaaSxduhRN03jggQf6dE0SiQS33HIL48aNw+/3k5eXx7x587729f/888857LDDCIfDFBUVpVJxS5YsYf/99yccDjNmzBj+9re/9ThOZWUl5513HoMHD8bn8zF8+HBuvPHGbumftWvXomkav/zlL/nVr37F8OHDiUQizJgxgyVLlnRrz1133QXQLe3VWzrxm5Cfn9+jrLi4mMGDB7Nhw4ZU2ZtvvgnAEUcc0a3ukUceCcD//d//bfE4lmUBdOuBAsjMzATolmbsrU2RSIQJEyZ0axNsvherLx577DFaW1s5++yze7TV5/P16KHKzMzs1s6ysjKWLl3KD37wA0xzY0Jp3333ZcyYMTz11FOpsjfffJOpU6cyaNCgVJlhGMyePZsNGzbwzjvvfOXz2BYPP/wwr7/+OnfffffX3tebb75JQUEBe+yxR7fyI488kra2Np577rlU2VNPPcXYsWOZMWNGqsw0TebOncs777xDWVnZFo+Vl5eX2mZr8vLy0HUdwzC25XREP5HATvSLY489llGjRvHkk0+yYMECnn76aQ477DCSyWSqzq233sqpp57KhAkTePzxx3nooYdoaWnhgAMOYPny5d32l0gkOProozn44IP55z//mQoKZs+ezc0338yRRx7JU089xQMPPMC+++7L+vXrU9ued955XHLJJXznO9/h6aef5u6772bZsmXsu+++VFVVdTtOZWUlp512GnPnzuWZZ55h9uzZXHXVVTz88MMA7L777tx///0AXHvttSxevJjFixf3eKPrqr6+HoAbbriB//znP9x///2MGDGCgw46qFsarK2tjVmzZvHqq69y++238/jjj1NQUMDJJ5/c6357uyau63LMMcewcOFCvv/97/Of//yHhQsX8uKLL3LQQQd1G9u1Ldc/mUxy3HHHpdJnndfl6quv5owzzmD+/PmpN6Izzzyz29iuyspK9tprL55//nmuv/56nn32Wc466yxuu+02zjnnnB7nddddd/Hiiy/ym9/8hkceeYS2tjaOOOKIVArsuuuu44QTTgBIXf/FixdTVFS02efAdV1s297qo7fxYH2xevVq1q1b1y0Nm0gkAFKpxU6dP3/88cdb3GdJSQnHHHMMv/71r3n11VdpbW3l888/5+KLL2bo0KGccsopW9y+qamJ999/v1ubvq57772X9PR0TjzxxG7l559/PolEgosvvpjy8nIaGxt56KGHeOqpp7j88stT9T799FMApkyZ0mPfU6ZMSf0evOu36bWDLV+/yZMnYxgGBQUFnH766d1eB7r673//S1paGpZlMWHCBO68885en/vq6mouueQSFi5cyODBg3vdV6doNEphYSGGYTB48GAuvPDC1P/+VzmnTz/9dLPXCegxzhLAtm2i0SgffPABl1xyCWPGjOG4447rUU8phW3bNDQ08Nhjj/HAAw/wk5/8pE9BoBgA+rvLUOxaOlMil156abfyRx55RAHq4YcfVkoptX79emWaprrooou61WtpaVGFhYXqpJNOSpWdccYZClD33Xdft7oPPvigAtQ999yz2fZsLh22YcMGFQwG1eWXX54qmzlzpgLU22+/3a3uhAkT1GGHHZb6+eumYm3bVslkUh1yyCHq2GOPTZV3pl6effbZbvXPO++8Hsfb3DV59NFHFaD+7//+r1t5Z5s7U11f5fp33WcymVR5eXkKUO+//36qvK6uThmGoS677LJu7Y9EImrdunXdjvXLX/5SAWrZsmVKKaXWrFmjADV58mRl23aq3jvvvKMA9eijj6bKtjUV2/l3ubVHSUlJn/fZKZlMqoMOOkilp6er9evXp8qffvppBaiHHnqoW/17771XAWrMmDFb3XcikVDnnHNOtzZOmTKlT6nT0047TZmm2SPt19W2pGI/++wzBajzzjuv19+/+eabqri4ONVOwzDUHXfc0a1O5+vA4sWLe2x/7rnnKp/Pl/r5e9/7nsrMzFQtLS3d6h1wwAEKULfeemuq7MEHH1Q///nP1aJFi9Qrr7yiFi5cqLKzs1VBQUG3VK5SSl1wwQXqvvvuU6+//rp6+umn1WmnnaYANXfu3B5tOv7449W+++6rXNdVSm0+5fqrX/1K/epXv1IvvPCCeuGFF9Q111yjQqGQGjduXLf2X3LJJUrX9R7/Cz/4wQ8UoM4999xUmWVZvV7rzlT8//t//69beUVFRbe/k7333luVlZX12F6pjSlhQGmapq655ppe64mBSQI78a3qfAPd9M0kmUwq0zRTY5DuueceBailS5eqZDLZ7XHyySer/Pz81LadgUVTU1O3fZ566qkqEAh0G2uzqWuuuUZpmqaqqqp6HGefffbpNlZl5syZqrCwsMc+TjnlFDVu3LjUz18lsPvjH/+opk2bpvx+f7cX3677Pemkk1RaWlqPbV977bXNBnabXpPTTjtNZWZmqkQi0eN8uwZs23r9NU1T0Wi027FmzJihioqKerS3qKhIHX/88amfBw0apI466qgex1m2bFm3YLMzsLvyyiu77S8WiylALVy4MFW2rYFdWVmZWrp06VYfH3/8cZ/3qZRSruuq008/XRmGoZ5++uluv4vH42rUqFGquLhYvfDCC6qhoUE9++yzqqCgQBmG0e2535yzzjpLZWdnq1//+tfq9ddfV4899piaPn26Gj58uFq7du1mt7v22msVoH7/+99vcf/bEtj99Kc/Tf3NbOrdd99V+fn56qijjlL/+te/1CuvvKKuvfZa5fP51E033ZSq1xnYLVmypMc+zj33XOX3+1M/v/TSS0rTNHXssceqVatWqcrKSnXttdcqwzB6/D305u2331a6rquLL754q+d24YUX9viQ8uSTTyqfz5f64KFU38fSdW7PJmMhly9frvx+v9p///3Vp59+qmpra9Uf/vAH5fP5FKDOP//8VF3Lsrr93KkzsOv6QUcp7zV26dKl6o033lD33HOPGj16tBozZowqLy/vsY+Kigq1dOlS9fzzz6srrrhC+Xw+deGFF/bpvET/k35V0S8KCwu7/WyaJjk5OdTV1QGkUqCd49U2tek4oFAoRHp6ereympoaiouLtzhmqKqqCqXUZme8jRgxotvPnbPHuvL7/X1enqI3v/rVr/jJT37C+eefz80330xubi6GYXDdddfx2WefperV1dX12s7Ntb23a1JVVUVjYyM+n6/XbWpra1P1YNuu/6ZLR/h8PrKzs3ts6/P5iMVi3dr0r3/9KzVmbHNt6rTpc9CZpvo6z0FhYWGv49A2pWlan/eplOLss8/m4Ycf5m9/+xvHHHNMt9/7fD6effZZfvCDH3DooYcCEA6HufXWW7n55pu7jR3rzXPPPce9997LE088kUo9Axx66KEMGzaMBQsWpIYFdHXjjTdyyy238POf/5wLL7ywz+ezJclkkgcffJCpU6cyffr0Hr//0Y9+REFBAU899VRqnNasWbPQdZ0FCxZw2mmnMWLEiNRz2/k60FV9fX23v6dDDjmE+++/n5/85CeMHDkSgAkTJnDzzTdz9dVXb/X67bXXXowZM6bb+MzNmTt3Ln/4wx9YsmQJ06ZNo7W1lR/96EdcdNFFFBcX09jYCGxMrzc2NmJZFuFweLP7PPbYYwmHw92OP378eJ566inOO+88Jk2aBMCQIUO48847ueiii7qdU9fXy64607ub/u+Zppl6bvbbbz8OP/xwhg8fzsKFC7vNSgbv/6HzNfrQQw8lKyuLK6+8kvnz5zNt2rStXi/RvySwE/2isrKy24uUbdvU1dWlXthzc3MBePLJJ1NLNmxJb2+4eXl5vPHGG7iuu9ngLjc3F03T+N///rfFsS3fpIcffpiDDjqIP/7xj93KW1pauv2ck5PT64DwysrKXvfb2zXJzc0lJyen2yDsrtLS0lL1oO/X/+vIzc1lypQp/PznP+/198XFxd/o8QFuuukmbrzxxq3WKykp6dMkjM6g7v777+fee+9l7ty5vdYbNWoUixcvpqysjPr6ekaOHElTUxM//vGPOfDAA7d4jM51EjcNvjMzMxk1alS38WidbrzxRhYsWMCCBQu4+uqrt3oeffXvf/+b6upqrrvuus229dRTT+0x+H7PPffEdV0+++wzRowYkQpmPvnkkx6TSj755JPU7zudccYZqTUCLcti1KhR3HbbbWiaxgEHHLDVdiul+jRZRCkFbPxAU1tbS1VVFXfeeSd33nlnj/pZWVkcc8wxPP3009t8/NmzZ7Nu3TpWrlyJbduMGTOGxx9/HKDb38TkyZP55JNPeuyzs2zTa7WpwYMHU1xczJdffrnFeuAFweCtGyiB3cAngZ3oF4888ki3mV+PP/44tm1z0EEHAXDYYYdhmiarVq3qdT2qvpg9ezaPPvooDzzwAPPnz++1zpFHHsnChQspKyvjpJNO+krH2dS29iBpmtYjgPz4449ZvHgxQ4YMSZXNnDmTxx9/nGeffZbZs2enyv/+97/3uW1HHnkkf//733Ech7333nuz9bbH9d+WNi1atIiRI0eSlZW1XfbZ9TnYdCZmb84999zUbNS+7HdLlFKcc8453H///fz5z39m3rx5W91m0KBBqQ861157LeFwmLPOOmuL23QGvEuWLOkWfNfV1fHll1+mZkF3uvnmm1mwYAHXXnstN9xww1bbtC3uvfdeAoEAp5122mbb+u677+I4TrfgrnMdvM6JB4MGDWKvvfbi4Ycf5qc//Wmq7pIlS/jiiy+45JJLeuzbNE3Gjx8PeBNC/vKXv3DMMcds9QPJkiVLWLFiBRdffPFWz+/BBx8EYJ999gG8Hq1XX321R72FCxfy+uuv8+yzz6Y+HG3Ok08+SXt7e2qfXWmaxujRowGvF/C3v/0tu+22W7fA7thjj+WCCy7g7bffTv0v27bNww8/zN57773VD0QrV66ktLSUo48+eov1gNS5jho1aqt1Rf+TwE70i3/84x+Ypsl3v/tdli1bxnXXXcfUqVNTwdWwYcO46aabuOaaa1i9ejWHH344WVlZVFVV8c477xAOh7faw3Lqqady//33c/755/PFF18wa9YsXNfl7bffZvz48Zxyyinst99+nHvuucybN493332XAw88kHA4TEVFBW+88QaTJ0/mhz/84Tad28iRIwkGgzzyyCOMHz+eSCRCcXHxZl9ojzzySG6++WZuuOEGZs6cyRdffMFNN93E8OHDuy33ccYZZ/DrX/+auXPncssttzBq1CieffZZnn/+eaBvy1SccsopPPLIIxxxxBH8+Mc/Zq+99sKyLEpLS3n11Vc55phjOPbYY7fL9e+rm266iRdffJF9992Xiy++mLFjxxKLxVi7di2LFi3iT3/601ZnHG5q8uTJgLdY8OzZszEMgylTpmw2Bb2l52dbXXzxxdx7773Mnz+fyZMnd0u1+f3+bj0ed9xxB4WFhQwdOpSqqioef/xxnn76aR566KFuPdrr1q1j5MiRnHHGGam7EBx33HFcf/31/PCHP6S0tJTdd9+diooKfvGLX9De3s6Pf/zj1PZ33nkn119/PYcffjhz5szpkX7sGlzU1NTw+uuvAxt7f5599lny8vLIy8vrtvAteAtyP/fcc5x88smbDcwvvfRSLr74Yo466ijOO+88QqEQL7/8MnfeeSff+c53mDp1aqru7bffzne/+11OPPFELrjgAqqrq7nyyiuZNGlStyC5urqaO++8k/3224+0tDQ+//xz7rjjDnRdTy1302nq1KnMnTs3tezRO++8wy9+8QsKCwu7zcr9f//v//GPf/yDOXPmUFJSQmNjI0888QR///vfOfPMM1PtDAQCqQ+hXT3wwAMYhtHtd+vWreP73/8+p5xyCqNGjULTNF5//XV+85vfMHHixB4z5i+66CIOOuggcnJyWL16Nb/73e8oLS1NPSed5s+fz1133cWJJ57IwoULyc/P5+677+aLL77gpZdeStX7+OOPufTSSznhhBMYMWIEuq7zySef8Otf/5qcnBx++tOfpurecMMNVFVVceCBBzJo0CAaGxt57rnnuOeeezjxxBN7LMMiBqh+HN8ndkGdkyfee+89ddRRR6lIJKLS0tLUqaee2usiqk8//bSaNWuWSk9PV36/X5WUlKgTTjhBvfTSS6k6WxqwHI1G1fXXX69Gjx6tfD6fysnJUQcffHC3RT2VUuq+++5Te++9twqHwyoYDKqRI0eq008/vdskj5kzZ6qJEyf2OMYZZ5zRY7bko48+qsaNG6csy1KAuuGGGzZ7TeLxuPrpT3+qBg0apAKBgNp9993V008/3et+169fr4477rjUdTv++ONTC43+85//7NM1SSaT6pe//KWaOnWqCgQCKhKJqHHjxqnzzjtPrVixolvdr3P9N3e9elsAtqamRl188cVq+PDhyrIslZ2drfbYYw91zTXXpBa17Zw88Ytf/KLHPje9xvF4XJ199tkqLy9PaZq2TYvsfl0lJSV9nlV74403qpEjRyq/368yMzPV4Ycfrv773//22GfnuZ9xxhndyisqKtSFF16oRo0apQKBgCouLlZz5szpMau0c0b35h5dvfrqq5utN3PmzB5t+/nPf64A9corr2zxuvzf//2f2n///VVubq4Kh8Nq4sSJ6uabb+6xaLFSSr3wwgtqn332UYFAQGVnZ6vTTz+9x+tDXV2dOvTQQ1VeXp6yLEsNHTpUXXTRRb0uQnzKKaeoUaNGqXA4rCzLUiUlJer888/vMXFg8eLF6pBDDlGFhYXKsiwVCoXUnnvuqe6+++4tTsLq1Nv/Qn19vTr22GPVsGHDVDAYVD6fT40ePVpdfvnlqrGxscc+jjnmGFVUVKQsy1KFhYXqzDPP3OxEmMrKSnX66aer7OxsFQgE1D777KNefPHFHnXmzp2rRo4cqUKhkPL5fGrEiBHq/PPP7zZLWymlnnnmGfWd73xHFRQUKNM0VSQSUXvttZf63e9+123BaDGwaUp1DB4Q4luwYMECbrzxRmpqaraaqhB9c+utt3Lttdeyfv36be7ZEkIIsXORVKwQO5A//OEPAIwbN45kMskrr7zC7373O+bOnStBnRBCCAnshNiRhEIhfv3rX7N27Vri8ThDhw7liiuu4Nprr+3vpgkhhBgAJBUrhBBCCLGTkHvFCiGEEELsJCSwE0IIIYTYSUhgJ4QQQgixk9jlJk+4rkt5eTlpaWnbdN9HIYQQQoj+oJSipaVlq/c/h10wsCsvL+92myYhhBBCiB3Bhg0btrq01S4X2HXe5HzDhg2kp6f3c2uEEEIIIbasubmZIUOGpGKYLdnlArvO9Gt6eroEdkIIIYTYYfRlCJlMnhBCCCGE2ElIYCeEEEIIsZOQwE4IIYQQYichgZ0QQgghxE5CAjshhBBCiJ2EBHZCCCGEEDsJCeyEEEIIIXYSEtgJIYQQQuwkJLATQgghhNhJ9Gtg99///pejjjqK4uJiNE3j6aef3uo2r7/+OnvssQeBQIARI0bwpz/96ZtvqBBCCPEtUkqlHgPhuH1tz7fRbtd1U48tsW079ejU3NycenSqrq5OPTp99tlnqUdXy5YtSz069ddztTn9ekuxtrY2pk6dyrx58zj++OO3Wn/NmjUcccQRnHPOOTz88MO8+eabXHDBBeTl5fVpeyGEEGIgU0rhKnDdjUGCroOu9e12Utv7uBoKhbbV9nwb7XZdF9sF294Y0JkmmDro+sZ+Ktu2idkQi28M6BLxZmrboaalPVVmJatpTUBFPJYqM5Z+RkUMNtS3psp2L4fMhtXUZgzj/ZVrU+XTyhX7FcL48RO+sXP+KjQ1QEJMTdN46qmn+N73vrfZOldccQXPPPNMtwj6/PPP56OPPmLx4sV9Ok5zczMZGRk0NTXJvWKFEEIMGEopHFehFGgdwYHXE+T9bOjaNxIwbO64rqtwlULXNPSOY/fWnm+j3a7rkrBdXLcjeNL1jl4772efqaPrOrZt0xqzsV0v4DNNk/r6ej4raybqQl7QJCs7m3VrVvL2hmriGkzMTGfokFG88+5SXvgcEsC4TJi+5whWrF3N8hXwCTAeGD8cxowYxher1tLiQESHefsNZdKkSd/oc7UtsUu/9thtq8WLF3PooYd2KzvssMO49957SSaTWJbVTy3rqWs3b+eTcOWV/0mVLVw4B4BhXcrWdpSd1aXs3o6yJ5/cWHbCCV7Zm2++mSrbb7/9APjoo49SZVOnTgWgvLw8VVZcXAzQrcs5Pz8fgMbGxlRZZmZm6vvW1o2fXCKRCADxeDxV5vf7AUgkEqkyn88HQCy28ZNQIBAAIJlMpso6n7Ouny86/xkcx0mVGYax2Xpdu9lN0/uT7tpF3/lJrrdteyvb3LF7O05f292bzR27L/q6bV+v4bYc5+u0u7fnpa/H/TbqbYvtfW0GUls2t+23cc5f5znt8felFDgdPTRGyHvH/Qba3Ouxt6Gssz2dwZGudwZGqqOe1hFkgdGH5vZ2jN5eizvrOa4CvOCt62sGmo7rKHSze7lpmriuoj0aw9A1HFfh8/nRda3He4PrKqKxOIaupcqg9/eLtra2VFk4HAagrq7Oq2+7ZGRkYZp6j/c023b5/MuV+Eyd1pjN4KHDCPhM/vGP5wFYWwvT9p1IbkaIB/+2lJAPPovDfvtmUWgFuPb1CmApANMiUJwJz5XCcy+uBuCAYqAccovhhTXwwpq1uMAFBw/lo5XreaMSJk78as/VN2GH6rEbM2YMZ555JldffXWq7K233mK//fajvLycoqKiHtvE4/Fuf2jNzc0MGTLkG+uxa25uprQZKho2Bnb3PfIRb25hm22VDWQAXcPY7BCk+SHu21hWnKtT5AMy81Jl+aaJz4BGbWNMX+T34TMgrm/ceFBOJrlmKzEzk6qmjYFdZsAiZIGrbzx6wNTQNUi6G/+KTc3rMm9PbnyBCfsMfAa4bAx2gn6TgAmGsbE9SnnbJrtsa1k6pg6atjEYcF2HhAPxxMYXHF9Hva7DRw3Dax9sbF/na3nXv35d11CuQ9LVSHTZp657/6RJe2Nlf8e56PrGc+mt3b6Oel0DvN5TFlqfuu/7uq3jeNem63n0dg03d9zejrO5a9aXdveeQtF7pFD6en7bu9622N7X5uvY3m3Z3PXqLR23vc/56zyn4JU5zsYy09Qx3Tb0Jzte509qRRmh7f730NvfduefdNchYL2VdX1tUkphO8pLf2paj+uq4QVfprH5nqDe2mLbCVoT0BzdGEilB31EfGCavi7H9Z5ju+MaKqXQdR1dJUkqE9txNh7XtYkmFS1xG0MHx4WQqWHoGoku7wN+w9tPzAGzowert/cLzU3SnoTG2MYP/UYyRksMqmMxXOWScFzCdpyk0qno8p4ejLfTnHSpaI+iKUg60LACyoC1vV6l7e/gwfCj/YcwccLEPj9X22pbeux2uFmxvb0B9Vbe6bbbbiMjIyP1GDJkyDfWtubmZpaXNlPR2EzYgKKsdH6zSVAX/Br7P8DrbKMeWAN8Cey+RyblwJJ2eLEBNlTB7uMGk6yG/yxz+dsHLpVfVDE+pxgaqnn+ozL+80EZTl05o3Py8bU38uqXK3jhsxUkGqsZlJNJmgFflpbywielrFhfStiAgowIph3ny/I6Pl1fRzLaSnrIj+YkWFfTwtqaFpQdJxL04SZjrKpuZm11M7qTIDMcwHCTrK9rYU11C04yRihgYeqKlmiChtYEtp3s+KTj0BazicZtdF3h8xnouiIat2mL2biu0/Gp0qa5PUlbPImhKwJ+E11zaY4maGxL4Lo2pqmjaYp4wiGWcFDKRdc1QJG0XZK2C6iOFAMkk14XfjxhYxheUKaUTX1bnIbWOBoOAb+JoSvaYkmao0kcx+7e7sTGdhsGJJIO0YST+rTbmbJwXYWmkTq263amMjb/Oauv2zqOd8xE0kmdR+oaxjdew80dt7fjbO6a9aXdnSkU23bRde8NV9e9Nx8vteJu0/lt73rbYntfm69je7dlc9fLcbznyXHcb+ycv85zqpRLLOEQTzhomurx97Wtx9gWvf1tg0t73KY9bgPuZss0TRFP9nxtsh3V63V1Fdv8f5ZIxCitb6e6uR2f5pIZDuDTXKpb2imtayeRiGGaOko5tMZsWmNJNFx8loGhQ3ssTl1rkrZYHFOHgM/ETsRYW9NKeWMbpmuTGQqg2XHWVDezqqIJlYyRHvKDHWdNVTPralrAjm98v6htYW31xveLZKyNz0sbWFXRgOUkyE8Pk2is442V63l3/Xp88TZKsnOI15Tz3MflvLKsFL2ljnE5xTRtqOHJJW08/16UeA3sVjKcD1fAm2wM6qaFe16r7R34vFIKutb35+qbtkP12B144IFMmzaN3/72t6myp556ipNOOon29vZeU7HfZo9dZ1BXlJnOj/7wP8ALwPrL9HSobfb+wL2XFjhuskUyafOvzxUj8D7VzDsgj0Q8wdJ3mhjdEXl+Z/ZUlteUMiFvMCs/9dK7TTHYd/9pxBJJ3n/nU4ZkQnMM9pu1D66r+PzjpWSG/NS1xhgzeTqmqbPs/bdJD/hoiSWZOn0fErbDR0vfITdi4LqKg2YdTCxps+rLz8kIWUQTDmPHTcA0dD7//LNUN/+4ceOxHZcVX35O0GfQGrMZOXosPtNg9epV3idF22XY8BHYjsuGdWuIBEwcVzFy5ChcV1FRUYbP1HFcxaBBgwGorKxIpQiycguIJWwCPpPqqkoAWmM2WTl56LpGRVkpQZ+B4yqGDBlKwnZob20mEjCJJhwiaRmYhk5FRXlqn4MGDSKRdGhsqEttm5vr7a8zxQCQk5OD6yra2lpT26alpQEbU+mOqygsLNrstg0N9Ri6RjThkJaeic8yqKysTG2bn1+A7bg0NdYT9Hk9iHl5eT2OGwpHcF3vTaUzPe+4ivT0DIDUcboeu7GxIVWWnZ0NQFlZGeClUAoKijBNnYaGhlS7s7KysG2Xmpqq1PNSUFDY7bjgDQtwXUVdXW3q7yEnJxdd13oMeXBdRUtLc6peWlr6Zuslk4ke6aGmpqZUvYyMjNT3LS0tqesQDkfQdS2VNnJcRTAYAuixT9dVJBIb01BbGo7QW6qst1R6NBpNHdfvD6DrWmrbzpSYR6WO641HUijlpso699fe3p7aNhAIdnxQ6RIQoWHbXjCSTMR7HKe3c3ZdJ1W2pWELndfBcRWGYaLrWo8UXdd2O65C0/Ru9RK2i66bqcCo6znbsRZCz2R69Y5tRLPSUmnOrm3xevC6b9v1WgMEgxs/lne+pyRsF8OwME09VTdhu1g+PyhIJuP4TL1bmWFoqb931dF76Lo2lqERT7pYloWmaUSj7an2hMNhHMeltbUVv6WjaVrq9aFzqEzCdgkEQt3aUtkYI640IgEfsfb2VFsCwRCt8QQkYhRk+GmJ2YTDaRiGTnNTIz5T93rs/Gk0R2OkBwO0NtagaRrVjTH8mVn4DYP25mbSQyY1TXHMYBilQaK5kdyMAPXNcQKZWShX0VxbSW56gOa2JJkFRbgo2urryE33s6GmDTOSQcBnUbp2BZkhH5+W1hHMLyTkC1C6ZjWFEZ13V7oECsEXCLLqwyglWfBuAxSkQzAAn1bDaDoTqt++p04dysSJEwE6PgRpqedqe9iWHrsdKrC74oor+Ne//sXy5ctTZT/84Q/58MMP+33yRHNzM0vXNXPFIx9Ru9322n9MwAYKgcqt1PV3PHTAAJJABHCA9o59uR11EkAjEOooL+nYxp8JPtOrl2aAZUEbGwPSsAbKgRbXK7NdyPRDwAexjiyu60IYLzXU4oBpgG5AfsjC7yra/AFMXUOhUWAZaECzZqBrGq5yKcksICtZTltgCKvqK72eL9smzUkQdzSqkwlMXUfTdYaE0sjwOcT8aQQNjYTSCCejtDk6FdFoxwuyRr7PwsShSbfwGzpK08k3DUxDo6VLSjrP58NvKhKGb+Og2/YW6uOwvrWlI/2kKA76CWoa7ZY/tW2WBi6KBhfAJWa7ZLhJbM2gJpFMbZutG1i6Sz0GfsvA0AyK/AFCliJpBVJvIrlpEcJuI/VuOuX1jSi8Ho0wDo4LtbaDoXltzOp4M21SWqosYEdpSUB5LIpSLknHZXAoRIZPJ+ELpdodSMZoSbiUx2Op56XYHyQ9oJEwN76JBt0kMUdRlUiia+AqKAr4CZkaSXPjdQjpCuUqmmyFoYGjIN30xg21d0n7ZIX8pPkUyvR7qRI0VDJGYwzq2jYGV8XZGWTpLbTpGVQ2tqR6fNIsHcvQiCk9VZbeMaTA1sxUysmne79rt1WqrLfhCDpe2rytS9o8rWPIg95lyIPjeCm1pmjCS5+5inBH+iuutFRZRsBLsxmmL3VcTfPakrRV6pxtO05zHBra46ltc8IBsoIaPp8XWKqOkeB2IkpzwqC1I6CxXUWoI40Yd7XUPkM+A0tXuBipst6GLTiON2sxGrdTx7Y6UoHxLunUoGV0lBuplJ+GN1wimnBwlUss6RLxmwQtDU03u52zHW8h5zlvKErtYbX4gmlYhtZtOAIdf99257XRNJJJ79o0tm/sFMiOBAnrcZJ6kOb2eOrYfs3FRaeto/c5bruEOnbf7oBleOnB7HCAzABYvgB+U8NVGo6TpC2haIkn8RsaSRdIJog5Gk3xJKaXIyaASyLp0uYqLMMLFiIdKc12V0N1HDfdZxCwdBIYxOMxKppihHHQdR9NjoOpe6+dQWxaowlqHZucgIWtmUSUA+jUOy4+w5uYkBFIQ2tZT6uvkLLGGmw7SX00RoHfT9hnEDO9HsDmhI3fjpNwoSaeIGJ6/3MhO0nUhqYE3v+HggwTLBPadAM/Do1RUE2QNKGqHty4954TBOJ47wMxvPeBgez7Fiy4YTbQ/4Fdv06eaG1tZeXKlamf16xZw4cffkh2djZDhw7lqquuoqysjAcffBDwZsD+4Q9/4LLLLuOcc85h8eLF3HvvvTz66KP9dQrdXPbIRzRtvdqAFsb7R+qcJtAZ1E1Lgw9autedFoIP2r1/vs6Xv8OHw3NroLlLvcOGw/ObdF3uVwIvrvNmGgGEGmHefnm8+GZNKnU9GfjuQYN54bVSPu1SdsgBhbzyv0r+11G2rwGzZg3j9dfW8pLtBYrTDDhoVgnvvruORY1er8DeBa0cuPcEPli+nOfWey8UewyD6ZOmUllXyuLPllNdAYOGNDKuII+c3CL++8EyFq/z6o4tgGm7D+fTz1fy+qo4fmD6iAbGTpzGpys+5c11SRxgdC6MGz2J5V9+yksVoCnYbShMnDCNVeu/4OWqdnQN9ixOZ8SI8ZSXrWVJhRfmTSvMZtCw4axa+SWvr6kiCYzNDDF88BiWr/6Yl1e56ApmDAsxZvRk1q37kpcrG3A1mJafyfCho/j0i094qTyOC0wusBg9dALLV33Mq1UKQ8GUwTqjxuxGedU63iovx9Rg+qBcRgwfSUtLC1+WbqCmvon0jDSKwmlEMjJZu2Ylr1XXowPjczMoGTKKDRtW8lpVPS6we342Q0aMYeWKT3lpdSs2MCnPYPTwiXy68mNeX9eAAew/PMKo0ZNYvWo5r61rxgbGZpuMHTGRFes+5/V1VZga7D8si+Ejx7N+7QpeLq8h6cLknAyGl4xmXekq3ixvwVCw96A8hg4fSXnpBt6p8/77xmanUTRoCGVlG3ivvgUFTMjJoHjwEOpqaviishkfMKYgjeyCfGpqalhW3kQcGBzyk5ufT3NTE1+WltLU1EJ+dguFmRlEImlUlFfwSXU7OjA6J42CggKqa+tY3eS1pyQ3RHZuDs3Nzaxq8ILEgnQfmVmZtLa2sr7O23ZIVoC0tDRaWlpY1xDDAfLDFmlpabS1tVHRlMACBmUFCIfDHdtGSSrIChiEI2Fq6upZVRMHDYZmB8nMzKS5pY2a1ihNGhSmuwTSwt4swbiDcsFvavgsH62traypaScBZPsNImkRGptbqGxuo6EZhuW5RCIRHMehubWd2pY4tq6RbhkEAgHqGhpZW5dAA4oy/KRnZ9Le3k55QwxD8845Eoxg2zZt8SQxIC2osCyLRCJBY1sSW3njcy3LoqmllbLGJEqHvJBFOBwmGo1S05LAAHLCFsFwkNb2KHWt3v9Zht8gFPBjJ9ppjCZojUF22CUQCqbOmWSXsbKaIpZwSOgQ8hmYponjOMRtF+WCoYNpGrS3t7OhLkocyLD0VFsq6htpb42TnRknMxzEsvy0t9azujGOq0FRup/M9HQqqmtZ3RxH6VAU9pOdl01jSzv1bTHaolCYoQimh4nHEjS0J0m6YOmKSMBPbX0Da2raSCgoCFnk5uZQXVnJB3UtoMHIjDCFg4q9soZWNGBsThr5BQWUVVTxRX0cQ4ORORGy0tIoraxlbdzGAYpCfnKz8yirKuWD+maSCvIDJsX5w1lXvp7FtY24CsZnpzNk6GgaGmv4cOWnlFdCem4zo7Mzyc4v4s1PVvBBs40GTBzczMjhY1j62Zd8WuN9qM5Lh5HjBrP4/VI+qPM+4JeEYbfphbzzXiXLWr3X6FE5DpN2K+LfL1fwEd5rbAmw2zhY9nn394s9AvBejAGvc1asN86u//Rrj91rr73GrFmzepSfccYZPPDAA5x55pmsXbuW1157LfW7119/nUsvvZRly5ZRXFzMFVdcwfnnn9/nY36TPXZTbv3f1iuKzcoCGjq+OnjBYcdkJLLxpj7U4QV3nwCD8F4MKoCRwCpgGF6P3mpgErACmJwJ8XZoT8Aeg+CLMsgbBnYCVpfDhCAoF3KnZPHpxw1M3S0HVVmH48KSDZCfCZYfllV5093LgCnjdFpaXErL4IDB8EEpFI+CQNBP6SdxivNhfTUUj9OIxxXVa7zgbk01DJmchnJcmsrbmDRIo6xRUTR8CLFEnNoN1Uwq8vHO2gThohAZoTTWfl5FQRqsroL8UUGSToKG1Q67DYPPy2Hw+CxwFeVfNjI6H95bC3kjdfz+AGs+aKckH1ZVw9AJJrZrs+5z2GMIVLXAxN0H0RKLUrGiniledprckkksr9rApIKhrFj+CUp5xxk1NRtNN6hcV8PoHFhRC/lDc3CVS/nKBiYUwfurIX2YQdAXpGJ5K8V5sK4KBk0IEUvGaNrgstcIr40ZJT6Cho+GilbG5MOaBsgpyqQ1HqNxfYzpw+DjUigckYlpmNRsqGVEjsbaOkXx8EKiyQTVa+qZXAxr6mDo6KEooGzNekbmmKyusxk0YihKQX3pekpywjTH4gwdNoE2O4bb1sjI/AzW1DajAhlErAANdRtID3i9gEawIDUcITPg9XyWNbSCL0jSVRjxFgZlRqhrjxGK5JCwbRprNzA0O0Jta5y84mEoBdGmOnLTA7RGbdJz80jYDonmRvIzA1Q3xvClZ+IzDZpqqogELeIJh9yCItrtJHZbK4WZAcrqo+jBMBG/j1h7GwFLp7w+CpYPTUG0uZ68jADRuENBcZGXZovHGZwTJJZ0CYYiaDrU1dQS8huU1kXRQxHSAn6aG+rxWzrRhENWdg7NsThOWwtDckMopUia6dS2tZEbCZOMemm/6sYYmj+AUgotHqcwJ0hb3MEfChNP2iTaWynKDOAqyMrKJmE7JONRIgGTpvYkhi9AwDJpaKhH16CmOY4/koah6cTaWlLDMiLpGcSTNm4iTl66j5qWBLrlx2+ZxKPt+E2N5nabcFqYuO2QjLaTn+4nlnQJRdLQ7FaKXyoA4Ms9vyC3qATHUUTbWwn6DBK2SzichqZDbU0tfkv3gtNQhPSAP5WWBHDMMGX1jQzKziRiJHBdl3XVbSifD59uohIxMiIWZfVtuIYPDbCjzRSmB4k7ipy8fJraY+h2gmF5IWpbkpjBIEHLZMOGDQQtnfKGdsxINgHTorG+mqywn9KGVsxIBrqmYbc2MjgrQllDG2YkExdForGWQVlhyhvbSM8uxFGK9vpKcsImH5TXkp1TSNAfpKW5iqJQkC9qGjHSMtFsl/KyBibmaXxZq0gvSMcwDWpLGxiTb+C6LnX+HJZ/Xsuk8Xm0ldWQTMKKCiga5mVImkph3BD4aB1kF4NhQn0FjCqC99ZD2A8+H3zaAmOBz4FJEUgkoTYOu6fByy3gA3KBDR2v62u315vKt+hkAxZcfxiGoff75IkBk4r9tnxTgd3cK//DG9ttb6I/daahv01BvBT2t33c3ozAC4wHA6Xf0jEDeL2+W3sx8uNdJw0v+O/KwJspnsRL9bcDaR11E0B6x/fFllfXzICIBS0JCLiA2fF9wAv6M7LAVwfBkRHCehLTNKloasNvQywBrUmIBMA1QGuD9hjUtkDID44GOekQNECFIWwZJNDJsXTcpEOzphPWoc2FNMdGmQZ1CRu/qeOgU+AP4NOStJoB0kxFY0JR6PMR8floN33obpL6aAK9vZkmG6pb40SCGrrhozAcJkiCZDCN/KAPV7cIJuO0u1AdT0AyTnU0RramEQz4aVIalq5hK4goh2gsTp3jUhAJoek64WA6WfE6QjnDqY+3krSTNERjRPBS382aRo7fwtZNQrZNQtnUJhyyg34000eBz4elOUQNHwFd0Worwm6ChGtSk0zgOkmaYglvpr+l0+hoBC0dR+nk+S00x6bd8pFpaTQmFRkoTMOkWUFA14g6ioCTJOE61NsuWX6TJAZhJ0HSbuf7Nd5SUH/MfYMcfwZ+TRGz/PgNDUdpBO0EUQU18SSOHaeuLUaeaRDy+2nRDSxdx7aTBH1h/G2V2GlFaCRQCipa2ogoF8s0aVIQ0lzq4jZGvJ2oA81Jm6xQAN3ykWP5MNwYMStEQcii1dEx2xtpSJpUtLXgJGwaWyFsgN8PMQ0MBxrbvaEoLhB3IWhCmw0+pyO4SkDE5/3/BBwv1dpqQ0CHhjYIaF7qU/nAcKEx6r3OxPCyMyG8D9T+jv+pOJAHRDt+Vw7k4H2oFpv34rkTGTxoMIbhLbNjGHpqeMv2sFPPihXi6+jtDz6wyc+dwdWIPu6zl0lXpPVSltNL2W4dQ6iiXY47rZel74b1su3QXsrG9FKW1UtZcS9l0yNeYLS64+fOoG5cLxdtai+DOHq7Xr0dZ3QvZVMCPYO6Cb3Umxrx3uC6BnVTO66hg/dm5QC75XpfG/HetNqAyYOhBXg3CW8nvbWtRg0KUl8HbzbAf2ugpQlGDc0ipMEnq+GdJvjio1YiwJCMXKLVsGwFfLkO4vUwMj+LupXwQjm8UQ8tSRgzMkBLC/yvDF5cD42rYEx+MYn6JIs/ivP2MptoTYJReYW0VydY/KnLkg+T2PWKcQWDcRqSLPm0hTeXxWitamR4Zi5uazOfltfyzppy7MZaisPpNNXU8P7KOJ+tjZNshXEFg9Da4rz7eT1vfdlKa3UFRWkZxBuqeG3VBpas2oDZ3sSI3HziDTE+WB1l8WeNJBoaGJ6ZR6K+nrc+beL9lTFi9QlG5RaQqSk+W7OW11a1sGz9F0RQFIczcFsbWV5Zy2fVdbhtjR3HqeXtdRV8vL4Gok2UZOTgi7Xw9vp1LFlXSqKljvyMNJItdby9roy3N6zDjLZQkp6D3VzP++vqWLqqhkRzLSXp2ejRZt5bv4H3yiqwm+vJi6ShtbfwWXUtH1dUotqayYukodoaeK+slE/KKqCtiUFpmcQbKnn9izLeWV2R+jvxtzfx1qp1vLZyPbH6KgozMog3VvPKijW8tWoNVrSJkVl5JJtbeH99I2+uqMJurGFIWjbpGqwoX8PSinZWlq8hAhRHMnDbmviippFPy2pJNjdQGMmgva6ZZattVq23US0wMqcAraWZ91bW8t7qVpIN1RRFMmiu2sCrH7fwzmcN6K0244uKaa+C9zbA4pXQVgEji7JoqYT3K+DDCmitgpLCMPVVsLgW3q6HplYYURKgoR5eb4I3W6AuCiOHm7QBHyt4LwkVbTB4iJfFWIOX6WgGJuR7wVwzG4fhTBrifdjsXC2uM6ib2Mv/fW//4729Du3sDF1H07zZ2K5SHb12/UN67LYT6bETYmAL4gXQ6WwcAzoGb9mgDLwJPw3AFBOSNqh0eL/ZSxcNMrw009u1kBfw1iSrboeRPngv4fVsBPECxwkWrEx6+4vhvWkeUABfVkF2Pji2N0h8cjZ8WA95aeAPQHMNjCvxlixKK4RoK7TVwfQRsKIaCob7vJ6W6gSjcmHxl+DLhLQQ1FXC8CKoa4NInklzow1JmDUmxEeV7ehhP6FAgFhzE0NCFu+sTWIFQPeB0woThhgsL3MwgpBMgrJhxsgIuq5TmjRZvaqeSeMKSU/UkUwmWVYO6QU+UIpEW5LJBWE+q29Dt3xgaiRb40wrjlDZFscXzqE1HsVIRtmtMJt3ymrBHyTdFyIWbWBQJMD7pc3ofh0F2DGX3YoirGtqw5+WRTIew060s3thJp/VtRCKZKFpBrHmeoZlpbOirglfKA0HRWtrI5PyMvmgrBEVsMg0Xa6zvQHttxv/IhbIJhaNQizGnkPy+bCiFi0QwufzE2+ooyhs8t46m1AmaJZOW5XLhCHeNYlGcli1qo5hI7IoSDSAgg/LISPfAF2nuSbJyCz4cD340sDvg+ZqGFEM9VGI5PppbYmTaIV9SuCttaD5ISPDJNlmk+mD91aC0sDSvN65sXnwQY334bOz72dsLnxQ633AMfB6o6dE4KPWjR94GoFpwAd4Hzzdjr/9AqBqk/8LX8c+ukrv+NvdtFz07sTd/Jy392gGDxrszc7u5x47Cey2k653kBBCiG9bJl76OYQXYGrAELwgNszGNLWF11uTxAsY2vEC20a8N3SFl5Yblw2Gz3tzX17p9fzGOrYpw+uV9nf8nG5Cg+31iHemvnMsiNp4C5onvFmPWX4vyLFc0P2QcEBX0OB4xw3hBcL5JrS7ENSgyfECk5wARF3QkhC0vEAlaEBLHIId0+cdn7dNZdRrX8iM8fiEEwA4ecWTJOwAySQ0AbkaNKiNMwhb8YKcWrx9W53ngVcnQ4cvXRilQUJ551pGx6z+jn1EOsq6CnecU+fwAKfL9dbxxpZ5q9t5ZWLgS8P7e73okGF8VrqW4UWDmL//aILBYLfbqckCxUIIMQBkbKZ8VC9lvl7KMvtY1luKfGQvZRP7WDYytHE5IQcvWBiR46XR1uNNLqoChud6AUYSLwB0gOH+jYFFE942+YUGPuC9Sq8nczVegDN6uBeo1OIFMWXAkEHez6s7jtMEDB4MjQo+SMBHQLMNg4u9JYs+Bj6MQ70NQ4q945UDK/GOVTwYml143/H21wgMGwLNCfhUwdKEN7Zs6BCodeEDGz5woSUGgwd5QdpyYHmXnH1tDD5OeuWtwNChUN1xzJUd5zy649ooNvZWjc/13ii/7FhvY6Xygr5xJd41jHWcbxMwKrvn8zI+6D0XzR3PiQLGd4z/cPHaUA8M6yXNOahnET3vr9T7cBDxzTjIgou/M5xjJ8LyynWkWxojI07HEjteEPdt3k6wNxLYCSFEF030HHeZiRcMbKq3VFVvqzL0VtbbRJm+1ov2UhbvpTHK7R5AZtC5jll3XZZrA7yeO1e5ZBX4U4FuEBicDYlY9+A3BEQTG/cZwLtejuP1YGWwsWdPKa93LdxRJ4SX9u7cn9ZxnETSC55CeMFzZ7sjPq9tnb2FiaT3czreeYb83jlHOrbtGvAEOx7hjvqo7r/Pw1snb9P4KhaDYZtE4UMKvOsd6lJmAPFensDYJk+WQffbsHWed6KXJ7q3v7m2PpaJb0bUgM+rS2nTTSYUljCtOIesvMHd6vR3IlRSsduJpGKFEAONn41rTHpLSffOoOcs49F4QeXaju3S8YIfDa+Hq3PMInhBWiNeQGXh9brl4vXi5eMFrM0d+1yBt3yRhdeD2Fkv1NGOFrze0ZV4C6THOvbdOT6sqKNeKRuXOSrE66Uo77JtJhDRYrwx2UvFjv/kScIqQLKjLSM6toXex5l1yu34Xde1OTPxAtWtLd4udg4HDYE3NsCUdPj+7mGyMvNwlaJo8BDqW1qJBIJMHJyWustK5517+muMXb8uUCyEEOKb07Ujbkuf4DcN6sALwLpqpntw07UjqrHja9ceps478FT3ss/6Xuq1dynrXLa+a+DUOei/okvZql7qdW7bSPfz73qsrtvClicJ9HYnocYt1Bc7jzS8DyDvbvC+T3MgGM4iu6CYaHs7tc1tBA2NrMDGexl33KyF7RjTbTMJ7IQQQvRZhN5ThNtTX9eS/DprTm6pB1MI8HqP04ChfvDFoXCYRhJojcVxNY30QIB0y8bXcY9kXffuOuHdCa7/IjsZY7edrF04p7+bIIQQ37jegrrcXsqsXsp6mzDS22SV3vbX29qQhb2U9TJ/oVd5vZR93Z4O/9ariB3IKcNgzjD43gHDKRwOI4uGsceYoQzL9jMiJ8iw/Ai+YIiAzyLgtzANbeO9vvuRBHbbiYyxE0LsqnpLVyZ7KWvopay3+2v3NnatpZey3u6MUt9LWW+qeyn7und+2TT1K3ZsLQmw/bC8fC2+OLRHa6hvakUz/TgYNEcTmLhYmvJur9fPAV0nScUKIYQQQmyipRWsdMgIp1OUaWOG03EB23FxAZ+uE7B0dH1g9ZFJYCeEEEIIAYzVYK3yxl+OzYPhg/KJpBdQWlsOho/ssI+MkBc6maZJImlju/3b5k1JYCeEEEKIXZre8VinvJR6IRDJT4NABm2JBFEnQbbuIxQKpZY1GagGduuEEEIIIb5hBXhL6XSOs2wCQpaPWFsTNUmbNM0ipMdwXa97znVdXAWmoQ+4yQoDrT1CCCGEEN+qzvURs7t8rWhqIGaajMguIC/NRzCYhavAtl1c1wvqTB0ZYyeEEEIIMdCYQFHHmnW5FozNTScvK4NQWgZ1jS6BkEU4YOHzeYGcruvYNpjmwJpAMXBaIoQQQgjRDybj3SpuRbxjaZ0kZKVl4fP5aG5rI2SYhEwvUdsZxNm2i66DOcAiKemxE0IIIcQurQLI1GB4OpQ1gT8TGqNRrFAmORlhfKodwx/Gdb2ADryeOknFCiGEEEIMMMOBzCLILIhgrWkllA5Ds8Lk5wYIhYI0t2uE/D7CQQu940awhjGwArpOEtgJIYQQYpfmz4BYDMo3tOL3QYYFli+AQqepPY5fh6ChcJUGquMOE67q9/vC9mZghptCCCGEEN+S5ibQLMjMgXQTIpl+onaSpIKgZRLy6RimiaaBrmtoGriuwnG924kNJBLYbSdrF87p7yYIIYQQYisGd3ztXNokDMzc3WJ8gc5+o8aSOTjCmLxBTBxWTEGaRXaaH930YZoGhmEAXi+drmsoBe7AiuskFbu9DLvyP/3dBCGEEEJsRWnH1/qOr23AF2VJfAGoSHxBhgtphZm0x20s0yIeS+LTFTpe71zX1Gtnz91ASslKYCeEEEKIXVoiCaYPAv4AeX7wmX7Q8B5q8zNfNU0bcKlYCeyEEEIIsUvRgLEarFaQwFvmpLAozJDikWxoqqUxrmFpCr+poekmtuNgu2B1CeIGYlAHEtgJIYQQYhejgM87YjITaNRBd3049fXE2+qx03UaWmNkGH4M3UU5Nkpp3dat03VAKQxDHzBpWJDJE0IIIYTYhdlAbroFiTZW1VVSH7Mh1ojPNNBRxBNJYkmXpJ0EVMc6dsq7Z6xSaAysXjsJ7IQQQgixy7KA+uYkrulnSGY+ynVo04LYtgNo+H0WaKAwAA3XVYDm3SNW01AMnN46kFSsEEIIIXZhScCxQTkujutid6xhYitF0nXRXK8XTNPB0MEwvEDOG2Mns2KFEEIIIfpNEIhuUpaVDnY8yvpoO35NI+i2YxkGmlLEbBufoaMrF03TNlnuZOBNoJBUrBBCCCF2GZsGdQZQ3wJOMExJbgE5ARM9nIXtuoBOwDIBF7eXkGmgBXUgPXZCCCGE2MX4gJE6rHW9wG5wGNKDJjlZWVSZLumWn7Sgn4BPB02nPeZ03Eqse7pVKXot708S2AkhhBBil5IAPnO97yNAg4KWllYqE+XkGZCZHsJVGknbxcXFMjRMbeN9YZVSKOXdeUIfODEdIKlYIYQQQuziEja46Ph1Ax0bdAPbdXEVWIaB39QwDSM1WaKzp84YYL11IIHddrN24Zz+boIQQgghtmJ3DQYBU8OQAYwLw0FjhzGtKJ9pg4ZipOfgN8LkpIcI+3XCARNNN7EsA59lYBoapjEwgzqQVOx2M+zK//R3E4QQQgixFe93zHcoa/O+1rXBypoq0tKyaWiqx0y20eI3aGgOEQqFSLo2lq7QO/rCBmIw15UEdkIIIYTY5eh44+sAHMfFBXyGQZo/HQ2drusOD/RgritJxQohhBBilxEB8oHpmd6adjaQZSjyAz6GZGWh0EgoDUtT+E2NkN9EoWG7/drsPpPATgghhBC7jBjgAmsboQpwgFoHqhIu1U0t1LW1YGgmSUzaE4powsF1nI5JEwNv3bpNSSpWCCGEELuMfKC8y8+NQGYghNPWxErbJaTBoLQ2fGY+uqaIJWxMHQKag7fq3cAmPXZCCCGE2GV0BnVFeGFaNlDd2EjMsBialUdWOIgyM7x7wOoGAZ+JqxRJtWOMs5MeOyGEEELsUoJApgbtCkJATiiAZVmk+/0k9CQOLhoupuEtaaJr2g6TipUeOyGEEELsMiYAFvCZgvaO73MysknzWTTE23GVjqniaJqGUgrbcbFMA3MHiZh2kGYKIYQQQnx9pXgzYyfoUACEs6E1GQcrQEEwgqUrkrof2/HuPGEaOoam0LUdI2SSVKwQQgghdhlFQEYI8gZDbSWYLqTrirBmk5aejtNiEzQtwgELn6lhGDqJpMLnMzCMgT95QgI7IYQQQuwy4kBDO9R86U2eCOmwpjWOL9GArzVOvg/yIhYuGknHJWErLAN8Az+mAySwE0IIIcQuJNHx1QHagAwLTMNE13SUcmmPJ0jaNrbjomFgWTo+E3RdUrG7lLUL58j9YoUQQogB7ruTYH0lWFnQWg8F+SaTBw3CVYpAKMK6hjpcgmRFAgCYponrKlwFxg6w4okEdtuJBHVCCCHEwPfOp5AEzFpvRmxu2Ka+tZVAIEy8tZ2Ia9MUa6WpJUB6WjqOq9BQuC7o2sC/b6wEdkIIIYTYZdgdXzOzIWIABtiug6MUPsMgKz2TNjuJrmloGriuQtNAQwEDO6gDWe5ECCGEELuQXKAoDUoG+zFD4OqQbkK6zyAzLUA8Ecd2Fa7ropRC17VUKnZHIIGdEEIIIXYZrUDSB+sr4tSXg61Bq6vTmoTmlhh18RhhXxDDChJLuCRsF9d1+7vZfSapWCGEEELsMnKyoKUeyjp64AKlEBrvIxptpNR2SdMh2x/HNHVAkUg6GDoYusuO0B8mgZ0QQgghdhmlDZCdDhMzoK4C3HQoa67DCqQxLCObkJHACGXiKoWhG/gsDcd2cNTAH18HAyD0vPvuuxk+fDiBQIA99tiD//3vf1us/8gjjzB16lRCoRBFRUXMmzePurq6b6m1QgghhNiRWQA6hEKQFoaABQV+k+JQgNysEJG0EK7joikX09AwdC01zk6pgT/Qrl8Du8cee4xLLrmEa665hg8++IADDjiA2bNns379+l7rv/HGG5x++umcddZZLFu2jCeeeIKlS5dy9tlnf8stF0IIIcSOaHCudxuxDeuhPQk+BXmZOaRHwrTHE8SToKlkalkT11UYho6+Y3TY9W9g96tf/YqzzjqLs88+m/Hjx/Ob3/yGIUOG8Mc//rHX+kuWLGHYsGFcfPHFDB8+nP3335/zzjuPd99991tuuRBCCCF2RC3NEMiA4kEQ8YGZoZNwHQyfj/SgH3CJuQauUigFuq6hoQb8+nWd+i2wSyQSvPfeexx66KHdyg899FDeeuutXrfZd999KS0tZdGiRSilqKqq4sknn2TOnDmbPU48Hqe5ubnbQwghhBC7JiMBER2KcrIIZYHPMAj7LcKmRsBvYlomlqFh6lrHpAkNpTRMU98hbivWby2sra3FcRwKCgq6lRcUFFBZWdnrNvvuuy+PPPIIJ598Mj6fj8LCQjIzM/n973+/2ePcdtttZGRkpB5DhgzZruchhBBCiB1HK1DXACvWNeC0Q0BL0pZQtLTHqW1oA9fFr7s4LiRtl3jCQdMU5sCP6YABMHli065NpTbf3bl8+XIuvvhirr/+et577z2ee+451qxZw/nnn7/Z/V911VU0NTWlHhs2bNiu7RdCCCHEjsPueBgK7ARo6DiOi0LDsgwMXDRd75gs4aViDV3bYVKx/bbcSW5uLoZh9Oidq66u7tGL1+m2225jv/3242c/+xkAU6ZMIRwOc8ABB3DLLbdQVFTUYxu/34/f79/+J7CJtQvnyP1ihRBCiAHu4D00atsUeQVFbKitIjs9i8F5aTiuIi09QmN7jHDAT1rYix30jiDPVWDsALFdv/XY+Xw+9thjD1588cVu5S+++CL77rtvr9u0t7f3yG8bhgHQ71OQJagTQgghBr7X31esKoN3P62gdq1LWV0dy0trWdcQZW1lM8SjmJp3t4nOmKPznrH9HWv0Rb+mYi+77DL++te/ct999/HZZ59x6aWXsn79+lRq9aqrruL0009P1T/qqKP4xz/+wR//+EdWr17Nm2++ycUXX8xee+1FcXFxf52GEEIIIXYQfhOUDYkkuJb3fcAwMV2Iuw4xG2zb7rbNjpKGhX6+88TJJ59MXV0dN910ExUVFUyaNIlFixZRUlICQEVFRbc17c4880xaWlr4wx/+wE9+8hMyMzM5+OCDuf322/vrFIQQQgixAwkBgSzIKghTU9VGUoc0v044PUwwEKCupZXaNpeCrI29djtCT10nTe1Ird0OmpubycjIoKmpifT09O22X0nFCiHEwBLUYnw2+QQAxn/yJFEV6OcWiYFgPBDOhEgYYrWQNQS+N3kEGdl5aEB7SyuuZTF5UBrBQNBb5gSFaRoY/bRK8bbELnKvWCGEEELsMrIyoKkRmhu9IChQC5ZuoJIJWuIOhmZgaTamoaNpikTSwdDBNDTA6N/G90G/L3cihBBCCPFtqWgCIwBDBoPPAD0C7fEYCRvCwQCm4YLuw3UVmqbjsww0NBy1Y4yzk8BOCCGEELsMH2Aa4AK6AYYOmq7hKBdd13DQSAv5CQX9mIa3hp1haNi2N+ZuoJPATgghhBC7jKFFYNqwthTaE6C3Q9AKoJJJ6lva0BxFhs9B0zYuSrwj3Eqsk4yxE0IIIcQuo7oOMvNgrA/a68DIgqZ4lFAoi+xIkKCRRDOD3bbZEXrqOklgJ4QQQoidWh5Q0/F9sQ/CQSgZNIi1oTKChkVJVohg2EcoHCRhmz0WI3ZdvNmxO0DPnQR2QgghhNip1XT5vtGF5hqoi5WRbkI4R6PdNVG2RrQ1RtgEn89Lwbqui+uCroM58GM6QMbYCSGEEGIXolxwFLgJaG8BXdMwDN3rkdMgkbSxXbdjsoTXU+fbQXrrQAK77Wbtwjn93QQhhBBCdFHU8TXU8TUCTJ/gY3gRTBpbSKgAIpFcCrMzSA9Y5KWHwLKwTItw0MJvaTtUUAeSit1u5M4TQgghxMBS0fG1veNrK/Du8gS+NKhur8SIQV2gmvLqDNLS0tGSLoZjYzs68YSNZVngKnRtx7lf7I4TggohhBBCfF0d8ZlpQDgDHMdFoXA1hXLA57PQdQ1d19A0cF2Fs8lkioFMAjshhBBC7NS63ggsLwxDCnTGDSkEA+KaRcSnkxGwyIr4cRUkHFKBnK5rKAXujhHXSWAnhBBCiJ2b0+X7uA4xw091WyvtbaDpBrbSSbgaCdshbjugNFylYTtebx2oHkugDFQyxk4IIYQQu4xgCJKNUeoTYGkQiLVhGjp2MkGrAz4dgobbLRWraaChSOVxBzDpsRNCCCHELqNiLcRsGDo4g6wwqHAaLbEYMUcRCfiI+A00w+qWinVdtcOkYqXHTgghhBC7DAc6euB0MCEjECQjHMQwdSxDw3U1XAWOCwqFrnvj7WRWrBBCCCHEAFMyzOvVWrWugfp68CcbCQcC+AyNlliCWMLBwEbXNUBh225HEnbH6LKTwE4IIYQQu4yKMnBNGD0si/R0iPkyaY/FSbqQ5vcR8BsklY5tO7iuwjR1vBBvx+ixk1SsEEIIIXYZfp+3hp2p6/gNaI5HaYtGCRl+bMMF18UxNJKOi4GG5iq0HWA2bCfpsRNCCCHELqN4KAQNKK2uozUBWlsLIb8fS1M0tsdpidnoysYyjY57xzrYrvJuMrsDkMBOCCGEELsEH9DWDmYkjfzcLEwdnFA6tuOidIuI34dl6iSV2bHMiY7P8pY3dtSOkYqVwE4IIYQQO7UivIDHBDJMSDNdCiMRfCGTgGkQsHQMzSVgGfgsAw2FrikMHQxdQ9c0WaBYCCGEEGIgqOj4GgMaklBf20Z5SztZBkQ0m/akQsfGcBQ+DQzTW+4ER6G5LoausYNMipUeOyGEEELsGkwgmvBiNMswUI7C8vm9G0po4DoutmP3COJcd8cYXwfSY7fdrF04h2FX/qfjJ0VQi/dre4QQYlcX1GK9fi92HdN0KHchyw8VcSgGZo3NoDEaJzs7n4rmBnIsH0UZJtFEHM0wiSVt/LrC39FLp2s6iaSDaRnorgGbi/GMkLfycT+TwG472RjUQVCL89nkE/qxNUIIIbp6f9Lc/m6CGCgaOr6Wd3xtBSq3vEmwL/s9qRXM8Fdu1vYiqVghhBBCiJ2E9Nh9A6LKz/hPnuzvZgghxC4tqMVSPXW7f/owURXo5xaJb5sBWECJCVW2t9zJMePBn55JRnomlU11hP0hDhlbhOkPYJkWsWQSQ9cpSPdjGAa6ruM4Lpqm4bf0zd8z1gh9i2e2eRLYfSM0eQERQogBJKoC8rq8C4smvRmxhUCbruGYGdhxjbY4uD4f7a6foJ6Gi4armeiGhWb50c2OMElzvfFzpj4gxtFtiQR2QgghhNgphYE2vKAOoBYI+fzYsRaqbIVPN7HsdkxdR1MOsSSYmoaBA4BSCqVA17Ud5E6xMsZOCCGEEDupto6v6R1f/UBVY4wYOoMyswjroKwQ0XgCx4WI38IywMFLv7quQtc1dI3Np2AHGAnshBBCCLFT61yWLgCE/BC2LEzdwNENIv4goXAIXddQgOuCqevo+sYQKdVrtwMEdxLYCSGEEGKnlN3xtaXL1/ysdHQ7xsqaCqLxGJlalKDPh4FLY3uMeNLBpzsYho6mgW27uEqh7SC3npAxdkIIIYTYKdUDGXjr0FUCWUB5czMZWXmMzQiiue3ooRxiCRvT8pEZ1AEbV7c60rA6pqmBUqgdZJSdBHZCCCGE2CmlA/nA4EEQKvPKRgYhFISCvFza2tvRdIP0gI5pGViWSSLpBXCGDobhpV+Vwgv0doCxdhLYCSGEEGKn1Ay0A5Vl3hp2IWBdHAKtCZrcOgqDkJmejmma3np1rsIyDVAKTds4ps4L7iQVK4QQQgjRr2w2jrHLBCL+AIam056MUh1PEvD7sB0XUwfL0NBxUVr3KQg7SlAHMnliu1m7cE5/N0EIIYQQXRyUBiOAPTNhMJCXBcNzCygMhRmdW0jcH8R2/aSHA/hNsAwdhY5lerNiOwO6HWlWrPTYbSfDrvxPfzdBCCGEEF283uItdbK6saOgAT4oXUcwmIY/GseINlGuKSpq/YTDYRQOPh18hoXteIGdpmkYOug7QFAHX6HH7oEHHqC9vf2baIsQQgghxHbTNYEawAt6/JYPA4gnEygziJ1IgLZJ5R3YNgd2V111FYWFhZx11lm89dZb30SbhBBCCCG+tgK8WbFTAt73GhByk+SEgozKK0LpiqRuEbZ0IkGLjJAfy7JQmo5paFiml5YFDVd13mJMDegxd9sc2JWWlvLwww/T0NDArFmzGDduHLfffjuVlZXfRPuEEEIIIb6SOiAKrIjBuo7vS1sUa1pjVLQ0U9/cjIaBQsdxNVyl0DVF0nZxXbfLmDqvLGm72I7CdhSOOzADvG0O7AzD4Oijj+Yf//gHGzZs4Nxzz+WRRx5h6NChHH300fzzn//Edd1voq1CCCGEEH2WjzcjNtrxcxOQFbFItjWzurocW0FAtXRMjPAmSaDp3QI2pRRuxzp2mkaqrusOzODua82Kzc/PZ7/99mPGjBnous4nn3zCmWeeyciRI3nttde2UxOFEEIIIbZdecfXDMAA/EB5dZKkBiV5RYQtnYSRkQrOvFuIObhdYrXOoK7rrFhN07x7yyq61R0IvlJgV1VVxS9/+UsmTpzIQQcdRHNzM//+979Zs2YN5eXlHHfccZxxxhnbu61CCCGEENvMwAt4gkA4ApGAD59hYBqG1/uGhgteilUpTGPjciduR+TW23InnT13A6nXbpsDu6OOOoohQ4bwwAMPcM4551BWVsajjz7Kd77zHQCCwSA/+clP2LBhw3ZvrBBCCCFEX43u+FoPJPFSsoNz0wkqWFtTQVvCxYw3e0uZuA5x20a5ClPzhpR1Bna6rqH3strJQFzXbpvXscvPz+f1119nxowZm61TVFTEmjVrvlbDhBBCCCG+jgogG68XqxXvzhN1Lc1E0nIZmx2iqakaN5BBwnbwoxP2617fnWZ066nb3D1iB1JPXadt7rGbOXMmu+++e4/yRCLBgw8+CHgnX1JS8vVbJ4QQQgjxFWUB6cDYHCjBS8UWWSZDQj6GZGaRmZFF0NQIWRoBUxHym/hME9PQeix30puBeEeKbQ7s5s2bR1NTU4/ylpYW5s2bt10aJYQQQgjxdZUBa4GP66ARL+iJGj7q43G+qKnEdF18uktLQtEcc2luT+K6DkZHsKZpnb113cfSdaZoNY1eU7T9aZsDu87ba2yqtLSUjIyM7dIoIYQQQoivy4c3caINqAJsoD2RJOZ4wVsyESVgWvhMA0ODhO3QHrdxHCe1D++WYl1mwboq1VNnDLDeOtiGMXbTpk1LRa+HHHIIprlxU8dxWLNmDYcffvg30sgdwdqFc+R+sUIIIcQAMmswVNWAPwM2VENuOkwdUkBbLElmZj6V7c1E/BmkR8IA6LpOezxJwtUIdgnYNE3D2KR3bqAFdJ36HNh973vfA+DDDz/ksMMOIxKJpH7n8/kYNmwYxx9//HZv4I5CgjohhBBiYPm0FGJAe7XXaxdthre+KMUK+8iI2eToNiotQFt7DL/fj6ZcTE2RSNjYPq1bJxYM3GCuqz4HdjfccAMAw4YN4+STTyYQCHxjjRJCCCGE+LrigIM3aSKEl5q1LNB0cBQozcR2bG9uhAYoME0T29lx76C1zcudyMLDQgghhNgRpHV8LcyDhlpvFmuBDyJZ2WSnZ1PeVE99u0JTLjoK0zRIJJK4m5kFuyPo0+SJ7OxsamtrAcjKyiI7O3uzj2119913M3z4cAKBAHvssQf/+9//tlg/Ho9zzTXXUFJSgt/vZ+TIkdx3333bfFwhhBBC7NzK8O4VW1oD5Qp8EdDSsolrPqpb24jH2miIRalvidKWcIkmHBKO402mMIz+bv5X0qceu1//+tekpaWlvt9eOebHHnuMSy65hLvvvpv99tuPP//5z8yePZvly5czdOjQXrc56aSTqKqq4t5772XUqFFUV1dj2/Z2aY8QQgghdh75wPouPxe0Qpo/QDTRRkU8gaUgLdGKzyxGOTbNSRu/DlbAAax+avXXo6l+XDZ57733Zvfdd+ePf/xjqmz8+PF873vf47bbbutR/7nnnuOUU05h9erVX6l3EKC5uZmMjAyamppIT0//ym3flEyeEEKIgSWoxfhs8gkAjP/kSaJKxobvqkrwbic2JA32n5iGL5RG0PTR1FKH5gsxc2QBGRkZhPw+NGUT9PtJC5oDZrLEtsQufUrFNjc39/nRV4lEgvfee49DDz20W/mhhx7KW2+91es2zzzzDNOnT+eOO+5g0KBBjBkzhp/+9KdEo9HNHicej3/lNgohhBBix2XhjbMLaBABlAOam8TUNEKmhW5YZASDZISDBEwdn6lj6jq24+K6O+YEij6lYjMzM7catXYuXNx1Ub8tqa2txXEcCgoKupUXFBRQWVnZ6zarV6/mjTfeIBAI8NRTT1FbW8sFF1xAfX39ZsfZ3Xbbbdx44419apMQQgghdh6TNahTsF55AY/VDpnBNKKJKGtjUSIa5PlcAn4flmmQSHoLFxtqxwzqoI+B3auvvvqNNWDTgHFzd7YAcF0XTdN45JFHUne5+NWvfsUJJ5zAXXfdRTAY7LHNVVddxWWXXZb6ubm5mSFDhmzHMxBCCCHEQNSgICcD8h0obwXdgMrWJgKRbIZEIgS0GL5gVsftwXR8lkYymfQq7qD6FNjNnDlzux84NzcXwzB69M5VV1f36MXrVFRUxKBBg7rdumz8+PEopSgtLWX06NE9tvH7/fj9/u3beCGEEEIMeJlAWIOcoRZWWRI0GJ8TxgoESc/KpL09ht8y8FkGhu7dJiypaejawLtVWF/1KbD7+OOPmTRpErqu8/HHH2+x7pQpU/p0YJ/Pxx577MGLL77Isccemyp/8cUXOeaYY3rdZr/99uOJJ56gtbU1deeLL7/8El3XGTx4cJ+OK4QQQohdQy3Q1AhVjUkCGuTkQFQPEHegvaGZsAH+sIHjgko6KM3F0jV8O26HXd8Cu912243Kykry8/PZbbfd0DSN3ibTbssYO4DLLruMH/zgB0yfPp0ZM2bwl7/8hfXr13P++ecDXhq1rKyMBx98EIDvf//73HzzzcybN48bb7yR2tpafvaznzF//vxe07BCCCGE2HW5HQ+ANgU5GrgoDE3H0DR0HBQatuti6jqWrmPqLrrep7mlA1KfArs1a9aQl5eX+n57Ofnkk6mrq+Omm26ioqKCSZMmsWjRIkpKSgCoqKhg/fqNK9BEIhFefPFFLrroIqZPn05OTg4nnXQSt9xyy3Zr01e1duEcWfJECCGE6CfpwKbrXhwwFhpbIJQbpLI8Sm6hj7FFhcQSDoFwhKb2KAFfgMywN2TLNE0SSQfd0HfY4K5f17HrD7KOnRBC7BpkHTsxGbyF3UxQCRhSDAdPHUQwkIZhmPhUgnBGmJH56VimBWgYusJneuPuBso4u22JXbb5XrEAX3zxBb///e/57LPP0DSNcePGcdFFFzF27Niv1GAhhBBCiO3NBjQgFID0NNAtMDQdvSNg000fruPiugqlwDA0TGPHnTgBfVyguKsnn3ySSZMm8d577zF16lSmTJnC+++/z6RJk3jiiSe+iTYKIYQQQvRJ1x6rIgsG5cDIESGsoBfohQyX9KBFfnYaStdIOt5kCb+lEfAZgIa7A+cyt7nH7vLLL+eqq67ipptu6lZ+ww03cMUVV3DiiSdut8YJIYQQQmyLrnePr3chDCSq2mmrhezB0OIaJGMusWSUWCJKIBgh4YBmg4uLplwMY8edFrvNPXaVlZWcfvrpPcrnzp272TtGCCGEEEJ827KzoKUG1lRAXRLceohYflQySnlLE9Gkg0/FMA0dTVMkkg62q2AHvvPENgd2Bx10EP/73/96lL/xxhsccMAB26VRQgghhBBf15e1kACGF0J+CFQ61LY0EnUUBeF0gpZBEj+27aAU+Cyvp85RO+4Yuz6lYp955pnU90cffTRXXHEF7733Hvvssw8AS5Ys4YknnpB7sgohhBBiwIgBIcB1wOl4xB0b13FIOg6O6+C4CttVGK5CcxUo1TGZYvO3OB3I+rTcSV/XctnWBYr7gyx3IoQQuwZZ7kTsG4SGqHcHCh8wPAInzRpOe8KmyVWENBiUHmTSyGJM08RxwdDB0jXCQWvArGW33Zc7cd0dN9cshBBCiF1TQxTScyFLQUsDWJnQEo9j+tMoNEzidisJgrhKoWk6PkvDtm0cNTACuq/iK61jJ4QQQggx0OUYELAgkmXiM2ycBPidKEEtSCQSoaXN3jgTVgdd13B2wPRrV18psGtra+P1119n/fr1JBKJbr+7+OKLt0vDhBBCCCG+jjYXYo3Q2Gzj00FpUBGzMVUb4YQi04Kgz8BxIWm7oClMXcPYgWO7bQ7sPvjgA4444gja29tpa2sjOzub2tpaQqEQ+fn5EtgJIYQQYkBwFCgbbBeiDmRlgaWbGEoj7iRpScTx+U1cFAowNA0NF03bcVOx29zySy+9lKOOOor6+nqCwSBLlixh3bp17LHHHvzyl7/8Jtq4Q1i7cE5/N0EIIYQQXew1CfKyYOgoyC2GvAIoyckmP+xnWGYu8UAIywiTGQkRsHQCPgOFjqZ7txXrw/zSAWebe+w+/PBD/vznP2MYBoZhEI/HGTFiBHfccQdnnHEGxx133DfRzgFPZsUKIYQQA8vrn0IboKrBDzjtsDy7FldpBAIJIk47saBFS1uIYCBI0rHRULgOJG0vuNN10DV2mKVPtrnHzrKs1MkVFBSwfv16ADIyMlLfCyGEEEIMBA5gAQagu2AaJoau4bouhhXAdmxcV+EqLx2raxq67j00DVxX4XSsa7cj2OYeu2nTpvHuu+8yZswYZs2axfXXX09tbS0PPfQQkydP/ibaKIQQQgixzYpNyDIhPR9i7eALQmHQh88XJuAPU9pYTWtCx29q+EwdTdNRSqHwOrA0bWNw5yp2iEkV29xjd+utt1JUVATAzTffTE5ODj/84Q+prq7mL3/5y3ZvoBBCCCHEV1FnQ0yD+npoqYNEEtqSNsrwEbdtXNfGRpF0XGwHr9eul565zuBuR+i12+Yeu+nTp6e+z8vLY9GiRdu1QUIIIYQQ20N2GKrboAWvJ8usAWuiQSzWSourCJkBQrqNrmmAwnE7xtPRPYDbkSZSfOUFiqurq/niiy/QNI2xY8eSl5e3PdslhBBCCPG1rGqDNA0G5UBDLdh+qG5qIC0rj4JQBiSb0XxhHMdFKTANDbqkYjvtKEEdfIVUbHNzMz/4wQ8YNGgQM2fO5MADD6S4uJi5c+fS1NT0TbRRCCGEEGKb+fDWsmtPggukhSA7HCHDtAj5LGzTIjMUIhwOo+sam4vflKJjMsXAH2S3zYHd2Wefzdtvv82///1vGhsbaWpq4t///jfvvvsu55xzzjfRRiGEEEKIbTYsDxTweROsA+x6yMvMwsBhXVMdTiJJtj+BYegYOjiui+MqUC7g9dS5rkLTvBTtjmCbU7H/+c9/eP7559l///1TZYcddhj33HMPhx9++HZtnBBCCCHEV1VdA1mZUOSH6irw5UNVWwuhUDolkTABI44WSMd1FYZh4LfAcVxcpXUEdB1Ln+xA69htc2CXk5NDRkZGj/KMjAyysrK2S6OEEEIIIb6KNLzJEgDZOgRNGDIsmzR/PUkXSoKQnuknOzudaDyO67houJiG6S1v0rGtaWgdy53sGAFdp21OxV577bVcdtllVFRUpMoqKyv52c9+xnXXXbddGyeEEEIIsS1aunzfDFQ3wxer6rHjEDAhqvuJKpOaphiaUviMjb1xrqvQdQ1D3zGDOuhjj920adO6ndyKFSsoKSlh6NChAKxfvx6/309NTQ3nnXfeN9NSIYQQQohtYBqQcKCtHZrbYfBg8OkGBhqOcmhpS5IWDnSsUdcxQQIF7HgBXac+BXbf+973vuFm7PjWLpwj94sVQggh+skoYGWXn01gzAhoagF/ToCKshjpuWGK8/NwXIU/EKCmpQ3dsAj8//buPE6ysjz4/u8+W53au3t6maVngxlg2GEQBMQV8CU8Ksa8rlFR87xB4goxgpgQTPKAGhOXCHHPE0MENWLMJ6hgIopiguCAhBl2hll7eu/a6yz3/f5xunu6ZwqYHmamp3qu7+dTn666+pw6d/Wh6Wuue0u5gMG2LLRunxmwrexTYnfttdce7Ha0PUnqhBBCiPnzxB6vI+C3jybLnJiBBkrDRKbKUzt3kfHzqFKAS0DDVZSrLq7rYtvg2mApex4+wYGx3wsU33///WzatAmlFMcffzynnXbagWyXEEIIIcQL0gBsIJ+FjEq6ZjFgtMFYBttzk6VM7N17wsYKHGMWdsVupsHBQd785jdz11130dHRgTGGiYkJXvGKV3DLLbfIDhRCCCGEmDdZoDr5vBfI9MDSFXkGd5WJbMg7hmzWJZ3JUq7WaMYWtgLXsbAsiyjSRBq8OU8vPTzMudnvf//7KZVKPPzww4yOjjI2Nsb//M//UCqV+MAHPnAw2iiEEEIIsU+qM543PJgI4eltZQYHINIwFhhGqjHjpQaNZgOtIZ5+GJQyRJFGaz1vn+GFmHPF7kc/+hE/+clPWLdu3XTs+OOP54tf/CIXXnjhAW2cEEIIIcT+6uqC7QOwjSTh6RyFvJciipsMVgIyFhTSTSwrP90Vq5Rqq71h9zTnip3WGtd194q7rtu22a0QQgghFp4dA+A4cHQvdAI6CyO1Eg1tWJTJ4tiKpknyF2OSNeySnSfmu+X7b86J3Stf+Uo++MEPsmPHjunY9u3b+fCHP8yrXvWqA9o4IYQQQoj9ZQF+ClIepFIQhNCIIiJtCMKIIIpoBDH1IKYRaoJIE8e6rZc7mXNi93d/93eUy2VWrVrF0UcfzZo1a1i9ejXlcpkvfOELB6ONQgghhBDPKdMitnQxqBi2boNqE5wm9GQL+Gi2VyaoNEOsqIZjW2A0jSAiNgaL9u2BnPMYu+XLl/Ob3/yGO++8k0ceeQRjDMcffzznn3/+wWifEEIIIcTzqrWIDQxAKgfLlkFUglQnTNRrZDJdLM151JoVAuMTRRrbdvE9C6NjYrN7nF27Ve7mlNhFUYTv+zzwwANccMEFXHDBBQerXUIIIYQQL0jBB+Mk3bGNFPhZRT6dQVmKlOugYwfHVaRche9ZKKUItCKINK6tsCwLywJLtU+CN6euWMdxWLlyJXEcH6z2CCGEEEIcEEv6wdYwsBMqVciGhpyXwVWGiUYdS9n4doxlJelQGGmUUthqaluxyUWLtWmbmbJzHmP38Y9/nKuvvprR0dGD0R4hhBBCiANicBjcIvQvh2W94HTkqYRNtHLpymRIuWDs1GTyllTlbIvpRE8phWUpjKFtZsrOeYzd5z//eZ544gmWLl3KypUryWazs77/m9/85oA1TgghhBBiLpYDWyefdwMdndC9aBnlegWjYFHawfUd/IzPREWTdh08N9lrzLYt4hicyV0opkxV7tqhS3bOid0ll1xyEJohhBBCCPHCbZ3xfMxAVIORYDs5G/KZNPXQohEFjNUisi5kXYdYgzaa2IBjJY+Z2mnR4jkndtdee+3BaIcQQgghxAFl2+C6EEZQCyCb0YQmxnFtfMvBtSMs20Ybg0GhALvFGnbtktTBfiR2U+677z42bdqEUop169axfv36A9mutrP5hotZddW/z3czhBBCiCPSUcBmoA/YCSwFzju5h5FKnWznInZNjLG02MUx/d3E2uClUozXGniuRy7tTe4Tm5TqtAF7Rm5nDG2zaPGcE7tt27bxlre8hV/+8pd0dHQAMD4+zjnnnMO3vvUtli9ffqDb2BYkqRNCCCHmz1OTX3dOft0B3PfUELENqXqdbBgTZH2azSaen6YRhHgYoiiiGUQ4joM2BozBGIU1meQZk4yxsw7/nA7Yj1mx7373uwnDkE2bNjE6Osro6CibNm3CGMN73vOeg9FGIYQQQog58QHbmeyOdVyyWT/ZQiyKCLXBcxyKOR/XcbCsZParAlAKrQ1am+lKXavu2cPVnCt2d999N/fccw/HHnvsdOzYY4/lC1/4Aueee+4BbZwQQgghxFysBrYDNtChIN2RZln3Up4Z2UlVG7K2IWUb/JSNnlyXd2oMXTIrVqMshWMnyVy7JHRT5pzYrVixgjAM94pHUcSyZcsOSKOEEEIIIebKAp6efB4AgwHktU1zbIThoRpdPQ6jtZi0ZfDjAGVi8pk0ynKIYoNlJUmeZVltmdTBfnTFfupTn+L9738/991333SGe9999/HBD36Qv/7rvz7gDRRCCCGEeD4+oPeIFXOgKxWeemacegBWrUQm5aLigOFyjVKtiUuAZSnAEEUaAyjaZxbsnuZcsbv00kup1WqcddZZOE5yehQlgw7f/e538+53v3v6WNmdQgghhBCHQmPyq8XuBG/HFsj3waqVHUyMjNN0fMYrVdLZAt35DMrEBLjEcXKG41gYrTG0X6VuypwTu89+9rMHoRlCCCGEEC/czKqdtqFah0yjSdgEU1AYpYhJ9n/1LUOtEZJxwHXdeWvzgTTnxO6d73znwWiHEEIIIcR+6wGG9oj1LYNdO+HJJ+v4FvTl63Rks1iOQ7kRUFeQcTS2nUIpiCKNZR1hXbFCCCGEEIebPZO6RUB5AlJF6MrYVEZjonwHAK6XIu9oJmp1tHHRxmCjcBzV9l2xc548IYQQQghxuOklqVYdr2AVyXInOSDvwOJiB/ki1IImzWYTYwxKKWwUyjJYGGyr9XZi7UYqdkIIIYRoe8Mk4+s2miSpSwMTMUQlqOkRMjakdECsDc0gIIzBdWxsyxBriGKD0hrbap9dJlqRip0QQggh2p4/43kMNJncCswGZaA6AdoYgiAiiiHl2niWxnFn17imlnJrVy8osdu6dSvbtm07UG1pa5tvuHi+myCEEEIcsc4oQDewGHCBfuC45VmW9zgcs2IpqUWwtKuPo1f00ZV16MiksFMpCn6KtO/h2ArXsTBGQZsuTgz7kdhFUcSf/umfUiwWWbVqFStXrqRYLPLxj3+85Y4Uz+fGG29k9erV+L7P+vXrufvuu/fpvF/+8pc4jsOpp54652seDKuu+vf5boIQQghxxPp5KemOHQBCkh0oNm6usn044uGndtAcglplhF2jJcr1kOFKDROEeJYmig1RbAgjjVIGjGnbyt2cE7v3ve99fPnLX+ZTn/oUGzZsYMOGDXzqU5/ia1/7Gu9///vn9F633norH/rQh7jmmmvYsGED5513HhdddBFbtmx5zvMmJiZ4xzvewate9aq5Nl8IIYQQR4ggBCxIp6G7D5TjEsYxMZByHDK+g23bs85p10rdFGXmmJIWi0VuueUWLrroolnxH/7wh7z5zW9mYmJin9/rrLPO4vTTT+emm26ajq1bt45LLrmE66+//lnPe/Ob38zatWuxbZvvf//7PPDAA/t8zVKpRLFYZGJigkKhsM/nPR+p2AkhxOElrRpsOun3AFj30HepG/95zhALwUqSqp0D/N5aWNRdYFFnH1uGdoCyef3Jy/EzebK5LFGksW1F3ndQSmFZFnGsUUqRcq3DJsmbS+4y54qd7/usWrVqr/iqVavwPG+f3ycIAu6//34uvPDCWfELL7yQe+6551nP+8Y3vsGTTz7Jtddeu0/XaTablEqlWQ8hhBBCLEzPkEycSAEqrdB+jrFahbFylYaB0SaMBjBSatIMmjRDTRhpYg2xbt8u2ClzTuz+6I/+iL/4i7+g2WxOx5rNJn/1V3/F+973vn1+n+HhYeI4pq+vb1a8r6+PgYGBluc8/vjjXHXVVdx8883T+9Q+n+uvv55isTj9WL58+T63UQghhBDtoWuP16NAxvWYGBviiV0DGEuRN01yKQ8PzUSjyWglJAqbWJYCDFGkMRwBO0/87u/+7qzXP/nJT+jv7+eUU04B4MEHHyQIgv0a87ZnmXNq0cA9xXHMW9/6Vq677jqOOeaYfX7/q6++miuuuGL6dalUkuROCCGEWGBGJ786QDT5/JltTZwOWLyoGzeo4GULNJpNfMej6HtUmk2qocUibbBta0HsPLFPiV2xWJz1+g1veMOs1/uTKHV3d2Pb9l7VucHBwb2qeADlcpn77ruPDRs2TFcGtdYYY3AchzvuuINXvvKVe52XSqVIpVJzbp8QQggh2o/N7sTOxKA0GB1RbkYsKjg0YodGOcRPK2wdoV0Hhcaxk3F2sWnfpA72MbH7xje+ccAv7Hke69ev58477+T1r3/9dPzOO+/kda973V7HFwoFHnrooVmxG2+8kf/8z//ku9/9LqtXrz7gbRRCCCFEe1gFbCYZXzelf6nFcFWzefs4FrA0P04mvYxmM6RSa+BZ4LoBSmUA0NpgWaqN63XzvKXYFVdcwdvf/nbOOOMMzj77bL785S+zZcsWLrvsMiDpRt2+fTv/+I//iGVZnHjiibPO7+3txff9veJCCCGEOLJsJ9l9QgF1IAsMlTR2IcXiTg87aqByPYRRjO2l6HAsqtUqtdhDa4MxTCZ1ZvJd2tOcE7vTTjut5Rg4pRS+77NmzRouvfRSXvGKVzzve73pTW9iZGSET3ziE+zcuZMTTzyR22+/nZUrVwKwc+fO513TTgghhBAiSzIjdHUBtpSSBOfoDghSDh3FLoKgQbVeQTd9Mrk8vufRjBxswLaSh2UptJ5M8A6TpU7mas7r2F199dXcdNNNnHTSSZx55pkYY7jvvvv47W9/y6WXXsrGjRv5j//4D773ve+17FKdb7KOnRBCHBlkHbsjS4qkG9YBPJLtxc4/CWI3je04eEAQR5zavxTPSWG5LgUXslmPld15XNdFKYVtgWMfPmvYwdxylzlX7IaHh7nyyiv50z/901nxv/zLv+SZZ57hjjvu4Nprr+Uv/uIvDsvETgghhBALz9TYumjykQZ816WuDOVKhTAwdOYcUCrpaTWGRjMgk3bnrc0Hw5zXsfv2t7/NW97ylr3ib37zm/n2t78NwFve8hYeffTRF966NrL5hovnuwlCCCHEEWFxi9j5nbAGODUP/cDixXBc/yp6sh309fRR7MjR19FL/6Iii/I+SxcV0Ckfy0mR9j0cW+E6FqDQ7buM3dwrdr7vc88997BmzZpZ8XvuuQffT8rcWusjbokR6YoVQgghDo1W2xg8MgYjQFAGDeQGYOP2ZxhvRoSRhghKSjM4XsCyHEp1jUdAGDvUGh4pL4XBoDDJODvVnvvGzjmxe//7389ll13G/fffz4te9CKUUtx777189atf5WMf+xgAP/7xjznttNMOeGOFEEIIIVqZGl/XweRECgsaYYBRNsVcnowCx3MwxqBjg+0qPC+FpRSWUiiVLHeS9NS278zYOSd2H//4x1m9ejV/93d/xze/+U0Ajj32WL7yla/w1re+FYDLLruM9773vQe2pUIIIYQQz2Kqe3bF0TA6DI0GLHOh7Pr0dnbTCALCOKKYUtieRyaboVytUQ+Z3h/WshRxrNuyUjdlv9axe9vb3sbb3va2Z/1+Op3e7wYJIYQQQsxVFUg58PRmGImhLwPDJkU9tqmOjGLrgHx+EQ3jQqSIKgHNICBju2ijiGKDZT371qbtYs6TJ37yk5886/e+9KUvvaDGCCGEEELsj54MjEewMYZdQK0G3bk8VEvsGJxgx0gdVRvG91xM0GC4WiEKNb4VYFkKMESRnuyEbd/ZE3NO7C6++GKuvPJKgiCYjg0NDfGa17yGq6+++oA2TgghhBBiX2yqQQAcRzIr1rVh68gwgeeyakknvZ0pGqkC5Vqd2HLozuXIph1iy0frJJ1zHCtZCaVNx9fBfiR2P//5z/m3f/s3XvSiF/Hwww/z7//+75x44olUKhUefPDBg9FGIYQQQojnVAdqQAyEQBRDI4Ao1qBsso6NqwxZx1DMuBSyHl4qWeZk6mG38Y4TU+ac2J111lls2LCBk08+mfXr1/P617+eK6+8kv/8z/9k+fLlB6ONQgghhBDP6SQLDPA4SVdsAKzo7qBgWwyWxthVb0KzSiaTxnMsqo0AS1n41u7JElobLEthtXFuN+fEDuDRRx/l17/+Nf39/TiOwyOPPEKtVjvQbRNCCCGE2CejGjqBZSS7TqQdqDSb+LkuVnZ2k7IUNStNPQzRyqaYSZFxFdguWhuMYTqpa+eq3ZwTuxtuuIGzzz6bCy64gP/5n//h17/+9XQF71e/+tXBaKMQQgghxHMKARtYVkiSOx1BWjcp2oZiLkdHNodHTM7WFFxNMevhpjwyrkPKc6a7YkFhtXGX7JyXO/nc5z7H97//fS666CIATjjhBO69914+9rGP8fKXv5xms/k87yCEEEIIcWANkiR3Y6UkwUsDA02NPTZGODxG2gEvZbOrEuMFDbyaYVEaMgVnVlesUrR1V+ycE7uHHnqI7u7uWTHXdfn0pz/N//pf/+uANUwIIYQQYl9Zk4/q5OsUoGPAiokMVCqaXt/FdWxsS6G1pt7URDrePbbuSOyK3TOpm+llL3vZC2pMO9t8w8Xz3QQhhBDiiOC2iL24kCxzcmoB+oAVWTht5VKWFgocs2w5XX2dLC72say7SF9HhhU9BbTr0YhtPNdeMLNi92vnCbG3VVf9+3w3QQghhDgihC1ivyglS51sKSWvVRU2PLWDpg1OqUxOxTR9l9FKnbSfJqyHpExMtdmk2bTxff9QfoSDRhI7IYQQQiwoCohIEr1YQ9bzybqgUFgoFKCNIeWlCHU8v409wCSxE0IIIUTb6yVZx25ZHraXwQOWpiFIZ+jtWMR4rUItBpsYz4ZUyqVUqaIte55bfmBJYieEEEKItje148QzZRgmGWdXAZTls21igmatQi7fwXg9IrBi0nFIPQjpKvi4bqtRe+1JEjshhBBCtL0u4JEZrytAIZ2hVB9nZ1ljK8jao/huP3GzwWC9QdaCrNVqxF772q+dJ4QQQgghDiePTn5dQjJr1ge2DtVo2A5HLemiJ+8QZzqo1Bto26W3mKeQc4mUh9YarfX8Nf4AkoqdEEIIIRYEj2ScXUyS3BkFQTNE5VzSnktnNsPyRRkyGR/P85ioaipBRK0R4boKxwHHAstq37pX+7ZcCCGEEGLSsUAADAB68vnyvjwpZdgxOsR4vYln6vi+j23bVBohjm3jO+A4FpYFUaQJovau3knFTgghhBBtbxvQQVKpqwE9FgxXKqTynSz104yVRmhYOYIwRisXx7ZxVfIckirdVHIXafDatPQliZ0QQggh2t5qYBQ4ajGURkEpWFVIk8lm8NIFHBUBGldFeA54rk0jhEzKnTUrdiq5a9cuWUnshBBCCNH2hoGdQGMAskC3C3XlEgchQXMU31KkiDFYBGFMaCBlQWaPlU4sy2rrrtj2S0WFEEIIIfbgATZQAgaBRghxHKNsh2wqhRU1MZZNI46IAM+yyPkOjjO7xtXOSR1IYnfAbL7h4vlughBCCHFEOHWP13ng5OVwmgdn9iRLnvT0wTG9i1maTXN0by9WoYNl+Q5W9XbSk3UoZjwcx0Wb2e+l9dRkivZMkaQr9gBZddW/z3cThBBCiCPCA3u8LgNPbE2qdbWhZPKEvQseG9xOOp2HWp10HEDeY7QS4LouoYlwLYPrOFiujTEGrZMxdk575nSAJHZCCCGEWACaJN2QncBiIALqzQDlRGT8FIVsGt/z8D0H27YIYk0zAmMiLKVQSuE4VttOmpgiiZ0QQggh2pJHsl4dQI8CKwudi2FkFzSbsCrrkCvmyBe7qdRrVJuKOI5xHIdMyqMehKAsfM9CKdXWCd0USeyEEEII0ZaCGc/HDLgBVLfARAB9nVDxclRCRXOiTDOqkckUKDciQhw8B4hjIhTGGGzbnq+PcUC1f2oqhBBCiCNKrkWsOw87A/htALsAPQ5dfgarWWNreZxyPcAKq3iOjYWhEUZERmF0fIhbf3BJYieEEEKItlJpEXusnOw6cbwNKwBvEQyXxqijWJwr4Lo2TXyiKAYUvusQ6ZhQq0Pb+INMumKFEEII0fYyJGPuCnmol5MxdrUwxKBphBFxHNE0MUEU42iD0gYdG1wnmTixUEjFTgghhBBtxW0RW9sDPrB1HMZioA59hU6yKmZnaYxyI0AFZVzHxuiYSiNAKYWn2ntB4j1JxU4IIYQQbSVsERufgFQRlhrQdcgsglLQwE4XWZGxGK9M0LQzNIKIjOOR8x2UDsFaWKnQwvo0QgghhDhidAJjk8+7PQhsKPYoKjWDbUFvysc4Fhk/h1Exnm1TTNtk0jau69AIDJa1sLpiJbETQgghRFsam/F8NIRSBYYrhowFXd1Q1oqgXmckjCjYkHEBZRNriIII11J4C2xQ2gL7OEIIIYQ4EsUaLAVxAFEASkGgY4xlkbZtiEKUbRNpjQYcq/13mWhlYX2aebT5hovnuwlCCCHEgpNtETuZZKJEP5ACVgIvOdll7Qo4/tQ0PasgX3Q5qqNIf9ZnZXc3dq5A0c/RXcyS9SyyvgPKRk12xRpjDuGnOnikK/YAWXXVv893E4QQQogFp9oi9tvJr9smv24BHnw6pNaEcEcdE0K9O+SRzmEsx8Wth+QJ0L5DpRbgui5BHGIrg44hjNTklmJJ1a+dx9xJYieEEEKItqYA24akjxU8B0wECoUCDOBYHkYZUGBIEjrLSbpsLStJ5LQ2GAW21b7JnSR2QgghhGgrDhABPSQTKCwgq8DugHSnTW08Rlmw2LfxMwWymSLDtQnqgYVng+NYWJZNHGsiDZ4xkxU7hdYGbcBuz7xOEjshhBBCtJdo8uvQjNgzg6B8SFVjggp0LoNKbBHFFlG9TtCoY9I21UZISrk4VowxGmIL11ZYloVlgcKgdft2ycrkCSGEEEK0lVyLWGcHVBvwTAmGNITDkPFS6LDOQLVEqBWObuDYFhhNI4wJY4NCT65lx3S1rp0nUkhiJ4QQQoi2UmkR2zkONrA8DwUgysBIeZyaNvSk87gYQssn1hptFI5loQA9mQrt2RXbrqQrVgghhBBtLwfoLPgeNOxkLbtmFGEiTaQ1TaXJWw6OM5n6TM2qaL/e1uckFTshhBBCtBWvRWzJMlB1eGoEyjHENegpdODGIVvHR2jUQzxdw7YsLAxRpDGAhQaS7letky3GrDZO9qRiJ4QQQoi2ErSIbd8OpGFNFmpVSGVgsDSOn+1kVTZPIygTO1nCKMZ2bHzPwhiNwdqd0FkK1eZlPEnshBBCCLEgWCpJ6HQM2Tz0FYpYXopsKoVNgDYG2wLPtbCUhTFgWxauY6FUskix1kxOpmjP5E66YoUQQgjRVvpaxFb0gxvD9q0wMQFZDV35DrKOzWijQqwVKRXi2Da2gjCO0dpgKzOdxGltkgWL2zOnA6RiJ4QQQog2s2uP1w4wPAqpTuhMQ1QF1eVTC5u4boaelEMYVjCWTxRrXNci7alZXbFTs2Lbdf26KZLYCSGEEKKtdJOMszsqDUP1yeeLoGZB3+Juqo0y1UYDL66Sci06O3oYK8X4KZes7+K6Ctu2ieMkgXNsNd0V2+7mvSv2xhtvZPXq1fi+z/r167n77ruf9djvfe97XHDBBfT09FAoFDj77LP58Y9/fAhbK4QQQoj5NgqUgAfqsB0YB7bVYMcYbHhkmGc2Nxkbg0cnGvzP0Bi/3TJAVK9QSIE2ilhDGGmUAttaOEkdzHNid+utt/KhD32Ia665hg0bNnDeeedx0UUXsWXLlpbH//znP+eCCy7g9ttv5/777+cVr3gFr3nNa9iwYcMhbrkQQgghDhce4GcgDmFkDJ4Zg7AGacfDAepBk7FqlSCcPZ+2nXeYeDbKzOOnOuusszj99NO56aabpmPr1q3jkksu4frrr9+n9zjhhBN405vexJ/92Z/t0/GlUoliscjExASFQmG/2v1sVl317wf0/YQQQuy/tGqw6aTfA2DdQ9+lbvx5bpHYH8cAj+0Re2kGHqwlixLXgX4fzj99EY8PjRBoKE1A3yKLi088hjDWpDN5npkYZVWhk7OO6wbAtm2iSGPbCs/ZvfvE4Wguucu8jbELgoD777+fq666alb8wgsv5J577tmn99BaUy6X6erqetZjms0mzWZz+nWpVNq/Bj8PSeqEEEKIA2/PpA7ggVrSFTsx+dpqwGNbRhgtQxCCDmAMzeaRIXLZDirlMqlmnZ1lGBx1KOQKWLbBwmBMsrVYMnmCtp88MW9dscPDw8RxTF/f7EnLfX19DAwM7NN7fOYzn6FarfLGN77xWY+5/vrrKRaL04/ly5e/oHYLIYQQYn5N7TxhAS7QAKoNCDV0dcPi5eCmwFIKjCE2Bj+dB2OSmDKEkSaKDWAm161LljuJtWnrLtp5nzyxZ1ZsjNmnTPlb3/oWf/7nf86tt95Kb2/vsx539dVXMzExMf3YunXrC26zEEIIIeZPFkgDxyooknQ/dijIpaBQcPBscFzwlSbnOixKZ2lGTSKtsEiSO8+xQSlik+QcU8udGAO6ffO6+euK7e7uxrbtvapzg4ODe1Xx9nTrrbfynve8h+985zucf/75z3lsKpUilUq94PYKIYQQ4vBQIqlMbZpMwBxgVENgw7YdESqE3uUucarASBCTjeuM1ev0dHSjnBT1QOM6oIxGo2YVlaYqd+3aJTtvFTvP81i/fj133nnnrPidd97JOeec86znfetb3+LSSy/ln//5n7n44osPdjOFEEIIMY8WtYj1ANUZryOgqwMag/DkKDxdBj0UkndTNKtjPDU6iI4iOuwGjm2hSLpik55YPeu92zGZm2leFyi+4oorePvb384ZZ5zB2WefzZe//GW2bNnCZZddBiTdqNu3b+cf//EfgSSpe8c73sHnPvc5XvziF09X+9LpNMVicd4+hxBCCCEOjpEWsakJFQ5JUgewYwv4HXByFqIGRAXYMjJIrCxWdnbjmTq230EcayzbxnUs4jgmMknFbqpq187j62CeE7s3velNjIyM8IlPfIKdO3dy4okncvvtt7Ny5UoAdu7cOWtNuy996UtEUcQf/dEf8Ud/9EfT8Xe+8538wz/8w6FuvhBCCCHmUTcwTDLmrrsDTBo6O32CZoNaCHk7wvULdKZ9otigJwfPWZZKJkoYg44NUWywjMGyAGOwbattK3fzvqXY5ZdfzuWXX97ye3sma3fdddfBb5AQQgghDmtTa9tNjdL3gaNWZhgs1xgdbwDg2bCks5fQwGC9QlpB1mtg20UUmnqkURpSrsayFGCIoiS5czBAeyZ28z4rVgghhBBiLgYAG+ic/NoB1MMAJ1egWEzh2EDaphoFKDfN4kwez7YISBHFGo2F7zikPAuUPVnJUziOhaUUpk2TOjgMKnZCCCGEEHPRAaSA/hyUK2AUZIjROsLP5tBK49sperMZcCy8tI+qxFiWwVEaG43nuUSxwlIK17Gm94s1pr1nxUpiJ4QQQoi2shMIgaFK0vXYZ2AoMJSrNSK7hm9BZ6eiFiviKEDXQzwL7JShFhpUHONphe+A6zjTSR3Q9hMopCtWCCGEEG0lxe4RcJokyasGEFvJ2LqUDa7rE2s9naTpOMAi6WpVCuJYE8V6rySunZM6kIrdAbP5hotlv1ghhBDiBcgAtT1iS4Ede8TO7IAd48n2YVuGob8IrzpmOTvLFex0gXLQoMdLsbQrR60RYftpyvUG+VyGjnyGeHJMXRAly534M7pcjWFyi7H264YFSewOGEnqhBBCiBdmz6QO9k7qAH47nuwPu20YKkBqAh7ftRPt+pSrA9hRCIUcA2M+jcjg1iOytsa1POI4xrZtIm2wMIRhROwqLMvCmGTnCas9czpAEjshhBBCtJmYpAs2RzIz1gCh1oAi5/k4aR9lFBoDlsKzXXwfUAptDDYK11a4tkUziNHaJAmdpdp20sQUSeyEEEII0VYWA46CRUthYHsyxq6IxjjQWeymETaJ4phFvo22U+RzWcq1BtVmDDoGY+E4LnEc49gKx1bYdvt2v84kiZ0QQggh2ooNRC5s2w5bgS7gqSrEUZ18Y5C0adLZtZjY8TGWy3i5Qb3ZQFku4/UIL7LwY4VlYjLpFI5jz/MnOnBkVqwQQgghDlutamiFPOwI4AmgSdI1u6QzB9WI7bvKbBkKiMq78BwHFdQZKpepBSGOaeK7DsrElOpN6kGEZaIWV2hfUrETQgghxGGr1eIjj5UhIumSVUC3C0MTFZyCzwrXo1QtMU6aSq2GxqErmyOOA3A8gjDG8zwKKRsdR4TGJnVoP9JBJYmdEEIIIdpKhmRcXa8HOoBcDnoLGWrKxXMdosBmol6jWi5h+wUKWQ/bsvF9l0LGxXHsZGZsZGg0I3wHHGdhpETSFSuEEEKIw9bKFrHjeyAN7AxgBKAGnYUiKRUzXCrRMBa+DsimM1gYSvUmcWjIOBrbTpI6WDjJ3EwL7xMJIYQQYsHY3iK2awQKQDYDcR38bqg0GuBm6c371GslIi9PLQiSip3voQiJlDfrfaJoYY2vA0nshBBCCHEYOxoYBJZYMKqThYmP6oahJuT6QDcgjiFLiKUs8sUiIw7knBSrFnfRjBW25xFGiiiKieMYy7KwLItIQ8pLKnjGGFnuRAghhBDiYAqAMWBMJ689YFcMlToMPZbEcmnYuSRmrDKCNV6iw4HenkWUQ0UcxwT1Ko4FnmvRiFI04wBjFJ4NjrKI4mSKhmXR9gsUyxg7IYQQQhy26nu89gHXBtdJZszWgTCARrNJbMBCkbIVKS+FshSWbWFbCh1FaGOIIk0cJdU5x1LYtjW5NyxobYi1wZhWc3Hbg1TsDpDNN1ws+8UKIYQ44vkk3aXPZx2waY/Y6cADJFuFVUhmv754GTy0HRwbwhi6MnDCygxbRmr0Z1OMjzbpKsDL1h7FcLmGyiRj69JOhkXZFEGksfIO47UGHb5HTzFNrA2WZSeJnFHYJFW6qeROG7DbtGgnid0BIkmdEEIIsW9JHeyd1EGS1GmgNPm6AvxmO2yBZBVioFaDTVtrjJfAtpvQhIwLQ+UKge0SVSoYHTCqI8ZKLtpyUFaMj8axDFprLMuZ3BsWokjjWGBZSSfmVHLXrl2yktgJIYQQ4rBgkyR2rTgkXa8RyROlwM9CupA8NwYsZZP1PSzjU4sDwjhGWQ5Z1yXnuShr9wi0pEKn0Hr2FZVS0hUrhBBCCPFCdZLMgM0AtclYYTK+zIH65Ook3R64ndDRnWZivE4M+CpC24pcKkM9rOMrhw7fwk45ZHyXZhASRxqtNQqNUlbLBK6dkzqQxE4IIYQQh4nBya+1GbEqSaXu6SiZKNELTMQQezA0UmdiGDoWQ8m4RKGhElaIojqduU6UlyE2NuVGSBCGpDyPSFsYbbC0xlIGz3Wmu2FhsvJnqbbshgWZFSuEEEKIeZBuEVvSItaTScbcVUm6aQdIthCrDcHTW2GkDvEwFFNpVL3EltEhRisVvLiE59gQNxkt1ag1Q1KEOI6FpTTNMCIIY5RJBu8ZY9DaJGPv2jOnA6RiJ4QQQoh5sOcyJgA7W8S215LuWBcYIqlI7dgCOgVHr4CgBF4Rdk6Motw0a7s7CeM6TSdPtRlglENXwcMyMcbxiGI9ORYvGV8XaYUVJ+PsbNtq20kTUySxE0IIIcRhKwU0SRYm9kgSF8sBrSDtgxWD50I25aBtm5zvo+Ok8paxNcpxSac84jgGFCknWbtOKUUUQ7jHrNh2tzA+hRBCCCHaSqZFrKdFbFkHhCR7xgYkid1RqyxSFmzfAeMl8GLoy3eRd1xGGjXqkcFRESnPw3FsIm2wLAvXVlhWktTF2gAKS+1epFgWKBZCCCGE2A+1FrGhVrHxZNHj7OQ5i4CxisYrwhIbmjVQeZ96FGJ7aXoti2qzQmiSbldlKVxLodCgbAC0SSZJwO79YWWBYiGEEEKIAygPlEmWNxmbjPWQzIpd3AvV+mTFrmixKzSkcwVqqQpRFOATYVkaP50m0iGubZFJOSjbAssijsCenBURxxrLUsQxyWSKWevbyQLFQgghhBAv2FQVb2xGrOlALYJnBkEBXR6UlUs9aDK+awKlkmRmoBlBUMauNcjZkPMtghgsExNEEbYNjrKJYosw0li2hWOBs8egtHZfoFjG2AkhhBDisNAqnQqiJKGzSL46LgRRhI6TE+IaYCe7Viijkt0pogBjksobKFzHwlEKVDKOzky+l91ivbp2TupAKnYHzOYbLpb9YoUQQixI/uTXPfeB7QaG94gtJllrbqZ+YNsesZOAh/aInVuAJ0tJkrYD6ALOPgk2boFsLzSbUMwoTlvRz9Oj4zSVQzVs0JdOsaqrkyCMSeUKDFXKOJZHPu0Qa0Mq5RPFGsdWpD17euIEsNd4unZfoFgSuwNEkjohhBAL1Z4J3ZQ9kzrYO6mDvZM62DupA3i8NPv8IeAXG6EUg5pIqnYregzP5EcZKJWpNsBR4HQ0GCgXCLSBehM7bjIUp3lmyMbxUuRCRc41OFYKAMe2iHWyIHEcGyyVdGCayT1oZYFiIYQQQogXaKRFLJ+GoMJ092mjCpVmgxjIFVx8B9IpD6MUkQ6ItIVv26SNIZNyMQrqQYSJwbJC0ikbpRS2lYyniyI9ueOEwrJU206amCKJnRBCCCEOuRxQIdlVokySuJ0AbCZZ2sQlWbeuIwvpAmTyil0DhpQDR+ddtnk2hXwnFoogDulyLSpWBsv2qAd1AuVhK3BTHrZlUa43KTcN+UyyTp1SCguDYyscW00ud9K+Cd0USeyEEEIIccBYJHu6Pl/MJ0nsSjNi8eRx45Ov+wAnB0EM5XFDbQKaGRhoBJTsDI3SBI6lyGQLVGOYiDTpOKAeBRTcFEZZGKMIYw1aU2mGNJo2nudhWYAx04sTLxQyK1YIIYQQz6vVThHpFrHufYx1tIjl/CTRq04+6oCfsqgNwfZdyVi/sAbFdAanVmJovMbgWJW4NIJvu8TNGiONOiYG1zSxlAIT0wgilG1joyeTOJN0wRqDajkXt31JxU4IIYQQz6vVThH1FrHBfYw90SL2dCMZR1ckqej5wMiQJnKSBYorY2D7MFwqYaXzLM8qmmFE3bYYqIzRNNCbyYAOiK0UzTDExcL3HKIwIFQWcayTNe0cC4zBsHCqdSCJnRBCCCHmQR9JwreIpOvVA47OgldNuhNTgFHg2aAs8D0IM9DZBf29ixmsh2AZ0FCNI1xs0rZNANgWeFhoFEGssSyLIDZkfQ/Xdafb0O67TLQiXbFCCCGEeF5rWsQWtYitbRE7vkXsuO5kwsQwEJFUmo5e7VIgWR7lcaBuoLfPIy7BM9ugPJF04XblivgE7BodZ7BWIaNDeoqdZC3NwMQow6UKjq7guy46Chmu1ImimKyjp8fUTe0J2+4LEu9JKnZCCCGEeF5Pt4i1Wp5ke4vYU62OG04WILaBJsmesKPlkO6lcNooVBoQK9g+EGAXYHUO0g7kFi+iEjaJvAJ9XS66GRM5LqVmAytT4Cg/TzOu07AzVJoBGpuOtIvvaJSTrGOXzIBN9oxdKJW6KZLYCSGEEOI5HUXSxbfnuLglwM49Yt3AFpJqnibZ93U18AywjGQJkzFghQ92A3r7krXpTAT9GdgVwcrFWcqNGuM7DeuXwkADehYvwdKaZhyStyImlCabL1L3Yyw0i/MeTW2RzWap11wibejJ2Cjbw/VcdKwJ45g4Vti2veASuimS2AkhhBDiOW0jScr21KoTszL5dWY1r0Ey+WIqMbSAip1MvhjYlbwueBCnPOIgYNdwFWPAyUAtlSfUNbYPDeO44DsOFZ2lEtSphhEOkE97BDg04hhTDfBdG99RybImtkusDUYp4jgmig3a6OlFihfQSieAjLETQgghxPOImL3e3JRKi5jdImZNPszkwwbQe+xBa0MtCIhiiJoQBeB54FsOvnII45BqNSSKIpphhDYKmxgXg207GG1QKFAGHQaAQhszvU0YRiffn2Ghja8DqdgdMJtvuFj2ixVCCHFY8Nl7f9eVJN2hM60i2elhpulJEgqeMLBGwcnLk9DdW5L3TZMkECf1wb27kp0jbJIxcy8+Gu57EiZIEsJu4Mx1kHoMGnEynq4vAy85tZMnBseILChNwKIinL1mNQ/tGKRswFYWRcdhVXc3qVKFbtuh3KzR4/kc399LYbhCoCwiAx2Oy+KuHPUgRjkOE9U6Hek0+WyGINLEOtmQzHPAdZKalm1bRJGGBbLjxBRJ7A4QSeqEEEIcLvZM6mDvpA72TuogSdIGgali1hMG9BZY2gtDM44BMLuS8XKQJHE7gSc3w9YZ77cN2LIDtse7K3xeDUYrZaImjIxAtQamAU907WLnWI1aFTwXTFGxPeszUBonjDS2CZjIFxgt5YhMRKUegNZUMz71ME0UhdRqATYRngqIogitDUEYY1Aoo2iGFsaYZC07y4BR01uMLQSS2AkhhBBi2jh7j52zAaJkqZHxGfE9Fy32gVqcJBcZku7XGKiWIA8ss8FRoGMYm4hQDvQuBWWgEUIjCMCCYpfCUeC43uTMVYtc2idlZzCTs1lty6M75xFrCOKIWj3Adhw6Cy45F7BsgjBGo3BsGwtmL3WiDVotvO5YSeyEEEKIBcYmSaieL+aRzFKd6ZjJeEnB4waWAkcXIVeEbaPJwsJT+7keZ8FjGhanIIyhHsGaPFhl6CwmVb/REqzohHQTFq9Q1KuGygSs7VBMkKKzq4sobDI4McbqfIpYORQyeVzXIwwClmY9HKtAxs9Qr9cIMHRkbBraI5VOEYURURyxYpGP53n4vk8jCIhjQ863CWIFKFzX3p3ETc6KDcOYSCWfd6GQxE4IIYRYYIrA6B6xPZM6SGa67rk+neNAqgDlyTewgVQfBDp5XQbCyWsUVkDvLhitJ8f5Nvi90OHC2GjSPZtLQ2qJIls1DA0bwjp09IHb0Y1pxgyXS1SbTRYVu/EKeVQwzlCtSs4NcVNpIssD16HcbFIPmmTSefDSmMii2YjRKiadzpDJZHCcJK3RGlKei+M4hHpqysbeu0tM7TyxkLpiZVasEEII0SYyLWId+xjrahHLt4jl8jA4CgOTr7cBjVHIpB3GgF0kSeM4kE5BtZ68HgTGYsikkqRwC7ADKNehK5sjGIJnhmCgAtEQ5L0UtdFRtg1WKE+EZMMyOS9FOqpRq9UZKE8QlEdIWQ66PsFQZYIgCsnoGp5tY+uAatgkasa4pglAFEU0ggjPsfAnp+daKumCnUrgIOl+1dokXbMLI5+bJhU7IYQQok3sOaYNZo95m9Jqp4c9K3jPdtzDY5AjWZT4KeC0PMQ2DO2MyACdJFUhDQwNQNaFNSbphg2BXQPg52BdE2w76erduqOM1wkn9UCzBqTh6ZEB6jYs68nSkXLwMkXKjTpOtoNVfpNaGFOJIwYqYzRtl5XFPDYhOD7legNle/QVHaI4JMSh3gxxbIe07+JZGqV2d70qDMqandxZlgKjkyVYzMKp2kliJ4QQQrQJlyR5mqnV0ibHAo/uEesjqbbNtJKkMucAVZKu0xPzYNmgM1DaAR2dsDQNrmszXo/RMZjJRekWdUFggZ+GoAGuByctsXl0NMZ1QVsQVqF/kcVooOkpdjBRq9AMIvoLGVw3Jp/Ok3UdIgUZzyEfp4hjG9eJSUUBfZk0lQhyfhatQzzHpaeQQWPhei5haKGUIu872LaN61pEMdhKgbJAaaLY4Llg2bMTtyBKEjxtFDo2WJMLFrdzgiddsUIIIcQ8a1VlWdsidnqLUf7Htzh5VV+L43r3jq1cMVllI1mKZBGw7vgOigUY3JG0a+cWcB1YtmQZWQO7GjBUAy+CZX2dpOKkSlceS8bWLe5dgm9DqQLVMhQzsLKvn7xrsWN8nFoQ0ZV2WNa1mO5MhmrYZFe1CmGdjJ/GN03GKxUmmnXyjqKz2EnWsRipV6gGTTJOTCbtk3IU5XqTMNKkXfA8F8tS1IOIONY4lsGyFK4NYGgGMVonO05orWkGMWBw7SS5mxpvF8+o6rUjqdgJIYQQ8yxqEdvcIrYr2Ht26zNRUsmDJElLA9t3JV2mDSDFZII2mMxwDUkmQLjA1m2QJZkIkQXyRdg1Po6VUxx1rGLHo5reoyBwPbaNj+AvhhOrSXtjG7aMjJHqhrW9YBmw8z67yiXIOvSmIrKpFLGbYqxeJfKy9KRAxSFetkAQR3iZIou9JtUwoqFsys0GkZNlSYcHsaFp25TrDbSTZknKQpkI7aRpBBHKcujMuBgdYZRDFGvAwrUtHAuUlQyys20bXymCyBDFBmM0sU7G3XmOwrKSGpdSu5M7bcBu06LdvCd2N954I5/+9KfZuXMnJ5xwAp/97Gc577zznvX4n/3sZ1xxxRU8/PDDLF26lD/5kz/hsssuO4QtFkIIcaTLsfd2WlmS7sz9OfdokkSuQLJ/agN4sQdbAsjayY4NNnDacvC2gmWB50AtgGN7YfsIpDshqEMcwxnL4bc7wPGT7tFmGVYvTpYryRagXoegCqctg0dHIVME21XEkeHkJV3Yls2upkVU28WSRR2cvsjHcVx8Ban+LChFVK+wpivPQD3ETxcIooAoCljXlSWV8tHYpL0UxCG9votl1XAdj0YUknI9OvNZTDUmdF3SXoTBsKSQwqtqbCdLpA2W1ixb5FNqalzPI4wijIaCb6EsG9d1aIYWllL4rpVsM2YniZrWZrpb1bIsUq6ZXP8OYp0c16rLdSq5a9cu2Xntir311lv50Ic+xDXXXMOGDRs477zzuOiii9iyZUvL459++ml+53d+h/POO48NGzbwsY99jA984AP8y7/8yyFuuRBCiCPBs/2R7G8Ra9H7yeIWsZUtYr2ppGo2RpLU+cCiJUmyODa5DVeHA909abpSydIjE0Hy/c4+B9+DygTEISwuQk9fka58suxHowb5DPR2F8mmoVFPxpH19kD/sl56uwAFcWTIuJDPdIKxqdYn6Ot00FEVx/PJF7rIZ3xio9E6ZlE+T0dnLz35PEEUoICc75LK5OnwXYgjSvUqFjG2l8YyMaVmnTiOSKmQ2FgoE9IMA7TRZFyF7/t4brK+HFqTSds4XgrPtQmiGEsp0o7CcZxkHbpY49oWvmNhWclDPcsWYVMJ3szjWmnHZG4mZeaxI/mss87i9NNP56abbpqOrVu3jksuuYTrr79+r+M/+tGP8oMf/IBNmzZNxy677DIefPBBfvWrX+3TNUulEsVikYmJCQqFwgv/EJNkSzEhhDi8pFWDTSf9HgDrHvoudeM/zxlzeG+Sytr+yJDMbp2cf4BNsmdrPBmrTD4/KgORDUVv8sAUFFIwXgd3cgZqaJJ14upBsvSIr5IL9HqwqwlOBMqBegw5L9kVIu/Z2FFM4Ln0+w7DsSJrNLbjMGEMS3NZlLJQyoPyTuJ8L4szLp7rsa1So9NS2MqipiwWuQ5NLHxAm5CSUfSlbMZCgxsFRNiU45i0BSONJjnLxrPBeCn60j6BtkhZoOOIhrLozjrUIkXatvBci9iyyXoWQQyelWxZEWHRnXNRlkPKtXEtg1I2KTeZBDGVlxkDjr07yUtmvjJZsUsqc62SuKnjZp473+aSu8xbV2wQBNx///1cddVVs+IXXngh99xzT8tzfvWrX3HhhRfOir361a/ma1/7GmEY4rpuy/MOhc03XCzJnRBCPIdWOx+06r5sFeti7+U61gKP7xF75SL4z5Hnb8vxwEagh2T/0wLw+mPg3x5Llg/pmWzDusnJCiYL943BGZ1w2tIk9uDToL1kOyzdgDOPg18/QjKozQIvhlOOtvjtk5owBYTgKjhzbZr7Hq/TnJyBmXXh9NUdPDU2jvF8quUGWRdedcwKtoyWsLIFQh2TiUPW9nby8MAIVcsmY7sQ1FjZUWBHuQJejmrUpMu2WbdsEY/uGGU81viOhxc3WVLIMVSpYbw0pWaDRa7L8cu7eHLnBOOxJuO6OHFEbzFZLS/QHo87huMW9bGiO/n72jWaIUChUHjK0NvhM1ELMZZDM45YZimWdaXZPlqnrg0p20GHTYoZl4HROqGyUQp822JJV5p6EKNsh0ozYIljsawrzWglIDQKz7GxMKQ9myDSYFk0gogO16Yr5xFrg1LJEiaOYyVdsJNbhcHUhIjdiZkxScyyFIbkuFZ529Rxh0tSN1fz1hU7PDxMHMf09c0uXvf19TEwMNDynIGBgZbHR1HE8PBwy3OazSalUmnW42CQpE4I0a5SLWKtugufLb6mRezUFsWxs1qskHtyZ4tYce/Y6cv3ji1fMvt1CuhaAvvy53j1qiSZm9rUfhWwbFkPvSTrs+0iqcqtOC4NGh6d3Ol+bAwc1+boVceytBPGx2FoArqzsGzxSpYWYagEI+NJbMXSNfTmYWQYBieg24O+7iUUXBgZhdER6HRhUVcvGWBsV4OwAqsLLl2LeujvzFOulQhrZXpyHrlike6sS1wpM16doC/j07Gol0Vpn/HqBKZepdNXZDIZerM2caPKWHWcvGeR7+yimLIZLY8TBzV6MslxizIWcVBjvFKi4EG+UMAYw3hjgi4LUk4Dy7KSY3M2YaNJo1kn4xpSqRSeZag26qgoojfv4HkehbSFiiIaQZNsyiGdTpNL20Rhk7DZxHc1ruvi2VBtNrF1TMG3cByHXMoGHdMMQ1zL4DgOtjI0miEWmrQDlmVhW4pYa8Bgq93r1U2vScfsxYiVYnox4mT8HC0XLZ55XDua98kTe2bEz7dAYKvjW8WnXH/99Vx33XUvsJVCCLFwNVvEnpn82k+y88BUFe2ZFsc+0SL2wOTCau7kowb812TJrYtkVmUJ+NVkwpQi2a+zDPz3RBLrIak+VIGHtia7KeSZnOEJ3L9zMvkCclZy3BOPJolmjtlVP49klqgDTAAPbE7e69QuyKfAKsBjO4ZYvhJWN6BmYOsgPLaxjjFw7lroDyBc0slEvcSjQzvIL8ny6j5NbMGOcp2Hd27BX+LymlUOJoJho3l41xbSS9JcvCxJM4bCiP/ZuQW/z+J3VqWxFJSUxaOD24mzac5e2kHRhpqbYrBUwvLzrO8vYiuYiDSD42XsdJEXre4k0jARxwyMT6BTWU5b2kHKgXIMw+UqTraDF63O0whhNAjYOTaOcjOcsqyDtAdN5TBcqeHkCpyey9KIoBREDIyXMAZWdPfQlw7Qbp5aEBDUmlhemrXLUkQaykHMaLVObDksX5Qh44KyXRpBhO2mWNHjEcRQCSJK9SZ4KVb1pQGoRppSvYll2fQVUvgOxMYiCGMs26W36BBpaIaaWiMELDqySSJojEUUJcuWpNypnSPUZKVO4TpTXa/Mqt7NnAyhlGKywLfXosXtOmliyrwldt3d3di2vVd1bnBwcK+q3JTFixe3PN5xHBYtWtTynKuvvporrrhi+nWpVGL58hb/9BNCtI0uktXsZ84snBrMvm1GTJH88Z5Zp+8gSR5mdgmeaCWDzDfOiB2rYMhArw2PzDj4FDfpentgxvoUp9hJleehGcedngYVw/0zdlh/zVHQrMMdO3fHLl6ZzFr8/ow+xf/3BJugEfOvT+6OXf3yxQRhwBd+OUofSWLz3jML+L7PF34+SIFkS6f/b32O2MT802/qdE0e94ZjIJXy+P5DAZ0kXY2vO9mj2Qj40WPJYrZN4JJXLCEKQ/7tF8OcmIe0DyeefRxRfYIolWHjT5/EtmFbCd7yu+tQyuJff/QwRRu2VeCS3zkaS1nc+fPH6fOhouHCl51EGAX8538/Sr8POwN45VnrcByXu+/9LTkFW6vwsrPWgIG7/usJlqRhVwjnn30cOtb810OPsSwFoxrOOPF4LAV3b9jIksnYi086EYPh4ac30edpNpfhlDXHopTFXzzwXbpceMOaFC857WTCKORXD21iVRZqCs48/UUYY9iyfTsdTsTmcsRRi5fhuC4bHn6Q3lwKYwxdy44lblbQjk+RHOl0hmakWbZ0KUEQ8MTmLSwtODS0w1GrVmBZFpu3bCFlKzSKlStWEMcxT23eQsbRDNc0a1atwHVdtm3fjjKaWqhZvmwZcRwzPF6iL+9iOS7FQgGtNeOlMr5tKAeGzkIe27YZn5jAVhAb6CgWieOYiXKVgm8RGYt8LotSirHxcZzJ7sWOjg601lSqNVJOMi4tm82glJru1TLGkMnmSQb3KeJod9dkKpX8TGq1+vR4tUwmjVKKKIrQWtMINZ6bTHBoNJpYytCMDGk/qQ/XG018N5nEkEql0FoThvH0ODnHsZPJEeHu5Zhd18WYZGbr1Pi3qaVKZk4XmDmmbs/YTEop7D2qc+2c0E2Z98kT69ev58Ybb5yOHX/88bzuda971skT//Zv/8bGjbv/9/ve976XBx54YN4nT4B0x4r20Wql+pMmN6F8aMaeRVM9XTv3OPb/WWvxo8f1rNiLuuDXewyCOqMzGZc009m98KvB2bGXL4e7tu59jfsf19NdZT3AG85dzH8/NMDjpaT9JxXgVetXcM/GLTy+K/kTdEwfvPyk1fzgl0/zP/WkErQ2DSce38HGR8Z5sppUck7OwiXnHs09jz/Jls0QGThqNbz8uGMA+Pljj3HXk/Dyo+Ela5OlYn/5xBM8s9mgNKw4SvGyY47hrkcf5ZnJXdRXroZz1qzhv59+mq1bYkwMK1bbvOrYY3lgYIDB4VEaDVjR38Urj17NLzZvYcvOIRwXlnb3cOrixWwcGmLn2BCNRszqJYt5ydEr2DI8wUB1gkYYsKqjh5NW9bDhqV08NbKLTNpncabIiq4ij+waZtv4MIGOOaqrj5OX93HPk1t5amAHfspjaWc3x3V388jwMDvGh2nUA45aspRzjl7OlqEJdlYniKKQ5cVuTljZDcCu4RqPjuzk2EVLOGZF0ke6eaDCcLWCoyw6MhmWdmd4aluJXbUStmXR7efoX5xjeLxBud6gFgf05Qoc01/giR1lhipl0pZLLuPT0+HzzI4yQ/UyBuhN51m5NM/2wSqjjSpxrOnJ5lm9NM/WwSoj1SqWgs5MluW9WbYP1xiv1TDa0JnLsqI3y1M7ygxXy1i2TZefYUl3hqHxBpVag1oc0pvPs2ZpnqFSk3KjidGGQsZncYfPkwMVRkoVfM8l66foLiSJyOB4g6dHhlm9qJujFucACCJNpDWVRkDH5PmVRrJXqWNbOLaF51jEk+O+gijG9xxyvsNoJaDSCMhMLqprW4p6EBNEySPne9PjyLQ2RLHGc23Snj19Dc+xp8+NtUEbQxDuvkYQaaJIT48rs2dkMFGkcZzZ7bP26H+MtZk+zt7je1PHT197j/NbXTuIdLLWnGH62nNpz57XPZLMJXeZ1+VOrrjiCr761a/y9a9/nU2bNvHhD3+YLVu2TK9Ld/XVV/OOd7xj+vjLLruMZ555hiuuuIJNmzbx9a9/na997Wv88R//8Xx9BCEWlJlJHeyd0B1qQzOeT3WrTZSSSl0E1CdLcZVdybHDQDS5Z1I0OWWxCeyYfL6tOqN7bvJJtAO2mqTSZyY/8NPbHqeyPenOK+2Ep7Ym5bRop2F7BNs1qF2TXTeDyeutGoLtk9fcHrOtATtDcEeTMp4ZGWVwK4wPQUclyYDzlSEmhmBkB6jx5NPq0QGGdsTURqGzOfkTqA8xPDZEvTJBwST9lB1mgka1xODwIKaafGi7uovRkQr1sTrZIBl33BkMUxuHoYGAeHQHAPHYDoZ3BtTGoTNMjrMaw4yND1OpTJCbvEZpYoJKkIyzcu0atVryH0jGqhE0a1QaFVyd1E3TVoV6o0K5VsLVkzcmKDFWL2GCBh1e8k+JottABw3GG2VUWAYgRZlqPXl4JDFXlynXytSbVdJWdfK4Ko1mlWqjSmryBnqmSq1RpR7WSKukfVm7RiOoUamVsePk/VRYZrxRxoQNim5j8twGzUaDMGiSVkmHdIfbREdNSrUKKkw+W6VSoRFU6LTAsxo0Gsn5UdCgVGvgoCl4yT90PEuD0QRhBDop6+o4ohlGWBhSdvLfTdY1OMpQbQZE4WRZNw6oNwMwMWl78r8bHRPGMQqDayXnpmyTVMDCCB3PuEYQYand10jGnZlkHJpJ2qf1VMIFU3nVs403wyRbbGGeexxaq/NbXdtCo7VGG43F3NuzEMa/HQrzWrGDZIHiT33qU+zcuZMTTzyRv/3bv+WlL30pAJdeeimbN2/mrrvumj7+Zz/7GR/+8IenFyj+6Ec/OqcFig9mxQ6kaifa30kZ2FRLKmStErvMjOcxrcdn7aupjcSnFEi6T2fuhbmcJMGyZwyo7/SSzcUb9u5Y3gbHgerM/6NVoBbCwPju0JLOZEwV+d2xLg+UhvKMvxinr1hLZ+UxRrJr+c0zu/tJF9kKZcG42f3v4g5iQg1jM7pnu12btA8TZvceUMtzaVIx1NPp6VguCoiAHY3dfbbL0mmyDtTc3cct9jxSDjTt3e/nhg1qEexo7K6/9tg2ngPjZvcPJxPVqQSwvbF7gY5l6TS5Pa7R47mkbGhYu1cYWNpVpNutEbpFhsu7M39f6WScVbj7DqZbxDrTHjkP9Ix22zqkFsJ4Y/edzk42tzqjOzvvJjsI1Gf8rFsdl3OScVF1vfv+pYgJYigFuw/s8F0yLsQzPl968txgxrlWi/b1FXN0OA0iJ8d4dffPuzD5+Rxn5l5fyc8hmPFzSHnJMh+Wtfu+RFFyneqM66Qnj0vmECfcyZ+DUrt/Dlonn6854/O1ugYkuyjE8e5fDMdJ3m+qGxMmE6cZY9JgcmYoBjM9fm13fM9xaK3Ob3XtqUvqGb/4c2lPu49/219zyV3mPbE71A52YjdlZoK3+YaL2zZ2uLVHPnMSWzMj9sRk7HdmxG6fjL1/RuwLk7GPzoh9cjL21a/ujv3BH+z+Odxww+74VVcl8R/+8IfTsYsuugiAf/qn3cf9/u8nx33zm7tjb397Ervllt2xN785id122+7Y61//7Ne4//77p2Pr168H4KGHHpqOnXTSSQCzhmocf/zxAPzyl7+cjp177rkAPPLII9Ox4447DoDHH9+dwK1du3unzscee2z6+THHJF21Tzyxe8rAmjXJvNBHH9297fqxxx4LJAurT1m9ejXArLHCixcnS9jOXJh9xYoVAAwN7a5Z9vT0ADAxMTEdKxaTbHfXrt1bu0+NUZ65UkB3d9KtunXr7v7uqbHGrY5rdQ1gumIHkMkkKX6lsnukYy6XdFHOXH1g6v+zjRnJp+8nU2bL5fJ0LJ/PP2usWt09DSKbzT5rrFX7Wr1fq7Y0m7v/iZJKpZ71sz3b+XpGpjKVoETR7kzfcZIh7a3GfQXB7qTe85IEMY53J2y2bT/ruft6jVbta+XZxqU933i15zqu1bVfaHuONJLYPYdDldgJIYQQQhwIbTPGTgghhBBCHDiS2AkhhBBCLBCS2AkhhBBCLBCS2AkhhBBCLBCS2AkhhBBCLBCS2AkhhBBCLBCS2AkhhBBCLBCS2AkhhBBCLBDOfDfgUJtaj3nmyuhCCCGEEIerqZxlX/aUOOISu6ntZaa20xFCCCGEaAflcnnWNn+tHHFbimmt2bFjB/l8/qDuO1cqlVi+fDlbt26VrcsOE3JPDk9yXw4/ck8OT3JfDk+H4r4YYyiXyyxduvQ599aFI7BiZ1kW/f39h+x6hUJBfgEPM3JPDk9yXw4/ck8OT3JfDk8H+748X6VuikyeEEIIIYRYICSxE0IIIYRYICSxO0hSqRTXXnstqVRqvpsiJsk9OTzJfTn8yD05PMl9OTwdbvfliJs8IYQQQgixUEnFTgghhBBigZDETgghhBBigZDETgghhBBigZDETgghhBBigZDE7gW48cYbWb16Nb7vs379eu6+++7nPP5nP/sZ69evx/d9jjrqKP7+7//+ELX0yDGXe/K9732PCy64gJ6eHgqFAmeffTY//vGPD2Frjxxz/V2Z8stf/hLHcTj11FMPbgOPQHO9J81mk2uuuYaVK1eSSqU4+uij+frXv36IWnvkmOt9ufnmmznllFPIZDIsWbKEd73rXYyMjByi1i58P//5z3nNa17D0qVLUUrx/e9//3nPmfe/9Ubsl1tuucW4rmu+8pWvmI0bN5oPfvCDJpvNmmeeeabl8U899ZTJZDLmgx/8oNm4caP5yle+YlzXNd/97ncPccsXrrnekw9+8IPmk5/8pLn33nvNY489Zq6++mrjuq75zW9+c4hbvrDN9b5MGR8fN0cddZS58MILzSmnnHJoGnuE2J978trXvtacddZZ5s477zRPP/20+e///m/zy1/+8hC2euGb6325++67jWVZ5nOf+5x56qmnzN13321OOOEEc8kllxzili9ct99+u7nmmmvMv/zLvxjA3Hbbbc95/OHwt14Su/105plnmssuu2xW7LjjjjNXXXVVy+P/5E/+xBx33HGzYn/4h39oXvziFx+0Nh5p5npPWjn++OPNddddd6CbdkTb3/vypje9yXz84x831157rSR2B9hc78kPf/hDUywWzcjIyKFo3hFrrvfl05/+tDnqqKNmxT7/+c+b/v7+g9bGI9m+JHaHw9966YrdD0EQcP/993PhhRfOil944YXcc889Lc/51a9+tdfxr371q7nvvvsIw/CgtfVIsT/3ZE9aa8rlMl1dXQejiUek/b0v3/jGN3jyySe59tprD3YTjzj7c09+8IMfcMYZZ/CpT32KZcuWccwxx/DHf/zH1Ov1Q9HkI8L+3JdzzjmHbdu2cfvtt2OMYdeuXXz3u9/l4osvPhRNFi0cDn/rnUNylQVmeHiYOI7p6+ubFe/r62NgYKDlOQMDAy2Pj6KI4eFhlixZctDaeyTYn3uyp8985jNUq1Xe+MY3HowmHpH25748/vjjXHXVVdx99904jvwv6kDbn3vy1FNP8Ytf/ALf97ntttsYHh7m8ssvZ3R0VMbZHSD7c1/OOeccbr75Zt70pjfRaDSIoojXvva1fOELXzgUTRYtHA5/66Vi9wIopWa9NsbsFXu+41vFxf6b6z2Z8q1vfYs///M/59Zbb6W3t/dgNe+Ita/3JY5j3vrWt3LddddxzDHHHKrmHZHm8ruitUYpxc0338yZZ57J7/zO7/A3f/M3/MM//INU7Q6wudyXjRs38oEPfIA/+7M/4/777+dHP/oRTz/9NJdddtmhaKp4FvP9t17+Obwfuru7sW17r39FDQ4O7pWpT1m8eHHL4x3HYdGiRQetrUeK/bknU2699Vbe85738J3vfIfzzz//YDbziDPX+1Iul7nvvvvYsGED73vf+4AkqTDG4DgOd9xxB6985SsPSdsXqv35XVmyZAnLli2jWCxOx9atW4cxhm3btrF27dqD2uYjwf7cl+uvv55zzz2Xj3zkIwCcfPLJZLNZzjvvPP7yL/9SeoLmweHwt14qdvvB8zzWr1/PnXfeOSt+5513cs4557Q85+yzz97r+DvuuIMzzjgD13UPWluPFPtzTyCp1F166aX88z//s4xLOQjmel8KhQIPPfQQDzzwwPTjsssu49hjj+WBBx7grLPOOlRNX7D253fl3HPPZceOHVQqlenYY489hmVZ9Pf3H9T2Hin2577UajUsa/afcdu2gd1VInFoHRZ/6w/ZNI0FZmpa+te+9jWzceNG86EPfchks1mzefNmY4wxV111lXn7298+ffzUFOgPf/jDZuPGjeZrX/uaLHdygM31nvzzP/+zcRzHfPGLXzQ7d+6cfoyPj8/XR1iQ5npf9iSzYg+8ud6Tcrls+vv7ze/93u+Zhx9+2PzsZz8za9euNX/wB38wXx9hQZrrffnGN75hHMcxN954o3nyySfNL37xC3PGGWeYM888c74+woJTLpfNhg0bzIYNGwxg/uZv/sZs2LBhegmaw/FvvSR2L8AXv/hFs3LlSuN5njn99NPNz372s+nvvfOd7zQve9nLZh1/1113mdNOO814nmdWrVplbrrppkPc4oVvLvfkZS97mQH2erzzne889A1f4Ob6uzKTJHYHx1zvyaZNm8z5559v0um06e/vN1dccYWp1WqHuNUL31zvy+c//3lz/PHHm3Q6bZYsWWLe9ra3mW3bth3iVi9cP/3pT5/z78Th+LdeGSP1WiGEEEKIhUDG2AkhhBBCLBCS2AkhhBBCLBCS2AkhhBBCLBCS2AkhhBBCLBCS2AkhhBBCLBCS2AkhhBBCLBCS2AkhhBBCLBCS2AkhDjsvf/nL+dCHPjTfzdhvmzdvRinFAw888ILe59JLL+WSSy55zmP2/FmtWrWKz372s9OvlVJ8//vff0HtEEK0D2e+GyCEEGL/fe9733vOPSh37txJZ2cnkCScq1evZsOGDZx66qmHqIVCiENJEjshhJiDMAwP3Wbe+6Crq+s5v7948eJD1BIhxOFAumKFEPOqWq3yjne8g1wux5IlS/jMZz6z1zGrVq3i//yf/8O73/1u8vk8K1as4Mtf/vL096e6Pr/3ve/xile8gkwmwymnnMKvfvWr57y2UoqbbrqJiy66iHQ6zerVq/nOd76z1/t++9vf5uUvfzm+7/NP//RPaK35xCc+QX9/P6lUilNPPZUf/ehHe73/I488wjnnnIPv+5xwwgncdddd09+L45j3vOc9rF69mnQ6zbHHHsvnPve5lu287rrr6O3tpVAo8Id/+IcEQTD9vefrtp7ZFbt69WoATjvtNJRSvPzlL+fnP/85rusyMDAw67wrr7ySl770pc/58xNCHH4ksRNCzKuPfOQj/PSnP+W2227jjjvu4K677uL+++/f67jPfOYznHHGGWzYsIHLL7+c9773vTzyyCOzjrnmmmv44z/+Yx544AGOOeYY3vKWtxBF0XNe/0//9E95wxvewIMPPsjv//7v85a3vIVNmzbNOuajH/0oH/jAB9i0aROvfvWr+dznPsdnPvMZ/vqv/5rf/va3vPrVr+a1r30tjz/++F6f7corr2TDhg2cc845vPa1r2VkZAQArTX9/f18+9vfZuPGjfzZn/0ZH/vYx/j2t7896z3+4z/+g02bNvHTn/6Ub33rW9x2221cd911+/zznenee+8F4Cc/+Qk7d+7ke9/7Hi996Us56qij+OY3vzl9XBRF/NM//RPvete79us6Qoh5ZIQQYp6Uy2XjeZ655ZZbpmMjIyMmnU6bD37wg9OxlStXmt///d+ffq21Nr29veamm24yxhjz9NNPG8B89atfnT7m4YcfNoDZtGnTs14fMJdddtms2FlnnWXe+973znrfz372s7OOWbp0qfmrv/qrWbEXvehF5vLLL5913g033DD9/TAMTX9/v/nkJz/5rO25/PLLzRve8Ibp1+985ztNV1eXqVar07GbbrrJ5HI5E8exMcaYl73sZXv9rP72b/921me87bbbZrVrw4YNs677yU9+0qxbt2769fe//32Ty+VMpVJ51rYKIQ5PUrETQsybJ598kiAIOPvss6djXV1dHHvssXsde/LJJ08/V0qxePFiBgcHn/WYJUuWAOx1zJ5mXnvq9Z4VuzPOOGP6ealUYseOHZx77rmzjjn33HP3Om/mezuOwxlnnDHrmL//+7/njDPOoKenh1wux1e+8hW2bNky6z1OOeUUMpnMrPesVCps3br1OT/XXFx66aU88cQT/Nd//RcAX//613njG99INps9YNcQQhwaktgJIeaNMWafj91zwoJSCq31sx6jlALY65h9MXXulFYJzp7HGGP2ij3Xe3/729/mwx/+MO9+97u54447eOCBB3jXu941a/zcXNr4QvT29vKa17yGb3zjGwwODnL77bfz7ne/+4C9vxDi0JHETggxb9asWYPrutOVIoCxsTEee+yxQ9aGmdeeen3cccc96/GFQoGlS5fyi1/8Ylb8nnvuYd26dc/63lEUcf/990+/9913380555zD5ZdfzmmnncaaNWt48skn97regw8+SL1en/WeuVyO/v7+ff+QkzzPA5KJG3v6gz/4A2655Ra+9KUvcfTRR+9VkRRCtAdZ7kQIMW9yuRzvec97+MhHPsKiRYvo6+vjmmuuwbIO3b85v/Od73DGGWfwkpe8hJtvvpl7772Xr33ta895zkc+8hGuvfZajj76aE499VS+8Y1v8MADD3DzzTfPOu6LX/wia9euZd26dfzt3/4tY2Nj05WwNWvW8I//+I/8+Mc/ZvXq1Xzzm9/k17/+9fTM1SlBEPCe97yHj3/84zzzzDNce+21vO9979uvn1Fvby/pdJof/ehH9Pf34/s+xWIRgFe/+tUUi0X+8i//kk984hNzfm8hxOFBKnZCiHn16U9/mpe+9KW89rWv5fzzz+clL3kJ69evP2TXv+6667jllls4+eST+b//9/9y8803c/zxxz/nOR/4wAe48sorufLKKznppJP40Y9+xA9+8APWrl0767gbbriBT37yk5xyyincfffd/Ou//ivd3d0AXHbZZfzu7/4ub3rTmzjrrLMYGRnh8ssv3+tar3rVq1i7di0vfelLeeMb38hrXvMa/vzP/3y/PqvjOHz+85/nS1/6EkuXLuV1r3vd9Pcsy+LSSy8ljmPe8Y537Nf7CyHmnzJzGeQihBALiFKK22677Xm37TpS/O///b/ZtWsXP/jBD+a7KUKI/SRdsUIIcYSbmJjg17/+NTfffDP/+q//Ot/NEUK8AJLYCSHEEe51r3sd9957L3/4h3/IBRdcMN/NEUK8ANIVK4QQQgixQMjkCSGEEEKIBUISOyGEEEKIBUISOyGEEEKIBUISOyGEEEKIBUISOyGEEEKIBUISOyGEEEKIBUISOyGEEEKIBUISOyGEEEKIBUISOyGEEEKIBeL/B34sfJhpkBY7AAAAAElFTkSuQmCC", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "class_compare('e') #insert whichever classification" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "id": "c876fb87", "metadata": {}, "outputs": [], @@ -749,7 +742,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "id": "bf4ef2e9", "metadata": { "scrolled": false @@ -772,7 +765,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "id": "f46ef9a9", "metadata": {}, "outputs": [], @@ -791,7 +784,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "id": "c6fbc7b5", "metadata": {}, "outputs": [], @@ -808,7 +801,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "id": "6228a3c2", "metadata": {}, "outputs": [], @@ -826,7 +819,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "id": "41bcaa0c", "metadata": {}, "outputs": [], @@ -840,13 +833,13 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "id": "13e5aa84", "metadata": {}, "outputs": [ { "data": { - "image/png": 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rn4cQQoj/kYESQohsJ0mdEEJkPxkoIYQQQggh0iVJnRBCCCHER0CSOiGEEEKIj4BMaSKE0FJuUrhMPixyjOyYHFaInEha6oQQQgghPgKS1AkhhBBCfAQkqRNCCCGE+AhIUieEEEII8RHIUUnd2rVrKVu2LJaWligUCqKiovD398fd3R07OzsUCgUhISHvO8wcwdvbG4VCke6WJiYmBoVCwdy5czOs7+nTp8yaNYuKFSuSJ08ecufOjZubG126dOHAgQN6xebq6ppuXB4eHlrlz5w5g4+PD8WKFSNXrlzY2NhQpUoVZs+ezYMHD9TlPDw80q1X3xU29I0R4Pvvv0ehUFCuXLkM6z537hze3t4UKVIECwsLHB0d8fLyYufOnRrlKleuTMGCBTNcq7Zu3bo4Ojry8uVLvZ5PCCFEzpNjRr/eu3eP3r1707x5cxYtWoRSqeTBgwesWrWKSpUq4eXlxerVq993mDmKpaUl+/fvf+t6UlJSaNq0KX/99RcjR46kRo0aAFy8eJFt27Zx6NAh3N3d9aqzbt26OhPJN2feXrp0KQMHDqRkyZKMHDmSMmXKkJSUxIkTJ1iyZAlHjhxh06ZN6vLFixdn1apVWvUqlUq94tMnxjRBQUEAREdHc+zYMWrWrKlVZuPGjfTo0YPixYszYcIESpYsSWxsLMHBwXh5eTFy5Ehmz54NgJ+fH1999RXh4eF4eXlp1XXhwgV+++03/P39sbCw0Pv5hBBC5Cw5Jqm7cOECSUlJ9OrVS50gpKamcu/ePeDVeqf/9aROpVLx4sULLC0ts1TexMSEWrVqvfV9Dx48yG+//UZQUBA+Pj7q482aNWPQoEGkpqbqXaednV2msR05coQBAwbg6enJ5s2bNRIzT09Phg8fzq5duzSusbS0NMozZzXGNCdOnOD06dO0bNmSsLAwAgMDtZK6y5cv07t3b8qXL09kZCTW1tbqc507d2bAgAHMmTOHKlWq0K1bN3r27MnIkSMJCgrSmdSlJZG+vr5v8ZRCCCFyihzx+tXb25t69eoB0LVrV/UrLhMT44Xv7e2NjY0N0dHRNG7cGGtra5ycnBg0aBDPnj3TKPvixQvGjh1LsWLFsLCwoGDBgnz55Zc8evRIXWbkyJHY2tpqvBr76quvUCgUzJkzR30sLi4OExMTfvjhB/WxhIQERowYoVG/v78/T58+1YhDoVAwaNAglixZQunSpVEqlSxbtsxon0lWxcXFAZA/f36d5435fXrd9OnTUSgU/Pzzzzpb2iwsLGjTpk223FtfgYGBAMycOZM6deqwZs0arX9X8+fP59mzZ/zwww8aCV2aefPmYWdnx7Rp0wCwt7enffv2bNu2Tf09SJOSksKKFSuoXr065cuXz6anEkII8SHJEUndhAkTWLhwIfDqF/mRI0dYtGiR0e+TlJSEl5cXjRs3ZvPmzQwaNIiffvqJrl27qsuoVCratWvH3Llz6d27N2FhYQwbNoxly5bRqFEjEhMTAWjSpAkJCQn8/vvv6mv37t2LpaUle/bsUR/bt28fKpWKJk2aAPDs2TPc3d1ZtmwZgwcPZufOnYwePZqQkBDatGmDSqXSiHnz5s0sXryYiRMnEh4eTv369fV65uTkZK1N35a1atWqYW5uzpAhQ1i1ahW3b9/W63pdVCqVztjSnj8lJYX9+/dTtWpVChcurFfdxnjmrMSY5vnz56xevZrq1atTrlw5fH19efz4Mb/++qtGuT179uDs7Jxu65+VlRVNmzbl7Nmz3LlzB3j1Cvbly5esXLlSo2x4eDi3bt3Cz89P7+cSQgiRM+WIpM7NzY0yZcoA8Omnn1KrVi31vjG9fPmS4cOHM27cODw9PZk0aRKTJ09m+/btHD58GIDdu3cTHh7O9OnTmTJlivo1X1BQEKdOnWL58uUA1K9fHwsLC/bu3QvAv//+y/nz5xk8eDBRUVHq5G/v3r0UKFCA0qVLA6860585c4adO3cydOhQGjduzODBgwkMDGT//v1arxOfPHlCZGQk3bt3p2HDhpQtWzbLz/v06VPMzc21tqZNm+r1ubm6urJkyRJu3bpFr169KFCgAAUKFKBv374cOnRIr7rS7NixQ2dsaa1U9+/f59mzZxQrVkyveqOjo3XW279/f6PHmGb9+vXEx8erE6yuXbtiY2Ojbr1Lc/369UyfJ+389evXAWjUqBHFihVTv2pNExQUhJWVFd27d8+wvsTERBISEjQ2IYQQOVOOSOrepZ49e2rs9+jRA4CIiAgA9cACb29vjXKdO3fG2tqaffv2Aa9aVWrXrq1O6vbs2YOdnR0jR47k5cuXREVFAa+SurRWOoDt27dTrlw5KlWqpNH606xZMxQKBZGRkRr3bdSoEfb29gY9q6WlJcePH9faDGkF9fX15ebNm4SGhjJ48GAKFy7MypUrcXd313jdnFX16tXTGdvbtjy5ubnprHfChAnZFmNgYCCWlpZ069YNABsbGzp37syhQ4e4ePGiXvdMawVMG6GsUCjw8fHhzJkznDx5Enj1Onzbtm107Ngx3UEbaWbMmIGtra1607fVUwghxIcjxwyUeBfMzMxwcHDQOObi4gL8r99YXFwcZmZmODk5aZRTKBS4uLho9G1q0qQJ33zzDU+fPmXv3r00atQIBwcHqlatyt69eylevDhXr15l8uTJ6mtiY2O5dOkS5ubmOmO8f/++xn56/diywsTEhGrVqhl8/ZtsbW3p3r27unUoOjqaJk2aMH78ePr164ednZ1edWUUm6OjI1ZWVly9elWvGHPlymW0Z84sRoBLly5x8OBBOnbsiEqlUve77NSpE8HBwQQFBTFjxgwAihQpkunzxMTEAGgkXz4+PgQEBBAcHEzVqlVZtWoVL1++zFICPHbsWIYNG6beT0hIkMROCCFyKGmpe01ycrJWh/O0vktpyZ6DgwPJycnqUbdpVCoVd+7cwdHRUX2scePGvHz5koMHD7Jv3z48PT3Vx/fs2aPuW9e4cWP1NY6OjpQvX15nC5CuFqXX55T70JQtW5Zu3bqRlJTEhQsXjFq3qakpjRs35uTJk9y8edOodRtTUFAQKpWK9evXY29vr95atny1APmyZcvUg2k8PT2JjY3l6NGjOut69uwZe/bsoVy5cuo/NgAKFSpE06ZNCQ0NJTExkeDgYD755BMaNGiQaXxKpZI8efJobEIIIXImSere8OYcZqGhoQDqCWXTErA3O6Zv2LCBp0+faiRoNWrUIE+ePHz33XfcuXNHndQ1adKEU6dOsW7dOsqUKUOBAgXU17Rq1YrLly/j4OBAtWrVtDZ9J8l9F+Li4tKd3Pb8+fMAGs9oLGPHjkWlUtGvXz+d909KSmLbtm1Gv29WpaSksGzZMtzc3IiIiNDahg8fzu3bt9WTCg8dOhRLS0u++uorrZHOACNGjODhw4d8/fXXWuf8/Px4+PAhEydO5M8//8THx+eDTviFEEIYX45//bp+/XoArly5AryaD8zGxgZ49YpLHxYWFsybN48nT55QvXp1fvvtN6ZOnUqLFi3UU6p4enrSrFkzRo8eTUJCAnXr1uXMmTNMmjSJypUr07t3b3V9pqamuLu7s23bNooVK4abmxvwatJapVLJvn37GDx4sEYM/v7+bNiwgQYNGjB06FAqVKhAamoq169fZ/fu3QwfPlznpLWGSE1NTbdVqHLlyhrThPz111/qz/p11atX5/jx4wwZMoSePXtSp04dHBwcuHv3LqtXr2bXrl306dOHQoUK6RXbo0ePdMamVCqpXLkyALVr12bx4sUMHDiQqlWrMmDAAMqWLUtSUhKnTp3i559/ply5crRu3Vp9/fPnz9N9Zn3nr8ssxp07d3Lr1i1mzZqlc5WJcuXK8eOPPxIYGEirVq1wc3NjxYoV9OzZk+rVqzNs2DD15MNBQUHs3LmTESNGaIzGTtOmTRscHR2ZM2cOpqam9O3bV69nEUIIkfPl+KSuc+fOGvsLFy5UT3/y5tQSmTE3N2f79u0MHjyYqVOnYmlpSb9+/TQ6+isUCjZv3qzuwzRt2jQcHR3p3bs306dP15ovrUmTJmzbtk1jMIRSqaRevXrs2bNH4ziAtbU1hw4dYubMmfz8889cvXoVS0tLihQpQpMmTYzaUvf8+XNq166t89zFixf55JNP1PvLly9Xj+x9XXBwME2aNMHX15eIiAhWrFjB/fv3sbS0pEyZMvzwww8MGDBA79gOHz6sM7aCBQtqvG7t168fNWrUYP78+cyaNYs7d+5gbm5OiRIl6NGjB4MGDdK4/sqVK+k+c1JSEmZmWf8vkVmMgYGBWFhYaEzI/DpHR0fat2/P+vXriY2NxdnZmY4dO1K6dGlmz57N5MmTiY2NJXfu3NSoUYOwsDCdkwzDqz9Ievfuzfz582nWrBkFCxbM8nMIIYT4OChU+mY+Hylvb2/Wr1/PkydP3ncoQrw3CQkJr0bB+q/DRGn1vsMRIktiZrZ83yEIoZe0n7Xx8fFG7cssfeqEEEIIIT4COf71a2ZSU1MzXS1An1duH7qUlJQMXzsrFApMTU3fYUT/k5ycnOF5ExOTbFtSLKtyQoxCCCGELh/9bydfX1+ds/6/vgGEhIR8FK9eGzdunOGzpg3WeB8y+z58CAvP54QYhRBCCF0++j51MTExWhP2vsmYE/C+b//88w+PHz9O97xSqXxvC7yfOHEiw/OOjo7vfcqWnBBjdsqufh5CCCH+J7t+1n70SZ0QIuskqRNCiOwnAyWEEEIIIUS6JKkTQgghhPgISFInhBBCCPER+Hjm8hBCGE25SeEy+XAOIRPvCiHSSEudEEIIIcRHQJI6IYQQQoiPgCR1QgghhBAfAUnqhBBCCCE+ApLUZSIkJASFQkFMTMz7DkX8x+zYsYOAgACd51xdXfH29n6n8QghhPiwyejXTLRs2ZIjR46QP3/+9x2K+I/ZsWMHCxcu1JnYbdq0SVZ8EEIIoUGSukw4OTnh5OT0vsMQH4Fnz55hZWWcaUIqV65slHqEEEJ8POT1aybefP3q4eFBuXLlOH78OPXr18fKyorixYszc+ZMUlNTAbh37x4WFhZMmDBBq77z58+jUCj4/vvvs3T/ypUrU79+fa3jKSkpFCxYkA4dOqiPPXjwgIEDB1KwYEEsLCwoXrw448ePJzExUeNahULBoEGDWLFiBaVLl8bKyoqKFSuyfft2jXIBAQEoFAqio6Pp3r07tra2ODs74+vrS3x8vEZZlUrFokWLqFSpEpaWltjb29OpUyeuXLmiUS6914YeHh54eHio9yMjI1EoFISGhjJ69Gjy58+PjY0NrVu3JjY2lsePH9O/f38cHR1xdHTEx8eHJ0+eaNS5cOFCGjRoQL58+bC2tqZ8+fLMnj2bpKQkrXtn9j19PabVq1czfvx4ChQoQJ48eWjSpAn//POPzjoPHjxInTp1sLKywtfXF4C1a9fStGlT8ufPj6WlJaVLl2bMmDE8ffpUfb23tzcLFy5Uf7/StrR/h7o+x+vXr9OrVy/y5cuHUqmkdOnSzJs3T+MZhBBCfLwkqTPAnTt36NmzJ7169WLr1q20aNGCsWPHsnLlSuBV616rVq1YtmyZ1i/U4OBgLCws6NmzZ5bu5ePjQ1RUFBcvXtQ4vnv3bm7duoWPjw8AL168oGHDhixfvpxhw4YRFhZGr169mD17tkbilyYsLIwff/yRKVOmsGHDBvLmzUv79u21kjCAjh07UqJECTZs2MCYMWMIDQ1l6NChGmU+//xz/P39adKkCZs3b2bRokVER0dTp04dYmNjs/SsuowbN467d+8SEhLCvHnziIyMpHv37nTs2BFbW1tWr17NqFGjWLFiBePGjdO49vLly/To0YMVK1awfft2/Pz8mDNnDp9//rnWfTL7nr4Z07Vr1/jll1/4+eefuXjxIq1btyYlJUWj3O3bt+nVqxc9evRgx44dDBw4EICLFy/i5eVFYGAgu3btwt/fn3Xr1tG6dWv1tRMmTKBTp04AHDlyRL2l1w3g3r171KlTh927d/PNN9+wdetWmjRpwogRIxg0aJB+H7oQQogcSV6/GiAuLo4dO3ZQo0YNAJo0aUJkZCShoaH06dMHeJWMbdq0iX379uHp6Qm8al1buXIlrVu3xsHBIUv36tmzJyNHjiQkJIRp06apj4eEhODs7EyLFi0AWLZsGWfOnGHdunV07twZAE9PT2xsbBg9ejR79uxRxwHw/Plz9u7dS+7cuQGoUqUKBQoUYN26dYwZM0YjBj8/P0aOHKl+1kuXLhEUFERgYCAKhYKjR4+ydOlS5s2bx7Bhw9TX1a9fnxIlSvDtt98ya9asrH/Ar6lQoQLBwcHq/fPnz/Pdd98xePBg5syZo37OI0eOsGrVKo0W0G+//Vb9dWpqKvXr18fBwQEfHx/mzZuHvb29+nxWvqdpypQpo5HsmZqa0qVLF44fP06tWrXUxx88eMCvv/5Ko0aNNK7/+uuv1V+rVCrq1q1L6dKlcXd358yZM1SoUAE3NzecnZ0BNOpMz7fffsu///7LsWPH1M/QrFkzUlJSWLJkCf7+/pQoUULrusTERI2W3ISEhEzvJYQQ4sMkLXUGcHFxUf/iTFOhQgWuXbum3m/RogUuLi4aCUl4eDi3bt1Sv4bLCgcHB1q3bq3R6vfw4UO2bNlCnz59MDN7lZfv378fa2trdetOmrRXdPv27dM43rBhQ3VCB+Ds7Ey+fPk0niFNmzZttJ71xYsX3L17F4Dt27ejUCjo1asXycnJ6s3FxYWKFSsSGRmZ5ed9U6tWrTT2S5cuDbwawPLm8QcPHmi8gj116hRt2rTBwcEBU1NTzM3N6dOnDykpKVy4cEHj+qx8T9Po+jwArbL29vZaCR3AlStX6NGjBy4uLuq43N3dATh37pz2h5AF+/fvp0yZMlrP4O3tjUqlYv/+/TqvmzFjBra2tuqtcOHCBt1fCCHE+ydJnQF0tbIplUqeP3+u3jczM6N3795s2rSJR48eAa9a1/Lnz0+zZs30up+vry///vsve/bsAWD16tUkJiZq9KmKi4vDxcUFhUKhcW2+fPkwMzMjLi5O72dIr6xSqQRQl42NjUWlUuHs7Iy5ubnGdvToUe7fv6/X874ub968GvsWFhYZHn/x4gXwqn9Z/fr1+ffff1mwYAGHDh3i+PHj6n5qbz6nMT+PNLpelT558oT69etz7Ngxpk6dSmRkJMePH2fjxo0668iquLg4nfcrUKCA+rwuY8eOJT4+Xr3duHHDoPsLIYR4/+T1azby8fFhzpw5rFmzhq5du7J161b8/f0xNTXVq55mzZpRoEABgoODadasGcHBwdSsWZMyZcqoyzg4OHDs2DFUKpVGYnf37l2Sk5NxdHQ02nO9ydHREYVCwaFDh9QJzuteP5YrVy6tgRsA9+/fN2qMmzdv5unTp2zcuJGiRYuqj//5559Gu0dm3kyw4VWL2q1bt4iMjFS3zgHqxN9QDg4O3L59W+v4rVu3ANL9bJVKpc7vmRBCiJxHWuqyUenSpalZsybBwcGEhoaSmJioHtigD1NTU3r37s3mzZs5dOgQJ06c0HqF27hxY548ecLmzZs1ji9fvlx9Pru0atUKlUrFv//+S7Vq1bS28uXLq8u6urpy5swZjesvXLigNXr0baUlVK8nLCqViqVLlxr1PvrSFRfATz/9pFU2vRZAXRo3bszff//NH3/8oXF8+fLlKBQKGjZsaGjIQgghcghpqctmvr6+fP7559y6dYs6depQsmRJg+uZNWsWPXr0wNLSkq5du2qc79OnDwsXLqRv377ExMRQvnx5oqKimD59Ol5eXjRp0sQYj6NT3bp16d+/Pz4+Ppw4cYIGDRpgbW3N7du3iYqKonz58gwYMACA3r1706tXLwYOHEjHjh25du0as2fPNvpcgJ6enlhYWNC9e3dGjRrFixcvWLx4MQ8fPjTqffRVp04d7O3t+eKLL5g0aRLm5uasWrWK06dPa5VNS4ZnzZpFixYtMDU1pUKFCupXza8bOnQoy5cvp2XLlkyZMoWiRYsSFhbGokWLGDBggM5BEkIIIT4u0lKXzbp164alpSU3b940qJUuTYkSJahTpw43b96kQ4cO2NraapzPlSsXERER9OzZkzlz5tCiRQtCQkIYMWKEur9Wdvrpp5/48ccfOXjwIN26daNly5ZMnDiRp0+fanTe79GjB7NnzyY8PJxWrVqxePFiFi9ebPSko1SpUmzYsIGHDx/SoUMHvvrqKypVqpTl+QGzi4ODA2FhYVhZWdGrVy98fX2xsbFh7dq1WmV79OjBZ599xqJFi6hduzbVq1dXv059k5OTE7/99huNGjVi7NixtGrVivDwcGbPns0PP/yQ3Y8lhBDiA6BQqVSqt6ng77//5vz58zx9+pTevXsbKy4hxHuQkJDwahSs/zpMlMZZ/UJkr5iZLTMvJIT4oKT9rI2Pjzfqko8Gt9QdP36cSpUqUb58eTp37qwxEvPgwYNYWVmxdetWY8QohBBCCCEyYVBSFx0dTaNGjbh69SpDhw5VT4Cbpn79+jg6OvLrr78aJciP1etzuunaZHknIYQQQmSVQUndpEmTADh58iRz586levXqGucVCgW1a9fm+PHjbx/hR+zNOd3e3PSZpFgIIYQQ/20GjX49cOAAHTt25JNPPkm3TJEiRdi1a5fBgf0XZJb0ZufcckJk5OzkZkbt5yGEECL7GZTUPX78mHz58mVY5sWLF1oLnAtN1apVe98hCCGEEOIjYdDr18KFC3P27NkMy5w8eRI3NzeDghJCCCGEEPoxKKlr1aoVu3fvTneR8HXr1nH06FHatWv3NrEJIYQQQogsMmieunv37lGlShXu3r1L3759uX37Njt27OCHH37gyJEjrF69miJFinDq1CmtSXKFEB+u7Jo7SQghxP9k189agycfvnz5Mn369OHIkSNa52rWrMnq1atxdXV92/iEEO+QTD78ikzoK4TITtmV1Bm89qubmxuHDx/mzz//5OjRozx48IA8efJQs2ZNrSlOhBBCCCFE9jIoqfP19aVChQr4+/tTqVIlKlWqZOSwhBBCCCGEPgwaKBEaGkpsbKyxYxFCCCGEEAYyKKn75JNPuH37trFjEUIIIYQQBjIoqfPz8yMsLIx///3X2PHkKGfOnMHPzw83NzcsLS2xtLTk008/5fPPP+fEiRN61xcZGYlCoSAyMtL4wQKurq4oFAqdm4eHh7pcSEiIxrlcuXLh4uJCw4YNmTFjBnfv3tWqOyAgQOMac3NzihQpQr9+/bhz545W+fHjx1O5cmXy5s1Lrly5KF68OP379+fatWvZ8uwforTP7HUeHh4a3wshhBAiqwzqU9e+fXv27dtHnTp1GDVqFNWrV8fZ2VnrFxS8Wi7sY/TTTz8xaNAgSpYsyZAhQyhbtiwKhYJz586xevVqqlevzqVLl/SagLlKlSocOXKEMmXKZFvcdevWZe7cuVrHdY2+CQ4OplSpUiQlJXH37l2ioqKYNWsWc+fOZe3atTRp0kTrml27dmFra8uTJ0/YvXs38+bN47fffuPPP//E3NxcXe7Ro0d0796d0qVLkzt3bv7++2+mTp3K1q1biY6OxsHBwbgPLoQQQnzkDErqihcvjkKhQKVSMXjw4HTLKRQKkpOTDQ7uQ3X48GEGDhxIy5YtWb9+PRYWFupzjRo14ssvv+TXX3/F0tJSr3rz5MlDrVq1jB2uBjs7uyzfo1y5chpLmXXs2JGhQ4dSr149OnTowMWLF3F2dta4pmrVquo1a5s0acL9+/cJDg4mKiqKhg0bqsstXLhQ4zoPDw+KFSuGl5cXW7ZswdfX19BHfG+ePXuGldV/dxoQIYQQ75dBr1/79OlDnz596Nu3r/prXVvv3r2NHe8HYfr06ZiamvLTTz9pJHSv69y5MwUKFADgxIkTdOvWDVdXVywtLXF1daV79+5arxp1vX7N6rXvSpEiRZg3bx6PHz/mp59+yrR8WlKYlYE1Tk5OAJiZGTzTjk7e3t7Y2NgQHR1N48aNsba2xsnJiUGDBvHs2TONsgsXLqRBgwbky5cPa2trypcvz+zZs0lKStIo5+HhQbly5Th48CB16tTByspKnYiuXbuWpk2bkj9/fiwtLSldujRjxozh6dOnBsU/efJkatasSd68ecmTJw9VqlQhMDCQ16eYjIqKwtzcnBEjRmhcm/YqPTAw0KB7CyGEyDkM+u0ZEhJi5DByjpSUFCIiIqhWrRr58+fP0jUxMTGULFmSbt26kTdvXm7fvs3ixYupXr06f//9t7ply9jX6qJSqXS2npqamup8fa6Ll5cXpqamHDx4MNOyV69eBaBEiRI6zycnJ5OUlMT58+fx9/enRIkSdOjQIUtx6CMpKQkvLy8+//xzxowZw2+//cbUqVO5du0a27ZtU5e7fPkyPXr0oFixYlhYWHD69GmmTZvG+fPnCQoK0qjz9u3b9OrVi1GjRjF9+nRMTF79jXTx4kW8vLzw9/fH2tqa8+fPM2vWLH7//fd0l9bLSExMDJ9//rm6K8PRo0f56quv+Pfff5k4cSIA9erVY+rUqYwZM4YGDRrQpk0boqOj+fLLL+nVqxd+fn6GfnRCCCFyCOM2ifwH3L9/n+fPn1O0aFGtcykpKRqtJ2mJUqdOnejUqZNGuVatWuHs7ExoaGiGr7Df5lpdduzYodG3Lc0333zD119/naU6rK2tcXR05NatW1rnUlJSSE5O5smTJ+zZs4fFixfTvXt3qlSpolX2zp07GolxzZo1iYiIwMbGRo8nypqXL18yfPhw9efl6emJubk548eP5/Dhw9StWxeAb7/9Vn1Namoq9evXx8HBAR8fH+bNm4e9vb36/IMHD/j1119p1KiRxr1e/xxVKhV169aldOnSuLu7c+bMGSpUqKBX7MHBwRoxeXh4oFKpWLBgARMmTFAn46NGjeLgwYP07duXqKgounTpQpEiRViyZEm6dScmJpKYmKjeT0hI0Cs2IYQQHw6DXr8K3apWrYq5ubl6mzdvHgBPnjxh9OjRfPLJJ5iZmWFmZoaNjQ1Pnz7l3LlzGdb5NtfqUq9ePY4fP6616duSk97qci4uLpibm2Nvb0+XLl2oWrUqy5Yt01nW0dGR48ePExUVxdKlS3nw4AENGzbMtulyevbsqbHfo0cPACIiItTHTp06RZs2bXBwcMDU1BRzc3P69OlDSkoKFy5c0Lje3t5eK6EDuHLlCj169MDFxUVdh7u7O4BB37P9+/fTpEkTbG1t1fVNnDiRuLg4jZHICoWC5cuXkzt3bqpVq8bVq1dZt24d1tbW6dY9Y8YMbG1t1VvhwoX1jk8IIcSHweCBElmhUCi4fPmyIbf4YDk6OmJpaamzT1toaCjPnj3j9u3btGnTRn28R48e7Nu3jwkTJlC9enXy5MmDQqHAy8uL58+fZ3i/t7lWF1tbW43BD4Z4+vQpcXFxlC9fXuvc3r17sbW15cGDB/z8889s2LCBr776SmdrkZmZmTqWunXr0rx5c4oVK8bMmTNZsGDBW8Wo615vjqh1cXEBIC4uDoDr169Tv359SpYsyYIFC3B1dSVXrlz8/vvvfPnll1qft67X70+ePKF+/frkypWLqVOnUqJECaysrLhx4wYdOnTQ+3v2+++/07RpUzw8PFi6dCmFChXCwsKCzZs3M23aNK36HBwcaNOmDQsXLqR9+/Y6v0evGzt2LMOGDVPvJyQkSGInhBA5lEFJXWpqqs7+V/Hx8Tx69Ah49QsvvUEEOZmpqSmNGjVi9+7d3L59W+MXe9pUJDExMepj8fHxbN++nUmTJjFmzBj18cTERB48eJDhvd7m2uwUFhZGSkqKzvnUKlasqO7n5+npSbNmzfj555/x8/PLdE3gQoUKUaBAAa0WMWNITk4mLi5OI7FLmz8v7djmzZt5+vQpGzdu1Hi9/ueff+qsU9f/gf3793Pr1i0iIyPVrXOA+v+FvtasWYO5uTnbt28nV65c6uObN2/WWT7tlXeNGjXYtGkTGzZsoGPHjunWr1QqUSqVBsUmhBDiw2LQ69eYmBiuXr2qtT148IArV67Qrl07XF1diY6ONna8H4SxY8eSkpLCF198oTUq8k1pU7+8+Yvzl19+ISUlJduuzS7Xr19nxIgR2Nra8vnnn2dYVqFQsHDhQkxNTbPUX+/SpUvcvHmTTz75xFjhali1apXGfmhoKIA6OU1L0l7/vFUqFUuXLs3yPXTVAWRppHB69ZmZmWFqaqo+9vz5c1asWKFVNm3ghru7O7/99htt2rTBz89PPVhFCCHEx83oAyVcXV1Zu3YtFStWZPz48cyfP9/Yt3jv6taty8KFC/nqq6+oUqUK/fv3p2zZspiYmHD79m02bNgAvJp3Lk+ePDRo0IA5c+bg6OiIq6srBw4cIDAwEDs7uwzv8zbXpufRo0ccPXpU67hSqaRy5coax86ePUtycjLJycncvXuXQ4cOERwcjKmpKZs2bVJPQZKRTz/9lP79+7No0SKioqKoV68eZ86cYejQoXTq1InixYtjYmLCX3/9xfz583FwcNCalsMYLCwsmDdvHk+ePKF69erq0a8tWrSgXr16wKuWRQsLC7p3786oUaN48eIFixcv5uHDh1m+T506dbC3t+eLL75g0qRJmJubs2rVKk6fPm1Q3C1btuTbb7+lR48e9O/fn7i4OObOnauVNKakpNC9e3cUCgWhoaGYmpoSEhJCpUqV6Nq1K1FRUR9ly7kQQoj/yZbRr+bm5nh6erJu3bqPMqkD+OKLL6hduzYLFixg/vz53Lp1C4VCQaFChahTpw779u1Td6IPDQ1lyJAhjBo1iuTkZOrWrcuePXto2bJlpvd5m2t1OXz4MLVr19Y6XrBgQW7evKlxzMfHB3iVENnZ2VG6dGlGjx7NZ599lqWELs2kSZNYvnw5EydOZP/+/Tg7O1OgQAHmzZvH7du3SU5OplChQrRq1Ypx48ZlS5+utFeYgwcPZurUqVhaWtKvXz/mzJmjLlOqVCk2bNjA119/TYcOHXBwcKBHjx4MGzaMFi1aZOk+Dg4OhIWFMXz4cHr16oW1tTVt27Zl7dq1OkcAZ6ZRo0YEBQUxa9YsWrduTcGCBenXrx/58uXTGNwyadIkDh06xJ49e9R9Be3t7VmzZg0NGjRg1KhRfPfdd3rfXwghRM6hUKU3jPEt9evXj5UrVxrUmV8IY/L29mb9+vU8efLkfYfywUtISHg1CtZ/HSbK/+7qGDEzDfujSQghsiLtZ218fLzOZToNlS1Tmhw8eJDVq1dTsmTJ7KheCCGEEEK8waDXr7rm5oJXIwz//fdfYmJiUKlUWZ7MVrydzNbXNTExUa92kJNk5blSU1MzLGPsJceEEEKID5VBr1/TSxAUCgX29vZUq1aNoUOH0qxZs7cOUGQus+W9+vbtmyOXdsvKc6U3sXGabOpd8NGS16+vyOtXIUR2yq7XrwbPUyc+HMePH8/wvL7rw34osvJcgwYNekfR/LecndzMqD9ohBBCZL9sGyghhMh5suuvRyGEEP/zQQ2UKF68ON9//32GZZYsWZLl5cSEEEIIIcTbMXhFicyWPYqPj9e5PqoQQgghhDC+bBsSGR8fL2tKCiGEEEK8I1keKHHw4EGN/ZiYGK1j8Gq5ops3b7JixQpKlCjx9hEKIYQQQohMZXmghImJSaZTTKRRqVQoFApCQkLo3bv3WwUohHh3ctqUJjL1iBAiJ3rvU5pMnDgRhUKBSqViypQpuLu74+HhoVXO1NSUvHnz0rBhQ0qXLm20QIUQQgghRPqynNQFBASovz5w4AA+Pj706dMnO2ISQgghhBB6Mmjy4YiICGPHIYQQQggh3kLOWxBUCJFlkZGRKBQKIiMj33coQgghspnBSd2NGzf4/PPPcXNzw9LSElNTU61NFlMXQgghhHg3DMq6rly5Qs2aNXn48CFly5YlMTGRokWLkitXLi5fvkxycjIVK1bEzs7OyOEKIYQQQghdDGqpmzx5MvHx8ezbt4/Tp08D4OPjw7lz54iJiaF169Y8ffqUX3/91ajBCvFfc+nSJXx8fPj000+xsrKiYMGCtG7dmr/++kur7Pnz52nevDlWVlY4OjryxRdf8Pjx4/cQtRBCiPfBoKRu7969eHl54e7urj6WNt1dgQIFWLduHQDjx483QohC/HfdunULBwcHZs6cya5du1i4cCFmZmbUrFmTf/75R10uNjYWd3d3zp49y6JFi1ixYgVPnjxh0KBB7zF6IYQQ75JBr1/v379PqVKl/leJmRnPnj1T7yuVSjw9Pdm8efNbByjEf1mDBg1o0KCBej8lJYWWLVtStmxZfvrpJ7799lsA5s+fz7179zh16hQVK1YEoEWLFjRt2pTr16+nW39iYiKJiYnq/YSEhGx6EiGEENnNoJY6R0dHnj59qrEfExOjUcbMzIxHjx69TWxC/OclJyczffp0ypQpg4WFBWZmZlhYWHDx4kXOnTunLhcREUHZsmXVCV2aHj16ZFj/jBkzsLW1VW+FCxfOlucQQgiR/QxK6j799FMuX76s3q9Rowbh4eFcuXIFgHv37rF+/Xrc3NyME6UQ/1HDhg1jwoQJtGvXjm3btnHs2DGOHz9OxYoVef78ubpcXFwcLi4uWtfrOva6sWPHEh8fr95u3Lhh9GcQQgjxbhj0+rVFixYEBATw6NEj7Ozs8Pf3Z9u2bVSoUIHSpUtz6dIlEhISNFahEELob+XKlfTp04fp06drHL9//77G6HIHBwfu3Lmjdb2uY69TKpUolUqjxCqEEOL9MqilbsCAAURGRmJqagqAh4cHa9asoWjRopw9exZnZ2e+//57+vXrZ9RghfivUSgUWklXWFgY//77r8axhg0bEh0drR6NniY0NDTbYxRCCPFhMKilLk+ePNSsWVPjWOfOnencubNRghJCvNKqVStCQkIoVaoUFSpU4OTJk8yZM4dChQpplPP39ycoKIiWLVsydepUnJ2dWbVqFefPn39PkQshhHjXZJkwIT5gCxYsoFevXsyYMYPWrVuzdetWNm7cqNVf1cXFhQMHDlCmTBkGDBhAr169yJUrFz/++ON7ilwIIcS7plClTTBngE2bNrF69WrOnz/Ps2fPuHTpEvBqEtStW7fSs2dPChYsaLRghRDZKyEh4dUoWP91mCit3nc4mYqZ2fJ9hyCEEHpL+1kbHx9Pnjx5jFavQa9fU1NT6d69O+vXrwfA0tJSYySevb0948ePJyUlhbFjxxonUiGEEEIIkS6DXr/Onz+fX3/9lc8//5yHDx8yYsQIjfPOzs7Ur1+fsLAwowQphBBCCCEyZlBSFxISQrVq1Vi0aBF58uRBoVBolfnkk0+4evXqWwcohBBCCCEyZ9Dr10uXLvHll19mWMbBwYG4uDiDghJCvF9nJzczaj8PIYQQ2c+gljpLS8tM14i8du2axuSoQgghhBAi+xiU1FWuXJnw8HCNhcBf9+DBA3bt2kWtWrXeKjghhBBCCJE1BiV1gwcP5saNG3Tq1ElrZvvLly/Tvn174uPjGTx4sFGCFEIIIYQQGTOoT13btm0ZM2YMM2fOpEiRIlhbWwOQL18+4uLiUKlUTJgwgUaNGhk1WCGEEEIIoZvBK0pMnz6d8PBwWrVqhZWVFaampqSmptK8eXN27tzJ5MmTjRmnEEIIIYTIQJZWlDh48CCurq4UKVLkXcQkhHhPZEUJIYTIftm1okSWWuoaNmxISEiIer9Ro0YsX77caEEIIYQQQoi3k6WkzszMjOTkZPV+ZGQkMTEx2RWTEEIIIYTQU5aSusKFC3P48GFSU1PVx3StIiGEEEIIId6PLCV13bp1IyIiAnt7e4oXLw68Wv+1ePHiGW5ubm7ZGrwQmQkNDeW7777TeS4mJoaWLVuSN29eFAoF/v7+Rr13QEBAtvzxk9EzCSGE+O/K0pQmkyZNwsrKip07d3Lr1i0UCgUqlYrMxlhkYQyGENkqNDSUs2fP6kzYhg4dyrFjxwgKCsLFxYX8+fO/+wANkNEzCSGE+O/KUlJnbm7OuHHjGDduHAAmJiYMHTqUiRMnZmtwQmSns2fPUqNGDdq1a/e+Q8mSZ8+eYWX14Y9IFUII8X4YNE/dpEmT8PDwMHIo4r8i7bVkdHQ03bt3x9bWFmdnZ3x9fYmPj89SHTExMSgUinQ3AA8PD8LCwrh27ZrGucjISBQKBZcuXWLnzp3q41kd/LN27VqaNm1K/vz5sbS0pHTp0owZM4anT59m+fratWtjbW2NjY0NzZo149SpUxplvL29sbGx4a+//qJp06bkzp2bxo0bp/tMaRYvXkzFihWxsbEhd+7clCpVSv3HmBBCiI+bQStKTJo0ydhxiP+gjh070rVrV/z8/Pjrr78YO3YsAEFBQZlemz9/fo4cOaJx7N69e/Tq1YuCBQsCsGjRIvr378/ly5fZtGmTulyZMmU4cuQI7du3x83Njblz56rrzIqLFy/i5eWFv78/1tbWnD9/nlmzZvH777+zf//+DK+dPn06X3/9NT4+Pnz99de8fPmSOXPmUL9+fX7//XfKlCmjLvvy5UvatGnD559/zpgxY0hOTqZQoUI6nwlgzZo1DBw4kK+++oq5c+diYmLCpUuX+Pvvv7P0XEIIIXI2g5I6IYzBz8+PkSNHAtCkSRMuXbpEUFAQgYGBmQ4wUCqV1KpVS73/7NkzGjZsiLW1NTt37gReJW92dnZaZQFq1aqFUqnEzs5O61xmvv76a/XXKpWKunXrUrp0adzd3Tlz5gwVKlTQed2NGzeYNGkSgwYN4vvvv1cf9/T05NNPP2Xy5MmsXbtWfTwpKYmJEyfi4+OjUU96z3T48GHs7Ow06m7cuHGGz5KYmEhiYqJ6PyEhIcPyQgghPlwGLxMmxNtq06aNxn6FChV48eIFd+/e1auelJQUunbtyrlz59ixYwdFixY1Zpharly5Qo8ePXBxccHU1BRzc3Pc3d0BOHfuXLrXhYeHk5ycTJ8+fUhOTlZvuXLlwt3dncjISK1rOnbsmOW4atSowaNHj+jevTtbtmzh/v37mV4zY8YMbG1t1VvhwoWzfD8hhBAfFmmpE++Ng4ODxr5SqQTg+fPnetXzxRdfsGvXLsLCwqhUqZKxwtPpyZMn1K9fn1y5cjF16lRKlCiBlZUVN27coEOHDhnGHhsbC0D16tV1njcx0fwby8rKSq/lY3r37k1ycjJLly6lY8eOpKamUr16daZOnYqnp6fOa8aOHcuwYcPU+wkJCZLYCSFEDiVJncjRAgIC+OWXXwgODqZp06bZfr/9+/dz69YtIiMj1a1zAI8ePcr0WkdHRwDWr1+fpdZEQ+a48/HxwcfHh6dPn3Lw4EEmTZpEq1atuHDhgs57KpVKdTIthBAiZ5OkTuRYgYGBTJ48mSlTpuDt7a2zjFKp1LvlLyNpidabidBPP/2U6bXNmjXDzMyMy5cv6/Va9U1ZeSZra2tatGjBy5cvadeuHdHR0dn+WloIIcT7ZVBSt3z5cipVqpRuh3B4NQfYH3/8QZ8+fQwOToj0HDlyhC+++IK6devi6enJ0aNHNc6nDSIoX748GzduZPHixVStWhUTExOqVatm8H3r1KmDvb09X3zxBZMmTcLc3JxVq1Zx+vTpTK91dXVlypQpjB8/nitXrtC8eXPs7e2JjY3l999/x9ramsmTJ2daT3rP1K9fPywtLalbty758+fnzp076j5z6b3yFUII8fEwKKnz9vYmICAgw6QuLCyMcePGSVInssU///xDcnIyhw8fpnbt2lrn01YzGTJkCNHR0YwbN474+PgsrYSSEQcHB8LCwhg+fDi9evXC2tqatm3bsnbtWqpUqZLp9WPHjqVMmTIsWLCA1atXk5iYiIuLC9WrV+eLL77IUgzpPVP9+vUJCQlh3bp1PHz4EEdHR+rVq8fy5ctxcnIy+JmFEELkDAqVAb/hTExMCAgIyHBFienTpzNp0iSSkpLeKkAhxLuTkJDwahSs/zpMlB/+6hUxM1u+7xCEEEJvaT9r4+Pj9RoQl5lsm9Lk1KlT5M2bN7uqF0IIIYQQr8ny69dGjRpp7IeEhOicVyslJYWbN28SExNDly5d3jpA8d+TmppKampqhmXMzIw/xiclJSXDV7MKhQJTU1Oj31cIIYQwhiz/Znw9gUtbJ1PXWpkmJibkzZuXzp0789133xkhRPFf4+vry7JlyzIs8zb94tLj5ubGtWvX0j2f3gTBQgghxIcgy0nd6y0nWelTJ4ShAgICGDRo0Du/77Zt2zSWzHpT7ty532E0QgghhH4MGihx4MABXF1dZd4rIT4y2dV5VwghxP9k189agzomvT6TvhBCCCGEeP8M7m3+8uVLNm/ezPHjx3n06BEpKSlaZRQKBYGBgW8VoBBCCCGEyJxBSd21a9fw9PTk8uXLmY4WlKROCCGEECL7GZTUDR06lEuXLtG7d298fX0pVKhQtkwxIYQQQgghssaggRJ2dnZUr16dPXv2ZEdMQoj3RFaUEEKI7PdBrSiRmppK5cqVjRaEEEIIIYR4OwYldbVr1+bcuXPGjkUIIYQQQhjIoKRu5syZREREsH79emPHI4QQQgghDGBQUrdt2zYaNmxI165dadSoEcOHD2fKlCla2zfffGPseLPV2rVrKVu2LJaWligUCqKiovD398fd3R07OzsUCgUhISEG1R0QEIBCoVBvJiYm5M+fHy8vLw4fPqxRNiYmBoVCwdy5c7XquXLlCoMGDaJEiRJYWlpiZWVF2bJl+frrr/n333+zHE9kZKRGPG9urz+nh4cH5cqVy7TO8PBwmjZtSoECBVAqlRQoUAAPDw9mzpyZ5bhA+7N6c3tzebqEhASmTZtGtWrVyJMnD0qlEldXV3x9ffnjjz/U5UJCQjKsV58lwPSNEeD+/fsolUoUCgUnTpxIt+6nT58yc+ZMKleujI2NDdbW1lSqVInp06fz9OlTdbkFCxagUCjYtWtXunUtXboUhULBxo0bs/xsQgghciaDhqwGBASov46MjEz3l6FCoWDChAmG3OKdu3fvHr1796Z58+YsWrQIpVLJgwcPWLVqFZUqVcLLy4vVq1e/9X127dqFra0tqampXL9+ndmzZ+Ph4cGxY8eoUqVKhtdu376dbt264ejoyKBBg6hcuTIKhYK//vqLoKAgwsLCOHXqlF7xTJ8+nYYNG2odd3Nz06ueJUuWMGDAADp27MiPP/5I3rx5uXHjBr/99hvr169nzJgxetUH//us3pQ/f37115cvX6Zp06bcvXuXL774gsmTJ2NjY0NMTAzr1q2jatWqPHr0SKOe4OBgSpUqpVVvmTJlsiXGNCtWrODly5cABAYGUq1aNa0ysbGxNGnShMuXLzN48GBmz54NwP79+5k6dSqrV69m7969ODs706tXL0aPHk1QUBDNmzfXGV9wcDBOTk60bt1a72cTQgiRsxiU1EVERBg7jvfuwoULJCUl0atXL/WKGampqdy7dw+AEydOGCWpq1q1Ko6OjgDUqVOHGjVq4Obmxvr16zNM6q5evUq3bt0oUaIEERERGolEo0aNGDx4MJs2bdI7nk8//ZRatWrp/yBvmDFjBg0aNNB6Jd+7d2+NdYP18fpnpUtKSgrt27fn/v37HDlyRKM10d3dnb59+7Jz507Mzc01ritXrpzOhCo7YnxdUFAQ+fLlo2jRoqxevZpvv/0WS0tLjTJ9+vTh/PnzREREUK9ePfVxT09PWrZsScOGDenbty+7du3CwcGBtm3bsnnzZuLi4nBwcNCo6/z58xw5coThw4drfQZCCCE+PrJMGODt7c2yZcsA6Nq1K127dsXd3V2v13GGSkvOMvul++233/L06VMWLVqks2VIoVDQoUOHbIkxK+Li4qhdu7bOcyYmBr3lz9TmzZv566+/mDFjRrqvh1u0aJEt99bXsWPHOHv2LMOHD6dkyZL079+fDRs20KtXL3WZEydOsHv3bj7//HONhC5NvXr18PX15eeff+bkyZNUrVoVPz8/1q1bR2hoKF999ZVG+eDgYAB8fX2z9+GEEEJ8ELLnt20OM2HCBBYuXAi8eh155MgRFi1alC33SklJITk5mZcvX3Lp0iW+/PJLlEolnTp1yvC63bt34+zsbJRWtdelpqaSnJystemrdu3abNiwgYCAAE6fPq1z2Th9pX1Wr2+v17t7924A2rVrZ9R6s6OutJVVfH196datG1ZWVlqrraTN+5jR86SdSyvbpEkTihYtSlBQkFZcK1asoFatWga9VhZCCJHzvPUyEDdu3ODWrVskJibqPN+gQYO3vUW2c3NzU//iM9bryPS4uLho7OfJk4fVq1dTvnz5DK+7fv06lSpVMno8Xbt21Xn8xo0bFCpUKMv1LFmyhHbt2jF58mQmT56MpaUlderUoX379vTv39+g139vflbw6nt16dIl4NVnAlCsWDG96tX1/TU1NTUomc0sRoBnz56xdu1ajQSrc+fOLF++nMuXL6v7L2bledLOpZU1MTHB29ubyZMnc+rUKfX8kTt37uT27dtMmTIlw/gTExM1/u8mJCRk+sxCCCE+TAYnddu2bWPkyJFcvHgxw3LGaLH5mOzduxdbW1tUKhV3794lKCiIbt26sWbNGtq3b//O45k1axaNGjXSOu7s7KxXPW5ubpw+fZqoqCgiIyM5ceIEBw4cYN++fQQHBxMVFUWuXLn0qjPts3qdvnXosnz5ckqXLq1xTKFQGFRXVmJct24dCQkJGq9BfX19WbZsGcHBwUydOjXL90tbAOb1eH18fPjmm28ICgrihx9+AF69erW2tk43aU8zY8YMJk+enOX7CyGE+HAZlNRFRkbSvn17XFxcGDRoED/88APu7u6UKlWKqKgooqOjadWqFVWrVjV2vDlexYoVNTrWt2jRgvLly/Pll19mmNQVKVKEq1evGj2e4sWLG23QgImJCQ0aNFC3zj59+hQ/Pz/Wrl1LUFAQAwcO1Ku+Nz+rNxUpUgR4NYhE12jW9JQuXdpoz5xZjPDq1WuuXLlo3rw5jx49AqBChQq4uroSEhLC5MmTMTU11XiekiVL6qwrbaqUwoULq48VLVqUxo0bExoayty5c3n8+DHbt2+nR48e5M6dO8PYxo4dy7Bhw9T7CQkJGnULIYTIOQyefNjGxoaTJ0+yYMECABo2bMjixYs5c+YM06ZNY9++fbRt29aowX6MTExMKFu2LLdv3+bu3bvplmvWrBmxsbEcPXr0HUb3dqytrRk7diwAZ8+eNXr9zZo1A14NmPhQXbhwgaioKF68eEGRIkWwt7dXbzExMfz777+Eh4cDr0a4QsbPk3YurWwaPz8/Hjx4wJYtW1i5ciUvX77Ez88v0/iUSiV58uTR2IQQQuRMBiV1x48fp127dhqv6NKmrVAoFIwdO5bKlSszceJE40T5EUtJSeGvv/5S/3JNz9ChQ7G2tmbgwIHEx8drnVepVAZNaWIst2/f1nk8bTm5AgUKGP2ebdu2pXz58syYMSPdpDE8PJxnz54Z/d5ZlTYYYunSpURERGhsO3bswNzcXD3IoVq1ajRt2pTAwECtCakBoqKi1HPSvdkK3q5dOxwcHAgKCiI4OJgSJUroHEErhBDi42XQ69dnz55RsGBB9b5SqdTqYF2rVi31lAo5Wdq8a1euXAFeTTthY2MDkOmIVV1Onjyp7oMVGxtLUFAQ58+fZ+jQoRn2FytWrBhr1qyha9euVKpUST35MMDff/9NUFAQKpVK7355Fy9e1Nn6V6hQIY2BEgkJCTqXhXNycsLd3Z2yZcvSuHFjWrRogZubGy9evODYsWPMmzcPZ2fnLLUaven1z+p1ZcqUIU+ePJiamrJp0yaaNm1K7dq1GTBgAA0bNsTa2ppr166xfv16tm3bxsOHDzWuP3v2rM5BEW5ubjg5ORktRisrK3X/vc8++0zn9a1bt2br1q3cu3cPJycnli9fTpMmTWjatCmDBw+mcePGwKvJhxcsWECpUqV0rmqiVCrp2bMnP/zwAyqVSu9VPIQQQuR8BiV1Li4u6kl5AQoWLEh0dLRGmbi4uI9ikETnzp019hcuXKie/iSt07o+Xp/5P2/evHz66acEBQXRt2/fTK9t1aoVf/31F/PmzWPJkiXcuHEDExMTihUrRvPmzbXmKcuKcePG6Tw+fvx4jQ78N27c0PosAPV8fjNnziQ8PJxp06Zx584dkpOTKVy4MD169GD8+PE6V1jITHqrJOzZs4cmTZoArxKxP/74gx9++IFNmzaxePFiEhMTyZ8/Pw0aNCAqKkor6fLx8dFZ79KlS9NNvgyJ8enTp9y5cyfD1TT69+/Pxo0bWbFiBcOGDcPZ2ZmjR4/y/fffs27dOr7//nsAPvnkE8aNG4e/vz/W1tY66/Lz8+P777/H1NSUPn366PUcQgghcj6FyoDMpF27dty9e5fffvsNgH79+rFs2TKWL19O69atiYqKon379lSrVo2DBw8aPWghRPZISEjA1taWwv7rMFFave9wMhUzs+X7DkEIIfSW9rM2Pj7eqH2ZDepT16ZNG/7880+uXbsGvGrtsbGxoWfPnuTJkwcvLy9SUlL0mqpBCCGEEEIYzqCWOl0uX77Mt99+y5UrVyhatChffPFFtkyW+6FJTU3NdG1TM7O3nuM5y1QqVaavvU1NTQ2el+1tfGiflS45IcbsJC11QgiR/T6oljpd3NzcWLhwITt37mTJkiX/iYQOXk0ia25unuH2Li1btizTeA4cOPBOY0rzoX1WOTVGIYQQQheDWup8fX1p164dbdq0SbfMjh07WL9+vdaalB+bmJgY7t+/n2EZY010mxVxcXGZTlJcsmTJTCelzQ4f2melS06IMTtJS50QQmS/7GqpMyipMzExISAgIMN56GbNmsW4ceM+ihGwQvxXZNcPGiGEEP/zwb9+fdOLFy8+6r5HQgghhBAfEoOzrvQ62qtUKm7evMmOHTuyZRUBIYQQQgihLcstdSYmJpiammJqagpAQECAev/1zczMDFdXV44fP063bt2yLXAhhBBCCPE/WW6pa9Cggbp17sCBAxQpUgRXV1etcqampuTNm5dGjRrRr18/owUqhBBCCCHSl+WkLjIyUv21iYkJPj4+GQ6UEELkXOUmhRt99KuMVBVCiOxlUJ+64OBgXFxcjB2LEEIIIYQwkEGjX/v160d4eLixYxFCCCGEEAYyKKlzcXHh5cuXxo5FCCGEEEIYyKCkrl27duzZs4fExERjxyOEEEIIIQxgUFL3zTffYGNjQ/v27YmOjjZ2TNli7dq1lC1bFktLSxQKBVFRUfj7++Pu7o6dnR0KhYKQkJBsj0OhUDBo0KBMy4WEhKBQKIiJidE4fuXKFTp06ICdnR02NjZ4enryxx9/6B2Ht7c3CoUi3S1NTEwMCoWCuXPnZljf06dPmTVrFhUrViRPnjzkzp0bNzc3unTpovdas66urunG5eHhoVX+zJkz+Pj4UKxYMXLlyoWNjQ1VqlRh9uzZPHjwQF3Ow8Mj3Xp1jeQ2ZowA33//PQqFgnLlymVY97lz5/D29qZIkSJYWFjg6OiIl5cXO3fu1ChXuXJlChYsmOGqLXXr1sXR0VFa1oUQ4j/AoIESlStXJjExkT///JPw8HBy5cpFvnz5tCYkVigUXL582SiBvo179+7Ru3dvmjdvzqJFi1AqlTx48IBVq1ZRqVIlvLy8WL169fsOU0PLli05cuQI+fPnVx+7d+8e9evXx97enqCgIHLlysWMGTPw8PDg+PHjlCxZUq97WFpasn///reONSUlhaZNm/LXX38xcuRIatSoAcDFixfZtm0bhw4dwt3dXa8669atqzORfHM5laVLlzJw4EBKlizJyJEjKVOmDElJSZw4cYIlS5Zw5MgRNm3apC5fvHhxVq1apVWvUqnUKz59YkyTtg5ydHQ0x44do2bNmlplNm7cSI8ePShevDgTJkygZMmSxMbGEhwcjJeXFyNHjmT27NkA+Pn58dVXXxEeHo6Xl5dWXRcuXOC3337D398fCwsLvZ9PCCFEzmJQUpeamoqFhQVFihTROP7mMrIGLCubLS5cuEBSUhK9evVSJxepqancu3cPgBMnTnxwSZ2TkxNOTk4ax+bMmcO9e/f47bffKFq0KAD16tXDzc2NiRMnsnbtWr3uYWJiQq1atd461oMHD/Lbb78RFBSEj4+P+nizZs0YNGgQqampetdpZ2eXaWxHjhxhwIABeHp6snnzZo3EzNPTk+HDh7Nr1y6NaywtLY3yzFmNMc2JEyc4ffo0LVu2JCwsjMDAQK2k7vLly/Tu3Zvy5csTGRmJtbW1+lznzp0ZMGAAc+bMoUqVKnTr1o2ePXsycuRIgoKCdCZ1aUmkr6/vWzylEEKInMKg168xMTFcvXo1S9v75u3tTb169QDo2rWr+vWYiYnxlr319vbGxsaG6OhoGjdujLW1NU5OTgwaNIhnz57pvGbFihWULl0aKysrKlasyPbt2zXO63r9umnTJho1aqRO6OBVq1CHDh3Ytm0bycnJRnsmfcTFxQFotCq+zpif9eumT5+OQqHg559/1tnSZmFhQZs2bbLl3voKDAwEYObMmdSpU4c1a9Zo/duYP38+z54944cfftBI6NLMmzcPOzs7pk2bBoC9vT3t27dn27Zt6u9BmpSUFFasWEH16tUpX758Nj2VEEKID0n2/Lb9gEyYMIGFCxcCr5KAI0eOsGjRIqPfJykpCS8vLxo3bszmzZsZNGgQP/30E127dtUqGxYWxo8//siUKVPYsGEDefPmpX379ly5ciXd+p8/f87ly5epUKGC1rkKFSrw/PnzDK9PT3Jystamb8tatWrVMDc3Z8iQIaxatYrbt2/rHcebVCqVztjSWn9TUlLYv38/VatWpXDhwnrVbYxnzkqMaZ4/f87q1aupXr065cqVw9fXl8ePH/Prr79qlNuzZw/Ozs7ptv5ZWVnRtGlTzp49y507d4BXr2BfvnzJypUrNcqGh4dz69Yt/Pz8MnyGxMREEhISNDYhhBA501sndcnJyfz9998cOXKE6Ojo99ZalB43NzfKlCkDwKeffkqtWrXU+8b08uVLhg8fzrhx4/D09GTSpElMnjyZ7du3c/jwYY2yz58/Z+/evXTu3JkWLVqwZs0aUlNTWbduXbr1P3z4EJVKRd68ebXOpR17s7UmM0+fPsXc3Fxra9q0qV71uLq6smTJEm7dukWvXr0oUKAABQoUoG/fvhw6dEivutLs2LFDZ2xprVT379/n2bNnFCtWTK96o6Ojddbbv39/o8eYZv369cTHx6sTrK5du2JjY6NuvUtz/fr1TJ8n7fz169cBaNSoEcWKFVO/ak0TFBSElZUV3bt3z7C+GTNmYGtrq970TZCFEEJ8OAzqUwevkozRo0cTGhrK8+fP1cctLS3p0aMHM2bMwMHBwShB5hQ9e/bU2O/Rowfjx48nIiKCunXrqo83bNiQ3Llzq/ednZ3Jly8f165dy/Qebw5Gyeo5XSwtLTl48KDW8fQ6+mfE19eXjh07smPHDo4ePcrRo0dZuXIlK1asYNasWYwcOVKv+urVq8f8+fO1jhcsWFDv2F7n5ubGmjVrtI6/2X8xK7IaY2BgIJaWlnTr1g0AGxsbOnfuTHBwMBcvXuTTTz/N8j3TWgHTvtcKhUK9ZN/JkyepWrUqcXFxbNu2ja5du2b6vRw7dizDhg1T7yckJEhiJ4QQOZRBSd3Dhw+pXbs2Fy5cwMHBgfr16+Pi4kJsbCwnTpzgl19+4cCBAxw5ckRny9LHyMzMTCuJTVtK7c0WNF3JrlKp1EiO32Rvb49CodDZGpc2bYe+n7WJiQnVqlXT65qM2Nra0r17d3XrUHR0NE2aNGH8+PH069cPOzs7verKKDZHR0esrKz07reZK1cuoz1zZjECXLp0iYMHD9KxY0dUKhWPHj0CoFOnTgQHBxMUFMSMGTMAKFKkSKbPk9bH8vXEy8fHh4CAAIKDg6latSqrVq3i5cuXmb56hVf/7gwZ+SuEEOLDY/A8dRcuXGDs2LFcu3aNnTt3EhwczI4dO7h27Rrjx4/n4sWLTJ061djxfrCSk5O1Eq60fk/GaLG0tLTkk08+4a+//tI699dff2FpaUnx4sXf+j7GVLZsWbp160ZSUhIXLlwwat2mpqY0btyYkydPcvPmTaPWbUxBQUGoVCrWr1+Pvb29emvZ8tXi9suWLVPPM+fp6UlsbCxHjx7VWdezZ8/Ys2cP5cqV01h7uVChQjRt2pTQ0FASExMJDg7mk08+oUGDBtn/gEIIIT4YBiV1mzdvpmHDhkybNg0rKyuNc5aWlnzzzTc0atSIzZs3GyPGHOPN+c9CQ0MB0p2MVl/t27dn//793LhxQ33s8ePHbNy4kTZt2mBmZvDb9LcSFxeX7uS258+fB6BAgQJGv+/YsWNRqVT069dP5/2TkpLYtm2b0e+bVSkpKSxbtgw3NzciIiK0tuHDh3P79m31pMJDhw7F0tKSr776iqdPn2rVN2LECB4+fMjXX3+tdc7Pz4+HDx8yceJE/vzzT3x8fPR+HS+EECJnMygLuHXrVqYdsGvWrElUVJRBQb0r69evB1CPGj1x4gQ2NjbAq9dj+rCwsGDevHk8efKE6tWr89tvvzF16lRatGihnlLlbY0YMYIVK1bQsmVLpkyZglKpZObMmbx48YKAgAC960tNTU23Vahy5coar+X++usv9ef1uurVq3P8+HGGDBlCz549qVOnDg4ODty9e5fVq1eza9cu+vTpQ6FChfSK7dGjRzpjUyqVVK5cGYDatWuzePFiBg4cSNWqVRkwYABly5YlKSmJU6dO8fPPP1OuXDlat26tvv758+fpPrO+89dlFuPOnTu5desWs2bN0pnYlytXjh9//JHAwEBatWqFm5sbK1asoGfPnlSvXp1hw4apJx8OCgpi586djBgxQueI6jZt2uDo6MicOXMwNTWlb9++ej2LEEKInM+gpM7W1jbTTv3Xrl3D1tbWoKDelc6dO2vsL1y4UD39ib4TJ5ubm7N9+3YGDx7M1KlTsbS0pF+/fsyZM8do8To5OXHo0CFGjBhB3759SU5Opnbt2kRGRlKqVCm963v+/Dm1a9fWee7ixYt88skn6v3ly5ezfPlyrXLBwcE0adIEX19fIiIiWLFiBffv38fS0pIyZcrwww8/MGDAAL1jO3z4sM7YChYsqPG6tV+/ftSoUYP58+cza9Ys7ty5g7m5OSVKlKBHjx5aS7JduXIl3WdOSkrSq7UzsxgDAwOxsLDQmJD5dY6OjrRv357169cTGxuLs7MzHTt2pHTp0syePZvJkycTGxtL7ty5qVGjBmFhYTonGYZXf1T07t2b+fPn06xZs7ceUCKEECLnUagMWPaha9eubN68mbCwMJo0aaJ1ft++fXh5edGuXTu9VznIiby9vVm/fj1Pnjx536EI8VYSEhJeTW3ivw4TpVXmF+ghZmZLo9YnhBA5VdrP2vj4eINmnEiPQS11kyZNIiwsjGbNmuHl5YW7uzvOzs7ExsYSGRnJzp07sbKyYuLEiUYLVAghhBBCpM+gpK5MmTLs3r0bb29vwsLCCAsLQ6FQqF9Zurm5ERISQtmyZY0a7LuWmpqa6UoD72twQnpSUlIyfHWsUCgwNTV9hxH9T2YTU5uYmGTbkmJZlRNiFEIIIXQx6PVrGpVKxeHDhzl16hQJCQnkyZOHypUrU7du3Y9i5J23tzfLli3LsMxbfHzZwsPDgwMHDqR7vmjRohrryb5Lmf2b6Nu3LyEhIe8mmHTkhBizk7x+FUKI7Jddr1/fKqn72MXExHD//v0Myxhz8l5j+Oeff3j8+HG655VK5Xtb4P3EiRMZnnd0dMTV1fXdBJOOnBBjdsquHzRCCCH+54NN6pKTk7lw4QLx8fHY2tpSokSJD+6VpBAiaySpE0KI7JddP2sN7hx079499dJP5cuXp169epQvXx47Ozv69+/PvXv3jBakEEIIIYTImEEtdf/++y9169bl+vXrODk5UbVqVfXo15MnT3Lv3j2KFi1KVFSUzJclRA4iLXVCCJH9PqiWulGjRnH9+nUmT57MtWvX2LFjh8barwEBAVy7do3Ro0cbLVAhhBBCCJE+g1rqHBwcqFmzJjt27Ei3TPPmzTl+/LjWIvdCiA+XjH4VQojs90G11L18+ZIqVapkWKZq1arpLvIuhBBCCCGMy6CkrmrVqpw/fz7DMufPn6dq1aoGBSWEEEIIIfRjUFL3zTffsH379nQnYQ0KCmLHjh1MnTr1bWITQgghhBBZZNCEchERETRs2BA/Pz9mz55N3bp1yZcvH3fv3uXw4cP8888/NG3alP3797N//371dQqFggkTJhgteCGEEEII8YpBAyUMXftSoVCQkpJi0LVCZFVoaCh3797F39/f4DoWLVqElZUV3t7eRosrOwUEBDB58mTu3buHo6OjwfXIQAkhhMh+2TVQwuCWOiE+VKGhoZw9e/atkzpHR8cck9QJIYQQBiV17u7uxo5DCCGEEEK8BYOXCRPifbl37x79+/encOHCKJVKnJycqFu3Lnv37sXDw4OwsDCuXbuGQqFQb2levnzJ1KlTKVWqlPpaHx8fjWXtXF1diY6O5sCBA+rrXV1dAUhNTWXq1KmULFkSS0tL7OzsqFChAgsWLNCIMSoqisaNG5M7d26srKyoU6cOYWFhGmVCQkJQKBREREQwYMAAHB0dcXBwoEOHDty6deutP6fz589TvHhxatasyd27d9+6PiGEEB82g1rq0ty7d49z587x77//kpSUpLNMnz593uYWQmjp3bs3f/zxB9OmTaNEiRI8evSIP/74g7i4OBYtWkT//v25fPkymzZt0rguNTWVtm3bcujQIUaNGkWdOnW4du0akyZNwsPDgxMnTmBpacmmTZvo1KkTtra2LFq0CAClUgnA7NmzCQgI4Ouvv6ZBgwYkJSVx/vx5Hj16pL7PgQMH8PT0pEKFCgQGBqJUKlm0aBGtW7dm9erVdO3aVSOuzz77jJYtWxIaGsqNGzcYOXIkvXr10hhkpK8DBw7Qvn17GjRoQGhoKFZWxu0fJ4QQ4sNjUFL3/Plz/P39WbZsWbrJnEqlQqFQSFInjO7w4cN89tln9OvXT32sbdu26q/t7OxQKpXUqlVL47p169axa9cuNmzYQIcOHdTHK1asSPXq1QkJCWHAgAFUrlwZS0tL8uTJo1XH4cOHKV++PAEBAepjzZo10ygzZswY7O3tiYyMxMbGBoBWrVpRqVIlRowYQZcuXTRaD5s3b87333+v3n/w4AGjRo3izp07uLi46P35rFy5Ej8/P7744gvmz5+f4cCmxMREEhMT1fsJCQl6308IIcSHwaCkbsiQIfzyyy9UqFCBTp06kT9/fszM3qrRT4gsq1GjBiEhITg4ONCkSROqVq2Kubl5ptdt374dOzs7WrduTXJysvp4pUqVcHFxITIykgEDBmR677CwMAYOHEjbtm2pXbu2xsilp0+fcuzYMQYMGKBO6ABMTU3p3bs3o0eP5p9//qFUqVLqc23atNG4R4UKFQC4du2a3kndtGnT+OGHH5gzZw5Dhw7NtPyMGTOYPHmyXvcQQgjxYTIoE1u/fj3VqlXjyJEjmJqaGjsmITK0du1apk6dyi+//MKECROwsbGhffv2zJ49O8MkKDY2lkePHmFhYaHz/P379zO999ixY7G2tmblypUsWbIEU1NTGjRowKxZs6hWrRoPHz5EpVKRP39+rWsLFCgAoLUesoODg8Z+2qve58+fZxrPm1auXEnBggXp1q1blsqPHTuWYcOGqfcTEhIoXLiw3vcVQgjx/hmU1KWkpODh4SEJnXgvHB0d+e677/juu++4fv06W7duZcyYMdy9e5ddu3ZleJ2Dg0O6ZXLnzp3pvc3MzBg2bBjDhg3j0aNH7N27l3HjxtGsWTNu3LiBvb09JiYm3L59W+vatMEPbzOPXGZ27dpF165dqV+/Pvv27aNo0aIZllcqleokUgghRM5m0OjXmjVrcvHiRWPHIoTeihQpwqBBg/D09OSPP/4AXiUqulq5WrVqRVxcHCkpKVSrVk1rK1mypLpsenW8zs7Ojk6dOvHll1/y4MEDYmJisLa2pmbNmmzcuFHj+tTUVFauXEmhQoUoUaKEkZ5eW9GiRTl06BBKpZL69evL/1MhhPgPMail7ptvvqFRo0Zs376dVq1aGTsmIdIVHx9Pw4YN6dGjB6VKlSJ37twcP36cXbt2qQc/lC9fno0bN7J48WKqVq2KiYkJ1apVo1u3bqxatQovLy+GDBlCjRo1MDc35+bNm0RERNC2bVvat2+vrmPNmjWsXbuW4sWLkytXLsqXL0/r1q0pV64c1apVw8nJiWvXrvHdd99RtGhRPv30U+BVPzVPT08aNmzIiBEjsLCwYNGiRZw9e5bVq1drDJLIDvnz5+fAgQM0a9aMBg0asGfPHsqVK5et9xRCCPH+GZTU1axZkz179tC6dWuqVKlCxYoVdS5zIWu9CmPLlSsXNWvWZMWKFcTExJCUlESRIkUYPXo0o0aNAl4N5ImOjmbcuHHEx8ejUqlQqVSYmpqydetWFixYwIoVK5gxYwZmZmYUKlQId3d3ypcvr77P5MmTuX37Nv369ePx48cULVqUmJgYGjZsyIYNG/jll19ISEjAxcUFT09PJkyYoB6s4e7uzv79+5k0aRLe3t6kpqZSsWJFtm7d+s7+CHJ0dGT//v20bNkSd3d3wsPDqVat2ju5txBCiPfDoLVf4+LiaN++PVFRURlXLmu9CpGjyNqvQgiR/T6otV+/+uoroqKi8PLyolu3bjKliRBCCCHEe2ZQJrZr1y48PDzYvn27seMRQrwmNTWV1NTUDMvIH1RCCCHAwNGvKpVK+ucI8Q5MmTIFc3PzDLeYmJj3HaYQQogPgEF96lq1akVSUhLh4eHZEZMQ4v/dunVLPb9deipUqJDuhMr6yq5+HkIIIf7ng+pTN3fuXOrUqcOPP/7IoEGDjBaMEEJTgQIF1CtRCCGEEBkxqKXO19eXK1eucOjQIYoXL57hlCaBgYFGCVQIkf2kpU4IIbJfdv2sNSipMzHJWlc8mdJEiJxFkjohhMh+H9Tr16tXrxotACGEEEII8fYMSuoyWyRcCJGzlZsULpMPCyFEDmPQlCZCCCGEEOLDkqWWuoMHDwJQo0YNcuXKpd7PigYNGhgWmRBCCCGEyLIsJXUeHh4oFArOnTtHiRIl1PtZIQMlhBBCCCGyX5aSuokTJ6JQKHB0dNTYF0IIIYQQH4Ys9akLCAhg0qRJ5M2bV2M/K5sh1q5dS9myZbG0tEShUBAVFYW/vz/u7u7Y2dmhUCgICQkxqG5j8PDwwMPDw6BrAwICUCgU3L9/P9Oyrq6ueHt7axz77rvv6NChA8WKFUOhUBgcR0xMDAqFIt0tICBAXdbb2xsbG5tM6zx27Bjt27enSJEiKJVKnJ2dqV27NsOHD9crtpCQkAxji4yM1CifmJjIjz/+SL169bC3t8fCwoKCBQvSpUsXDhw4oC4XGRmZYb36/JvSN0aApKQkXFxcUCgUrF+/Pt26k5KSWLx4MbVr18bW1hZLS0tKly7NmDFjiIuLU5fbsmULCoWCJUuWpFvXnj17UCgUfPvtt1l+NiGEEDnTB7cS+L179+jduzfNmzdn0aJFKJVKHjx4wKpVq6hUqRJeXl6sXr36fYf5TmzatElr/polS5ZgbW1No0aN2LZt21vf46uvvqJHjx5axwsVKqRXPWFhYbRp0wYPDw9mz55N/vz5uX37NidOnGDNmjXMmzdP79iCg4MpVaqU1vEyZcqov75//z7NmzfnzJkz+Pr6MnLkSPLmzcu///7Lli1baNy4MSdPnqRixYrqa6ZPn07Dhg216nVzc8uWGNNs376d2NhYAAIDA+nUqZNWmWfPnuHl5UVUVBT9+/dnwoQJWFpacuTIEebOnUtoaCh79uyhZMmStGzZEhcXF4KCgvjiiy/Sjc/c3JzevXvr/WxCCCFylg8uqbtw4QJJSUn06tULd3d3AFJTU7l37x4AJ06cMHpS9+zZM6ysjDt9gzFUrlxZ69jff/+tnvy5XLlyb32PIkWKUKtWrbeuZ/bs2RQrVozw8HDMzP73z6pbt27Mnj3boDrLlStHtWrVMizTp08fTp8+TXh4OI0aNdI4161bN4YNG4a9vb3G8U8//dQoz5zVGNMEBgZiYWGBu7s7u3fv5ubNm1rJ89ChQzlw4ABr1qyha9eu6uMNGzakU6dO1KhRg44dO3L69GnMzMzo06cPs2fP5uzZs1r/Hh49esSmTZto06YNTk5Ob/+wQgghPmgf1JQm3t7e1KtXD4CuXbuqXy9mdQWLrN7DxsaGv/76i6ZNm5I7d24aN24MwMuXL5k6dSqlSpVCqVTi5OSEj4+POqFMT9qrzNmzZzNt2jSKFClCrly5qFatGvv27dN5TWxsLN27d8fW1hZnZ2d8fX2Jj4/XKKPr9asxPwtjiouLw9HRUSOhS5NdMZ88eZKdO3fi5+enldClqV69OkWKFMmW++vj1q1b7Nq1i9atWzNy5EhSU1O1XvfeuXOHoKAgmjVrppHQpSlRogSjR48mOjqazZs3A+Dn5we8apF70+rVq3nx4gW+vr5Gfx4hhBAfng8qQ5gwYQILFy4EXr0iO3LkCIsWLTL6fV6+fEmbNm1o1KgRW7ZsYfLkyaSmptK2bVtmzpxJjx49CAsLY+bMmezZswcPDw+eP3+eab0//vgju3bt4rvvvmPlypWYmJjQokULjhw5olW2Y8eOlChRgg0bNjBmzBhCQ0MZOnSo0Z81M6mpqSQnJ2tt+qpduzbHjh1j8ODBHDt2jKSkpLeOLSUlRSuu10dT7969G4B27drpVa+xnjkrMaYJCQkhJSUFX19fmjRpQtGiRQkKCuL1VfoiIiJITk7O8HnSzu3Zswd4lejVq1ePlStXan3mwcHBFCxYkGbNmhn0bEIIIXKWDyqpc3NzU/dFSntFpqtv0ttKSkpi4sSJjBkzhkaNGtG0aVPWrVvHrl27WL58ORMnTqRJkyb4+fmxefNm/v777yx1ok9JSWHPnj106NCBTp06sW/fPnLnzs3EiRO1yvr5+TF58mSaNGnC0KFD8fPzY/Xq1RiwFO9bGT16NObm5lpbVFSUXvXMnDmTevXq8cMPP1CrVi2sra2pW7cuM2fO5MmTJwbFVqtWLa24lEql+vz169cBKFasmF71du3aVecz37x50+gxAqhUKo0ES6FQ4O3tzdWrV4mIiNDredLOpZWFV/+W7t69y/bt29XHoqOjOX78ON7e3piamqZbX2JiIgkJCRqbEEKInOmD61P3rnTs2FFjf/v27djZ2dG6dWuNVptKlSrh4uJCZGQkAwYMyLDODh06kCtXLvV+7ty5ad26NatXryYlJUXjl2ubNm00rq1QoQIvXrzg7t27ODs7v82j6WXIkCH06tVL67iuzv8ZcXBw4NChQ5w4cYJ9+/Zx4sQJIiMjGTt2LD/99BPHjx9XT4mTVcuXL6d06dIax4wxlc6sWbN0vq415HPPSowHDhzg0qVLjBs3Tv1vwMfHhylTphAUFJTuq+OMvH6PLl26MHjwYIKCgmjfvj0AQUFBKBQKfHx8MqxnxowZTJ48We/7CyGE+PD8J5M6KysrrVGlsbGxPHr0CAsLC53XZGUKEhcXF53HXr58yZMnT7C1tVUfd3Bw0CiX1rqTlde8xlSoUKEsd/TPimrVqqnrS0pKYvTo0cyfP5/Zs2frPWCidOnSGcaW1lfu6tWrlCxZMsv1Fi9e3GjPnFmM8GqABED79u159OgRALa2ttSrV48NGzbw448/Ymdnp/E86Uk7V7hwYfUxKysrunXrRnBwMHfu3MHR0ZGVK1fi7u6e6YjesWPHMmzYMPV+QkKCRt1CCCFyDoNev5qamvLNN99kWGbWrFk6O81/CHS19jg6OuLg4MDx48d1blnp23fnzh2dxywsLLI0z9vHxtzcXD1X4dmzZ41ef1pfsbRBAx+i+Ph4NmzYALwatGFvb6/eDh06xIsXLwgNDQVejXA1MzPL8HnSznl6emoc9/PzIzk5meXLl7N9+3bu3r2rHkSREaVSSZ48eTQ2IYQQOZNBSZ1KpcpS36933T/sbbRq1Yq4uDhSUlLUrU2vb1lpCdq4cSMvXrxQ7z9+/Jht27ZRv379DPs1fQxu376t8/i5c+cAKFCggNHvWaVKFVq0aEFgYCD79+/XWebEiRMa/c/etdDQUJ4/f84333xDRESE1ubo6EhQUBDwqlXX19eX8PBw1q5dq1XXhQsXmDVrFmXLltUaTFGzZk3KlStHcHAwwcHB2NraanUxEEII8XHLtqa0e/fuYWlpabT60mbgv3LlCvDql3Va65euSVz11a1bN1atWoWXlxdDhgyhRo0a6s7zERERtG3bVt1fKT2mpqZ4enoybNgwUlNTmTVrFgkJCUbts3TixAliYmKAV6/KVCqV+rOpXr06RYsW1au+69evc/ToUa3jTk5OGq/uUlJSdK6CYG1tTYsWLWjWrBmFChWidevWlCpVitTUVP7880/mzZuHjY0NQ4YM0SsueNW6p2tUqpubm3reteXLl9O8eXNatGiBr68vLVq0wN7entu3b7Nt2zZWr17NyZMnNaY1uXjxos5nLlSokN6TLmcWY2BgIPb29owYMUKjv2WaPn368O2333L69GkqVqzIt99+yz///EOvXr04ePAgrVu3RqlUcvToUebOnUvu3LnZsGGDzj8SfH19GTZsGP/88w+ff/65Uf//CSGE+PBlOalbvny5xv6ff/6pdQxe/fK/efMmwcHBRpkcN03nzp019hcuXKie/sQYLYKmpqZs3bqVBQsWsGLFCmbMmIGZmRmFChXC3d2d8uXLZ1rHoEGDePHiBYMHD+bu3buULVuWsLAw6tat+9bxpfnxxx9ZtmyZxrG0zyY4OFhrXrvM/PDDD/zwww9ax3v27MnKlSvV+y9evND6HgAULVqUmJgYvv76a7Zs2cL8+fO5ffs2iYmJ5M+fnyZNmjB27FitwQRZkV4n/6VLl/LZZ58Br16bR0VFsXTpUlavXk1oaCjPnj0jX7581KpVi61bt2qsJgEwbtw4nfWOHz+eqVOnGi3GGjVqcPLkSfz9/XUmdAD9+/fn22+/JTAwkO+//x5ra2v27NnD0qVLWb58OcuXLycpKQlXV1c+++wzRo0apdUfM03v3r0ZM2YML1++lLnphBDiP0ihymJGZGJikqWRh2nVWVpasmHDBpo3b/52EeYAMTExFCtWjDlz5jBixIj3HY4QBktISMDW1pbC/uswURp3lZWYmS2NWp8QQuRUaT9r4+PjjdqXOcstdWkz1qtUKnx9fWnXrh1t27bVKmdqakrevHmpXbu21vJMQgghhBAie2Q5qevbt6/66wMHDtC+fXutudbep9TUVFJTUzMs86GOxjUmlUqlc0WD15mamhplvjd95YTvUU6IUQghhNDFoNGvwcHBH1RCB686ietaJeD1Lbu4urqiUqk+iFevBw4cyPRzeLNP3rsyZcqUTGNLGwTyvuSEGIUQQghdstyn7nXR0dGcPHmSdu3aqd8FP3/+nGHDhrF161asrKwYNWoU/fr1M3rA6YmJicl0gmBjTrL7oXr8+DH//PNPhmWKFSuWbmf77HTr1i1u3bqVYZkKFSqkOwH0u5ATYsxO2dXPQwghxP9k189ag5K6Hj16EBkZyb///qt+jTd06FAWLFiAjY0NiYmJJCcns3v3bho3bmy0YIUQ2UuSOiGEyH7Z9bPWoNevv//+Ow0bNlQndElJSQQFBVGjRg3u3r3L1atXcXJyYv78+UYLVAghhBBCpM+gpC42NlZjMtdjx47x+PFjvvjiC3LlykWBAgVo27Ytp0+fNlqgQgghhBAifQav/ZqYmKjeP3ToEAqFgoYNG6qPOTg4ZNrHTQghhBBCGIdBczO4uroSERGh3l+/fj3FihXTWKLq33//fS+d8YUQb6/cpHCZfFgIIXIYg1rqevfuzenTp6lVqxYNGjTgzz//pHv37hpl/vjjDz799FOjBCmEEEIIITJmUFI3aNAgOnfuzPHjx4mKiqJZs2Ya62keP36c6OhoGjVqZLRAhRBCCCFE+gx6/apUKlm7di0JCQkoFApy586tcb5YsWKcOnUKV1dXY8QohBBCCCEy8VbrHaU3t4qjoyOOjo5vU7UQQgghhNDDWyV1T58+ZcuWLfz555/qCfQqVapEu3btsLa2NlaMQry10NBQ7t69i7+/v8F1LFq0CCsrK7y9vY0WV3YKCQnBx8eHq1evSqu5EEL8Bxic1G3evJnPPvuMhw8f8vqiFAqFAjs7O5YuXUqHDh2MEqQQbys0NJSzZ8++dVLn6OiYY5K6li1bcuTIEfLnz/++QxFCCPEOGJTUHTlyhC5dumBqakr//v3x8PDAxcWF2NhYIiMjCQkJoVu3bhw4cIDatWsbO2YhRBY4OTnh5OT0vsMQQgjxjhg0+nXatGkolUqOHz/O4sWL6dq1K+7u7nTp0oVFixbx+++/o1QqmT59urHjFUKne/fu0b9/fwoXLoxSqcTJyYm6deuyd+9ePDw8CAsL49q1aygUCvWW5uXLl0ydOpVSpUqpr/Xx8eHevXvqMq6urkRHR3PgwAH19WmvNFNTU5k6dSolS5bE0tISOzs7KlSowIIFCzRijIqKonHjxuTOnRsrKyvq1KlDWFiYRpmQkBAUCgUREREMGDAAR0dHHBwc6NChA7du3dLrM0mrKyYmRr8PUwghRI5kcEtd165dKVeunM7z5cqVo0uXLmzevPltYhMiy3r37s0ff/zBtGnTKFGiBI8ePeKPP/4gLi6ORYsW0b9/fy5fvsymTZs0rktNTaVt27YcOnSIUaNGUadOHa5du8akSZPw8PDgxIkTWFpasmnTJjp16oStrS2LFi0CXo0CB5g9ezYBAQF8/fXXNGjQgKSkJM6fP8+jR4/U9zlw4ACenp5UqFCBwMBAlEolixYtonXr1qxevZquXbtqxPXZZ5/RsmVLQkNDuXHjBiNHjqRXr17s378/ez9IIYQQOZZBSd2zZ8/Ily9fhmXy5cvHs2fPDApKCH0dPnyYzz77jH79+qmPtW3bVv21nZ0dSqWSWrVqaVy3bt06du3axYYNGzT6gFasWJHq1asTEhLCgAEDqFy5MpaWluTJk0erjsOHD1O+fHkCAgLUx5o1a6ZRZsyYMdjb2xMZGYmNjQ0ArVq1olKlSowYMYIuXbpotB42b96c77//Xr3/4MEDRo0axZ07d3BxcTHgE9ItMTFRY8m/hIQEo9UthBDi3TLo9aurqyt79uzJsMy+fftkxJ14Z2rUqEFISAhTp07l6NGjJCUlZem67du3Y2dnR+vWrUlOTlZvlSpVwsXFhcjIyCzd+/Tp0wwcOJDw8HCtxOjp06ccO3aMTp06qRM6eLWGcu/evbl58yb//POPxjVt2rTR2K9QoQIA165dy9JzZdWMGTOwtbVVb4ULFzZq/UIIId4dg5K6rl27cvLkSfr27avVz+f27dt4e3tz8uRJrVdKQmSXtWvX0rdvX3755Rdq165N3rx56dOnD3fu3MnwutjYWB49eoSFhQXm5uYa2507d7h//36m9x47dixz587l6NGjtGjRAgcHBxo3bsyJEycA1CPEdY1CLVCgAABxcXEax99cNzntVe/z588zjUcfY8eOJT4+Xr3duHHDqPULIYR4dwx6/Tp69GjCw8NZsWIFa9eu5ZNPPsHZ2ZnY2FguXbrEy5cvqVGjBqNHjzZ2vELo5OjoyHfffcd3333H9evX2bp1K2PGjOHu3bvs2rUrw+scHBzSLfPmaim6mJmZMWzYMIYNG8ajR4/Yu3cv48aNo1mzZty4cQN7e3tMTEy4ffu21rVpfxS9r8m6lUqlOmEUQgiRsxnUUmdpacmBAweYPHkyBQsW5O+//yYiIoK///6bQoUKMXnyZA4cOIClpaWx4xUiU0WKFGHQoEF4enryxx9/AK+SF12tXK1atSIuLo6UlBSqVaumtZUsWVJdNr06XmdnZ0enTp348ssvefDgATExMVhbW1OzZk02btyocX1qaiorV66kUKFClChRwkhPL4QQ4r/K4MmHLSwsmDBhAhMmTODx48ckJCSQJ0+eLLVsCGFM8fHxNGzYkB49elCqVCly587N8ePH2bVrl3rwQ/ny5dm4cSOLFy+matWqmJiYUK1aNbp168aqVavw8vJiyJAh1KhRA3Nzc27evElERARt27alffv26jrWrFnD2rVrKV68OLly5aJ8+fK0bt2acuXKUa1aNZycnLh27RrfffcdRYsW5dNPPwVe9V3z9PSkYcOGjBgxAgsLCxYtWsTZs2dZvXq1xiAJIYQQwhBvtUxYmty5c0syJ96bXLlyUbNmTVasWEFMTAxJSUkUKVKE0aNHM2rUKACGDBlCdHQ048aNIz4+HpVKhUqlwtTUlK1bt7JgwQJWrFjBjBkzMDMzo1ChQri7u1O+fHn1fSZPnszt27fp168fjx8/pmjRosTExNCwYUM2bNjAL7/8QkJCAi4uLnh6ejJhwgTMzc0BcHd3Z//+/UyaNAlvb29SU1OpWLEiW7dupVWrVtn6+UjCKIQQ/w0K1etrfAkhPhoLFizA39+fx48fa4y6zUhCQsKrUbD+6zBRWhk1npiZLY1anxBC5FRpP2vj4+PJkyeP0erNcktdmTJl9K5coVAQHR2t93VCCMPFx8dz5MgRQkJCKFeuXJYTOiGEEDlblpO68+fPo1AokIY9Id6v1NRUUlNT0z1//Phx2rdvr169QgghxH+DXqNfzczMaNu2LZs3byY5OVn9yyWjTQhhXFOmTNGaU+/1zdPTk3PnznHs2DGqVKnyvsMVQgjxjmS5T93Zs2f55ZdfCA0NJS4ujnz58tGnTx98fX01pn0QQmSvW7duaU36/aYKFSpgYWGhd93Z1c9DCCHE/2TXz1q9B0okJSWxZcsWgoKC2LNnD6mpqdSsWRNfX1+6desm/XeEyMEkqRNCiOyXXT9r9Z582NzcnE6dOrFjxw6uXbvGlClTuH//Pv3798fFxQVvb29u3rxptACFEEIIIUTmDFpRIk2BAgUYP348Fy5cYNeuXdjb27NixQr1LP5CCCGEEOLdeOvJh0+dOkVQUBCrV6/mwYMHuLi4ULBgQWPEJoQQQgghssigpO7BgwesWrWKoKAgzpw5g5mZGV5eXvj6+uLl5YWpqamx4xRCCCGEEBnIclKnUqkIDw8nKCiIbdu2kZiYSNmyZZkzZw69e/fGyckpO+MUQrxD5SaFy4oSQgiRw2Q5qStSpAi3bt3C1tYWb29vfH19qV69enbGJoQQQgghsijLSd2///6Lubk5FStW5Nq1a0yaNCnTaxQKBWFhYW8VoBBCCCGEyJxefeqSkpI4cOBAlssrFAq9AxJCCCGEEPrL8pQmV69e1Xu7cuVKdsb+n/T999+jUCgoV66czvMKhYKAgAD1fmRkJAqFgsjISADmzp2LQqHg2LFjGtelpqaSN29eFAoF//zzj8a5ly9fYmVlRYcOHTTuM2jQII1yN27cYODAgZQoUQJLS0vy5s1L+fLl6devHzdu3FCXCwgIQKFQpLvFxMQY8MkY1y+//EK7du1wdXXF0tKSTz75hAEDBnD79u33HZoQQgihU5Zb6ooWLZqdcYgsCgoKAiA6Oppjx45Rs2ZNva5v2LAhABERERrXnj59mocPH2JtbU1ERITG0m/Hjh3j+fPn6mt1uXnzJlWqVMHOzo7hw4dTsmRJ4uPj+fvvv1m3bh1XrlyhcOHCGtfs2rULW1tbrbry58+v1zNlh0mTJtGwYUOmT59OwYIF+eeff/jmm2/YsmULp06dwtnZ+X2HKIQQQmh463nqxLtz4sQJTp8+TcuWLQkLCyMwMFDvpK5y5crY2dkRGRnJmDFj1McjIyMpUKAA7u7uRERE8MUXX2icAzJM6pYuXcr9+/f5/fffKVasmPp4u3btGDduHKmpqVrXVK1aFUdHR73if1dOnTpFvnz51Pvu7u5UqVKF6tWrs3TpUr7++uv3GN3/JCUloVAoMDOT/8pCCPFf91YrSoh3KzAwEICZM2dSp04d1qxZw7Nnz/Sqw8TEhAYNGnD48GGSk5PVxyMjI/Hw8MDd3V2dxL1+zsnJibJly6Zbb1xcHCYmJhqJ0Jv3fdcSEhIwMzNjzpw56mP379/HxMQEW1tbjecfPHgwTk5OpC2FrOs5qlatiqmpqcar5JiYGBQKBXPmzGHWrFnq17UeHh5cuHCBpKQkxowZQ4ECBbC1taV9+/bcvXtXo15XV1datWrFpk2bqFChArly5aJ48eJ8//33GuXSXqWvWLGC4cOHU7BgQZRKJZcuXQJeteJWrFiRXLlykTdvXtq3b8+5c+fe/oMUQgiRI0hSl0M8f/6c1atXU716dcqVK4evry+PHz/m119/1buuhg0b8uTJE44fPw686k938OBB3N3dcXd35+7du/z999/Aq/50R44cwcPDI8OBL7Vr1yY1NZUOHToQHh5OQkJCpnGkpKSQnJyssaWkpOj9POnJkycP1atXZ+/evepj+/btQ6lU8vjxY37//Xf18b1799KoUaMMn/HAgQOkpKToTG4XLlzI4cOHWbhwIb/88gvnz5+ndevW+Pn5ce/ePYKCgpg9ezZ79+7ls88+07r+zz//xN/fn6FDh7Jp0ybq1KnDkCFDmDt3rlbZsWPHcv36dZYsWcK2bdvIly8fM2bMwM/Pj7Jly7Jx40YWLFjAmTNnqF27NhcvXtT3oxNCCJEDyTubHGL9+vXEx8fj5+cHQNeuXfH39ycwMJC+ffvqVVfaa9TIyEhq167Nn3/+yaNHj3B3d6dkyZI4OzsTERFBmTJlOHr0aKb96QB69OjBoUOHWLp0Kbt370ahUFCqVCmaN2/O4MGDcXV11brGxcVF65ibm5u65ckYmjRpwrx580hMTESpVLJ37148PDy4desWe/fupU6dOty6dYtz584xdOjQdOt5/PgxAwcOpHDhwvj6+mqdt7OzY/PmzeoWyfv37+Pv70+pUqXYsmWLutz58+f57rvvSEhIIE+ePOrjt27d4tSpU1SsWBGAFi1acPfuXb755hsGDhyIldX/JgJ2c3PTSOYfPXrEN998g5eXF6GhoerjHh4efPrppwQEBLBq1Sqdz5WYmEhiYqJ6PyvJuBBCiA+TtNTlEIGBgVhaWtKtWzcAbGxs6Ny5M4cOHdK7JaZChQo4/F97dx9X4/3/Afx1Up3uSzckUiIiUeYuN91TZIbNwoYYc7u5m5tslG00zO3MlxH6DnPPmNtOTiKV5qbv5m65aZoMsTpCrZvr94ffuebsnFJWTp29no/H9Xg4n8/n+pz3deqc3j4317GxEadZExISYG9vL26O8PHxgVwuF+uA8tfTAc92w65ZswY3btzA6tWrMWLECBQVFWHZsmVwd3fXeCscmUyGtLQ0lWPfvn2VupYXCQwMxNOnT3H69GnxOXv06IGgoCDExcWJZcCzBFCTgoICDBgwAL/++it27twJMzMztTa9e/dWmWJu2bIlACA0VPVbFJTlt27dUil3d3cXEzqlIUOGQKFQ4Ny5cyrlb775psrj5ORkPH36FOHh4Srljo6OCAgIQHx8vMbrAoDo6GhYWlqKx983sxARUe3BpK4WuHbtGhITExEaGgpBEJCbm4vc3Fy89dZbAP7aEVtREokEvr6+SEpKQlFREeRyOXx9fcV6X19fnDhxAoIgQC6Xw97eHm5ubhXq28nJCePGjUNMTAwyMjKwfft2FBQUYPr06Wpt27Zti/bt26scZd2q5WV16dIFJiYmkMlkuHbtGjIzM8WkLjU1Ffn5+ZDJZHBxcVHZ4KFUWFiI/v3749SpU9i/f3+ZG1Osra1VHhsaGpZbXlBQoFKuadRSWfbgwQOV8r/vDlbWa9o17ODgoHb+8yIiIpCXlycez68XJCKi2oVJXS2wYcMGCIKAXbt2oW7duuKhHAWKjY2t9Fo0f39/PH78GKmpqTh58qRaUpeTk4OzZ88iJSXlhaN05Xn77bfRpk0b/Pzzzy/dxz9haGiIbt26QSaTIS4uDvb29vDw8ICPjw+AZyOR8fHxGkfpCgsL0a9fP8jlcuzbtw+BgYHVFufvv/9eZpmNjY1K+d/X/SnrNd1DLzs7u9wdxlKpFBYWFioHERHVTkzqariSkhLExsaiadOmkMvlase0adNw584dHD58uFL9KhO1ZcuWIS8vD35+fmKdu7s7bGxsEB0djYKCggoldWXdlDc/Px9ZWVlwcHCoVHxVKSgoCGfPnsXu3bvF5M3U1BSdO3fGV199hezsbLWkTjlCd/z4cezevRvBwcHVGuPFixeRnp6uUrZ161aYm5ujXbt25Z7r7e0NY2NjbN68WaX8t99+w/Hjx6s1GSUiopqDGyVquMOHDyM7OxsLFy5USbyUWrdujVWrViEmJgZ9+vSpcL/u7u6oV68e9u7dCzs7O3GtF/BsJMjHxwd79+4F8OL1dAAwf/58JCUlISwsDJ6enjA2NsbNmzexatUqPHjwQOW2Ikpnz57VePPhVq1aVemIUWBgIEpKShAfH4/Y2FixPCgoCJGRkZBIJAgICFA556233sLhw4fx8ccfw8bGBikpKWKdhYUFWrVqVWXxAc+mSfv27YuoqCg0aNAAmzdvRlxcHBYuXKiySUITKysrzJkzB7Nnz8awYcMwePBgPHjwAPPmzYORkVGFvqeZiIhqPyZ1NVxMTAwMDQ0xYsQIjfW2trbo378/du3ahbt371aqbz8/P+zYsUNl6lXJ19cXe/fuRcOGDdGsWbMX9jV06FAAwLZt27B48WLk5eXB2toar732Gg4dOoRevXqpnRMSEqKxr7i4uDI3LbwMLy8v2NraIicnR6VfZVLn5eWlNsX5ww8/AHiWrM6fP1+lTtO9/P4pT09PjBgxApGRkcjIyICDgwOWLl1a7o7c50VERKBevXpYuXIltm/fLt4rb8GCBXB1da3SWImIqGaSCMq7rRKRVjg7O6N169ZiIqlNCoXi2S7YyTugJy1/hLCyMr8IfXEjIqJ/AeVnbV5eXpXOTHFNHREREZEO4PQr1UglJSUobxBZIpGUWw8AderUKfcbIoiIiHQJR+qoRgoMDISBgUGZR9OmTcutNzAw0HjD45ooMzOzRky9EhFR7cY1dVQjXb16FY8ePSqz/vHjxzA1NS23jxYtWsDc3LyqQ9Np1bXOg4iI/lJdn7WcfqUaSfmVZURERFQxnH4lIiIi0gFM6oiIiIh0AJM6IiIiIh3ApI6IiIhIB3CjBBGpaR15lN8oQURUy3CkjoiIiEgHMKkjIiIi0gFM6oiIiIh0AJM6olfEz88PrVu31nYYRESko5jUEREREekAJnVEREREOoBJHVEVuX//Pt5//304OjpCKpXCzs4OXbt2hUwmK/OcvXv3wsTEBKNGjUJxcTEA4Mcff0Tfvn1hbW0NIyMjeHl5YceOHeI5CoUC+vr6WLx4sViWk5MDPT09WFpaiv0AwIcffgg7OzsIglANV0xERDUJkzqiKjJ06FDs27cPc+fOxbFjx7B+/XoEBQXhwYMHGtsvW7YMAwcOxOzZs7F+/Xro6+tDLpeja9euyM3NxZo1a/D999/D09MTYWFh2LRpEwDAwsICHTp0UEkW4+PjIZVK8ejRI5w5c0Ysl8lkCAgIgEQiqdZrJyIi7ePNh4mqSFJSEkaNGoXRo0eLZW+88YZau9LSUkyaNAnffPMNYmNj8c4774h148ePh7u7O44fPw59/Wdvz+DgYOTk5GD27NkYNmwY9PT0EBQUhCVLlqCwsBBSqRQymQx+fn7Izs6GTCZDly5dkJ2djcuXL2PKlCllxlxYWIjCwkLxsUKhqIqXgoiItIAjdURVpGPHjti0aRM+//xzpKSkoKioSK1NQUEB+vXrhy1btuDYsWMqCd21a9dw5coVsay4uFg8evfujTt37uDq1asAgMDAQDx9+hSnT58G8GxErkePHggKCkJcXJxYBgBBQUFlxhwdHQ1LS0vxcHR0rJoXg4iIXjkmdURVZPv27Rg+fDjWr18Pb29vWFtbY9iwYfj999/FNvfu3cPRo0fh7e2NLl26qJx/9+5dAMBHH30EAwMDlWP8+PEAnq2dA4AuXbrAxMQEMpkM165dQ2ZmppjUpaamIj8/HzKZDC4uLmjSpEmZMUdERCAvL088srKyqvplISKiV4TTr0RVxNbWFsuXL8fy5ctx69Yt7N+/H7NmzcK9e/dw5MgRAEDjxo2xdOlS9O/fHwMGDMDOnTthZGQkng88S7QGDBig8TlatGgBADA0NES3bt0gk8nQqFEj2Nvbw8PDAy4uLgCAhIQExMfHo0+fPuXGLJVKIZVKq+T6iYhIu5jUEVWDxo0bY+LEiYiPj0dSUpJKXc+ePXH06FGEhoaiT58++P7772FqaooWLVrA1dUV6enpWLBgwQufIygoCBERETA3NxenWE1NTdG5c2d89dVXyM7OLnfqlYiIdAuTOqIqkJeXB39/fwwZMgRubm4wNzdHWloajhw5onHUrVu3boiPj0dISAh69uyJQ4cOwdLSEmvXrkWvXr0QHByM8PBwNGzYEA8fPsTly5dx7tw57Ny5U+wjMDAQJSUliI+PR2xsrFgeFBSEyMhISCQSBAQEvJLrJyIi7eOaOqIqYGRkhE6dOuHbb7/FO++8g169emH9+vWYOXMm1q1bp/Gc9u3b48SJE7hx4wYCAgKQk5MDf39/nDlzBlZWVpg8eTKCgoIwbtw4yGQytVE3Ly8vccr2+Trlv728vGBjY1NNV0xERDWNROBdSYno/ykUime7YCfvgJ7UpEr7zvwitEr7IyKqrZSftXl5ebCwsKiyfjlSR0RERKQDmNQRERER6QAmdUREREQ6gEkdERERkQ7gLU2ISM3P84KrdPEuERFVP47UEREREekAJnVEREREOoBJHREREZEOYFJHREREpAO4UYKI1LSOPMpvlCAiqmU4UkdERESkA5jUEREREekAJnVEREREOoBJXS2zcuVKSCQStG7dWmO9RCJBVFSU+DghIQESiQQJCQkAgC+//BISiQSpqakq55WWlsLa2hoSiQRXr15Vqfvzzz9hYmKCAQMGqDzPxIkTVdplZWVh/PjxaN68OYyNjWFtbQ0PDw+MHj0aWVlZYruoqChIJJIyj8zMzJd4ZarWxYsXMX78eHh7e8PU1FTlNSQiIqqJuFGiltmwYQOAZ0lHamoqOnXqVKnz/f39AQByuVzl3PT0dPzxxx8wNTWFXC5HixYtxLrU1FQ8ffpUPFeT3377De3atYOVlRWmTZuGFi1aIC8vD5cuXcKOHTtw48YNODo6qpxz5MgRWFpaqvXVoEGDSl1Tdfjxxx+xb98+eHl5ITAwEAcOHNB2SEREROViUleL/Pjjj0hPT0doaCgOHjyImJiYSid1Xl5esLKyQkJCAmbNmiWWJyQkwMHBAb6+vpDL5Rg7dqxKHYByk7p169YhJycHZ86cQZMmTcTyfv36Yfbs2SgtLVU757XXXoOtrW2l4n9Vhg4diuHDhwMAdu3aVWOTuqKiIkgkEujr861MRPRvx+nXWiQmJgYA8MUXX6BLly7Ytm0bnjx5Uqk+9PT04OPjg6SkJBQXF4vlCQkJ8PPzg6+vr9o0Y0JCAuzs7ODu7l5mvw8ePICenh7q1atX5vO+agqFAvr6+li8eLFYlpOTAz09PVhaWqpc/4cffgg7OzsIglCpeDMzMyGRSLB48WIsXLgQzs7OMDY2hp+fH3755RcUFRVh1qxZcHBwgKWlJfr374979+6p9OHs7Iw+ffpg7969aNOmDYyMjODi4oKVK1eqtFNOpX/77beYNm0aGjZsCKlUimvXrgF4Norbtm1bGBkZwdraGv3798fly5df6rUjIqLah0ldLfH06VN899136NChA1q3bo2RI0fi0aNH2LlzZ6X78vf3R35+PtLS0gA8W0+XmJgIX19f+Pr64t69e7h06RKAZ+vpkpOT4efnB4lEUmaf3t7eKC0txYABA3D06FEoFIoXxlFSUoLi4mKVo6SkpNLXUxYLCwt06NABMplMLIuPj4dUKsWjR49w5swZsVwmkyEgIKDcayzP119/jaSkJHz99ddYv349rly5gtdffx3vvfce7t+/jw0bNmDRokWQyWQYNWqU2vkXLlzA5MmTMWXKFOzduxddunTBpEmT8OWXX6q1jYiIwK1bt7BmzRocOHAA9erVQ3R0NN577z24u7tjz549WLFiBf73v//B29sbGRkZL3VNRERUu3DOppbYtWsX8vLy8N577wEAwsLCMHnyZMTExIjThBWlnEZNSEiAt7c3Lly4gNzcXPj6+qJFixaoX78+5HI5WrVqhZSUlBeupwOAIUOG4OTJk1i3bh2OHTsGiUQCNzc3hISE4MMPP4Szs7PaOfb29mplTZs2FUeeqkJQUBCWLFmCwsJCSKVSyGQy+Pn5ITs7GzKZDF26dEF2djYuX76MKVOmvPTzWFlZYd++feIIX05ODiZPngw3Nzd8//33YrsrV65g+fLlUCgUsLCwEMuzs7Nx/vx5tG3bFgDQq1cv3Lt3D5999hnGjx8PE5O/bgTctGlTlWQ+NzcXn332GXr37o2tW7eK5X5+fnB1dUVUVBS2bNmiMe7CwkIUFhaKjyuSjBMRUc3EkbpaIiYmBsbGxhg0aBAAwMzMDAMHDsTJkycrPRLTpk0b2NjYiNOsCQkJsLe3FzdH+Pj4QC6Xi3VA+evpgGe7YdesWYMbN25g9erVGDFiBIqKirBs2TK4u7vjxIkTaufIZDKkpaWpHPv27avUtbxIYGAgnj59itOnT4vP2aNHDwQFBSEuLk4sA54lgC+rd+/eKlO2LVu2BACEhqp+i4Ky/NatWyrl7u7uYkKnNGTIECgUCpw7d06l/M0331R5nJycjKdPnyI8PFyl3NHREQEBAYiPjy8z7ujoaFhaWorH3zezEBFR7cGkrha4du0aEhMTERoaCkEQkJubi9zcXLz11lsA/toRW1ESiQS+vr5ISkpCUVER5HI5fH19xXpfX1+cOHECgiBALpfD3t4ebm5uFerbyckJ48aNQ0xMDDIyMrB9+3YUFBRg+vTpam3btm2L9u3bqxxl3arlZXXp0gUmJiaQyWS4du0aMjMzxaQuNTUV+fn5kMlkcHFxUdngUVnW1tYqjw0NDcstLygoUCnXNGqpLHvw4IFK+d93ByvrNe0adnBwUDv/eREREcjLyxOP5289Q0REtQuTulpgw4YNEAQBu3btQt26dcVDOQoUGxtb6bVo/v7+ePz4MVJTU3Hy5Em1pC4nJwdnz55FSkrKC0fpyvP222+jTZs2+Pnnn1+6j3/C0NAQ3bp1g0wmQ1xcHOzt7eHh4QEfHx8Az0Yi4+Pj/9EoXVX4/fffyyyzsbFRKf/7uj9l/Z07d9T6yM7OLneHsVQqhYWFhcpBRES1E5O6Gq6kpASxsbFo2rQp5HK52jFt2jTcuXMHhw8frlS/ykRt2bJlyMvLg5+fn1jn7u4OGxsbREdHo6CgoEJJnaaEAgDy8/ORlZUFBweHSsVXlYKCgnD27Fns3r1bTN5MTU3RuXNnfPXVV8jOztZ6Unfx4kWkp6erlG3duhXm5uZo165dued6e3vD2NgYmzdvVin/7bffcPz4cQQGBlZ5vEREVPNwo0QNd/jwYWRnZ2PhwoUqiZdS69atsWrVKsTExKBPnz4V7tfd3R316tXD3r17YWdnJ671Ap6NBPn4+GDv3r0AXryeDgDmz5+PpKQkhIWFwdPTE8bGxrh58yZWrVqFBw8eqNxWROns2bMabz7cqlWrKh0xCgwMRElJCeLj4xEbGyuWBwUFITIyEhKJBAEBASrnPHnyBIcOHQIApKSkAABOnDiBnJwcmJqaolevXlUWH/BsmrRv376IiopCgwYNsHnzZsTFxWHhwoUqmyQ0sbKywpw5czB79mwMGzYMgwcPxoMHDzBv3jwYGRkhMjKySmMlIqKaiUldDRcTEwNDQ0OMGDFCY72trS369++PXbt24e7du5Xq28/PDzt27FCZelXy9fXF3r170bBhQzRr1uyFfQ0dOhQAsG3bNixevBh5eXmwtrbGa6+9hkOHDmlMgkJCQjT2FRcXV6UjZ15eXrC1tUVOTo5Kv8qkzsvLS22K8969exg4cKBKmfLr15ycnKr8q8w8PT0xYsQIREZGIiMjAw4ODli6dGmFd+RGRESgXr16WLlyJbZv3y7eK2/BggVwdXWt0liJiKhmkgjKu60SkVY4OzujdevW+OGHH7QdChQKxbNdsJN3QE9a/ghhZWV+EfriRkRE/wLKz9q8vLwqnZnimjoiIiIiHcDpV6qRSkpKUN4gskQiKbceAOrUqfPS3xBBRERU23CkjmqkwMBAGBgYlHk0bdq03HoDAwONNzyuiTIzM2vE1CsREdVuHKmjGmnt2rV49OhRmfWPHz+GqalpuX0ovyGDiIjo34AbJYhIVF2Ld4mI6C/cKEFEREREZWJSR0RERKQDmNQRERER6QAmdUREREQ6gEkdERERkQ5gUkdERESkA5jUEREREekAJnVEREREOoBJHREREZEOYFJHREREpAOY1BERERHpACZ1RERERDqASR0RERGRDmBSR0RERKQDmNQRERER6QAmdUREREQ6QF/bARBRzSEIAgBAoVBoORIiIt2l/IxVfuZWFSZ1RCR68OABAMDR0VHLkRAR6b4HDx7A0tKyyvpjUkdEImtrawDArVu3qvSDpjooFAo4OjoiKysLFhYW2g7nhWpTvIy1+tSmeBlr9cnLy0Pjxo3Fz9yqwqSOiER6es+W2VpaWtaKD0YAsLCwqDWxArUrXsZafWpTvIy1+ig/c6usvyrtjYiIiIi0gkkdERERkQ5gUkdEIqlUisjISEilUm2H8kK1KVagdsXLWKtPbYqXsVaf6opXIlT1floiIiIieuU4UkdERESkA5jUEREREekAJnVEREREOoBJHREhLS0NvXv3Rt26dWFqaoqOHTti69at2g5Lze3bt7F8+XL07NkTjRs3hqGhIezt7fHmm28iNTVV2+GVa9GiRZBIJJBIJEhJSdF2OGXau3cvevToARsbGxgbG6NJkyYYPHgwsrKytB2aCkEQsGfPHvj7+6NBgwYwMTFBixYtMGbMGNy4ceOVx7N582aMGTMG7du3h1QqhUQiwaZNm8psr1AoMHXqVDg5OUEqlcLJyQlTp059ZV/RV9F4i4qKsHv3boSHh6Nly5YwNTWFubk5OnXqhNWrV6OkpKTGxKrJzZs3YWZmBolEgrFjx1ZvoHi5WG/evInRo0eLvwv169eHv78/du7cWfkABCL6V5PL5YKhoaFgZmYmjBo1Spg2bZrQpEkTAYAwf/58bYenYubMmQIAoWnTpsLIkSOFWbNmCW+++aZQp04dQU9PT9i+fbu2Q9To0qVLglQqFUxNTQUAQnJysrZDUlNaWiq8//774us7fvx4YebMmcLQoUOFxo0bCydPntR2iCqmTp0qABAaNGggjB07VpgxY4YQHBwsSCQSwdzcXPjpp59eaTxOTk4CAMHW1lb898aNGzW2zc/PFzw9PQUAQo8ePYSZM2cKISEhAgDB09NTyM/PrzHxXr58WQAgmJubC2+88YYwY8YMYcyYMYKDg4MAQHj99deF0tLSGhHr35WWlgq+vr7i+27MmDHVGufLxHrs2DHBxMREMDExEcLCwoSIiAhh7NixQpcuXYT333+/0s/PpI7oX6yoqEho2rSpIJVKhXPnzonlCoVCcHd3F/T19YVffvlFixGq2r17t5CYmKhWnpiYKBgYGAjW1tZCQUGBFiIrW3FxsdChQwehY8eOwrvvvltjk7oVK1YIAIQJEyYIxcXFavVFRUVaiEqzO3fuCHp6eoKzs7OQl5enUrds2TIBgDBixIhXGlNcXJyQmZkpCIIgREdHl/vHfO7cuQIAYcaMGRrL586dW93hVjje3377TVi9erXw+PFjlfL8/Hyhffv2AgBhx44dNSLWv1uxYoWgr68vLF269JUldZWJ9datW4KFhYXg6uoq/Prrr2r1L/Oe4/Qr0b/Y8ePHcf36dQwZMgReXl5iubm5OebMmYPi4mJs3LhRixGqGjBgALp3765W3r17d/j7++Phw4f46aeftBBZ2RYuXIj09HRs2LABderU0XY4Gj19+hTz5s2Di4sLli9frjFOff2a862SmZmZKC0tRdeuXdW+Eio0NBQAcO/evVcaU1BQEJycnF7YThAErF+/HmZmZpg7d65KXUREBOrWrYuYmBgI1Xy3sYrG27BhQ4wbNw4mJiYq5aamppg6dSoA4MSJE9USo1JFY33etWvXEBERgRkzZqh8tlW3ysS6YMECKBQKrFmzBo0bN1arf5n3XM15lxLRK5eQkAAA6Nmzp1qdsqy6P7CrioGBAYCalXz8/PPPmDdvHj755BO4u7trO5wyxcXF4eHDhwgPD0dJSQn279+PX375BVZWVggKCkKzZs20HaIKV1dXGBoaIikpCY8ePYK5ublYd+jQIQBAQECAtsIrV0ZGBrKzsxEcHAxTU1OVOiMjI/j4+OD777/HtWvX4OrqqqUoK6YmvucAoLS0FCNGjICTkxPmzp2L5ORkbYekRhAE7NixAzY2NggICMDZs2dx4sQJlJaWwtPTEwEBAS/1vbA16ydBRK9URkYGAGj841G3bl3Y2tqKbWqyW7duQSaTwd7eHh4eHtoOBwBQXFwsLi6fNWuWtsMp148//gjg2R/ntm3b4urVq2Kdnp4epkyZgi+//FJb4amxsbHB/PnzMX36dLRs2RJ9+/aFubk5fvrpJ8hkMrz//vv44IMPtB2mRuW9554vz8jIqPFJ3YYNGwBo/k+hNi1fvhynT5/GqVOnauw3TNy8eRMPHz5Ehw4dMG7cOKxZs0al3svLC/v370ejRo0q1S+nX4n+xfLy8gAAlpaWGustLCzENjVVUVERhg4disLCQixatKjGTHEuWLBAnHZVjmjUVMqpyiVLlsDCwgJnzpzBo0ePkJiYiObNm2PJkiX4z3/+o+UoVX300UfYsmUL8vLy8J///AeLFi3C4cOH0aFDB7z77rs19jWvyHvu+XY11TfffIPDhw8jICAAvXv31nY4ol9++QWffPIJJk2aBG9vb22HUyble+7cuXPYvHkzNm7ciIcPH4o7Yc+fP4+33nqr0v0yqSOiWqu0tBQjR45EYmIiRo8ejaFDh2o7JABAeno6Pv/8c3z00Udo166dtsN5odLSUgCAoaEh9u3bhw4dOsDMzAzdu3fHrl27oKenhyVLlmg5SlWff/45wsPDERERgaysLOTn5+PUqVMoLi6Gv78/9uzZo+0QddbBgwcxceJEODk5YfPmzdoOR1RaWorw8HA4ODjg888/13Y45VK+50pKSvDZZ58hPDwcdevWhbOzM7755ht06tQJqampOHXqVKX6ZVJH9C+mHC0oa1RAoVCUOaKgbYIgYPTo0di8eTPeffddtekLbRo+fDiaNm2KqKgobYdSIcqfcfv27eHg4KBS5+7uDhcXF1y/fh25ublaiE7d8ePHMWfOHEycOBGzZ89Go0aNYGpqiq5du+KHH36AsbExpkyZou0wNarIe+75djXN0aNH8eabb6J+/fo4fvw4GjRooO2QRCtXrkRKSgrWr1+vtrGjpnn+59u3b1+1+tdffx3AX0sjKopJHdG/2PPrd/7ujz/+QE5OTo1c11NaWor33nsPGzZswODBg7Fp06aXWlRcXdLT03HlyhUYGRmJNxyWSCSIjY0FAHh7e0MikWDfvn3aDfT/tWjRAgBgZWWlsV5Z/vTp01cUUfkOHjwIAPD391ers7Ozg4eHB27duoWcnJxXHdoLlfeee768Jr7vjhw5gn79+sHW1hZyuRwuLi7aDknFhQsXIAgC/P39Vd53yt+TtWvXQiKRoF+/ftoNFECzZs3EpSKa3ncv+57jRgmifzFfX19ER0fj2LFjGDRokErdsWPHxDY1SWlpKUaNGoWNGzciLCwM3377bY1ZR6f03nvvaSxPTExERkYG+vbtCzs7Ozg7O7/awMqg/KN3+fJltbqioiJcu3YNpqamsLOze9WhafTnn38CAO7fv6+xXlleExfJu7q6wsHBAUlJSXj8+LHKDtiCggIkJibCwcGhxu04ViZ01tbWkMvlNS4+4NlnlaaduHfu3MGhQ4fg5uaGrl27vtJbnJRFKpWiS5cuOHnyJC5duoRu3bqp1F+6dAkAKv8ZUek72xGRzigqKhJcXFwEqVQqnD9/Xix//ubDV69e1V6Af1NSUiKEh4cLAISBAwfWqBviVsTw4cNr7M2He/bsKQAQ1q1bp1L+6aefCgCEd999V0uRqfvuu+8EAIK7u7uQm5urUrdp0yYBgPDaa69pKbracfPh570o3sOHDwtSqVSwt7cXrly58kpj+7vK3HxYSS6Xv7KbDz/vRbFu3bpVACAEBgaq3DT98uXLgomJiWBubi48fPiwUs8pEYRqvsMhEdVocrkcwcHBkEqlGDx4MCwsLLBnzx7cvHkTn3/+OT7++GNthyiKiorCvHnzYGZmhkmTJmn8X3m/fv3g6en56oOrgPDwcMTGxiI5ORmdO3fWdjgqrl+/ji5duuDevXsIDQ2Fm5sbzp8/j+PHj8PJyQkpKSmwt7fXdpgAni0uDwoKQkJCAuzs7NC3b1/UrVsX6enpiIuLg1QqhUwmUxv9qE7r168XF7X/9NNPOHfuHLp27SqOaPXr10+c9nv8+DG6deuGCxcuoEePHnjttdeQnp6Ow4cPw9PTE6dOnVK7h5224r1y5Qo8PT1RWFiIQYMGiVP1z3N2dkZ4eLjWYy1LQkIC/P39MWbMmGpfe1uZWAVBwNtvv41du3ahRYsWCA4ORl5eHnbv3o0nT57gv//9L955553KBfDSKSgR6YzU1FQhJCREsLS0FIyNjYX27dsLmzdv1nZYapQjXeUdlfkf/KtWk0fqBOHZ1xaFh4cL9vb2goGBgeDo6ChMmDBBuHv3rrZDU1NQUCAsXLhQaNeunWBiYiLo6+sLDRs2FIYMGfLKv/dVEF78uxkZGanSPjc3V5gyZYrg6OgovtZTpkxRG3nUdrzKUa7yDl9f3xoRa1le5UhdZWMtKioSli5dKri7uwtSqVSwsLAQevbsKSQkJLzU83OkjoiIiEgH1JztYkRERET00pjUEREREekAJnVEREREOoBJHREREZEOYFJHREREpAOY1BERERHpACZ1RERERDqASR0RERGRDmBSR0RERKQDmNQREem48PBwSCQSZGZmajuUKrF582Z4enrCzMwMEokEUVFRVdJvZmYmJBJJtX6P6cuIioqCRCJBQkKCWt2yZcvQsmVLGBsbQyKRYNOmTTX2Oqj6MakjIqog5R9LiUSCPn36aGyTkJAAiUSCsWPHvuLo/h1Onz6NoUOH4smTJ5gwYQIiIyPh5+en7bC0YuvWrZg6dSpMTEwwZcoUREZGwtPTU9thkRbpazsAIqLa6ODBg0hMTISPj4+2Q/lXOXToEADgv//9Lzp37qzlaF6NiRMnYtCgQWjcuLFKufK1OHjwIOzt7cXyoqIiXL58GZaWlq80TtI+jtQREVWSs7Mz9PT0MHPmTG2H8q+TnZ0NACpJjK6ztbWFm5sbTExMVMrLei0MDAzg5uaGBg0avLIYqWZgUkdEVEktWrTA0KFDkZKSgj179lToHGdnZzg7O2us8/Pzg0QiUSl7fh3Vxo0b4eHhAWNjYzRp0gQrV64EAAiCgBUrVsDNzQ1GRkZo3rw5vv322zJjKCkpQXR0NJo1awYjIyO4urpi8eLFKC0t1dg+MTERr7/+OmxtbSGVSuHq6opPPvkET548UWmnnHKOiopCcnIygoODYWVlpXZNZTl9+jRCQ0NhbW0NIyMjuLm5ISoqSuV5lM+xceNGAECTJk3EqfCKuHnzJsaOHYsmTZpAKpWiXr168PPzw6ZNm1547tmzZzFx4kS0bt0alpaWMDY2hoeHB7744gsUFRWptc/IyMCIESPQpEkTGBkZwdbWFu3atcO0adNU2t25cweTJk2Cq6srjI2NYW1tDQ8PD4wfPx4KhUJs9/c1dZs2bYJEIoFcLgcA8XVQ/n6Vt6bu0aNHiIyMhLu7O4yNjWFlZYWQkBCcOnVKra3y97KwsBBz585Fs2bNYGBgIK5hzMvLw9y5c9GqVSuYmZnB0tISbm5uGDFiBLKysl74ulLV4/QrEdFL+PTTT7Ft2zbMnj0bb7zxBurUqVMtz7N8+XIkJCTgjTfeQEBAAHbv3o1JkybBxMQE6enp2LlzJ/r06YOAgABs27YNw4YNQ5MmTdCtWze1viZPnoyUlBS8/fbbMDIywp49ezBjxgxcu3YNa9euVWm7Zs0ajB8/HnXr1sXrr78OOzs7pKWlYf78+ZDL5ZDL5TA0NFQ55/Tp01iwYAH8/f3x/vvv49atWy+8vt27d2PQoEEwNDREWFgY6tWrB5lMhnnz5uHYsWOQy+WQSqVwdnZGZGQk9u3bh/T0dEyaNAlWVlYVeg2Tk5PRq1cvKBQKBAcHY9CgQfjjjz9w/vx5rFix4oUbCtatW4cDBw7Ax8cHvXv3xpMnT5CQkICIiAikpaVh9+7dYtvs7Gx07NgRjx8/RmhoKMLCwpCfn4+MjAx89dVXWLJkCQDgyZMn6Nq1KzIzM9GzZ0/0798ff/75J27cuIFNmzZhxowZsLCw0BiPp6cnIiMjsWnTJvz666+IjIwEgBe+Hg8fPoSPjw8uXryI7t27Izg4GHl5efj+++/h7++PnTt3ol+/fmrnDRgwAOnp6QgODoa1tTVcXFwgCAKCg4ORmpqKrl27IiQkBHp6esjMzMTevXsxfPhwODo6lhsPVQOBiIgq5ObNmwIAITg4WBAEQZg6daoAQFi7dq3YRi6XCwCEMWPGqJzr5OQkODk5aezX19dX+PvHcWRkpABAsLa2Fq5fvy6W37p1SzA0NBQsLS2F5s2bC/fu3RPrUlNTBQBC3759VfoaPny4AECoX7++cPv2bbH80aNHgoeHhwBASExMFMsvXrwo6OvrC15eXsKDBw9U+oqOjhYACF9++aXaNQMQYmJiNF6jJgqFQrCyshKkUqmQnp4ulpeWlgpDhgwRAAifffaZxmu5efNmhZ6joKBAcHR0FPT09ITDhw+r1WdlZYn/Vv58hw8frtImMzNTKC4uVikrLS0VRo4cKQAQTp06JZavXLlSACCsWLFC7bnu378v/nv//v0CAGHKlClq7RQKhVBYWCg+Vv4uyOVylXaafm/Kuw7la7phwwaV8t9//11wdHQU7OzshKdPn6r17+npqfZ78L///U8AIPTv31/t+QsKCoRHjx6plVP14/QrEdFL+vjjj2FpaYl58+apTUlWlQ8//BAuLi7iY0dHR3Tr1g15eXn4+OOPYWdnJ9Z17NgRLi4uSE9PL7MvBwcH8bGZmRnmzp0LAIiNjRXL165di+LiYqxcuRLW1tYqfcyYMQN2dnb47rvv1Pr38vLCyJEjK3xt+/btQ25uLkaOHIk2bdqI5RKJBF988QX09fUrND1anv379yMrKwvvvvsuQkJC1OobNWr0wj6cnJzURmIlEgkmTJgAAJDJZGrnGBsbq5XZ2tpWqJ25ubnaKOg/lZOTg+3btyMwMBAjRoxQqatfvz6mT5+O+/fva7yWefPmqf0eKGmKXyqVwszMrGoCp0rh9CsR0UuytrbGzJkzMXv2bCxfvhyzZ8+u8ufw8vJSK1MugNd0+4oGDRogNTVVY1/du3cvs+zChQtiWUpKCgDgyJEjGv/IGxgY4MqVK2rlHTt21Pi8ZTl//jwAaLwliaOjI5o2bYqrV6/i0aNHMDc3r1TfSmfOnAEA9OzZ86XOB4A///wTq1atwrZt23DlyhXk5+dDEASxXrlhAQD69OmDWbNmYcKECYiLi0NISAi6deuG5s2bq/Tp4+MDe3t7REdH48KFCwgNDUW3bt3g4eFR4XWClZGWloaSkhIUFBRovK9fRkYGAODKlStqt+vR9HNt2bIlPDw8sHXrVmRlZaFfv37o3r072rVrV21LEejFmNQREf0DkydPxqpVq7Bo0SKMGTOmyvvXtK5KX1+/3Lri4mKNfdWrV09jmZ6eHvLy8sSyhw8fAgDmz59fqVjr169fqfbKzQBlnWdvb4+rV69CoVC8dFKXm5sLAGjYsOFLnQ8Ab731Fg4cOIDmzZuL6/4MDAyQm5uLFStWoLCwUGzbpEkTJCcnY968eTh8+DB27twJ4Nnmms8++wwDBw4EAFhaWiI5ORmRkZE4cOCAeHuSRo0aISIiAuPHj3/peDVR/kyTkpKQlJRUZrvHjx+rlWn6+ejr6+P48eOIiorCnj17xE0gtra2+OCDD/Dxxx8zudMCTr8SEf0DxsbGiIqKQl5eHhYsWFBmOz09vTKTrecTqup07949jWWlpaUq9zRTJosKhQKCIJR5/F1lR5iUz3P37l2N9crysjYMVIRy88Dt27df6vy0tDQcOHAAwcHBuHTpEtatW4f58+cjKioKgwYN0nhOmzZtsHv3bjx8+BDJycmYO3cu7t69i7CwMJWEytnZGbGxsbh//z7Onz+PhQsXQhAETJgwQeP09j+hfA2nTZtW7s9UuenieWX9XG1tbbFq1Srcvn0bly5dwqpVq2BjY4PIyEgsWrSoSuOnimFSR0T0D40cORJubm74+uuvy9zxWbduXdy7d08tsXv8+LE49VXdTp48WWbZ81O5nTp1AvDXNGx1UU4ta/r6q9u3b+P69etwcXF56VE64K+pw2PHjr3U+devXwcAhIaGqo08aXo9n2dgYIDOnTtj3rx5WLlyJQRBwA8//KDWrk6dOvD09MSMGTPEZG7//v0vFW9ZOnToAIlEguTk5CrtF3iW9LVs2VKccgaqPn6qGCZ1RET/UJ06dbBgwQIUFhbi008/1dimffv2KCoqwpYtW8QyQRAQERGhccqrOqxcuVJl/Vd+fr4Y77Bhw8Ty8ePHQ19fHx988IHG+43l5uaK6+H+iTfeeAOWlpbYuHEjLl68KJYrX5eioqJ//P2lffv2RaNGjbB582YcPXpUrf5FI3hOTk4AoHYft4sXLyI6OlqtfVpamsYRUeWoo3Jjwc8//4xff/31he2qir29Pd5++22cPn0aixcv1jjSmpqaWuENPzdv3sSlS5fUyqsrfqoYrqkjIqoC/fv3h7e3d5kjIRMnTsTGjRsxatQoxMXFwc7ODidPnkRubi7atm1b5o7VqtShQwe0bdsWYWFhkEql2LNnDzIzMzF69GiVrztr3bo1Vq9ejXHjxqFFixbo3bs3mjZtCoVCgRs3buDEiRMIDw/HmjVr/lE8FhYWWLduHQYPHoxOnTohLCwMdnZ2iI+Px48//oiOHTti+vTp/+g5pFIpduzYgZCQEPTq1QshISFo27YtFAoFLly4gCdPnpSboHbs2BEdO3bEjh07cOfOHXTu3Bm3bt3C/v37ERoail27dqm037JlC1avXg0/Pz80a9YMFhYWuHTpEg4dOgRbW1txd7BMJsO0adPQtWtXuLm5wcbGBjdu3MD+/fthbGyMiRMn/qPr1mT16tW4evUqZsyYgW+//Rbe3t6wtLREVlYWzp49i4yMDNy5c0ftmys0SU9PR//+/dGhQwe0bt0a9vb2uH37Nvbt24c6deqo3WiZXg0mdUREVWThwoVlfhesh4cHjhw5gtmzZ2PXrl0wMzND7969sXjxYoSFhb2S+JYvX44dO3Zg/fr1+O233+Do6IiFCxdq/AM8evRoeHp6YunSpUhMTMT+/fthaWmJxo0bY8qUKRg+fHiVxDRw4EBxF+iePXvw5MkTODs7Y86cOZg5cyaMjIz+8XN4e3vj3LlziI6OxtGjRyGTyVC3bl20atUKY8eOLffcOnXq4IcffsCsWbNw5MgRpKWlwdXVFV9++SV69eqlltQNHjwYBQUFSEpKQlpaGgoLC9GoUSNMmDABH330kXgLleDgYGRmZiIxMRF79uxBfn4+GjZsiEGDBmHGjBlo2bLlP77uv7O2tsbp06exatUqbN++HVu2bEFpaSns7e3Rtm1bzJkzR+NtVzRp3749Zs2ahYSEBBw8eBC5ubmwt7dHz549MX369ErvhKaqIRE0jcESERERUa3CNXVEREREOoBJHREREZEOYFJHREREpAOY1BERERHpACZ1RERERDqASR0RERGRDmBSR0RERKQDmNQRERER6QAmdUREREQ6gEkdERERkQ5gUkdERESkA5jUEREREekAJnVEREREOuD/APIpCY1yPaRqAAAAAElFTkSuQmCC", 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", 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" ] @@ -857,7 +850,7 @@ ], "source": [ "featfig = plt.figure()\n", - "plt.barh(names, frequencies)\n", + "plt.barh(names, frequencies, color='navy')\n", "plt.yticks(fontsize=12)\n", "plt.xticks(fontsize=14)\n", "plt.xlabel('Number of classifiers', fontsize=14)\n", @@ -868,11 +861,103 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, + "id": "63fcc458", + "metadata": {}, + "outputs": [], + "source": [ + "topN = 3\n", + "most_important_features_all = []\n", + "for classif in classifications:\n", + " importance = feature_importances[classif]\n", + " features = np.array([x for x in importance.keys()])\n", + " f_scores = np.array([x for x in importance.values()])\n", + " sorted_args = np.argsort(f_scores)[::-1]\n", + " most_important_features = features[sorted_args[:topN]]\n", + " most_important_features_all.append(most_important_features.tolist())\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "7d90a81c", + "metadata": {}, + "outputs": [], + "source": [ + "counter_all = Counter([x for y in most_important_features_all for x in y])\n", + "most_common_all = counter_all.most_common()[::-1]\n", + "\n", + "names_all = [x[0] for x in most_common_all]\n", + "frequencies_all = [x[1] for x in most_common_all]" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "27a24008", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Instead of counting the single most important feature,\n", + "# we count the top 3 for each classifier and plot them below:\n", + "\n", + "featfig_all = plt.figure(figsize=(10, 8))\n", + "\n", + "plt.barh(names_all, frequencies_all, color='navy')\n", + "plt.yticks(fontsize=13)\n", + "plt.xticks(fontsize=14)\n", + "plt.xlabel(f'Number of occurrences among top {topN} in importance', fontsize=14)\n", + "plt.ylabel('Feature name', fontsize=14)\n", + "plt.xlim(0,23)\n", + "plt.tight_layout()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "932c65f3", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "ddadbce5", + "metadata": {}, + "outputs": [], + "source": [ + "# DNN training scores\n", + "dnn_stats_train = {} #dictionary with classifications as keys and dnn CM stats as values \n", + "for classif in classifications:\n", + " file = glob.glob(f'/Users/bhealy/scope/dnn_stats_train/{classif}.*stats.json')\n", + " with open(file[0]) as classif_stats: #change to appropriate filepath\n", + " classif_stats = classif_stats.read()\n", + " classif_stats = json.loads(classif_stats)\n", + " new = {classif: classif_stats}\n", + " dnn_stats_train.update(new)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, "id": "9db99a52", "metadata": {}, "outputs": [], "source": [ + "# DNN test scores\n", "dnn_stats = {} #dictionary with classifications as keys and dnn CM stats as values \n", "for classif in classifications:\n", " file = glob.glob(f'/Users/bhealy/scope/dnn_stats/{classif}.*stats.json') #change to appropriate filepath\n", @@ -885,11 +970,30 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 27, + "id": "52e1a356", + "metadata": {}, + "outputs": [], + "source": [ + "# XGB training scores\n", + "xgb_stats_train = {} #dictionary with classifications as keys and xgb CM stats as values \n", + "for classif in classifications: \n", + " file = glob.glob(f'/Users/bhealy/scope/xgb_stats_train/{classif}.*stats.json')\n", + " with open(file[0]) as classif_stats: #change to appropriate filepath\n", + " classif_stats = classif_stats.read()\n", + " classif_stats = json.loads(classif_stats)\n", + " new = {classif: classif_stats}\n", + " xgb_stats_train.update(new)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, "id": "0074631e", "metadata": {}, "outputs": [], "source": [ + "# XGB test scores\n", "xgb_stats = {} #dictionary with classifications as keys and xgb CM stats as values \n", "for classif in classifications:\n", " file = glob.glob(f'/Users/bhealy/scope/xgb_stats/{classif}.*stats.json') #change to appropriate filepath\n", @@ -902,55 +1006,583 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 29, + "id": "00b7b30f", + "metadata": {}, + "outputs": [], + "source": [ + "#dataframes of training confusion matrix stats (accuracy, precision, recall, f1 score, ROC area)\n", + "stats_dnn_train = pd.DataFrame.from_dict(dnn_stats_train, orient = 'index')\n", + "stats_xgb_train = pd.DataFrame.from_dict(xgb_stats_train, orient = 'index')" + ] + }, + { + "cell_type": "code", + "execution_count": 30, "id": "325bb913", "metadata": {}, "outputs": [], "source": [ - "#dataframes of confusion matrix stats (accuracy, precision, recall, f1 score, ROC area)\n", + "#dataframes of test confusion matrix stats (accuracy, precision, recall, f1 score, ROC area)\n", "stats_dnn = pd.DataFrame.from_dict(dnn_stats, orient = 'index')\n", "stats_xgb = pd.DataFrame.from_dict(xgb_stats, orient = 'index')" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 31, + "id": "19f3c753", + "metadata": {}, + "outputs": [], + "source": [ + "#dataframe of dnn training precision and recall, sorted by num pos examples in training set\n", + "dnn_prec_rec_train = stats_dnn_train.drop(['accuracy', 'f1_score', 'roc_auc'], axis = 'columns')\n", + "dnn_prec_rec_train = dnn_prec_rec_train.drop(['blher', 'bogus', 'bright', 'dip', 'dp', 'el', 'ext', 'hp', 'mp', 'rrblz', 'rrd', 'wp', 'wvir'])" + ] + }, + { + "cell_type": "code", + "execution_count": 32, "id": "874b52e4", "metadata": {}, "outputs": [], "source": [ - "#dataframe of dnn precision and recall, sorted by num pos examples in training set\n", + "#dataframe of dnn test precision and recall, sorted by num pos examples in training set\n", "dnn_prec_rec = stats_dnn.drop(['accuracy', 'f1_score', 'roc_auc'], axis = 'columns')\n", - "dnn_prec_rec['count'] = counts\n", - "dnn_prec_rec = dnn_prec_rec.sort_values('count', ascending=False)\n", - "dnn_prec_rec = dnn_prec_rec.drop(['blher', 'bogus', 'bright', 'dip', 'dp', 'el', 'ext', 'hp', 'mp', 'rrblz', 'rrd', 'wp', 'wvir'])\n", - "dnn_prec_rec = dnn_prec_rec.drop(['count'], axis = 'columns')" + "dnn_prec_rec = dnn_prec_rec.drop(['blher', 'bogus', 'bright', 'dip', 'dp', 'el', 'ext', 'hp', 'mp', 'rrblz', 'rrd', 'wp', 'wvir'])" ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 33, + "id": "8c4eb2b9", + "metadata": {}, + "outputs": [], + "source": [ + "#dataframe of xgb training precision and recall, sorted by num pos examples in training set\n", + "xgb_prec_rec_train = stats_xgb_train.drop(['accuracy', 'f1_score', 'roc_auc'], axis = 'columns')\n", + "xgb_prec_rec_train = xgb_prec_rec_train.drop(['blend', 'blher', 'bright', 'dip', 'dp', 'el', 'ext', 'hp', 'mp', 'rrblz', 'saw', 'wp', 'wvir'])" + ] + }, + { + "cell_type": "code", + "execution_count": 34, "id": "9179b7f4", "metadata": {}, "outputs": [], "source": [ - "#dataframe of xgb precision and recall, sorted by num pos examples in training set\n", + "#dataframe of xgb test precision and recall, sorted by num pos examples in training set\n", "xgb_prec_rec = stats_xgb.drop(['accuracy', 'f1_score', 'roc_auc'], axis = 'columns')\n", - "xgb_prec_rec['count'] = counts\n", - "xgb_prec_rec = xgb_prec_rec.sort_values('count', ascending=False)\n", - "xgb_prec_rec = xgb_prec_rec.drop(['blend', 'blher', 'bright', 'dip', 'dp', 'el', 'ext', 'hp', 'mp', 'rrblz', 'saw', 'wp', 'wvir'])\n", - "xgb_prec_rec = xgb_prec_rec.drop(['count'], axis = 'columns')" + "xgb_prec_rec = xgb_prec_rec.drop(['blend', 'blher', 'bright', 'dip', 'dp', 'el', 'ext', 'hp', 'mp', 'rrblz', 'saw', 'wp', 'wvir'])" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 35, + "id": "90e0306c", + "metadata": {}, + "outputs": [], + "source": [ + "# Inner-joined training set precision/recall scores\n", + "mrg_prec_rec_train = dnn_prec_rec_train.join(xgb_prec_rec_train, how='inner', lsuffix='_dnn', rsuffix='_xgb')\n", + "mrg_prec_rec_train = mrg_prec_rec_train.reset_index().rename({'index': 'classification'}, axis=1)\n", + "mrg_prec_rec_train = pd.merge(counts_train_table, mrg_prec_rec_train, on='classification')\n", + "mrg_prec_rec_train.set_index('classification', inplace=True)\n", + "mrg_prec_rec_train.sort_values('count', ascending=False, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "069e4def", + "metadata": {}, + "outputs": [], + "source": [ + "# Inner-joined test set precision/recall scores\n", + "mrg_prec_rec = dnn_prec_rec.join(xgb_prec_rec, how='inner', lsuffix='_dnn', rsuffix='_xgb')\n", + "mrg_prec_rec = mrg_prec_rec.reset_index().rename({'index': 'classification'}, axis=1)\n", + "mrg_prec_rec = pd.merge(counts_train_table, mrg_prec_rec, on='classification')\n", + "mrg_prec_rec.set_index('classification', inplace=True)\n", + "mrg_prec_rec.sort_values('count', ascending=False, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "18700970", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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classificationcountprecision_dnnrecall_dnnprecision_xgbrecall_xgb
0agn5960.5000000.1451611.0000000.645161
1bis666070.8968800.9430520.9523100.973424
2blend3600.5000000.085714NaNNaN
3blyr30170.6729560.3396830.9238580.577778
4bogus1640NaNNaN0.8000000.022989
5ceph15730.9150940.5808380.9646020.652695
6ceph22810.2500000.0416670.7142860.208333
7cv44350.9209980.9568030.9458870.943844
8dscu64750.8254490.7529760.9739660.946429
9e750490.9004290.9268130.9212730.940995
10ea20730.1238820.8294931.0000000.013825
11eb31300.6161620.1859760.7419350.210366
12emsms51990.6898880.5770680.9098900.778195
13ew552510.8646380.9041700.8974450.912217
14fla46330.9461210.9014370.9397850.897331
15i59700.9291850.7192690.9146830.765781
16longt39610.9191620.7397590.8633720.715663
17lpv33590.8713140.9206800.8786130.861190
18mir2480.6250000.4545450.8000000.545455
19osarg20610.9170730.8663590.9227050.880184
20pnp1072480.9603290.9527520.9552940.959421
21puls266030.8961140.8709060.9593050.935645
22rrab42930.7758010.4833700.8373210.388027
23rrc62510.8215550.7242990.8980580.864486
24rrd539NaNNaN0.8285710.547170
25rrlyr149170.8837700.8465720.9571930.926001
26rscvn15930.7402600.3333330.9200000.538012
27saw13140.7931030.160839NaNNaN
28sin26450.3939390.0476190.1250000.003663
29srv9500.5423730.3076920.7191010.615385
30vnv1250560.9737580.9803260.9761940.981290
31wuma552530.8998920.9156910.9548260.962509
32yso41080.9164790.9508200.9720930.978923
\n", + "
" + ], + "text/plain": [ + " classification count precision_dnn recall_dnn precision_xgb \n", + "0 agn 596 0.500000 0.145161 1.000000 \\\n", + "1 bis 66607 0.896880 0.943052 0.952310 \n", + "2 blend 360 0.500000 0.085714 NaN \n", + "3 blyr 3017 0.672956 0.339683 0.923858 \n", + "4 bogus 1640 NaN NaN 0.800000 \n", + "5 ceph 1573 0.915094 0.580838 0.964602 \n", + "6 ceph2 281 0.250000 0.041667 0.714286 \n", + "7 cv 4435 0.920998 0.956803 0.945887 \n", + "8 dscu 6475 0.825449 0.752976 0.973966 \n", + "9 e 75049 0.900429 0.926813 0.921273 \n", + "10 ea 2073 0.123882 0.829493 1.000000 \n", + "11 eb 3130 0.616162 0.185976 0.741935 \n", + "12 emsms 5199 0.689888 0.577068 0.909890 \n", + "13 ew 55251 0.864638 0.904170 0.897445 \n", + "14 fla 4633 0.946121 0.901437 0.939785 \n", + "15 i 5970 0.929185 0.719269 0.914683 \n", + "16 longt 3961 0.919162 0.739759 0.863372 \n", + "17 lpv 3359 0.871314 0.920680 0.878613 \n", + "18 mir 248 0.625000 0.454545 0.800000 \n", + "19 osarg 2061 0.917073 0.866359 0.922705 \n", + "20 pnp 107248 0.960329 0.952752 0.955294 \n", + "21 puls 26603 0.896114 0.870906 0.959305 \n", + "22 rrab 4293 0.775801 0.483370 0.837321 \n", + "23 rrc 6251 0.821555 0.724299 0.898058 \n", + "24 rrd 539 NaN NaN 0.828571 \n", + "25 rrlyr 14917 0.883770 0.846572 0.957193 \n", + "26 rscvn 1593 0.740260 0.333333 0.920000 \n", + "27 saw 1314 0.793103 0.160839 NaN \n", + "28 sin 2645 0.393939 0.047619 0.125000 \n", + "29 srv 950 0.542373 0.307692 0.719101 \n", + "30 vnv 125056 0.973758 0.980326 0.976194 \n", + "31 wuma 55253 0.899892 0.915691 0.954826 \n", + "32 yso 4108 0.916479 0.950820 0.972093 \n", + "\n", + " recall_xgb \n", + "0 0.645161 \n", + "1 0.973424 \n", + "2 NaN \n", + "3 0.577778 \n", + "4 0.022989 \n", + "5 0.652695 \n", + "6 0.208333 \n", + "7 0.943844 \n", + "8 0.946429 \n", + "9 0.940995 \n", + "10 0.013825 \n", + "11 0.210366 \n", + "12 0.778195 \n", + "13 0.912217 \n", + "14 0.897331 \n", + "15 0.765781 \n", + "16 0.715663 \n", + "17 0.861190 \n", + "18 0.545455 \n", + "19 0.880184 \n", + "20 0.959421 \n", + "21 0.935645 \n", + "22 0.388027 \n", + "23 0.864486 \n", + "24 0.547170 \n", + "25 0.926001 \n", + "26 0.538012 \n", + "27 NaN \n", + "28 0.003663 \n", + "29 0.615385 \n", + "30 0.981290 \n", + "31 0.962509 \n", + "32 0.978923 " + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Outer-joined test set precision/recall scores\n", + "resultsTable = dnn_prec_rec.join(xgb_prec_rec, how='outer', lsuffix='_dnn', rsuffix='_xgb')\n", + "resultsTable = resultsTable.reset_index().rename({'index': 'classification'}, axis=1)\n", + "resultsTable = pd.merge(counts_train_table, resultsTable, on='classification')\n", + "resultsTable" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8105a2c6", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "ace2582e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot number of positive training examples\n", + "countFig = plt.figure(figsize=(15,5))\n", + "ax = countFig.add_subplot()\n", + "mrg_prec_rec.reset_index().plot.bar(x = 'classification', y = 'count', figsize = (15,5), legend = None, ax=ax, color='slategray')\n", + "plt.yscale('log')\n", + "plt.ylabel('log(N positive)', fontsize=18)\n", + "plt.xlabel('Classification', fontsize=18)\n", + "plt.xticks(rotation = 55, fontsize = 17)\n", + "plt.yticks(fontsize = 17)\n", + "plt.tight_layout()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "52edb00a", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 39, "id": "4955fddb", "metadata": {}, "outputs": [ { "data": { - "image/png": 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at28fN9xwQ5x99tlRW1tbnLZo0aK4/fbb4/HHH//M9Z944olx++23N5g/IuKxxx6LcePGRUTE9ttv/5nL+cY3vhEbbLBBTJ8+PY499tgGP+Z5yy23xLXXXhsREcOHD//MZfHF8r3vfS822mijeOSRR+LII4+M999/v8H0OXPmxB133BE//OEPGzx+0UUXRUREVVVVXHXVVQ3GJq+trY0bbrihwRUiu+22W0REnHHGGcX9M6UUI0eOjMsuuyw6derULM8PAAAAoLEE55Ssiy66KE477bRYd911Y6eddopevXrFyJEjo1OnTnHLLbdERUVFk5ZXVlYWd999d2y33Xbxt7/9LTbddNPYdNNNY5dddomtttoqunfvHl/96lfj/vvvbzDfjjvuGDfeeGO0b98+LrnkklhzzTVjhx12iC233DK6d+8eRxxxxFIh/LI89dRTccQRR0RlZWVsueWWsfPOO0efPn1izz33jNmzZ8dRRx0Ve++992cup6KiIu64446orKyM22+/PXr16hUDBgyIDTbYIL71rW/F4sWL45xzzokhQ4Y0afvw+de1a9cYM2ZM9O3bN/70pz/F+uuvH1tuuWXssssusfnmm0ePHj1i2LBh8eSTTzaY78ADD4xLLrkk6urq4gc/+EGsueaaMWDAgNhss82iR48eccIJJzToXX7BBRdEx44d47777ov11lsvdtxxx1h//fXjmGOOiSOOOCJ23nnnln7qAAAAAA0IzilZZ555ZowaNSp69+4dL7/8cmRZFl/72tfimWeeiT322GOFlrnOOuvEU089Fddcc03sscce8dFHH8WECRNi9uzZsdNOO8UFF1wQjzzyyFLzHXXUUfH888/Ht7/97VhjjTXipZdeig8//DC22mqrqKqqisGDB3/muq+44or4wQ9+ENtss03MmDEjnn/++YhYMvTKfffdFyNHjmz089h5553jhRdeiO9973uxxhprxIsvvhhz5syJ/fbbL8aMGRMXXnhho5fFF8sWW2wRL7zwQowYMSIGDBgQU6ZMieeffz4WLlwYe+65Z1x22WVx2223LTXf8OHD48knn4zDDz88Kioq4oUXXohZs2bFgAED4he/+EWDqyV22GGHeOyxx+LLX/5y1NfXx2uvvRZrrbVWXHXVVXHzzTe35NMFAAAAWKYsNXYgW1bIrFmzorKyMmpqaqJ79+6f2nb+/PnxzjvvRN++fQ1V8CmyLIuIaPQYzACf5HgLAAAAXzxNyWr1OAcAAAAAgBzBOQAAAAAA5AjOAQAAAAAgR3AOAAAAAAA55a1dADSVHwUFAAAAAJqTHucAAAAAAJAjOAcAAAAAgBzBOQAAAAAA5AjO2yBjeAM0L8dZAAAA4NMIztuQsrIlf466urpWrgTg861wnC0cdwEAAADyJAZtSPv27aN9+/YxZ86c1i4F4HNt3rx50a5du2jfvn1rlwIAAAC0QSUTnNfW1sYDDzwQF110UXz961+PDTfcMLIsiyzLoqqqapWsY/r06XHGGWfE5ptvHp07d47VVlstdt9997jhhhta5LL+LMuiW7duUVNTE/PmzWv29QF8EdXV1UVNTU1UVFRElmWtXQ4AAADQBpW3dgGN9eyzz8ZXvvKVZlv+c889F/vvv3989NFHERHRtWvXmD17djz++OPx+OOPx+jRo+O+++6Ljh07NlsNERFrrLFGzJs3L959993o3r17dOvWLdq1ayfcAVhJKaVYsGBBfPzxx1FfXx9rrbVWa5cEAAAAtFElE5xHRPTs2TO233774u3000+PadOmrfRya2pq4qtf/Wp89NFHscUWW8Qf//jH2HHHHWPhwoVx/fXXx+mnnx5jx46N008/Pa655ppV8EyWr127dtG7d++YMWNGzJ49O2bOnNms6wP4ounSpUv06tUrOnTo0NqlAAAAAG1UyQTnu+++e3z88ccNHhs+fPgqWfZll10W06ZNi86dO8f9998fffv2jYiIDh06xMknnxyzZs2Ks88+O6677ro47bTTYrPNNlsl612edu3axdprrx1rrbVWLFq0KOrr65t1fQBfFOXl5VFeXjJvfQAAAEArKZn0oF27ds227JEjR0ZExBFHHFEMzfNOOeWUuPjii2POnDkxatSouOCCC5qtlrwsy/SIBAAAAABoYSXz46DN5fXXX4933303IiKGDBmyzDZdu3aN3XffPSIixo4d22K1AQAAAADQ8r7wwflLL71UvN+/f//ltitMe+WVV5q9JgAAAAAAWk/JDNXSXKZOnVq8v9566y23XWHarFmzYs6cOdG1a9dltluwYEEsWLCg+P9Zs2atokoBAAAAAGgJX/ge57Nnzy7er6ioWG67/LT8PJ90ySWXRGVlZfHWu3fvVVMoAAAAAAAt4gsfnK9qZ511VtTU1BRvkydPbu2SAAAAAABogi/8UC3dunUr3q+trY3u3bsvs11tbe0y5/mkjh07RseOHVddgQAAAAAAtKgvfI/zddddt3h/ypQpy21XmNa9e/fljm8OAAAAAEDp+8IH5/379y/ef+mll5bbrjBtyy23bPaaAAAAAABoPV/44HzzzTePDTbYICIiHnzwwWW2mTt3bvzzn/+MiIj99tuvxWoDAAAAAKDlfeGD84iIo48+OiIibrvttqiurl5q+tVXXx1z5syJdu3axZFHHtnC1QEAAAAA0JJKKjj/73//GzNmzCje6uvrI2LJD3fmH58zZ06D+aqqqiLLssiybJnB+I9+9KPo1atX1NbWxgEHHBDPPfdcREQsXLgwfvvb38a5554bERHf/e53Y7PNNmveJwkAAAAAQKsqqeB8u+22izXXXLN4mzx5ckRE/OIXv2jw+Pe///0mLbeysjL++te/xuqrrx6vvPJK7LjjjsUfAT3ppJNi4cKFsd9++8UVV1zRHE8LAAAAAIA2pKSC8+a0ww47xMsvvxynn356bLrpprFo0aLo0qVL7LbbbnH99dfHAw88EB07dmztMgEAAAAAaGZZSim1dhGfZ7NmzYrKysqoqamJ7t27r9qFV1U2sX3Nql0/AAAAAECJaEpWq8c5AAAAAADkCM4BAAAAACCnvLULoKE+w8c0um11p2YsBAAAAADgC0qPcwAAAAAAyBGcAwAAAABAjuAcAAAAAAByBOcAAAAAAJAjOAcAAAAAgBzBOQAAAAAA5JS3dgGUvj7DxzS6bfWIA5qxEgAAAACAlSc4BwCg9FVVNqFtTfPVAQAAfC4YqgUAAAAAAHL0OKdl6Q0GAAAAALRxgnMAAKBxdIIAAOALwlAtAAAAAACQIzgHAAAAAIAcQ7UAAHwB9Bk+ptFtq0cc0IyVAAAAtH2Cc/g8Mv4oAAAAAKwwQ7UAAAAAAECO4BwAAAAAAHIE5wAAAAAAkCM4BwAAAACAHME5AAAAAADkCM4BAAAAACCnvLULAADoM3xMo9tWjzigGSsBAAAAwTl8tqrKJrStab46AAAAAIAWYagWAAAAAADIEZwDAAAAAECOoVoAAGiTmjT2fadmLARakmECAQDaBME5AABQMvyYMAAALUFwDrS+pvSsitC7CgBWIT37gc8zX7YBsKIE5wAAAACskKZ8ORHhCwqgdPhxUAAAAAAAyBGcAwAAAABAjuAcAAAAAAByBOcAAAAAAJDjx0EBVkRVZRPa1jRfHQAAAACscoJzAAAaasqXgxG+IAQAAD53BOd8IfUZPqbRbas7NWMhn2O2MQAAAAClSnAOJaApIXSEIBoAAAAAVobgHKCENaln/4gDmrESAAAAgM+PstYuAAAAAAAA2hLBOQAAAAAA5AjOAQAAAAAgR3AOAAAAAAA5gnMAAAAAAMgpb+0CAPhi6TN8TKPbVo84oBkrAQAAAFg2Pc4BAAAAACBHcA4AAAAAADmCcwAAAAAAyBGcAwAAAABAjuAcAAAAAAByylu7AABaSFVlE9rWNF8dAPAF02f4mEa3re7UjIUAANBoepwDAAAAAECOHucAAAAArtAEIEdwDvD/cxk1AAAAABGGagEAAAAAgAYE5wAAAAAAkCM4BwAAAACAHME5AAAAAADkCM4BAAAAACBHcA4AAAAAADmCcwAAAAAAyBGcAwAAAABATnlrFwAAy1VV2YS2Nc1XBwAAAPCFosc5AAAAAADkCM4BAAAAACBHcA4AAAAAADmCcwAAAAAAyBGcAwAAAABAjuAcAAAAAAByBOcAAAAAAJBT3toFAAAAAJ8zVZVNaFvTfHUAwArS4xwAAAAAAHL0OAeAT9Fn+JhGt60ecUAzVgIAAAC0FD3OAQAAAAAgR49zAPic0UseAAAAVo4e5wAAAAAAkFNywfns2bOjqqoqtt566+jatWtUVlbGgAED4vLLL4+FCxeu1LLvvPPOGDp0aKy77rrRoUOH6NKlS2y++eZxwgknxPPPP79qngAAAAAAAG1aSQ3VMmnSpNhrr72iuro6IiIqKipiwYIFMX78+Bg/fnyMGjUqxo0bFz179mzSchcsWBCHHXZY/OUvfyk+1rVr11i4cGH85z//if/85z9x4403xmWXXRann376qnxKAAAAAAC0MSXT47yuri6GDh0a1dXVsc4668TDDz8cc+fOjdra2rjtttuiW7duMWHChDjyyCObvOyLL764GJqfdNJJ8d5778Xs2bNj3rx5MX78+Nhtt92ivr4+zjjjjBg/fvyqfmoAAAAAALQhJROc33TTTTFx4sSIiLjrrrti0KBBERFRVlYWw4YNi2uvvTYiIh544IEYN25ck5Y9cuTIiIjYc8894+qrr4711luvuOwddtgh/vrXv0bXrl0jpRR33XXXqnpKAAAAAAC0QSUTnN98880REbH33nvHrrvuutT0I444Ivr27RsR/xeEN9b7778fERE77rjjMqdXVlbGZpttFhERc+bMadKyAQAAAAAoLSURnNfW1sYTTzwRERFDhgxZZpssy2Lw4MERETF27NgmLX+jjTaKiIjnnntumdNramriP//5T0QsP1wHAAAAAODzoSSC81dffTXq6+sjIqJ///7LbVeYNm3atPj4448bvfwTTzwxIiIeffTROPnkk2PKlCkREZFSin//+9/x1a9+NebMmRO77LLLCo2hDgAAAABA6SiJ4Hzq1KnF+4Xxx5clPy0/z2c5+eST48wzz4yysrK45pprYv31149u3bpFp06dYocddog333wzhg8fHn//+9+jvLx8xZ4EAAAAAAAloSSC89mzZxfvV1RULLddflp+ns9SVlYWl1xySdx4443RtWvXiFgylvnChQsjImL+/PlRU1MTc+fO/cxlLViwIGbNmtXgBgAAAABA6SiJ4Ly5zZgxI/bdd9849thjY9ddd43HH388Zs6cGe+//37cfffdseaaa8Zvf/vb2HnnnYvDuCzPJZdcEpWVlcVb7969W+hZAAAAAACwKpREcN6tW7fi/dra2uW2y0/Lz/NZjjnmmHj00Udjzz33jIceeigGDhwYlZWV0atXrzj44IPj8ccfjzXWWCPefvvtGD58+Kcu66yzzoqampribfLkyY2uAwAAAACA1lcSwfm6665bvP9pPb7z0/LzfJpXX3017r///oiIOOOMMyLLsqXarLXWWnH00UdHRMTdd98dKaXlLq9jx47RvXv3BjcAAAAAAEpHSfzSZb9+/aKsrCzq6+vjpZdeiiFDhiyz3UsvvRQREb169YrVVlutUct+5ZVXivc33njj5bbbdNNNI2JJr/YPPvgg1l577caWDwAAAEAb0Wf4mEa3rR5xQDNWArRlJdHjvKKiIgYOHBgREQ8++OAy26SU4qGHHoqIiP3226/Ryy4r+79NMGnSpOW2mz59evF+4QdEAQAAAAD4/CmJ4DxiyTjkERGPPPJIPPPMM0tNHz16dLz99tsREcVhVRpj++23L97/7W9/u8w2c+fOjZEjR0ZExDbbbBNdunRp9PIBAAAAACgtJRWcb7311pFSikMOOSTGjRsXERH19fUxevToOOGEEyIiYsiQIbHvvvs2mLeqqiqyLIssy6K6urrBtA033DCGDh0aERF/+ctf4lvf+la89dZbkVKKRYsWxZNPPhl77bVXMZQ/44wzmvmZAgAAAADQmkpijPOIiPLy8rjvvvti7733jurq6hg0aFBUVFREfX19zJ8/PyIitttuuxg1alSTl33jjTfG4MGD47nnnotbbrklbrnllqioqIiFCxfG4sWLi+1+9KMfNak3OwAAAAAApadkepxHRPTp0ydefPHFOO+886J///6RZVm0b98+dthhh7jsssvi6aefjp49ezZ5uWussUY8/fTTccMNN8T+++8fa6+9dixatCjKy8tjo402iqOOOir++c9/xi9+8YtmeFYAAAAAALQlJdPjvKBbt25xwQUXxAUXXNDoeaqqqqKqqupT25SXl8fxxx8fxx9//EpWCAAAAABAKSupHucAAAAAANDcSq7HOQAAtFV9ho9pdNvqEQc0YyUAAMDK0OMcAAAAAAByBOcAAAAAAJAjOAcAAAAAgBzBOQAAAAAA5AjOAQAAAAAgR3AOAAAAAAA5gnMAAAAAAMgRnAMAAAAAQI7gHAAAAAAAcgTnAAAAAACQU97aBQDA50ZVZRPb1zRPHQAAAMBK0eMcAAAAAAByBOcAAAAAAJAjOAcAAAAAgBzBOQAAAAAA5AjOAQAAAAAgR3AOAAAAAAA55a1dAAAAQLOoqmxi+5rmqQOgCfoMH9PottUjDmjGSgC+2PQ4BwAAAACAHME5AAAAAADkCM4BAAAAACBHcA4AAAAAADmCcwAAAAAAyBGcAwAAAABATnlrFwAAtKKqyia0rWm+OgAAAKAN0eMcAAAAAAByBOcAAAAAAJBjqBYAoLQYXgYAAIBmpsc5AAAAAADkCM4BAAAAACBHcA4AAAAAADmCcwAAAAAAyBGcAwAAAABAjuAcAAAAAAByBOcAAAAAAJAjOAcAAAAAgBzBOQAAAAAA5AjOAQAAAAAgR3AOAAAAAAA5gnMAAAAAAMgRnAMAAAAAQE55axcAAFCK+gwf0+i21SMOaMZKAAAAWNX0OAcAAAAAgBzBOQAAAAAA5AjOAQAAAAAgR3AOAAAAAAA5gnMAAAAAAMgRnAMAAAAAQI7gHAAAAAAAcspbuwAAAABYWX2Gj2l02+oRBzRjJQDA54Ee5wAAAAAAkCM4BwAAAACAHME5AAAAAADkCM4BAAAAACBHcA4AAAAAADmCcwAAAAAAyBGcAwAAAABAjuAcAAAAAAByBOcAAAAAAJAjOAcAAAAAgBzBOQAAAAAA5AjOAQAAAAAgR3AOAAAAAAA5gnMAAAAAAMgRnAMAAAAAQI7gHAAAAAAAcgTnAAAAAACQIzgHAAAAAIAcwTkAAAAAAOQIzgEAAAAAIEdwDgAAAAAAOYJzAAAAAADIEZwDAAAAAEBO+apaUG1tbdxwww3x0EMPxaRJk2LevHnx1ltvFafX1NTEmDFjIsuy+MY3vrGqVgsAAAAAQAnoM3xMo9tWjzigGSv5bKskOH/++efjwAMPjPfeey9SShERkWVZgzbdu3ePn/3sZ/Haa6/FRhttFDvvvPOqWDUAAAAAAKxSKz1Uy0cffRQHHHBATJ48Obbffvu47LLLonv37ku1y7Isjj/++EgpxT333LOyqwUAAAAAgGax0sH5r371q3j//fdj3333jWeeeSZ++MMfRufOnZfZ9oADlnSvf+SRR1Z4fbNnz46qqqrYeuuto2vXrlFZWRkDBgyIyy+/PBYuXLjCyy2YNm1anHvuubHDDjvEaqutFp07d44NN9wwBg8eHCNGjIhFixat9DoAAAAAAGi7Vnqolr/85S+RZVlceumlUVb26Tn85ptvHu3bt48333xzhdY1adKk2GuvvaK6ujoiIioqKmLBggUxfvz4GD9+fIwaNSrGjRsXPXv2XKHl33777fHd7343Zs2aFRERHTp0iM6dO8e7774b7777bjz00EPxP//zP9GjR48VWj4AAEApKKXxRwEAmsNK9zh/6623okOHDrHttts2qn337t2LwXRT1NXVxdChQ6O6ujrWWWedePjhh2Pu3LlRW1sbt912W3Tr1i0mTJgQRx55ZJOXHRExevTo+OY3vxmzZs2KYcOGxYQJE2LBggUxc+bMmD17dvzzn/+M008/Pdq3b79CywcAAAAAoDSsdI/z+vr6KC8vX+rHQJfXdvbs2dGlS5cmr+emm26KiRMnRkTEXXfdFbvuumtERJSVlcWwYcOivr4+vvnNb8YDDzwQ48aNi3333bfRy37//ffje9/7XtTX18fpp58ev/zlLxtM79q1a+y2226x2267NbluAAAAAABKy0r3OF9nnXWitrY2Pvjgg89s+/TTT8fChQujT58+TV7PzTffHBERe++9dzE0zzviiCOib9++ERExcuTIJi37qquuiv/+97+x/vrrx4gRI5pcGwAAAAAAnx8rHZzvscceEfF/wfby1NfXx7nnnhtZljWpN3hERG1tbTzxxBMRETFkyJBltsmyLAYPHhwREWPHjm3S8gtB+1FHHRUdOnRo0rwAAAAAAHy+rHRwfuqpp0ZExM9+9rN49NFHl9lm8uTJcdBBB8UjjzwS7dq1i5NOOqlJ63j11Vejvr4+IiL69++/3HaFadOmTYuPP/64Uct+5513YurUqRERseeee8aECRNi2LBh0atXr+jYsWP07t07jjjiiHjqqaeaVDMAAAAAAKVppYPzbbfdNs4555yYNWtWDBo0KHbZZZfij3+efPLJsccee8TGG28cY8Ys+VX2Sy65JDbaaKMmraMQbEdErLfeesttl5+Wn+fT/Oc//ynef/bZZ2PnnXeOO+64I2pqaqJz587x3nvvxe233x4DBw6MSy65pEl1AwAAAABQelY6OI+IuOCCC+KXv/xldOrUKZ599tmYN29epJTid7/7XTz++OOxePHi6NSpU1x55ZVxxhlnNHn5s2fPLt6vqKhYbrv8tPw8n+a///1vg+ex9tprx4MPPhhz586NmTNnxquvvhr77rtvpJTi7LPPjnvuuedTl7dgwYKYNWtWgxsAAAAAAKWjfFUt6LTTTotvfetbMWrUqHj88cdj6tSpUVdXF7169YqBAwfGt771rVh77bVX1epWmcIQMIX7o0ePjl122aX42BZbbBH33ntvbLbZZjF16tSoqqqKgw46aLnLu+SSS+KCCy5ozpIBAAAAAGhGKx2cv/vuuxERsdZaa8Xqq68ep556anHc81WlW7duxfu1tbXLbZeflp+nscvebbfdGoTmBV26dImTTjopzjnnnHjhhRdi+vTpy/0S4Kyzzoof/vCHxf/PmjUrevfu3ahaAAAAAABofSs9VEufPn1io402avSPca6Iddddt3h/ypQpy22Xn5af59Pkx0Xv16/fctvlp02aNGm57Tp27Bjdu3dvcAMAAAAAoHSsdHDetWvXqKysbHRQvSL69esXZWVLSn3ppZeW264wrVevXrHaaqs1atlbbrlltGvXLiIisixbbruUUvH+p7UDAAAAAKC0rZIe57W1tVFXV7cq6lmmioqKGDhwYEREPPjgg8tsk1KKhx56KCIi9ttvv0Yvu1OnTrHHHntERMQrr7yy3HavvvpqRCwJzfv06dPo5QMAAAAAUFpWOjg/6KCDYuHChTFmzJhVUc9yHXPMMRER8cgjj8Qzzzyz1PTRo0fH22+/HRERRx99dJOW/e1vfzsiIh5//PF46qmnlppeW1sbv/3tbyMiYuedd44111yzScsHAAAAAKB0rHRw/uMf/zg22WSTOPHEE+PFF19cFTUt0zHHHBNbb711pJTikEMOiXHjxkVERH19fYwePTpOOOGEiIgYMmRI7Lvvvg3mraqqiizLIsuyqK6uXmrZRx55ZOy0004RETFs2LB46KGHor6+PiIiXnvttfja174WU6dOjbKysvjZz37WbM8RAAAAAIDWV76yC7jrrrvie9/7XlRVVcWOO+4YgwcPjoEDB8Zaa61VHDt8WZraK7y8vDzuu+++2HvvvaO6ujoGDRoUFRUVUV9fH/Pnz4+IiO222y5GjRrV5OdQVlYW9957b+y7777xyiuvxODBg6Nz587RoUOHqKmpiYiI9u3bx9VXXx377LNPk5cPAAAAAEDpWOng/Nhjjy3+WGZKKcaMGfOZw7ZkWdbk4DxiyXjqL774Ylx22WVx9913xzvvvBPt27ePrbbaKr7xjW/EKaecEh06dFih59GrV6/497//Hb/5zW/i9ttvj//85z8xb9686NOnT+yzzz5x+umnR//+/Vdo2QAAAAAAlI6VDs432GCDYnDeErp16xYXXHBBXHDBBY2ep6qqKqqqqj6zXceOHeOMM86IM844YyUqBAAAAGCZqiqb0Lam+eoA+AwrHZwva8xwAAAAAAAoVSsdnAMA8Bn0rAIAACgpZa1dAAAAAAAAtCWrvMf5yy+/HOPHj48PPvggsiyLNddcMwYMGBBbbrnlql4VAAAAAACscqssOH/ooYfizDPPjJdeemmZ07feeuu49NJLY7/99ltVqwQAAAAAgFVulQzV8pvf/Ca+8pWvxEsvvRQppSgrK4u11lor1lprrWjXrl2klOLFF1+MIUOGxNVXX70qVgkAAAAAAM1ipYPzF154IU477bRIKcVOO+0U999/f8yZMyfef//9eP/992P27Nlx//33x6677hoppTjttNPixRdfXBW1AwAAAADAKrfSwfkvf/nLqK+vj6FDh8bjjz8egwcPjo4dOxand+zYMQYPHhyPPfZYDB06NOrq6uKKK65Y2dUCAAAAAECzWOng/B//+EdkWRZXXnlltGvXbrnt2rVrF7/61a8iIuKRRx5Z2dUCAAAAAECzWOngfPr06VFZWRl9+vT5zLZ9+/aNHj16xPTp01d2tQAAAAAA0CxWOjjv3Llz1NbWxuLFiz+z7eLFi6O2tjY6d+68sqsFAAAAAIBmsdLBeb9+/WLRokVx5513fmbb0aNHx8KFC6Nfv34ru1oAAAAAAGgWKx2cH3bYYZFSipNOOin+9re/Lbfd3/72tzjppJMiy7I4/PDDV3a1AAAAAADQLMpXdgEnnnhi/P73v4+XX3459t9//9h1111j0KBBsd5660WWZTF58uQYN25cPPXUU5FSiv79+8eJJ564KmoHAAAAAIBVbqWD844dO8ZDDz0UX//61+PZZ5+NJ598Mp566qkGbVJKERGx8847x1133RUdOnRY2dUCAAAAAECzWOmhWiIi1l133XjyySfjtttui4MPPjjWX3/96NChQ3To0CHWX3/9OPjgg+P222+PJ554ItZdd91VsUoAAAAAAGgWK93jvKCsrCwOP/xw45cDAAAAAFDSVkmPcwAAAAAA+LxYJT3OZ82aFWVlZdG1a9dPbTdnzpyor6+P7t27r4rVAgAAAMDnXp/hYxrdtnrEAc1YCXxxrHSP87vvvjt69uwZ3/3udz+z7VFHHRU9e/aM++67b2VXCwAAAAAAzWKlg/PRo0dHRMTxxx//mW1POOGESCnFHXfcsbKrBQAAAACAZrHSwfmECRMiImKHHXb4zLYDBw6MiIh///vfK7taAAAAAABoFisdnE+ZMiW6desWPXr0+My2PXr0iG7dusWUKVNWdrUAAAAAANAsVvrHQbMsi0WLFjW6/eLFiyPLspVdLQAAAAAANIuV7nHeu3fvmD9/fkycOPEz277wwgsxb968WG+99VZ2tQAAAAAA0CxWOjjfa6+9IqUU559//me2raqqiizLYu+9917Z1QIAAAAAQLNY6eD8lFNOibKysrj33nvjqKOOiunTpy/VZvr06fHNb34z7r333igrK4tTTz11ZVcLAAAAAADNYqXHON9iiy3iZz/7WZx11lnxpz/9Ke68887YYYcdYsMNN4wsy6K6ujrGjx8fixcvjoiIiy66KLbccsuVLhwAAAAAAJrDSgfnERE//vGPo3v37jF8+PCYPXt2PPXUU/H0009HRERKKSIiunfvHpdeeml897vfXRWrBAAAAACAZrFKgvOIiBNPPDG+8Y1vxJ133hlPPvlkTJs2LSIi1llnnfjSl74Uhx12WHTv3n1VrQ4AAAAAAJrFKgvOIyJ69OgR3/nOd+I73/nOqlwsAAAAAAC0mFUanOctXLgwHnzwwXj99dejY8eOsf3228duu+3WXKsDAAAAAIBVosnB+ezZs+PPf/5zREQMGzYsOnbsuFSbf/3rX3HooYfGe++91+DxnXfeOe6+++7o1avXCpYLAAAAAADNq6ypM4wbNy6OPfbY+NWvfrXM0PyDDz6IAw44IN57771IKTW4PfPMM/G1r31tlRQOAAAAAADNocnB+T//+c+IiPjmN7+5zOk///nPY8aMGRERccwxx8QTTzwRL7zwQpx++umRUornnnsu7rzzzpUoGQAAAAAAmk+Th2p59tlnI8uyGDx48DKnjxo1KrIsi6FDh8Yf/vCH4uOXX355fPzxx3HzzTfHXXfdFYceeuiKVw0AAAAAAM2kyT3O33///SgvL48tt9xyqWkvv/xyfPDBBxERceqppy41/Qc/+EFEREyYMKGpqwUAAAAAgBbR5OB8+vTp0b179ygrW3rWZ599NiIiOnToELvttttS0/v37x9ZlsXUqVNXoFQAAAAAAGh+TR6qpa6uLmbNmrXMac8991xERPTr1y86dOiw9MrKy6Nnz55RU1PT1NUCAAAAACWiz/AxjW5bPeKAZqykcZpSb0TbqJnm1eQe52uttVYsXrw43nrrraWmPfXUU5FlWQwYMGC588+ZMye6dOnS1NUCAAAAAECLaHJwvv3220dExHXXXdfg8TfeeCOef/75iIjYc889lznvpEmTYuHChbH++us3dbUAAAAAANAimhycf+Mb34iUUlxxxRXxi1/8Il5//fUYN25cHHbYYZFSii5dusTQoUOXOe9jjz0WEUvGOgcAAAAAgLaoycH5YYcdFnvssUcsXrw4hg8fHltuuWXst99+MXHixMiyLH74wx9Gt27dljnv7bffHlmWLfOHQwEAAAAAoC1ocnAeEXHvvffGV7/61UgpFW8REd/5znfivPPOW+Y8b7zxRjz44IMREfGVr3xlBcsFAAAAAIDmVb4iM1VWVsZ9990Xb775ZnFc8wEDBsSGG2643Hnat28f9957b7Rv3z422mijFSoWAAAAAACa2woF5wWbbLJJbLLJJo1q26dPn+jTp8/KrA4AAAAAAJrdCg3VAgAAAAAAn1cr1eMcAABYQVWVTWhb03x1AAAAS9HjHAAAAAAAcgTnAAAAAACQIzgHAAAAAIAcwTkAAAAAAOQIzgEAAAAAIEdwDgAAAAAAOYJzAAAAAADIEZwDAAAAAECO4BwAAAAAAHIE5wAAAAAAkCM4BwAAAACAHME5AAAAAADkCM4BAAAAACCnvLULAAAAAACABqoqm9C2ZpWvXo9zAAAAAADIEZwDAAAAAECO4BwAAAAAAHIE5wAAAAAAkCM4BwAAAACAHME5AAAAAADkCM4BAAAAACBHcA4AAAAAADmCcwAAAAAAyBGcAwAAAABAjuAcAAAAAAByBOcAAAAAAJAjOAcAAAAAgBzBOQAAAAAA5AjOAQAAAAAgR3AOAAAAAAA5gnMAAAAAAMgpueB89uzZUVVVFVtvvXV07do1KisrY8CAAXH55ZfHwoULV+m6/ud//ieyLIssy6JPnz6rdNkAAAAAALRN5a1dQFNMmjQp9tprr6iuro6IiIqKiliwYEGMHz8+xo8fH6NGjYpx48ZFz549V3pdjz76aFx33XUrvRwAAAAAAEpLyfQ4r6uri6FDh0Z1dXWss8468fDDD8fcuXOjtrY2brvttujWrVtMmDAhjjzyyJVeV21tbXznO9+J8vLy2HHHHVdB9QAAAAAAlIqSCc5vuummmDhxYkRE3HXXXTFo0KCIiCgrK4thw4bFtddeGxERDzzwQIwbN26l1vWTn/wk3nrrrTjzzDNjq622WrnCAQAAAAAoKSUTnN98880REbH33nvHrrvuutT0I444Ivr27RsRESNHjlzh9Tz99NNx1VVXxWabbRbnnHPOCi8HAAAAAIDSVBLBeW1tbTzxxBMRETFkyJBltsmyLAYPHhwREWPHjl2h9SxYsCCOO+64SCnFtddeG506dVqxggEAAAAAKFklEZy/+uqrUV9fHxER/fv3X267wrRp06bFxx9/3OT1/PSnP41XX301jj/++Nhrr71WqFYAAAAAAEpbeWsX0BhTp04t3l9vvfWW2y4/berUqbHaaqs1eh0TJkyISy+9NNZee+249NJLV6zQWNJrfcGCBcX/z5o1a4WXBQAAAABAyyuJHuezZ88u3q+oqFhuu/y0/DyfZfHixXHcccfF4sWL46qrroqePXuuWKERcckll0RlZWXx1rt37xVeFgAAAAAALa8kgvPmNmLEiHj++efjq1/9ahx++OErtayzzjorampqirfJkyevoioBAAAAAGgJJTFUS7du3Yr3a2trl9suPy0/z6d55ZVX4sILL4yuXbvGNddcs+JF/v86duwYHTt2XOnlAAAAAADQOkoiOF933XWL96dMmRLbbLPNMttNmTJlmfN8mpNPPjkWLlwYF1xwQfTs2TPmzJnTYPrixYsjIiKlVJzWsWPHaN++fZOeAwAAABT0GT6mSe2rRxzQTJUAAMtSEkO19OvXL8rKlpT60ksvLbddYVqvXr0a/cOg77zzTkQsGWKlW7duS91GjRoVERHvvvtu8bGrr756ZZ4OAAAAAABtWEkE5xUVFTFw4MCIiHjwwQeX2SalFA899FBEROy3334tVhsAAAAAAJ8vJRGcR0Qcc8wxERHxyCOPxDPPPLPU9NGjR8fbb78dERFHH310o5dbXV0dKaXl3grr3XDDDYuPnXbaaSv/hAAAAAAAaJNKKjjfeuutI6UUhxxySIwbNy4iIurr62P06NFxwgknRETEkCFDYt99920wb1VVVWRZFlmWRXV1dUuXDgAAAABACSmJHweNiCgvL4/77rsv9t5776iuro5BgwZFRUVF1NfXx/z58yMiYrvttiuOSQ4AAAAAACuiZHqcR0T06dMnXnzxxTjvvPOif//+kWVZtG/fPnbYYYe47LLL4umnn46ePXu2dpkAAAAAAJSwkgrOIyK6desWF1xwQUycODHmzJkTs2bNivHjx8cZZ5wRHTp0WOY8VVVVxfHJ+/Tp06T13XTTTZFSMsQLAAAAAMAXRMkF5wAAAAAA0JwE5wAAAAAAkCM4BwAAAACAHME5AAAAAADkCM4BAAAAACBHcA4AAAAAADmCcwAAAAAAyBGcAwAAAABAjuAcAAAAAAByBOcAAAAAAJAjOAcAAAAAgBzBOQAAAAAA5AjOAQAAAAAgR3AOAAAAAAA5gnMAAAAAAMgRnAMAAAAAQI7gHAAAAAAAcgTnAAAAAACQU97aBQAAAECLqqpsQtua5qsDAGiz9DgHAAAAAIAcwTkAAAAAAOQIzgEAAAAAIMcY5wAAAAClyHj9AM1Gj3MAAAAAAMgRnAMAAAAAQI7gHAAAAAAAcgTnAAAAAACQIzgHAAAAAIAcwTkAAAAAAOQIzgEAAAAAIEdwDgAAAAAAOYJzAAAAAADIEZwDAAAAAECO4BwAAAAAAHLKW7sAAAAAAGAVqapsQtua5qsDSpwe5wAAAAAAkCM4BwAAAACAHME5AAAAAADkCM4BAAAAACBHcA4AAAAAADmCcwAAAAAAyBGcAwAAAABAjuAcAAAAAAByBOcAAAAAAJAjOAcAAAAAgBzBOQAAAAAA5AjOAQAAAAAgR3AOAAAAAAA5gnMAAAAAAMgRnAMAAAAAQI7gHAAAAAAAcgTnAAAAAACQIzgHAAAAAIAcwTkAAAAAAOQIzgEAAAAAIEdwDgAAAAAAOYJzAAAAAADIEZwDAAAAAECO4BwAAAAAAHIE5wAAAAAAkCM4BwAAAACAHME5AAAAAADklLd2AQAAAAAANE2f4WMa3bZ6xAHNWMnnkx7nAAAAAACQIzgHAAAAAIAcwTkAAAAAAOQIzgEAAAAAIEdwDgAAAAAAOYJzAAAAAADIEZwDAAAAAECO4BwAAAAAAHIE5wAAAAAAkCM4BwAAAACAHME5AAAAAADkCM4BAAAAACBHcA4AAAAAADmCcwAAAAAAyBGcAwAAAABATskF57Nnz46qqqrYeuuto2vXrlFZWRkDBgyIyy+/PBYuXLhCy5wyZUpcc801cdhhh8Umm2wSnTt3js6dO0ffvn3jG9/4Rvz9739fxc8CAAAAAIC2qry1C2iKSZMmxV577RXV1dUREVFRURELFiyI8ePHx/jx42PUqFExbty46NmzZ6OXOXny5Nhwww0jpVR8rKKiIlJKUV1dHdXV1XHbbbfFcccdF9ddd120a9duVT8tAAAAAADakJLpcV5XVxdDhw6N6urqWGeddeLhhx+OuXPnRm1tbdx2223RrVu3mDBhQhx55JFNXm5KKfbdd9+4+eabY8qUKTF37tyYM2dOvPzyy3HggQdGRMSNN94YVVVVzfDMAAAAAABoS0omOL/pppti4sSJERFx1113xaBBgyIioqysLIYNGxbXXnttREQ88MADMW7cuEYvt2fPnvHcc8/F3/72tzj66KNj3XXXLS53yy23jD//+c8xePDgiIj41a9+FfPnz1+VTwsAAAAAgDamZILzm2++OSIi9t5779h1112Xmn7EEUdE3759IyJi5MiRjV5uZWVlbL/99sudnmVZHHfccRERMWfOnHj11VebUjYAAAAAACWmJILz2traeOKJJyIiYsiQIctsk2VZsWf42LFjV+n6O3XqVLxfV1e3SpcNAAAAAEDbUhLB+auvvhr19fUREdG/f//ltitMmzZtWnz88cerbP2PPvpoRER06NAhNttss1W2XAAAAAAA2p7y1i6gMaZOnVq8v9566y23XX7a1KlTY7XVVlvpdb/zzjvxu9/9LiIihg0bFt27d//U9gsWLIgFCxYU/z9r1qyVrgEAAAAAgJZTEj3OZ8+eXbxfUVGx3Hb5afl5VtS8efPisMMOi9ra2lh99dXjkksu+cx5LrnkkqisrCzeevfuvdJ1AAAAAADQckoiOG8Nixcvjm9+85vx3HPPRfv27ePWW2/91N7uBWeddVbU1NQUb5MnT26BagEAAAAAWFVKYqiWbt26Fe/X1tYut11+Wn6epqqrq4ujjjoq7rnnnigvL49bb7019ttvv0bN27Fjx+jYseMKrxsAAAAAgNZVEj3O11133eL9KVOmLLddflp+nqYohOa33357tGvXLm655ZY49NBDV2hZAAAAAACUnpIIzvv16xdlZUtKfemll5bbrjCtV69eK/TDoHV1dXHkkUfGbbfdVgzNhw0btmJFAwAAAABQkkoiOK+oqIiBAwdGRMSDDz64zDYppXjooYciIho9rEpeITTP9zQ/4ogjVrxoAAAAAABKUkkE5xERxxxzTEREPPLII/HMM88sNX306NHx9ttvR0TE0Ucf3aRl19XVxTe/+c24/fbbo7y8PEaNGiU0BwAAAAD4giqJHweNWBKcX3nllTFx4sQ45JBD4uabb45999036uvr46677ooTTjghIiKGDBkS++67b4N5q6qq4oILLoiIiHfeeSf69OlTnFZXVxff+ta34o477ij+EOhhhx3WYs8LAACgpFVVNqFtTfPVAQCwCpVMcF5eXh733Xdf7L333lFdXR2DBg2KioqKqK+vj/nz50dExHbbbRejRo1q0nKfeOKJ+NOf/hQREVmWxSmnnBKnnHLKcttfeeWVxj0HAAAAAPgcK5ngPCKiT58+8eKLL8Zll10Wd999d7zzzjvRvn372GqrreIb3/hGnHLKKdGhQ4cmLbO+vr54f9GiRTF9+vRPbT9v3rwVqh0AAAAAgNJQUsF5RES3bt3iggsuKA690hhVVVVRVVW1zGl77bVXpJRWUXUAAAAAAJS6kvlxUAAAAAAAaAmCcwAAAAAAyBGcAwAAAABAjuAcAAAAAAByBOcAAAAAAJAjOAcAAAAAgBzBOQAAAAAA5AjOAQAAAAAgp7y1CwAAAACANqmqsglta5qvDqDF6XEOAAAAAAA5gnMAAAAAAMgRnAMAAAAAQI7gHAAAAAAAcgTnAAAAAACQIzgHAAAAAIAcwTkAAAAAAOSUt3YBAAAAAMAXWFVlE9rWNF8dkKPHOQAAAAAA5AjOAQAAAAAgR3AOAAAAAAA5gnMAAAAAAMgRnAMAAAAAQI7gHAAAAAAAcgTnAAAAAACQIzgHAAAAAIAcwTkAAAAAAOSUt3YBAAAAQNvXZ/iYRret7tSMhQBAC9DjHAAAAAAAcgTnAAAAAACQIzgHAAAAAIAcwTkAAAAAAOQIzgEAAAAAIEdwDgAAAAAAOYJzAAAAAADIEZwDAAAAAECO4BwAAAAAAHIE5wAAAAAAkCM4BwAAAACAHME5AAAAAADkCM4BAAAAACBHcA4AAAAAADmCcwAAAAAAyBGcAwAAAABAjuAcAAAAAAByBOcAAAAAAJBT3toFAAAAAACUlKrKJrStab46aDZ6nAMAAAAAQI7gHAAAAAAAcgTnAAAAAACQIzgHAAAAAIAcwTkAAAAAAOQIzgEAAAAAIEdwDgAAAAAAOYJzAAAAAADIEZwDAAAAAECO4BwAAAAAAHIE5wAAAAAAkCM4BwAAAACAHME5AAAAAADkCM4BAAAAACBHcA4AAAAAADmCcwAAAAAAyBGcAwAAAABATnlrFwAAAAB8hqrKJrStab46AOALQo9zAAAAAADIEZwDAAAAAECOoVoAAAAAAD7PDPnVZHqcAwAAAABAjuAcAAAAAAByBOcAAAAAAJAjOAcAAAAAgBzBOQAAAAAA5AjOAQAAAAAgR3AOAAAAAAA5gnMAAAAAAMgRnAMAAAAAQI7gHAAAAAAAcgTnAAAAAACQU3LB+ezZs6Oqqiq23nrr6Nq1a1RWVsaAAQPi8ssvj4ULF67UsqdPnx5nnHFGbL755tG5c+dYbbXVYvfdd48bbrghUkqr6BkAAAAAANCWlbd2AU0xadKk2GuvvaK6ujoiIioqKmLBggUxfvz4GD9+fIwaNSrGjRsXPXv2bPKyn3vuudh///3jo48+ioiIrl27xuzZs+Pxxx+Pxx9/PEaPHh333XdfdOzYcVU+JQAAAAAA2piS6XFeV1cXQ4cOjerq6lhnnXXi4Ycfjrlz50ZtbW3cdttt0a1bt5gwYUIceeSRTV52TU1NfPWrX42PPvootthii/jXv/4Vs2fPjrlz58ZvfvObaN++fYwdOzZOP/30ZnhmAAAAAAC0JSUTnN90000xceLEiIi46667YtCgQRERUVZWFsOGDYtrr702IiIeeOCBGDduXJOWfdlll8W0adOic+fOcf/998eOO+4YEREdOnSIk08+OS644IKIiLjuuuviP//5z6p6SgAAAAAAtEElE5zffPPNERGx9957x6677rrU9COOOCL69u0bEREjR45s0rIL7fPLyDvllFOia9euUVdXF6NGjWpq6QAAAAAAlJCSCM5ra2vjiSeeiIiIIUOGLLNNlmUxePDgiIgYO3Zso5f9+uuvx7vvvvupy+7atWvsvvvuTV42AAAAAAClpySC81dffTXq6+sjIqJ///7LbVeYNm3atPj4448bteyXXnppqfk/bdmvvPJKo5YLAAAAAEBpKongfOrUqcX766233nLb5afl51mVy541a1bMmTOnUcsGAAAAAKD0lLd2AY0xe/bs4v2KiorltstPy8/THMvu2rXrMtstWLAgFixYUPx/TU1NRCwJ3BujfkFto9pFRMzKUqPb/v9FNK19IzVbzc1Ub0Tp1dyUeiNKr2b78opTc75xie0XEaVXs/2igVKr2b6cb2y/yCu1mu3L+cb2i7xSq9k5fr6x/SKv1Gq2L+cb2y/ySq1m+3K+8ed3vyhktCk1YtmpBIwaNSpFRIqI9MYbbyy33dixY4vtnnzyyUYt+2c/+1lxnkWLFi233XXXXVdsN3Xq1OW2O//884vt3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc2tZt8uTJn5kbl0SP827duhXv19Yu/1uJ/LT8PE1Zdvfu3Vdq2WeddVb88Ic/LP6/vr4+Pv7441h99dUjy7JG1dQYs2bNit69e8fkyZOXW3Nbo+aWUWo1l1q9EWpuKaVWc6nVG6HmllJqNZdavRFqbimlVnOp1Ruh5pai5uZXavVGqLmllFrNpVZvhJpbSqnVXGr1RjRfzSmlmD17dqy77rqf2bYkgvP8E5kyZUpss802y2w3ZcqUZc7TlGUv7w9RWHb37t2XO0xLRETHjh2jY8eODR7r0aNHo2pZEd27dy+ZHb5AzS2j1GoutXoj1NxSSq3mUqs3Qs0tpdRqLrV6I9TcUkqt5lKrN0LNLUXNza/U6o1Qc0sptZpLrd4INbeUUqu51OqNaJ6aKysrG9WuJH4ctF+/flFWtqTUl156abntCtN69eoVq622WqOW3b9//6Xm/7Rlb7nllo1aLgAAAAAApakkgvOKiooYOHBgREQ8+OCDy2yTUoqHHnooIiL222+/Ri978803jw022OBTlz137tz45z//2eRlAwAAAABQekoiOI+IOOaYYyIi4pFHHolnnnlmqemjR4+Ot99+OyIijj766CYtu9D+tttui+rq6qWmX3311TFnzpxo165dHHnkkU2svHl07Ngxzj///KWGhWnL1NwySq3mUqs3Qs0tpdRqLrV6I9TcUkqt5lKrN0LNLaXUai61eiPU3FLU3PxKrd4INbeUUqu51OqNUHNLKbWaS63eiLZRc5ZSSq229iZYvHhxbL/99jFx4sRYb7314uabb45999036uvr46677orvfOc7MWvWrBgyZEjcf//9DeatqqqKCy64ICIi3nnnnejTp0+D6TU1NbHFFlvEtGnTYsstt4yRI0fGDjvsEAsXLozf//73cdppp8XChQvjxBNPjGuuuaalnjIAAAAAAK2gJH4cNCKivLw87rvvvth7772juro6Bg0aFBUVFVFfXx/z58+PiIjtttsuRo0a1eRlV1ZWxl//+tfYf//945VXXokdd9wxunXrFvPnz49FixZFxJIhWq644opV+pwAAAAAAGh7SmaoloiIPn36xIsvvhjnnXde9O/fP7Isi/bt28cOO+wQl112WTz99NPRs2fPFVr2DjvsEC+//HKcfvrpsemmm8aiRYuiS5cusdtuu8X1118fDzzwQEldzgAAAAAAwIopmaFaAAAAAACgJZRUj3MAAAAAAGhugnMAAAAAAMgRnAMAAAAANCOjZZcewTkA0Gb897//jYkTJ7Z2GQAAAKvEs88+GxERWZZFfX19K1dDUwjOP6dmzJgRDz30UET4RgtawqxZs1q7hC+cxYsXR0REbW1tLFy4sJWrYVU54IAD4vjjj4+//vWvrV0K8AVUV1fX2iUsl3P61mPbA58H06dPjwjHtJb2/e9/P3bZZZe4/PLLIyKirKysZMLzfJ1tqeZP7sPNuU8Lzj+n9ttvv7jqqqsiYsk3Wg6Mjfd53VZt+YNgqXvrrbfiy1/+cjz55JOtXcoXRl1dXZSXl8f8+fNj6NChcf3118ecOXNau6zPVAj7Fy5cGHPnzm3laj5daxwz/vGPf8TEiRPj3//+d1xzzTUxY8aMFq+hVCxcuDDmz5/f2mW0OXPmzIknnniitcv4QkkpFc+dPvlvqVm8eHG0a9cu6urqYuTIkW3u3CnLstYu4Quh8Hd/7LHH4t57742ItrvtS/W1Bp83b7/9dmuX8JkuvPDC+PWvfx0RbfeY9nk0ffr0ePPNNyMi4n//93/j2GOPjVmzZkVZWVlJHMPLysqWeb81LV68OLIsi9dffz1+97vfxaJFi5p1n24bz5pV6h//+Ec8//zz8cADD8SIESMiwoGxKbIsi3fffTcefvjhGDt2bDz++OOtXVKT5b8JfP/99yMiol27dm3qG8Lm0FpvPOeff37861//irvvvrsY3pbSts5vt3xI0JbfyNu1axcREaeccko88sgj8ac//akkep2Xl5dHRMTxxx8fv/vd74qvz4i2sb2nT58eDz/8cMyfP7+4jVvSnnvuGWPGjIl99tknvvWtb8Uaa6wR//3vf2PSpEktXktb9tZbb8WVV14ZI0aMiJdffrlZ1rG8XhxtYT/9NAcffHD84he/KP6/rdf7eZBlWWRZFvPnz49p06YVHysVkyZNKl41VjhGH3744XHssccWA4bWUjiXuOeee+LUU0+NBQsWtGo9jbWsL1NKRX19fbRr1y6mTp0aX/3qV+Pggw+OsWPHtnZZEbHsbZl/rbXlbZ3fJ0rpHLmx/vznP7e5L9o+z9ravn7//ffHQQcdFM8880xEtM19/Jlnnonzzz8/Lr744nj44Ydbu5yV1tb2gU+z9tprx4gRI+J///d/o3v37jFy5Mj48pe/HBMmTCgew9vS8ynsv3PmzIkXXnghTjrppDjuuOPi0EMPjQcffDCmTp3a6vWVl5fH3LlzY/DgwXHyySfHnXfeWeyg1iwSn0sXXHBBKi8vTzvttFN64403Ukop1dXVtXJVTVNfX9/i66yurk6nnXZaWmuttVKWZSnLslRRUZF23XXXNH78+BavZ0Xkt9uf/vSntNNOO6Wvfe1radGiRa1YVctrqf1n8eLF6Xe/+13q0qVLyrIsXXXVVS1ew6oyYcKEdNFFF6UHH3ywtUtplL///e+pffv2aeONN07vvvtua5fTaCNGjEhZlqW11lornX322enll19u7ZJSSim98sor6eCDD05ZlqVdd901ffTRR61WS01NTfH+l770pfTlL385PfHEE61WT1syffr0tM8++6Qsy9K2226b/vrXv67S5efPFerr69N7772XJk2alBYsWLDMNm3J2LFji+/dI0eObO1yVon8+8jixYtbsZJlW7BgQbrvvvvSkUcembbaaqu01VZbpb322iv95je/SU8++WRrl/eZnnrqqXT88cens846K7366qsppZSuuOKKlGVZ6tOnT5o0aVIrV5jStGnTUvfu3dMmm2xSfK9rS6/BZdUyd+7cz2zT1h111FEpy7J09NFHp1mzZrV2OQ2OBRMnTky33357uvjii9PYsWPTSy+9VJzWVrf1Rx99lGbMmLHUcazUzpWX5Tvf+U7Ksix973vfSx9++GFrl9MobX27F/aThQsXpunTp6cxY8akiRMnNjgmt5V9vba2Nu21114py7J02mmnFR9vK/Xlfe1rX0tZlqUjjzyyeK7d1veFlFL673//m55//vn0xBNPpMmTJ6f58+enlEqj9rzJkyenq666Km2++ebFz4J//OMfi9Pbwj5T2Kbz589P//M//5P69u1bPLfOsiyVlZWlk046Kb355psppdat+fTTT09ZlqVBgwal2traZl2X4PxzprDjjh8/Pm2yySYpy7L03e9+t5Wrapza2to0Y8aMlFIqfkBvyYPh/Pnz05e+9KWUZVlaf/3106BBg9LBBx+cNttss+KB4sYbb2yxelZUYR+49dZbU/fu3VN5eXnaa6+90nPPPdfKla16kyZNSvfee2865ZRT0uGHH55uuummBh/UW/JAft5555XUflJQODF9+umn04477piyLEvbbbddeu2111q5smXL/03vvffelGVZGj16dEqpbYZKy/LBBx+kYcOGFfeXb37zm+nRRx9tEEy2tJkzZ6btt98+ZVmWDj300HTnnXe2Wi15d999d8qyLHXs2DENHDgw3XLLLa1dUqsbMmRIyrIs7b///umpp54qfim6Kt4v86+vkSNHpoMPPjj17NkzZVmWBg8enM4555w0ZcqUYpu2+IHlpJNOSlmWpa222ipNnDgxpdQ2Pog0RWO2a1t5Tt///vdTjx49isezjh07pizLUpcuXdL222+fLr/88jZ7bF64cGH6zW9+k9q3b586deqUTj755PSrX/2q+MFw3LhxKaXWf2956aWX0jrrrJOyLEsHHXTQUqF0a/rke/L3v//99KUvfSltvvnmxe3Z1o8Zy/Lee++lPn36pC233LJYc2vXXtjWt9xyS+rXr1/xNde1a9e07bbbpl/84hdLtW0L/va3v6Uf/ehHac0110ybb7552n777dMf/vCHBp0GWnvbrqhC3eecc07x77Hzzjunf//7361cWeN98njSWn+L/D6bv/+///u/aeutty6+v+y5557pvPPOK9bdVvb1G2+8sbgP/PjHP27tcpaSzwc6d+6csixLf/jDH1q3qEa677770v7775+6deuWsixLO+64Yzr22GPT888/X2xTSseQjz/+ON19991pv/32S1mWpXbt2qUf/ehHxemtuU/nt2Phy+M111wzfelLX0qHHHJI2m233Yr7+QknnNBqddbV1aUZM2akbbbZJq233nrFDLE5t53g/HPs1ltvTVmWpfLy8uI3Wa198r8sTz31VLr44otT//7907rrrpv23XffdOihh6bHHnusRes48sgjU5ZlaY899kivv/56MYz4zW9+UzxAPPvssy1aU1MV/r5PPfVU8cPrNddck2bPnl1sU19fXzyolNKbzCe98MILaY899kidOnVq8A3oVlttlc4+++wW6/GR78l/yimnpCzL0pe+9KXivtIWX3MFhdqnTp1a/ILohBNOSM8880yDdm1lPynUO3369HT33Xen8847L1VWVhZ7CZaC/P5w0UUXpfLy8pRlWRo4cGC69dZb08cff9wqdRV6oBxwwAFp3rx5xcdb+wNJfX19uuOOO9I222yTsixLm2yySbroootatTd8azrttNOKX27le+Wv6r/TiBEjUnl5eSovL09rrbVWWmuttVL37t1TlmXp//2//9fgqpTW3kcKCnVMnDix+CH7wgsvbOWqmq5wnPvvf/+bRo8enYYOHZr23XfftPPOO6eqqqp06623Ftu29ra/4IILUpZlabXVVks/+clP0g033JBuvfXWdMghh6Q11lgjlZWVpZ49e6bTTjstffDBB61a6/LMmDEjHX/88amysjKVlZWlDh06pCzL0mWXXZZSWnIMagvvgQ899FBabbXVUteuXYtXU7TW+cWy1nvxxRenrl27NuiVVgi6Ntpoo3TvvfcW27b2frs8hec1b968NGnSpJRlWfrlL3+ZUkqtftVmobZnnnmmuG032WSTtP3226c11lij+Nihhx6apk2b1qq15o0ZM6b4pU+WZWnttdcuBkUHHXRQuv3225u9l2BzmjdvXnr33XfTXXfdlYYOHZrKyspSlmVpjTXWSHfccUdrl7dc9fX16Y9//GM6/vjj0+67757OOOOMdOutt7ZKb/n88fWTx4YzzzwzZVmWOnTokNZcc82UZVlq3759yrIs7bnnnsUvxz+5nNZy7bXXpnbt2qVu3bql66+/vtWPG8vz/e9/v9hR8KmnnkoptY3ttyz//ve/G3wh37lz59SuXbuUZVlab7310k033VRs21bfWwry+8OCBQvSyJEjGwTRBxxwQJo8eXKxTWv+TX7+85+nLMtSr1690jPPPFP8bPjhhx+mH/3oR8WaW/o4V9iGc+bMSSml1LNnz/SDH/wgpbSkM0RzEpx/DhVeZLW1tem4445LWZY1GKqjLR0YJ0yYkNZbb73im+Anbz/84Q+Ll4E0p1tuuaV4Qpc/4XzllVeKJ3m///3vU0ptNwgtvFnMnDmzeElNVVXVMtsW9oVPBuqlYubMmcVLnPbcc8909tlnp8svvzwdcsghqby8PPXo0SN95StfadDLflU+v0++MRcO1E8//XTaeeedU5Zl6aijjmqWda8q+ecwcODAlGVZGjZsWIM2yzvha+3ns+2226a+ffumb37zm6ljx47Fv3NbPUH9pPwx5J577km9e/cuDgtw6aWXpnfeeac4vSW29W9/+9uUZVnadNNNi8eEtnby+cILL6RBgwal9u3bp9VXXz2dcMIJDT4wfRGMGTOm+KGxcEVI/iqFWbNmpRtuuCGdddZZ6cILL0zvvvtuk/afwt+80Ms/y7L061//Or3wwgvp448/TldccUUxVOzSpUsxUMrP21YUhkPKsiz96U9/au1yPlX+eJDfjoccckiqqKgofilceD6dOnVKQ4YMSe+9915rlFv06KOPFjtnLGtIltGjR6dBgwYVA4+LL7441dXVtal9JV/LNddck7p06ZLatWuXevbsmX796183CPtb832vvr4+zZw5Mx177LHFL1rzX5y1lPxwWYsWLSpuv8LVX4WhKn7+85+nX//612mfffZJG220UXHaBRdc0OA5tSWFev7xj3+krbbaKt11111p4403Tr/5zW8aTG9Nc+fOTbvsskvKsiz95Cc/KX5eKfToLgTo/fv3T//85z+L87VW7f/5z3+Kwxj+4Ac/SGPGjEn19fXpqquuKr6XbL311ukXv/hFqx/PVkRdXV36zne+U7wqa8MNN0ydOnVqMNzn+eef3ya/GDjppJOKf4PCbZ111kkHH3xwMUhNqWX2nTPOOCNdffXVxffCwr9/+ctfil+y/PGPf0yvvPJKevjhh9OPf/zj4ufcddZZp0Fw15LvL8saRm3mzJnp5JNPTmVlZWngwIHF4XLbSnZQ2D7vvfde2m233VK7du3SOeec08pVLd+8efPSDjvsUHxv+fvf/54mTpyYLrnkkuLQOFmWpTPOOKP492hL5xh5hX2grq4unXfeeWnAgAENrtIr3DbffPPi1W6F9i2lsA2feeaZYl2F95L8Z+y33367+F50yimntHh9r7/+elpnnXXSz372s7Ttttums846q0XWLzgvcZ/1hvb3v/+9uOOfeuqpxfGg2oK5c+cWw8+DDz44/fznP09jxoxJP/7xj4u9HwuXoxcu51vVbzz19fVp/vz56Rvf+EbKsizdfvvtxWkLFiwofgt40kknFR8vHDieeuqp9Pbbb6/SelaFwreAX/3qV4uPFf7uM2fOTI8++mgaOnRo2nPPPdPRRx+d7rrrrtYqdYUdcsghKcuyNGTIkAaXGJ577rkNQoZtttmmQWiyqt58Dj744HTeeeelMWPGLLXMP//5z8V997vf/W6buqR6WX7605+mLMvSDjvsUAzh8kMlzZ49O918883phhtuSA899FCr9/R9+eWX06abbtqg10lb/jC+PPn95rXXXiueAFZUVKRTTz01jR8/vkWeS01NTfF4e88996SUGv8FREtv648++iidcMIJqUePHqljx45pyJAh6f7772/RGlrLokWL0v/8z/8stwfkrbfeWhzCpXDbfffd04svvtio5Rf2x0mTJhW/yLn++usbtNl7772L4UBhHccee2xx7N+28GElv09++9vfTmVlZWnYsGHFLzfb0vGhtra2wVit+fObwpUFvXv3TieeeGK6+uqr0+mnn5523HHH4rAoq6++eoMPVy1p/vz5xY4ZP//5zxvUn98vJ0yYkPbff//ic8mPw9xWFOou9J4vXAreq1evdOqpp7apS8EnTJhQDOWOP/74Fh13uzAcXf5y8pSW9D7bdtttU5YtPUzdRx99lO64447ib2dkWZaGDx/e7L3CVtTixYuLHQkK+8GRRx7Z6n/3gmeffTaVlZU1OL8vmDp1arruuuuKV2dVVlam3/3ud8XpLX18rq+vT1/+8peLnz8Lj6X0f8OaFEL1Xr16pdNOO63ZOrs0l29/+9spy7I0YMCA9M9//jPNnDkzvfnmm+mOO+4oXsWcZVk65JBDUnV1dWuXW3TNNdcUv4QdNmxYOv/889Ouu+6aevXqlbIsS1tssUWDXrzN+be49tprU5ZlaaONNkrnn39+mj59ekppyeeQY445JmVZ1uAqq5SWXCV0++23pz333LO4jc8999zi9Jba1z95/C1sp+eeey5ttdVWKcuytNdee7XalaSf5Ze//GVx+7XV34S55557UpZlaejQoQ0enz9/fnriiSfSd77zneJnwSFDhjR4nbWlY0i+lsLvIWyyySbpiiuuSA888ED64x//mA455JDi1d9dunRJv/rVr4rztOTxu7a2Np144okpy7J09tlnL1V/wc9+9rOUZVnaaaedGnTEXNWW9Zn0e9/7XsqyrHiV25AhQ9K8efOavQOd4LzEfbLHSeGFlX+BXX/99alr166pX79+xTHX2sI3n4XA7mtf+1qDxxcuXJjef//9dNVVVxWH4dhyyy2b9aRjiy22SOuuu26DcZ0LIcWuu+5afCx/CfXee++dhgwZUnyTb2mfPIjV19enGTNmpH322Sd16dKlOFRIIQQtfNBdd911i2+U7dq1SxtvvHFxjOi2EHx8lj/84Q/FN5z8/v/4448Xn9fJJ59c/CZ3gw02SFVVVcXtsLLPsXDCX1ZWlvr06ZO+/OUvp8cee6zBfnDTTTelysrK1KNHj3TttdemRYsWtak38IK33norbbfddinLsuLwLPkerL/73e+KYVnhxPbEE09sMF5pa3jzzTfTkUcemVZbbbWUZUuGCfjDH/7QJo5rTVXYH+fNm5e++93vFrf11772tTRmzJhm/+Ll448/ThtssEHq3r37Z47JWdiH86+7lt6vFy1alK644orUp0+fVFZWlrbddtv029/+tk19KdxcCr/BMWrUqAaP33zzzQ1eowceeGAxXN12222bdEJb+JGd448/vsHj//u//5uybMkQMY899lg6+eSTi1/K77zzzmnChAnFti25Tyxr7OHC/Xvuuac4FNKIESNarKbGKnyw/stf/tLg8X/84x+prKwsde/efamg+eWXX05XXHFFMajs2bNnuvvuu1uy7JTSktfhXnvtlTp06JD+/ve/p5SW/lHZgkmTJhU7SRTGw2xr5xpz5sxJV155Zdpjjz3Sfffdl4455phUXl6eOnXqlA499ND04IMPLrWvFd5vampqWmSfL6zj5ptvTj169EibbrppMWhs7vXnP0hnWZb23Xff4pAOr732WurQoUM65phjGtSafz9+9tln0zHHHJM6dOiQNttss+JQjG3xvOjVV19NQ4cObdD7r7CPt6aFCxemf/3rX6l9+/bp0UcfTSktHSjMmTMn/fWvf01f/epXG5wPr6rz36YohLPbb799g8cLw4hWVlame+65Jx122GHFoOiwww5bZoeUtqjwvrvGGmukqVOnLjV9zpw56aqrriqGev369UuPPPJIyxf6Ce+8807aYIMNUpZlDYZc++CDD9Lvfve74nnG6quvns4+++zicAjN9Vq977770n777ZcqKipSjx490jHHHFM8n9hrr73SwIEDi23zx5SFCxemf/7zn+noo48udpY6+OCD0/vvv98sdX7SrFmz0lprrZWOP/74dOeddy613meffbb4efuEE05otawgb1nDtBZ+E2bIkCEtMkZ0U/3pT39KWZYVrzD95OfpN954I1100UXFbb3JJpukhx56qDi9LT2XlFK67rrrUpZlad11120wJEtKS75ovvvuuxu8/xx33HHF12BLPZcpU6akHXfcMfXu3XuZ5xiF+w899FDxPPSzOpI29fjx4YcfFkP7lJb+/YN//OMf6YQTTigeX3v16pUef/zxZbZflQTnJeyNN95Iq622Wvr+97+ffv/736e33nqrwfTCCdWrr75aHD7iwAMPbDM9PY499tjUo0eP4gnHssLFv/zlL8XLPA855JA0Z86cVf7m/dFHH6X11lsvrbfeesWDWGFc88rKymJImD9BfeaZZ1K3bt3SoEGDWvygnH/z/eS2mDFjRlp77bUbnFjX1dWlyZMnFw/EG264YTruuOPS97///eK2/fa3v92iz2FFzZgxo/iBYOzYscXHP/7442JPicI3tNddd13xMvfVVlstHX300Q2GwFgRNTU1xZ7BHTt2LAa3ZWVl6YADDkgjRoxIH374YVq4cGE6+eSTU7t27dLWW2+dXnnllZRS2/uQWF1dndZaa6206aabFk/6CjUWeu936NAh9e3btzhGZc+ePZfq/dGcCserKVOmNAhH582bl84999y0/vrrFz+cXXvttQ16drTm9i6c4D/88MOfub3yHwaGDx9ePGHaZptt0g033LDMD2WryvPPP5+6dOmSunfvXvyw8mnHtPr6+vSDH/wgHX744a16Qvrwww+nAQMGpLKysrT++uun4cOHL3US+nmyePHi9PWvfz1lWZZ++tOfppSW9Go677zzih8aL7nkkjRp0qRUV1eXxowZk9ZYY420+uqrp3fffXep5S3rtfHee++l7bbbLm244YYNriwpDN3SrVu3Yg/2J598MvXv37+4r66//vrF31JpKZ8MjZbVceDiiy8ufqFQOKluC1+wvf3228XwO8uWXM5fcP3116csy4o/hJsfEiOlJUOsjR49Ou26667F87rCB96WMnXq1LTeeuulLPu/oXCWtV0Lf6NLLrkkZdmSodXawvZPael6Z86cWTzfq6mpST/5yU/S6quvnrJsye+W/P73v08zZ85sMO+CBQvSwIED02GHHbbSX3Iu63i6rMeqq6uLf/uBAwe2WCAzffr0dM011xSHL1xrrbXSk08+maZNm5ayLEvXXnttSqnh6zJ/nHniiSeKvekKw8K1tXOigtmzZ6czzjij+PrcY489Gn31zspYVoeYlFK67bbb0le+8pV04YUXpu7du39qkF9XV5f+9a9/pZNOOqn4A4D77LNP8Ty0JcyZMycdfvjhqUuXLunpp58uPv6f//ynODxIoYdrTU1N2meffYrb+ktf+lK67rrr2mwv3fr6+jRv3rzi+3GhV/+yPlvX19enG2+8sXj+3LFjx3TNNdcUp7fGOdTzzz+fsuz/frwyP3xWfX19evDBB9Nhhx2WOnXqlMrLy9Phhx/eoFNZc7xmX3rppXTCCSek1VdfPXXo0CHtvffe6bbbbkt77rlnOvbYYz91va+++mo699xzi1fi/L//9/9a5Iuu/JdT66yzThowYEC66aab0kcffVR8L7jpppvSmmuumdZee+3i+VFLHvPOOeecNG7cuPT+++8vtd7Cl2kPP/xwcYiniy66qMVq+ywPPvhguvjii9OFF16Y+vbtu8zz2IIPP/ww3XzzzcUOcxUVFenyyy9vwWob58MPPyzmcXfeeWdK6f+OG/nX4JNPPlkcerbQgbMl3n8K7rvvvmJHmcI5z7LMmDEjbbTRRqldu3ZL/QZgfvjgFVHotLfHHns0+DzyyS9NLrzwwuK5aPfu3dMDDzxQnN4c55qC8xKWvwysY8eOqaKiIp1yyinpyiuvbHD5b0pLDoyFyw6vuOKKBj8Q2dImTpyYXn/99bT77runrbfeOs2fP3+5O/e8efPSL3/5y9S+ffu09tprN8uJ37x589KAAQNS586d01tvvZWee+654sGqEM7mx6VKKaULL7yw+GG3JcdVvuqqq9Jhhx22zPFEU1rSq7zQW+Dkk09O//73v9M111yTdt9995RlS8YwfvHFF4sHnl//+tfFN/3mDOdWlbfeeiuts8466Wtf+1qDntGFoVs+OUZ34YNP4UR9iy22KA77s6Lef//9tN1226UOHTqkESNGpJ///Odpn332Kb6+1l577XTNNdekP/zhD8VedltttVWLjNX/SU8++WS65557it9W59XX16fx48cXL3UqvNmMHz8+nXrqqcVjy3XXXZfeeuutVFNTU7zstrD9W+oYUlNTkzp06LDMS8ZuueWWYs/Nvn37pnPPPbc4puAn27a06dOnF7fjhRde+KnjXBaOMW+++Wbq27dv8RLmZfUwXpX++9//pn79+qVOnTql2267rfj4srZb4bFDDjkkderUqUVP5JblnXfeSQcddFDq3LlzqqysTN/4xjda/EelW9KVV15Z3Cf22Wef4oedvn37NrikM6UlH467d++eOnfu3ODYnr9a5JN/4wkTJqR11103nXjiicUfAZo0aVKxJ88f/vCHBu1vvPHG4vtKoa6VPb421pQpU9JWW22VfvrTn6Y//vGPDX7QNqX/+zDy5ptvFk/ATz755BaprTHq6urSK6+8UuztlWVLLkWura1Nf/zjH1OWZenNN99c7jF20aJFxR6dWfZ/v8HSkgrBwU9+8pPiY8urtzCE2SabbNKsl/Q2VqHO+fPnp/PPP7/Bb9vkA7CRI0emLbbYImVZljbeeONUVVXV4L28MKTOJptssspqe+yxx9Lrr7++1HbKnydPmDAhbbjhhqm8vLz42m+J9+O5c+emv/71r8UP/1m2ZGzZvn37pquvvvoz57/llltSu3bt0hZbbNHgHK615H/X4aSTTkrz589vsB1HjhyZKisrU5YtuXrxr3/9a4vVVDB9+vTiMfj//b//lzp16lSs49OCgbfffjuNGDEibbzxxinLsnTaaac1a9157733XjEEL1yhVldXVzwWF4ZuyW//zp07pzXXXDO1a9cuVVRUtNowVI1VGBKnMKTZ8s41p02blg499NDi6yXLGg531JLnqM8991y655570mqrrVa8ynRZvZBfeOGFdNpppxU7JO28884NAqlVJb/OGTNmpIsuuihtsskmqaysLO2yyy5p7bXXTgceeGBK6dP39WnTpqXrrrsubb/99sVt/GlB68rWvGDBgjRo0KCUZVnq3Llz6tevX3G9u+yyS/rJT36SJkyYkBYvXlwclmO11VZb7mf35lAYWqvwhfWwYcPSo48+2uDzUUGhg8Fqq61WvAqhNTvGTJ06NXXp0iWtscYaabfddkuVlZXp9ddfTyktfz+YN29eevjhh4t5QJZlDb6kags+/PDDtP7666eOHTump59+OtXV1S2zJ3dKS3pzF764L7z/tORwOocddljxBzeXty/U1dUVM6fCUJ8p/d/f6J133knHHntsuuWWW5p0nJs7d266/PLLix3jPvm6yZ+jffDBB+mmm24qjrfeuXPnBr+/tKrDc8F5iVq0aFF67rnn0p///Od04IEHFr9lK9y6du2aTjzxxPSzn/0svffee2nu3LnpvPPOSxUVFWnAgAEt3jup4PXXXy/2Hj/ooIPSNttsU5y2vBfVhx9+WPzgcsMNNzRLXWeffXbxpLTQC/uSSy5pUFchIH/xxRdTli25rDD/Q0nN7bXXXiv+fQ888MDim0hB4eBw/fXXp169eqUOHTqk7t27F799Peyww4qXOhUCvH/84x+pc+fOaa+99mozvcA+zRtvvJEGDhzY4LL7wuWS66yzTvGbzcLzu//++1O7du3S0UcfnTbccMPUr1+/lVp/YR/4+9//nnr37p369OmTnn/++bRo0aL06KOPpkMOOaTY+3O77bZLO+ywQ+rUqVPq1KlT+ta3vtWiX068/fbbxQ/0119//TIvX1y8eHHxMtmdd945HXzwwalPnz6pvLw89evXL/35z39u8LwLPyL5la98pcWeR0op/f73v09ZtmQcyVdffTWl1HBImWeeeSYNHjw4ZdmSq0S+/e1vN7hkq7XC85kzZ6ZvfvObxdftYYcd1qghp3beeed05JFHpkGDBqXVV199lQ9DcscddxSHZZk/f3468MADi71yx48fX2yX326FfeDhhx9OWZal3XbbrdWH7ElpyQnWmWeeWQwW8j13P49+/etfp3bt2hX3qa9//esNLrcuBMj//ve/U8eOHdNuu+1WfO3/6Ec/SoceemiDHoD5v/Hs2bPTJZdc0uADcuG98Ygjjig+9sl94eKLL06HH354i/7AVOF3SQrbYvPNN0/nnHNO+sMf/pAWLFjQ4PiQH8rm17/+dZvq5Tpt2rR02WWXNfhxueHDh6devXot1QGiIF9/YQzYwhAoLaHwIeonP/lJcbvmr6rJf8gq7CsPPPBA6tChQzr00EPT/Pnz28zf4PDDDy9+Gfyvf/2r+Hh+/3nyySeLXxr36NEjDRs2LF133XXFYdtWX/3/a++s46JKvz9+LkOLgICFrWDn2rGKrtjdugbW2t3tmmsndnfvYq3duQY2douAikoIDMx8fn/wu8/3XmBMmBn1vF8vXrvO3Jk5997nPnGecz7HVRQ2/NZ5lJxtkC9fPpQtWxarV6/GuXPnEm0MRURECPkkDw+PRBmnKUlcXBwuX76sCt6RpHgtX+UGhBK5TZw+fVocb4pggqQICgqCo6MjPD09hf3KNnz+/HmUKFFC2D1t2rRkz9w9c+aMKEKakKioKPz1118oWrSo6O/KlSsnpHIAw3Oc0NBQrFixAm3btk1Wez+HzZs3Y+zYseLf8kZrwYIFRb8gPy+PHz+Gk5MTfHx8ULp0aXh7exvd3s9Fp9MhLi4OlStXhqWlJebOnfvJz5w5cwZ2dnaoXbu2aEedOnUyqsRcjx49kC9fPgwZMgRWVlZCNkbZZynbUWBgIGbOnIlChQpBkuIzTJQOqeQkYTBMmTJlRACbi4uLKprVUFuPjIzE3r17Ua5cOaPMA8PDw1GrVi1YW1tj3rx5OHToEBo0aCDmohYWFhgxYgT27NkjgnsKFSokNixSkidPnmDo0KFo27YtrKysROaJhYUFSpYsicaNG+Pw4cNiHRAVFSU2dxLK9JmC69evo3bt2iKrW5LU0fAfc+pfvXoVf/zxB4oXL27UwMbP4cmTJ0iXLh0cHR0NbqIo2/fYsWNhYWEhNqozZcqU4hvOyv7gY75C+drK9UvkjXO5T9Pr9aIGgXIc+Fw+fPiAgwcPws/PD0C8g1w5RirH4A8fPuDAgQOqTZP27dur6i8l15yTHec/ABEREQgKCsLmzZvRunVrsesi/7m5uaFz585o0KCBSLE01eJFTvlWRgErC3ImRLZPnmwo9Y6Sk4cPH4roYHkBIJMwRVqu7qyMsjIGer0eEyZMQNasWfH777+L1xOmwbx//x4zZ85EjRo1kDp1auTKlQvLly8Xi3BltoFc2MHYE7hv4fXr1yKFMyoqSmjRy522stM/deoUUqVKhalTp2LLli1icfs1KNvBhw8fMGHCBOGwV2pDHzhwAMOGDRMpybIjPWPGjEYtrHnp0iWRHpo2bVqMHDlSOJ2B/z1b+/btQ9myZYWsjSTFa6opo33kAWrKlCniOUzOgehT3Lx5U0w85fRSQH1PgoOD0b17d6RKlQoWFhaoVq0atm7dmsjhYGzi4uLg6+srdNgKFCiA48ePJ3msfJ2LFCkiChIbckR8LXItACsrK7H5dv78eeTJkwdWVlZo3ry5atNBOUl78+YNcuTIAUmKz0QwF3Q6HZYuXYpatWp9FxuAX4PyPty+fRvbtm1TyVUB6omkXNhaXkDK993CwgK1atXC9u3bVd9pSCaiUaNGsLKywpYtWwDEt2f5Gp8+fRpWVlZYtWoV3r59m1yn+kliYmJw4cIFTJ8+HbVr1xZtUnYqFS5cGH369MGyZcvENZk8eTJsbGxQtWpVkwUOGCI8PBzbt29XSbdIUnzRY0OLJPkeyNlvxYoVM1p/LP+27DiQpPhsrmXLlol2lNCxKEvFGXveZAi9Xg+tVosBAwagQIEC0Gg0KFq0qGoDQHkOgYGB6Nq1K1xcXIRDR45uOnToEIBvd5rHxsZi+PDhcHBwEHN1SYrPKClRogRWrVqFw4cPi98JDg4WQTNNmjRBSEjIN/3+l/L06VOMGjVKzOXTpUunKjav7FNkm2/evAk3NzcUKVIk2ce2r+XmzZvierds2TLJOUNgYCDatm0r7km7du2STUs5NDRUbJwNHDhQlZmmvIZ///03qlevLgJi2rRpI4JhEh6rJCYmxqjzIEO1DoYMGQJJ+p+colarFeuRhw8fwtbWFgsWLEBYWJhZZCMkhXKck2vS5MyZU7XplhC9Xo9Lly5Bo9Fgy5YtWLp0KRwdHZE6dWohc5XSfffDhw+FQ1fOVFM6/A39flRUFLZs2SI2DlMys0nZbk6cOIGmTZsibdq0IrBHlh9NeGzC71BuyKVU1LT8vTt37hTX9cSJE9Dr9bh8+TKGDx8uspCzZ88ODw8PWFtbw8HBAZ06dUrRtWBAQABatmwpapdduHABixcvRosWLZA6dWpRTNHOzg558+ZFs2bNcPDgQfTt21eMbXLgoCl58eIFhg4dKtbSDg4O8PX1FQ5bQ7JWAPDs2TPhJzAn53lERITYhG3fvr3B7Dv5XGTZ4KVLl6Jly5ZG2XQBPu+5kW3s2bMnJEnCsGHDVO/36dNHBKQm/Mznojxe9r39/vvv4p4mlDG8cuUK+vfvL569smXL4urVq190Xp+CHeffMXFxcYkaQUREBMLCwrBhwwZ069ZNPKCy8052jo0ePdpEVsc79LJkyQJJkmBpaYkGDRqoGrYS+fxatGgBa2trkRKXEuzYsUNEtru5uWHatGl48OABgoODER0djT179og0w8qVK6eYHUmhvM8nT54UqY9z5sxBly5dEhUQA+In40+ePEkUFSp3OGfPnhWLgO9F3iBhe9dqtSI1Ty6wptPpxDnKRYiUhUK+lH///RevX79OssPv0KGDiCRWRnxFR0fj/fv3mDhxIkqXLg1bW1uj6oLLBAcHq3Zg27RpgxMnTiRyaty7dw8bNmzAvHnzhINMRl7APH36VKQsyzvAxkSOdrexsVHda+V/AWD27Nmi8FHhwoUxbty4JKVqjM2hQ4fE5pytrS2WLFmislu+J/7+/pCk/6VVJ+eCKiwsTKTVKaODZT1XjUYDS0tLVKtWDfPnzxeLbbkomRw90KRJk2SzKTn5Xjb/PgfZmfD8+XNVUcKk2kPC51meyBYpUgRxcXF4/Pgx/Pz8MHToUGTPnh2SFF80dM6cOSp95ISOv7dv38LT0xMajUZEtcfFxSWaMKdECrchgoODcebMGWH369ev8fz5c0yePBktWrRQRXvJ59mhQwe0adNG9AudOnUCYF76yrGxsTh//rzI/pAkCb/++qtwAiS8N/I9X7hwISwsLNChQwcAKXdO169fF0Wi5N/R6/VYv369SFPPkSMHevfurcqqCQ8PF5HpOXPmVMk2mAL5OoaEhODGjRvo3r272LCwtLRElixZMG7cOHF94+LiVAv1FStWwMfHB+nTp0fr1q2Fozg5r/uLFy+wc+dODBs2DDly5BByCbJzukSJEli4cCFOnjyJ3bt3I3PmzHB3d1dlnqQkynN9+/YtVq1aJTI1ra2tkwyGkT8jO09r1KhhVs7RnTt3wtnZGRkzZhQb2wmfuZiYGEydOlXci7Jly+Ls2bPf/NuXLl1C7dq1kTp1apQvXz6RM0XZv1+6dAk+Pj5wcXGBjY0Natasib1794r3TfVcGWr/SqeVvJmrzBiVz23NmjWQpP/phZsja9asgaOjo7jely5dgoeHB2xtbdGnT58kayjJ53f06FFIUryucVRUlMgUql69utEce+fOnUOtWrWE4zRbtmwq6aGPOSIPHz6cSKotJVD+5sOHD9GvXz9kzZoVFhYWKFu2rKqOysfsTerfyUXCZ2z69OkiGvjkyZPi9Vu3bmHSpEkq/X5JkpA7d+4Uta1UqVKQJAmDBw9OFFh3/vx5bNy4EU2aNEHGjBmFJKSzszPy588vNlVatmyZIvZ9DlqtVlzjmJgYLFy4EKVKlYJGo0G2bNkwcuRI1aalOc3jPodp06aJ5+/gwYPideV5yP3GihUrYGVlhatXr5o8CMwQcvtv06aNeE3OLrKzsxNFQ7+ln3v37h2GDBkiHOL58uVTSTcrv/vp06eYPXu2kJDMlCmTqBeUHLDj/DtDq9Xi1atXqhQ9IOk0hOjoaMTGxmLDhg0YPHiwSLeqUqWKMU0WKCOdw8PDUbNmTVVKxbVr11QTRHnSevnyZaM4eHU6HdatW6eSvcmdOzfc3d1FtKskxRdjSnj9jUHCwVq+LpaWlvj9999F1JNMwvagXAQ8evQI2bJlgyT9r9CcuZPw/PV6PUJDQ8Xm0KhRo1THhIaGIleuXLC2tjYY4fspjh07BkmK1y0fNWoUdu7cqXo/LCwMtWrVgqWlJaZOnZqkrbdv305UNMMYKO93Qq27LVu2fDJCNGH6pjz5k51OxkJux9HR0R9NJVTau2fPHlE87Y8//jCKnfLvv3v3DkeOHMGlS5cSOTQfPHgg0tokSUK3bt0QEBAgIsxCQkJEP50SslSXLl2ClZUV6tatK15T6lsOHTpURMbb2NggW7ZsaNCgAcqUKSMm1KVKlTKLjYgfmalTpwr9zLx58+LXX3/F8ePHPzlxfvjwIQYPHiwyXO7cuYPo6GikSZMGzs7OCAgIwK5du0Tkhru7OwYOHKjaeFWOG1FRUSLSrGbNmrh79654b9u2bWLy/znyQ8nBo0ePhLRU7dq1E2UQhYeHIyQkBNOmTUPnzp1Fm5X/ZIdBt27djGLv1/Do0SMMHDhQOP6LFy+eyCGjXCTIKbwpWdRr/fr1og7MqlWrAKjbyYYNG1CkSBERrWZvb49WrVqhbt26oq3Z2dkJiSBTZYXI1+3ly5eoVasWNBoN3NzckCtXLqFXbGFhATs7u0TFxJVOXq1Wi/fv3xuUOPgaktoEBuKf6aNHj2LIkCEoVKiQyCKTdaA9PDyEY93DwyNFM0kNfW9ERASOHTsm+gpJitc9f/z4sZhnxMXFYd26deJ9uRC1OaDX6xEUFITq1asLZ+bH6pHs3r1bZLlIkpQs/d+tW7cwefJkcV1Onz6tCmJQziWCgoIwZswYZM+eHRYWFihatCgWLlyoSpE3BU+ePMGBAwdw4MABVdaa3Kb79esnIgaVz9atW7fg5OQEKyurr56rpzR3794VTptp06YhLi4OMTExIqpSkiR07do1SQeXTqcTAT7yJvOxY8fg4OCAzJkzp6iEY8L+JCgoCF27doWbmxssLCxQpUoVbNmyxeDcwthZTPL/y78bGRmJOXPmiELkuXLlwoQJE1RZY8ayce7cuQbXcrKkXfPmzVVrq9jYWERERGDbtm0oW7YsPD09kwx0Sy4WL14MSZLw22+/qa5pUhtqFy9exM6dO9G4cWPkypVLzP0tLS2T1EFPaW7evIlnz56Jfyv7vH379qFWrVqwtbWFk5MT2rZtq5KVNKUe+5fy7Nkzsc6ztbVVZWkB6rlAgQIF4OjoaPJ6Ukkh27l+/XpI0v+UGs6cOSOCdGXd8+SY871//x4bN24UAa4WFhaqulzKOdq7d++wbds21aZVctUXYMf5d8TMmTNRrVo1ZM6cGW5ubhg2bBiOHz+ucmIYikiTX9u6davJCzMpF31Kh56XlxdWrlwpBpWIiAgEBATAw8MjUYRkSvLff/+hZ8+eKm0tSYrXWRs9erTKeWBKwsLC0KtXL5HKVrFiRaxevVpoOimR7394eDi2bt0qFont2rUzstWfj16vR3R0NAIDAxPtVCrb+NSpU6HRaJAnTx5MmjQJly5dwpEjR1CxYsVEu6Bfgk6nw/Lly0WamNwGKleujCNHjgjpmxMnTohq7kpnpzlIRiht2Lp1q4jGzJUrF2bOnKnS0DU0yXrw4IFwWJcqVUq8Z4rz27Jli7gXstaZsi0o7b5x4wb69u1r0CGRnMjX4sOHD+jcuTM0Gg1y5MiR5CQ7IiJCpQ1cuHBhNGrUCK1bt0aRIkUgSVKK6HuGhIRg3759qsVbQp1RANi4cSMqVaokonPlPzc3N/Tq1cskE+qfCXnhIzshnZ2dIUnx0jpjx441qHu9fv16eHp6wsLCAjlz5hSRLLLGftWqVcWxV69eRaNGjYSTs0WLFqqNV+U8Ys+ePciaNStsbGxQokQJDB48GG3atBHtwljFiqKjo0WR61q1aqkiSJIqbhYXF4c3b95g3rx56NWrlyiypEwbNVfevHmDJUuWiMw8R0dHbNiwQbVhr9Pp0KNHDxFVn1L98Z49e4Q+ao8ePVQRdcrrff78eXTo0EH0Ycq/KlWqiAWUqRa4yt/18vKCJElo0KAB7t27h1evXkGn02Hjxo1o1qyZaCu//vqr6rlIbl3rj5FUdNbDhw9x4cIFDBo0COXKlVMVDpMkCTt27ACQ/I4k5fc9efIEBw8exP79+1VtITY2FgEBAapit4ULF0bVqlXRpk0bMed0cXER8hTmxunTp4Vkypw5cwAYnucEBASgePHiaN++/Tf9pvLayo7vkJAQODg4CJlB2QalTJZOp8PKlStRqlQpWFhYIFOmTBg8eLCqIKKxHIqPHz9G3759xTxYHlfKlSunylLZvHmzcM41b94cY8aMERsAkiShX79+RrH3a5Ad5LIcgfLaDhgwQJx3xYoVMWnSJJw8eRKhoaE4evSoCJaoXr26+Iwcge7m5paiMmdVq1bF+PHjE70+a9YsMccrVKgQZsyYoXLgGypYmNIY6mN37twJb29vWFtbw8XFBZ06dVI5E1N6XFm2bJkq4GX9+vWqqOenT58KSdmhQ4cm+R1v3rxJ8VoUAwcOhCRJHy2kmdRr169fx6FDh1C3bl2jFEBOyNu3b2FhYYGMGTOqZEKVztCbN2+iS5cucHNzg5WVFapUqSLGPMA8necJnyN5XL969arwUch93/Xr14WEz4sXL0QNkYYNG5rEdiUfu7YHDhwQQaUPHjwQmwKjRo1KdjtiYmJw8uRJIREoSfGZFTLK/kOr1eL06dOoV69esvq62HH+nTB27NhEixFJite1nDJliiriIakBz9w6FGVn6OfnJxZmadOmRe7cuVG3bl388ssvsLe3h0ajURW+Msa5xMTE4OHDh1i2bBlWrVqFgwcPGi2q7nNQ3uNly5aJzYXcuXNjwoQJSbYHubq3o6MjbGxs0LZtW7NN/QHiNWkrV66MnDlzInfu3JgyZYpK404e/K9duyYkdKytrWFvby8kRfLkyfNNG0VyW5s/fz7q1q0rHM+WlpaoVasW/vrrL3z48EFIwuTNm1fIwphL+pjyebl+/TrKly8voi/79Onz0civqVOniuNLliwpooSMkVpq6DkfMWIENBoNatSoITaJEvZ5SmkLIGXtVdrZunVr0S8b2sSS2b59u2qhKUd5lyhRItkzWlasWAEvLy/Mnj0bFhYWouhrUhq0QLxz5L///sPMmTMxadIk+Pr64ubNm0Z1HP2M3Lx5U0RqzJgxA3v27MHevXvRokUL0UaaNWuGixcvqtp0VFQU1q5dC3d3dzRo0EA4zTdv3gxJis+YSbg4j4uLw9ixY0VfaWjj9fXr1xg5cqQqwlJ25A8aNCjFr4mMvIioVKmSKlggqUykpF4PCgrCihUrTJItZoiEDv+E9/TAgQNCHkneUKtbty7atm0rnB4FCxZMsc2sO3fuiCjLmTNnJtqYSEhoaCiuXbuGxYsXo1+/fhg+fDi2b99uVmnV48aNgyRJ+OWXX5I8h4cPH2LcuHHCmZcnTx4sWLBAvJ9c80/5t8PCwnDjxg0sWbIEy5cvx5o1a/Dy5cskCzMref78OW7fvo0BAwagcuXKKZY5KP/2o0ePknSOli1bVqXvHBwcjJkzZwoHtOws79u3L8aPH59sUV/JjXy95cjRX3/99ZNzR2U/lJwbV8eOHRN1Z+zs7NCxY0eDkZhHjhxBgwYNYGdnh9SpU+P3339XbWikNNHR0UL+LUuWLKhatSoaNmyoCjhZsWKFOH7WrFlJrmVr1qxpNJu/hurVq6skNpQSTgCwaNEisdlta2sLSZJUY2bWrFlVspl+fn7QaDSoWbOmkK9Kbnbv3i3WhXK2j3LtvXfvXpGxlCFDBvTr108lm5qSfbX8vAQGBmLr1q1o3LgxmjRpgho1amDJkiVJSkr6+/ujffv2cHZ2ho2NDWrUqGEUmTitVouFCxeKYANJkpAmTRoUKlQIK1euRGBgIPR6PS5cuCDGy1mzZn0y4js5uXLlCo4fP44OHTqgePHiiIqK+qz7Zw4BXkD8Br3cZzg5OamK0CrbQWhoKCZNmiRkOPLnz485c+aYPCBUJuE1f/DgAd6/f6/KkNDpdNBqtTh69CiaN28u2lTu3LmRJ08eVK5cGZkzZxbPZUK53ZRAbgdarRbBwcHYu3cvrl27ZjC4TklAQADSpEkDd3d3IcdVu3Zt8f6Xtv1PtVudToc7d+6osn1+++03cY3l4s0yye27Y8f5d8CePXtE45g4cSLWr1+PFStWiI7DxcUFXbt2/ayq08bm0aNH+Oeff7B06VLcvHlTVQxI2Rk+fPhQ6EzKKcp16tRBjx49cObMGeHgNXUnbw7XNaniW8eOHRNRVEm1B/kzU6dOhZeXF3x9fc2mMFNSDB06VOVMlKT41OQSJUpg5syZiXTbrl+/jtatWwtJnYwZM6JBgwa4efPmF/+2oXv86NEjnDlzBu3atUOqVKnEJDlDhgxYvHix2D1u1aoVIiMjv+q8UwplpJIcFS1f3wYNGmDfvn2JClK9fv1aXM/27duLAqgpNQGUr3vCeyu/J//uyZMnxaI8YTESUzJ58mRIUrx0hazpBny8z3j9+jXGjh2Lnj17olq1ali5cmWyO8FCQkLEZF5eyE2bNi1J+z7Vv5lD//cjI+vnJuUEW7BggXhmixcvjn/++UfluPnw4QMePHiAoKAgcZ+GDRuW6Dn58OEDypQpI6rcL1my5KMbr0C8E3fTpk0YOHAgSpYsiT/++EOlNZrSyBIPGTJkENrmX1K8yNTzBkNERkYiOjpaVdQxYQbN9evXRS0N+e+XX35Bt27dsGDBAty+fTtFbNPpdMIhpowEVV73iIgIkV6dVL+dEFP3H2/fvkWNGjVgYWEhItWSKjT2/v17EaxiYWGBDBkyoH///p91jp+D/Jtv3rxB8+bNVYVAJUmCq6srRo8ejZMnTybaXEmq3Svncsk5PsvPzec4R5VFAyMiIvD333+LKHNJkjB9+vRks+trMFT8OCFXrlwRWZzdunX7qGSLTEq06/Pnz6NLly4i87Vy5coqh7hy/n/v3j306tVLBHaULVvWaIXo5Q3NihUr4s6dO6Jty0XtJElKlHl39OhR1KpVCxUrVkSZMmUwffp0syvYLPPPP//g/v37qFKlCry8vITTKylu376NJk2aoFixYiKQx87ODj4+PqprEBsbK6RHlHOx5ObOnTsoXbo0NBqNKgpa6fC/ffs2mjVrBktLS9ja2qJp06bYv3+/UZzmERER+O2334TOtvKvcOHC6NmzZ6II7eDgYIwZMwY5cuSAjY0NMmXKlEjqIiWQ+4r9+/ejefPmyJ8/v7C1fPnyGDhwIJ48eYJTp04hVapUKFq0qHheU3r+8erVK7i4uKBcuXIoWbIk3N3dxTzpS+6jKesjnD17FuPHj0f69OlhYWEBCwsLdOrUSaylE25Ubdy4ERUqVICNjQ2cnZ3RvXt3s6hxJF/vLVu2oEWLFrCxsUHBggVRvnx5rF+/PtGxAQEBmD17diJZQTlIJKU2QZX3Wvn/gwYNEhHjNjY2qFSpEsaMGSPuQ1Ky0K9fvxY1TiRJQubMmcVGxpcGrSm/++XLl9i7dy9OnDiR5HUIDg7GvHnzxGZ++vTpDY6RyQk7zs2ciIgIoQUua0vKPH78GO3bt4etra3QrfXz8zObqMCZM2eKyYG8C9+yZUts2LBB2JhwEqKsWu/j45OoGBXzPxJej8ePH8PHx0e0hzp16iTZHl6/fm1WVaYTIkdJSJKEKVOmwM/PD2PGjEGBAgWg0WiQLl069OjRI5HDQF7EHz16FPfv3/+mKA6lVmNSmotHjhzBmDFjRLSGHMEt///vv/8OwHRtVr6/ISEhqp14ZVuYO3eumLD+8ssvWLFihapQIBDvZNu/f3+i15MD5QAsTyzPnTsHb29vjBkzBpcvXza4U7xgwQJoNBp4enri+vXr4vtMxfnz58W1lCN7PmVPwsl0SrSVmJgYbN++HatXr1Y5MXLkyPHJQnLmmq30I9OjRw9kz55dJaGjvP5nzpwRzhFXV1fMnj37o8+m7DhXpnrKxSebNWsmXjt+/LiIbHZ1dU208arEmAX99Ho9Pnz4gJYtW0KS/icLY87j18eQn/knT57A19cXZcuWRb58+VC2bFn069fP4Gb2ixcvMHHiRJGNkD17dlWUb0qwaNEiSFJ89oyMvDB9//49tmzZgnLlysHBwQEFCxZE9+7dRV8MmGe/ER4eLgJOZOmYhCj7YbndWVpaQqPRoF27dqpN0a9BeV1kTe20adPil19+Qf78+YV+pyTFS9ysWbPGYDRdSl5j5XWQnaO//vor7ty5I9qxr6+vsFUe92RiY2Px33//oVmzZuKYlJSkSIqkxtRjx47B398/0SaIcjxev349HB0dUbBgQSHNmJJzuYQZcjKPHj3CuHHjRJvNnTu3Kno7NjZWfCYsLAzTp09HunTpjFZgU97QTJ8+varvunXrltgMkjdU5LFMqV0NGHc8+VLkoLUiRYqgVKlSqFixosFjE8obXr58GZcuXcKDBw8S3Vd5nVupUqWUMl0wd+7cJDe3gP+1N1k+UN6kqVixIubNm5ciAUDKayFLQObLlw+dO3fGsGHD0L17d6ROnRoWFhawtrZG5cqVE9U20+l0WL16NfLlywdXV9cUzyJLeP/evXuHixcvYvLkyXB2dhbBfvJmm1xfydvb2yhZ3du3b0fGjBlhbW0NCwsLODs74+jRowbtNyeOHTuGGjVqiPWT3AblwLQKFSqo5hXK/uLMmTNifPH19TWF+SrkMeTgwYPCfkmShDyVHISmzMCTefXqFdavX4+FCxfC19cXx44dS5HNREPSpgBEfSRra2uxeSzbXqlSpSTndzqdDu/fvxdtXpIkMTf9mnm6bN/y5cuF/1BWpGjdujWuXr2q8mNERERg165doiCuJP1PxjXh+SYX7Dj/DsiTJw/q1asn/q1MQ4iLi8OkSZNEcaDixYvD19fX5OnIO3bsEI3Yzc1NRJPLTpvhw4erCnspdwqVA32JEiXg5+dndhG8xkS+16GhoTh58iSGDRuGbt26YdiwYVi/fj1CQ0PF4KzVajFhwgSzaw+fS0xMjJhUJqyCfPr0abRs2RKOjo6ws7ND3bp1ExVEVfI1HaYhrcayZcuqCpEA8VGYERERmDVrFsqWLauKGuvQocMX/3ZyIZ/3mzdvUK5cOYwZM8Zgmu/hw4eRJ08eEc35559/Cm28lOLAgQMqp4+yYLDcbiUpvhK2h4cHBg0ahG3btqlqC7x7905sWhi7WKkS+VpPnDhRFZn5NalpKTHAN2jQAJIkYeHChQgICEDdunVFFGXDhg1x/Phxs9loZeIzbXLmzIn379+r2pAy4+Ldu3fC4SZJEnr37o1bt24l2eZ27twpjmvQoIHQ1s+dO7eYvMufe/LkSZIb8crJb3IWQ/xcYmNjRWTrkSNHPvq78nsfPnwwm9RdGWXx4MqVK4vFtr29vVhk5c6dGxs2bEgysjksLAwbN24U0UAp5XSRr+GgQYMgSRIWL14MAKpghzZt2giJH1mWIE2aNBg4cKDZbmro9Xq8evVKLMbkjIukogHlc926dSssLS3RunVrZM+eHfb29hgyZEiyFEeWM5QKFCiAa9euISYmBmFhYXj+/Lmq9k/hwoVFASxTbEbIztF06dJ9lnNUSVxcHB4+fIgBAwZgz549RrPZkHTl0qVLIUnxshl58uTB9OnTsWnTpkTP2/3790VR2zp16qSYlAbwv2v2+vVrrFq1Cn5+fomyH1auXClS4NOkSYOhQ4eK/k2n06meOWWwUUoh1x+SN5Y2b94s3ouJiRG2du/eXbwu23jmzJnvpk7Kvn37hCPPwsICqVKlws6dOw2OQZ96Pq9du4a+ffuKzc+UlGBQ2ti9e3dYWFigbt26IhMhqdo/q1atEv1jpUqVUjRSWi4o6Onpmeg6XLx4ET4+PkiXLh00Gg2qV68u1l/K+eqhQ4eEznly25rUPU4oAQHE9xVTpkwRc23Z8ajRaCBJEho1amSUOfbu3btRo0YNODo6QpLi61gpZbHMcSP77t27ok5H//79sW/fPjx9+hRr1qxBmzZthBydu7u7qlCy0nn+4MEDVc0MU20SyL8bFBQkZFa6du2KTZs2YfXq1aIwsuzXOn/+vPisMTMiBwwYAF9fX5UPEQB27doFSYrP7F+7di0CAgJw8OBBDBkyRGQqZ8yYUXUflHbL9cfmzp0L4Ovam/yZEydOqPwAuXPnFs9T3rx5sX79etUmvFarxeXLl0U9J0mSUL9+fQDsOP/p+Oeff3D16lW4uLgIkf2Eladltm3bJpzTWbJkwYgRI75KpiI5ePHiheg45s2bJ4rVbN68GdWqVYOtrS0cHR3x+++/qzoPZWd4+vRp4URLmzYt5s6dq0pn/tFJGIkbHR2N+vXrJyoGJe9qL1q0SFWlfsuWLYnag3K30JwpVaqUyimgXBQ8f/4cQ4cORZYsWWBhYYESJUpg2bJlqoJJX8uXajUqefDgAf755x80aNAABQoU+GobkpPevXuLwa5Hjx4qx7/ymj579gx16tQRu/zt27fH2bNnU8QB8uDBA0iShFSpUmHDhg2J7FmyZAkWL16MX375RZX6ZWdnBxsbG3Tq1AkTJkzAixcvsHz5cuF4kidOppJkaNq0KSRJwtSpUwF8uh3q9foUieJXsmnTJjHpVBZRGj58uHDaeXl5YevWrckmQcB8OXFxcQgMDERQUBCmTp2KkiVLioVWwkmf8pmUtXglKb5or3IjWsmyZctUG4FWVlYiW0fesJbba2xsbJIb8aZMo3/27BnSp08PZ2fnj9ZjUDJ+/Hh0797dbNq1sj+QixqVKVMG69atw6VLl3Dv3j1kypQJkhSfHjt27FjVZqeMVqvF8ePH0aZNmxTdDI+LixN1Q5SFl27cuCGiBLNmzYqxY8fi0KFD4jVHR0eTzTs/l/79+4t5k6znb2jcOHHiBOzt7TFnzhyMGzcO1tbWcHR0/CZdXb1ejzdv3qBkyZKwsLDAjRs3krRh//79qmLeyj7cGCR0jiZ0XMi1T5Jyjp49e1YlsWDMFPrp06ejatWq2LdvnyqSOzY2FmPHjoW7uzty5col+kMLCwtky5YN/fr1w4wZM8RzdfPmTWTKlAlp0qRJscK28j2PiYmBj4+P2IiSs8GU/f+BAwfQrFkz2NnZQaPRoEmTJrh165Z43xSR23nz5oW7u7sq+7NLly6QpHi5GBm5XYSGhqJy5cqoWbPmd7Oeu337NqpUqSLaS6tWrZLsmz/FlStXRN+fN29eo2j9y+113759osj4yJEjDR4HxEshVqlS5bPH2i9FbtNyPyxHk8fExKgCSN6+fYuxY8ciderU0Gg0Krk5YzmBQ0NDcfXqVTx58kQlfSRnTig3H8LCwrBnzx54eXmp+peFCxemmH0J54dXrlxBx44dxVzCy8sLO3fuVNltLuh0OrHB1r9//0TvBwYGYu3atWKcsbKyUrXd2NjYROdjDuc3ffr0JIPntFotdu7cKTYDnJycVHKHxnD4L168GJIkIWfOnBgzZoxYg8bExKBdu3aQJEm1LgfiN3Q3b96sqrWjLPqpzHpS9otfez5hYWEiKG7MmDF48eIFHjx4gIMHDwp5JFtbW4wbNy5RIewnT56IGjb58+f/qt//HNhxbqbIKdY9e/aEh4eHiI5JiLKj8Pf3R7169YRWWcOGDU0SaSwXJFNOqGVu376N7t27I23atLC0tBSOG5nY2FhVhHW1atXEw9q1a9cU0/M0B8LCwlTOb+VCSl68ZMmSBdWrV0fz5s1Fyr3sHOvbty+uXLkiPuPv74+6devC2toakiShY8eOZp0WCcTf/19//RU+Pj4AktZfjomJwaJFi1CsWDGx6BkzZoyqIvzX8DVajUkNDp+jiWkM7t+/Dx8fH9jY2MDa2hr169fHrl27VJsMSkfckCFDxHlWrFgRW7duTfaJyP79+/HLL7+I3zGkUa7VanH9+nXs2LEDzZo1Uw3a8mK3atWqIuqxcePGyWrnlxAdHY0aNWqodts/NWnYtGkTqlevniKbWfJvd+vWTUTpynbKbN68WThHPTw8MGvWrESTECblefLkCTp06AB3d3dky5ZNOMpGjhxpMMtK+czKmV2//fZbouNkZxEQn/ZobW0tIpuT2rRSjjdbt25FkSJFhIPUlBuvYWFhYsIsb0wZcnTK7VYeL5Ub8+aAvKjKkyePaiF+7do1sXEp93GtW7eGv79/kpJOKeWIVEbpz58/H9bW1ihZsiRmzJiB0aNHC+3efPnyqdrDmzdvxAbzx7LAzAFlzaAmTZqoNo8SBizIm7OyDIm8Qert7f3FWULycxYdHY2YmBjkzp1bLK6Vz7RyzL1z546QbqlTpw4iIyON3jcn5Rzt2rXrZzlHjV1H5/79+6Imzq+//orly5cn2jx79eoVrly5gtmzZ6N+/fqijou8mezu7o5q1aqhV69eYgFfqlSpZN+EU97nTp06QZLiJUG2b9+uiqZTHnf16lX0798fGTNmhCTFF2w3ZiS/kjdv3iBTpkzIlCmTcJjIc2UnJycRRaxs2+fPn0fq1KlRtWpVs3ByfS7v3r1TRYzWrFlTlQH5OQQGBmL+/PkYNWoUTp8+nUKWGp67zZ49G5IUnzki99GGMshSYg0jt4PXr1/j3bt3GDRoEHLlyoWoqKhEQTrKtiH7QiRJwoEDB5LdrqQIDAzEpEmTULhwYVhaWiJbtmwoVaqUKrJZJuH1fv/+Pfbu3Yv+/fujXbt2KWajoQyVkJAQ/Pnnn8J5X6hQIcybN89s1qUyu3fvhq2tLXLnzi0CRRI6w2NiYrBz506VJGqDBg3EuJJSmbpfQsLf79q1K+zt7UWWUkKfS0BAgMqvNWTIEKNlR+7cuRPVqlWDvb09nJ2d0a5dO7FB5uXlhfLly4tjlX2DVqvFyZMn0bZtWzFONmrUSGStKjeR5H9/Lf7+/rCzsxMR40q0Wq3w00iShDZt2sDf31/Vf7x58wbbtm1LUZUKdpybGXKDGzBggMpRlD9/foMDtbKRhoaGip3cESNGGMXmhCxcuBBOTk5iMhUXF6ey8d27d5gyZYqQiMiXLx+mTZsmon+UC35AXSjSkC7lj4CXlxeaN2+eSCtSTpXNli2bKsUxOjoaly9fRpkyZcQuXN++fVUT/NDQUBF5bKoJ9ueg0+nw7t07hIaGYvDgwahWrRqAxMUdlJ3zvn37UKtWLaRKlQr29vZo2rTpV6fUfqlWY0KblAOHqQdyQF1AVi64Ii+0Fi5cqIogVV7j9evXi+hUWU84OdFqtTh79izat28vUq/q1q2r2qlOONGIiYlBZGQkjhw5gvHjx6NRo0awtbVNVFBo3LhxifoaY/HHH39AkiQ0bdpUvJbUwlBuO/IiJqHmZHIQERGBiIgINGzYEOXKlVPZknARLmdYpE6dGv369VNtvDEpi06nU+kCyjp+sgNl9erVCA0NNfhZGWXVe0PIjmdZK1eS1BJHSWXsyBuvsiOqX79+Jnm2dDqdKI6ZL18+1eay0l6lFIAkSShatOg361EnJ/7+/iISTLkBGxoaKvrnefPmqYrAyo4xYy16CxYsiG7dukGn0+HixYuoVKmSSr9VktS1Z+RAh7dv3yJv3rzIlClTikt9fQmGCh/PmTNHjB8VKlQQUfLKY54+fYqMGTPCzs5OFJw6ePAgLCwskCNHDrx9+/aTzr+Ec4KoqCg0b94c8+bNg5ubm3CsJPVcyc/k4sWLYWVlhQwZMhi9PSflHJV1zc3VObp06VIhN5ErVy78+eefiQoMyrx//x6RkZFYu3YtRo8ejVKlSon+TulM12g0mDRpEoDkj2r866+/IEnxUnnKNZ6h33n27BlmzZolapZkyJABkydPTlabPoeoqCiULFkSdnZ2ePDgAS5duiQ2/mQHZ8JxZfz48SKS0FwlnT7GihUrRC2jXLlyfbJOTEJiY2NTTPPa0PWUr31wcLColyYHJpmC/Pnzo3z58vD29kamTJkM1j2Q7Y6JiRGBM/PmzUtx+3Q6nZDCs7GxQZYsWZAvXz7RJ7Rt2zZJjWqlzSmNVqv9aIaKXq/HmjVrUKZMGWg0Gri7u2PAgAEG506mQJbqKVWqFLRa7UflbJTBa/K8KKVrvHwu8nX8+++/ceHCBYwbNw7ly5dP5MdSknAjrn79+kaTr7px4wY6d+4MFxcXUUNg06ZNqFSpUpIBi0oCAgIwatQooX9etGhRlZZ+cnD8+HFI0v8yUeR2ofS7zJw5U1y7smXLYs+ePSpHeUqvU9hxbmYob/4///yj0o+cMmXKR1OmlR2hKZykvr6+GDVqFEaMGAFnZ2dVJy2jtHHz5s2oWLEiLC0tkTFjRnTr1g0BAQHifWWns2rVqhTdvTU1fn5+YhCsWbMmtm/fLtqCHI0id1CyY1E5sZCPkSQJ48ePB6DuPBLqc5sTFy9eRPfu3ZE/f36kT58e+fLlg5OTk0hhBgwXtLh586aIfpowYcIX//a3aDWePXvWrBwzCUn4rMnauHIEqdLBoZy0nD9/3mCGy7egvId37tzB2LFjRdRz3rx5RWQ08L9rnHAAlP/933//4e+//0br1q1RpkwZ2NjYoGLFisLRaGwH37Jly8RCW5lBoxzs5XN69eoV0qVLB2dnZxw7dizZbalWrRr69++PMmXKoHDhwol23pWbPBEREejYsaPoO5o2bYrdu3cbpaDRz468wV2yZEns2rULR48exYIFC5A6dWqxUTp16tSP9jGfI010/fp15MmTB6VKlcK9e/cwduxYsWlVsmRJleNdGXULxDvOunfvDgcHB1y9evXbTvgbuHHjhpBuKlasmCpiT3kNoqOjhUTZjBkzTGGqQeTF3+jRo1Wvy84MuaA0AEyZMkU48NKlS4cFCxakuLSTrFFZqVIl4cy4ceMGRo4ciYYNG6J69erYvHmzanNa7tM2bNgASZJQvnx5k0swfKzvl8e5Fy9eYPjw4SLDw8bGBlOnTsXu3btx5coVrFmzRrSjLl26iM//888/kKR4CSNDvHr1SlXMLqnI4pIlSyJ16tSq2kWG7A4KChIao7t27fr0BUhGvifnqPI6nz59Gr/99hskSYKzszM6deqEs2fPivc/Ztfhw4exadMmeHt7C51zeTMzuTSp5Xt99uxZ8f3yXEA5F9PpdDh06BDWr1+PVatWiWcvMjISW7ZsEZlupnCcA/+TCytSpIjon2Vb5HOUr7WcVZMqVaoUjbj+Wgw9fwlfP336tOgbLCwsMHv2bJNvAkRGRmLkyJHYunUrYmJiEm20yuewdetW0d4mT55sdOfp9u3bYWtrC2trazg5OSFNmjQ4fPgwgKTnMrLdsnZx27ZtU9zG9u3bQ5Lia0vs378fDx48QFxcHFq3bq1y3Boqnm4M5HGkaNGiiTJUlNfx2LFjaNSoEezt7eHg4ICmTZuazbO3evVqcQ6fyiAEgCpVqiB79uyiTy5dunSiIENTcfXqVTHWFCtWDJ6enp+V3b98+XKxEefg4KDyfyU3ymv5+vVrTJgwAR4eHrCwsECZMmWQPn16EeX9sXVFUFAQli5dqsocV2YrfysPHjxAhgwZhBye0m6lXUePHoWbmxskKV4H3dfX12gZbuw4NzOKFy+OkSNHigHt/v37ImXaysoKo0eP/miEmak0fq9cuaIaVJycnFQFepQoB+vz58+jVatWQn8tYUFIU++KGhM/Pz9kyZJFDCZz585FWFgYGjVqhNKlSwNIfD2U91vOUlCm1Zp6QvcpAgMDxTnLf7JTp0CBAiLSC1Cfe8JBYNu2bd9kx4+q1ai8ZpcuXULt2rUhSfFatD4+PirHbVxc3EfbV3ITHByM5cuXi/T/VKlSqSJKPjaRVnLmzBmhG9e7d+8UszcpJ778mk6nE4U3HR0dRUE9IHHWhFwFvmPHjslu48qVK8VGq7OzMzw9PYUkREL7ldd31qxZwmFbvHhxg5HOzLej1+vx7NkzeHh4wMXFJZE2eUBAgNCXtrOzE/UJvmUzKCAgQPRTISEhWLFiBbJnzy6eO6VDLqnoc1NHEev1eixatEjY7OHhgTlz5kCn04nn69KlS0JD1tvb26T2JkSv14uoeWXxvqlTp0KS4ouCyhl3Wq1W1LZRSrfIMjUpxaVLl0Tke7t27YTzRSkxokRuJwEBAUIyS940NFXWlbJPu3nzJhYtWoQ1a9bg33//TZQO/fz5c0yfPl1k7MmZN3JxNTkaXfkcyNHWv//+u8H06pIlS8LT0xNr1qxJlOmzc+dOlCtXDlZWVuI3Vq1aJT6bVE2D0NBQkZ2pdMgbi+/JOaq8foGBgfjjjz9gb28PjUYjAlISOjQSyvPI6HQ6PHr0CEePHhXn7ePjgw8fPiRL+9ZqtejZsyck6X/ZwcpN7ePHj4s5qDwWlCtXTrWBeeTIEaNE4Rri4cOHom1KUrymsozyuQkPDxcOL1NlQn8Oer0eJ0+exOXLl1WBO8r3gfi+Qw62kedyplwHVKxYUdjy66+/okuXLtixYwfCwsISOdHHjh0LKysrVKhQIVGB8JTmzZs3WLp0qSrTztvbWxRbTii9IT+rcta0HBSWUvauXbtWbFYr/Rc3b94UY7HsrHN2dlZpVBsLOUMlY8aMn5WhcufOHfTp0wcZMmSAjY0NSpcurRpzTMWlS5dEEVXZnqTOQS7IWqdOHeTNmxfbtm1D8eLFYWlpmaQ2uinYu3ev6N8sLCyQOXNmsbHyqTX06dOnRVaXMVA+X+vWrUOZMmVE23ZxcVHJGxoa5yIjI7F3716UK1cOY8aM+Wpb5GsTHh6Oe/fuYefOnVi6dCly5coFX1/fJD+jDO4JDg5Wybgq67CkJOw4NyPkHbhatWolclzIu6CSJKFly5a4dOmSWTlF9Xo9evTooVrotW/f3uBkQvlAPn/+HN27d0fr1q2NZa7Zcu/ePZQsWRKSFJ+COWbMGJQrVw6enp4GU9rkzsff318UZU24AWGuyEUpa9SogaVLl2LTpk1o0qSJ0GfLmzevSjIkJYqBfM9ajUlJFSRE+ay9evUK3bt3FwN8jRo1sGHDBqNJASS8VhEREdi3b59Kr79z587CnoQRsEqUE5LNmzfD2toaRYsW/Wq5ns+1++rVq6qiXLIdBw4cEIVsnJ2d0aFDBwQGBgp7Lly4IK59tmzZDD7P32rn/PnzkT59epFm3qZNG4OOcOU1PHjwINzc3LBo0aJkt4v5H7GxsXj37h3c3Nzw119/AfhfYSxlsTi5rUhSvL5xwnTEbyEqKgqHDh0SDnpJipc6UtoImG4jPini4uKwYMECVdr0L7/8grJly6JixYpi871QoUImqe2iJGE/JztkRo8eLeZE169fh4eHByTpf9lkyk02b29vtGrVSmRUGWPzYsuWLXB0dET27NmF4zNhG1BmAz1+/Fjcj169eqW4fR9DOU6MGTNGVaAtXbp0KFeuXCJn7ocPH3D27FmMHTsW6dOnR4YMGWBtbY0CBQpg+PDhKgmx58+fi+LsmzZtStIGf39/ZMyYEdbW1siRIwfGjh2bKFPg3r17aNGiBVxcXER73bZtm0rWRa/Xi7bw6NEj2Nvbw83NzSSZg9+jc1R5LadNmyYkkooWLYo5c+ao7klS84uEz++uXbvg4uICDw8P3L9/P9nsrF27NiwsLESGsPysHT16VKTDu7i4IHv27OLfrVq1Miu94h07dggdfjc3N0ybNg0PHjxAcHAwoqOjsWfPHjHOVK5c2dTmGmTRokVi49XZ2RkWFhbo1asX/vvvvyRlAKKjozFx4kTxXBQqVMjoUnd6vR5RUVHo2rUr2rdvr5J7kzf+WrVqBT8/Pzx//hwxMTF49OiRWCf6+PgYbf2iDDLZvXs3mjRpAnt7e0iShNq1a6ucwHFxcaL/CwsLE89vSq5rnz59ilKlSkGSJFVBzdjYWCF1N2zYMDx+/FhkIkuShEGDBgnHf0qjzFBJas6QMENFlm0NCwvDrFmzRNaxKTfbZMLDw+Ht7Q1Jis9Uk/tVQ+3R29tbaHDLRS6V18GUaLVanDlzBu3atROBf6VKlVLNHz72nL148SJF1q2GUNpy4sQJNG3aVIwvpUuXVgXUGbJbp9OpxsIv7UfksS46OhpNmzYVfZK8MVW4cGGcOnXK4OeV/o5OnTohW7ZsX/T73wI7zs2Iw4cPi8idpCInlTpPJUuWxM6dO1NUAP9zUT4wy5cvFxrJWbJkwcyZM1XpjYakF7RarVku1k1BRESE0C9zdHSEq6srsmbNKjINPhbtIjsgk6qcbm6cOXMGVlZWKFGihKoNBQcHY8mSJUJ/2dXVFSNGjBBtPbmj2b6ndOSEyNdiyZIlWLJkyUcLWCmvseyMkSf8U6dOVQ3yKW3vihUrsHv3bvHa5cuX0bt3b6E7++uvv6oifgwNynKE1pMnT8TkWk7xSgnWrVsnJp9JOU+2bNmCypUriwWMi4sLSpQogbJly4pzy5gxY4qneZ48eRL58uWDpaUl0qZNi1GjRqkiaAxJH3GkecoSEhKC1q1bY+HChUidOjXmz58PwHA64sKFC0UEbJEiRbBs2bJkkwvQ6XS4efOm0OeXpHitRbmfNddx+OTJk2jXrh3SpEmjchLY29ujS5cuJitiqkS+n5s3bxYR5nq9XuXw2r9/P5ycnFC7dm3VBqFcIKtMmTIoWbIkAKR43yz/9rNnz1ClShXRFgy1gfDwcCxbtkxkCylrO5iq3cjnIC+qLS0tkS9fPnh4eIhiipIkYc6cOUl+Pjg4GHfv3oW/vz9CQ0NV43pcXJxwlnxKLuDWrVuoWbMmrK2tkSZNGrRv3z6RQ+3Dhw8YMWKEkCorVaqUwVRjWconJTKUPpfv0TmqHNf8/PyEU9/d3R0DBw40KAWYFMHBwaJA3aBBgz7rMx9Dr9cjLCxM2PTnn38CiB8fli1bJvq2zp074/z583j06BFGjRol1lXPnz83m2xcnU6HdevWiYAfSYrPoHF3dxeFV2XnmKk3NA0hF222srKCu7u7kPmRHTiLFy9GYGCgOD5h25KdPcePHzeF+QDix42HDx/ir7/+QufOnWFlZaWqT1G6dGk0aNAA//33H8aMGQMrKyukTZsWW7ZsMVqGkHJsuHTpEnr37i36wJIlS2LHjh2Jzqlx48aQpPhaSDIpYe+///4LjUaDzp07q15v27YtJCm+IKzMrl27kC1bNnFt69Wrp8pWTgm+JkOlbNmyqgyVjRs3YtSoUSlqpyGU+usyJ06cEPPbrFmzJirmLo/BO3bsgCTFF6SUz7dGjRqwsLBIkTpRX4LyfG7fvo2xY8cKCbg8efKoJEjNaU6ttPvhw4fo168fsmbNCgsLC5QtW1aVTWHIb2fo31/y23KxT1dXV6RNm1YoEGg0GrRs2RInT540qH+vnKMZczOZHedmxvLly2FpaYl06dIJx5IyRfbUqVNioEmbNi3mzp1r0hQxZRFCmXPnzokFVZo0aTBkyJCPLmbNZQJoTuj1evj6+sLNzU1Mfho0aGBQ415uI7IMRFIOGXND3j2XndNarVY1uO7btw9NmjSBra0tLC0t0bx5c1XUXXK2m+8pHTkhyiiE8ePHf1RvTB64Hz58iCxZsiB9+vSwtraGJKV88Vj5fp06dUrYq3QoPHnyBDNmzBDX393dXSXB8ynplgoVKsDOzi7ZHefy7+7evVs4xLt27YpDhw4lacfZs2cxZMgQoYOp/OvUqZPqcynJy5cvRfV2V1dXdOvWTVVQJ2HfwP1wyiM7wSpVqgR7e3uhw/0xGZ0TJ04IB4SlpSWmTp2arP36y5cvMXXqVLFp7+npaTaFlwwRERGBW7duYdq0aZg9ezbWrl2LGzdumMV4Jz9HJ0+ehCRJsLa2TrKw++TJkyFJ8anqsrNcHmOCgoLg6uoqNLCN+WweO3ZM6G4uXboUQOK+d+TIkSIys3379mJeYuqF4a1bt0TmwapVqxASEoKgoCDs3LkTzZs3F/1w27ZtVeP6xzRWz507h3r16okN3c85x3fv3qFHjx6iAJe3t7cqilFm3bp1IpoxY8aMqFy5MlavXo2jR49i9erVQsO6ePHiYo5nimv8vTlHk1qXXL9+HY0aNYJGo4G9vT1atGhhcAxXIn+H7FwdOnRostk5d+5c8Rw1aNAApUuXhq2tLRwdHRPJEFy+fBmOjo5wcHBIVk3Z5OK///5Dz549RSaF/Ofi4oLRo0cn2QeaA3v27BG2rlixQmQTHjhwQNQYc3FxwfDhw0URYUDdXvz9/UUghbHGoKioKFy/ft2gs/7+/fuYP38+unXrBnt7exG4IUnxhU3lf5vKkQrEb9ROnTpV9IGyg7x79+5o27atKGZepkwZERSUUv3f8uXLYWNjo4pqX7Nmjbj/ys1rrVYr5nKyxGFCWa+U4GszVMwhwNIQ27dvV93/iRMn4r///sOHDx8QGBiIvXv3ivnI9u3bAcT7O6pWrQpJkjBlyhQTn4G6TcoSpLIG+OdIkBoT5e/HxcWJ/ioyMhJz5sxRFdaeMGGCyueU3H2bXBvH3d0dFy9exMOHDxESEoJevXqJ9uDl5YWtW7caDAqUz8eYc392nJsJcof78uVLIV/RuHFj8b5Sfzg0NFSkuEhSfLrVx3TPjUHCAePNmzcqDbjmzZvjyJEjiXQymY8jR45aWVnByckJQ4YMURVd1Wq1ouOIjIwUWs+GUonNgXPnzqF79+74999/4eHhgcuXL6veV3aAV69eRd++fYX2apkyZVIkovh7TEeW0ev1aNSokbC9devW8Pf3/+gAHR4eDk9PT3To0AG1a9dWRVOkJOHh4UKPUY6yUvL27VtRNFiS4uVklBpqhs5JlrnKnDmzKjLoW5F/786dO2KCPH369CSPSXgeISEhWLt2LVavXo1NmzaZxBkZExODQYMGwcbGBlZWVqhbty78/PzMSubrZ2LRokUoUKCASOfMlCmTKvtA2fcp/185L0gYlZMchIeHY9u2bWLDW5IkBAYGmoUj+nskLCxMZEwZyv7au3cvrKyskD9//kSOMPlef4t+5OdgKHKoT58+YoMnqUV3dHQ0Bg4ciDVr1gjZC1NuvCkzmZRji1K/+smTJxg7dqwoulq4cOFPasT++++/yJ07t4ikNlS3JylkaaFcuXLBwsIChQoVwty5cxNFRp07dw7VqlUTG9iSJAkJg1y5cqFTp06iQLCp++3vzTma8J6+e/cOAwcOFJsrFStWxOrVq0V9gY8h1zBRSlp9K2/evEG3bt1Elq4kxRc/Xrp0qVgryYW6b968CScnJ1SoUMFs++aYmBg8fPgQy5Ytw6pVq3Dw4MEvemaMzcuXL0UmhbIuDQAxp1ZGFrdp0wbHjh1T6eSbKgBhxIgRyJkzJwoVKiSC7BLWVJC5ffs21q5di27dusHV1VVEyOfNmzdFHXkfPnzA6dOnsXbtWsycORNHjhxJVOw8MjIS69evF0EecoBApkyZ0LZtW8ybN0+seVPS1tu3b2PRokViLH7x4gW8vLwgSRLWr18vfl++3yNGjEDevHnx77//In/+/CmabZAcGSqmcti+f/8e58+fx/Dhw9GpUyfMnj1bVVMnNDQUO3bsUN3/HDlyIFu2bMiWLZvY4Onbt6/qe6tWrQpHR8dvrm/2JRh61hO+/uHDh6+WIDUWhqK4d+7cCW9vb1hbW8PFxQWdOnXCtWvXxPvJ0b/J5y7LUSqlYWQ2bdokgoQ9PDwwa9Ys1TzZlNePHedmyL59+8TCeuzYsaoGrpw4y1GykiQZPcrj9evX2LdvH3r06IGmTZuiS5cumD59Op4/f67SapowYYIohFS2bFmsW7dOFKtjPg9l5KiLiws6duyIgwcPJjpOTnmpUaOGCaz8PGJiYoSuq6yNKhcUUw7sCYs8zZgxQ+yE2tnZYfPmzclu2/eejjxr1izRH5QtWxa7d+9OMn1Jp9MhOjoamTNnxuTJk1V6qimxMFfeyzt37sDBwQG1atUyeLxWq8WJEydUVeybNGmSSCtW5vXr16LYkJ+fX7LbrdPphBOsT58+4n3ltY+MjMStW7cQEBBgltEdmzdvFpOQEiVKwNfX12D2CpOynD59GlWrVkXq1Kmh0WjQtGlTVebKx6LPU3LzRavV4ty5c/Dy8kpxh+2Pjlz4qk6dOgaPefz4sdDhTpcuHRYuXIjx48ejSZMmkKT4NN+U6kuUc0plPydz+fJlEbE2aNAgREdHJ1lE0dSLv4SLuDlz5sDOzk7Uj0joLHj37h3WrFkj5iDW1tYiii2p4wFg9uzZmDJlyldrzB8/fhxly5aFRqNBxowZMWDAAFXwAxCfYdClSxfhQM2ePTvGjh2rWiiaOlJNxhydo/K1efXqVZLrkmfPnqnWJYsXLxZtIHfu3JgwYcJHz0GONvfw8Ej2ZzIyMhInT57E+PHjsWTJElXtE+Vz2rRpU0hSyhZATylM3U8YYty4cZAkCS1atFC9LjsdixQpgrCwMIwdO1bMRStUqICNGzeaVNZu4MCBIlJzyZIlH13/J7z2169fh5+fHzp16pRkAdRvRX4WT548iQYNGqjkYlxcXFCyZEmsXr060eeOHj0KHx8fODk5wdLSEtWrV1cFFaT02gT43yYVEB8NnzVrVuTKlQtPnz5NlHk8bNgwSJKEkJAQo8lEfG8ZKjExMWjdurXYqFFujLRu3VoU2I6KisKVK1cwceJEODg4iCAlSZJQoEAB9OvXT/W9W7ZsgSTFZ0cmHEtTCuX4e/nyZQwZMgT169dHzZo1MXDgQJE5L2NIglSZtWJMuwMDA7F161Y0btwYTZo0QY0aNbBkyRKcOHEikRPd398f7du3h7OzM2xsbFCjRo1kCViUn52IiAhERkaiRYsWqFKlCoD/zeWU1/natWti7Z06dWr069fP6HUkkoId52bK5MmTRQVkeUInNyzlALJu3Trs3bvXqLbFxMSgZs2aIrVb+ffLL7/gr7/+Ukmz+Pn5IXv27JCkeB2rqVOn4t69e0a1+XtHjhyVZUuyZcuGFi1aYNmyZRg2bJjQ5CtYsKBJpXs+RVBQEEaPHi3kOCwsLNCzZ0/xvqHF4YcPH7B161aULVsWLi4uBp2o38L3mo6sjH45duyYcHhkyJABvr6+qmslH7tp0yZIkmRQKiK5UH7v48ePceTIEdVmyccmwwEBARgxYoQ4n9y5c+PEiRNJHnvgwAGsWLEiWe2VWbJkiVhEycjRYO/fv8fGjRtRvnx52NnZIX/+/GjdurVRCvl9Kbdu3RLyMdmyZcOwYcNSZOHEJI3yOX3x4gU6d+4MBwcHaDQa1KhRA9u2bTOYkWWsSFO9Xp8ifeuPjrLfCAkJwf79+yFJ/6u3kPD+ycdfunQJZcqUUc2hLCws4OLikigTK7l49uwZ+vbti6lTp+Lhw4cGHYFLliyBvb09ihYtKhanSemUmgNDhgxB+/btMXz4cOTJk+ejTq3o6GgcO3ZMFeE2ZMiQRMcpnfLKZ/drePbsGZo0aYJUqVLBwcEBTZs2TbLw1bRp05AjRw5IUrzm76xZs/D8+XPxvrlddyXGti3hRk50dPQn1yXK8e7o0aMiotTV1RU9evQwKL134sQJeHp6Gk2aL2F/MXXqVOEo5Q3v5OH9+/fw8vJC5syZVc63vXv3ik015f2W9aUlSULOnDk/udmSUsg1HBwcHET9DODTz58xnk+53d69e1fUlShcuDA6dOiA1q1bo0yZMqJ+lCxfoexnAwICMGzYMFGvqGDBgqogqeSM5n/9+jVWrVplMNhGllpTbpbJ87PY2Fh4enoib968ePXqldH6vu8tQ0UO5vPw8EDv3r0xY8YMjBw5UmRUZcmSJVG9p0ePHuHAgQNYv349/Pz8EBgYqBp/b968KTKeUrJYrBLltRs/frzQ4VZuCmk0GpUvQ+bx48cqCVInJyejRcnLY2NERAR+++03lVyT/Fe4cGH07NkTDx48UH02ODgYY8aMQY4cOWBjY4NMmTKpggy+hWrVqmHAgAHw8vJC6dKlERMTkyjbVn7WIyIi0KFDB2Fv06ZNsXv3btUml7Fhx7mJUA4ASWn0XL16VUQjNW7cOFEjMWVarCzBkjNnTjRu3Bg9evRA27ZtRbqQk5MT2rdvr1oY3L17V1VwpW/fvgZTRRjDbN68GZkyZRIZCZIkwcbGBiVKlMDIkSMREBBgahM/SWhoqHA2yueglD1J6DxXPhfHjh0TGoQpxfeejhwcHIxKlSoJu3v06IFjx46JidV///0nCrIklbmQnCiLlxYqVAhz5syBtbW1mPB8Srf85cuXWLp0KQoXLgxJkrBy5coUsVO5kZcw3XXIkCGQpP/VDZAncXFxcWjVqpWIjpCfSRsbG3To0AHv3783O0dHWFgYWrVqJWQB5HNiUga9Xo/r16+LZ0+n06nSO6dPny4WiUWKFMGcOXNUBQLNrf0wSSPfp+XLl8PLywuzZ8+GhYUF/v77bwAfL24cEBCA3r17w9PTE3ny5MGgQYNw9OjRFLNVKT1gb2+P+vXro1evXvD391f1g48fPxaFkBs0aCCiw8yNc+fOCUdXjhw5kDZtWjFGf0y7/Pbt2yotzX/++SfJ45KLqKgojBw5EhkyZIBGo0H58uWFBICSXbt2oUSJEpCkeN3z/v37qwJRfuY+4e3bt6proby/htYl8jxOXpconaFPnjxB+/bthYZu06ZNDS7IIyIiUu7EDPD69WssWLBARGmasvjkj0ZQUBDc3d1RqVIlkY3w8uVLkYmwcOFCAP+rvfT3339DkiQxXkuSpHJcG4OAgADRnmW5C3OpTaOMGJUlRTp37qzSJpalGTJmzKjKrFD2aXKbl/vADBkyYMKECcIpnxznq9Vq4ePjA0mSYGtri3379iU65tGjR8LBm1CesV27dpAkCe3atftmW76U7yVDZd68eZAkCenTp8edO3cS1biSN1Ak6X+1VD5GeHg4zp8/L55PZfZvSiPbLm9aWVlZoX///ti6dSv+/vtvtG3bVjjRN2zYkOjzb9++xZYtW0SBcWNI6SqfKTmLMV++fOjcuTOGDRuG7t27I3Xq1LCwsIC1tTUqV66cKDBNp9Nh9erVyJcvH1xdXZMlYHDlypXCn+Lq6ooCBQqIjamPZdvOmjVLrLWLFy9u0owfdpybgBcvXmDKlCnYsmVLoggzZUP5999/4ezsDAcHB/GgmTpdU45UzZ49u2q3PS4uDs+fP0fDhg1FZ9i2bVuVE0Cr1YqBU6lxxXwZN2/eRPHixUWK1uDBg3Hu3DlTm/VJlJ1iTEwMjh49qpLjaNGiheiY9Xq9Qb1fY/C9piMrJ6l9+/ZVRc6XKlUK1apVExHcCTXjUsreN2/eIHPmzGLCLEkSBgwYII771L2NiIjAtm3bVAVWkpPevXvjl19+UfVJyvYnFwEaOHCgeP/69etiMpI1a1ZMnjwZe/bsERPq9OnTm+0mlk6nw7hx41C8eHGTjyc/Or6+vsiRIwfc3d1x//598bryuvv5+YmFpru7OwYOHKiKjPyZHWXfA/K9DAkJERN7OWp42rRp4rhP3cc3b94YxTm9cOFC9OvXT0Tbyprfzs7OKFCgANq1a4edO3fi4cOHuHz5MlxdXZExY0YcPnwYgPk4amTu3LmDgQMHimsuSeqCdx/r44KDgzF+/Hh069bNGKZCr9dj8+bNQnbOw8MDEyZMSCRfGBAQgCZNmsDS0hJ2dnZo0aIF9u/fbxQbzZly5crB29sbBw4cUD1P8rokW7ZsqnlabGwsnj9/jgYNGoi20a5dO1VWTWxsLMaPH49UqVKJonvm0OeePn0aDRs2hKWlJRwdHbFmzRpTm/TDcePGDVXG9owZMyBJkkpiS+7vXrx4gQwZMmDOnDn4/fffje6QlDfaJUlChw4dPut4UyDL31SoUEH1uhzJL0kSzpw5A+B/QSgJMyxiY2Ph5+eHevXqwcrKCnZ2dvDx8Umkj/61dOrUCZIkoWjRoti+fbvK+axk8ODBwuY6deqge/fuIlPJzc0tWespfQvmlqFy9epVIQ2p1K+OiooSAaEdOnRAs2bNxPXt0qWLOC5hUGVsbCwmT54sNv3btGljtHORn//Lly8L5/iOHTtUx1SpUgWSFF9fzBBarRYHDx5M0rGekqxfvx6SFC9r8+LFC9V7Fy9ehI+PD9KlSweNRoPq1avj4sWLwl6ZQ4cOCZ3zb10z6nQ6+Pr6In369OJ69u7d+5PFPwHg4MGDcHNzw6JFi77Jhm+FHecmQC50aGlpiVy5cmH06NFYvXo1oqOjVYuSd+/eoU2bNpCk+CI2So0+UyE74+RFlDL6Umb06NGiM+zevTsA9SAupyCbw+T0e+X9+/do2bKl2LWdNWuWqU0ySGBgoEFH0I0bNzB8+HARRVG0aFGcPXtWvG9ujj1TtdkvSUdWFvLYuHEjsmXLJiInZAdJs2bNxDEp4QiR7Y2KisKyZcuwY8cOoQ8vR5Fs2rTps++v8ronZ5u4evWqyJQpUqQI5s6dm2j3e9GiRZAkCfnz58eff/6JESNGiEjM/Pnzq9r2s2fPxMRQXoSbK+aoxf4jIbcbR0dHdOjQIZE2n/K5u3HjBho1agSNRgN7e3u0atUqkWYiY34o++Xt27dj9erVIjtGdqAnFc2mxBRjirzQ3r9/P5YuXYqaNWsia9asYj5hb28PjUYDLy8vuLq6QpLi62YYcjCYGjlKUa51IUnxhVXlxd/HxjilPq2xJJGuXr2KqlWrwsrKCq6urujcuXMi7dPw8HAMHToULi4u0Gg0yJMnz3cRIJFSyNIJGo0G5cqVw4oVK4RT6EvXJfJGifLZkze6zWFdotPpMGzYMDg7O6NcuXLsNE8BkrrPcmCX7JjR6XSiDT148CDJLD1jrlE6duwISUpa5sQQxpJe0+v1CA8PR40aNWBraysccED8tZMj9RcsWABAXWjzyJEjuH37tvgemQsXLqBbt27CZzJx4sRvtvOvv/4SQTyfKg795s0b9OnTR2Toyn9ubm44dOjQN9uS3JhDhkpcXJzYPBk2bJjqvcaNG0OSJDRs2BBA/Ly3Ro0a4rqWKlVKJU2mZO3atahfvz4mT55s9HlITEyMyGhSZscD/6s3UKBAAdGG5IDYzyk6nVLIz1H//v0hSZKIJpdlUeT33759i7Fjx4qaS8p7lpJBEidPnkS+fPlgYWGBzJkzY/z48Xjy5Eki+xPaYcpIcxl2nBsZrVaLgQMHolatWsLBIqf458+fHwMHDsTKlStFuuD9+/dFlGaXLl1Mki4IxDtqg4OD0bZtWxQqVCiRJhGgnkBMnz4dGo0GadKkEelsCXcRzWGC+j3zvUSOpkqVCjY2NiotOWVHGBgYiAULFggd8TRp0mD58uXifWMtZs0V5XPyuenISpmkx48fY8mSJRg1ahR69uyJvXv3ik24lGg3SaWITZgwAS9fvkTnzp3FJKlKlSrYtWuXSR24er0eK1euRIUKFQwWb7tx4wbq16+fSB+uffv2YhNQq9UiLi4O4eHhKFy4MDJlysT64T8xBw4cEO1k48aNibJnkirIGBYWhsGDByNNmjSwsLBA/vz5cfXqVaPbznweynsqR7QuWLAAAQEBqFevHiQpXgOzYcOGOH78uNlL0127dg3Hjx9H+/bt4e3trdLvlKR4KZTZs2cDMK8NbWXRNj8/PzRq1AjW1tawsbFBu3btVBHI5hQt/+bNG3Tu3BnOzs6ws7NDrVq1hFyM8vquXr0aLi4uKFWqlKlMNRsuXLiA/Pnzi2j9P//8E0FBQWjTpg0KFy4sZDWUJLUucXFxEesSQ/UHTI1Op8PRo0fNThrwe0YuSpcQnU4HrVYr5EEmT56c6JiRI0dCkiSsWrUKgHHbSVxcHGJiYlC6dGlIkoQlS5YA+PTa6PDhw6hTpw5OnjxpDDPx6tUruLq6wtPTUzjBdDqdCJrp2LGjOFbui2/duoX06dPDx8cnScmGp0+fYsSIEahbt+4323f27FkxnslyaMpxWafT4dChQ1i3bh3Wrl2LyMhIREdHY+fOnahbty4aNmyIiRMnGq3WwZdgLhkqMTExqFWrFtKmTatyhM6ZM0eoFchKBDqdTgSYWFlZiXtjqJbV69evjVaIVUlERAR++eUXeHh4qORK1qxZI2yX61op29OECROELrix5h5yn/D69Wu8e/cOgwYNQq5cuRAVFZWov1DaJBe7lSTJaEE7L1++FBkcrq6u6Natm0rzPmEfay7zN3acm4hXr17h2bNnmDx5Mpo2bYqsWbOKXUI5+rFz587YsWMHpk2bhlSpUiF37twqfT9jUqlSJXTq1Ane3t5wd3c3mKKk0+mg1+tx7949eHp6QpIkzJ0718jW/lyYc+Too0ePxAaRJEmYNGmS2I1Vdorh4eHYuXOnavd5wIABP73TXMmXpiMrZZKSIqUn/tu2bRNSJsp+a/78+SKCo2jRoli6dKlJdJ2Vv3PixAlV8bYmTZqoFhuXL1/GjBkzxOR569atqmgCuZ1u3LhRRGd+6vozPyZBQUFis3vOnDkAErfpt2/fIiQkBE+fPk30+RUrVsDR0RG1a9c2ir3MtyH3yxkzZlRl+4wYMUI4n728vLB161aD6aimJCkn+Pv373Hz5k1MmDABHTt2hJubGyQpvmClqYsTKgtHySj/LUcpypHyFStWVGnGm8viC4gfN2bNmiV0WwcPHizeU9p59uxZs4i0Mgdev36NOnXqiECBfv36oWrVqp9cl+h0Ol6X/MTs378fnTt3xrhx4wxKfgwfPhySJKF69eq4e/eucIJt2bJFRBrLkdGmQA5E+ZS2ttynyzWFVq9ebQTr4muZubi4IG/evGJOLBdV/eWXX1T2yXMiOcigZcuWBr83PDz8m2XMtFqtsEWOGlaOJcePH0eXLl3EGsrGxgbly5dX1dT61iLRKYU5Zai8f/8e/fr1Q9euXYUE2bVr1+Du7q5yysrXUqvVwsPDA40aNRK1uRLWDjDFmlBJQEAAJCleW1ue/1y6dEnUxpCLfSrnUocOHYKFhQWaNm1qkjlH/vz5Ub58eXh7eyNTpkwGo/Rl22JiYsT1TylZ1KSIiYnBoEGDYGNjAysrK9StWxd+fn5m7fthx7kZ8PbtWwQFBWHy5Mno0KGDqmKyLGsg61COGzfO6Pb5+flBkuKLaKRJkwZubm7w9/f/5Ofatm0LSZLQq1evlDeSMVuCg4NVkcatWrUS6VgJJTjOnz+PLl26wM7OTjggIyIizCYKyJR8bTqyEmMM4PK9GjRoECRJEimNynoOx48fFxkG6dKlw6hRo0yyIFG2q7t376Jv375igle+fHkRXQT8L5IgYfEw+frfvn1byL5s3rzZCNYz5oicutm0aVPxmvysBgYGYsOGDShWrBgyZcqEihUrYvz48YkWZOfPnzf7COWfHbnv6NatmyqCTdnPbd68WWh9enh4YNasWarNEnMb1xIWRpbtu3btmtAX7d69O2JiYoy+GEzqWskyBAnfe/r0KSZNmoQ8efJAkiTkypULixcvFu+bU8Q8AOzZswdNmjRJdN3NrX2YC7GxsRg9ejRsbW1hZWXF6xLmoxw4cEDU2alRo0YiWSSZkydPiszCvHnzolWrVqhRo4YIaJP7EFM9l8uWLRNz5q1btyY5R5D7tpiYGOTJkwd2dnZGq48QGRmJkiVLwsbGBrdu3RKbyvb29iLYJ6FDTJajlSVcEpKc17p27dqwsLAQMorytTp69Kio/eTi4oLs2bOLf7dq1cqsg9NkzClDJSQkRJW1u3z5ctja2qJVq1YA1ONbSEgIMmXKhEaNGuHy5csi2tyYY7RSziip9vbgwQOkSpUKhQoVAhDvsytSpEiScjSy3cuXLxeScYa+N6XYvn07bG1tYW1tDScnJ6RJk0b4DZK6rrJtrVq1giTF1yc0Nsq5cokSJeDr62vyIA1DsOPczIiJiUFISAhmzpyJXr16wcnJCba2tpAkCWXKlDGZXX5+fsiePbuYQJQvX161a5+w8CPwPz22v/76K9ExzM+FHFklO3WLFSsmCsQA6rZx//59TJ48GZaWlujataspzDUL5AmmUibpa9ORTWFv69atUaxYMVV0SUKJHjlK3sLCAu3atcPJkyeNvtOs/L3o6GiMHj1aZEkULFgQ48aNU6XnyecgX3OdTodHjx4hb968kCQJPXv2NKr9jHmg1+sRFRWFOnXqwM7OTqUpCMRLM9SqVSuRXqarqytmzpwJvV7PzvLvALm/iIiIQEREBBo2bIhy5coBSOx4BuKdzuXKlYMkSUidOjX69euXSO/enJH77q1bt8LBwQFFixY1+oJG7msjIyPx999/o3HjxihZsiRy5syJNm3aYNasWYk2XsPDw7F27VoRReXk5IQhQ4aYbeS23K7MOdLK3PDz81Np8/O6hEnI3bt3hRN03LhxKvkIGWUbOHPmDHLnzq0ao52cnL6ooH1yI/d/d+7cEXIyVatWxfHjx1UbtUq6du0KSZLQuHFjo9mp0+lEVLenp6cIgPr3338B/K9vk89n+/btkKT4WiBKR2tyo9frERYWJoqw//nnnwDiHbzLli0TAS+dO3fG+fPn8ejRI4waNQqSJCFLliwGdbeZz0NuE3369AEQ3w7kNvD8+XOROaTEWM/YnDlz0LRpU4P+CCC+DkqZMmVgZWWFf/75RxSXrVatmjhGWQ8hNjYWuXPnTiRRayzevHmDpUuXqmq+eHt7C6lnpVwk8L+xsXfv3pAkCePHjwdg/Oy8W7duoWjRoiKzftiwYWYpecqOczMhqQUXEJ/2vXjxYgwZMsTkqf93795F6dKlYWtrC3t7e3Tp0kWVmizr/ALxC5zs2bNDkiQubMMI9u3bJ5ySDg4OWLFihXhP2fZDQkK4ON7/U6lSJXTs2PGzZJLMIR25UqVK6NChA6pUqYKcOXMmmSKmdPTL2pHyYmDdunVGK6oi26HVajF//nw0atRIFDGS/9zd3dGpUyeV3Iyyn1uwYIGIPlBGGTM/H+/fvxeyaxs2bAAQP0m9du0aKlSoAEmSULhwYYwfPx5LlixB+fLlIUkSKleubFYSEsynqVatGvr3748yZcqgcOHCiaLSlGngERER6NChg+hTmjZtit27dyfKXjFnHj16hBw5chh9Tqd8Ljp27JhkYWxHR0cUKFBAPHNKDh8+jJYtW8LZ2RmSJKFDhw7sLP2B4HUJYwidTodixYolmWHwsfE2LCwMw4cPR69evdCnTx9VIUhjRcI+e/YMN27cSGSn7GyWAzuWLFmi2oh9+vQpxo4dKxz+SW0UfCuyTS9evMDevXtx+/Zt4RR/9uyZ0GKXJAnNmjUTn1MGBly/fl04rNetWwcg5Z2lc+fOhSRJcHZ2RoMGDUS/4ejoiP79+6uOvXz5MhwdHeHg4JCkpB7z+YwYMcLg+qhFixaQJAnTp083ul2yBIskSahduza2b99uUI5nzJgxIshLXhfK7TlhzT+5yHD9+vWNcRoqlEFqu3fvRpMmTWBvby/OUZmREBcXJ84hLCxMrH3l59EUhIWFoVWrVrC2toYkJS7GbA6w49wMSSo601xSSyMiIuDj4wMrKyvY29ujSZMm2Lp1a6Lj5M6wRo0a4jVerPw8fOxe3717F7Vq1RIDVv/+/UWxSm4jar43mSSlvY6OjsiQIQPu3buX5LHKPm3z5s0ilTZXrlyqCO+UQtnW5AiCdOnSoXfv3vjzzz8xatQouLu7w9LSEra2tqhZsyb27t0rPiMX57WysoKTkxM6duxotqlljPFo166dmKSuWbMGw4YNEwXtypYtixcvXohjd+/eDY1GAwcHBzx48MCEVjNfwsqVKyFJ8YWsnZ2d4enpKfQ8P5YNNGvWLKROnVroZZpr9LMSZXRS48aNYWlpaZKFlSyB5O7ujpEjR2Lx4sVYuXIlKlWqhCxZsghdWjmaUMmtW7fQt29fpE+fHufPnze67UzKwusSJilk6UI5Iwj4n5RWVFQU7ty5g65du+L3339H7969RR9uCGNtbu/duxfVqlVD2bJlsW7dOsTGxqp++/Dhw0I6y97eHvnz50fdunXRuHFjsblpa2urmq8mF7KD/MGDB6hfvz4kKb6OhJzpERcXh3nz5ok+uVChQujatSv8/f3x8OFD3Lt3D7NnzxYBBr179xbfndLP4ps3b9CtWzeVHG6xYsWwdOlSVbsAgJs3b8LJyQkVKlRAYGAg9xPfwL///iuut4+PDx48eIBTp06JMT1XrlxiLmTM66zX6zFhwgSxmVq0aFHMmTNHJd0iP3ehoaFo1KiROI8OHTok+r64uDjMmDFDBAYqa5EZE+Wc89KlS+jdu7eQQSlZsiR27NihOj42NhaNGzeGJEmqIrymavPy2rp48eJm4/tUwo5zM8ccO2u9Xg9fX18RwZMuXTp4eXlh2rRp+OOPP0QUXbFixYQDzBwbP5P8PHv2TPz/x+7527dvhTasJEn47bffRFVqRs33JpMk2ytXSa9Zs6Yq6kVpi3IxcPXqVeTPn9/oOpKyhFD27NkTRZY8fvwYAwcORJYsWWBhYYHixYvD19dXTLJfvnyJwYMHY9OmTarJFvPzIbflPXv2oHDhwuJ5lSO/unXrJp7bDx8+AIhv82nSpEG5cuXE5iFj/uh0Ovj6+iJ9+vQiAqlNmzYGHeHKsfDgwYNwc3PDokWLjGXuNyH3w4cPHxaOGmNJzci/vXPnTrEYvXr1quqYiIgIrF69GtWqVYNGo4GTkxOmT5+uSgcH4rM35bRfzu748dDpdJg/fz6vSxgA8WuM3377Dba2tjh16hQAdcTziBEjRJ0djUYDSZJQoEABk2tEnzt3ThQXr1+/vpB8k5H7xKdPn6Jhw4awsrJSzTUkSUK9evVEwcLkRH5eoqOjhfxY/fr1EzniAGDx4sXInj27GB/lTc/06dNDkiTY2dmptJSN9SxGRkbi5MmTIutPmRGrbB9NmzZN5Nhnvg6dToeRI0eKDAMHBwdRS0CSJBw/fhyAcftj5RzAz89PyPi4u7tj4MCBKokQ+djdu3ejYsWKsLKygrW1NTw9PTFv3jwsWLAAs2fPRu3atcU57d6922jn8imePXuGqVOnigAe2UHevXt3tG3bVmSolylTRhSwN4ex0VxrC7DjnPlqTp06hdy5cwsHmSTFa3hWqFAB06ZNE5qT5vAAMinPqlWrYGFhoSqo+LF7f+3aNRQsWFBMrLJnz46///7bCJZ+f3xv6ciyvdbW1nB0dESvXr1UExGlU1wpaaBMkzOG4/zBgwciQkdOx01YdDUuLg4LFiwQO/a5c+fGoEGDVJsX7Ij5eUmqne7cuRN9+vTBL7/8gmrVqmHfvn1igabT6cRn5Ii4tm3bGtQqZcyXkydPIl++fLC0tETatGkxatQoVZSRoU3C7yHSXElUVJTQnpw9e7ZRfzsiIkJEei1duhRA0nrgR48eRfXq1SFJEkqVKpVkAXLmx8fQuuTXX3/FtGnThGOU1yU/NiEhIUiTJg1Sp04tsjT1ej3evn0rMgxdXFxQuXJldOzYUcyZGzdubLI+IyQkRGReDhkyRCXlZWiO+e+//2LFihXo2rUrpk+fju3btyM8PDzZbVNek9atWwuJuYQ2Ku08deoU2rdvj5IlS4pn0draGiVKlMCqVavMxkmXsK7E1KlThROVs0iTh/DwcEybNg2lSpUS2WG//fabStLQ2Cjb6o0bN9CwYUNoNBrY29ujRYsWKokmmaNHj6JBgwZicyvhX5EiRVQ+EGPw4cMHnD59GmvXrsXMmTNx5MgR1foUiPcLrF+/HtWqVRO2WlpaIlOmTGjbti3mzZsn6gyY+nk0d9hxznwTL1++RLVq1ZAqVSrY2tqiV69eOHnypHifH8Cfg/DwcHh7ewsNsEGDBon3PtYGevbsCTc3N7Eob9OmjTHM/S753tKRZXstLS1hb2+Pli1bqiYiCW0yhfPZ398fLi4u8PDwQFBQUKK2qrRpwYIFYsLh4uKC1q1b49ixY8Y2mflO0Gq1iI6OFotYub3LbezAgQOiPf33338ms5P5NuQ5kCTFF3rt1q0bLly4IN43h34uObh79y6GDh2aor+R1LUJDw9HkSJF4ODgIK6r8jjl9T1x4oTQQJc1a7/X6818Pcp1ib29PXr37o0jR46Y2izGiLx69UpEWE6ZMgUAsG3bNjRp0kTM4Q4dOoSIiAjExsZi7ty5sLCwQO7cuREWFmaSOXOdOnUSrYMS9nWvX782Wg2gpNi4caPI6AgJCQGQuI9VXruwsDC8fv0a+/fvx4EDB3DhwgWV/ea0sfn69Wsxz7e0tBSR0EzyIBdpPXToEC5evKiSRjJVO1BK0YWFhWHw4MEiMr5ixYpYvXp1ouft6dOnWLlyJTp06IDMmTMjR44cqFSpEsaNG4eAgACj2C2vI06ePIkGDRqoMjtcXFxQsmRJrF69OtHnjh49Ch8fHzg5OcHS0hLVq1dXrT+4OPmnYcc5883ExMRg4MCBsLa2hrW1NWrWrIl//vlHlfbE/Njo9XqcOHECXbp0EZE+tWrVUkl0JKXZP3LkSBQsWBB37tzBsGHDjG7398b3lo6c0F55IpISETFfg+y8zJAhQ6Idehllu61duzZsbW1FdFKzZs3YMfOTcv/+fWzduhUjRozAvHnz8N9//6kWAh/bhJE3bCRJwqxZs4xlMpNCxMTEYNCgQbCxsYGVlRXq1q0LPz+/H2YRkpJjyKtXr1RyBAn703v37iFNmjSwtbU1uFGpXHTLRbwaNmyYMgYz3wXyukQujDZx4kRTm8QYmcmTJwtnkizLYmlpicqVKyeSh9i7dy8kSULp0qVNYuvq1atF5q0s5SZHc8fExGD//v2oVasWcubMCTc3N8ybN0/MN4yx1tbr9dBqtaLI9bJlywB83NH2sbmxOTnMAeD06dNo2LAhLC0t4ejoyMWDfzKUbXXZsmXw8PAQGcYTJkwwqFceHByMd+/eiWfWGMjP3N27d0Xke+HChdGhQwe0bt0aZcqUEfJN8+bNA6A+v4CAAAwbNkwUAy1YsCA2b94s3uc17cdhxzmTbGzevFnIGZQoUQK+vr6c5vQTsG3bNtGRBwQEYNy4cXB3d4ckSfD09MSBAwfEsfJx8mS1W7duSJs2LWcmfCHfm0zS6dOnVRORiRMnqjZVTMWzZ8+QLVs22NnZYePGjQA+fs06deoEFxcXDB06FLlz506kt8v8HDx58iSRjrmnpydatmyJM2fOiOMSTkCDg4Mxb948sfHSp08fI1vOpCQ8B/pySpYsCU9PT6xZs0Y8LwnrdpQtWxaSJGHChAnifUOOlyVLloiFpLmMf4zpWLNmDcqXL89t4SdAvsdy3xAVFYW5c+fCxcUF1tbWsLS0xLhx43D9+nXxGdnpPH/+fFG8UCk/ktLIto4YMQIajUZExyvba//+/cWaytbWVsw5jB1spNfrUbBgQUiShF27dn3yWCA+81QeA83NWS6j0+kwbNgwODs7o1y5cuw0/8mQ5x3KDahjx47By8tLRHB37dpVFZltqvFEtjUuLk7osnfu3FnIHgFA9+7dIUkSMmbMqNLwVz5/cnZFiRIlRPDYhAkThI+GneeGYcc5k6zcunVLyG5ky5YNw4YNU2kbMz8WskavUvc0KCgIK1euFB2ynZ0dZs6cmeiz586dE8UulZ0+83l8bzJJQUFBQtIgbdq06NatG06fPm0ye+S0QdmmggULqqIKlBMHWfd80KBByJ49O16/fo2XL18a3WbGPKhQoQIkSULevHlRs2ZN5MiRA6lTpxavLV++XByrnJS3adMGGo0Grq6u6Nu3L09Of0B4DvT5+Pv7I2PGjLC2tkaOHDkwduxYVZHl2NhYaLVadOnSBZIkwc3NDefOnRPvK58fedG7adMmSJKEjh07qupnMD8v8vj9o2SAMEmj1Wqh1WpFkXfZURQYGIjTp08nKvwp9xm3b98WDuk9e/YY1+j/p3HjxqrNQSB+g152gjk7O6N3795Yvnw5evXqBUmSYGVlhTt37hjNxpCQEHh4eMDe3h4HDx4E8Gln+OTJk9GkSRMEBgYaw8SvRqfT4ejRoyYvDsuYjoRt+fHjx/Dx8YGtrS2srKxQp04d+Pn5iX7DlBtB48aNgyRJqFChgup1OXNGkiQRxGNo/IuNjYWfnx/q1asHKysr2NnZwcfHx2D2NRMPO86ZZCcsLAytWrWCtbU1JEnC/PnzTW0Sk0IMHz4ckiTB3t5epaf14cMHHDhwQBT1kqs4X7hwAWfOnMGBAwdEBMXcuXNNeAbfN9+bTJIsaeDg4KDSnjQlly5dEhHAJUuWVDnzY2NjxQZEVFQUsmfPjly5ciEoKIgdMj8pvr6+kCQJZcuWFdEc79+/x7x581CuXDlIkoQ0adJg6NChQhtRnmAfPHgQHTp0wLZt2/D+/XtTnQKTwvAc6PO5desWatasCWtra6RJkwbt27fHlStXVMcEBgaK6KqcOXPin3/+Ee9ptVrVAvbXX3+FJEmYPn260c6BYRjTERwcjFWrVqFSpUooWLAgMmTIgGbNmuGvv/5SbVomVVT4/fv3KFasGCRJQu/evY1qd3R0NBYvXozAwEBMmDBBZGQeP34cc+bMwW+//SaKVB49elR87tGjR8iZM6eqqL0xiImJEf3r8OHDARjO/pFf69y5MyRJUtnPMKZEXtOFhobi5MmTGDZsGLp164Zhw4Zh/fr1CA0NFVknWq0WEyZMEJmExYsXh6+vr5BCNTZ6vR7h4eGoUaMGbG1tcfHiRfHegwcPhPzKggULAMSfq/wsHjlyRGSjK5/ZCxcuoFu3bkifPj3Lmn0G7DhnUgSdTodx48ahePHiZhf5yiQf0dHR6NatGzQaDapUqaJKgQSAK1euYODAgaLYhrOzM+zt7UV0ZuPGjU1k+Y/F9yYRYE7p0zqdDnPnzkW2bNmE5EZCR1dUVBRatmwpUnmZnw95otmrVy9oNBoRmRQdHS2OOXjwIJo3bw57e3toNBo0adIEN2/eVH2PHP3B/NjwHOjzeffuHXr06CEkFby9vbFz507xfmxsLNauXStkAtzd3TFy5EhER0erJAH69esnZFrk58xc5QEYhvl2YmJiULduXZWEifyXKlUq5MuXD+vXrxfHy05zrVaLU6dOoXLlyqImk4yx+ms5sGjKlCkICAgQDnxlob8GDRrg8OHDKtvfv3+PAgUKIGPGjLh//75RbJUZOHCgyBo9f/68eF0ZSCLbKWcV58uXjyO5GZMizwPkZzs6Ohr169eHq6tron7D29sbixYtwqNHj8Tnt2zZIjIJs2TJghEjRiTydxiLV69ewdXVFZ6enkLyVKfTib6sY8eO4lj5ubx16xbSp08PHx8fREZGAlDPjZ4+fYoRI0agbt26RjyT7xN2nDMpivyAMj8up06dQqFChSBJElq3bp3o/cDAQGzfvh3ly5cXmsA5c+ZUdeDMt/O9SQSYU/p0XFwcfH19kTdvXjF5Klu2LFq3bo1WrVqhZMmSkCQJmTJlMlmkAWMeNG3aFOXLlweAJJ1z169fx4ABA0TRnpIlS2L37t3ifXbk/VzwGPd5xMXFYcGCBciVKxcsLCxQqFAhzJ07V1y/yMhIocmp0WjEJmfTpk3RtGlTMfY5OTmJBS1vWDDMj02LFi0gSRIKFSqE6dOnY/Pmzdi0aRO8vb1FJqGNjQ3GjRun+tyIESNgb28PCwsL1KpVCyEhIQCMNx+VJaUyZcqEa9euAYjfQOzatSsKFCiAokWLYubMmXj27Jn4jJxJum/fPhH9aqhoYUrx8uVLIcOZI0cOVfaP8tp9+PBB9Mmc/cOYgrCwMJXzWzkfkAOhsmTJgurVq6N58+aoX7++WP+5u7ujb9++quw3f39/1K1bV2QSduzY0SSBMHfv3oWLiwvy5s0rnrmePXtCkiT88ssv4jhltPmBAwcgSRJatmxp8HvDw8MRHh6essb/ALDjnGGYr0I5Sdq1a5eIkujZs6fBzvfEiRM4f/48AgMDjVqA52eBJQK+jRMnTqBVq1ZwdnZWRSBYWlqicOHCqsKPzM/JoEGDkDdv3kSvKx3iQUFBmD17NooUKQJJkpA9e/ZEC3eGYRJz/PhxlC1bFhqNBhkzZkT//v3x4MED8f7u3bvxxx9/IGvWrIkixX777Tfs378fABe3YpgfHbkQcI4cORLVnImIiMCaNWtQrVo1UVdk7ty50Ol0ePPmDaZNm4bSpUtjxIgRon8xxkabPE/o1q0bJEnCkSNHAKgLE75+/TqR3KK83goKChIbAosWLUpxe5Ni69atKFCggCgqOGTIELx//17Izx0/flzUDvL29haf4z6ZMSZeXl5o3ry5qi4KAKxbt04EmN27d0+8Hh0djcuXL6NMmTKiEG/fvn1VNdhCQ0PRu3dvk9ZDiIyMRMmSJWFjY4Nbt26JTTh7e3uxkZZwA7BNmzYqCZeEcEDP5yMBADEMw3wGx48fpzdv3lCjRo0Svbdy5UoaMGAA2dra0tSpU6l169ak0+lIo9GQXq8nCwsLE1j886HX62nixInk5+dH58+fJ41GY2qTvivCw8Pp3r17tHbtWgJA7969o9q1a1PRokXJ09PT1OYxJuD06dN06dIlev36NQGgLVu20J49e8jDw0P0cQmJiYmhXbt20apVq2jv3r2UJUsWCggIIHt7exOcAcN8Pzx//pz69etH//77L0mSRDVr1qSePXtSxYoViYjo5cuX9P79e9q8eTNFR0eTTqejChUqUJkyZShdunQmtp5hmJTmzZs31LRpUzp27Bjt3r2batWqRbGxsWRlZaUak48ePUoTJkygo0ePUrly5ejvv/+mtGnTUkREBL1//57SpElj1DE5MjKSiIjatGlDwcHBdPr0abE+kv8LgCRJIiIS50RE9PbtW6pbty6dOXOGmjRpQlu2bDGa3UoAkJ+fH02aNIn8/f1Jp9NRtmzZKHXq1GRtbU03btwgrVZLxYoVowMHDpCrqyvFxcWRpaWlSexlfj527txJDRo0IBsbG6pcuTJ16tSJatSoQfb29tS5c2davnw5HTlyhLy8vEir1ZK1tbV4/rRaLfXo0YOWL19ORETjxo2jkSNHqp7LS5cuUfHixU1ybnq9nvr06UO+vr7k4eFBz58/p+joaNq7dy/VqFFDPGtyP7hjxw5q0qQJZc+enY4cOULZs2c3id0/DCZ02jMM8x1x8eJFEclcv3597Nq1S6Wv9+zZM7Rv3x6SJKFo0aKiMjPvZJoGlghgmG9n8uTJomiOJElCJuKPP/4QxySMVFP2eadOnULbtm1x9uxZo9nMMN87UVFRGDlyJDJkyACNRoPy5ctj7dq1pjaLYRgzICQkBFmzZkXatGlx586dROsM5b+PHj2KVKlSQZIkjB492timqqhWrRr69++PMmXKoHDhwp89T9+8ebOI4q5SpYpZ1Eq5desW+vTpgxw5cqgyf1KnTo3+/fuL+i4smcWYAj8/P2TJkkX4JObOnYuwsDA0atQIpUuXBpA4C0LZVgcMGCBkW+SimsaUFpVte/HiBfbu3Yvbt2+L33/27BlKly4tnrlmzZqJzymzVa5fvy5qzK1btw4A+2S+FY44ZxjmkwCg+vXr0+7du8nKyopiY2PJ2tqaChcuTPXr16c+ffqQg4MDPX/+nOrWrUtXr16lIkWK0ObNmyl37tymNp9hvgp5eJSjDJifCzlqhYioYsWKJEkSBQcH0+3bt4mIqEGDBrRw4UJKnz49EZEqIkX5/2FhYeTo6Gj8E2CY7xgAtHXrVho/fjzdvHmTcuXKRT4+PtStWzdycXEhIuJIRob5CfH396eyZcuSra0tHT58OMnoT+X8bcCAATRr1ixq06YNrV69WjU+G4tVq1ZRhw4dyNnZmQBQ2rRp6dy5c+Ti4vJRe1asWEGdOnUiIqKGDRvSjBkzzCZqNDY2lkJDQ+nff/8lS0tLcnR0pHz58nF2JmMW3L9/n1q1akUXL16k9OnTU5cuXejgwYP06tUr+u+//8jZ2TnRZ+RI7StXrlDdunXpxYsXtHbtWvr999+NZrc8r3n48CH179+fdu7cSb/++iutWrWKcuTIQTqdjhYuXEhTp06l58+fU8GCBal8+fLUpUsXcnJyIp1OR3v27KGZM2fSs2fPqFevXjRnzhwiIpP0fT8UpvHXMwzzvbFnzx4ULFgQGo0Gbdu2RZ8+fcRup4eHB4YPH45Lly7h6dOnKF++vNA7l4vu8C4nwzDfC2/evMEvv/wCSZKwdOlSEYly7NgxDB48GGnTphVFyU6ePCk+p4xY4T6PYb6dq1evomrVqrCysoKrqys6d+4sohkZhvn5CAsLQ5EiRaDRaDB37lwA8eOtoTF32rRpkCQJlStXNqaZKnQ6HebPn4/06dOLmlBt2rRBaGjoRz937949jBo1CjNnzlQVO2QY5tNERETAx8cHkiTB0dERrq6uyJo1K548eQLg4/N0uWDoyJEjjWWuWENER0ejXLlyIst/x44diY5dvHgxsmfPLvoTOUJezpK1s7ND27ZtE3038/Ww6DDDMJ9F5cqVqV69eqTX6+n48ePUsGFDunHjBjVt2pRiYmJo8uTJVLp0aerWrRu5u7uTpaUlbdy4kfbt20dEHLXLMMz3Q1hYGN28eZN8fHyoU6dOokZDpUqVqG/fvjRx4kQqVKgQ3bhxg+rUqUOLFy8mIiKNRkM6nY6IuM9jmOSgcOHCtHnzZvLx8SGdTkfr1q2jQYMGkZ+fn6lNYxjGyAAga2tryp8/P+n1epowYQJduHCBJEkiSZJIr9eLY2NjY4mIyM7OjohIRKYrjzEWFhYW1KNHD9q2bRvlyZOHNBoN7du3j2bNmkVPnjwRxyGBEICHhweNHj2aevfubTaR5gzzvZAqVSpasWIFzZ8/n6ytrent27f07Nkz6tOnD7158ybJeXpMTAwREdnY2BARUYYMGYgo8bOZ3AAQ9Rk6depEZ8+eJS8vL9q0aRM1bNiQiOL7Lrn/+uOPP2jdunXUrl07KlGiBBHF14B5+/YtFS9enBYuXEhz584lIjJYj4n5MliqhWGYT6LscDt27EgrV66kli1b0qpVq8jCwoJOnz5N//33H82cOZOCgoJIkiTVAHP9+nXKnz8/O5IYhjF77t27R25ubpQ+fXrasGEDNWnSJJEkRGRkJB07dowWLlxIe/fuJSKiHj160IwZM1SFhhiGSR7i4uJo/vz55OvrSw8ePKBBgwbRlClTTG0WwzAm4MmTJ9SwYUO6cuUK5cqVi6ZPn07169cnovi+QqPRkCRJFB0dTYULF6b79+/TqlWrqG3btia2nCgoKIjatWtHBw8eJBcXF2rWrBl16NBBOL/AcgoMk+ycOnWK/vjjD7p//z7Z29tT165dqWvXrmJDKjY2liwsLEij0dCHDx8oX7589OzZM9q4cSM1b97caHZu2rSJWrVqRWnTpqUbN25Q2rRpE60plH1EeHg4abVaunTpEkmSRGnSpKE8efJQ6tSpEx3LfCOmCnVnGMa8iYqKwrt378S/5WI0z58/R40aNaDRaDB16lTVZ96/f49JkyahQYMGsLe3hyRJqFOnjlHtZhiG+VqGDx8OSZIwZMgQeHh4YOPGjQaP1el0uHDhArp37w47OztIkoRKlSohICDAiBYzzM/Fnj170KRJE1E8iyWRGObnQ6/XY8OGDciXLx8kSULGjBkxfPhwfPjwQRTRCw4ORtOmTSFJEmrUqKH6rKmJiYnBoEGDYGNjAysrK9StWxd+fn5GLUDIMD8bL1++FIV2XVxc0LFjRxw8eDDRcb///nuifiOl0ev10Gq16NChAyRJwrJlywB8vChpwgKnCb+PSV444pxhmCRp3LgxpU6dmho2bCiiOGR27NhBnTt3prdv39KyZcuoQ4cOqvcDAwPp3r17tGjRIlq5ciXZ2toa03SGYZgvJiIignx8fGjHjh3itfbt29OCBQvIysrKYAT5o0ePaOvWrbRo0SJ6/PgxTZkyhQYNGmQssxnmp0POAOHioAzz8wKA/vnnH5o0aRL5+/uTXq+nnDlzkqenJwGgBw8e0IMHDyhnzpx07tw5cnNzMzvJgi1btlCfPn0oODiYihcvTu3bt6fmzZuTq6urqU1jmB8SrVZLI0eOpHnz5lFcXBxlypSJypYtS1WrVqUHDx7Qf//9R0eOHKECBQrQkSNHKG3atEazDQAVLlyYbt68STt37qQ6dep89FhJkigyMpKio6PJ1dWVo8tTGHacMwyTiNmzZ1P//v3Fvxs1akQtWrSgAgUKUL58+YiIaNmyZfTHH39Q3rx5acmSJVShQgWKjY0lKysrU5nNMAzzTTx58oRWrVpFkyZNotjYWMqcOTNt2rSJypUrR0RkUILl7du3tGPHDrp16xbNmDHD2GYzDMMwzE9JQEAAzZ8/n/bs2UNPnz4Vr9vY2FDt2rVpxIgRVKxYMbNzmssEBARQq1at6OrVq5Q1a1Zq1aoV/f7771SgQAFTm8YwPyxbtmyh/v37U1BQkNANt7a2pkKFClGNGjXo999/p7x58xrVplevXlG5cuUoMDCQ/Pz8qGrVqp90hv/111906dIlmjt3LmXMmNGI1v58sOOcYZhE6PV62rNnD+3Zs4eWL19OOp2OnJycKGfOnFSnTh3q27cvOTk50fTp02n06NFUu3Zt2rJliyiMp9FoeNeTYZjvknfv3pGfnx+NGzeOHj16RFZWVqriPIaiXLVaLVlaWrK2OcMwDMMYkZiYGHr58iVt2bKF4uLiCABVqlSJChUqRE5OTma/JgkPD6euXbvStm3bKDY2lubNm0c9evQwtVkM80Nz69Ytatu2Ld28eZOsra2pa9eu1KhRIypdurRJ7NFqtVS1alU6deoUDRs2jCZOnChqxiXsv+Q+7Y8//qBly5bRkSNHyMvLywRW/zyw45xhGIPExcXR3bt3aeLEiXT58mW6c+cOERHlz5+f6tSpQ2nTpqUTJ07Qrl27qGPHjrRo0SKzjOZgGIZJCkOL6cjISLpw4QJNnjyZDh48SEREw4cPpwkTJhCRYec5wzAMwzDMl6LX62nixInk5+dH58+f5/UUwxiBsLAw6tq1K23dupV0Oh3NnDmT+vbtazJ7Bg0aRDNmzCA3NzfavXs3lSpViojUGa/yGuT8+fNUtmxZyps3L/n5+ZGnp6fJ7P4ZYMc5wzCfxZkzZ+jKlSs0Y8YMevToEWk0GnJyciJbW1t69eoVOTg40MiRI6l79+5kY2NjanMZhmE+i6dPn4pNQTs7O6pQoQIRxU9M79+/T/PmzaOFCxcSEVGNGjVo48aN5OTkRHq9niRJMusoNoZhGIb5mTD36PJP8eHDB7K3tze1GQzz02BOm1ZBQUFUt25dunTpEmXPnp1mzZolas0pg3aioqKoXLlydPXqVZo2bRoNGDDAZDb/LLDjnGGYL+LDhw+0aNEiOnXqFB08eJAiIyPJxsaGYmJiqGLFirR//352nDMMY/Y8efKEZs+eTRs2bKBXr14RUbzjvEiRIjRv3jwqXrw4ERGFhITQ+vXracKECfT27VvKlCkT7dixg0qWLElE3/8inWEYhmEYhmF+Zsxl02rbtm00duxYunXrFqVPn57atWtHw4cPJyIiR0dHOnHiBE2cOJEOHjxIVatWpQMHDhCR4TpMTPLAjnOGYT4bZYf88uVLevbsGY0fP54uX75ML1++pD179lDNmjVNbCXDMMzHiYmJoSpVqtDZs2cpc+bMlCdPHkqdOjXdvHmT7t27R0TxBZA7dOhARPHSLYcOHaJx48aRv78/EZHJ0zkZhmEYhmEYhvlxAEB+fn40adIk8vf3J51OR9myZaPUqVOTtbU13bhxg7RaLRUrVowOHDhArq6uLCFpBNhxzjDMN7N3716ytbWlKlWqmNoUhmGYT9K6dWvasGED/frrr7R06VLKmTMnWVpakq+vL/Xq1YuIiM6fPy+iyoniUyT9/f1p1qxZtGnTJiIievPmDaVJk8Yk58AwDMMwDMMwzI9HQEAALV68mHbu3EmPHz8Wrzs4OFDnzp2pY8eOlD9/ftLpdFwTwQiw45xhmK+GO2qGYb431q9fT23atKF06dLR1atXKX369EQUP0GtXLkyhYSEiGjzhH2cTqejp0+fkq+vL1WpUoVq1aplqtNgGIZhGIZhGOYHJTY2lkJDQ+nff/8lS0tLcnR0pHz58nEhUBPAjnOGYRiGYX54AJBWq6X27dvTpk2baNOmTdSsWTMiItJqtfTbb7/R6dOnqVu3buTr60tE/yvEc+7cOUqXLh3lzJmTiOKlXriWA8MwDMMwDMMwzI8NO84ZhmEYhvlpyJcvH4WFhdGRI0coT548RETUtWtXWrJkCZUpU4bOnDlDRP9zmr99+5YaN25Mtra2tHLlShGhzjAMwzAMwzAMw/zYcNlVhmEYhmF+CkJDQyk8PJwkSaJUqVIREZGvry8tWbKEHB0dadu2bUREqiI79+7do4sXL1JsbCylTZvWZLYzDMMwDMMwDMMwxoUd5wzDMAzD/BTY29uTu7s7hYaGklarpcuXL1Pfvn2JiGjr1q3k7u5OOp2OLC0tSa/XExHRgQMHKCIigsqXLy9eYxiGYRiGYRiGYX58LE1tAMMwDMMwjDGwtbUlb29vunjxIjVq1IjCw8NJp9PRpEmTyNvbmwCQRqMREefXr1+n0aNHk729PVWrVk1EoTMMwzAMwzAMwzA/PqxxzjAMwzDMT8OjR4+oZs2adPfuXSIiqlSpEh09epSIiPR6PVlYxCfjRUREkJeXF12+fJmGDx9OEyZMMJnNDMMwDMMwDMMwjPFhqRaGYRiGYX4acuTIQZMnTxaFQW/cuEHTp0+nhw8f0uvXrykmJob27t1L9erVo8uXL5OXlxc7zRmGYRiGYRiGYX5COOKcYRiGYZifCr1eTxs3bqQ5c+bQxYsXiYjI09OTIiIiKE2aNHTr1i0iIipXrhz9888/5ObmZkpzGYZhGIZhGIZhGBPAjnOGYRiGYX5KLly4QGvWrKENGzbQ27dvxetp0qShnj17UuvWrcnT09OEFjIMwzAMwzAMwzCmgh3nDMMwDMP8tGi1Wnrx4gUdOXKELC0tKVOmTOTp6UnZsmUztWkMwzAMwzAMwzCMCWHHOcMwDMMwTAIAkCRJpjaDYRiGYRiGYRiGMRFcHJRhGIZhGCYB7DRnGIZhGIZhGIb5uWHHOcMwDMMwDMMwDMMwDMMwDMMoYMc5wzAMwzAMwzAMwzAMwzAMwyhgxznDMAzDMAzDMAzDMAzDMAzDKGDHOcMwDMMwDMMwDMMwDMMwDMMoYMc5wzAMwzAMwzAMwzAMwzAMwyhgxznDMAzDMAzDMAzDMAzDMAzDKGDHOcMwDMMwDMMwDMMwDMMwDMMoYMc5wzAMwzAMwzAMwzAMwzAMwyhgxznDMAzDMAzDMAzDMAzDMAzDKGDHOcMwDMMwDMMwAkmSSJIkOnbsmKlN+SrGjh1LkiSRl5eXwWNWrlxJZcuWJUdHR3G+s2fPJiIiHx8fkiSJfHx8jGIvwzAMwzAMY56w45xhGIZhGIb54ZCdp8o/CwsLcnR0pMyZM1O5cuWoR48etG3bNtJqtR/9rsePH6u+R3awGsLLy8ug43XVqlUqe/z9/T/6XfKxq1at+sQZM5/LjBkzqEOHDnTu3DmKioqidOnSUfr06SlVqlSmNo1hGIZhGIYxI9hxzjAMwzAMw/zQpE+fntKnT0/p0qUjSZIoMDCQzp49SwsWLKCmTZuSu7s7LVy4kAB81vdNnDiRwsLCvtkuADR06NBv/h5GjZubG+XJk4eyZs2a5PvTp08nIqLevXvThw8fKDg4mIKCgqhz585ERJQxY0bKkycPZcyY0Wg2MwzDMAzDMOYHO84ZhmEYhmGYH5qgoCDx9/79e4qNjaVr167RjBkzKEeOHPTmzRvq3r07tW7d+rOc569fvxbO12/lwIEDdOTIkWT5Liaenj170u3bt2nNmjWJ3nv16hUFBQUREVHnzp3Jysoq0TGTJ0+m27dv0+TJk1PcVoZhGIZhGMZ8Ycc5wzAMwzAM81Oh0WioUKFC1L9/f7px4wa1aNGCiIg2bNhAf/3110c/W6dOHSIimjlzJgUHB3+THfJ3DRky5LOj3Zlv48OHD+L/HRwcTGgJwzAMwzAMY+6w45xhGIZhGIb5abG3t6fVq1dTsWLFiIjor7/+otDQUIPH9+zZk7JmzUqRkZE0bty4b/rtyZMnk4WFBV28eJG2bdv2Td/1MQICAqhHjx6UP39+Sp06NTk4OFCePHmoRYsWtH37dtLr9Z/9XXfu3KFp06ZR1apVKVeuXGRnZ0eOjo5UrFgxGjlyJL1+/drgZ+Pi4mjJkiXk5eVFbm5uZGVlRa6urpQnTx5q3rw5rVixIsnPbdmyhWrWrEnp06cnKysrcnZ2Jk9PT6pXrx75+vpSdHS06vikioMeO3aMJEmi7Nmzi9dy5MghNOSVr39OcdCgoCAaOnQoFSlShJycnMjW1pZy5sxJnTp1olu3biX5GdkGSZKIiMjf359+//13ypw5M1lZWX20mCnDMAzDMAxjfNhxzjAMwzAMw/zUWFtb0/Dhw4mIKCwsjP755x+Dx9rY2NCff/5JRERLly6lBw8efPXvFixYkNq0aUNERCNGjKC4uLiv/i5DTJkyhQoWLEgLFiyggIAAiouLIwsLC7p79y5t3ryZmjRp8kV67dWrV6fBgwfT4cOH6dGjR2Rra0sRERF05coVmjhxIhUtWpTu3LmT6HM6nY5q1apFXbp0oePHj9ObN28oVapUFBkZSXfv3qUtW7ZQx44dE32uY8eO1Lx5c9q3bx+FhISQra0txcbG0v3792nXrl3Us2dPIb3yMaytrSl9+vTk5uYmVEW2BgAAC7tJREFUXnNzcxP692nTpv3sa7B7927y9PSkKVOm0LVr1ygqKoosLS3p0aNHtHz5cipWrFiSMjFKtm/fTqVLl6YNGzZQeHg4WVpafvbvMwzDMAzDMMaBHecMwzAMwzDMT0+NGjVIo9EQEdHx48c/emzbtm2pQIECFBsbSyNGjPim3x03bhzZ2NjQvXv3aNmyZd/0XQlZuHAhDR06lPR6PdWrV4/8/f0pKiqKwsLC6M2bN3TgwAFq3rw5WVh8/pKgTJkyNG/ePLp//z5FR0fT27dvKTo6mg4dOkSlSpWiFy9eUKtWrRJ9buPGjXTw4EGytbWlZcuWUXh4OL17946ioqIoODiYduzYQY0bN1Z95tSpU7RixQqysLCgKVOm0Js3byg8PJwiIyPp9evXtH//fmrXrh1ZW1t/0u5y5cpRUFAQXbhwQbx24cIFoX2vfP1j/Pfff9S4cWOKiIigLl26UEBAAEVFRVFERAQ9efKEunfvTlqtljp27EgXL140+D0+Pj7k7e1NAQEB9P79e4qKiqKlS5d+lg0MwzAMwzCMcWDHOcMwDMMwDPPT4+DgQDlz5iQi+mQUuYWFBU2aNImI4mVELl++/NW/mzVrVurevTsRxTvRlRrc38Lbt29pyJAhRETUokUL+ueff6ho0aLifRcXF/L29qZNmzaRo6PjZ3/vpk2bqGfPnpQrVy7hsLa2tqbffvuNDh8+TOnTp6fLly/TqVOnVJ87c+YMEcVvOnTs2FHoi0uSROnSpaOGDRsmkquRP1O1alUaPHgwubi4iPdcXV2pWrVqtGrVKnJ3d/9s+7+Vnj17klarpVGjRtGiRYsob968YsMla9as5OvrS71796a4uDiaMGGCwe/Jnz8/7dy5k/LmzSte8/T0THH7GYZhGIZhmM+HHecMwzAMwzAMQyQcsx/TOJepV68elS9fngDQ0KFDv+l3R4wYQY6OjvTy5UuaPXv2N32XzLZt2yg8PJysrKxo5syZQlc7JXFwcKBKlSoRESVynDs7OxMRfZasSsLPvHr1inQ6XbLY+C1cvXqVLly4QFZWVjRgwACDx7Vt25aIiA4dOmTQ7kGDBgmHO8MwDMMwDGOesOOcYRiGYRiGYYgIwBcdP2XKFCIiOnjwIB0+fPirf9fV1ZUGDx5MRERTp06lN2/efPV3ycjR2sWLF6eMGTN+8/cp2b17NzVv3pxy5sxJqVKlEgUvJUmiLVu2EBHR8+fPVZ+pVasWSZJEO3fupJo1a9LGjRspMDDwo79TtWpVsrW1JX9/f/r1119p+fLl9OjRo2Q9ly9B3gzQ6/WUJ08eypAhQ5J/NWrUICKiyMhIg/eyfPnyRrObYRiGYRiG+TrYcc4wDMMwDMMwFC9vQhTvyP4cypcvT3Xr1iUioqFDh36x411Jv379KEOGDPT+/XshA/MtyJHd2bJl++bvktHr9dSqVSuqW7cubdmyhR49ekRarZbSpEkjimza2toSUbzTWEmFChVoypQpZG1tTfv27aNWrVpRpkyZKEuWLNS+fXs6evRoot/LmTMnLVu2jBwcHOjs2bPUqVMnypkzJ6VLl46aN29Ofn5+33TNvxTZ0a/T6Sg4ONjg3+vXr8VnDEnvpEuXzig2MwzDMAzDMF8PO84ZhmEYhmGYn56IiAh6+PAhERHlypXrsz83efJksrCwoIsXL9LWrVu/+vft7e1p9OjRRETk6+tLT58+/ervUpKcEi3Lly+njRs3kkajodGjR9O9e/coJiaGQkNDRZHNJk2aEFHS0fuDBg2iR48e0axZs6hBgwaULl06ev78Oa1atYqqVKlCTZs2pdjYWNVnfv/9d3ry5AktWrSImjdvTlmyZKFXr17Rli1bqEGDBlSpUiUKCwtLtnP8GLLsSt68eQnAZ/1lz549ye9imRaGYRiGYRjzhx3nDMMwDMMwzE/Pvn37hGPUy8vrsz9XoEABoWk9cuRIiouL+2obOnfuTJ6enhQTE0Njxoz56u8hIiHP8vjx42/6HiWbNm0iIqJOnTrRn3/+SR4eHmRhoV5OfErD3N3dnfr27Ut///03BQcH07Vr16hTp05EFK/LvnDhwkSfcXFxoS5dutCmTZvo6dOndP/+fRo6dChJkkQnT56ksWPHJs8JfoIMGTIQEdHDhw8TRdQzDMMwDMMwPx7sOGcYhmEYhmF+arRarZBHcXJyogYNGnzR5//880+ysbGhe/fu0dKlS7/aDktLS5owYQIREa1Zs4Zu3Ljx1d9Vrlw5IiK6ePEivXz58qu/R8mzZ8+IiKhYsWJJvh8REUHnz5//ou8sVKgQLV26VGh+Hzx48JOfyZUrF02ePJlatWr12Z9JDmQbtVot/f3330b5TYZhGIZhGMZ0sOOcYRiGYRiG+WmJiooiHx8f8vf3JyKiYcOGkbOz8xd9R9asWalHjx5ERDRu3LhvikZu2rQplShRgvR6PQ0fPvybvsfR0ZHi4uKoX79+yaIF7uTkREREV69eTfL98ePHU3h4eJLvxcTEfPS77ezsiEgtYfI1n0lJSpQoITYNRowYQa9evfro8aGhocYwi2EYhmEYhkkh2HHOMAzDMAzD/FTo9Xq6ceMGzZw5kwoUKEAbN24kIqI2bdrQ4MGDv+o7R4wYQU5OThQUFEQXL178atskSaK//vqLiIh27dr11d/j5OREU6dOJSKizZs3U8OGDenKlSvi/bdv39KePXuofv36n60RXqNGDSIiWrp0KS1ZsoS0Wi0Rxcuz9OvXj6ZOnWqwsGqDBg2oQ4cO9O+//9K7d+/E66GhoTRhwgQ6fPgwERHVqlVLvNezZ09q1qwZbd++nUJCQsTrERERtGjRIlqzZk2iz6QkkiTRokWLyMbGhp4+fUqlS5embdu2qQqAvnjxgtatW0fe3t40ZMgQo9jFMAzDMAzDpAyWpjaAYRiGYRiGYVISWZuaKD6KOSwsjPR6vXjNzc2NJkyYQF26dPnq33BxcaHBgwfTiBEjvslWIqLffvuNvL29v1mCpEuXLhQaGkojR44kPz8/8vPzIzs7O7K0tFRFhiuvxccYMGAAbdu2jW7fvk1dunShbt26kaOjI71//54AUJcuXSg6OppWr16d6LNRUVG0cuVKWrlyJREROTo6EhGpnPZNmjQReudERLGxsbR161ZRdNXBwYEsLS1VjvcKFSokyzX/XEqVKkW7du2ili1b0qNHj6hp06ak0WjI2dmZoqKiVE505bkwDMMwDMMw3x8ccc4wDMMwDMP80AQHB1NwcDCFhIRQXFwcZciQgcqUKUPdunWjbdu20YsXL77JaS7Tt29fUZTzW/nrr79IkqRv/p5hw4bR1atXqXPnzuTh4UFERAAoT5481LJlS9qxY4dwYn8KZ2dnOnPmDPXt25eyZ89OGo2GLC0tycvLizZu3EiLFi0y+Nl58+bRlClTqFatWuTp6UkAKCoqitzd3alevXq0fft22rp1q6rY6KhRo2ju3LnUsGFDyps3L1laWlJERASlS5eOvL29acWKFXTs2DFKlSrVt12kL8Tb25vu379PkydPpgoVKpCTkxO9e/eOLCwsKH/+/NSxY0fauXMnzZs3z6h2MQzDMAzDMMmLhOQQPGQYhmEYhmEYhmEYhmEYhmGYHwSOOGcYhmEYhmEYhmEYhmEYhmEYBew4ZxiGYRiGYRiGYRiGYRiGYRgF7DhnGIZhGIZhGIZhGIZhGIZhGAXsOGcYhmEYhmEYhmEYhmEYhmEYBew4ZxiGYRiGYRiGYRiGYRiGYRgF7DhnGIZhGIZhGIZhGIZhGIZhGAXsOGcYhmEYhmEYhmEYhmEYhmEYBew4ZxiGYRiGYRiGYRiGYRiGYRgF7DhnGIZhGIZhGIZhGIZhGIZhGAXsOGcYhmEYhmEYhmEYhmEYhmEYBew4ZxiGYRiGYRiGYRiGYRiGYRgF7DhnGIZhGIZhGIZhGIZhGIZhGAXsOGcYhmEYhmEYhmEYhmEYhmEYBew4ZxiGYRiGYRiGYRiGYRiGYRgF/we/8dXrAlTOIwAAAABJRU5ErkJggg==", + "image/png": 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", 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" ] @@ -961,25 +1593,28 @@ ], "source": [ "#dnn precision and recall plot\n", - "dnn_prec_rec.plot.bar(figsize = (15,7))\n", + "dnnPrecRecFig = plt.figure(figsize=(15,7))\n", + "ax = dnnPrecRecFig.add_subplot()\n", + "mrg_prec_rec[['precision_dnn', 'recall_dnn']].rename({'precision_dnn':'precision', 'recall_dnn':'recall'}, axis=1).plot.bar(figsize = (15,7), ax=ax)\n", + "\n", "plt.xticks(rotation = 52, fontsize = 18)\n", "plt.legend(ncol=2, loc=2, fontsize = 16)\n", "plt.yticks(fontsize = 18)\n", "plt.xlabel('DNN classifier',fontsize=18)\n", "plt.ylabel('Score', fontsize=18)\n", "plt.ylim(0,1.12)\n", - "plt.tight_layout()" + "plt.tight_layout()\n" ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 40, "id": "786c7ec9", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -990,37 +1625,138 @@ ], "source": [ "#xgb precision and recall plot\n", - "xgb_prec_rec.plot.bar(figsize = (15,7))\n", + "xgbPrecRecFig = plt.figure(figsize=(15,7))\n", + "ax = xgbPrecRecFig.add_subplot()\n", + "mrg_prec_rec[['precision_xgb', 'recall_xgb']].rename({'precision_xgb':'precision', 'recall_xgb':'recall'}, axis=1).plot.bar(figsize = (15,7), ax=ax)\n", + "\n", "plt.xticks(rotation = 52, fontsize = 18)\n", "plt.legend(ncol=2, loc=2, fontsize = 16)\n", "plt.yticks(fontsize = 18)\n", "plt.xlabel('XGB classifier',fontsize=18)\n", "plt.ylabel('Score', fontsize=18)\n", "plt.ylim(0,1.12)\n", - "plt.tight_layout()" + "plt.tight_layout()\n" ] }, { "cell_type": "code", - "execution_count": 28, - "id": "1f26e5f5", + "execution_count": null, + "id": "abbaa948", "metadata": {}, "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "7dc2f77b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "mrg_prec_rec = pd.merge(dnn_prec_rec, xgb_prec_rec, on=dnn_prec_rec.index, suffixes=['_dnn', '_xgb'])\n", - "mrg_prec_rec.rename({'key_0': 'classification'}, axis=1, inplace=True)\n", - "mrg_prec_rec = pd.merge(counts_train_table, mrg_prec_rec, on='classification')" + "# Plot difference between DNN test and training precision/recall scores\n", + "dnnDiffFig = plt.figure(figsize=(15,5))\n", + "\n", + "for cls in mrg_prec_rec.index:\n", + " train_precision = mrg_prec_rec_train.loc[cls, 'precision_dnn']\n", + " train_recall = mrg_prec_rec_train.loc[cls, 'recall_dnn']\n", + " test_precision = mrg_prec_rec.loc[cls, 'precision_dnn']\n", + " test_recall = mrg_prec_rec.loc[cls, 'recall_dnn']\n", + " \n", + " if cls == mrg_prec_rec.index[-1]:\n", + " break\n", + " \n", + " else:\n", + " plt.scatter(cls, test_precision - train_precision, color=colors[0], s=120, zorder=1)\n", + " plt.scatter(cls, test_recall - train_recall, color=colors[1], s=100, marker='s', zorder=0)\n", + " \n", + "plt.scatter(cls, test_precision - train_precision, color=colors[0], label='precision', s=120, zorder=1)\n", + "plt.scatter(cls, test_recall - train_recall, color=colors[1], label='recall', s=100, marker='s', zorder=0)\n", + "\n", + "plt.xticks(rotation = 55, fontsize = 17)\n", + "plt.legend(ncol=2, loc=2, fontsize = 16)\n", + "plt.yticks(fontsize = 17)\n", + "plt.xlabel('DNN classifier',fontsize=18)\n", + "plt.ylabel('Test - Train Score Difference', fontsize=18)\n", + "plt.axhline(0, color='black', linestyle='--')\n", + "plt.ylim(-0.85, 0.3)\n", + "plt.tight_layout()\n" ] }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 42, + "id": "4795e5c5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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uTSv+ld7KPyX99DzCw/93wCwoKKi0DVGZ2sSGhYXJ+GmaVWFhUbX5Go4Qd6xZUiyz1FVlvs2aNXO39SkqKlJxcdV90moTGxoa6n6vFBUVqfjYEX1fEKPfFP1OhXLJlCnp9HgjyCHDdjrWdJXIdJWoVFKJSvWbot9pcfB0XXDsiBTaViEhIQoKOn3YKC4uVlFRUZU5nBlbUlKiwsLCKmODg4PlcDhqHetyuVRQUFBlrMPhUHBwcK1jS0tL3SfavI0NCgpSSEiIpNMtsPLz830SW5vf+8A/RpxSaWlplXmc+btcm9i6O0YUqqSk6p6JtYn12zGihth9Oae0ZON+bd2XrdwTpxQRGqTu50TqV5d0UNwZ7Z84RtQ+lmPEab4+Riz8fKOMopNyyV7l54hKcw4OlV0uLf5qm35/08UcIzyI7Rd3llaMT9T0lSla/98fZTNd5XqXli0G1jc+WpNuvlA9O0ZLqsdjRF6GHKWnf9ddLpcKCqvOwREUpODgn44nQWEqCD+n6liOEZIC5xhxJj5H1D62tp8jymJr83tfr58jfvq3q9RUdW2wHXYp2G5UjD3j+547lmOEpMA+RnRu3Vx9OoRrUzVtzM78zGGWFMksLZXdMNSn81k6u1n558sxomLsO8mpMkoKq1zAtbLaRRm7YWjBmu/1x0GnOxvwXeM0jhGn1XSMqG4/5Zge+vrrr83hw4eb3bp1M+Pi4kzDMMygoCAzNja2Vj8NwcyZM01JZps2baqMOXnypCnJlGS+//77NW7z6NGj7vhPP/20yrhf/epXpiTz5ptvrjKmoKDAzM3Ndf9kZGS4t13Zz+DBg8uNDwsLqzJ24MCB5WJbtWpVZeyll15aLrZTp05VxiYkJJSLTUhIqDK2U6dO5WJ7dLugylhbs0iz0+P/cP+EdOheZWxYWFi57Q4ePLja1+1Mt99+e7WxJ06ccMcOvWVItbExDy5y59v84upj09LS3NudMGFCtbE7duxwx06ZMqXa2I0bN7pjn3/++Wpj24x41p1v9HXjqo39xz/+4d7u/Pnzq41999133bHvvvtutbHz5893x/7jH/+oNvbvf/+7O3b16tXVxj7//PPu2I0bN1YbO2XKFHfsjh07qo2dMGGCOzYtLa3a2N/+9rfu2CNHjlQbO2rUKHfsiRMnqo29/fbby72Hq4ut1THisktM8+C37p9W0S2qjPXXMeLSSy+tMrZVq1blYgcOHFhlrL+OEaNGjao29siRI+7Y3/72t9XGNoRjxNW/f9Xs9Pg/zM4TV3KM+EmTPkY0wM8R1R0javM5wnCEuOOGvbKKY8RPajpGrF692h079bkXq41tEMeIG0NNc0qkaU6JNFePqvq9Lsl8/toQd+zGe8OrjeUYcfqnNseIHhf1KhfL54jTGvMx4u9//3u1sQ3iGPH3v5/+HMwxotx7uLrYxvw54ufHiN6XXV5l7JmfIzo9/g+zWeeqtytxjCj7OfMYcfHw31cb2/r2Ke7Xt+XgR6qN5bvG6R+OEad/PD1G5ObmmtXxeGWEfv36qV+/fu7bNptNrVu3VlpamqebaDDKztKUnbmpzJlnSao7+/LzbXq63eq2OWPGDE2bNq3GfTYWOaeqPuvbEKUd825Vbngp98DpXu2SlLWnXlNpjAoyUzT91Te0rbSz8hSmvFPVrCJfUvUZejQe32c6FdxRVc4IgZdOZv3vmJadU31sfs7p9ly016pzziJT1rqe+pazumNwA9SqeUh9p4AGJCXTqbxqpvH+cDhPI+d8o8lDEmjxAyAghAVX7AxQpYbwQSLAFBZXPRsfaAiMn84Y1JrNZlPbtm2VmZnp65zq3AsvvKA//OEPatOmjQ4fPlxpTH5+vvvymvfff19Dhw6tdptZWVlq3bq1JOnTTz/VoEGDKo2744479N577+nmm2/Wxx9/XGlMYWFhuctHnE6nOnTooMzMTEVGVvyAGQiXRlQXe9uL/9Cmg1UX42q6DLtPe4cWjr9Gkn8usbz9pZXaeKDqy3CqaudSWb7+unxq+pIv9fZ3zgqLtUrVXxIlSXa5dPeFkfrj7Vf49xLL7L3S7MSKsXbJUdllkz83LkmOtudz+VR1sYe2SW/dIEn6vrSDni8erm/UTQ5HkPu9UlpUILtccsmufkaK/uhYqgtsGZIk25hVahb/v5Or9X2JZW1j6+sy7MMnS7V0U4a2HcjV8RP5au4wKm2NItXfJZbfH3Jq5JxvVFhSKtmrP0ZIpxcLDAmyafkDA+u/VUMgXGJ5xvEtyCaFBP30N8M0lV9NzdQd++AWmdGdm9QlltXFVvZ7f/frX2hT5ukXs7btXCSp3znBWjD2inpr1fD9oTw9szJFST8clk2llbZH6dc5Wk/derG6x7SQVE+XYWfvVahRVL5VQ3HVzy0k2HH69z4kQsWRHf1/jDi0TcELb5DDbiiltKP+XDhSycXnuf/OlSm7fVnQLk0JXaoE2/7Tnznu/lxq17PSTTfJzxGVKPu9T9qTpTELN6kw/1TVvfINQ47gUHev/Ivbh/E5Qo27VUPAtHM5ulN6c6D1di6jKx4rOEacFiifI85U2THi+0NOzfxsl77em+P+uyz91Bau7O90p+aacN15uqBd5ScJOUZUjP3Va+u0Yc+RKmNrql30iYvWwtF9JDXx7xpn4BhxWk3HCKfTqfbt2ys3N7fSumsZj2ai9+rVS61bt9bnn3/uvm/16tXuFzfQnHXWWZKkY8eOyTRN9wHmTDk5ORXiqxMVFSWbzabS0lJlZ1e9EELZdqvbZkhISKWvbXh4eLkDbVU8ibESe+YbzpexpxQsW7Bnp2ltjoqvS77hqPR5nPlLWpPaxOabDtmqvtigHCPIIcPdVe+n8VXkGxwcXO1VDN7E7nLaZQaH17AEqmTYg2TYyx8WTEk/OO0VcnY4HO4/HjUJCgpy/wHzODbXJdXwvrDbDIVX9TIEuaQzXiO7veJzqIrNZquTWMMw6iRWsvh7H9ZMCjZOLzhbOkHFjiDZZNeZH99swaEyJdkk/UcX6k510zz7TwvONiv/e1NXx4gz/zD6MraujhFVHcNTMp16ZmWKklOzy33YlqSthwu0cNOP6h/fssoZeXV5jPh57Eurt8tlC5HhKP8hpLJjRBmXYegvn/9Xi8aePrFS58cID9Tm996vx4gqjm+GUc0x7UyFef45Rvg41p/HiF4dorQ1K7fCyePKPkf8nF0u9Tg72O/HCElSdqqSdhzVmE9yVOwyZQQ53MfgMu5j8sF83T47WfNujlZil9YKbhnvt2NEWa566/Jydzl++vGE48Etcnh4VYXPjhFhzSS78b+F1o0g2YLtVb7Gm9VDQ4sucC+0Hh7WTPLgPd9kPkdUISXTebqAXlIq0xFS7edPl2mqtMTUmIWbtGJ8oscz0pvi5whvY/35OaIqtfls0CA+R1T3XaO62BqOFU39GGE1tiF917i0S7iW/a6d0rJOavGGfdp+0ClnQbEiQx3qcU6kRvbtVKsFLjlGnHZRp5baciDPoytgf/69xG4Yurhzm0rfU03uu0YVOEZUHVvdSawzefTO2Lp1q9q2bVvuvquuukrt2rXTwYMHPUyx4ejatauk02fE9u/fr06dOlWISU1NrRBfHYfDoc6dO2vPnj3as6fqFhNl2/Vkm01FhIcF9KpEejm+tgItX0nKK/KuDYPTy/FNRnaqVJhX+3EhEfXWniGltKPGFE9QoRwyazjN4pJdpTI0pniCVhhTlOCnHKuz9+gJLdm4X9sO5CqvoEQRoUHqGROlEX06qvPPZnXXp7IZecUlp3+Xfv7BsOz2hr05Gvp6kuaN6q3ELq38nqd0+jVNTq36ZHBVXKappNRspWWdrNWXBpy2t7StlriudrdSilC+etr2aoT9S3W2VX7VHKo2onuY5nx7wtJYl+wa2aMe3sPZqUr5260aUzTNs2OyKZWWuDTmg0ytCB6rhIc/9O/fEit/73w53qJA/7sXCJ5ZmaLiErO6iz7KMU2puMTU9JUp7hOxALwXKJ+TA1lcq3BNGsJfB18Z0aej5qyz1jLaZZoa2bdibQ/wJY+K6Ha7vdLLLyx2gql3F110kZo1a6ZTp05p7dq1uuuuuyrErFmzRpIUGxurdu3aebTd/v37a8+ePVq7dm2lj+/fv1/p6enuWJzW8+xgbT54qtJWIzUpmy3mT4GWrxSYhf+Ak50qzeplffyDW+qlkP5M8Z0qVlCNhYQypmwqVpCmF/9ai+o4t+pUN6t7875jmrMurdpZ3f5UbkZeDX82rc7I86UlG/dXeE09ZTcMLd6wjy8TtZBS2lHPFN+pZLN7hZYSm13na47rJvU3dmiy4x0l2PbXY6aBpfNZDvU3dmiDeUGt/l7b5VI/I0VxLc6pw+yqUJjn3TG5norSgSZQ/+4FCk7EAvUvkD4nA2fq3Lq5+se31Ia9OVW3AquE3TDULz6avx+ocx59emzdurVycnJ06NChus7HL8LDwzVkyBBJ0htvvFHh8cLCQi1YsECSNGzYMI+3e8cdd0iSvvrqK+3atavC47Nnz5YktW/fXldccUVt0260RnQPs1SQlupntlig5SudLvyXb9Lhufoq/AecSooXe0vbanrxSA0rnKzBhc9qWOFkTS8eqb2lbT0aX9f2HitWstm91u9nl+xKMnso7Xj9LLKbtCdLQ19P0oa9p9tj1TSrO2lPlt9zPJM3M/Lqw7YDuZYXEXWZprYfdPo4o8YrydVNQ4umaYN5gSRV+F0su73BvEBDi6YpydXN7zkGssmOd+RQiQx5toC5oVI5VKJJjvoplQbqMTmQ8BrXvbITsVaUnYgFYF2gfU4Gfm7ykAQ5ggxV0nW5UoYhOYIMTRrMJB7UPY9mol9++eVavny5rrzySt1yyy1q3vz0pT8nTpzQn//851rt8Kmnnqp9lnVgypQp+vDDD5WUlKQnnnhCTz/9tBwOh/Lz83X//fcrLS1NUVFRmjBhQrlxL7/8sl5++WXFxMRo/fr15R4bMmSI+vXrp2+++UbDhw/XJ598og4dOkiSli9frhdeeEGSNG3aNPeCDAi82WKBlq8UoJe1VyJQ2h0EyszSJTvyK+TnKbtcWrz9pCb5+bNKoM3qDsQZeXnVraDlAWdBNStjwo2WEnUvwbZf8xwvnO59raBqj3V2ueRQieY5Xqi343IgHpMDDa9x3eNELBqFkIj6HW9RoH1OBiqT0D5S80b1drfCrG5Gut0w3ItT8x6GP3hURH/qqaf0+eefa/fu3XrxxRfd9588eVLTpk2r1Q4bShG9e/fueuONN3TffffpL3/5i+bNm6dOnTpp9+7dcjqdatasmd577z21alW+J+3x48e1b1/VMySWLVumK664Qt99953i4+PVrVs3HT9+3N3G5d5779W9995bl08tIE12vKOhRdNUKsOjy2vLzxYbVPcJ/kyg5RuIhf8zBUpRWtL/Fiv76fBa08zSssXK6sO2I0VeXVWx/UiRjzOqWaD1WQ3E1igRoZ4tpFOVyFBPlxVs2mgp4R+J9p1aYUzR9OJfK8nsUeFvSNntfkaKJjkW1evfkEA8JgcaXuO6x4lYNAot40+3WgywtY4C7XMyUJXELq20Ynyipq9MUVIlbYnKbveLj9akwbQlgv949E25e/fu+u677/TGG29o+/btys/P11dffSWHw6HLLrusrnOsM6NHj1b37t31/PPPa/369dq+fbtat26tX/7yl3ryySd13nnn1XqbHTt21LZt2/Tcc89pxYoV2rVrl0JDQzVw4ECNHz++Vu1hmoyQCO9mi9XDmf5Am90mBV7hv0wgFaUDbWZpoC04G4izugNxRl7PltLmNOszNXtEB+Z6Kf5U1lKits5sKRHXvg4Sa6QSbPu1KGSG0krbarHram0vjZNT4YrUSfWwpWmk/UvFNYCrmQLtmByIeI3rHidi0WjUUyHcqkD8nAxUJ6F9pBaN7ae0rJNavGGfth90yllQrMhQh3qcE6mRfTvxnoXfefwpJzY2VjNmzHDfttlsio6O1urVq+skMX/p06ePli9f7nH81KlTNXXq1GpjoqKiNGPGjHKvF6rx05n+xMI8rTharOnrjyspo0h2Q3Kd8V2l7Ha/DmGadHmUElq/Vq9n+gNpdpsUmIX/QCtKB9rM0kBbcDYQZ3UH4oy8ERcEac5mL9Z9SKAAUhNaStSPONthTbItru80qhRox+RAxGtc93rGRGlzek65z/CeshtSj3OYTQhYEYifkwFPxLUK572JBsPyVIGOHTuqTZs2vswFTdlPhfCE9tKiC9WwzzaeMfPd0uy2euqRJwVe4T+QitKBOLO059nB2nzwlPUZx35ecDYQZ3VH2L0rgkfa/b+IXaC3fwoEtJRAZQLtmByIeI3r3ojzDM1ZZ22sy5RGns+JCsCKQPycDACBxnIRvazHN1AXGvTZxkp65MVJmlRp8P3lb9bXzPkALPwHWlE6EGeWBtqCs3knT3o13nnC2nP1Rs/Wdm0+4EVrlFb1swh1oLZ/ChS0lEBlAu2YHIh4jete5/BC707EhnEiFrAiEK9+BIBA413TOqCpCrAeeYFY+A+0onQgziwNtBnHEQ7vCoeRXo63IlALNoHY/imQ0FLCD7w9+VsPJ48D7ZgciHiN/YMTsahUdmrALdQZSFiPwE94HwNNmkdH2v37T38pdjgcateuXbn7aqtjx46WxgHwUoD90Q60onSgziwNpC+6gXgZfiAXbAKt/VMgCcT3csCp5OSxx+rxi24gHZMDUkiEd69xyK/8kGT19h49oSUb92vbgVzlFZQoIjRIPWOiNKJPR3Vu3by+05PEiVhUIjtVmtXL+vgHtwTcdxl/6xkTpc37jlnuic56BB7gfQw0eR4V0ePi4iRJXbt21c6dO8vdVxuGYaikxP/9XQEEnkArSgfkzNKQCO++6Pp5pmagzuoO5KKYpfZPqFGgvpcDTgB+UaX4WMdaxivh4Q81b89RjfkkR8Uus9oFMO2G5LDbNe/m1kro8mG9vqdSMp16ZmWKklOzKyweuHnfMc1Zl6b+8S01eUiCEtrXfzGME7Eox8oJTV+ObwJG9OmoOevSLI11maZG9u3k44waId7HQJPnURHdNM1y//35vz1lZQyApikiJEiS9d58/r4kMSBnlv40UzOxME8rjhZr+vrjSsookt1QuaJC2e1+HcI06fIoJbR+rV5magbqrO7GUBSLsx3WJNvi+k6j0ejcNlr9jS+tv5fbdK3D7FDfKD7WsZbxSmwZrxUdnJq+MkVJlRSly273i2+pSYPrvyidtCdLYxZuUnHJ6Rx/PtO07PaGvTka+nqS5o3qrcQurfye589xItZ/AuEKBdStzq2bq398S23YmyNXLeoudsNQv/hoxbVqGCfoeS8DaMg8KqKnpZ0+o+lwOCrcBwB1oWdcW20+mFbtDLGq2A2pR2wb3ydVjYCdWfpTITyhvbToQikt66QWb9in7QedchYUKzLUoR7nRGpk304N4sN1oM7qpiiGclrGa/LdN2noon0qLTHlyWHOkOQICtKkX98ckDOsUTsBUXwMwL7zZ0poH6lFY/s1+L97KZlOjVm4SYUlpaqpLuYyTZWWmBqzcJNWjE+s9+J/GU7E1p1Au0IBdWvykAQNfT3p9GcLDz5cGIbkCDI0abAfF5KqAu9lAIHAoyJ6p04VL+2p7D4A8BXvLkmU3y9JDNRZ0j8X1ypck4bU/wfpqgTyrO6AKIrBbxIu6KZ597Rxzy6tbtaY3TDkCDI0b1RvJTSA2aWoI5UUlWtVfPR3UTpA+87/XEP/u/fMyhQVe1gQkyTTlIpLTE1fmaJFY/vVbXKoV4F6hQLqTkL7SM0b1bv2ny242gYAPOLdEs4AUEcC7pLERrBYWaAI9FndzMhDmcQurbRifKIHLSWiG0RLCdSxQCxKN5BCeGO19+gJJadm13qcyzSVlJqttKyTDWI2PXyvMVyhgLoRaJ8teC8DCCQU0QE0WAF1SWIAL1YWiJjVjeoEUj/NQGkp8XOB9BoHFP4W4AxLNu6vUADzlN0wtHjDvgY9yx7WcYUCKpWdKhXmKUHSoiGhSjveRou3n9T2I0VyFpmKDDbU4+xgjewRrrgWQZL2Spmq16uDeC8DCCSWi+i7d+/WokWLtGbNGqWmpionJ0eS1LJlS8XHx+vKK6/Ur3/9a8XH82UAgDUBd0liAC5WFuiY1Y0zBXI/zYbeUqJMIL/GQKDZdiDXUgFdOj1jc/tBp48zQkPAFQqoVHaqNKtXubviJE2qECfp+0rGP7jF74V03ssAAk2ti+jFxcV66KGHNG/ePLlcLkmSeUZhKz8/XwcOHNCaNWv0zDPP6L777tPLL7+soCAmvQOovUC7JFEK3JmlQCCjn2bd4zUG/CuvoMSr8c6CYh9lgoaEKxRQKSutwHw53gLeywACTa0q2y6XS4MGDdJXX33lLpy3adNGPXv2VHR0tEzT1LFjx7Rt2zb9+OOPKikp0euvv67//ve/+uyzz2Sz1dwjGAB+LlCL0oEysxQox9vFCf29uKHop+kPvMaA/0WEejcJKTLU4aNM0JBwhQIaC97LAAJNrT6ZPfvss1q9erUkaciQIZo6daouueSSSmM3b96sadOmaeXKlfriiy/0/PPP64knnvA+YwBNFkVpwA8CcHFD+mnWPV5jwP96xkRp875jlmdp9jiHE1iNEVcooLHgvQwg0HhcRM/Pz9fMmTNlGIYee+wxzZw5s9r4Sy+9VJ988ol+//vf669//auee+45Pfzww2rWrJnXSQMAEBACcFa3pIBa3JB+mnWP1xioHyP6dNScdWmWxrpMUyP7dvJxRh4I1L97AYQrFNBY8F4GEGg8PmotX75cJ06cUM+ePfX88897vIOZM2fq3//+t3bs2KH3339fd955p6VEAQBNXCB+MQ/AWd2Bhn6adY/XGKgfnVs3V//4ltqwN6faxdV/zm4Y6hcfXT8nrwL17152asDkzBUKaCx4L9ePvUdPaMnG/dp2IFd5BSWKCA1Sz5gojejTUZ1bN6/v9IAGzeMi+vr162UYhh544AEZhuHxDmw2mx544AGNGzdOa9eupYgOALAmUL+YUwivU/TTrHu8xkD9mTwkQUNfT1Kph+2UDENyBBmaNLgeT1wF2t+97FRpVi/r4x/c4tfnHJBXKACV4L3sJz+dJEw5Wqxn1h1X8oEi2Q3JdcbflM3pOZqzLk39Y0I0+YooJbR2MKEHqITHRfRvv/1WknTllVfWeidXX321JGnr1q21HgsAgBsf5PAzeSdPejXeeeKEjzJpvOhZCtSfhPaRmjeqt8Ys3KTiErPaGel2w5AjyNC8Ub1Z0Lc2rJyc9+X4WgrIKxQC8WpC1LmAey8H4vv4p5OESa5uGlM8QcUKkmQvV0CX/ldQ33AgX0OXODXP8YIS7Tv9fpIQaOg8LqJnZmbKZrPp3HPPrfVOunTpIrvdroMHD9Z6LAAAQFUiHNZmSJeJ9HJ8U0DPUqB+JXZppRXjEzV9ZYqSUrMrtFcqu90vPlqTBidQQG8CAu4KhUC9mhB1LqDey4H4Pi7MU0ppR40pnqBCOWTKVm24S3aVytCY4glaYUxRgp9PEgINncffipxOp6KioizvKCoqSk4nl/MCAADf6Xl2sDYfPCWX7LUea5dLPc4OroOsGhd6lgL1L6F9pBaN7ae0rJNavGGfth90yllQrMhQh3qcE6mRfTuxgG8TEpBXKFAIRyUC7r0cgO/jZ4rvVLGCaiyglzFlU7GCNL3411pUx7kBgcbjIvrJkycVEWH98hOHw6Fjx45ZHg8AAPBzI7qHac631lqyuGTXyB4UnWpCz1Kg4YhrFc5CvZDEFQpoPHgv1529x4qVbHav9TiX7EoyeyjteIni2tdBYkCA8u76XAAAgHrU+SyH+hs7tMG8oFaz0e1yqZ+RorgW59Rhdo1DwPUsBYAmgisU0FjwXq4bS3bkyy6X5Ss2F28/qUmctwXcalVEd7lcysjIkFmLL1BnjgUAAPC1yY53NLRomkp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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot difference between XGB test and training precision/recall scores\n", + "xgbDiffFig = plt.figure(figsize=(15,5))\n", + "\n", + "for cls in mrg_prec_rec.index:\n", + " train_precision = mrg_prec_rec_train.loc[cls, 'precision_xgb']\n", + " train_recall = mrg_prec_rec_train.loc[cls, 'recall_xgb']\n", + " test_precision = mrg_prec_rec.loc[cls, 'precision_xgb']\n", + " test_recall = mrg_prec_rec.loc[cls, 'recall_xgb']\n", + " \n", + " if cls == mrg_prec_rec.index[-1]:\n", + " break\n", + " \n", + " else:\n", + " plt.scatter(cls, test_precision - train_precision, color=colors[0], s=120, zorder=1)\n", + " plt.scatter(cls, test_recall - train_recall, color=colors[1], s=100, marker='s', zorder=0)\n", + " \n", + "plt.scatter(cls, test_precision - train_precision, color=colors[0], label='precision', s=120, zorder=1)\n", + "plt.scatter(cls, test_recall - train_recall, color=colors[1], label='recall', s=100, marker='s', zorder=0)\n", + "\n", + "plt.xticks(rotation = 55, fontsize = 17)\n", + "plt.legend(ncol=2, loc=2, fontsize = 16)\n", + "plt.yticks(fontsize = 17)\n", + "plt.xlabel('XGB classifier',fontsize=18)\n", + "plt.ylabel('Test - Train Score Difference', fontsize=18)\n", + "plt.axhline(0, color='black', linestyle='--')\n", + "plt.ylim(-0.85, 0.3)\n", + "plt.tight_layout()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1f26e5f5", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 43, "id": "2a4ed7e0", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1030,9 +1766,8 @@ } ], "source": [ - "prop_cycle = plt.rcParams['axes.prop_cycle']\n", - "colors = prop_cycle.by_key()['color']\n", - "\n", + "# Scatter plot of DNN/XGB precision, color-coded by number of positive examples\n", + "# Intended to be paired with the recall scatter plot below\n", "pscatter_count = plt.figure(figsize=(5,5))\n", "plt.plot([0,1], [0,1], linestyle='--', color='black')\n", "plt.scatter(mrg_prec_rec['precision_dnn'], mrg_prec_rec['precision_xgb'], c=np.log10(mrg_prec_rec['count']))\n", @@ -1040,18 +1775,18 @@ "plt.ylabel('XGB precision',fontsize=14)\n", "plt.xticks(fontsize=14)\n", "plt.yticks(fontsize=14)\n", - "plt.tight_layout()" + "plt.tight_layout()\n" ] }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 44, "id": "5ac3bebc", "metadata": {}, "outputs": [ { "data": { - "image/png": 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XZcbSzBWWppURk3gPSGMyS1MzOX5a3gJlC2yFjY0Nxrdogp8CTkMmCFCL/yaUANC+cgV0rFJRq+sS6YoJExGRERAEAV0qVEaXCpURER8HtSiigMIcQg4kSgDwISEa46/+CaValWJocHLi9OeT8yhraw0L0/THHalFNQqbF9bqeoIgoEzB+bj9phfUYgIAFcLfq7BnSxQGjnKAidwc5QvPh5WZDQDgiwZ1UdbBASsvXMI/L5KeyitlXwCD6tZCnxpVcyShNISkQd/SvDap6smvmDARERkZO4V5jl9zf8hVxKuV6T5HJYOABGVhWJnGaAZ6pyojyNC4YEOtr2mlcINrkT0ICV+EkFA/jB30BneuJyA+yhlLF/8FS7MKKcq3rlAWrSuURWxiIlRqEVZmpjmWUBIxYSIiIvzz4Ylm7FRa1BDxMjYW5QsURFj8uxRJU/K4qwGl+sHaNPUTbBmxNKsAZ9tFGNH7Fu5cfwJHx4KY8PXWVMnSpyxMc//aetpSS7hoLqcVyB4mTEREBEGL7hoBAqZXmYqdIbtxJuwMEsWkNd5KWpRA1xKdUdu+VprnfYi/jyeRBxGnegdzk4IobdMRBRRJg9gTExPRu3dvnAw4BRsbG/j5HUblypWle2G5HAd9Gw8mTEREhDoFyyAw9E66bRByQYa6BUvD1tQGg0sPRF/nXniX8B7mMgUKKgqmeY5aVOJS6Cw8iToIAXIkPfMn4H74ZpS26YxajpMwZMhQ7Nu3DwqFAvv370ft2rX19RKJsoXzMBEREToVrwkLuQKydFqaVKIa/V2aaH42l5ujuEWxdJMlALjxbjmeRB0CAIhQQYQaIpImmHwctR+DvmqDTZs2QS6X46+//kLz5s0lfEV5gxoySTfSHe8eERHBxtQCi+sMgEJumiJpSp6B/OuKbdDQSfu5oBJUH3E/YhuQbpuViKLVXsPc3BwbNmxAp06dshF93qUSBUk30h275IiICABQy6E0djcbi13PLyHgzR0kqpWoWqAkepVqgMp2xbNUV2jsZajF+AzL1PG0xukbm1C7XPfshE2UI5gwERGRhpO5Lb4o3wpflM/eQraq/yRLalGATBBx/u/3KFvNCk7FkxbpdSpsm63r5HUqCZ+SU/EpuWxhwkRERJIroCiP6HgFTgdXwuUnZRGTYI6EO1cRsvFPFHAyxZxdlWBfyEzztByRsWPCREREkouJd8LyE50QHmsCUZQhJvg+Xv2xBVCLgEtVqC3s4GReFrZmLoYO1aipRRnUEk0roOa0AtnChImIiCQ3ze8oImMVEEURcU+f4PXGtYBKBSu3aij4WW/svBqFvQNHGDpMo8cuOePBp+SIiEhSIRERCHz8BCpRRPyrl3i1bhXEhARYlK+Iwn0/hyiY4Ok7e7wIz/klYIh0xRYmIiKS1J3QtxABJL57h1drfoc6NhYKZxcUGTgIgsm/Hzu334SiopOj4QLNBdSAZNMBpL0CIGmLCRMREUnKTC4HAAhmZpBb20BuZY2ig4dBZqZIsxxRbsCEiYiItHb72RucufUEiSoVqjgXRhPX0jCRpxzdUadEcViYmCDWxgbFvvgKojIRckvLFGVMZDI0LOWck6HnSlLO0M2ZvrOHCRMREWXqw8dYTFi1H1cevIBcJkCAAKVajcIFrPHT8E5wcykCAIiKisLx48fhVacmfj9/CXILCwAWKeqSCQJ6VXODg6VFGleiT0m7+C4Tpuzg3SMiogwpVWqM+nUngh69BACo1CKU6qQRMW8jovHFkh0ICQtHXFwcunbtiq5du8Li5nV0da0MAJALSWNw5LKk/7YuVwZTW3LdOMpd2MJEREQZCrzxCPdC3qZ5TC2KiE9UYoP/JVz+axmOHz8Oa2tr1KtbF1/VrYuBtWpg583bePPxI5ysrNDVtTJqFisKQeC6ZtpQQ4A6nQWRdamLdMeEiYiIMnT46j3IBCHdiQ+VKhWWzJ6O0NsXoFAosG/fPtStWxcAULVoEVQtWiQnw81T2CVnPJgwERFRhqJi4tNNlkRRxIvTexF2+wLkcjm2b98Od3f3HI6QSP+YMBER6VmCSgX/Rw/wz5tXkAsCmpQshSYlS0GWS7qlShWyx8V7z6BSp06a3lz2R9iNUwCA9evXo3PnzjkdXp4m7UzfbGHKDiZMRER6dO3Naww7tAdvY6JhIkv6wFoZdBnl7B2wrmM3lLS1M3CEmfussRu2ngxK85goJg3+Hug9EZ9//nmW6k1QqnDl6QtExcfDpaA9KhTmJJZkvJgwERHpyYuoSPTb+xdilYkAoHmyDAAeh39Anz3bcaTvIFiamhoqRK1UKO6EQR51sP7IZQhAihXJitdvj5oNmuL3nyZrXZ8oithy6TqWHj+HDzGxmv1uxQpjRudWcC1WWLrgczm1KEAt1UzfEtWTX7F9johITzZc/wdxysQ0x/+oRBEvoiKx9/4dA0SWdV93aYKpfVqhqIMtPr56BHViAiwVpujfshZ2/fQdzM20//695vRlzDxwPEWyBAC3X4ViwJrtuP8mTOrwcy31/7vkpNg4cWX28O4REenJvuC7UKUzWBoABAAHHtzLuYCyQRAE9GhaDd80K4VnB1fC7Npu7JnaH992awYLhfYtZB9iYrHk+Nk0j6lFEQlKFRYdOS1V2ESSYZccEZGexCQmZnhcBPAxISFngpHAxYsX8dlnXZGQkADnEsVhb2eT5Tr+vnkfSlX6y8CqRBEn7z/G++gYOFhZplsuv1CLMqglmg5AqnryK949IiI9KWvvkOGTcHJBQEWHgjkYke5u3ryJdu3aITo6Gq1bt8bmzZthYpL179yhkR8hl2X80SMCCPsYo2OkRPrBhImISE8GVq2R7vxFQFJrSj+36jkYkW4ePXoET09PvH//Hg0aNMDu3buhUCh0qsvR2jLDbspkDlZcZw4AVBAk3Uh3TJiIiPSkc/lKaO1SNtXHVPLPw2vURo3CRXM6rCx59eoVPDw88OrVK7i5ueHgwYOwtrbWub52bhUhy+BzWyYIaFTWGY7WVjpfIy9J7pKTaiPd8e4REemJXCbD8radMLFhUxSy/DcBKF3AHvPdPTGlkfEvQPv69WtERESgbNmy8Pf3h4ODQ7bqK2htiRFN66V5TCYIMJHJMLZ142xdg0gfOOibiEiPTOVyjKpVDyNq1MHr6I8wkclQyNIq1yw+W7NmTZw6dQrm5uYoWlSa1jDvlg1hYWaKFScvICbh34Hxzg52mN3VE27FufZcMhUgWVeaSpJa8i8mTEREOUAuk6G4ja2hw9BKfHw87t+/j6pVqwIAKleuLGn9giBgeNO66F+/Bs4+fIqPcfFwdiiAms7Fck0iSfkPEyYiItJQKpXo27cv/P39sXfvXrRq1Upv17I0M0XryuX0Vn9ewGkFjAcTJiIiAgCo1WoMHz5c8xQcW3sMTyXKoJIo0ZGqnvyKd4+IiCCKIsaNG4f169dDLpdj27ZtaNmypaHDIjIabGEiIiLMnDkTv/zyCwBg7dq16NKli2EDIgCACAFqiQZ9i5yHKVuYMBER5XOLFy+Gj48PAGDJkiUYOHCggSOiZOySMx68e0RE+ZharcaxY8cAAL6+vvD29jZwRETGiS1MRET5mEwmw86dO7F9+3b069fP0OHQf6hFAWpRmq40qerJr9jCRESUDz148ADi/9d0MzU1Rf/+/flUHFEGmDAREeUzFy9eRI0aNfDll19CpeL8z8ZMBZmkG+mOd4+IKB+5efMm2rVrh+joaAQHB0OpVBo6JMpAcpecVFt2zZ8/H4IgQBAEnD9/XuvzAgICNOeltWWlLkPhGCYionzi8ePH8PT0xPv371G/fn3s2bMHCoXC0GFRLnHnzh18//33sLKyQnR0tE51NG/eHC1atEi1v0SJEtmMTv+MNmG6dOkSfHx8cO7cOSQkJMDV1RXffPNNlgYlhoeHY+HChdizZw8eP34MhUKB0qVLw8vLC8OGDYO5ubkeXwERkfF49eoVWrdujVevXsHNzQ2HDh2CtbW1ocOiTKghg1qizqDs1KNSqeDl5YXq1aujQoUK2LRpk071tGjRAjNmzNA5DkMyyi65gIAANGnSBKdOnUKPHj0watQohIWFoX///pgzZ45WdYSHh6N27dqYOXMm7Ozs8MUXX6Bv37748OEDvL290aFDB6jVaj2/EiIiw3v//j08PT3x6NEjlClTBv7+/nBwcDB0WJSL/Pjjj7h27RrWrl0LuVxu6HAMwuhamJRKJYYNGwZBEBAYGIiaNWsCAHx8fNCwYUP4+PigZ8+eKF++fIb1rFy5Eo8ePcLYsWOxcOFCzf6EhAQ0adIEx48fx+nTp9GsWTO9vh4iIkM7d+4c7ty5g6JFi+LIkSMoWrSooUMiLalEASqJpgPQtZ6bN2/C19cX06ZNg6ura7ZiCA4OxpIlSxATE4NSpUrBw8MDjo6O2aozpxhdC9Px48fx8OFD9OvXT5MsAYCNjQ2mT58OpVKJdevWZVrPo0ePAADt27dPsd/MzAweHh4AgNDQUAkjJyIyTh06dMDu3bvh7++PMmXKGDocygJ9DPqOjIxMscXHx6d7faVSiUGDBqFy5cr47rvvsv16Nm/ejDFjxmDy5Mno168fnJ2dsWDBgmzXmxOMLmEKCAgAAHh6eqY6lrzv5MmTmdaTnAX7+fml2J+YmIijR4/CwsICDRs2zGa0RETGSalU4u3bt5qfO3XqBDc3NwNGRMaiZMmSsLOz02xz585Nt+ycOXM0XXGmpqY6X9PJyQkLFizAnTt3EB0djRcvXmDTpk1wcHDAxIkT8fvvv+tcd04xui654OBgAEizy83e3h6Ojo6aMhkZNmwY/vjjD/z888+4fPky6tati/j4ePj5+eHDhw/YvHkzihcvLnn8RESGplarMWLECAQGBuLIkSMoXbq0oUMiHYmiDGqJ1oAT/1/P8+fPYWtrq9mf3pOS165dw6xZszB+/HjUqlUrW9d2dXVN0Z1naWmJ/v37o3r16qhduzZ8fHwwfPhwyGRG146jYXQJU0REBADAzs4uzeO2trYICQnJtB4LCwsEBATgiy++wKZNmzStUjKZDKNHj0aTJk0yPD8+Pj5FM2VkZKS2L4GIyGBEUcT48eOxbt06yGQy3Lx5kwlTLqaCABUkGsP0/3psbW1TJEzp8fLyQtmyZfX6VJubmxvq16+PU6dO4cGDB6hQoYLerpVdxpvKZVNYWBg8PDxw/vx5HDx4EOHh4Xj9+jVWrFiBdevWoX79+vjw4UO658+dOzdFk2XJkiVzMHoiIt3MmjULixYtAgCsXbsWnTp1MnBElFtdu3YNd+/ehbm5eYpJJjds2AAAaNiwIQRBwJ49e7J1neRB3zExMdkNWa+MroUpuWUpuaXpvyIjI9NtffrUt99+i7Nnz+LatWuoVq2apu7hw4dDpVJh1KhR+OWXX+Dr65vm+ZMnT8a3336b4rpMmojImC1duhTff/89AOCXX36Bl5eXgSOi7FKL0i2aqxazVn7o0KFp7g8MDERwcDA6d+4MJycnuLi46ByTUqnE1atXIQgCnJ2dda4nJxhdwpQ8dik4OBi1a9dOcezDhw8ICwtDo0aNMq3n4MGDcHBw0CRLn2rZsiUA4MqVK+mer1AoOAMuEeUamzZtgre3N4CkaVjGjBlj4Igot1u9enWa+wcNGoTg4GBMnjwZDRo0SHEsLCwMYWFhcHR0TDFdwLlz59CgQYMUCzwrlUpMmDABT58+Rdu2bY1+bjCjS5iaN2+OuXPnwt/fH3369ElxzN/fX1MmMwkJCYiLi0NCQgLMzMxSHEt+coQJEZFxuhgSgj+uBeHKy5cwkcnQqkwZDKhRE2Xs7Q0dmlFKTEzEjz/+CAD4+uuv4ePjY+CISCpqCQd9S1VPRpYuXQpfX1/4+PikGPvUt29fCIKARo0aoXjx4ggPD0dgYCDu3bsHZ2dnrFixQu+xZZfRjWFq1aoVypQpg82bNyMoKEizPyoqCjNnzoSJiQkGDRqk2R8WFoa7d+8iLCwsRT2NGzeGUqnEzJkzU+yPj4/X7HN3d9fb6yAi3fx6/jz6/LUdfsHBeP3xI0IiI7Hp2jW03bgBxx4+NHR4RsnU1BTHjx/HDz/8gEWLFqX4Fk+5mxqCpJuhjBo1Ci4uLggICMDixYvx559/QqFQYOrUqQgKCkKpUqUMFpu2BFEUs9irqX8nTpxAmzZtoFAo0LdvX9ja2mLXrl14/PgxZs2ahalTp2rKzpgxI81sNigoCM2aNUNUVBTq1auHxo0bIy4uDocPH8ajR49Qu3ZtnD59Wuv15JLHTkVERGj1dAERZd2pp0/gtWtXmscEAKZyOQKHDEUhroEGIOl9ie9HhqHvz4Tk+gec6Asza7PMT9BCwscE/OG+hZ9jOjK6FiYgqeXn9OnTaNKkCbZv345ly5ahYMGC2LRpU4pkKSM1atTAlStXMHjwYLx+/RpLly7F+vXrYWVlBV9fXwQGBnLxXSIjs/bqVcjTaR0RASjVamy/dTNngzJSt2/fRvny5dMdZ0J5Q/LSKFJtpDujbGEyRmxhItI/119/RawyMcMyjZ2d8Uf3HjkUUfapRRFPI8KRqFLB2c4O5ia6z5ac7MmTJ2jSpAlevHiBevXq4cyZMzAxMbohqXlaTrUw9TveT9IWps0tN/NzTEf8CyMio6HN0BvBgOMwskIURWy/fRPLLl/As8ikaVIsTU3R17UaxtZvBCsz3T4EX79+jdatW+PFixeoUqUKDh06xGQpD8ttg77zMt49IjIajZ2d0+2SA5LGMTVyzh3zof18/gy+O+6P55H/zikXk5iIddeuot/u7YhNzLglLS0fPnyAp6cnHj58CBcXF/j7+6NgwYJShk1GRg0JF9/NJV82jBUTJiIyGkNq1YIqnVECAgBzExP0dDX+BWSD37/Db5cvAEgae/UptSjiRmgo/rgRlKU6o6Oj0aFDB9y4cQNFihTB0aNHuR4mUQ5iwkRERqN+iZL4vkULAEjR0iQTBChMTLCqS1cUtLQ0UHTa23brRoYtZSLELCdMf/75J86dOwd7e3v4+/ujbNmy2YyScgNRwikFRLYwZQs7vonIqAyqWQv1S5TEpmvXcOXlC5jK5WhZujT6VK2GojY2hg5PK4/DP6TbUpbsRWQkRFHUes6k4cOHIywsDC1btkTVqlWlCJNygeTuNKnqIt0xYSIio1PZyQmzW7c2dBg6s1EoIBeEDJMmS1PTTJMlURSRmJgIMzMzCIKAKVOmSB0qEWmJXXJERBLrUK5ChsmSXBDQuULlDOsQRRETJkxAp06dEB0dLXWIlEskPyUn1Ua6490jIpJYS5cycHMqlOY4JpkgwEwux7CatdM4819z587Fzz//DH9/fxw9elRfoRKRlpgwERFJTC6TYWOXHqhbrETSz4IAE1nS262jhSU2de2JMvbpr8y+fPlyzaoGCxcuRJcuXfQfNBklyaYUkHAsVH7FMUxERHpgb2GBLd164WboG5x4+hgJKhWqOhVCy9JlNclTWjZv3oyvvvoKADB9+nSMHTs2p0ImIyTlormchyl7mDAREemRW6HCcCtUWKuyBw4cwMCBAyGKIkaPHg1fX189R0dE2mLCRERkBGJiYjBs2DCoVCp8/vnnWLx4sdZTDlDexWkFjAfHMBERGQFLS0v8/fffGDx4MNauXQtZBt12RJTz2MJERGRAarVakxzVrFkTa9euNXBEZEzYwmQ8+BWGiMhAnj59iho1auDcuXOGDoWMFJ+SMx5MmIiIDODNmzdo3bo1bty4ga+//hpiJkupEJFhsUuOiCiHhYeHo02bNnjw4AFKlSqF3bt3c4A3pYldcsaDCRMRUQ6Kjo5Ghw4dcO3aNRQuXBhHjx5FiRIlDB0WGSkR0s2fxDbM7GGXHBFRDklISED37t1x9uxZFChQAP7+/rB0KoQ7r0PxPibW0OERUQbYwkRElEMWLFiAw4cPw9LSEj+uXotZl2/h2t5jAJLWmGtVsSwmtGqKUg4FDBsoGQ12yRkPJkxERDlk3LhxuHbtGuq0bY9Fd56mOKYWRRy/9xAXnjzH9iF9UbqgvYGiJKK0sEuOiEiPRFHUPAFnbm6OTVu2YNeHOIiiCPV/noxTiSKi4xMw1z/AAJGSMeK0AsaDCRMRkR7NmzcPkyZN0iRNJ4Mf40NMbLoDcFWiiMAHT/Am8mPOBUlGiwmT8WCXHBGRnixfvhxTpkwBALRu3Rqenp54+j4cckGAKoN5l0QAz8MjUNjWOociJaLMMGEiItKDLVu24KuvvgIATJ06FZ6engAAW3NFqq64tNgoFHqNj3IHDvo2HuySIyKS2MGDBzFw4ECIooivvvoKM2fO1BxrVbEs5BksrCsAKF3QHhUKFcyBSIlIW0yYiIgkFBgYiB49ekCpVKJ///5YsmRJilm8C1pZYmC9mumeLwIY696YM38TAEAUBUk30h275IiIJPL+/Xt06dIFcXFx6NSpE9atWwdZGq1J41s1gUpU44+LQRAhQi7IoFSrYWFqgmlt3dGmcnkDRE/GSA1Bspm+paonv2LCREQkEQcHB/z2229Yt24dtm3bBlNT0zTLyWUyTPFsgaEN68Dv9n2Ex8ahRAE7tK1SHlZmZjkcNRFpgwkTEZGE+vXrh759+2rVpVbYxhpe9WvlQFSUW3HQt/HgGCYiomx48+YNPvvsM7x48UKzj+OPSCocw2Q82MJERKSj8PBwtG3bFkFBQYiIiMDx48cNHRIR6QkTJiIiHcTExKBTp04ICgpC4cKF8fvvvxs6JMqD2CVnPNglR0SURQkJCejevTtOnz4NOzs7HD58GOXL88k2oryMLUxERFmgUqkwYMAA+Pn5wcLCAgcPHkT16tUNHRblUVKOPeIYpuxhwkRElAUzZszA9u3bYWpqit27d6Nx48aGDonyMFHCLjkmTNnDLjkioiwYOXIk3Nzc8Oeff6JNmzaGDoeIcghbmIiIsqB48eK4evVqupNSEklJBKDFWs1a10W6YwsTEVEmVq1aha1bt2p+ZrJElP+whYmIKANbt27FF198AQAoU6YM6tWrZ+CIKD9RQ4DAteSMAhMmIqJ0HDp0CAMGDIAoihg1ahTq1q1r6JAon+FTcsaDXXJERGk4deoUevToAaVSib59+2Lp0qVc8oQoH2MLE0nq6cv3ePgsDAozE9SsUgKW5lx5nXKff/75Bx07dkRsbCw6dOiADRs2QCbj90vKeWpRgMCZvo0CEyaSRMjrD5j7uz/+uR2i2WeuMEXfjrUxpEdDyPlhQ7nEy5cv0aZNG0RGRqJp06aaOZeIKH9jwkTZ9iYsEiOmbUFUdFyK/XHxiVi38zzeh8dg0ggPA0VHlDVFixbFwIEDceLECezfvx+WlpaGDonyMVGUcFoBziuQLUyYSCevX37AuYC7iItLxJWQN4iKjoNKnfZf495j19GrfS2ULlEwh6MkyjpBELBgwQLExMTAysrK0OFQPsdB38aDCRNlSUJ8IhbP3o+jh64lPewqExBRygqQpf+HKJcJOHTyFr7q3ywHIyXSXkREBObOnYsZM2bA3NwcgiAwWSKiFJgwUZbMn74LZ07cAURAhAi1WswwWQKSZpd9+/5jzgRIlEUxMTHo1KkTTp06hadPn2LLli2GDolIgy1M6Tt27BiOHz+Os2fPIiQkBGFhYbC0tISTkxOqVq2K5s2bo2PHjihSpIgk12PCRFp7eP81Th27nXKnCCCTpEkA4GjPb+tkfBISEtCzZ0+cOnUKdnZ2mDRpkqFDIkqBT8ml9PHjRyxZsgSrVq3Cs2fPIP5/YJa5uTkcHBwQGxuLmzdv4vr16/jzzz9hYmKCzp07Y+zYsdleKJuPLpHWAvxuQC5P+SsjADCNSsxwNKFKLaJdM1c9R0eUNSqVCl5eXjh06BAsLCxw8OBB1KhRw9BhEVE6VqxYgXLlymHatGkoUKAAZs2ahePHjyMyMhIxMTEICQnBu3fvkJiYiLt372LDhg3o3bs3/P390axZM3Tr1g2PHz/W+fpMmEhrH6Ni09xv9iE+qZUpjaRJANC+uSvKOjvqOToi7YmiiNGjR2Pr1q0wNTXFrl27sv3tk0gfkp+Sk2rLzby9vdG2bVvcuHED//zzDyZPnowWLVrA2to6RTlBEFChQgUMGDAAf/zxB968eYNVq1bhxo0b+OOPP3S+PrvkSGtFittrmj8/JVOKsAyJQVxhc6jN//2VMjOVo2e7WviiT5OcDJMoU76+vlixYgUEQcCmTZvQtm1bQ4dERJm4e/cuypYtm+XzLCwsMGTIEHh5eSEkJCTzE9LBhIm01rpDDaz/7Viax+SJati8ikPj9m6o26oKFGYmqFPVGdaWihyOkihzHh4eWLx4MebPn49evXoZOhyidCW1DEk16FuSagxGl2TpU3K5HKVKldL5fCZMpLWCTjYY4u2B1Yv9Ux2TyWVwdLLB6K/boICDdRpnExmPxo0bIzg4GI6O7Com48an5NL37NkzFChQALa2tumWiYqKwocPH+Ds7Jzt63EME2VJz4GNMeGHbihS3F6zTy6XoYWnG35ZP5zJEhmt3bt3459//tH8zGSJKHcrXbo0Fi9enGGZZcuWoXTp0pJcjy1MlGWtO1RHq/bV8PTRW8TFJqBYCQfYFuDyEWS8/Pz80Lt3b1hYWODixYuoWLGioUMi0or4/02quvISURTTHFf73zJSYcJEOhEEAS5lCxk6DL2LiIzF6zcRsLI0Q/Fi9hCEvNWknR+cOXMG3bp1Q2JiIrp3745y5coZOiQiyiEhISGwsbGRpC6tEqaNGzfqfIGBAwfqfC6RoYS+jcSKNQE4eeqeZo280i6OGDqwKZo0LG/g6EhbQUFB6NChA2JjY9G+fXts3LgRcrnc0GERaY1jmFL64YcfUvwcEBCQZjmVSoWQkBBs3boV9evXl+TagqhFe5VMJsvyN2tRFCEIAlQqlc7BGZPIyEjY2dkhIiIiwwFmlPuFvo3CyDEbERERk2JBYUFIespk4jdt0b5NNQNGSNq4f/8+mjZtitDQUDRt2hR+fn6wtGTXMUlD358JyfWX2TAFcktzSepUxcThkdecXP05JpP9O/RaEIRMu9yKFSuG3bt3o27dutm+tlYtTOvWrcv2hYhyizUbAlMlS8C/j+T+suwomjepCCsrTplgrF68eAEPDw+EhoaiZs2a2L9/P5MlojzgxIkTAJIaZVq2bIlBgwbBy8srVTm5XA4HBwdUqlQpRZKVHVolTGkFQ5QXRUfH49jJO6mSpU8lJihx/OQddGpfI+cCoyyxs7NDhQoVYG5uDj8/P9jZ2Rk6JCLdSNglBwnqmT9/vmbNxXPnzqFBgwZan6tWq7Fs2TKsXLkSwcHBsLa2hru7O2bPno3y5bUb6tC8eXPNv318fODu7o5mzZpl7UXoyGinFbh06RLat28Pe3t7WFlZoV69eti8eXOW64mKioKPjw/c3NxgaWmJAgUKoFatWvD19dVD1JTbhb3/CKVSnWEZuYkML1+F50xApBNra2scOHAAAQEBKFQo7z+cQHmXMS2NcufOHXz//fewstJtMfWRI0fC29sbKpUK3t7eaN++Pfbt24e6devi9u3bmVfwHz4+PjmWLAFG+pRcQEAA2rRpAzMzM/Tp0wd2dnbYtWsX+vfvjydPnmDKlCla1fPs2TO0bNkSjx49QuvWrdGhQwfEx8fjwYMH2LlzJ3x8fPT8Sii3sdaim02tFmFtLc2YApJObGwstm/fjoEDB0IQBCgUChQtWtTQYRHlCcmLVVevXh0VKlTApk2bsnT+iRMnsGrVKjRt2hRHjhyBQpH0Xjtw4EB4eHhg1KhROHnyZJbjSkhIwJ49e3Dp0iWEh4enOW5aEASsWbMmy3X/l1YJU5kyZXSqXBAEPHz4MEvnKJVKDBs2DIIgIDAwEDVr1gSQlEk2bNgQPj4+6NmzZ6bNdyqVCj169MDLly9x7NgxuLu7p7oO0X8VdLBGVdfiuHXnJdTpdMup1SJaNOU8PsYkMTERPXv2xMGDB/HgwQPMnDnT0CERScJYnpL78ccfce3aNVy9ehULFizI8vmrVq0CAMyaNUuTLAFAq1at0KZNG/j5+eH+/fuoUKGC1nU+ffoUHh4eePjwYYaDv6VKmLTqklOr1ZoJorKyqdUZd22k5fjx43j48CH69eunSZYAwMbGBtOnT4dSqdRqEPqOHTtw6dIljB8/PlWyBAAmJkbZuEZGYMjApuk2XQuCgLat3VC8mH3aBSjHJX/zPXjwICwsLNCmTRtDh0SUp9y8eRO+vr6YNm0aXF1ddaojICAAVlZWaNy4capjyX+zWW1hGjt2LB48eIDPP/8cJ06cQHBwMB4/fpxqe/TokU4x/5dWWcOTJ08kuZg2kudU8PT0THUseZ82N3Xbtm0AgJ49e+L58+c4ePAgwsPDUbZsWbRr1w7W1lzCg9JWs5ozfpjWFT8uOoSPH+Mhl8v+39okor1nVXzzlYehQ6T/E0URo0ePxpYtW2BiYoKdO3eiSZMmhg6LSDqiIMlgbU1dSJqy4FMKhSJFq8+nlEolBg0ahMqVK+O7777T6bLR0dF49eoV3Nzc0pwHLbnHKDg4OEv1Hj9+HK1atcKGDRt0iiurjK6ZJfmGpdXlZm9vD0dHR61u6uXLlwEAp0+fxtixYxEfH6855uTkhO3bt6NFixbpnh8fH5/inP/+glHe1rRRedSr8xVOnw1GyIv3sLRUoFnjCihcKHfOXZJXTZ06FStWrIAgCNi0aRPatWtn6JCIJCXFYO1P6wKAkiVLptjv4+ODGTNmpHnOnDlzcO3aNVy4cAGmpqY6XTciIgIA0n1aNXlOqORy2lKr1Sl6ovTN6BImbW5sSEhIpvWEhoYCALy9vTF+/HiMHj0a5ubm2LJlC8aPH4+uXbvizp076Q4KnTt3Lp+ky+cUZiZo1aKyocOgdCxYsABz584FAKxYsQK9e/c2cEREucPz589TTFyZXuvStWvXMGvWLIwfPx61atXKqfC01rBhQ9y5cyfHrpethCkkJAQnTpzAy5cvU7TGJBMEAdOnT8/OJXSWPH6qY8eOmDdvnma/t7c3Xrx4gR9//BFr1qzBtGnT0jx/8uTJ+PbbbzU/R0ZGpsrKichwChQoAEEQMHfuXIwYMcLQ4RDphx5W37W1tdVqpm8vLy+ULVs23dYnbSU3gKTXgpTcg5PV+dLmzZuHpk2bYseOHejRo0e2YtSGzgnThAkTsHjx4hSP8CUvh/Lpv7OaMGlzY7W5qXZ2dggLC0Pnzp1THevUqRN+/PFHTbddWjLq0yUiwxs+fDjq16+PatW4TA2RPly7dg0AYG6e9jQqDRs2BADs3r0bXbt2TbceKysrFC1aFI8fP4ZKpUo1jimjoTgZ2b9/P9zd3dG7d280b94cNWvWTDM/kKrxRqeEadWqVfj555/h4eGBkSNHonv37hg0aBDatGmDwMBArF69Gl26dMFXX32V5bo/HfxVu3btFMc+fPiAsLAwNGrUKNN6KlasiLCwMBQoUCDVseR9sbGxWY6PiAwnMDAQlStXhpOTEwAwWaI8z5DTCgwdOjTN/YGBgQgODkbnzp3h5OQEFxeXTOtq3rw5tm7dijNnzqSabPLw4cOaMlnxactXQEBAugvxGjRhWrlyJVxcXPD3339r1mhxcXFB79690bt3b/Tq1QseHh7o1atXlutu3rw55s6dC39/f/Tp0yfFMX9/f02ZzLRs2RJnzpzB7du30a1btxTHkmcU1eZ/MpE2zj98ho2nr+LSo6TxdfXKlMTAJrVQvyy7caVy5swZtG3bFqVKlUJAQAAKFy5s6JCIcoZUXXJZtHr16jT3Dxo0CMHBwZg8eXKqpVHCwsIQFhYGR0dHODo6avaPGDECW7duxbRp03D06FGYmZkBAI4dO4bDhw+jWbNmWZqDCfh3XbmcolPCdPfuXQwYMCDFgnafTgTZvHlzdOjQAT/99FOW+xVbtWqFMmXKYPPmzfj6669Ro0YNAElLnMycORMmJiYYNGiQpnx6/3MGDx6M+fPn49dff8XgwYNRvHhxTT1z5swBAJ0SOqL/Wht4GT//fQpymaBZg+7U/ccIuPsIE9o3w6CmtTOpgTJz7do1dOjQAbGxsShdujTs7TkPFpExWrp0KXx9fVM9eefu7o5hw4Zh9erVqFmzJjp06IA3b95g27ZtsLW1xfLly7N8ray2SGWXzmvJfdrVZWVlhXfv3qU4XrFiRdy6dSvL9ZqYmGD16tVQq9Vo2rQpRowYgfHjx6N69eq4desWZsyYkSILXbp0KSpXroylS5emqKd06dJYsGABQkNDUb16dQwfPhyjR49GtWrVEBQUhBEjRqBVq1ZZjo/oU9efv8bPf58CgBQL9ib/e8GhQNwMeW2Q2PKK4OBgeHp6IiIiAk2aNMGOHTs0306J8rrkLjmpNkP6/fffsWTJEgiCgCVLluDgwYPo1KkTLl68iCpVqhg0Nm3o1MJUvHjxFI/2ly1bFhcuXEhR5ubNmzov0Ofu7o7Tp0/Dx8cH27dvR0JCAlxdXTFz5kz0799f63q8vb3h4uKCBQsWYOvWrVAqlXB1dcWUKVMwfPhwnWIj+tSWc0EpWpb+Sy4TsOXcNczuWSSHI8sbQkJC0Lp1a4SGhqJGjRrYv38/LC0tDR0WUc7Rw1Ny2bV+/XqsX78+zWMzZsxI96k6mUwGb29veHt7SxLHDz/8oFU5qcYwCWJGC7CkY+jQoTh16hTu378PIGnSq1mzZmH48OHo1KkTTp8+jfnz56N79+7Yvn17toM0BslP50VERGj1OCblD20XrMXz9xlPtuZcsAD+Hj84hyLKO96+fYtmzZrh7t27KF++PE6dOsVxS2Q09P2ZkFx/yRU+kFlIs9i3OjYOz0f65pnPsU+HBaVFEATNE/tpLcqbVTq1MA0YMAAvX77E06dPUapUKUyYMAEHDhzAypUrsWrVKoiiqGnZIcrL5Jn8wQKAiRZlKLXo6GgkJCSgRIkSOHr0KJMlyqeE/29S1ZV3pDfoOyIiAlevXsWSJUvQunVrnZ7YT4tOCVOLFi1SLCtibW2N8+fPY+/evXj48CFKlSqFTp066dwlR5RbtKhcBn+cvgpVOg21MkFAi8plcjiqvMHFxQWnTp1CVFQUnJ2dDR0OERmZjAZ9d+7cGf3790etWrXQvXt3Sa4n2dIopqamOTLTJpEx6dugOjafDYJapUo1PEBAUutSnwacK0hbiYmJuHz5smZCvGLFihk4IiIDM8IxTLlF+fLl8dlnn2HevHmSLJ2kU19BREQErl+/jpiYmDSPR0dH4/r161ywlvK8Eg52WDKgM8xMTCAT/m3ulgkCzExM8OvAzihun7Xp/vMrtVqNQYMGoWnTpti8ebOhwyEyDqLEWz5TqFAh3Lt3T5K6dEqYfvjhBzRq1CjdQVQqlQqNGzfG7NmzsxUcUW7QtKIL/CcOwWiPhmhYzhkNyznD26MR/CcOQZMKLoYOL1cQRRHe3t7YvHkzBEHI8ppSRET/FR8fDz8/vzRX/NCFTl1yfn5+8PT0hI2NTZrHbW1t0aZNGxw6dAg//vhjtgIkyg0cbazwhXt9fOFe39Ch5Erff/89li1bBkEQsHHjRnTo0MHQIREZB1FI2qSqKw/ZuHFjmvuVSiVevHiBrVu34u7du5JNY6BTwvTs2TN07NgxwzJly5bFkSNHdAqKpBXzMQ7XTt9DXEwCSlUsijKuJQwdEpHGwoULMWvWLADAsmXL0LdvXwNHRES5waBBgyAIqZPA5NmSBEFA7969MW/ePEmup1PCJAgC4uPjMywTHx8vybwHpDuVSo0/fzqIncuPIiEuUbO/fI1SGPfLAJSqxAG1+cn9Kw/ht+Y43jx9CzsnW7Ts1xS1WlfNdC4TfVq7di3GjRsHAJgzZw5GjhxpsFiIjJEoJm1S1ZWXrFu3Ls39MpkM9vb2qFWrlqQPjuiUMFWuXBl+fn6aCaH+S61W4++//0bFihWzHSDpbsW07TiwPjDVQL+HN57j204/4dcjk1HMxckwwVGOUavVWPLlKhxceRRyExlUSjXkJjIc2XgS1ZpXwaz938HC2sIgsV2+fBkAMGHCBHz33XcGiYHIqPEpuXR5eXnl6PV0+mrZr18/3L9/H0OGDEFERMpZjiMiIjBkyBA8ePAAn3/+uSRBUtaFPHyDA+tSJ0sAoFapEReTgC2L/s75wCjHbftxLw6uPAoAUCnVKf578/Rd/Dw064teSuW3337Dzp078eOPP6b55YuIyFjo1ML05ZdfYteuXdiwYQP27t2LunXronjx4njx4gUuXbqE8PBwNGvWDKNHj5Y6XtLS8R0XIZPLoFap0zyuVqkRsOsSvOf3hZnCNIejo5ySEJ+Iv37el+5xtUqNkzvOYdiTUBRxKZQjMd29exdly5aFqakpBEFAt27d0iz3+l0kdhy7hmMX7yMuIRHlnQuhZ6vqaFKjDJMryj846DtTZ8+exfr16xEUFKRZ9qVmzZoYOHAgmjRpItl1dEqYTE1N4e/vj+nTp2PlypUpBnfb2tpiwoQJ+OGHH2Bqyg9iQ/kQGonMPlOUiSpER8bCzIn/n/Kq4CuPEPX+Y6blLvkFodNIT73Hc/36dTRv3hxNmzbF9u3bYW6e9hpZ1x+8hPf8nYhPVEL9/4WNP9x6ivM3nqBzMzdMHeLBpInyBUFM2qSqK68ZP348Fi1apBnoLZPJoFarceXKFaxZswZjxozBwoULJbmWzqM9FQoF5s+fj/fv3+PmzZs4ffo0bt68iXfv3uHHH3+EQqGQJEDSjX0h20wH+JmYyWFla5ixK5QzlAnKTMsIgqBVuex68OABPD09ER4ejnfv3qX7UEhcQiLGLdyD+IR/kyUAmn/vC7yJvSdv6j1eIjJuGzduxMKFC1GxYkVs2bIFr169glKpxOvXr7F161ZUqlQJixcvTnf6gazK9uMxMpkMVapUQaNGjVClShXI5XIp4qJsat2rfrrdcQAgl8vQsns9dsflcS5uJSE3yfhvUlSLKF9bv+vdvXjxAq1bt8abN29QrVo1HDhwIN21Jo9euI+I6Dio08n4BQCbD1/RfKMkytM403e6li9fjpIlS+LChQvo3bu3ZoHuQoUKoVevXjh37hxKlCiBZcuWSXK9bCVMr1+/xrJly/D1119j2LBhmv1v377FxYsXERsbm+0ASTfFShdCl2HuaR6TyWWwsFag7zftcjgqyml2jrZw79sYMnnaf+oyuQwubiXh2kh/T7SGhYXBw8MDT58+Rbly5eDv7w97e/t0y18LfgG5LP3uNhHAk5fvER2boIdoiSi3uHnzJrp3757hJNrdunXDrVu3JLmezgnTsmXLULp0aYwePRpLly5NMR9CaGgoGjZsiE2bNkkSJOlmxA/d8fmEjjC3Stk9WrGWC37ePx5FSjkaKDLKSaMWDkLx8kUh/CcJkcllsLK1wLStY/U2HigqKgrt2rXDnTt3ULx4cRw9elTzLTA9AgQktSNlgkOYKD9IHvQt1ZbHZNbSLOV7m04J0/79+zF69GhUrVoV+/btw6hRo1Icd3V1RbVq1bBnzx4pYiQdyWQy9B/XHluuz4PvH6MwZeUwrAiYhoX7x8O5QlFDh0c5xLagDX49Pwdevr3hVNIRMpkAGwdrfObdDiuCfkKpKiX1du3bt2/jzp07cHR0xJEjR1CqVKlMz6lTpSRU6vS7kwUBqODsBGsLjpOkfIBdculyc3PDzp078fFj2g+2REVFYefOnXB1dZXkejo9JbdgwQI4OzvjxIkTsLKywpUrV1KVqVq1Kk6dOpXtACn7zK0UqOdR1dBhkAFZ2Vqi/9Tu6D+1e45et379+jh69ChMTExQuXJlrc5xr1MeTgWs8C4yJsWg72SiCAxoX1fqUIkolxk5ciQGDx6Mhg0bYsaMGWjevDkcHR0RFhaGgIAA+Pr6IiQkBD/88IMk19MpYQoKCsKAAQPSHbQJAMWLF8ebN290DoyIcie1Wo0XL16gZMmklqsGDRpk6XxTEzkWj++GL3/cgYiPsZqnPeUyASq1CK8OdeHZgKsIUD7Bmb7T5eXlhaCgICxevBi9evUC8O+0AkBSd523t7dkM4LrlDCp1epM51h6+/YtpxYgymdEUcQ333yDLVu2wM/PD7Vr19apnnIlnfDXvEE4cOoWjl0KRmx8Iio6O6Fbq+qoVo5rIBJRkkWLFqF79+5Yt24dgoKCEBkZqZm40svLC02bNpXsWjolTBUrVsTp06fTPa5UKnHy5ElUrcpuIKL8ZMaMGfj1118hCALu37+vc8IEAHbWFujfrg76t6sjYYREuQxbmDLVpEkTSWf0To9Og7779++Pq1evYtasWamOqVQqjB8/Ho8ePcLAgQOzHSAR5Q6//PKLZqzA0qVL0bdvXwNHRJQH8Ck5o6FTwuTt7Y3mzZvDx8cHFStWxM6dOwEAvXr1Qvny5bFkyRJ4eHhg6NChkgZLRMZp3bp1GDt2LABg1qxZ+PLLLw0cERHldWfOnMG3336L169fp3n89evX+Pbbb3H+/HlJrqdTwmRqaorDhw/ju+++Q1hYGG7evAlRFLFjxw68f/8ekyZNwr59+7jWE1E+sGvXLs3EtePGjcOUKVMMHBFR3pG8lpxUW16ycOFC7N+/H0WKFEnzeJEiRXDgwAEsWrRIkuvpNIYJAMzMzDB79mzMmjUL9+7dw/v372Fra4vKlStzeRSifEIURfz2229Qq9UYOnQoFixYwC9KRFLiGKZ0Xbp0Ca1atcqwTLNmzXDkyBFJrqdTwlSmTBm0b98eS5cuhSAIqFSpkiTBEFHuIggC9u3bh6VLl2L8+PFMlogox4SGhqJ48eIZlilSpAhCQ0MluZ5OXXJhYWHprt1CRHnfu3fvNP+2srLCpEmT2LJMRDmqQIECePbsWYZlnj59Cmtra0mup1PCVKNGDdy/f1+SAIgod3nw4AHc3NwwY8aMTNdxIiLSl4YNG2L37t14/vx5msefPXuGPXv2oFGjRpJcT6eEadKkSdi/fz9OnDghSRBElDu8ePECHh4eeP36NXbv3o2YmBhDh0SUpwmQcNC3oV+MxL799lvExMSgcePG2LhxI169egUAePXqFTZs2IDGjRsjNjYW48aNk+R6Oo1hevfuHTw9PeHh4YHPPvsMdevWReHChdMcv8C5mIjyhuS/+ydPnqBcuXI4fPhwhssjEZEEpJw/KY/Nw9S0aVMsWbIE33zzDQYPHgwgaVxlcsu3TCbD4sWL0axZM0muJ4g6tKnLZLIUQWkq+yRhEkURgiBApVJlP0ojEBkZCTs7O0RERMDW1tbQ4RDlqKioKLRq1QqXLl1C8eLFcfr0abi4uBg6LCKD0fdnQnL9pebNhszcXJI61XFxePrd1Dz3OXbz5k0sX74cly5dQnh4OAoUKIB69eph5MiRcHNzk+w6OrUwrVu3TrIAiMi4xcXFoUuXLrh06RIKFiwIf39/JktEOYXTCmTKzc0Nv/32m96vo1PCJNXKv0Rk/A4fPowTJ07A2toaf//9N6pUqWLokIiIcpzOE1cSUf7QpUsXrFmzBmXKlEHdunUNHQ5R/sIWJqOh01NyRJS3iaKY4gm4IUOGoEWLFoYLiCif4tIo/+rYsSOuXLmi07mxsbH46aefsHz5cp2vz4SJiFLx9fVFkyZNJJshl4gou54/f4569eqhVatWWL9+PSIjIzM95/Lly/jmm29QqlQpfP/993B0dNT5+uySI6IUFi9eDF9fXwDA33//zTGLRIbELjmNoKAgrFu3Dj/88AOGDBmCYcOGoVKlSqhVqxYKFy4Me3t7xMbG4v379wgODsbly5cREREBmUyGXr16Yfbs2dl6YIUJExFprF+/Ht988w0A4IcffmCyRERGQxAEDBkyBIMGDcLBgwexfv16nDx5Eps2bUpVViaToVq1aujatSuGDRuGYsWKZfv6TJiICACwZ88eDB06FAAwduxYTJs2zcARERFbmFKTyWTo1KkTOnXqBAC4c+cOQkJC8O7dO1hYWMDJyQmurq6ws7OT9LpMmIgIx44dQ+/evaFWqzF48GD8/PPPac7cT0Q5S8rB2rl90Hd6KleujMqVK+v9OpIlTM+ePUNQUBDUajUaNmyIwoULS1U1EemRUqnEV199hYSEBHTr1g0rV65kskRE9B9Zekru0KFDcHd3h5ubG7y8vBASEgIA8Pb2RtmyZfHZZ5+he/fucHZ2xty5c/USMBFJy8TEBH5+fhg2bBg2b94MExM2PBMZjeS15KTaSGdavzOePn0aXbp00awNd/v2bdy5cwcDBw7Eb7/9hjJlyqBmzZp4//49Tp8+jWnTpqFatWro0KGD3oInIt0plUpNcuTi4oJVq1YZOCIiSoVjmIyG1i1MP/30E2QyGbZv347IyEj89ddfuHbtGmbNmoU+ffrg3r17+Ouvv3Ds2DGcPXsWpqamWLZsmT5jJyIdvXr1CtWrV8eePXsMHQoRUa6gdQvThQsX0K5dO/To0QMA0L17d7Rr1w779+/H9OnTIZfLNWVr166NLl264MSJE9JHTETZ8v79e3h6euL27duYNGkS2rdvDzMzM0OHRURp4KDvrElMTMTevXtx/vx5vHnzBgBQuHBhNGzYEJ06dcrWe53WLUxhYWGpRqFXqlQJAFCuXLlU5cuWLYsPHz7oHBgRSe/jx49o3749bt68iaJFi8LPz4/JEhHlCcHBwahUqRIGDhyIK1euICEhAQkJCbhy5QoGDBiAKlWqIDg4WOf6tW5hUqlUsLCwSLEv+WdTU9NU5RUKBdRqtc6BEZG04uLi0LVrV1y4cAEODg44cuQISpcubeiwiCgjHMOktZEjR6JmzZq4du0arK2tUxz7+PEjBg8ejFGjRuHo0aM61c/HYYjyAaVSib59++LYsWOwtrbG33//DVdXV0OHRUSZkXLR3DyeMJ07dw6XL19OlSwBgLW1NXx8fFCvXj2d689SwhQSEoKLFy+m+BkALl26BFEUU5UlIuOwbt067NmzBwqFAnv37s3WmwYRkTFydHTEjRs3UKVKlTSP37p1CwULFtS5/iwlTGvWrMGaNWtS7BNFEQ0aNEhVVhRFTn5HZCSGDh2KGzduoFWrVmjZsqWhwyEibbFLTmtjx47F4MGDceXKFbi7u6NQoUIAgNDQUJw4cQLLli3D7Nmzda5f64SJi3AS5T7JX1xkMhmWLFli6HCIiPRm7NixKFy4MH755RcsWrRIM2+kXC5HzZo1sXLlSvTr10/n+rVOmNatW6fzRYgo5y1ZsgTnz5/Hhg0b0nwwg4hyAbYwZUm/fv3Qr18/JCYmIiwsDEBSV50U74Ec9E2UB/3xxx8YM2YMAKBDhw7o37+/gSMiIl1wHibdmJqaomjRopLWmaW15IjI+O3duxeDBw8GAIwZMyZbTdBERHnFhw8fsHHjRp3Pz1LCtHLlSvz0008p5lf67bffUKVKlVTbF198oXNQRKSbEydOoHfv3lCpVPDy8sLChQv58AUREYBnz55pvkzqQusuuatXr2LUqFGYPHkyZLJ/86ywsDDcvXs3Vfl79+5pJpEiIv27ePEiOnfujPj4eHTt2hWrV69O8bdKRLkQxzBp7dmzZxkef/nyZbbq1zph+uOPP6BQKPDtt9+mOiYIgmY0OgBERESgaNGi2LhxIxMmohwQFxeHzz77DB8/fkTLli2xZcsWmJhwiCIR5R8uLi4Ztqhnd7ojrd9RT506hcaNG8PBwSHTsnZ2dvD09MSpU6d0DoyItGdubo5NmzZh9uzZ2L17N8zNzQ0dEhFJgIO+tWdvb485c+agRYsWaR6/c+cOunfvrnP9WidMDx48SLPvTxTFVLN8A0CpUqVw8uRJnQMjoqxxd3dHixYtOGaJiPKl2rVr4+3bt6hYsWKax+Pi4tLMV7Sl9QCHmJiYNNdnGTNmTJqr/9rY2CAmJkbnwIgoY+/fv0e7du1w69YtzT4mS0R5kCjRlseNGjUKLi4u6R53dnbO1pySWrcwFShQAG/evEm1397eHvb29qn2h4aGwtbWVufAiCh9Hz9+RIcOHXD+/HmEhITg2rVrHOBNlBdx0LfWPvvsswyP29vbZ2vVEq3fYStXrpylMUmBgYGoXLmyTkEBSQv6tm/fHvb29rCyskK9evWwefNmnetLTExEjRo1IAgCKlWqpHM9RIYWHx+Pbt264fz587C3t8eWLVuYLBGR5MLDw/H111+jYcOGKFKkCBQKBYoXL46WLVti586dWndvBQQEQBCEdLfz58/r+ZVIQ+sWpvbt22PKlCnYvn07evXqlWHZbdu24f79+xg0aJBOQQUEBKBNmzYwMzNDnz59YGdnh127dqF///548uQJpkyZkuU6Z86ciQcPHugUD5GxUCqV6N+/P44cOQIrKyv8/fffcHNzM3RYRKQnhhz0HRYWhrVr16JBgwbo2rUrHBwcEBoaiv3796NHjx4YPnw4Vq5cqXV9zZs3T3NAdokSJbIW2P8NGTIk0zIymQy2traoWLEiOnbsiOLFi+t0LQAQRC1TxIiICJQrVw7x8fFYsWJFurMHb9q0CaNGjYK5uTkePHgAOzu7LAWkVCpRqVIlhISE4Ny5c5ppCaKiotCwYUPcu3cPt2/fRvny5bWu8+rVq6hfvz4WLlyIr7/+GhUrVkxz7qiMREZGws7ODhEREexqJIMQRRHDhg3D2rVrYWZmhkOHDqFVq1aGDosoX9L3Z0Jy/eUnzoFcIc1Tr6r4OATPn6J1zCqVCqIoppqiJCoqCg0aNMDt27dx8+ZNuLq6ZlhPQEAA3N3d4ePjgxkzZmTnJaQgk8k04zbTSmUEQUix38TEBN9//z2mTZum2/W0LWhnZ4dt27ZBpVJhwIABKFOmDAYPHoypU6di6tSpGDRoEEqXLg0vLy+oVCps3bo1y8kSABw/fhwPHz5Ev379UszhZGNjg+nTp0OpVGZp0FZCQgIGDRqEBg0aYPTo0VmOh8hYLF68GGvXroVMJsPWrVuZLBHlB1IN+NZhLJRcLk9zPjcbGxu0adMGAAzac/Pw4UN07NgRhQsXxty5c3Hy5EncvXsXJ0+exJw5c1C4cGF07twZFy5cwMqVK1GsWDH4+Phg27ZtOl0vSzPbtWzZEmfOnMHXX3+N06dP48mTJ6nKNG7cGIsXL0atWrV0CiggIAAA4OnpmepY8r6sTFcwY8YMBAcH49q1a3yCiHK1wYMHY8+ePRg8eHCmgxuJKG8wxnmY4uLicPz4cQiCgCpVqmh9XnBwMJYsWYKYmBiUKlUKHh4ecHR01DmObdu24eLFi7h27RoKFSqk2V+hQgU0bdoUgwYNQo0aNXDixAlMnDgR7dq1Q5UqVbBs2TL07t07y9fL8lTANWrUQGBgIB48eIBz587h9evXEEURhQsXRqNGjbLUVZaW5CkK0qrH3t4ejo6OaU5jkJZLly5h/vz5mDNnDipUqJClOOLj4xEfH6/5OTIyMkvnE0nNzs4Ox48fz5EB3qIoIio+HmZyE5ibcsZworzkv59nCoUCCoUi3fLh4eH45ZdfoFarERoaikOHDuH58+fw8fHJ0mf+5s2bUzy8ZWFhAV9fX0yYMCHrLwLAmjVr0LNnzxTJ0qeKFCmCnj17YtWqVZg4cSKKFy+Ojh074uDBgzpdT+d3wnLlyqFcuXK6np6uiIgIAEi3O8/W1hYhISGZ1hMfH49BgwahZs2aGDduXJbjmDt3Lnx9fbN8HpGUNm3ahDdv3mh+h/WdLMUlKrH24hVsunoNbz9GQwDQuLQzRjaqj/rOug3MJKJs0MO0AiVLlkyxO7OxReHh4Sk+D01NTbFgwQKtP1udnJywYMECdOzYEc7OzggPD8eJEycwadIkTJw4Eba2tvjiiy+y/HJCQkIyTPSApFUQPs0ZnJ2dERcXl+VrAVkYw6RNkvJf69evz/I5Upk+fTqCg4Oxdu1ayOXyLJ8/efJkREREaLbnz5/rIUqi9O3btw+DBg3C+PHjdf5GlBVxiUp4bdmJxafO4e3HaABJ76/nnjzHgD//wr5bWXtQgogkoIcxTM+fP0/x+TZ58uQMQ3BxcYEoilAqlXj8+DF++OEHTJ06Fd27d4dSqcz0Jbi6umL8+PGoVKkSLC0tUaxYMfTv3x9+fn4wMzODj48P1Gp1lm9N8eLFsXfv3hS9QZ+Kj4/H3r17UzwZFxoamubckdrQOmFyc3PTOgF6+fIlOnbsiKFDh2Y5oOSWpeSWpv9KfnIgI1evXsXChQsxdepUVK1aNcsxAElNlLa2tik2opxy4sQJ9OrVCyqVCl5eXmjXrp3er7n24hUEvXwF9X+eNlGJIkQA3x08jA8xsXqPg4j067+fbZm10iSTy+VwcXHBd999h1mzZmH37t1YtWqVznG4ubmhfv36ePPmjU6Dx4cOHYoHDx6gefPmOHjwIN6/fw8gaRWEAwcOoFmzZnj48GGK6QdOnTqF6tWr6xSv1gmTQqHA0KFD0alTJ7x+/Trdchs2bICbmxsOHTqk08DU5P7QtMYpffjwAWFhYZn2mV6/fh0qlQozZsxINUEWANy7dw+CIKBAgQJZjo9I3y5fvozOnTsjPj4eXbt2xerVq/XeFacWRfxxJShVsvQppUqN3Tdv6zUOIkopedC3VJtUkh/CSn5QS1fJg751WUpt4sSJ+Pzzz3Hx4kV07twZTk5OMDU1hZOTE7p06YJLly6hX79++O677wAAb968QYcOHTB27FidYtV6DNOtW7cwcuRI7Nq1C25ubvj111/Rt29fzfFXr15h+PDh+Pvvv+Hg4IDNmzejT58+WQ6oefPmmDt3Lvz9/VOd7+/vrymTkQoVKqTburVmzRrY2dmhR48esLS0zHJ8RPp0+/ZttG3bFh8/fkTLli2xZcuWNB/rlVpUXDzCojN+w5IJAu6/faf3WIjI+L18+RIAsvX+pFQqcfXqVQiCAGdn5yyfL5fLsXHjRnh5eWHTpk24fv06IiMjYWtri+rVq6N///4ppl8pXLgwFi1apHO8Wr9SR0dH7NixA3/++Se8vb3x+eefY9euXVi+fDkOHjyIsWPHIjw8HF26dMHvv/+e7qj1zLRq1QplypTB5s2b8fXXX6NGjRoAkibKmjlzJkxMTFLMIB4WFoawsDA4OjpqMtVGjRqhUaNGada/Zs0aFClSBKtXr9YpPiJ9iYiIgKenJ969e4d69ephz549MDeXZsK6zCi0eNMTBAHmOZC8EdEnDLiWXFBQEEqXLp1qGMz79+81K258Olwgrc9jADh37hwaNGiQYmofpVKJCRMm4OnTp2jbti0cHBx0eEFJWrVqlSPz0mW5nb9///64desW2rZti507d8LZ2RlDhgyBTCbDpk2bsHv3bp2TJSApW129ejXUajWaNm2KESNGYPz48ahevTpu3bqFGTNmpJgiYOnSpahcuTKWLl2q8zWJjIGdnR0mTJig6dK2sbHJsWubm5qgsYsz5BnMVaZUq9G6Qtkci4mIYNCJK9evX4/ixYujU6dOGD16NCZNmoQ+ffqgVKlSCAoKQvfu3VOs+pHe53Hfvn1RpkwZ9O/fHxMnTsSIESPg5uaGX375Bc7OzlixYkWWb4sh6PR1sWjRohg8eDCOHz+OuLg4CIKAyZMnp7tcSla5u7vj9OnT8PHxwfbt25GQkABXV1fMnDkT/fv3l+QaRMZozJgxGDlypNaDMKU0qlE9nH3yLM1jckFAxUJOaOSS9WZzIsqdevTogYiICJw/fx6BgYGIiYmBg4MDmjRpgoEDB6JPnz5aTQg9atQo+Pn5ISAgAGFhYTAxMUG5cuUwdepUjBs3Tuen1pKdPXsW69evR1BQkGbZlxo1asDLywtNmjTJVt2f0notuWTh4eH46quvsHXrVtjY2ODLL7/EqlWr8P79e3Tt2hUrVqyAk5OTZAEaC64lR/oQHR2NSZMmYebMmdl+05DC3pt3MPmQP5QqNWT/f1BCqVajSuFCWNO7KxytrAwdIpFRyKm15Cp9Le1acneXaL+WXG4wfvx4LFq0SLNmnEwm00xRIAgCxowZg4ULF0pyrSx1yR06dAiurq7YsmULWrVqhZs3b2LOnDm4desWOnbsiN27d8PNzQ07duyQJDiivCw+Ph6fffYZfvvtN3Tr1i3NxSNzWhe3yjgzegQmtWyGLm6V0au6G9b16Ybdg/sxWSIio7Jx40YsXLgQFStWxJYtW/Dq1SsolUq8fv0aW7duRaVKlbB48WJs3LhRkutp3cI0bNgwrFu3DpaWlpg/fz5GjRqVqsyGDRvwzTffIDIyEj179sSyZcuyNZDLmLCFiaSkVCrRp08f7Ny5E1ZWVjh69CgaNGhg6LCISEs51sLkLXEL0695p4WpYcOGePnyJW7evJnmmM/IyEhUrVoVRYsWxfnz57N9Pa1bmNauXYsmTZrg+vXraSZLAODl5YWbN2+idevW2L59O9zc3LIdIFFeI4oivvjiC+zcuRNmZmbYs2cPkyUiSpOxzsNkDG7evInu3bun+4CMra0tunXrhlu3bklyPa0Tpp9//hkBAQEoXbp0huWKFy+Ow4cPY9myZfj48WO2AyTKS0RRxPjx47F27VrIZDJs2bIFrVu3NnRYRES5UmadZNoMSteW1gnT2LFjs3ThkSNH4vr16zoFRZRXLVq0SDMAcc2aNejWrZuBIyIio2bAaQWMnZubG3bu3Jlu40xUVBR27twJV1dXSa6n1/UWXFxc9Fk9Ua7ToUMHlCxZEosWLUoxASsRUZqYMKVr5MiRCAkJQcOGDbFz506EhYUBSJpAc8eOHWjUqBFCQkLSHUaUVZy2lygHVaxYETdu3Mh0AWkiIsqYl5cXgoKCsHjxYvTq1QtAymkFRFGEt7c3vLy8JLkeEyYiPTtw4AAUCgU8PDwAgMkSEWlN+P8mVV15zaJFi9C9e3esW7cOQUFBmrXkatasCS8vLzRt2lSyazFhItKjgIAA9OjRA2q1GoGBgXwajohIYk2aNJF0Ru/0MGEi0pPLly+jc+fOiI+PR+fOnVG7dm1Dh0REuY0BF9+llJgwEenBnTt30LZtW0RFRcHd3R3btm2DqampocMiolxGyvmTcvs8TEOGDNHpPEEQsGbNmmxfnwkTkcSePHkCDw8PvHv3DnXq1MHevXthbi7NTL1ERPnV+vXrdTqPCROREQoLC4OHhwdevHiBKlWq4O+//053FloiokyxS07j8ePHBr0+EyYiCRUoUACNGjWCUqmEv78/HB0dDR0SEVGeUKpUKYNenwkTkYRMTEywbt06vH37FoULFzZ0OESUF+TylqG8Qq8zfRPlBwkJCfj111+hUqkAJE2cxmSJiKTAxXeNBxMmomxQqVT4/PPP8fXXX2PYsGGGDoeIiPSEXXJEOhJFESNHjsRff/0FU1NT9OvXz9AhEVFew0HfRoMJE5EORFHEpEmTsHr1ashkMmzZskWz9AkRkVQ4D5PxYJcckQ7mzZuHBQsWAABWrVqF7t27GzgiIiLSJ7YwEWXRihUrMGXKFADAzz//rPPss0REmWKXnNFgwkSURSVLloS5uTnGjRuHb7/91tDhEBFRDmDCRJRFHTp0wLVr11C+fHlDh0JEeRzHMBkPjmEi0sKZM2fw8OFDzc8VKlSAIAgGjIiI8gVR4o10xoSJKBNXr15F+/bt0aRJEwQHBxs6HCIiMgAmTEQZuHv3Ltq0aYPIyEhUrFgRJUqUMHRIRJSfsIXJaDBhIkrH06dP4eHhgbCwMNSuXRv79u2DhYWFocMiIiID4KBvojSEhobCw8MDISEhqFSpEvz8/GBra2vosIgon+Ggb+PBhInoP8LDw9GmTRsEBwejVKlSOHLkCBwdHQ0dFhHlR5yHyWiwS47oP1QqFUxMTFCoUCEcOXKE45aIiIgtTET/VbBgQRw/fhwhISGca4mIDEoQRQiiNE1DUtWTX7GFiQhJrUpHjhzR/GxjY4PKlSsbMCIiIvApOSPChInyPVEUMWrUKHh6euKnn34ydDhERGSE2CVH+d53332HVatWQSaTwcXFxdDhEBFp8Ck548EWJsrX5s2bh/nz5wMAfv/9d/To0cPAERERkTFiCxPlWytWrMDkyZMBAAsWLMCwYcMMHBER0X9wWgGjwYSJ8qWtW7fiyy+/BABMmTIF48ePN3BERESpsUvOeLBLjvKlJ0+eQBRFfPnll5g1a5ahwyEiIiPHFibKl7777jvUrFkTHh4eEATB0OEQEaWNXXJGgy1MlG/cvn0bHz9+1Pzcpk0byGT8EyAioszx04LyhXv37qFFixZo3bo13r9/b+hwiIi0kjyGSaqNdMeEifK8Z8+ewcPDA2/fvkViYiJMTNgTTUS5BGf6NhpMmChPCw0NhYeHB54/f45KlSrBz88Ptra2hg6LiIhyGX7VpjwrIiICbdu2xf379+Hs7Ax/f384OTkZOiwioixhV5pxYAsT5UkxMTHo2LEj/vnnHxQqVAhHjhxByZIlDR0WERHlUmxhojzp+fPnuH//Puzs7HD48GFUqFDB0CEREWWdKCZtUtVFOmPCRHlSxYoVcfr0abx9+xY1atQwdDhERDrhTN/Gg11ylGeIoojg4GDNz+XLl0ejRo0MGBEREeUVTJgoz5gyZQqqV68OPz8/Q4dCRCQNTitgNNglR3nC/PnzMW/ePABJ45eIiPICQZ20SVUX6Y4tTJTrrVq1CpMmTQIA/Pjjjxg+fLiBIyIioryGLUyUq23fvh1ffPEFgKQFdSdOnGjgiIiIJMTFd40GW5go1/Lz88Pnn38OURTxxRdfYM6cOYYOiYiI8ii2MFGu9eeffyIxMRG9e/fGb7/9BkEQDB0SEZGkOK2A8WDCRLnWunXrULduXYwcORJyudzQ4RARSY8TVxoNdslRrvLmzRuI//+jNzExwddffw0zMzMDR0VERHkdEybKNZ4/f4569eph6NChUCqVhg6HiEjvkrvkpNpId0yYKFd4+/YtPDw88OzZM5w5cwYRERGGDomIiPIRjmHKRURRzPUDm4OevcRfl27g0dv3sLUwR/tqFdHWrQIUpun/KkZERKBt27a4d+8eSpYsiSNHjqBgwYI5GDURkYFwWgGjwYTJyMXHJmDfiiM4sPIY3jx9C3Mrc7j3boge37RH8XJFDB2e1kRRxKz9J7DlwjXIZQJUahEyATh1/wlWBlzEuqE9UMjWOtV5sbGx6Ny5M65evQonJyccOXIEzs7OBngFREQ5j0/JGQ92yRmx2I9xmOA5G2umbsPrJ28hikn7Dm84iVH1p+L2+eDMKzESm89fw5YL1wAAKnXSX+3//4Nn78Ph/ed+zWDuZImJiejZsycCAwNha2uLw4cPo2LFijkaNxEREWDECdOlS5fQvn172Nvbw8rKCvXq1cPmzZu1Pv/06dMYN24cateujYIFC8Lc3ByVKlXCpEmTEB4err/AJfTHrF0I/udJqkRCpVQjMT4RM/sugUqpMlB02lOrRaw5dSnd4yq1iBshr3Ht+asU+y9dugR/f3+Ym5vjwIEDqFmzpr5DJSIyLsnTCki1kc6MMmEKCAhAkyZNcOrUKfTo0QOjRo1CWFgY+vfvr/Vszj169MDixYthY2ODgQMH4ssvv4SlpSXmz5+POnXqIDQ0VM+vInviYxNwaM0JqFVpr5aoVol4/zocFw79k8ORZd2z9+F4HfExwzJymYAzwU9T7GvUqBH27duHnTt3omnTpvoMkYjIKBnyKbnw8HB8/fXXaNiwIYoUKQKFQoHixYujZcuW2LlzZ6ov8xlRq9VYunQpqlWrBgsLCzg5OaFXr14IDs49PSVGlzAplUoMGzYMgiAgMDAQq1atwk8//YRr167B1dUVPj4+Wt3gsWPH4vnz5wgICMCiRYuwcOFCXLlyBaNGjcLDhw/h6+ubA69Gd6+fvEXsx7gMy8hN5bh/9XEORaQ7lTrzJbIFCJquusjISM3+tm3bon379nqLjYiI0hYWFoa1a9fCysoKXbt2xbhx49CuXTvcunULPXr00KzjqY2RI0fC29sbKpUK3t7eaN++Pfbt24e6devi9u3benwV0jG6hOn48eN4+PAh+vXrl6ILxsbGBtOnT4dSqcS6desyrWfSpEkoWrRoin2CIGD69OkAgJMnT0obuMRMzDIfjy+qRZgqTHMgmuwp6WAHW3NFhmWUajWqlyyCn376CdWqVctV3zqIiPRGlHjLgtKlSyM8PBxHjx7FihUrMGfOHKxevRoPHjxAlSpVsGrVKty6dSvTek6cOIFVq1ahadOmuHr1KubPn48NGzbg4MGDiIyMxKhRo7IWmIEYXcIUEBAAAPD09Ex1LHlfdpIdU9OkBMPExLgfECxa2glFSjsBGcwioFapUa9tjRyLSVdmJiboU796ulMiyAUBxQrY4v6pY5gwYQKePn2KQ4cO5XCURET0KblcnuZnpY2NDdq0aQMAePDgQab1rFq1CgAwa9YsKBT/fnlu1aoV2rRpg8DAQNy/f1+iqPXH6BKm5JaF8uXLpzpmb28PR0fHbLU+rF27FkDaCdmn4uPjERkZmWLLSTKZDH0mdE73G4FMLkO1ppVQvqZLjsalq1Hu9VGvdAkAwKd5k1wQYKUwQ0e7pCZbAJg4cSLGjBljiDCJiIyKMc70HRcXh+PHj0MQBFSpUiXT8gEBAbCyskLjxo1THUtOvIy91wcwwnmYkmdwtrOzS/O4ra0tQkJCdKo7KCgIvr6+KFSoECZOnJhh2blz5xp8nFPbQc3x+slbbJ2/DzITGdRKNWRyGdQqNcpUc8a0zV8bNL6sUJia4Hevz7A/6A62XLiGp+/CYWVmik41KqNYTBi8+vSGWq3GiBEjMG/ePEOHS0RkHNTiv3OwSFEXkKoBQKFQpGj5+a/w8HD88ssvUKvVCA0NxaFDh/D8+XP4+Pik2bjxqejoaLx69Qpubm5pLpKefH5uGIZhdAmTvjx+/BgdO3aESqXC1q1b4ejomGH5yZMn49tvv9X8HBkZiZIlS+o7zBQEQcBg355o2acR/l57Ai8evoG1nSWa96iPum1rQC43ugbCDJmZyNG9jhu613HT7Dt79iw8un+OxMRE9O7dG8uWLcv1s5kTERmz/36W+fj4YMaMGemWDw8PT9GAYGpqigULFmDcuHGZXkubRpBPyxkzo0uYkm9qejcvMjIy3RufnqdPn8Ld3R1v377Fzp074e7unuk5mWXcOalU5eIYueBzQ4chOVEU8d133yEmJgbt2rXDxo0b0/wGQkSUb+lhaZTnz59rEhUAmX7Wubi4QBRFqFQqPH/+HFu3bsXUqVNx9uxZbN++3ejHBEvF6JooMmqe+/DhA8LCwjJtAvzUkydP0KJFC7x8+RLbt29Hx44dJYuVskcQBOzZswejR4/Gjh07YGZmZuiQiIjyPFtb2xSbto0DcrkcLi4u+O677zBr1izs3r1bM6A7Pdo0gnxazpgZXcLUvHlzAIC/v3+qY8n7kstkJjlZevHiBbZt24YuXbpIFyjpLD4+XvNvBwcH/Prrr7C0tDRgRERExkmAhIO+JYwr+cGp5Cfb02NlZYWiRYvi8ePHUKlSr0yR0YNexsboEqZWrVqhTJky2Lx5M4KCgjT7o6KiMHPmTJiYmGDQoEGa/WFhYbh79y7CwsJS1PNpsrR161Z89tlnOfQKKCNv375FrVq1sGzZMkOHQkRk/Ix0aZSXL18C0G6KnubNmyM6OhpnzpxJdezw4cOaMsbO6BImExMTrF69Gmq1Gk2bNsWIESMwfvx4VK9eHbdu3cKMGTNQoUIFTfmlS5eicuXKWLp0aYp6WrRogadPn6JOnTq4fv06ZsyYkWqjnBUZGYl27drh9u3bmDdvHqKiogwdEhERpSMoKCjNrrT3799jypQpAIB27dpp9qfXgDFixAgAwLRp05CQkKDZf+zYMRw+fBjNmjVL8blurIxypJa7uztOnz4NHx8fbN++HQkJCXB1dcXMmTPRv39/rep4+jRpXbLz58/j/PnzaZZh0pRzYmNj0blzZ1y5cgVOTk44cuQIbGxsDB0WEZFRk3L+pKzWs379eqxevRru7u4oVaoUrKys8PTpUxw8eBAfP35E9+7d0a9fP035pUuXwtfXN9VTd+7u7hg2bBhWr16NmjVrokOHDnjz5g22bdsGW1tbLF++XJoXqGdGmTABQL169fD3339nWi691qKsLApI+pWYmIhevXrh5MmTsLW1hZ+fHypWrGjosIiIjJ8enpLTVo8ePRAREYHz588jMDAQMTExcHBwQJMmTTBw4ED06dNH62lgfv/9d1SrVg2///47lixZAmtra3Tq1AmzZ8/OFa1LACCIzCy0kjydQURERIrHMSljarUaAwYMwObNm2Fubq5pfiUiys30/ZmQXH8T9xkwMTGXpE6lMg6nT8zg55iOjLaFifKG/fv3Y/PmzTAxMcHOnTuZLBERZYEgihAkateQqp78igkT6VWXLl0wb948ODs7o3379oYOh4iISCdMmEgv1Go1ZLKkhzAnTZpk4GiIiHIp9f83qeoinRndtAKU+61duxYeHh6cNoCIKJuSu+Sk2kh3TJhIUjt27MDw4cNx/PhxrF+/3tDhEBERSYJdciQZf39/9OvXD2q1GsOHD8fo0aMNHRIRUe5mwGkFKCW2MJEkzp49i88++0wz59Ly5cu1np+DiIjI2LGFibLt+vXr6NChA2JiYtC2bVv88ccfkMvlhg6LiCj3k3INOI5hyhYmTJQtKpUKffr0QXh4OBo3bowdO3bAzMzM0GEREeUJhlwahVJilxxli1wux7Zt29C2bVscOHAAVlZWhg6JiIhIcmxhIp2IoqgZo1S1alWt1v0jIqIsYpec0WALE2VZZGQkPDw8EBgYaOhQiIjyNEEt7Ua6YwsTZUlsbCy6dOmCgIAA3L9/H8HBwVAoFIYOi4iISK+YMJHWEhMT0bt3bwQEBMDGxga7d+9mskREpE/skjMa7JIjrajVagwZMgT79++Hubk59u/fj9q1axs6LCIiohzBFibKlCiKGDNmDDZt2gQTExP89ddfaN68uaHDIiLK+zjTt9FgwkSZ+uOPP7B06VIIgoANGzagY8eOhg6JiChfkHLRXC6+mz1MmChTffr0wYEDB+Du7o5+/foZOhwiIqIcx4SJMmVmZoZt27ZxbTgiopzGQd9Gg4O+KU27du3CN998A7U6aeIOJktERJSfsYWJUjl69Cj69u2LhIQEVK9eHYMHDzZ0SERE+ZMIQKoJJ9nAlC1MmCiF8+fPo2vXrkhISECPHj0wcOBAQ4dERJRvcdC38WCXHGncuHED7dq1Q3R0NDw9PbFp0ybI5XJDh0VERGRwbGEiAMCDBw/g6emJ8PBwNGzYELt27eIs3kREhiZCwkHf0lSTXzFhIsTHx6Ndu3Z4/fo1qlWrhoMHD8LKysrQYREREZ+SMxrskiMoFArMmzcPVapUweHDh2Fvb2/okIiIiIwKEyYCAHTv3h3Xrl1DkSJFDB0KERElU0u8kc6YMOVTcXFxGD58OJ49e6bZZ2LCHloiIqK08BMyH1IqlejTpw/27t2Ls2fP4vr163wajojICHFaAePBhCmfUavVGDp0KPbu3QuFQoHffvuNyRIRkbHioG+jwS65fEQURYwdOxYbN26EXC7H9u3b0aJFC0OHRUREZPTYwpSP+Pr6YsmSJQCA9evXo3PnzgaOiIiIMsQWJqPBFqZ8Yu3atfD19QUA/Prrr/j8888NHBEREVHuwRamfKJ9+/aoVq0aevTogdGjRxs6HCIi0gZbmIwGE6Z8okiRIjh37hwsLCwMHQoREWlLDUCQsC7SGbvk8rBjx45h48aNmp8tLS0hCFL95REREeUfbGHKoy5cuIAuXbogOjoaBQsWRIcOHQwdEhERZRHnYTIebGHKg27evIl27dohOjoaHh4eaN26taFDIiIiytXYwpTHPHr0CJ6envjw4QMaNGiAXbt2QaFQGDosIiLSBQd9Gw0mTHnIy5cv0bp1a7x69QpVq1bFoUOHYG1tbeiwiIhIV2oRECRKdNRMmLKDXXJ5RFRUFDw9PfH48WOULVsWhw8fhr29vaHDIiIiyhPYwpRHWFtbo0uXLvjw4QOOHDmCokWLGjokIiLKLnbJGQ22MOURgiBg9uzZuH79OkqXLm3ocIiISBLiv0lTdjcwYcoOJky5mFKpxI8//oiYmBjNvoIFCxowIiIioryJCVMupVarMWzYMHz33Xfo2rUrRDa1EhHlPVK1LknZtZdPMWHKhURRxLfffosNGzZALpfjq6++4gzeREREesRB37nQDz/8gMWLFwMA1q5diy5duhg4IiIi0gu1hGOPOK1AtjBhymWWLFmCGTNmaP49cOBAwwZERET6I6qTNqnqIp2xSy4X2bRpE8aMGQMA8PX1hbe3t4EjIiIiyh/YwpSLVKhQAQ4ODhg4cCCmT59u6HCIiEjfOA+T0WDClIvUq1cP//zzD0qUKMFB3kRERDmICZORu3TpEgCgbt26AABnZ2dDhkNERDmJg76NBhMmI3br1i20bdsWCQkJOH78uCZpIuNx+/Fr7D5xHcHP38LS3Awt65RHu0ZVYGVhZujQiCgvYJec0WDCZKQeP34MT09PvH//HvXr10flypUNHRJ9QhRFLN95BusPXIRcJkClFiEAuHLnOdbtv4Bl3/VCqSJc/JiIKK/gU3JG6NWrV2jdujVevnwJNzc3HDp0CNbW1oYOiz5x+NxdrD9wEQCg+n8zd3LD+fvIGHzz8y6o1HyEl4iySYSEM30b+sXkbkyYjMz79+/h6emJR48eoUyZMjh8+DAcHBwMHRZ9QhRFbPz7EtIbd69Si3jxNgKngx7lbGBEWfQxNh5nbz/BqZuPEBr+0dDhUFq4NIrRYJecEfn48SM6dOiAmzdvomjRojhy5AiKFStm6LDoPyKj4/DgeViGZeRyGS7eeobmtcrlUFRE2ktUqvDrvjPYHngN8YlKAIBMENCyRjlM7t0SDjaWBo6QyPgwYTIiMpkMDg4OsLe3h7+/P8qUKWPokCgNai2fNGGXHBkjURTx3dqDOHH9YYoGB7Uo4sS1B3jwMgx/TOgLawuF4YKkf6nVACR6L+F7UrawS86IWFpaYvfu3Th79izc3NwMHQ6lo4CNBYoUtM2wjEqlRrVybB0k43M5OATHrz1Ms3dGpRbxNDQcO0/fyPnAiIyc0SZMly5dQvv27WFvbw8rKyvUq1cPmzdvzlIdarUaS5cuRbVq1WBhYQEnJyf06tULwcHBeoo669RqNXbt2gXx/+9eZmZmqFSpUjplRZy99xQbAq5g29lreB0elZOh0v8JgoB+bWqle1wmCLCzMkeruhVyMCoi7ew5exNyWfoT34qiiJ2nr+dgRJQhjmEyGkbZJRcQEIA2bdrAzMwMffr0gZ2dHXbt2oX+/fvjyZMnmDJlilb1jBw5EqtWrUKVKlXg7e2NN2/eYNu2bfD398fZs2dRpUoVPb+SjImiiPHjx2PRokX4+uuvsXjx4nTLBj15iUl/HsLLD1GQCQJEUcTs3cfRqVZlTO/RGuamRvm/Ms/q2boGrj94iaMX70MmCFD//41ILhNgZmqCn77pAoUZ/5+Q8Xn9PkrzZGd6QiOicygayhTnYTIaRveOrlQqMWzYMAiCgMDAQNSsWRMA4OPjg4YNG8LHxwc9e/ZE+fLlM6znxIkTWLVqFZo2bYojR45AoUjqjx84cCA8PDwwatQonDx5Uu+vJyOzZ8/GokWLAAC1aqXfYvHgdRiGrdiBRFVS/3PyhzNE4MDVu4iOT8AvgzrrPV76l1wmw6yRHeBeuzz+OhaEhyFhMFeYwqNeRfRsXQPFnewMHSJRmgraWmrmDkuPvbVFDkZElDsYXZfc8ePH8fDhQ/Tr10+TLAGAjY0Npk+fDqVSiXXr1mVaz6pVqwAAs2bN0iRLANCqVSu0adMGgYGBuH//vvQvQEtLly7VLKD7yy+/wMvLK92yK49ehFKt/jdR+oRaFHHs5kPcCnmjt1gpbTKZAI/6FbFySm8cW/YVDi4agW/6NmeyREatU4MqGSZLMkFA14auORgRZUgtSrtlwYsXL/DLL7/A09MTzs7OMDMzQ5EiRdC9e3dcuHBB63oCAgIgCEK62/nz57N6VwzC6FqYAgICAACenp6pjiXv06ZlKCAgAFZWVmjcuHGqY23atIGfnx9OnjyJChVyfpzJpk2b4O3tDSCp5WzMmDHplk1UquB//X6Gb3BymYBDV+/CtURhyWMlorylURUX1ClfAlcfvEj1JUwuE+Boa4VezWsYJjgyKr/++it+/PFHlC1bFh4eHihUqBCCg4OxZ88e7NmzB1u2bEGvXr20rq958+Zo0aJFqv0lSpSQMGr9MbqEKXlAdlpdbvb29nB0dMx00HZ0dDRevXoFNzc3yOXyVMeT6zbE4O99+/Zh0KBBAABvb2/4+PhkWD4mITHT8QYAEB4TJ0V4RJTHyWUyLBnVFbO2HIXf5XspkqZqpYthlldbdskZEVFUQxSlmQ4gq/XUq1cPgYGBaNq0aYr9p06dQqtWrTBq1Ch06dIlRS9ORlq0aIEZM2ZkKQZjYnQJU0REBADAzi7tbg1bW1uEhIRku45Py6UlPj4e8fHxmp8jIyMzvKa2kq85cOBA/PLLLxDSmy76/6zNzWClMEV0fGK6ZUQRKG6f8WPuRETJLBSmmD2oHcZ0bYqL955BpRbhVqowyhZzNHRo9F9i1rvSMqwrC7p165bm/qZNm8Ld3R3+/v64ceMG6tSpI0V0Rs/oEiZjMXfuXPj6+kpe74ABA1CmTBnUr18fMlnmQ8jkMhm61a+Kzaf/SbelSRRFdKlr2Cf+iCj3KVTAGh3r872Dss7U1BQAYGKifRoRHByMJUuWICYmBqVKlYKHhwccHXNPkm50CVNyq1B6rT+RkZHpthxlpY5Py6Vl8uTJ+Pbbb1OcU7JkyQyvq620xlVlZFjLujh6PRihkR/TTJpGejRAcQcONCYiynPE5GW9paordY+JQqHQulsNAJ49e4ajR4+iSJEiqFq1qtbnbd68OcV8ihYWFvD19cWECRO0rsOQjO4puYzGF3348AFhYWGZTilgZWWFokWL4vHjx1CpVKmOZzROKplCoYCtrW2KzVAcrC3x59d94FG1fIoJ5wrZWmN691YY5dnAYLEREZEeqdXSbgBKliwJOzs7zTZ37lytw0lMTMSAAQMQHx+P+fPnpzlO+L+cnJywYMEC3LlzB9HR0Xjx4gU2bdoEBwcHTJw4Eb///rvOtycnGV0LU/PmzTF37lz4+/ujT58+KY75+/trymhTz9atW3HmzBk0a9YsxbHDhw9rXY+xcLK1xoIBHfD+YwyevP0AhakJKhVzglyLbj0iIqJkz58/T9EIoG3rklqtxpAhQxAYGIjhw4djwIABWp3n6uoKV9d/p6qwtLRE//79Ub16ddSuXRs+Pj4YPny4VsNUDMnoomvVqhXKlCmDzZs3IygoSLM/KioKM2fOhImJieYpMwAICwvD3bt3ERaWcvX4ESNGAACmTZuGhIQEzf5jx47h8OHDaNasmUGmFMguB2tL1CpdHK4lCjNZIiLK6/SwNMp/e0+0SZhEUcTw4cOxadMmfP7551ixYkW2X5qbmxvq16+PN2/e4MGDB9muT9+M7hPXxMQEq1evhlqtRtOmTTFixAiMHz8e1atXx61btzBjxowUic7SpUtRuXJlLF26NEU97u7uGDZsGE6dOoWaNWti4sSJ8PLyQocOHWBra4vly5fn9EsjIiLKddRqNYYOHYq1a9eib9++WL9+vWStQcmDvmNiYiSpT5+MLmECkpKd06dPo0mTJti+fTuWLVuGggULYtOmTZg6darW9fz+++9YsmQJBEHAkiVLcPDgQXTq1AkXL140+DpyREREmRHVakm3rFKr1Rg2bBjWrVuH3r17448//tBq3JI2lEolrl69CkEQ4OzsLEmd+iSIIlfj00by03kREREGHQBORESGp+/PhOT6W1r0holgJkmdSjEBx2O3aR1zcsvS+vXr0bNnT2zevDnDaQTCwsIQFhYGR0fHFNMFnDt3Dg0aNEgx76BSqcSECRPwyy+/oG3btvj777+z9+JygNEN+iYiIiLD++GHH7B+/XpYW1ujQoUKmDVrVqoyXbt2RY0aNQAkDZHx9fWFj49Pihm9+/btC0EQ0KhRIxQvXhzh4eEIDAzEvXv34OzsLMl4qJzAhImIiMhYqUVAMMxM30+ePAEAfPz4EbNnz06zjIuLiyZhSs+oUaPg5+eHgIAAhIWFwcTEBOXKlcPUqVMxbtw42NvbZykuQ2GXnJbYJUdERMlyrEtO0UvaLrn47fwc0xFbmIiIiIyVKAKQZvHdrLYwUUpMmIiIiIyUqBYhStQlxw6l7DHKaQWIiIiIjAlbmIiIiIyVqIZ0XXIS1ZNPMWEiIiIyUuySMx7skiMiIiLKBFuYiIiIjBW75IwGEyYtJTdlRkZGGjgSIiIytOTPAn13cymRCEh0CSUSpakon2LCpKWoqCgAQMmSJQ0cCRERGYuoqCjY2dlJXq+ZmRmKFCmC068PSVpvkSJFYGYmzUSY+Q1n+taSWq3Gy5cvYWNjk2IBwayKjIxEyZIl8fz5c860+h+8N2njfUkf7036eG/SJtV9EUURUVFRKFasGGQy/QwHjouLQ0JCgqR1mpmZwdzcXNI68wu2MGlJJpOhRIkSktVna2vLN7F08N6kjfclfbw36eO9SZsU90UfLUufMjc3Z3JjRPiUHBEREVEmmDARERERZYIJUw5TKBTw8fGBQqEwdChGh/cmbbwv6eO9SR/vTdp4X0hXHPRNRERElAm2MBERERFlggkTERERUSaYMBERERFlggmTBC5duoT27dvD3t4eVlZWqFevHjZv3pylOtRqNZYuXYpq1arBwsICTk5O6NWrF4KDg/UUtf5l976cPn0a48aNQ+3atVGwYEGYm5ujUqVKmDRpEsLDw/UXeA6Q4nfmU4mJiahRowYEQUClSpUkjDTnSXVvoqKi4OPjAzc3N1haWqJAgQKoVasWfH199RC1/klxX8LDw/H999+jWrVqsLGxgaOjI+rWrYulS5ciLi5OT5Hr16ZNm/DFF1+gTp06UCgUEAQB69evz3I9efE9mCQmUracOHFCNDMzE62trcVhw4aJ48aNE0uXLi0CEGfPnq11PcOHDxcBiFWqVBEnTJggDhw4UFQoFKKdnZ1469YtPb4C/ZDivhQuXFiUy+Vi8+bNxW+++UYcO3asWLNmTRGAWLZsWfHNmzd6fhX6IdXvzKemT58uWllZiQDEihUrShxxzpHq3jx9+lQsW7asKAiC6OHhIU6cOFEcM2aM2KFDB7Fq1ap6fAX6IcV9+fDhg1imTBkRgNikSRNx3Lhx4ujRo8WyZcuKAMSWLVuKKpVKz69EeqVKlRIBiI6Ojpp/r1u3Lsv15LX3YJIeE6ZsSExMFMuWLSsqFArx6tWrmv2RkZGiq6uraGJiIt6/fz/Teo4fPy4CEJs2bSrGxcVp9h89elQUBEFs1qyZXuLXF6nuy7x588SXL1+m2KdWq8VRo0aJAMQvv/xS8tj1Tap786krV66IJiYm4pIlS3J1wiTVvVEqlWLdunVFCwsL8fjx42leJzeR6r78+OOPIgBx7NixKfbHx8eLdevWFQGIJ0+elDx+fTty5Ij45MkTURRFce7cuTolTHntPZj0gwlTNhw+fFgEIA4ePDjVsa1bt4oAxMmTJ2daT9++fdN9s2rbtq0IQLx3754kMecEqe5Lel6+fCkCEF1dXbMTpkFIfW/i4+PFqlWrik2aNBHVanWuTpikujfJZadPn66PMHOcVPfliy++EAGIR44cSXVsypQpIgDxr7/+kiRmQ9E1Ycpr78GkHxzDlA0BAQEAAE9Pz1THkvedPHlSq3qsrKzQuHHjVMfatGmjdT3GQqr7kh5TU1MAgIlJ7lsKUep7M2PGDAQHB2PNmjXZWhTaGEh1b7Zt2wYA6NmzJ54/f44VK1Zg3rx5+Ouvv/Dx40fpAs4hUt0XV1dXAICfn1+K/YmJiTh69CgsLCzQsGHDbEabO+W192DSj9z3iWNEkgcDli9fPtUxe3t7ODo6ZjpgMDo6Gq9evYKbmxvkcnmq48l156aBh1Lcl4ysXbsWQNofIMZOyntz6dIlzJ8/H3PmzEGFChUkjdMQpLo3ly9fBpD00MDYsWMRHx+vOebk5ITt27ejRYsW0gSdA6S6L8OGDcMff/yBn3/+GZcvX0bdunURHx8PPz8/fPjwAZs3b0bx4sUlj9/Y5cX3YNIPtjBlQ0REBID0V6y2tbXVlMlOHZ+Wyw2kuC/pCQoKgq+vLwoVKoSJEyfqHKOhSHVv4uPjMWjQINSsWRPjxo2TNEZDkerehIaGAgC8vb3xzTff4Pnz53j79i2WLFmCiIgIdO3aFa9evZIucD2T6r5YWFggICAAn3/+OU6ePImffvoJv/76Kx4+fIh+/fqhSZMmksadW+TF92DSDyZMlGs8fvwYHTt2hEqlwtatW+Ho6GjokAxm+vTpCA4Oxtq1a9P8VpyfqdVqAEDHjh0xb948lChRAo6OjvD29sbYsWMRERGBNWvWGDjKnBcWFgYPDw+cP38eBw8eRHh4OF6/fo0VK1Zg3bp1qF+/Pj58+GDoMImMFhOmbEj+RpLeN4/IyMh0v7VkpY5Py+UGUtyX/3r69Cnc3d3x9u1b7NixA+7u7tmO0xCkuDdXr17FwoULMXXqVFStWlXyGA1Fqt+b5DKdO3dOdaxTp04A/u22yw2kui/ffvstzp49i507d6J9+/aws7ND4cKFMXz4cMyfPx+PHj3CL7/8ImXouUJefA8m/WDClA0Z9W1/+PABYWFhaY47+JSVlRWKFi2Kx48fQ6VSpTqe0fgFYyXFffnUkydP0KJFC7x8+RLbt29Hx44dJYs1p0lxb65fvw6VSoUZM2ZAEIQUGwDcu3cPgiCgQIECksevT1L93lSsWBEA0nz9yftiY2N1DzSHSXVfDh48CAcHB1SrVi3VsZYtWwIArly5ks1oc5+8+B5M+sGEKRuaN28OAPD39091LHlfcpnM6omOjsaZM2dSHTt8+LDW9RgLqe4L8G+y9OLFC2zbtg1dunSRLlADkOLeVKhQAUOHDk1zA5K+CQ8dOhQDBw6UOHr9kur3JvnD//bt26mOJe9zcXHRNcwcJ9V9SUhIQGRkJBISElIde/v2LQBAoVBkJ9RcK6+9B5OeGHpeg9wsMTFRLFOmjKhQKMR//vlHs//TCeU+nbvj7du34p07d8S3b9+mqOfTSdPi4+M1+3PrpGlS3ZfHjx+LpUqVEk1MTMSdO3fmVPh6JdW9SQ9y8TxMUt2bR48eiQqFQixUqJAYEhKSop4aNWqIAMSjR4/q/fVIRar70qZNGxGAOG3atBT74+LiNMd+/fVXvb4WfctsHqb88h5M+sGEKZuOHz8umpqaitbW1uLw4cNTLFkwa9asFGV9fHxEAKKPj0+qeoYNG5anpuWX4r4kL3PQoEED0cfHJ80tN5LqdyYtuTlhEkXp7k3yrOcFCxYUhw0bJn711Veii4uLCEAcMWJEDr0a6UhxX/755x/RxsZGBCDWq1dPHDt2rDhq1CjNcim1a9cWY2Njc/BVSWPVqlWil5eX6OXlJdaqVUsEIDZu3Fizb/fu3Zqy+ek9mKTHhEkCFy5cENu2bSva2dmJFhYWYp06dcRNmzalKpfRH6tKpRKXLFkiurq6igqFQixYsKDYo0ePXD27bHbvC4BMt9xKit+ZtOT2hEkUpbs3+/btE5s2bSpaW1uL5ubmYu3atcWVK1fqOXr9keK+3L9/Xxw8eLDo7OwsmpqaihYWFmLVqlVFX19fMTo6OgdehfS8vLwyfI/49D7kt/dgkpYgiqIodTcfERERUV7CQd9EREREmWDCRERERJQJJkxEREREmWDCRERERJQJJkxEREREmWDCRERERJQJJkxEREREmWDCRERERJQJJkxEREREmWDCRER5VosWLSAIQop9AQEBEAQBM2bMMExQRJQrMWEiyiFPnjyBIAgpNktLSxQrVgytWrXC999/j4cPH6Z5bvKHvCAIGD16dJpl1q9fD0EQMG/evBT7k5MGCwsLhISEpHmui4sLzM3Ns/cCiYjyMCZMRDmsbNmy8PHxgY+PD8aMGYN27dohNDQUM2fORMWKFTFlyhRktMTjypUr002sMhIXF4fvv/8+O6ETEeVbJoYOgCi/KVeuXJrdQadOncLAgQMxd+5cyOVyzJw5M1WZsmXL4uHDh5g6dSq2bt2apeuWLVsWGzduxLhx4+Dq6qpr+ERE+RJbmIiMxP/au/uYmtsHjuPvFlrh1Jis+iMbcTPZiNga2bRajGFNaoY50RPGZuqgySpijCzz0AM16+EwTP0hbJiK1vIPkqeyLA0Nmx6Ute/vD7vP7u7kdHTf99p+n9fWH9+r63s9nD/OPruua9dZuHAhFRUVuLi4cOTIEd6+fduvTkhICMHBwVitVurq6hxqPz09nd7eXiwWy5DG+dczQA8ePCAsLAwPD48+Z4UMwyA/P5+goCBMJhNubm7MnTuX/Pz8n7ZpGAYFBQUsWrQIDw8P3Nzc8PPzIy4ujubmZlu9uro6tm7dysyZM3F3d8fV1RV/f38yMzP5/v37kOYlIvIrCkwiw8jUqVOJjIykp6eHa9eu/bTO4cOHMQyDpKQkh9pevHgx4eHhlJWVUVlZOeSxVldXExwcDMCWLVuIjIwEfoSfdevWYTabaWtrIzo6mpiYGDo6OjCbzezatatPO4ZhEBUVxcaNG2lsbCQqKopt27YxZ84cSktLefToka1uTk4OV69exd/fn9jYWMxmM4ZhYLFYWLt27ZDnJCIyEG3JiQwzwcHBFBYWUltb+9P/z58/n9WrV3PlyhVu3rxJaGjooNvOzMykoqKCpKQkqqqqhjTOW7dukZeXx6ZNm/qU5+bmUlRUhNls5syZM4wY8eNrpqenh4iICI4dO0ZUVBQBAQEAnD59mtLSUpYsWUJZWRmurq62trq6uujq6rI9WywWTp06hbOzs63MMAxiYmLIz8+nqqqKoKCgIc1LRORntMIkMsx4e3sD0NbWNmCdgwcPMmLECJKTk395QPzvZs2aRXR0NNXV1QOuYA3W7Nmz+4UlgOzsbEaPHk12drYtLAGMGjWKjIwMAIqLi23lfwag06dP9wlLAK6urowbN8727Ovr2ycsATg5OZGYmAjA7du3hzQnEZGBaIVJZJgZTACaNm0amzZt4ty5cxQXFxMdHT3o9tPT07l06RJ79uxh+fLl/QLIYAUGBvYr6+zs5PHjx3h7e/e73gCwnTNqaGgAoKOjg/r6eqZMmYKfn5/dPnt6esjOzqakpISGhgba29v7fF7v3r37rbmIiNijwCQyzLS2tgIwYcKEX9ZLTU3l4sWLpKSkEBERMej2fX19iY+P58SJE5w/f56YmJjfGufEiRP7lX3+/BnDMGhpaeHAgQMDvtvR0QHAly9fAPDx8RlUnxEREZSVldnOenl6ejJy5Ei+fPlCVlYW3d3djk9ERGQQtCUnMszcvXsXgHnz5v2ynpeXFzt27KCxsZGzZ8861Me+ffswmUykpqb2OSPkiL/foA1gMpkACAgIwDCMAf/u3LkDgLu7OwAtLS12+6utraWsrIywsDDq6+vJyckhIyOD1NRUHfgWkX+dApPIMPLixQusVisuLi6sWrXKbv2kpCTGjx9PWloaX79+HXQ/48ePZ/fu3bS0tHDy5MmhDLmPsWPHMn36dJ49e2ZbPfqVMWPGMGPGDJqamnj58uUv6/55WeeyZcv6bSPev3//t8csIjIYCkwiw0RlZSVhYWF0d3djsVgGtU1lMpnYu3cvHz9+JCsry6H+du7ciZeXF5mZmbS3t//usPvZvn07nZ2dbN682bb19ldNTU28efPG9pyYmEhvby8JCQn9Vru+ffvGp0+fgB9biUC/KxGePn3KoUOH/rHxi4j8jM4wifzHXr16Zbvpu6enhw8fPlBTU8OTJ09wdnZm3759Dv2ESUJCAllZWQ7/XIqbmxv79+8nLi4OABcXF4feH0hsbCwPHz6koKCAqqoqQkJC8Pb25v379zQ0NFBTU0NRURGTJk0CID4+nnv37mG1WvHz82PFihWYTCaam5upqKggLy+PlStXEhgYSGBgIFarldbWVhYsWEBzczPXr19n2bJlXL58+R8Zv4jIzygwifzHXr9+bTsQ7erqioeHB3/88QcpKSls2LCByZMnO9Sei4sLaWlprF+/3uGxmM1mjh8/zvPnzx1+dyBOTk5cuHCBpUuXkpOTQ3l5Oe3t7Xh6euLn58fRo0cJCQnpU7+kpITQ0FByc3MpLCzEMAx8fHxYs2aN7b4mZ2dnysvLSU5O5saNG9TW1traCw8PV2ASkX+Vk+HIJS4iIiIi/4d0hklERETEDgUmERERETsUmERERETsUGASERERsUOBSURERMQOBSYREREROxSYREREROxQYBIRERGxQ4FJRERExA4FJhERERE7FJhERERE7FBgEhEREbFDgUlERETEjv8BYbSSCImlLsQAAAAASUVORK5CYII=", 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lKbXHKzwhGn++uoH+Lo2zfb0gCIj/Z7guOxYmrrAwrobYpDtABsUsjU2U+O6nlqhQZAusra0xvmVzfBd0CgpBgCj9m1ACQIdqldGpehWNrkukLSZMREQGQBAEdK1cDV0rV0NkQjxESUIRU7NM5+zI7V1iDMZf+Q0qUZ1manBK4vTbo3OoYGMFc+PM5x2JkojiZsU1up4gCChfdAFuvuoFUUoEoEbEWzV2b47GwNH2MFKaoVLxBbA0sQYAjGzcABXs7fHL+Yv461nyU3ll7YpgUIO66FO7Rp4klPqQPOlbnvcmVzuFFRMmIiIDY2tqlufX3Bt6BQmiKtPnqBQQkKgqDkvj2NSJ3unOERRoVrSJxte0NHWDa4ndCI1YjNCwAIwd9Aq3riUiIdoZy5f+DguTymnOb1O5AtpUroC4pCSoRQmWJsZ5llASMWEiIiL89e5R6typjIiQ8DwuDpWKFEV4wps0SVPKvKsBZfvBytgqR9e1MKkMZ5vFGNH7Bm5dewQHh6KY8NmWdMnSh8yN8//aepoSZVx8l2UFcocJExERQdBguEaAgGnVp2JH6C6cDj+NJCl5jbcy5qXRrXQX1LOrm+Hr3iXcxaOo/YhXv4GZUVGUs+6EIqbJk9iTkpLQu3dvHA86CWtrawQEHEK1atXke2P5HCd9Gw4mTEREhPpFy+NE2K1M+yCUggINipaDjbE1BpcbiL7OvfAm8S3MFKYoalo0w9eIkgoXw2bhUfR+CFAi+Zk/AXcjNqGcdRfUdZiEIUOGYs+ePTA1NcXevXtRr149Xb1FolxhHSYiIkJnpzowV5pCkUlPk1oS0d+leerPZkozOJmXyjRZAoC/3/yER9EHAAAS1JAgQkJygcmH0Xsx6NO28Pf3h1KpxO+//w4PDw8Z31HBIEIh60ba490jIiJYG5tjaf0BMFUap0maUiqQf1alLZo4al4LKlH9HncjtwKZ9llJKFnzJczMzLBhwwZ07tw5F9EXXGpJkHUj7XFIjoiIAAB17cthV4ux2Pn0IoJe3UKSqEKNImXQq2xjVLN1ylFbYXGXIEoJWZ5T39sKp/72R72K3XMTNlGeYMJERESpHM1sMLJSa4yslLuFbNX/SZZESYBCkHDu4FtUqGkJR6fkRXodi9vk6joFnVrGp+TUfEouV5gwERGR7IqYVkJMgilOhVTFpUcVEJtohsRbVxC68TcUcTTGnJ1VYVfMJPVpOSJDx4SJiIhkF5vgiJ+OdUZEnBEkSYHYkLt48etmQJQAlxoQzW3haFYBNiYu+g7VoImSAqJMZQVElhXIFSZMREQku68DjiAqzhSSJCH+8SO83LgWUKth6VYTRT/qjR1XovHHwBH6DtPgcUjOcPApOSIiklVoZCROPHwEtSQh4cVzvFi3ClJiIswrVUHxvp9AEozw+I0dnkXk/RIwRNpiDxMREcnqVthrSACS3rzBizU/Q4yLg6mzC0oMHATB6N+vnZuvwlDF0UF/geYDIiBbOYCMVwAkTTFhIiIiWZkolQAAwcQESitrKC2tUHLwMChMTDM8jyg/YMJEREQau/nkFU7feIQktRrVnYujuWs5GCnTzu6oX9oJ5kZGiLO2RqmRn0JSJUFpYZHmHCOFAk3KOudl6PmSnBW6Wek7d5gwERFRtt69j8OEVXtx+d4zKBUCBAhQiSKKF7HCd8M7w82lBAAgOjoaR48ehU/9Ovj53EUozc0BmKdpSyEI6FXTDfYW5hlciT4k7+K7TJhyg3ePiIiypFKLGP3DDlx98BwAoBYlqMTkGTGvI2Mwctl2hIZHID4+Ht26dUO3bt1gfv0aurlWAwAoheQ5OEpF8n/bVCyPqa24bhzlL+xhIiKiLJ34+wHuhL7O8JgoSUhIUmFD4EVc+n0Fjh49CisrKzRs0ACfNmiAgXVrY8f1m3j1/j0cLS3RzbUa6pQqCUHgumaaECFAzGRBZG3aIu0xYSIioiwdunIHCkHItPChSq3GstnTEHbzPExNTbFnzx40aNAAAFCjZAnUKFkiL8MtUDgkZziYMBERUZaiYxMyTZYkScKzU38g/OZ5KJVKbNu2DZ6ennkcIZHuMWEiItKxRLUagQ/u4a9XL6AUBDQvUxbNy5SFIp8MS5UtZocLd55ALaZPml5dCkT43ycBAOvXr0eXLl3yOrwCTd5K3+xhyg0mTEREOhT86iWGHdiN17ExMFIkf2H9cvUSKtrZY12nj1HGxlbPEWbvo2Zu2HL8aobHJCl58vdA34n45JNPctRuokqNy4+fITohAS5F7VC5OItYkuFiwkREpCPPoqPQ74/fEadKAoDUJ8sA4GHEO/TZvQ2H+w6ChbGxvkLUSGUnRwzyqo/1hy9BANKsSObUqAPqNHbHz99N1rg9SZKw+eI1LD96Fu9i41L3u5UqjuldWsO1VHH5gs/nREmAKFelb5naKazYP0dEpCMbrv2FeFVShvN/1JKEZ9FR+OPuLT1ElnOfdW2OqX1ao6S9Dd6/eAAxKREWpsbo36oudn73FcxMNP/9e82pS5i572iaZAkAbr4Iw4A123D3Vbjc4edb4j9DcnJsLFyZO7x7REQ6sifkNtSZTJYGAAHAvnt38i6gXBAEAT3ca+KLFmXxZP8vMAnehd1T++PLj1vA3FTzHrJ3sXFYdvRMhsdESUKiSo3Fh0/JFTaRbDgkR0SkI7FJSVkelwC8T0zMm2BkcOHCBXz0UTckJibCubQT7Gytc9zGwet3oVJnvgysWpJw/O5DvI2Jhb2lRabnFRaipIAoUzkAudoprHj3iIh0pIKdfZZPwikFAVXsi+ZhRNq7fv062rdvj5iYGLRp0wabNm2CkVHOf+cOi3oPpSLrrx4JQPj7WC0jJdINJkxERDoysEbtTOsXAcm9Kf3cauVhRNp58OABvL298fbtWzRu3Bi7du2CqampVm05WFlkOUyZwt6S68wBgBqCrBtpjwkTEZGOdKlUFW1cKqT7mkr5eXjteqhdvGReh5UjL168gJeXF168eAE3Nzfs378fVlZWWrfX3q0KFFl8bysEAU0rOMPBylLraxQkKUNycm2kPd49IiIdUSoU+KldZ0xs4o5iFv8mAOWK2GGBpzemNDX8BWhfvnyJyMhIVKhQAYGBgbC3t89Ve0WtLDDCvWGGxxSCACOFAmPbNMvVNYh0gZO+iYh0yFipxOi6DTGidn28jHkPI4UCxSws883is3Xq1MHJkydhZmaGkiXl6Q3zbdUE5ibGWHn8PGIT/50Y72xvi9ndvOHmxLXnUqgB2YbS1LK0UngxYSIiygNKhQJO1jb6DkMjCQkJuHv3LmrUqAEAqFatmqztC4KA4e4N0L9RbZy5/xjv4xPgbF8EdZxL5ZtEkgofJkxERJRKpVKhb9++CAwMxB9//IHWrVvr7FoWJsZoU62iztovCFhWwHAwYSIiIgCAKIoYPnx46lNw7O3RP7WkgFqmREeudgor3j0iIoIkSRg3bhzWr18PpVKJrVu3olWrVvoOi8hgsIeJiIgwc+ZMLFmyBACwdu1adO3aVb8BEQBAggBRpknfEusw5QoTJiKiQm7p0qXw8/MDACxbtgwDBw7Uc0SUgkNyhoN3j4ioEBNFEX/++ScAYMaMGfD19dVzRESGiT1MRESFmEKhwI4dO7Bt2zb069dP3+HQf4iSAFGSZyhNrnYKK/YwEREVQvfu3YP0z5puxsbG6N+/P5+KI8oCEyYiokLmwoULqF27Nv73v/9BrWb9Z0OmhkLWjbTHu0dEVIhcv34d7du3R0xMDEJCQqBSqfQdEmUhZUhOri23FixYAEEQIAgCzp07p/HrgoKCUl+X0ZaTtvSFc5iIiAqJhw8fwtvbG2/fvkWjRo2we/dumJqa6jssyidu3bqFb775BpaWloiJidGqDQ8PD7Rs2TLd/tKlS+cyOt0z2ITp4sWL8PPzw9mzZ5GYmAhXV1d88cUXOZqUGBERgUWLFmH37t14+PAhTE1NUa5cOfj4+GDYsGEwMzPT4TsgIjIcL168QJs2bfDixQu4ubnhwIEDsLKy0ndYlA0RCogyDQblph21Wg0fHx/UqlULlStXhr+/v1bttGzZEtOnT9c6Dn0yyCG5oKAgNG/eHCdPnkSPHj0wevRohIeHo3///pgzZ45GbURERKBevXqYOXMmbG1tMXLkSPTt2xfv3r2Dr68vOnbsCFEUdfxOiIj07+3bt/D29saDBw9Qvnx5BAYGwt7eXt9hUT4yf/58BAcHY+3atVAqlfoORy8MrodJpVJh2LBhEAQBJ06cQJ06dQAAfn5+aNKkCfz8/NCzZ09UqlQpy3Z++eUXPHjwAGPHjsWiRYtS9ycmJqJ58+Y4evQoTp06hRYtWuj0/RAR6dvZs2dx69YtlCxZEocPH0bJkiX1HRJpSC0JUMtUDkDbdq5fv44ZM2bg66+/hqura65iCAkJwbJlyxAbG4uyZcvCy8sLDg4OuWozrxhcD9PRo0dx//599OvXLzVZAgBra2tMmzYNKpUK69aty7adBw8eAAA6dOiQZr+JiQm8vLwAAGFhYTJGTkRkmDp27Ihdu3YhMDAQ5cuX13c4lAO6mPQdFRWVZktISMj0+iqVCoMGDUK1atXw1Vdf5fr9bNq0CZ9//jkmT56Mfv36wdnZGQsXLsx1u3nB4BKmoKAgAIC3t3e6Yyn7jh8/nm07KVlwQEBAmv1JSUk4cuQIzM3N0aRJk1xGS0RkmFQqFV6/fp36c+fOneHm5qbHiMhQlClTBra2tqnb3LlzMz13zpw5qUNxxsbGWl/T0dERCxcuxK1btxATE4Nnz57B398f9vb2mDhxIn7++Wet284rBjckFxISAgAZDrnZ2dnBwcEh9ZysDBs2DL/++iu+//57XLp0CQ0aNEBCQgICAgLw7t07bNq0CU5OTrLHT0Skb6IoYsSIEThx4gQOHz6McuXK6Tsk0pIkKSDKtAac9E87T58+hY2NTer+zJ6UDA4OxqxZszB+/HjUrVs3V9d2dXVNM5xnYWGB/v37o1atWqhXrx78/PwwfPhwKBQG14+TyuASpsjISACAra1thsdtbGwQGhqabTvm5uYICgrCyJEj4e/vn9orpVAoMGbMGDRv3jzL1yckJKTppoyKitL0LRAR6Y0kSRg/fjzWrVsHhUKB69evM2HKx9QQoIZMc5j+acfGxiZNwpQZHx8fVKhQQadPtbm5uaFRo0Y4efIk7t27h8qVK+vsWrlluKlcLoWHh8PLywvnzp3D/v37ERERgZcvX2LlypVYt24dGjVqhHfv3mX6+rlz56bpsixTpkweRk9EpJ1Zs2Zh8eLFAIC1a9eic+fOeo6I8qvg4GDcvn0bZmZmaYpMbtiwAQDQpEkTCIKA3bt35+o6KZO+Y2NjcxuyThlcD1NKz1JKT9N/RUVFZdr79KEvv/wSZ86cQXBwMGrWrJna9vDhw6FWqzF69GgsWbIEM2bMyPD1kydPxpdffpnmukyaiMiQLV++HN988w0AYMmSJfDx8dFzRJRboiTformilLPzhw4dmuH+EydOICQkBF26dIGjoyNcXFy0jkmlUuHKlSsQBAHOzs5at5MXDC5hSpm7FBISgnr16qU59u7dO4SHh6Np06bZtrN//37Y29unJksfatWqFQDg8uXLmb7e1NSUFXCJKN/w9/eHr68vgOQyLJ9//rmeI6L8bvXq1RnuHzRoEEJCQjB58mQ0btw4zbHw8HCEh4fDwcEhTbmAs2fPonHjxmkWeFapVJgwYQIeP36Mdu3aGXxtMINLmDw8PDB37lwEBgaiT58+aY4FBgamnpOdxMRExMfHIzExESYmJmmOpTw5woSIyDBdCA3Fr8FXcfn5cxgpFGhdvjwG1K6D8nZ2+g7NICUlJWH+/PkAgM8++wx+fn56jojkIso46VuudrKyfPlyzJgxA35+fmnmPvXt2xeCIKBp06ZwcnJCREQETpw4gTt37sDZ2RkrV67UeWy5ZXBzmFq3bo3y5ctj06ZNuHr1aur+6OhozJw5E0ZGRhg0aFDq/vDwcNy+fRvh4eFp2mnWrBlUKhVmzpyZZn9CQkLqPk9PT529DyLSzg/nzqHP79sQEBKCl+/fIzQqCv7BwWi3cQP+vH9f3+EZJGNjYxw9ehTffvstFi9enOa3eMrfRAiybvoyevRouLi4ICgoCEuXLsVvv/0GU1NTTJ06FVevXkXZsmX1FpumBEmScjiqqXvHjh1D27ZtYWpqir59+8LGxgY7d+7Ew4cPMWvWLEydOjX13OnTp2eYzV69ehUtWrRAdHQ0GjZsiGbNmiE+Ph6HDh3CgwcPUK9ePZw6dUrj9eRS5k5FRkZq9HQBEeXcyceP4LNzZ4bHBADGSiVODBmKYlwDDUDy5xI/j/RD198JKe0PONYXJlYm2b9AA4nvE/Gr52Z+j2nJ4HqYgOSen1OnTqF58+bYtm0bVqxYgaJFi8Lf3z9NspSV2rVr4/Llyxg8eDBevnyJ5cuXY/369bC0tMSMGTNw4sQJLr5LZGDWXrkCZSa9IxIAlShi243reRuUgbp58yYqVaqU6TwTKhhSlkaRayPtGWQPkyFiDxOR7rn+8APiVElZntPM2Rm/du+RRxHlnihJeBwZgSS1Gs62tjAz0r5acopHjx6hefPmePbsGRo2bIjTp0/DyMjgpqQWaHnVw9TvaD9Ze5g2tdrE7zEt8V8YERkMTabeCHqch5ETkiRh283rWHHpPJ5EJZdJsTA2Rl/XmhjbqCksTbT7Enz58iXatGmDZ8+eoXr16jhw4ACTpQIsv036Lsh494jIYDRzds50SA5InsfU1Dl/1EP7/txpfHU0EE+j/q0pF5uUhHXBV9Bv1zbEJWXdk5aRd+/ewdvbG/fv34eLiwsCAwNRtGhROcMmAyNCxsV388kvG4aKCRMRGYwhdetCncksAQGAmZEReroa/gKyIW/f4MdL5wEkz736kChJ+DssDL/+fTVHbcbExKBjx474+++/UaJECRw5coTrYRLlISZMRGQwGpUug29atgSAND1NCkGAqZERVnXthqIWFnqKTnNbb/ydZU+ZBCnHCdNvv/2Gs2fPws7ODoGBgahQoUIuo6T8QJKxpIDEHqZc4cA3ERmUQXXqolHpMvAPDsbl589grFSiVbly6FOjJkpaW+s7PI08jHiXaU9ZimdRUZAkSeOaScOHD0d4eDhatWqFGjVqyBEm5QMpw2lytUXaY8JERAanmqMjZrdpo+8wtGZtagqlIGSZNFkYG2ebLEmShKSkJJiYmEAQBEyZMkXuUIlIQxySIyKSWceKlbNMlpSCgC6Vq2XZhiRJmDBhAjp37oyYmBi5Q6R8IuUpObk20h7vHhGRzFq5lIebY7EM5zEpBAEmSiWG1amXwSv/NXfuXHz//fcIDAzEkSNHdBUqEWmICRMRkcyUCgU2du2BBqVKJ/8sCDBSJH/cOphbwL9bT5S3y3xl9p9++il1VYNFixaha9euug+aDJJsJQVknAtVWHEOExGRDtiZm2Pzx71wPewVjj1+iES1GjUci6FVuQqpyVNGNm3ahE8//RQAMG3aNIwdOzavQiYDJOeiuazDlDtMmIiIdMitWHG4FSuu0bn79u3DwIEDIUkSxowZgxkzZug4OiLSFBMmIiIDEBsbi2HDhkGtVuOTTz7B0qVLNS45QAUXywoYDs5hIiIyABYWFjh48CAGDx6MtWvXQpHFsB0R5T32MBER6ZEoiqnJUZ06dbB27Vo9R0SGhD1MhoO/whAR6cnjx49Ru3ZtnD17Vt+hkIHiU3KGgwkTEZEevHr1Cm3atMHff/+Nzz77DFI2S6kQkX5xSI6IKI9FRESgbdu2uHfvHsqWLYtdu3ZxgjdliENyhoMJExFRHoqJiUHHjh0RHByM4sWL48iRIyhdurS+wyIDJUG++knsw8wdDskREeWRxMREdO/eHWfOnEGRIkUQGBgIC8diuPUyDG9j4/QdHhFlgT1MRER5ZOHChTh06BAsLCwwf/VazLp0A8F//AkgeY251lUqYEJrd5S1L6LfQMlgcEjOcDBhIiLKI+PGjUNwcDDqt+uAxbcepzkmShKO3rmP84+eYtuQvihX1E5PURJRRjgkR0SkQ5IkpT4BZ2ZmBv/Nm7HzXTwkSYL4nyfj1JKEmIREzA0M0kOkZIhYVsBwMGEiItKhefPmYdKkSalJ0/GQh3gXG5fpBFy1JOHEvUd4FfU+74Ikg8WEyXBwSI6ISEd++uknTJkyBQDQpk0beHt74/HbCCgFAeos6i5JAJ5GRKK4jVUeRUpE2WHCRESkA5s3b8ann34KAJg6dSq8vb0BADZmpumG4jJibWqq0/gof+Ckb8PBITkiIpnt378fAwcOhCRJ+PTTTzFz5szUY62rVIAyi4V1BQDlitqhcrGieRApEWmKCRMRkYxOnDiBHj16QKVSoX///li2bFmaKt5FLS0wsGGdTF8vARjr2YyVvwkAIEmCrBtpj0NyREQyefv2Lbp27Yr4+Hh07twZ69atgyKD3qTxrZtDLYn49cJVSJCgFBRQiSLMjY3wdTtPtK1WSQ/RkyESIchW6VuudgorJkxERDKxt7fHjz/+iHXr1mHr1q0wNjbO8DylQoEp3i0xtEl9BNy8i4i4eJQuYot21SvB0sQkj6MmIk0wYSIiklG/fv3Qt29fjYbUiltbwadR3TyIivIrTvo2HJzDRESUC69evcJHH32EZ8+epe7j/COSC+cwGQ72MBERaSkiIgLt2rXD1atXERkZiaNHj+o7JCLSESZMRERaiI2NRefOnXH16lUUL14cP//8s75DogKIQ3KGg0NyREQ5lJiYiO7du+PUqVOwtbXFoUOHUKkSn2wjKsjYw0RElANqtRoDBgxAQEAAzM3NsX//ftSqVUvfYVEBJefcI85hyh0mTEREOTB9+nRs27YNxsbG2LVrF5o1a6bvkKgAk2QckmPClDsckiMiyoFRo0bBzc0Nv/32G9q2bavvcIgoj7CHiYgoB5ycnHDlypVMi1ISyUkCoMFazRq3RdpjDxMRUTZWrVqFLVu2pP7MZImo8GEPExFRFrZs2YKRI0cCAMqXL4+GDRvqOSIqTEQIELiWnEFgwkRElIkDBw5gwIABkCQJo0ePRoMGDfQdEhUyfErOcHBIjogoAydPnkSPHj2gUqnQt29fLF++nEueEBVi7GEiIoMVl5CEK7efIj5RhQpODnApZZ8n1/3rr7/QqVMnxMXFoWPHjtiwYQMUCv5+SXlPlAQIrPRtEJgwEZHBEUUJa/44B/+DlxCXkJS6v3ZlJ3w91BvOJex0du3nz5+jbdu2iIqKgru7e2rNJSIq3PgrExEZnO/8j2LV7rNpkiUA+Pvecwz5djNehEfp7NolS5bEwIEDUbduXezduxcWFhY6uxZRdiRJ3o20xx4m0srL5+9wNug24uOTULacIxq5V4bSSKnvsKgAePziLbb/GZzhMbUoISYuAev3XcDkQW10cn1BELBw4ULExsbC0tJSJ9cg0hQnfRsOJkyUI4kJSVg6ey+OHAiGAAEKhQC1WoRdUStMmtUddRqW13eIlM/tP30TSoUAtZjxr8NqUcKBUzcx4RNPGMmUpEdGRmLu3LmYPn06zMzMIAgCkyUiSoMJE+XIgmk7cfrYLUACJEhQq5O/1CLexuDrz/yxZN0wVKpWSs9RUn4W/i4m23MSklR4H5+IIlbmub5ebGwsOnfujJMnT+Lx48fYvHlzrtskkgt7mDL3559/4ujRozhz5gxCQ0MRHh4OCwsLODo6okaNGvDw8ECnTp1QokQJWa7HhIk0dv/uS5z882aGxyRJgiiK+G3VcUxf1DePI6OCpKht9nOGTIyVsDIzyfW1EhMT0bNnT5w8eRK2traYNGlSrtskkhOfkkvr/fv3WLZsGVatWoUnT55A+mdilpmZGezt7REXF4fr16/j2rVr+O2332BkZIQuXbpg7NixuV4om5O+SWNBAX9Dqcz8r4yolnDuxB3ExyXmYVRU0LRvVj3T4TgAUCoEtG9SLdfDcWq1Gj4+Pjhw4ADMzc2xf/9+1K5dO1dtEpHurFy5EhUrVsTXX3+NIkWKYNasWTh69CiioqIQGxuL0NBQvHnzBklJSbh9+zY2bNiA3r17IzAwEC1atMDHH3+Mhw8fan19JkyksffRcdmeI0kSYt4n5EE0VFCVdyqKbh41MlzEQakQYG5mgkFdGuXqGpIkYcyYMdiyZQuMjY2xc+fOXP/2SaQLfEruX76+vmjXrh3+/vtv/PXXX5g8eTJatmwJKyurNOcJgoDKlStjwIAB+PXXX/Hq1SusWrUKf//9N3799Vetr88hOdJYCSe71O7PzJiZG8OmSO7nlVDhNmlQa9hamWFL4BUkJKlT91cpWwzfDG8HJ0fbXLU/Y8YMrFy5EoIgwN/fH+3atcttyESkY7dv30aFChVy/Dpzc3MMGTIEPj4+CA0N1fr6TJhIY2061sb6H//M9LhCqYB3lzowNuZfK8odpUKBT3u5w6dzQ1y88QQJiSqUL+2Ays6OsrTv5eWFpUuXYsGCBejVq5csbRLpQnLPkFyTvmVpRm+0SZY+pFQqUbZsWa1fz2820lhRR2sM8fXC6qWB6Y4plAo4OFqj/zAPPURGBZWVuSk861eSvd1mzZohJCQEDg4OsrdNJCc+JZe5J0+eoEiRIrCxscn0nOjoaLx79w7Ozs65vh7nMFGO9BzYDBO+/RglnP5dmkKpVKCltxuWrB+OIvZWWbyaSH927dqFv/76K/VnJktE+Vu5cuWwdOnSLM9ZsWIFypUrJ8v12MNEOdamYy207lATjx+8RnxcIkqVtodNES4fQYYrICAAvXv3hrm5OS5cuIAqVaroOyQijUj/bHK1VZBIkpTtvNrsjucEEybSiiAIcKlQTN9h6FxkVBxevoqEpYUJnErZQRAKVpd2YXD69Gl8/PHHSEpKQvfu3VGxYkV9h0REeSQ0NBTW1taytKVRwrRx40atLzBw4ECtX0ukL2Gvo7ByTRCOn7yTWhOonIsDhg50R/Mm8s+pId24evUqOnbsiLi4OHTo0AEbN26EUsk1Dyn/4BymtL799ts0PwcFBWV4nlqtRmhoKLZs2YJGjXJXhiSFIGnQX6VQKHL8m7UkSRAEAWq1OvuT84GoqCjY2toiMjIyywlmlP+FvY7GqM83IjIyNk0BRUFIfspk4hft0KFtTT1GSJq4e/cu3N3dERYWBnd3dwQEBMDCgkPHJA9dfyektF9+wxQoLcxkaVMdG48HPnPy9feYQvHv1GtBELIdcitVqhR27dqFBg0a5PraGvUwrVu3LtcXIsov1mw4kS5ZAv59JHfJiiPwaF4FlpameoiONPHs2TN4eXkhLCwMderUwd69e5ksERUAx44dA5DcKdOqVSsMGjQIPj4+6c5TKpWwt7dH1apV0yRZuaFRwpRRMEQFUUxMAv48fivLpTmSElU4evwWOneonXeBUY7Y2tqicuXKMDMzQ0BAAGxtc1fokkhvZBySgwztLFiwIHXNxbNnz6Jx48Yav1YURaxYsQK//PILQkJCYGVlBU9PT8yePRuVKmk21cHD49/SNX5+fvD09ESLFi1y9ia0ZLBlBS5evIgOHTrAzs4OlpaWaNiwITZt2pTjdqKjo+Hn5wc3NzdYWFigSJEiqFu3LmbMmKGDqCm/C3/7HiqVmOU5SiMFnr+IyJuASCtWVlbYt28fgoKCUKxYwX84gQouQ1oa5datW/jmm29gaWmp1etHjRoFX19fqNVq+Pr6okOHDtizZw8aNGiAmzczXtg9K35+fnmWLAEG+pRcUFAQ2rZtCxMTE/Tp0we2trbYuXMn+vfvj0ePHmHKlCkatfPkyRO0atUKDx48QJs2bdCxY0ckJCTg3r172LFjB/z8/HT8Tii/sdJgmE0UJVhZyTOngOQTFxeHbdu2YeDAgRAEAaampihZsqS+wyIqEFIWq65VqxYqV64Mf3//HL3+2LFjWLVqFdzd3XH48GGYmiZ/1g4cOBBeXl4YPXo0jh8/nuO4EhMTsXv3bly8eBEREREZzpsWBAFr1qzJcdv/pVHCVL58ea0aFwQB9+/fz9FrVCoVhg0bBkEQcOLECdSpUwdAcibZpEkT+Pn5oWfPntl236nVavTo0QPPnz/Hn3/+CU9Pz3TXIfqvovZWqOHqhBu3nkPMZFhOFCW0dGcdH0OSlJSEnj17Yv/+/bh37x5mzpyp75CIZGEoT8nNnz8fwcHBuHLlChYuXJjj169atQoAMGvWrNRkCQBat26Ntm3bIiAgAHfv3kXlypU1bvPx48fw8vLC/fv3s5z8LVfCpNGQnCiKqQWicrKJYtZDGxk5evQo7t+/j379+qUmSwBgbW2NadOmQaVSaTQJffv27bh48SLGjx+fLlkCACMjg+xcIwMwZKB7pl3XgiCgXRs3OJWyy/gEynMpv/nu378f5ubmaNu2rb5DIipQrl+/jhkzZuDrr7+Gq6urVm0EBQXB0tISzZo1S3cs5d9sTnuYxo4di3v37uGTTz7BsWPHEBISgocPH6bbHjx4oFXM/6VR1vDo0SNZLqaJlJoK3t7e6Y6l7NPkpm7duhUA0LNnTzx9+hT79+9HREQEKlSogPbt28PKikt4UMbq1HTGt193w/zFB/D+fQKUSsU/vU0SOnjXwBefeuk7RPqHJEkYM2YMNm/eDCMjI+zYsQPNmzfXd1hE8pEEWSZrp7aF5JIFHzI1NU3T6/MhlUqFQYMGoVq1avjqq6+0umxMTAxevHgBNze3DOugpYwYhYSE5Kjdo0ePonXr1tiwYYNWceWUwXWzpNywjIbc7Ozs4ODgoNFNvXTpEgDg1KlTGDt2LBISElKPOTo6Ytu2bWjZsmWmr09ISEjzmv/+BaOCzb1pJTSs/ylOnQlB6LO3sLAwRYtmlVG8WP6sXVJQTZ06FStXroQgCPD390f79u31HRKRrOSYrP1hWwBQpkyZNPv9/Pwwffr0DF8zZ84cBAcH4/z58zA2NtbqupGRkQCQ6dOqKTWhUs7TlCiKaUaidM3gEiZNbmxoaGi27YSFhQEAfH19MX78eIwZMwZmZmbYvHkzxo8fj27duuHWrVuZTgqdO3cun6Qr5ExNjNC6ZTV9h0GZWLhwIebOnQsAWLlyJXr37q3niIjyh6dPn6YpXJlZ71JwcDBmzZqF8ePHo27dunkVnsaaNGmCW7du5dn1cpUwhYaG4tixY3j+/Hma3pgUgiBg2rRpubmE1lLmT3Xq1Anz5s1L3e/r64tnz55h/vz5WLNmDb7++usMXz958mR8+eWXqT9HRUWly8qJSH+KFCkCQRAwd+5cjBgxQt/hEOmGDlbftbGx0ajSt4+PDypUqJBp75OmUjpAMutBShnByWm9tHnz5sHd3R3bt29Hjx49chWjJrROmCZMmIClS5emeYQvZTmUD/+c04RJkxuryU21tbVFeHg4unTpku5Y586dMX/+/NRhu4xkNaZLRPo3fPhwNGrUCDVrcpkaIl0IDg4GAJiZZVxGpUmTJgCAXbt2oVu3bpm2Y2lpiZIlS+Lhw4dQq9Xp5jFlNRUnK3v37oWnpyd69+4NDw8P1KlTJ8P8QK7OG60SplWrVuH777+Hl5cXRo0ahe7du2PQoEFo27YtTpw4gdWrV6Nr16749NNPc9z2h5O/6tWrl+bYu3fvEB4ejqZNm2bbTpUqVRAeHo4iRYqkO5ayLy4uLsfxEZH+nDhxAtWqVYOjoyMAMFmiAk+fZQWGDh2a4f4TJ04gJCQEXbp0gaOjI1xcXLJty8PDA1u2bMHp06fTFZs8dOhQ6jk58WHPV1BQUKYL8eo1Yfrll1/g4uKCgwcPpq7R4uLigt69e6N3797o1asXvLy80KtXrxy37eHhgblz5yIwMBB9+vRJcywwMDD1nOy0atUKp0+fxs2bN/Hxxx+nOZZSUVST/8lEmjh3/wk2nrqCiw+S59c1LF8GA5vXRaMKHMaVy+nTp9GuXTuULVsWQUFBKF68uL5DIsobcg3J5dDq1asz3D9o0CCEhIRg8uTJ6ZZGCQ8PR3h4OBwcHODg4JC6f8SIEdiyZQu+/vprHDlyBCYmJgCAP//8E4cOHUKLFi1yVIMJ+HddubyiVcJ0+/ZtDBgwIM2Cdh8WgvTw8EDHjh3x3Xff5XhcsXXr1ihfvjw2bdqEzz77DLVr1waQvMTJzJkzYWRkhEGDBqWen9n/nMGDB2PBggX44YcfMHjwYDg5OaW2M2fOHADQKqEj+q+1Jy7h+4MnoVQIqWvQnbz7EEG3H2BChxYY5F4vmxYoO8HBwejYsSPi4uJQrlw52NmxDhaRIVq+fDlmzJiR7sk7T09PDBs2DKtXr0adOnXQsWNHvHr1Clu3boWNjQ1++umnHF8rpz1SuaX1WnIfDnVZWlrizZs3aY5XqVIFN27cyHG7RkZGWL16NURRhLu7O0aMGIHx48ejVq1auHHjBqZPn54mC12+fDmqVauG5cuXp2mnXLlyWLhwIcLCwlCrVi0MHz4cY8aMQc2aNXH16lWMGDECrVu3znF8RB+69vQlvj94EgDSLNib8ueFB07geuhLvcRWUISEhMDb2xuRkZFo3rw5tm/fnvrbKVFBlzIkJ9emTz///DOWLVsGQRCwbNky7N+/H507d8aFCxdQvXp1vcamCa16mJycnNI82l+hQgWcP38+zTnXr1/XeoE+T09PnDp1Cn5+fti2bRsSExPh6uqKmTNnon///hq34+vrCxcXFyxcuBBbtmyBSqWCq6srpkyZguHDh2sVG9GHNp+9mqZn6b+UCgGbzwZjds8SeRxZwRAaGoo2bdogLCwMtWvXxt69e2FhYaHvsIjyjg6eksut9evXY/369Rkemz59eqZP1SkUCvj6+sLX11eWOL799luNzpNrDpMgZbUASyaGDh2KkydP4u7duwCSi17NmjULw4cPR+fOnXHq1CksWLAA3bt3x7Zt23IdpCFIeTovMjJSo8cxqXBot3Atnr7Nutiac9EiODh+cB5FVHC8fv0aLVq0wO3bt1GpUiWcPHmS85bIYOj6OyGl/TIr/aAwl2exbzEuHk9HzSgw32MfTgvKiCAIqU/sZ7Qob05p1cM0YMAAPH/+HI8fP0bZsmUxYcIE7Nu3D7/88gtWrVoFSZJSe3aICjJlNv9gAcBIg3MovZiYGCQmJqJ06dI4cuQIkyUqpIR/NrnaKjgym/QdGRmJK1euYNmyZWjTpo1WT+xnRKuEqWXLlmmWFbGyssK5c+fwxx9/4P79+yhbtiw6d+6s9ZAcUX7Rslp5/HrqCtSZdNQqBAEtq5XP46gKBhcXF5w8eRLR0dFwdnbWdzhEZGCymvTdpUsX9O/fH3Xr1kX37t1luZ5sS6MYGxvnSaVNIkPSt3EtbDpzFaJanW56gIDk3qU+jVkrSFNJSUm4dOlSakG8UqVK6TkiIj0zwDlM+UWlSpXw0UcfYd68ebIsnaTVWEFkZCSuXbuG2NjYDI/HxMTg2rVrXLCWCrzS9rZYNqALTIyMoBD+7e5WCAJMjIzww8AucLLLWbn/wkoURQwaNAju7u7YtGmTvsMhMgySzFshU6xYMdy5c0eWtrRKmL799ls0bdo000lUarUazZo1w+zZs3MVHFF+4F7FBYETh2CMVxM0qeiMJhWd4evVFIETh6B5ZRd9h5cvSJIEX19fbNq0CYIg5HhNKSKi/0pISEBAQECGK35oQ6shuYCAAHh7e8Pa2jrD4zY2Nmjbti0OHDiA+fPn5ypAovzAwdoSIz0bYaRnI32Hki998803WLFiBQRBwMaNG9GxY0d9h0RkGCQheZOrrQJk48aNGe5XqVR49uwZtmzZgtu3b8tWxkCrhOnJkyfo1KlTludUqFABhw8f1iooIio8Fi1ahFmzZgEAVqxYgb59++o5IiLKDwYNGgRBSJ8EplRLEgQBvXv3xrx582S5nlYJkyAISEhIyPKchIQEWeoeEJE87l6+j4A1R/Hq8WvYOtqgVT931G1TI9taJrq0du1ajBs3DgAwZ84cjBo1Sm+xEBkiSUre5GqrIFm3bl2G+xUKBezs7FC3bl1ZHxzRKmGqVq0aAgICUgtC/Zcoijh48CCqVKmS6wCJKHdEUcSy/63C/l+OQGmkgFolQmmkwOGNx1HTozpm7f0K5lbmeont0qVLAIAJEybgq6++0ksMRAaNT8llysfHJ0+vp9Wvlv369cPdu3cxZMgQREamrXIcGRmJIUOG4N69e/jkk09kCZKItLd1/h/Y/8sRAIBaJab57/VTt/H90JwveimXH3/8ETt27MD8+fMz/OWLiMhQaLU0SlJSEtq0aYOTJ0+iSJEiaNCgAZycnPDs2TNcvHgRERERaNGiBQ4fPgxjY2NdxJ3nuDQK/ZckSTh+5T52HL2Ke6HhMDc1RpuGVdC9VS0Ut8/4gYi8lpiQhD5OIxD99n3mJwnAr/d/RAmXYnkS0+3bt1GhQoUC89lAhVNeLY1Setm3si6NEvrZNwXue+zMmTNYv349rl69mvre6tSpg4EDB6J58+ayXUerHiZjY2MEBgZi/PjxEEURhw8fxvr163H48GGIoogJEybg0KFD/ECkAksUJcxYHYCJP+zBxVtP8SYyFqFhkdh44CL6TNmAmw9e6jtEAEDI5QdZJ0v/uBhwVffBALh27RqaNGmC7t27Iz4+Pk+uSZSfCZK8W0Ezfvx4uLu7Y/Xq1bh06RLu37+Py5cvY/Xq1fDw8MCXX34p27W0nu1pamqKBQsW4O3bt7h+/TpOnTqF69ev482bN5g/fz5MTU1lC5LI0Ow8FowDp28BSE6eUoiihLjEJIxdshuJSSp9hZdKlZh9DIIgaHRebt27dw/e3t6IiIjAmzdv+FAIEeXKxo0bsWjRIlSpUgWbN2/GixcvoFKp8PLlS2zZsgVVq1bF0qVLMy0/kFO5XhpFoVCgevXqcsRClC9IkoTfDl2GgIznUIqihHdRsTh6KQTtmlTL6/DScHErA6WREmpV5smJJEqoVE+36909e/YMbdq0watXr1CzZk3s27ePa00SaYKTvjP1008/oUyZMjh//nyaupDFihVDr1690K5dO9SoUQMrVqzAwIEDc329XD1P/PLlS6xYsQKfffYZhg0blrr/9evXuHDhAuLi4nIdIJGhiXwfj2dhkVl+9hgpFQgOeZ5nMWXG1sEGnn2bQaHM+J+6QqmAi1sZuDbV3ROt4eHh8PLywuPHj1GxYkUEBgbCzs5OZ9cjosLh+vXr6N69e5ZFtD/++GPcuHFDlutpnTCtWLEC5cqVw5gxY7B8+fI09RDCwsLQpEkT+Pv7yxIkkUHR4GEuSbPT8sToRYPgVKkkBEXaiBRKBSxtzPH1lrE6e0ItOjoa7du3x61bt+Dk5IQjR46gePHiOrkWUYGUUulbrq2Aye65NTk/27RKmPbu3YsxY8agRo0a2LNnD0aPHp3muKurK2rWrIndu3fLESORQbG1NEO5UkWR1b9DtVpEg+rOeRdUFmyKWuOHc3PgM6M3HMs4QKEQYG1vhY9822Pl1e9QtnoZnV375s2buHXrFhwcHHD48GGULVtWZ9ciKpC4+G6m3NzcsGPHDrx/n/GDLdHR0dixYwdcXV1luZ5WCdPChQvh7OyMY8eOoVOnTihWLP3jyDVq1MDNmzdzHSCRoREEAQM61M+0aq5CIaBEUWu416mQt4FlwdLGAv2ndsemxz/hkGobdoavw6hFg1CsjINOr9uoUSMcOXIEBw8eRLVq+p3PRUQFy6hRoxAaGoomTZpgx44dCA8PB5A8DWD79u1o2rQpQkND03XqaEurSd9Xr17FgAEDspy06eTkhFevXmkdGJEh69isOu49DcemQ5ehVAhQiylrFwG2VuZY8uXHMMpk3lBBJ4oinj17hjJlknuuGjdurOeIiPIxTvrOlI+PD65evYqlS5eiV69eAJIfRBPF5MK8kiTB19dXtorgWiVMoihmW2Pp9evXLC1ABZYgCPiirwc861fEjqPBCHnyGhZmJmjdsDI6NXeFjaU8hebyG0mS8MUXX2Dz5s0ICAhAvXr19B0SERVgixcvRvfu3bFu3TpcvXoVUVFRqYUrfXx84O7uLtu1tEqYqlSpglOnTmV6XKVS4fjx46hRo4bWgRHlB7UqOaFWJSd9h2Ewpk+fjh9++AGCIODu3btMmIhyiz1M2WrevLmsFb0zo9WYQf/+/XHlyhXMmjUr3TG1Wo3x48fjwYMHstQ9IKL8YcmSJfj2228BAMuXL0ffvn31HBFRAcCn5AyGVgmTr68vPDw84OfnhypVqmDHjh0AgF69eqFSpUpYtmwZvLy8MHToUFmDJSLDtG7dOowdOxYAMGvWLPzvf//Tc0REVNCdPn0aX375JV6+zHgpqpcvX+LLL7/EuXPnZLme1mvJHTp0CF999RXCw8Nx/fp1SJKE7du34+3bt5g0aRL27NnD1ceJCoGdO3emFq4dN24cpkyZoueIiAoOriWXuUWLFmHv3r0oUaJEhsdLlCiBffv2YfHixbJcT+ulUUxMTDB79mzMmjULd+7cwdu3b2FjY4Nq1apBqVTKEhwRGTZJkvDjjz9CFEUMHToUCxcu5C9KRHLiHKZMXbx4Ea1bt87ynBYtWuDw4cOyXE+rhKl8+fLo0KEDli9fDkEQULVqVVmCIaL8RRAE7NmzB8uXL8f48eOZLBFRngkLC4OTU9YP3ZQoUQJhYWGyXE+rIbnw8PBM124hooLvzZs3qX+2tLTEpEmT2LNMRHmqSJEiePLkSZbnPH78GFZWVrJcT6uEqXbt2rh7964sARBR/nLv3j24ublh+vTp2a7jRESkK02aNMGuXbvw9OnTDI8/efIEu3fvRtOmTWW5nlYJ06RJk7B3714cO3ZMliCIKH949uwZvLy88PLlS+zatQuxsbH6DomoQBMg46Rvfb8ZmX355ZeIjY1Fs2bNsHHjRrx48QIA8OLFC2zYsAHNmjVDXFwcxo0bJ8v1tJrD9ObNG3h7e8PLywsfffQRGjRogOLFi2c4f4G1mIgKhpR/948ePULFihVx6NChLJdHIiIZyFk/qYDVYXJ3d8eyZcvwxRdfYPDgwQCS51Wm9HwrFAosXboULVq0kOV6gqRFn7pCoUgTVGpjHyRMkiRBEASo1ercR2kAoqKiYGtri8jISNjY2Og7HKI8FR0djdatW+PixYtwcnLCqVOn4OLiou+wiPRG198JKe2XnTcbCjN5lloS4+Px+KupBe577Pr16/jpp59w8eJFREREoEiRImjYsCFGjRoFNzc32a6jVQ/TunXrZAuAiAxbfHw8unbtiosXL6Jo0aIIDAxkskSUV1hWIFtubm748ccfdX4drRImuVb+JSLDd+jQIRw7dgxWVlY4ePAgqlevru+QiIjynNaFK4mocOjatSvWrFmD8uXLo0GDBvoOh6hwYQ+TwdDqKTkiKtgkSUrzBNyQIUPQsmVL/QVEVEhxaZR/derUCZcvX9bqtXFxcfjuu+/w008/aX19JkxElM6MGTPQvHlz2SrkEhHl1tOnT9GwYUO0bt0a69evR1RUVLavuXTpEr744guULVsW33zzDRwcHLS+PofkiCiNpUuXYsaMGQCAgwcPcs4ikT5xSC7V1atXsW7dOnz77bcYMmQIhg0bhqpVq6Ju3booXrw47OzsEBcXh7dv3yIkJASXLl1CZGQkFAoFevXqhdmzZ+fqgRUmTESUav369fjiiy8AAN9++y2TJSIyGIIgYMiQIRg0aBD279+P9evX4/jx4/D39093rkKhQM2aNdGtWzcMGzYMpUqVyvX1mTAREQBg9+7dGDp0KABg7Nix+Prrr/UcERGxhyk9hUKBzp07o3PnzgCAW7duITQ0FG/evIG5uTkcHR3h6uoKW1tbWa/LhImI8Oeff6J3794QRRGDBw/G999/n2HlfiLKW3JO1s7vk74zU61aNVSrVk3n15EtYXry5AmuXr0KURTRpEkTFC9eXK6miUiHVCoVPv30UyQmJuLjjz/GL7/8wmSJiOg/cvSU3IEDB+Dp6Qk3Nzf4+PggNDQUAODr64sKFSrgo48+Qvfu3eHs7Iy5c+fqJGAikpeRkRECAgIwbNgwbNq0CUZG7HgmMhgpa8nJtZHWNP5kPHXqFLp27Zq6NtzNmzdx69YtDBw4ED/++CPKly+POnXq4O3btzh16hS+/vpr1KxZEx07dtRZ8ESkPZVKlZocubi4YNWqVXqOiIjS4Rwmg6FxD9N3330HhUKBbdu2ISoqCr///juCg4Mxa9Ys9OnTB3fu3MHvv/+OP//8E2fOnIGxsTFWrFihy9iJSEsvXrxArVq1sHv3bn2HQkSUL2jcw3T+/Hm0b98ePXr0AAB0794d7du3x969ezFt2jQolcrUc+vVq4euXbvi2LFj8kdMRLny9u1beHt74+bNm5g0aRI6dOgAExMTfYdFRBngpO+cSUpKwh9//IFz587h1atXAIDixYujSZMm6Ny5c64+6zTuYQoPD083C71q1aoAgIoVK6Y7v0KFCnj37p3WgRGR/N6/f48OHTrg+vXrKFmyJAICApgsEVGBEBISgqpVq2LgwIG4fPkyEhMTkZiYiMuXL2PAgAGoXr06QkJCtG5f4x4mtVoNc3PzNPtSfjY2Nk53vqmpKURR1DowIpJXfHw8unXrhvPnz8Pe3h6HDx9GuXLl9B0WEWWFc5g0NmrUKNSpUwfBwcGwsrJKc+z9+/cYPHgwRo8ejSNHjmjVPh+HISoEVCoV+vbtiz///BNWVlY4ePAgXF1d9R0WEWVHzkVzC3jCdPbsWVy6dCldsgQAVlZW8PPzQ8OGDbVuP0cJU2hoKC5cuJDmZwC4ePEiJElKdy4RGYZ169Zh9+7dMDU1xR9//JGrDw0iIkPk4OCAv//+G9WrV8/w+I0bN1C0aFGt289RwrRmzRqsWbMmzT5JktC4ceN050qSxOJ3RAZi6NCh+Pvvv9G6dWu0atVK3+EQkaY4JKexsWPHYvDgwbh8+TI8PT1RrFgxAEBYWBiOHTuGFStWYPbs2Vq3r3HCxEU4ifKflF9cFAoFli1bpu9wiIh0ZuzYsShevDiWLFmCxYsXp9aNVCqVqFOnDn755Rf069dP6/Y1TpjWrVun9UWIKO8tW7YM586dw4YNGzJ8MIOI8gH2MOVIv3790K9fPyQlJSE8PBxA8lCdHJ+BnPRNVAD9+uuv+PzzzwEAHTt2RP/+/fUcERFpg3WYtGNsbIySJUvK2maO1pIjIsP3xx9/YPDgwQCAzz//PFdd0EREBcW7d++wceNGrV+fo4Tpl19+wXfffZemvtKPP/6I6tWrp9tGjhypdVBEpJ1jx46hd+/eUKvV8PHxwaJFi/jwBRERgCdPnqT+MqkNjYfkrly5gtGjR2Py5MlQKP7Ns8LDw3H79u1059+5cye1iBQR6d6FCxfQpUsXJCQkoFu3bli9enWaf6tElA9xDpPGnjx5kuXx58+f56p9jROmX3/9Faampvjyyy/THRMEIXU2OgBERkaiZMmS2LhxIxMmojwQHx+Pjz76CO/fv0erVq2wefNmGBlxiiIRFR4uLi5Z9qjnttyRxp+oJ0+eRLNmzWBvb5/tuba2tvD29sbJkye1DoyINGdmZgZ/f3/Mnj0bu3btgpmZmb5DIiIZcNK35uzs7DBnzhy0bNkyw+O3bt1C9+7dtW5f44Tp3r17GY79SZKUrso3AJQtWxbHjx/XOjAiyhlPT0+0bNmSc5aIqFCqV68eXr9+jSpVqmR4PD4+PsN8RVMaT3CIjY3NcH2Wzz//PMPVf62trREbG6t1YESUtbdv36J9+/a4ceNG6j4mS0QFkCTTVsCNHj0aLi4umR53dnbOVU1JjXuYihQpglevXqXbb2dnBzs7u3T7w8LCYGNjo3VgRJS59+/fo2PHjjh37hxCQ0MRHBzMCd5EBREnfWvso48+yvK4nZ1drlYt0fgTtlq1ajmak3TixAlUq1ZNq6CA5AV9O3ToADs7O1haWqJhw4bYtGmT1u0lJSWhdu3aEAQBVatW1bodIn1LSEjAxx9/jHPnzsHOzg6bN29mskREsouIiMBnn32GJk2aoESJEjA1NYWTkxNatWqFHTt2aDy8FRQUBEEQMt3OnTun43ciD417mDp06IApU6Zg27Zt6NWrV5bnbt26FXfv3sWgQYO0CiooKAht27aFiYkJ+vTpA1tbW+zcuRP9+/fHo0ePMGXKlBy3OXPmTNy7d0+reIgMhUqlQv/+/XH48GFYWlri4MGDcHNz03dYRKQj+pz0HR4ejrVr16Jx48bo1q0b7O3tERYWhr1796JHjx4YPnw4fvnlF43b8/DwyHBCdunSpXMW2D+GDBmS7TkKhQI2NjaoUqUKOnXqBCcnJ62uBQCCpGGKGBkZiYoVKyIhIQErV67MtHqwv78/Ro8eDTMzM9y7dw+2trY5CkilUqFq1aoIDQ3F2bNnU8sSREdHo0mTJrhz5w5u3ryJSpUqadzmlStX0KhRIyxatAifffYZqlSpkmHtqKxERUXB1tYWkZGRHGokvZAkCcOGDcPatWthYmKCAwcOoHXr1voOi6hQ0vV3Qkr7lSbOgdJUnqde1QnxCFkwReOY1Wo1JElKV6IkOjoajRs3xs2bN3H9+nW4urpm2U5QUBA8PT3h5+eH6dOn5+YtpKFQKFLnbWaUygiCkGa/kZERvvnmG3z99dfaXU/TE21tbbF161ao1WoMGDAA5cuXx+DBgzF16lRMnToVgwYNQrly5eDj4wO1Wo0tW7bkOFkCgKNHj+L+/fvo169fmhpO1tbWmDZtGlQqVY4mbSUmJmLQoEFo3LgxxowZk+N4iAzF0qVLsXbtWigUCmzZsoXJElFhINeEby3mQimVygzruVlbW6Nt27YAoNeRm/v376NTp04oXrw45s6di+PHj+P27ds4fvw45syZg+LFi6NLly44f/48fvnlF5QqVQp+fn7YunWrVtfLUWW7Vq1a4fTp0/jss89w6tQpPHr0KN05zZo1w9KlS1G3bl2tAgoKCgIAeHt7pzuWsi8n5QqmT5+OkJAQBAcH8wkiytcGDx6M3bt3Y/DgwdlObiSigsEQ6zDFx8fj6NGjEAQB1atX1/h1ISEhWLZsGWJjY1G2bFl4eXnBwcFB6zi2bt2KCxcuIDg4GMWKFUvdX7lyZbi7u2PQoEGoXbs2jh07hokTJ6J9+/aoXr06VqxYgd69e+f4ejkuBVy7dm2cOHEC9+7dw9mzZ/Hy5UtIkoTixYujadOmORoqy0hKiYKM2rGzs4ODg0OGZQwycvHiRSxYsABz5sxB5cqVcxRHQkICEhISUn+OiorK0euJ5GZra4ujR4/myQRvSZIQnZAAE6URzIxZMZyoIPnv95mpqSlMTU0zPT8iIgJLliyBKIoICwvDgQMH8PTpU/j5+eXoO3/Tpk1pHt4yNzfHjBkzMGHChJy/CQBr1qxBz5490yRLHypRogR69uyJVatWYeLEiXByckKnTp2wf/9+ra6n9SdhxYoVUbFiRW1fnqnIyEgAyHQ4z8bGBqGhodm2k5CQgEGDBqFOnToYN25cjuOYO3cuZsyYkePXEcnJ398fr169Sv07rOtkKT5JhbUXLsP/SjBev4+BAKBZOWeMatoIjZy1m5hJRLmgg7ICZcqUSbM7u7lFERERab4PjY2NsXDhQo2/Wx0dHbFw4UJ06tQJzs7OiIiIwLFjxzBp0iRMnDgRNjY2GDlyZI7fTmhoaJaJHpC8CsKHOYOzszPi4+NzfC0gB3OYNElS/mv9+vU5fo1cpk2bhpCQEKxduxZKpTLHr588eTIiIyNTt6dPn+ogSqLM7dmzB4MGDcL48eO1/o0oJ+KTVPDZvANLT57F6/cxAJI/X88+eooBv/2OPTdy9qAEEclAB3OYnj59mub7bfLkyVmG4OLiAkmSoFKp8PDhQ3z77beYOnUqunfvDpVKle1bcHV1xfjx41G1alVYWFigVKlS6N+/PwICAmBiYgI/Pz+IopjjW+Pk5IQ//vgjzWjQhxISEvDHH3+keTIuLCwsw9qRmtA4YXJzc9M4AXr+/Dk6deqEoUOH5jiglJ6llJ6m/0p5ciArV65cwaJFizB16lTUqFEjxzEAyV2UNjY2aTaivHLs2DH06tULarUaPj4+aN++vc6vufbCZVx9/gLif542UUsSJABf7T+Ed7FxOo+DiHTrv99t2fXSpFAqlXBxccFXX32FWbNmYdeuXVi1apXWcbi5uaFRo0Z49eqVVpPHhw4dinv37sHDwwP79+/H27dvASSvgrBv3z60aNEC9+/fT1N+4OTJk6hVq5ZW8WqcMJmammLo0KHo3LkzXr58mel5GzZsgJubGw4cOKDVxNSU8dCM5im9e/cO4eHh2Y6ZXrt2DWq1GtOnT09XIAsA7ty5A0EQUKRIkRzHR6Rrly5dQpcuXZCQkIBu3bph9erVOh+KEyUJv16+mi5Z+pBKLWLX9Zs6jYOI0kqZ9C3XJpeUh7BSHtTSVsqkb22WUps4cSI++eQTXLhwAV26dIGjoyOMjY3h6OiIrl274uLFi+jXrx+++uorAMCrV6/QsWNHjB07VqtYNZ7DdOPGDYwaNQo7d+6Em5sbfvjhB/Tt2zf1+IsXLzB8+HAcPHgQ9vb22LRpE/r06ZPjgDw8PDB37lwEBgame31gYGDqOVmpXLlypr1ba9asga2tLXr06AELC4scx0ekSzdv3kS7du3w/v17tGrVCps3b87wsV65RccnIDwm6w8shSDg7us3Oo+FiAzf8+fPASBXn08qlQpXrlyBIAhwdnbO8euVSiU2btwIHx8f+Pv749q1a4iKioKNjQ1q1aqF/v37pym/Urx4cSxevFjreDV+pw4ODti+fTt+++03+Pr64pNPPsHOnTvx008/Yf/+/Rg7diwiIiLQtWtX/Pzzz5nOWs9O69atUb58eWzatAmfffYZateuDSC5UNbMmTNhZGSUpoJ4eHg4wsPD4eDgkJqpNm3aFE2bNs2w/TVr1qBEiRJYvXq1VvER6UpkZCS8vb3x5s0bNGzYELt374aZmTwF67JjqsGHniAIMMuD5I2IPqDHteSuXr2KcuXKpZsG8/bt29QVNz6cLpDR9zEAnD17Fo0bN05T2kelUmHChAl4/Pgx2rVrB3t7ey3eULLWrVvnSV26HPfz9+/fHzdu3EC7du2wY8cOODs7Y8iQIVAoFPD398euXbu0TpaA5Gx19erVEEUR7u7uGDFiBMaPH49atWrhxo0bmD59epoSAcuXL0e1atWwfPlyra9JZAhsbW0xYcKE1CFta2vrPLu2mbERmrk4Q5lFrTKVKKJN5Qp5FhMRQa+FK9evXw8nJyd07twZY8aMwaRJk9CnTx+ULVsWV69eRffu3dOs+pHZ93Hfvn1Rvnx59O/fHxMnTsSIESPg5uaGJUuWwNnZGStXrszxbdEHrX5dLFmyJAYPHoyjR48iPj4egiBg8uTJmS6XklOenp44deoU/Pz8sG3bNiQmJsLV1RUzZ85E//79ZbkGkSH6/PPPMWrUKI0nYcppdNOGOPPoSYbHlIKAKsUc0dQl593mRJQ/9ejRA5GRkTh37hxOnDiB2NhY2Nvbo3nz5hg4cCD69OmjUUHo0aNHIyAgAEFBQQgPD4eRkREqVqyIqVOnYty4cVo/tZbizJkzWL9+Pa5evZq67Evt2rXh4+OD5s2b56rtD2m8llyKiIgIfPrpp9iyZQusra3xv//9D6tWrcLbt2/RrVs3rFy5Eo6OjrIFaCi4lhzpQkxMDCZNmoSZM2fm+kNDDn9cv4XJBwKhUotQ/POghEoUUb14Mazp3Q0Olpb6DpHIIOTVWnJVP5N3LbnbyzRfSy4/GD9+PBYvXpy6ZpxCoUgtUSAIAj7//HMsWrRIlmvlaEjuwIEDcHV1xebNm9G6dWtcv34dc+bMwY0bN9CpUyfs2rULbm5u2L59uyzBERVkCQkJ+Oijj/Djjz/i448/znDxyLzW1a0aTo8ZgUmtWqCrWzX0quWGdX0+xq7B/ZgsEZFB2bhxIxYtWoQqVapg8+bNePHiBVQqFV6+fIktW7agatWqWLp0KTZu3CjL9TTuYRo2bBjWrVsHCwsLLFiwAKNHj053zoYNG/DFF18gKioKPXv2xIoVK3I1kcuQsIeJ5KRSqdCnTx/s2LEDlpaWOHLkCBo3bqzvsIhIQ3nWw+Qrcw/TDwWnh6lJkyZ4/vw5rl+/nuGcz6ioKNSoUQMlS5bEuXPncn09jXuY1q5di+bNm+PatWsZJksA4OPjg+vXr6NNmzbYtm0b3Nzcch0gUUEjSRJGjhyJHTt2wMTEBLt372ayREQZMtQ6TIbg+vXr6N69e6YPyNjY2ODjjz/GjRs3ZLmexgnT999/j6CgIJQrVy7L85ycnHDo0CGsWLEC79+/z3WARAWJJEkYP3481q5dC4VCgc2bN6NNmzb6DouIKF/KbpBMk0npmtI4YRo7dmyOLjxq1Chcu3ZNq6CICqrFixenTkBcs2YNPv74Yz1HREQGTY9lBQydm5sbduzYkWnnTHR0NHbs2AFXV1dZrqfT9RZcXFx02TxRvtOxY0eUKVMGixcvTlOAlYgoQ0yYMjVq1CiEhoaiSZMm2LFjB8LDwwEkF9Dcvn07mjZtitDQ0EynEeUUy/YS5aEqVarg77//znYBaSIiypqPjw+uXr2KpUuXolevXgDSlhWQJAm+vr7w8fGR5XpMmIh0bN++fTA1NYWXlxcAMFkiIo0J/2xytVXQLF68GN27d8e6detw9erV1LXk6tSpAx8fH7i7u8t2LSZMRDoUFBSEHj16QBRFnDhxgk/DERHJrHnz5rJW9M4MEyYiHbl06RK6dOmChIQEdOnSBfXq1dN3SESU3+hx8V1KiwkTkQ7cunUL7dq1Q3R0NDw9PbF161YYGxvrOywiymfkrJ+U3+swDRkyRKvXCYKANWvW5Pr6TJiIZPbo0SN4eXnhzZs3qF+/Pv744w+YmclTqZeIqLBav369Vq9jwkRkgMLDw+Hl5YVnz56hevXqOHjwYKZVaImIssUhuVQPHz7U6/WZMBHJqEiRImjatClUKhUCAwPh4OCg75CIiAqEsmXL6vX6TJiIZGRkZIR169bh9evXKF68uL7DIaKCIJ/3DBUUOq30TVQYJCYm4ocffoBarQaQXDiNyRIRyYGL7xoOJkxEuaBWq/HJJ5/gs88+w7Bhw/QdDhER6QiH5Ii0JEkSRo0ahd9//x3Gxsbo16+fvkMiooKGk74NBhMmIi1IkoRJkyZh9erVUCgU2Lx5c+rSJ0REcmEdJsPBITkiLcybNw8LFy4EAKxatQrdu3fXc0RERKRL7GEiyqGVK1diypQpAIDvv/9e6+qzRETZ4pCcwWDCRJRDZcqUgZmZGcaNG4cvv/xS3+EQEVEeYMJElEMdO3ZEcHAwKlWqpO9QiKiA4xwmw8E5TEQaOH36NO7fv5/6c+XKlSEIgh4jIqJCQZJ5I60xYSLKxpUrV9ChQwc0b94cISEh+g6HiIj0gAkTURZu376Ntm3bIioqClWqVEHp0qX1HRIRFSbsYTIYTJiIMvH48WN4eXkhPDwc9erVw549e2Bubq7vsIiISA846ZsoA2FhYfDy8kJoaCiqVq2KgIAA2NjY6DssIipkOOnbcDBhIvqPiIgItG3bFiEhIShbtiwOHz4MBwcHfYdFRIUR6zAZDA7JEf2HWq2GkZERihUrhsOHD3PeEhERsYeJ6L+KFi2Ko0ePIjQ0lLWWiEivBEmCIMnTNSRXO4UVe5iIkNyrdPjw4dSfra2tUa1aNT1GREQEPiVnQJgwUaEnSRJGjx4Nb29vfPfdd/oOh4iIDBCH5KjQ++qrr7Bq1SooFAq4uLjoOxwiolR8Ss5wsIeJCrV58+ZhwYIFAICff/4ZPXr00HNERERkiNjDRIXWypUrMXnyZADAwoULMWzYMD1HRET0HywrYDCYMFGhtGXLFvzvf/8DAEyZMgXjx4/Xc0REROlxSM5wcEiOCqVHjx5BkiT873//w6xZs/QdDhERGTj2MFGh9NVXX6FOnTrw8vKCIAj6DoeIKGMckjMY7GGiQuPmzZt4//596s9t27aFQsF/AkRElD1+W1ChcOfOHbRs2RJt2rTB27dv9R0OEZFGUuYwybWR9pgwUYH35MkTeHl54fXr10hKSoKREUeiiSifYKVvg8GEiQq0sLAweHl54enTp6hatSoCAgJgY2Oj77CIiCif4a/aVGBFRkaiXbt2uHv3LpydnREYGAhHR0d9h0VElCMcSjMM7GGiAik2NhadOnXCX3/9hWLFiuHw4cMoU6aMvsMiIqJ8ij1MVCA9ffoUd+/eha2tLQ4dOoTKlSvrOyQiopyTpORNrrZIa0yYqECqUqUKTp06hdevX6N27dr6DoeISCus9G04OCRHBYYkSQgJCUn9uVKlSmjatKkeIyIiooKCCRMVGFOmTEGtWrUQEBCg71CIiOTBsgIGg0NyVCAsWLAA8+bNA5A8f4mIqCAQxORNrrZIe+xhonxv1apVmDRpEgBg/vz5GD58uJ4jIiKigoY9TJSvbdu2DSNHjgSQvKDuxIkT9RwREZGMuPiuwWAPE+VbAQEB+OSTTyBJEkaOHIk5c+boOyQiIiqg2MNE+dZvv/2GpKQk9O7dGz/++CMEQdB3SEREsmJZAcPBhInyrXXr1qFBgwYYNWoUlEqlvsMhIpIfC1caDA7JUb7y6tUrSP/8ozcyMsJnn30GExMTPUdFREQFHRMmyjeePn2Khg0bYujQoVCpVPoOh4hI51KG5OTaSHtMmChfeP36Nby8vPDkyROcPn0akZGR+g6JiIgKEc5hykckScr3E5uvPnmO3y/+jQev38LG3AwdalZBO7fKMDXO/K9iZGQk2rVrhzt37qBMmTI4fPgwihYtmodRExHpCcsKGAwmTAYuIS4Re1Yexr5f/sSrx69hZmkGz95N0OOLDnCqWELf4WlMkiTM2nsMm88HQ6kQoBYlKATg5N1H+CXoAtYN7YFiNlbpXhcXF4cuXbrgypUrcHR0xOHDh+Hs7KyHd0BElPf4lJzh4JCcAYt7H48J3rOxZupWvHz0GpKUvO/QhuMY3Wgqbp4Lyb4RA7HpXDA2nw8GAKjF5H+1//wHT95GwPe3vamTuVMkJSWhZ8+eOHHiBGxsbHDo0CFUqVIlT+MmIiICDDhhunjxIjp06AA7OztYWlqiYcOG2LRpk8avP3XqFMaNG4d69eqhaNGiMDMzQ9WqVTFp0iREREToLnAZ/TprJ0L+epQukVCrRCQlJGFm32VQq9R6ik5zoihhzcmLmR5XixL+Dn2J4Kcv0uy/ePEiAgMDYWZmhn379qFOnTq6DpWIyLCklBWQayOtGWTCFBQUhObNm+PkyZPo0aMHRo8ejfDwcPTv31/jas49evTA0qVLYW1tjYEDB+J///sfLCwssGDBAtSvXx9hYWE6fhe5kxCXiANrjkFUZ7xaoqiW8PZlBM4f+CuPI8u5J28j8DLyfZbnKBUCToc8TrOvadOm2LNnD3bs2AF3d3ddhkhEZJD0+ZRcREQEPvvsMzRp0gQlSpSAqakpnJyc0KpVK+zYsSPdL/NZEUURy5cvR82aNWFubg5HR0f06tULISH5Z6TE4BImlUqFYcOGQRAEnDhxAqtWrcJ3332H4OBguLq6ws/PT6MbPHbsWDx9+hRBQUFYvHgxFi1ahMuXL2P06NG4f/8+ZsyYkQfvRnsvH71G3Pv4LM9RGitx98rDPIpIe2ox+yWyBQipQ3VRUVGp+9u1a4cOHTroLDYiIspYeHg41q5dC0tLS3Tr1g3jxo1D+/btcePGDfTo0SN1HU9NjBo1Cr6+vlCr1fD19UWHDh2wZ88eNGjQADdv3tThu5CPwSVMR48exf3799GvX780QzDW1taYNm0aVCoV1q1bl207kyZNQsmSJdPsEwQB06ZNAwAcP35c3sBlZmSS/Xx8SZRgbGqcB9HkThl7W9iYmWZ5jkoUUatMCXz33XeoWbNmvvqtg4hIZySZtxwoV64cIiIicOTIEaxcuRJz5szB6tWrce/ePVSvXh2rVq3CjRs3sm3n2LFjWLVqFdzd3XHlyhUsWLAAGzZswP79+xEVFYXRo0fnLDA9MbiEKSgoCADg7e2d7ljKvtwkO8bGyQmGkZFhPyBYspwjSpRzBLKoIiCqRTRsVzvPYtKWiZER+jSqlWlJBKUgoFQRG9w9+ScmTJiAx48f48CBA3kcJRERfUipVGb4XWltbY22bdsCAO7du5dtO6tWrQIAzJo1C6am//7y3Lp1a7Rt2xYnTpzA3bt3ZYpadwwuYUrpWahUqVK6Y3Z2dnBwcMhV78PatWsBZJyQfSghIQFRUVFptrykUCjQZ0KXTH8jUCgVqOleFZXquORpXNoa7dkIDcuVBgB8mDcpBQGWpiboZJvcZQsAEydOxOeff66PMImIDIohVvqOj4/H0aNHIQgCqlevnu35QUFBsLS0RLNmzdIdS0m8DH3UBzDAOkwpFZxtbW0zPG5jY4PQ0FCt2r569SpmzJiBYsWKYeLEiVmeO3fuXL3Pc2o3yAMvH73GlgV7oDBSQFSJUCgVENUiytd0xtebPtNrfDlhamyEn30+wt6rt7D5fDAev4mApYkxOteuhlKx4fDp0xuiKGLEiBGYN2+evsMlIjIMovRvDRY52gLSdQCYmpqm6fn5r4iICCxZsgSiKCIsLAwHDhzA06dP4efnl2HnxodiYmLw4sULuLm5ZbhIesrr88M0DINLmHTl4cOH6NSpE9RqNbZs2QIHB4csz588eTK+/PLL1J+joqJQpkwZXYeZhiAIGDyjJ1r1aYqDa4/h2f1XsLK1gEePRmjQrjaUSoPrIMySiZES3eu7oXt9t9R9Z86cgVf3T5CUlITevXtjxYoV+b6aORGRIfvvd5mfnx+mT5+e6fkRERFpOhCMjY2xcOFCjBs3LttradIJ8uF5hszgEqaUm5rZzYuKisr0xmfm8ePH8PT0xOvXr7Fjxw54enpm+5rsMu68VLaaE0Yt/ETfYchOkiR89dVXiI2NRfv27bFx48YMfwMhIiq0dLA0ytOnT1MTFQDZfte5uLhAkiSo1Wo8ffoUW7ZswdSpU3HmzBls27bN4OcEy8Xguiiy6p579+4dwsPDs+0C/NCjR4/QsmVLPH/+HNu2bUOnTp1ki5VyRxAE7N69G2PGjMH27dthYmKi75CIiAo8GxubNJumnQNKpRIuLi746quvMGvWLOzatSt1QndmNOkE+fA8Q2ZwCZOHhwcAIDAwMN2xlH0p52QnJVl69uwZtm7diq5du8oXKGktISEh9c/29vb44YcfYGFhoceIiIgMkwAZJ33LGFfKg1MpT7ZnxtLSEiVLlsTDhw+hVqdfmSKrB70MjcElTK1bt0b58uWxadMmXL16NXV/dHQ0Zs6cCSMjIwwaNCh1f3h4OG7fvo3w8PA07XyYLG3ZsgUfffRRHr0Dysrr169Rt25drFixQt+hEBEZPgNdGuX58+cANCvR4+HhgZiYGJw+fTrdsUOHDqWeY+gMLmEyMjLC6tWrIYoi3N3dMWLECIwfPx61atXCjRs3MH36dFSuXDn1/OXLl6NatWpYvnx5mnZatmyJx48fo379+rh27RqmT5+ebqO8FRUVhfbt2+PmzZuYN28eoqOj9R0SERFl4urVqxkOpb19+xZTpkwBALRv3z51f2YdGCNGjAAAfP3110hMTEzd/+eff+LQoUNo0aJFmu91Q2WQM7U8PT1x6tQp+Pn5Ydu2bUhMTISrqytmzpyJ/v37a9TG48fJ65KdO3cO586dy/AcJk15Jy4uDl26dMHly5fh6OiIw4cPw9raWt9hEREZNDnrJ+W0nfXr12P16tXw9PRE2bJlYWlpicePH2P//v14//49unfvjn79+qWev3z5csyYMSPdU3eenp4YNmwYVq9ejTp16qBjx4549eoVtm7dChsbG/z000/yvEEdM8iECQAaNmyIgwcPZnteZr1FOVkUkHQrKSkJvXr1wvHjx2FjY4OAgABUqVJF32ERERk+HTwlp6kePXogMjIS586dw4kTJxAbGwt7e3s0b94cAwcORJ8+fTQuA/Pzzz+jZs2a+Pnnn7Fs2TJYWVmhc+fOmD17dr7oXQIAQWJmoZGUcgaRkZFpHsekrImiiAEDBmDTpk0wMzNL7X4lIsrPdP2dkNJ+c8/pMDIyk6VNlSoep45N5/eYlgy2h4kKhr1792LTpk0wMjLCjh07mCwREeWAIEkQZOrXkKudwooJE+lU165dMW/ePDg7O6NDhw76DoeIiEgrTJhIJ0RRhEKR/BDmpEmT9BwNEVE+Jf6zydUWac3gygpQ/rd27Vp4eXmxbAARUS6lDMnJtZH2mDCRrLZv347hw4fj6NGjWL9+vb7DISIikgWH5Eg2gYGB6NevH0RRxPDhwzFmzBh9h0RElL/psawApcUeJpLFmTNn8NFHH6XWXPrpp580rs9BRERk6NjDRLl27do1dOzYEbGxsWjXrh1+/fVXKJVKfYdFRJT/ybkGHOcw5QoTJsoVtVqNPn36ICIiAs2aNcP27dthYmKi77CIiAoEfS6NQmlxSI5yRalUYuvWrWjXrh327dsHS0tLfYdEREQkO/YwkVYkSUqdo1SjRg2N1v0jIqIc4pCcwWAPE+VYVFQUvLy8cOLECX2HQkRUoAmivBtpjz1MlCNxcXHo2rUrgoKCcPfuXYSEhMDU1FTfYREREekUEybSWFJSEnr37o2goCBYW1tj165dTJaIiHSJQ3IGg0NypBFRFDFkyBDs3bsXZmZm2Lt3L+rVq6fvsIiIiPIEe5goW5Ik4fPPP4e/vz+MjIzw+++/w8PDQ99hEREVfKz0bTCYMFG2fv31VyxfvhyCIGDDhg3o1KmTvkMiIioU5Fw0l4vv5g4TJspWnz59sG/fPnh6eqJfv376DoeIiCjPMWGibJmYmGDr1q1cG46IKK9x0rfB4KRvytDOnTvxxRdfQBSTC3cwWSIiosKMPUyUzpEjR9C3b18kJiaiVq1aGDx4sL5DIiIqnCQAchWcZAdTrjBhojTOnTuHbt26ITExET169MDAgQP1HRIRUaHFSd+Gg0NylOrvv/9G+/btERMTA29vb/j7+0OpVOo7LCIiIr1jDxMBAO7duwdvb29ERESgSZMm2LlzJ6t4ExHpmwQZJ33L00xhxYSJkJCQgPbt2+Ply5eoWbMm9u/fD0tLS32HRUREfErOYHBIjmBqaop58+ahevXqOHToEOzs7PQdEhERkUFhwkQAgO7duyM4OBglSpTQdyhERJRClHkjrTFhKqTi4+MxfPhwPHnyJHWfkRFHaImIiDLCb8hCSKVSoU+fPvjjjz9w5swZXLt2jU/DEREZIJYVMBxMmAoZURQxdOhQ/PHHHzA1NcWPP/7IZImIyFBx0rfB4JBcISJJEsaOHYuNGzdCqVRi27ZtaNmypb7DIiIiMnjsYSpEZsyYgWXLlgEA1q9fjy5duug5IiIiyhJ7mAwGe5gKibVr12LGjBkAgB9++AGffPKJniMiIiLKP9jDVEh06NABNWvWRI8ePTBmzBh9h0NERJpgD5PBYMJUSJQoUQJnz56Fubm5vkMhIiJNiQAEGdsirXFIrgD7888/sXHjxtSfLSwsIAhy/csjIiIqPNjDVECdP38eXbt2RUxMDIoWLYqOHTvqOyQiIsoh1mEyHOxhKoCuX7+O9u3bIyYmBl5eXmjTpo2+QyIiIsrX2MNUwDx48ADe3t549+4dGjdujJ07d8LU1FTfYRERkTY46dtgMGEqQJ4/f442bdrgxYsXqFGjBg4cOAArKyt9h0VERNoSJUCQKdERmTDlBofkCojo6Gh4e3vj4cOHqFChAg4dOgQ7Ozt9h0VERFQgsIepgLCyskLXrl3x7t07HD58GCVLltR3SERElFsckjMY7GEqIARBwOzZs3Ht2jWUK1dO3+EQEZEspH+TptxuYMKUG0yY8jGVSoX58+cjNjY2dV/RokX1GBEREVHBxIQpnxJFEcOGDcNXX32Fbt26QWJXKxFRwSNX75KcQ3uFFBOmfEiSJHz55ZfYsGEDlEolPv30U1bwJiIi0iFO+s6Hvv32WyxduhQAsHbtWnTt2lXPERERkU6IMs49YlmBXGHClM8sW7YM06dPT/3zwIED9RsQERHpjiQmb3K1RVrjkFw+4u/vj88//xwAMGPGDPj6+uo5IiIiosKBPUz5SOXKlWFvb4+BAwdi2rRp+g6HiIh0jXWYDAYTpnykYcOG+Ouvv1C6dGlO8iYiIspDTJgM3MWLFwEADRo0AAA4OzvrMxwiIspLnPRtMJgwGbAbN26gXbt2SExMxNGjR1OTJiIiKiQ4JGcwOOnbQD18+BDe3t54+/YtXF1dUa1aNX2HREREVGixh8kAvXjxAm3atMHz58/h5uaGAwcOwMrKSt9hERFRXpMgYw+TPM0UVkyYDMzbt2/h7e2NBw8eoHz58jh06BDs7e31HRYRFUDv4xJw7eELqEURVUoXQ7Ei/MXM4HBIzmAwYTIg79+/R8eOHXH9+nWULFkShw8fRqlSpfQdFhEVMEkqNX7YcxrbTgQjIUkFAFAIAlrVrojJvVvB3tpCzxESGR4mTAZEoVDA3t4ednZ2CAwMRPny5fUdEhEVMJIk4au1+3Hs2v00HQ6iJOFY8D3cex6OXyf0hZW5qf6CpH+JIgCZKnSLrPSdG5z0bUAsLCywa9cunDlzBm5ubvoOh4gKoEshoTgafD/D0Rm1KOFxWAR2nPo77wMjMnAGmzBdvHgRHTp0gJ2dHSwtLdGwYUNs2rQpR22Ioojly5ejZs2aMDc3h6OjI3r16oWQkBAdRZ1zoihi586dkP759DIxMUHVqlUzOVfCmTuPsSHoMraeCcbLiOi8DJWICoDdZ65Dqci88K0kSdhx6loeRkRZSpnDJNdGWjPIIbmgoCC0bdsWJiYm6NOnD2xtbbFz5070798fjx49wpQpUzRqZ9SoUVi1ahWqV68OX19fvHr1Clu3bkVgYCDOnDmD6tWr6/idZE2SJIwfPx6LFy/GZ599hqVLl2Z67tVHzzHptwN4/i4aCkGAJEmYvesoOtethmk92sDM2CD/VxKRgXn5NhrqbAoYhkXG5FE0lC1O+jYYBvctq1KpMGzYMAiCgBMnTqBOnToAAD8/PzRp0gR+fn7o2bMnKlWqlGU7x44dw6pVq+Du7o7Dhw/D1DR5PH7gwIHw8vLC6NGjcfz4cZ2/n6zMnj0bixcvBgDUrVs30/PuvQzHsJXbkaROHn8WU/7SS8C+K7cRk5CIJYO66DxeIsr/itpYQKkQskya7KzM8zAiovzB4Ibkjh49ivv376Nfv36pyRIAWFtbY9q0aVCpVFi3bl227axatQoAMGvWrNRkCQBat26Ntm3b4sSJE7h79678b0BDy5cvT11Ad8mSJfDx8cn03F+OXIBKFP9NlD4gShL+vH4fN0Jf6SxWIio4OjeunmWypBAEdGvimocRUZZESd4tB549e4YlS5bA29sbzs7OMDExQYkSJdC9e3ecP39e43aCgoIgCEKm27lz53J6V/TC4HqYgoKCAADe3t7pjqXs06RnKCgoCJaWlmjWrFm6Y23btkVAQACOHz+OypUr5y5gLfj7+8PX1xdAcs/Z559/num5SSo1Aq/dzfIDTqkQcODKbbiWLi57rERUsDSt7oL6lUrjyr1n6X4JUyoEONhYopdHbf0ERwblhx9+wPz581GhQgV4eXmhWLFiCAkJwe7du7F7925s3rwZvXr10rg9Dw8PtGzZMt3+0qVLyxi17hhcwpQyITujITc7Ozs4ODhkO2k7JiYGL168gJubG5RKZbrjKW3rY/L3nj17MGjQIACAr68v/Pz8sjw/NjEp2/kGABARGy9HeERUwCkVCiwb3Q2zNh9BwKU7aZKmmuVKYZZPOw7JGRBJEiFJ8pQDyGk7DRs2xIkTJ+Du7p5m/8mTJ9G6dWuMHj0aXbt2TTOKk5WWLVti+vTpOYrBkBhcwhQZGQkAsLW1zfC4jY0NQkNDc93Gh+dlJCEhAQkJCak/R0VFZXlNTaVcc+DAgViyZAkEIfOnVQDAyswElqbGiElIyvQcSQKc7GxkiY+ICj5zU2PMHtQen3dzx4U7T6AWJbiVLY4KpRz0HRr9l5TzobQs28qBjz/+OMP97u7u8PT0RGBgIP7++2/Ur19fjugMnsElTIZi7ty5mDFjhuztDhgwAOXLl0ejRo2gUGQ/hUypUODjRjWw6dRfmfY0SZKErg30+8QfEeU/xYpYoVMjfnZQzhkbGwMAjIw0TyNCQkKwbNkyxMbGomzZsvDy8oKDQ/5J0g0uYUrpFcqs9ycqKirTnqOctPHheRmZPHkyvvzyyzSvKVOmTJbX1VRG86qyMqxVAxy5FoKwqPcZJk2jvBrDyT7re0JERPmQJEG2VXP/6WH674iJqampxsNqAPDkyRMcOXIEJUqUQI0aNTR+3aZNm9LUUzQ3N8eMGTMwYcIEjdvQJ4N7Si6r+UXv3r1DeHh4tiUFLC0tUbJkSTx8+BBqtTrd8azmSaUwNTWFjY1Nmk1f7K0s8NtnfeBVo1KagnPFbKwwrXtrjPZurLfYiIhIh0RR3g1AmTJlYGtrm7rNnTtX43CSkpIwYMAAJCQkYMGCBRnOE/4vR0dHLFy4ELdu3UJMTAyePXsGf39/2NvbY+LEifj555+1vj15yeB6mDw8PDB37lwEBgaiT58+aY4FBgamnqNJO1u2bMHp06fRokWLNMcOHTqkcTuGwtHGCgsHdMTb97F49PodTI2NULWUI5QaDOsRERGlePr0aZpOAE17l0RRxJAhQ3DixAkMHz4cAwYM0Oh1rq6ucHX9t1SFhYUF+vfvj1q1aqFevXrw8/PD8OHDNZqmok8GF13r1q1Rvnx5bNq0CVevXk3dHx0djZkzZ8LIyCj1KTMACA8Px+3btxEeHp6mnREjRgAAvv76ayQmJqbu//PPP3Ho0CG0aNFCLyUFcsveygJ1yznBtXRxJktERAWdDpZG+e/oiSYJkyRJGD58OPz9/fHJJ59g5cqVuX5rbm5uaNSoEV69eoV79+7luj1dM7hvXCMjI6xevRqiKMLd3R0jRozA+PHjUatWLdy4cQPTp09Pk+gsX74c1apVw/Lly9O04+npiWHDhuHkyZOoU6cOJk6cCB8fH3Ts2BE2Njb46aef8vqtERER5TuiKGLo0KFYu3Yt+vbti/Xr18vWG5Qy6Ts2NlaW9nTJ4BImIDnZOXXqFJo3b45t27ZhxYoVKFq0KPz9/TF16lSN2/n555+xbNkyCIKAZcuWYf/+/ejcuTMuXLig93XkiIiIsiOJoqxbTomiiGHDhmHdunXo3bs3fv31V43mLWlCpVLhypUrEAQBzs7OsrSpS4IkcTU+TaQ8nRcZGanXCeBERKR/uv5OSGm/lXlvGAkmsrSpkhJxNG6rxjGn9CytX78ePXv2xKZNm7IsIxAeHo7w8HA4ODikKRdw9uxZNG7cOE3dQZVKhQkTJmDJkiVo164dDh48mLs3lwcMbtI3ERER6d+3336L9evXw8rKCpUrV8asWbPSndOtWzfUrl0bQPIUmRkzZsDPzy9NRe++fftCEAQ0bdoUTk5OiIiIwIkTJ3Dnzh04OzvLMh8qLzBhIiIiMlSiBAj6qfT96NEjAMD79+8xe/bsDM9xcXFJTZgyM3r0aAQEBCAoKAjh4eEwMjJCxYoVMXXqVIwbNw52dnY5iktfOCSnIQ7JERFRijwbkjPtJe+QXMI2fo9piT1MREREhkqSAMiz+G5Oe5goLSZMREREBkoSJUgyDclxQCl3DLKsABEREZEhYQ8TERGRoZJEyDckJ1M7hRQTJiIiIgPFITnDwSE5IiIiomywh4mIiMhQcUjOYDBh0lBKV2ZUVJSeIyEiIn1L+S7Q9TCXCkmATJdQIUmehgopJkwaio6OBgCUKVNGz5EQEZGhiI6Ohq2treztmpiYoESJEjj18oCs7ZYoUQImJvIUwixsWOlbQ6Io4vnz57C2tk6zgGBORUVFoUyZMnj69Ckrrf4H703GeF8yx3uTOd6bjMl1XyRJQnR0NEqVKgWFQjfTgePj45GYmChrmyYmJjAzM5O1zcKCPUwaUigUKF26tGzt2djY8EMsE7w3GeN9yRzvTeZ4bzImx33RRc/Sh8zMzJjcGBA+JUdERESUDSZMRERERNlgwpTHTE1N4efnB1NTU32HYnB4bzLG+5I53pvM8d5kjPeFtMVJ30RERETZYA8TERERUTaYMBERERFlgwkTERERUTaYMMng4sWL6NChA+zs7GBpaYmGDRti06ZNOWpDFEUsX74cNWvWhLm5ORwdHdGrVy+EhIToKGrdy+19OXXqFMaNG4d69eqhaNGiMDMzQ9WqVTFp0iREREToLvA8IMffmQ8lJSWhdu3aEAQBVatWlTHSvCfXvYmOjoafnx/c3NxgYWGBIkWKoG7dupgxY4YOotY9Oe5LREQEvvnmG9SsWRPW1tZwcHBAgwYNsHz5csTHx+soct3y9/fHyJEjUb9+fZiamkIQBKxfvz7H7RTEz2CSmUS5cuzYMcnExESysrKShg0bJo0bN04qV66cBECaPXu2xu0MHz5cAiBVr15dmjBhgjRw4EDJ1NRUsrW1lW7cuKHDd6AbctyX4sWLS0qlUvLw8JC++OILaezYsVKdOnUkAFKFChWkV69e6fhd6IZcf2c+NG3aNMnS0lICIFWpUkXmiPOOXPfm8ePHUoUKFSRBECQvLy9p4sSJ0ueffy517NhRqlGjhg7fgW7IcV/evXsnlS9fXgIgNW/eXBo3bpw0ZswYqUKFChIAqVWrVpJardbxO5Ff2bJlJQCSg4ND6p/XrVuX43YK2mcwyY8JUy4kJSVJFSpUkExNTaUrV66k7o+KipJcXV0lIyMj6e7du9m2c/ToUQmA5O7uLsXHx6fuP3LkiCQIgtSiRQudxK8rct2XefPmSc+fP0+zTxRFafTo0RIA6X//+5/sseuaXPfmQ5cvX5aMjIykZcuW5euESa57o1KppAYNGkjm5ubS0aNHM7xOfiLXfZk/f74EQBo7dmya/QkJCVKDBg0kANLx48dlj1/XDh8+LD169EiSJEmaO3euVglTQfsMJt1gwpQLhw4dkgBIgwcPTndsy5YtEgBp8uTJ2bbTt2/fTD+s2rVrJwGQ7ty5I0vMeUGu+5KZ58+fSwAkV1fX3ISpF3Lfm4SEBKlGjRpS8+bNJVEU83XCJNe9STl32rRpuggzz8l1X0aOHCkBkA4fPpzu2JQpUyQA0u+//y5LzPqibcJU0D6DSTc4hykXgoKCAADe3t7pjqXsO378uEbtWFpaolmzZumOtW3bVuN2DIVc9yUzxsbGAAAjo/y3FKLc92b69OkICQnBmjVrcrUotCGQ695s3boVANCzZ088ffoUK1euxLx58/D777/j/fv38gWcR+S6L66urgCAgICANPuTkpJw5MgRmJubo0mTJrmMNn8qaJ/BpBv57xvHgKRMBqxUqVK6Y3Z2dnBwcMh2wmBMTAxevHgBNzc3KJXKdMdT2s5PEw/luC9ZWbt2LYCMv0AMnZz35uLFi1iwYAHmzJmDypUryxqnPsh1by5dugQg+aGBsWPHIiEhIfWYo6Mjtm3bhpYtW8oTdB6Q674MGzYMv/76K77//ntcunQJDRo0QEJCAgICAvDu3Tts2rQJTk5Ossdv6AriZzDpBnuYciEyMhJA5itW29jYpJ6TmzY+PC8/kOO+ZObq1auYMWMGihUrhokTJ2odo77IdW8SEhIwaNAg1KlTB+PGjZM1Rn2R696EhYUBAHx9ffHFF1/g6dOneP36NZYtW4bIyEh069YNL168kC9wHZPrvpibmyMoKAiffPIJjh8/ju+++w4//PAD7t+/j379+qF58+ayxp1fFMTPYNINJkyUbzx8+BCdOnWCWq3Gli1b4ODgoO+Q9GbatGkICQnB2rVrM/ytuDATRREA0KlTJ8ybNw+lS5eGg4MDfH19MXbsWERGRmLNmjV6jjLvhYeHw8vLC+fOncP+/fsRERGBly9fYuXKlVi3bh0aNWqEd+/e6TtMIoPFhCkXUn4jyew3j6ioqEx/a8lJGx+elx/IcV/+6/Hjx/D09MTr16+xfft2eHp65jpOfZDj3ly5cgWLFi3C1KlTUaNGDdlj1Be5/t6knNOlS5d0xzp37gzg32G7/ECu+/Lll1/izJkz2LFjBzp06ABbW1sUL14cw4cPx4IFC/DgwQMsWbJEztDzhYL4GUy6wYQpF7Ia23737h3Cw8MznHfwIUtLS5QsWRIPHz6EWq1Odzyr+QuGSo778qFHjx6hZcuWeP78ObZt24ZOnTrJFmtek+PeXLt2DWq1GtOnT4cgCGk2ALhz5w4EQUCRIkVkj1+X5Pp7U6VKFQDI8P2n7IuLi9M+0Dwm133Zv38/7O3tUbNmzXTHWrVqBQC4fPlyLqPNfwriZzDpBhOmXPDw8AAABAYGpjuWsi/lnOzaiYmJwenTp9MdO3TokMbtGAq57gvwb7L07NkzbN26FV27dpUvUD2Q495UrlwZQ4cOzXADkn8THjp0KAYOHChz9Lol19+blC//mzdvpjuWss/FxUXbMPOcXPclMTERUVFRSExMTHfs9evXAABTU9PchJpvFbTPYNIRfdc1yM+SkpKk8uXLS6amptJff/2Vuv/DgnIf1u54/fq1dOvWLen169dp2vmwaFpCQkLq/vxaNE2u+/Lw4UOpbNmykpGRkbRjx468Cl+n5Lo3mUE+rsMk17158OCBZGpqKhUrVkwKDQ1N007t2rUlANKRI0d0/n7kItd9adu2rQRA+vrrr9Psj4+PTz32ww8/6PS96Fp2dZgKy2cw6QYTplw6evSoZGxsLFlZWUnDhw9Ps2TBrFmz0pzr5+cnAZD8/PzStTNs2LACVZZfjvuSssxB48aNJT8/vwy3/EiuvzMZyc8JkyTJd29Sqp4XLVpUGjZsmPTpp59KLi4uEgBpxIgRefRu5CPHffnrr78ka2trCYDUsGFDaezYsdLo0aNTl0upV6+eFBcXl4fvSh6rVq2SfHx8JB8fH6lu3boSAKlZs2ap+3bt2pV6bmH6DCb5MWGSwfnz56V27dpJtra2krm5uVS/fn3J398/3XlZ/WNVq9XSsmXLJFdXV8nU1FQqWrSo1KNHj3xdXTa39wVAtlt+JcffmYzk94RJkuS7N3v27JHc3d0lKysryczMTKpXr570yy+/6Dh63ZHjvty9e1caPHiw5OzsLBkbG0vm5uZSjRo1pBkzZkgxMTF58C7k5+Pjk+VnxIf3obB9BpO8BEmSJLmH+YiIiIgKEk76JiIiIsoGEyYiIiKibDBhIiIiIsoGEyYiIiKibDBhIiIiIsoGEyYiIiKibDBhIiIiIsoGEyYiIiKibDBhIiIiIsoGEyYiKrBatmwJQRDS7AsKCoIgCJg+fbp+giKifIkJE1EeefToEQRBSLNZWFigVKlSaN26Nb755hvcv38/w9emfMkLgoAxY8ZkeM769eshCALmzZuXZn9K0mBubo7Q0NAMX+vi4gIzM7PcvUEiogKMCRNRHqtQoQL8/Pzg5+eHzz//HO3bt0dYWBhmzpyJKlWqYMqUKchqicdffvkl08QqK/Hx8fjmm29yEzoRUaFlpO8AiAqbihUrZjgcdPLkSQwcOBBz586FUqnEzJkz051ToUIF3L9/H1OnTsWWLVtydN0KFSpg48aNGDduHFxdXbUNn4ioUGIPE5GBcHd3x6FDh2BqaooFCxbg6dOn6c5p06YNPDw8sG3bNly+fDlH7c+aNQtqtRqTJ0/OVZwfzgE6e/Ys2rZtiyJFiqSZKyRJEtauXYtmzZrBxsYGFhYWqF+/PtauXZthm5IkYcOGDWjRogWKFCkCCwsLVKpUCaNGjcKTJ09Sz7t8+TLGjBkDNzc32NrawtzcHDVq1MC8efOQlJSUq/dFRJQVJkxEBqRy5cro3bs3EhMTsXv37gzPmT9/PiRJwqRJk3LUdsuWLdG+fXvs3bsXp06dynWsZ86cgYeHBwBgxIgR6N27N4Dk5OeTTz7B0KFDER4ejn79+mHYsGGIiYnB0KFDMX78+DTtSJKEvn37YtCgQXjw4AH69u0LX19f1K1bF1u3bsWVK1dSz121ahV27dqFGjVqYOTIkRg6dCgkSfp/e3cX0vQawHH8K7PGelmRZDgvDGr0chGEtIIuukiUkqJiRHlRoEapEHWTrpQWZnlR1GJhpfYiobaii+ZFVlBRi2SXla1XQ1jSCyU0NQexcxFnHM/S/5bnHITz+4AX/8fn/7zsYvx4nodnuFwutmzZMu45iYiMRltyIhPMqlWraGlpIRgM/vL/y5cvZ9OmTVy/fp1bt26Rn5+fdNv19fV0dnZSWVlJIBAY1zhv375Nc3MzxcXFI8qbmppobW2lpKSEM2fOkJ7+82smGo3idDo5fvw4W7duJTc3F4CGhgauXLnC6tWr8fv9WCyWeFtDQ0MMDQ3Fn10uF6dPn8ZkMsXLYrEYpaWlnD9/nkAgwMqVK8c1LxGRX9EKk8gEY7PZAPj8+fOodY4cOUJ6ejpVVVVjHhD/uyVLllBUVMSjR49GXcFK1tKlSxPCEoDX62Xq1Kl4vd54WAKYPHkydXV1ALS1tcXL/wxADQ0NI8ISgMViYdasWfHnnJycEWEJIC0tjYqKCgDu3LkzrjmJiIxGK0wiE0wyAWjBggUUFxdz7tw52traKCoqSrr9w4cPc/XqVfbv38+6desSAkiyHA5HQtng4CBPnjzBZrMlXG8AxM8ZhUIhAAYGBuju7mb+/PnY7XbDPqPRKF6vl/b2dkKhEJFIZMTn9f79+9+ai4iIEQUmkQmmr68PgNmzZ49Zz+12c/nyZWpqanA6nUm3n5OTQ1lZGSdPnuTChQuUlpb+1jjnzJmTUPb161disRjhcJhDhw6N+u7AwAAA/f39AGRnZyfVp9PpxO/3x896ZWZmMmnSJPr7+/F4PAwPD6c+ERGRJGhLTmSCuXfvHgDLli0bs15WVhZ79uzh7du3nD17NqU+qqursVqtuN3uEWeEUvH3G7QBrFYrALm5ucRisVH/7t69C8CMGTMACIfDhv0Fg0H8fj8FBQV0d3fT2NhIXV0dbrdbB75F5F+nwCQygbx8+RKfz4fZbGbjxo2G9SsrK8nIyKC2tpZv374l3U9GRgb79u0jHA5z6tSp8Qx5hOnTp7No0SKeP38eXz0ay7Rp01i8eDE9PT28evVqzLp/XtZZWFiYsI344MGD3x6ziEgyFJhEJoiHDx9SUFDA8PAwLpcrqW0qq9XKgQMH+PTpEx6PJ6X+9u7dS1ZWFvX19UQikd8ddoLdu3czODjIjh074ltvf9XT08O7d+/izxUVFfz48YPy8vKE1a7v37/z5csX4OdWIpBwJcKzZ884evToPzZ+EZFf0Rkmkf/Y69ev4zd9R6NRPn78SFdXF0+fPsVkMlFdXZ3ST5iUl5fj8XhS/rmUKVOmcPDgQXbt2gWA2WxO6f3R7Ny5k8ePH3Pp0iUCgQB5eXnYbDY+fPhAKBSiq6uL1tZW5s6dC0BZWRn379/H5/Nht9tZv349VquV3t5eOjs7aW5uZsOGDTgcDhwOBz6fj76+PlasWEFvby83btygsLCQa9eu/SPjFxH5FQUmkf/Ymzdv4geiLRYLM2fOZOHChdTU1LB9+3bmzZuXUntms5na2lq2bduW8lhKSko4ceIEL168SPnd0aSlpXHx4kXWrl1LY2MjHR0dRCIRMjMzsdvtHDt2jLy8vBH129vbyc/Pp6mpiZaWFmKxGNnZ2WzevDl+X5PJZKKjo4Oqqipu3rxJMBiMt7dmzRoFJhH5V6XFUrnERUREROR/SGeYRERERAwoMImIiIgYUGASERERMaDAJCIiImJAgUlERETEgAKTiIiIiAEFJhEREREDCkwiIiIiBhSYRERERAwoMImIiIgYUGASERERMaDAJCIiImJAgUlERETEwB/6OvigXrUuowAAAABJRU5ErkJggg==", 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" ] @@ -1061,6 +1796,7 @@ } ], "source": [ + "# Scatter plot of DNN/XGB recall, color-coded by number of positive examples (with colorbar)\n", "rscatter_count = plt.figure(figsize=(6,5))\n", "plt.plot([0,1], [0,1], linestyle='--', color='black')\n", "plt.scatter(mrg_prec_rec['recall_dnn'], mrg_prec_rec['recall_xgb'], c=np.log10(mrg_prec_rec['count']))\n", @@ -1071,7 +1807,7 @@ "plt.ylabel('XGB recall',fontsize=14)\n", "plt.xticks(fontsize=14)\n", "plt.yticks(fontsize=14)\n", - "plt.tight_layout()" + "plt.tight_layout()\n" ] }, {