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b/pytorchvideo/lightning_logs/HaGrid/aggregated_logs/HaGrid_checkpoint_231210/val_acc_step.svg new file mode 100644 index 00000000..c84f8a3d --- /dev/null +++ b/pytorchvideo/lightning_logs/HaGrid/aggregated_logs/HaGrid_checkpoint_231210/val_acc_step.svg @@ -0,0 +1,1527 @@ + + + + + + + + 2023-12-10T13:35:43.720452 + image/svg+xml + + + Matplotlib v3.5.3, https://matplotlib.org/ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 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metricvaluestep
0lr-AdamW0.00003049.0
1lr-AdamW0.00003099.0
2lr-AdamW0.000030149.0
3lr-AdamW0.000030199.0
4lr-AdamW0.000015249.0
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" + ], + "text/plain": [ + " metric value step\n", + "0 lr-AdamW 0.000030 49.0\n", + "1 lr-AdamW 0.000030 99.0\n", + "2 lr-AdamW 0.000030 149.0\n", + "3 lr-AdamW 0.000030 199.0\n", + "4 lr-AdamW 0.000015 249.0" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "data = pd.read_csv('all_training_logs_in_one_file.csv')\n", + "\n", + "# sample data\n", + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "pandas.core.frame.DataFrame" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "type(data)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**First tf logs: 0 - 5359**\n", + "\n", + "**Second tf logs: 5360 - 15944**\n", + "\n", + "**Third tf logs: 15945 - 21334**" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "5360\n" + ] + }, + { + "data": { + "text/html": [ + "
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metricvaluestep
0lr-AdamW0.00003049.0
1lr-AdamW0.00003099.0
2lr-AdamW0.000030149.0
3lr-AdamW0.000030199.0
4lr-AdamW0.000015249.0
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" + ], + "text/plain": [ + " metric value step\n", + "0 lr-AdamW 0.000030 49.0\n", + "1 lr-AdamW 0.000030 99.0\n", + "2 lr-AdamW 0.000030 149.0\n", + "3 lr-AdamW 0.000030 199.0\n", + "4 lr-AdamW 0.000015 249.0" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# first tf logs\n", + "data1 = data.iloc[0:5360]\n", + "print(data1.shape[0])\n", + "data1.head()\n", + "\n", + "# last step: 9049 (except validation) / val last step: 2223" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10585\n" + ] + }, + { + "data": { + "text/html": [ + "
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metricvaluestep
5360lr-AdamW0.00003049.0
5361lr-AdamW0.00003099.0
5362lr-AdamW0.000030149.0
5363lr-AdamW0.000030199.0
5364lr-AdamW0.000015249.0
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" + ], + "text/plain": [ + " metric value step\n", + "5360 lr-AdamW 0.000030 49.0\n", + "5361 lr-AdamW 0.000030 99.0\n", + "5362 lr-AdamW 0.000030 149.0\n", + "5363 lr-AdamW 0.000030 199.0\n", + "5364 lr-AdamW 0.000015 249.0" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# second tf logs\n", + "data2 = data.iloc[5360:15945]\n", + "print(data2.shape[0])\n", + "data2.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/thisiswooyeol/anaconda3/envs/pytorchvideo/lib/python3.7/site-packages/pandas/core/indexing.py:1773: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " self._setitem_single_column(ilocs[0], value, pi)\n" + ] + }, + { + "data": { + "text/html": [ + "
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metricvaluestep
5360lr-AdamW0.0000309099.0
5361lr-AdamW0.0000309149.0
5362lr-AdamW0.0000309199.0
5363lr-AdamW0.0000309249.0
5364lr-AdamW0.0000159299.0
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metricvaluestep
15945lr-AdamW0.00003049.0
15946lr-AdamW0.00003099.0
15947lr-AdamW0.000030149.0
15948lr-AdamW0.000030199.0
15949lr-AdamW0.000015249.0
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" + ], + "text/plain": [ + " metric value step\n", + "15945 lr-AdamW 0.000030 49.0\n", + "15946 lr-AdamW 0.000030 99.0\n", + "15947 lr-AdamW 0.000030 149.0\n", + "15948 lr-AdamW 0.000030 199.0\n", + "15949 lr-AdamW 0.000015 249.0" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# third tf logs\n", + "data3 = data.iloc[15945:21334]\n", + "print(data3.shape[0])\n", + "data3.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/thisiswooyeol/anaconda3/envs/pytorchvideo/lib/python3.7/site-packages/pandas/core/indexing.py:1773: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " self._setitem_single_column(ilocs[0], value, pi)\n" + ] + }, + { + "data": { + "text/html": [ + "
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metricvaluestep
15945lr-AdamW0.00003025849.0
15946lr-AdamW0.00003025899.0
15947lr-AdamW0.00003025949.0
15948lr-AdamW0.00003025999.0
15949lr-AdamW0.00001526049.0
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" + ], + "text/plain": [ + " metric value step\n", + "15945 lr-AdamW 0.000030 25849.0\n", + "15946 lr-AdamW 0.000030 25899.0\n", + "15947 lr-AdamW 0.000030 25949.0\n", + "15948 lr-AdamW 0.000030 25999.0\n", + "15949 lr-AdamW 0.000015 26049.0" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data3.loc[data3['metric'].str.contains(\"val|acc_epoch|acc_top5_epoch\")==False, 'step'] += 25800\n", + "data3.loc[data3['metric'].str.contains(\"val_acc_step|val_acc_top5_step\"), 'step'] += 6672\n", + "data3.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "metric lr-AdamW\n", + "value 0.00003\n", + "step 25849.0\n", + "Name: 15945, dtype: object" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.iloc[15945]" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# plottable columns\n", + "# : lr-AdamW, train_loss, train_acc_step, train_acc_top5_step, val_acc_step, val_acc_top5_step\n", + "\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot lr-AdamW" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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metricvaluestep
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" + ], + "text/plain": [ + " metric value step\n", + "0 lr-AdamW 0.000030 49.0\n", + "1 lr-AdamW 0.000030 99.0\n", + "2 lr-AdamW 0.000030 149.0\n", + "3 lr-AdamW 0.000030 199.0\n", + "4 lr-AdamW 0.000015 249.0" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lr_AdamW = data[data['metric'].str.contains(\"lr-AdamW\")]\n", + "lr_AdamW.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "lr_AdamW.plot(kind='line',x='step',y='value',color='red')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot train loss" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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metricvaluestep
181train_loss2.40909749.0
182train_loss2.08890799.0
183train_loss2.339890149.0
184train_loss2.409298199.0
185train_loss1.989131249.0
............
16314train_loss1.10030134949.0
16315train_loss0.90216534999.0
16316train_loss1.10048535049.0
16317train_loss1.09597835099.0
16318train_loss0.86966435149.0
\n", + "

703 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " metric value step\n", + "181 train_loss 2.409097 49.0\n", + "182 train_loss 2.088907 99.0\n", + "183 train_loss 2.339890 149.0\n", + "184 train_loss 2.409298 199.0\n", + "185 train_loss 1.989131 249.0\n", + "... ... ... ...\n", + "16314 train_loss 1.100301 34949.0\n", + "16315 train_loss 0.902165 34999.0\n", + "16316 train_loss 1.100485 35049.0\n", + "16317 train_loss 1.095978 35099.0\n", + "16318 train_loss 0.869664 35149.0\n", + "\n", + "[703 rows x 3 columns]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_loss = data[data['metric'].str.contains(\"train_loss\", regex=True)]\n", + "train_loss" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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4RWJirEugTWVlrEtACCGEhA0FixlWk27r1IlsOZzi1XIRQgghNqBgcQuvOixeLRchhBBiAwoWM6w6LF4VBnRYCCGE1AAoWMzo0MHafAkePZReFVKEEEKIDTx6l/UQjz4KjB1rPp9XhQEdFkIIITUAChYzGjcGnn8e6NjReD6vChavlosQQgixAQWLVcxyWbzqZHi1XIQQQogNKFisYiZYvOpkULAQQgipAVCwWCWeBEtVVeCzl8pFCCGEOISCxSpmXfR7qZWQ2LttvDsspaXA0qXBIowQQkitw0N3WY8TTw7LsWOBz/EuWM47DxgwAJg1K9YlIYQQEkMoWKwST4JFdFi8VC4nrF8vv7/6amzLQQghJKZQsFjFy62EysqA888HnnlG/s4BDwkhhNQwKFis4mWHZeZMoKAAGD9e/i6GhMxyb+IFny/WJSCEEBJDKFisonXj90prnLKy4O+iw1JTBAshhJBaDQWLVbQcFtHJiGUrIXXZKFgIIYTUMGzdZWfMmIHevXujQYMGaN68OYYOHYotW7aYLvf222/j1FNPRd26ddGlSxcsXrw4aLokSZg6dSqysrKQmpqK3Nxc/PTTT/b2JNJo3fhFweKl5FaGhAghhNQwbAmW5cuXY/z48Vi1ahWWLl2KY8eOYcCAATh06JDuMl9//TVGjBiBa665BuvWrcPQoUMxdOhQbNq0yT/PI488gieffBJz5szB6tWrccIJJyAvLw9Hjx51vmduo+WweKU1Dh0WQgghNRxbTVuWLFkS9H3+/Plo3rw51q5di3PPPVdzmSeeeAIDBw7E7bffDgCYPn06li5diqeffhpz5syBJEmYNWsW7rrrLgwZMgQA8MorryAjIwOLFi3CFVdc4WS/3EctCny+YCfDSw5ATRQsXjq+hBBCok5YiRelpaUAgMaNG+vOs3LlSuTm5gb9lpeXh5UrVwIAtm/fjuLi4qB50tPT0adPH/88aioqKlBWVhb0ijhmgsWsFVEkUW+7JoaECCGE1GocC5bq6mpMnDgRZ511Fjp37qw7X3FxMTIyMoJ+y8jIQHFxsX+68pvePGpmzJiB9PR0/6tly5ZOd8M66ht/dTVwyy2B717qOr4mOiyEEEJqNY4Fy/jx47Fp0yYsWLDAzfJYYsqUKSgtLfW/du/eHfmNdusW+tvChYHPsRQGtSGHhSEhQgip1TgSLBMmTMCHH36IZcuWoUWLFobzZmZmYu/evUG/7d27F5mZmf7pym9686hJSUlBWlpa0CvizJ8P6JQHgLeEAUNChBBCahi2BIskSZgwYQIWLlyIzz//HG3atDFdJicnB/n5+UG/LV26FDk5OQCANm3aIDMzM2iesrIyrF692j+PJ8jKAp59Vn86HRZCCCEkYthqJTR+/Hi8/vrreP/999GgQQN/jkl6ejpSU1MBAKNGjcKJJ56IGTNmAABuueUWnHfeefj3v/+Niy66CAsWLMCaNWvw/PPPAwB8Ph8mTpyI+++/H+3bt0ebNm1w9913Izs7G0OHDnVxV13AKLHWS8KgJgoWhoQIIaRWY0uwPPunw9CvX7+g3+fNm4fRo0cDAHbt2oUEodfXvn374vXXX8ddd92FO++8E+3bt8eiRYuCEnUnT56MQ4cOYdy4cSgpKcHZZ5+NJUuWoG7dug53K0JES7AcOyb362K191w6LIQQQmo4tgSLZKHpbkFBQchvw4YNw7Bhw3SX8fl8uO+++3DffffZKU70Mdp/t1oJHT0KtGwJtG0LrF7tbB3MYSGEEFLDsCVYaj3RcFhWrwZ++01+WUVdruPHA5+91Nw6HBgSIoSQWg0HP3QLtwSLkxuzWrCIZaHDQgghpAZAwWIHpw6LJAH79rlfHj1EV6WmCBY6LIQQUquhYLGD0c3faNrYsUBGBvDhh+bbcOPGTIeFEEJIDYOCxQ5mSbd6Yxq99JL8fu+9wMqVQHY28OabwfPk5wOXXQaIHehZHZ+oNoSE6LAQQkithoLFLf77XyA9Hfj2W/15EhOBoUOBoiJAPQp1bi7w7rvAzTcHfrMqNihYCCGE1HAoWOygGqBRk4ce0p+WmBjc5FiLoqLAZ6dioybmsBBCCKnVULDYoV8/YOJE43mMBEKdOrJosYrTJsk10WEhhBBSq6FgsYPPB0yfbjyPUd5JYqI9wcKQUACGhAghpFZDwWIXM8HhpsPiVLAwJEQIIaSGQcFiF7PxfYwEQqQcFqPlKFgIIYTUAChY7BKOw2JnQEOAOSwiDAkRQkithoLFLuEKFuawEEIIIbbh4Id2MXvSN0q6/eADe9tiDksAOiyEEFKrocPiBNElUTdzVgsEq73VakGHhRBCCAFAweIMUbAkJQVPUwuE48edbycvD3jwQfvLUbAQQgipYVCwOEFMnDUTLBUVzrezfj3wr3/ZX44hIUIIITUMChYniA5LcnLwNLVAOHo08uVhSIgQQkgNh4LFCXZCQuE4LFaxIljCyaUhhBBCYgwFixOiFRJyijok9N57QOPGwCefRL8sbsGQECGE1GrYrNkJdhyWaISE1Kgdlr/+Vf48cCCdFkIIIXEJHRYnGDksakHghsNiJjKYw0IIIaSGQ8HihGg7LGZd9NcGwcKQECGE1GooWJxgp5WQkcPyxx/Azz+bb+/YMetlA2pms2ZCCCG1GgoWJ4giRe2wrF0L3HprQGQYCZbGjYGTTwa2bzfenl3BIooUpwMoeg06LIQQUquhYHGCkWABgJkzgblz5c9WQkJffWU83Uyw1IaQECGEkFoNBYsTzAQLAOzcKb9bSbpNMPkbKiuNp4uCRZIYEiKEEFLjoGBxghXBomDFYTETLHZCQpJUMx0WhoQIIaRWQ8HiBKsOy9dfu+OwULAQQgip5VCwOEEUKepWQgqvvw6cdRbw3Xfm6wtXsIghoepqChZCCCE1DgoWJxj1w6Lmm2/M1+emYIlGDsvWrdHvwZchIUIIqdVQsDjBjmCxcqO1IlgkCVi9GigrC52uFiyRdFi++AJo3x7o1cvd9RJCCCEGULA4wY5gsYKZqDl2TB7A8MwzzYWCkWBxw6V49VX5/fvvw18XIYQQYhEKFifUqaP9WQsrgw1acVjeflv+/NNPxvNWV+uHhNwQLLEKzTAkRAghtRrbgmXFihUYPHgwsrOz4fP5sGjRIsP5R48eDZ/PF/Lq1KmTf5577rknZPqpp55qe2eihh2H5fBh8/VZESx16+pPtxoS4k2fEEJInGJbsBw6dAjdunXD7NmzLc3/xBNPoKioyP/avXs3GjdujGHDhgXN16lTp6D5vvzyS7tFix5GYwmpKS83Xx8FiznxXHZCCCFhYxLPCGXQoEEYNGiQ5fnT09ORnp7u/75o0SL88ccfGDNmTHBB6tRBZmam3eLEBlGwmIWEDh0Kf3tmgkXEqJWQctOfMwd45BHg00+Bdu3CLx8hhBASYaKew/LSSy8hNzcXrVq1Cvr9p59+QnZ2Ntq2bYuRI0di165duuuoqKhAWVlZ0CuqiIJF/KyFFYfFrCXPsWNAaqr5epR1mTksN9wgD7g4YYK1dYrQ6SCEEBIDoipYfv31V3z88ce49tprg37v06cP5s+fjyVLluDZZ5/F9u3bcc455+DgwYOa65kxY4bfuUlPT0fLli2jUfwAoqviRi+1ZiMqmwkWpyEhK2LKK1AoEUJIrSaqguXll19Gw4YNMXTo0KDfBw0ahGHDhqFr167Iy8vD4sWLUVJSgrfeektzPVOmTEFpaan/tXv37iiUXsCOYLGCmaiprAwOCR0/HjzdqWBRr4cQQgjxKLZzWJwiSRLmzp2LK6+8EskmiaoNGzbEKaecgq1bt2pOT0lJQUpKSiSKaQ0xDOSGYDETDuocliNHgAYNtOe1ksMirtcudDoIIYTEgKg5LMuXL8fWrVtxzTXXmM5bXl6Obdu2ISsrKwolc0AsBIvYfNqoqbSVHBar2/USFEqEEFKrsX23LS8vR2FhIQoLCwEA27dvR2FhoT9JdsqUKRg1alTIci+99BL69OmDzp07h0y77bbbsHz5cuzYsQNff/01LrnkEiQmJmLEiBF2ixcd7CTdWmH0aOPpStf8CvPmAXv3Br6HExLauRO49lrghx+slZXCgRBCSAywLVjWrFmDHj16oEePHgCASZMmoUePHpg6dSoAoKioKKSFT2lpKd59911dd2XPnj0YMWIEOnTogMsvvxxNmjTBqlWr0KxZM7vFiw5u57BYcVhEUTJlitxNv4LTwQ+PHQOGDAFeegnIybFXZkIIsUI8ObnE09jOYenXrx8kg+7m58+fH/Jbeno6DhuEMRYsWGC3GLHF7ZCQGceOhW5nx47AZ1GU2HVY1q+XP0e7abgVxPOMzg4h8ceyZUD//sATTwA33RTr0pA4h2MJOSEWgsXIKVELFKuCxW7SbWEh8Mwz9pYJByvjMBFCvMuIEfJ1fPPNsS4JqQFQsDjBTk+3CuE8XegJFuWG7jSHxa5g6d3b3vzhUlOGFSCktsKHDuIiFCxOEAWL1ebVN90E1K/vbHvTpgGLF4f+/ttv8rs6JBSpZs3RjkWzsiOEEPInFCxOsOqqiNSt62w5hc8+C/3tl1/k93ByWLwMBQsh8Q2vYeIiFCxOcNKUuVEjd5pAi/z6q/xuJFhEt8WNjuOiCUNChBBC/oSCxQmDB8vvDRvK72YjKdepA5xwQngOixZHjsjv4lNMdbX1kBAdFkJIJLFyDd90E3D//ZEvC4l7KFic0LMnsGmTPOIxAJj1yNu4sSwWnDgszZvrT1Mcklg5LJEWFBQshMQ3Ztfw5s3A008Dd98dnfKQuIaCxSmdOgUcFrOLrVEj+d2Jw2K0jBXBEsmwyv79kRUVDAkRUrNRXGKADyjEFAoWNxg9Gli7Vn9648byuxOHRRxDSI0S0jFqJWTksIRLRgagMQyDa7ACIyS+sXMNG/U1RQgoWNzB5wNOP11/eqQdFnUOi3jhi3kqkXApXn3V/XUqULAQEt9QsBAXoWBxEz1BEI7DYiRY9BwWqzksXochIULiGzPBIl7XYl1FiAYULG6i101/pByWw4flPBIjwSISbzd9OiyExDcULMRFKFjcJBIOi1EOy+23y62INm8O/KbOYbFSPq9Ch4WQmg0FC7EBBYubmDksTgZKtOLKHDgQ+KzOYRGJ9k3/oYfkYQUUHn0U+OAD68vTYSEkvqHDQlzE5Z7MajlmDosTwWDksGjhlZDQ0aPAlCny5+uuA/bsASZPlr9bFSIULITEJ+Xl8gNLWZnxfBQsxAZ0WNxETxAoDosTwWA378UoJBRNxNZJFRVASUngu9XyqXNzCCHeZeNG4Kqr5A41p04FHnjAfBnxuvZCvUU8DR0WN9EL+SgOi5OQULw6LOr8kwYNAt9LSoAmTczXIVZmFCyEeJveveWHk8LCQJ1nhl6LRkI0oMPiJmYOS3q6/XXadVi8ksNiNE7R779bWwdFCiHxQ0WF/L5xo/WHMwoWYgMKFjcxy2Gx+tQh4iQk5DXB4vMFfxeThI1gSIiQ+EOSKFhIRKBgcRPxIp0wIfBZcVishEHURFOwnH028N139ranhyhQPvsMqKwMfLcqWBgSItGC55e7WO3CgYKF2ICCxU1EQdChQ+BzcrL8rggXO9jNYTG66HfuBF54QX/6V18B//iHve3pIQqWa68F5s4NfKdgIV5iyhTgxBOB4uJYl6TmYNVhEesrds1PTKBgcZPU1MDngwdDp0cjJGSUOwIA48YZT7crkKyW4/XXA5+t5rAwJESiwUMPAUVFwMMPx7okNQeGhEgEoGBxk4ULgexs4I03gP/7P/m3k04KTBdDQhkZ1tYZjsPiZCiA7t3tL6OFkXCiw0JIzaY2CZZ33gEefJB1VBRgs2Y3OfNM4JdfAt+3bgUyMwPfRYfl11+BO+6Qe381wq5gEYVCcrK546LGyfABZuVQw6Rb4kV4jrlHbRIsw4bJ7+eeK+cBkohBhyWSnHwycMIJge+nnRb4nJBgTYzYdUnEi17JnbGDOo78xRdyJ1Bi0qwVouWwzJsnP90QQrxDbUy6ZQ5UxKHDEk3atwfeftveYIjh5LC4IVjOPVd+F8WWEWvWyALi8sv153HSD4ueYLn6avl96FCgY0dr6yVECw6w6R61yWFRiPfyxwEULNHmsssCn61c1NEWLOJFt3dv4POhQ9aW791bfl+4UH+eSISESkutrZMQPRgScg8nrYT+9z+gV6/IlCcasJVTxGFIKJZEQrDs2SO/N2gQ3GrJKuJF9+WXgc9169pflx5uhYTE3/h0TIh3cOKwjBwJfPttZMoTDShYIg4FSyyxclEnJNgbg2jjRvm9UydnTZTFi27nzsDno0ftr0sPtwSL+HRGwUKId3AiWAA5ZB6vMCQUcShYYol4UYvNn0V8PnstdzZtkt87dXLW4kesQMTw0pEj9telx6FDgXFHrJaFgoWQ+MGpYInn65gOS8ShYIkloqAYM0Z7noQEY+GhDhn98IP83qmTs35YxIvu2LHAZzcdFsBa4q2Zw6Ier4gQ4g2sdqdQk27ydFgiDgVLLBGfQurV0xYmZg6Lurv/khL5vWnT8AVLpBwWwFpYyEiwVFbSYSHEq4QrWMrKgL/9DfjgA/fKFGlqkvjyKBQssUQULCkpsmjRmsdIsKSlBX9XQi3JyeGHhCLpsFgRQHohoddfl4/X/PmB3yhYCPEOYt1hhNqVUK7jBx+UewwfMsTdckUSCpaIQ8ESS0TBUreudqseM4dFL7E2KcnbDosV+1TPYRk5Un6/5ZbAbxQshHgHq4JF7yZfVOReWQDg8GHg6aeBHTvcXa8IBUvEsS1YVqxYgcGDByM7Oxs+nw+LFi0ynL+goAA+ny/kVazqFXD27Nlo3bo16tatiz59+uCbb76xW7T4QxQiRg6LUQJbUlLwjVvB6w6L0cWtiBk7/bCwsiDhwn5Y3CPckJCdlpFWuPtu4KabgM6d3V2vCHNYIo7ts+LQoUPo1q0bZs+ebWu5LVu2oKioyP9q3ry5f9qbb76JSZMmYdq0afjuu+/QrVs35OXlYd++fXaLF19YCQlZcVhmzQK6dAn+PTk5Ph2WDz4A0tOBd9+1N/ghBQsh3sGpw6I4pW4Llvx8+d1qB5hOoGCJOLbPikGDBuH+++/HJZdcYmu55s2bIzMz0/9KEE7ImTNnYuzYsRgzZgw6duyIOXPmoF69epg7d67d4sUXbuSwKCEhdUjEDcESC4dlyBC5UrnsMnuChZUF0WPFCnlcryVLYl2S2kO4Dotbg7BGEy8/NG3f7u3yWSRqOSzdu3dHVlYWLrjgAnz11Vf+3ysrK7F27Vrk5uYGCpWQgNzcXKxcuVJzXRUVFSgrKwt6xSVqwRJODov6iSQpyd2QUCQdlpISeZBFtShhSIi4wXnnAT//DAwaFOuS1B7CzWFx22GJVI6bWC95tQ564QWgbVvgxhtjXZKwibhgycrKwpw5c/Duu+/i3XffRcuWLdGvXz989913AIDffvsNVVVVyMjICFouIyMjJM9FYcaMGUhPT/e/WrZsGendiAxed1jEpyS3HRZRsPTuLQ+y+NZbwfPQYSEkPnHaSkiBgsU9/vUv+f2552JbDheIuGDp0KEDrrvuOvTs2RN9+/bF3Llz0bdvXzz++OOO1zllyhSUlpb6X7t373axxFHEStKtVYdFS7BEy2FxcqGKy2zdKr+/+WbwPMxhIW4i5M2RCBNuSMhtgRHO+r7+Gti/X3ua3dGmd+4EunUD5s1zXh67uC3+YkhM9uSMM87A1j9vUk2bNkViYiL2iiMDA9i7dy8yMzM1l09JSUFaWlrQKy6xEhKKB4fFiVjQuriVYQW01kvBQsJFpz4hEcBrISGnfPYZcNZZQOvW2tPFesmKYLnlFmDDBuDqq10pniXiMR9Ih5icFYWFhcjKygIAJCcno2fPnshXsrgBVFdXIz8/Hzk5ObEoXvRQ98PipFmzIiS0cljcTLo1clichGO0Kqqffgr+HsuQ0PffA+efL+fWkPhFPG/+rHNIFNASLFOnyjd/8eEn3FZCCxYAPXoEXFo9nDosH30kvx8+rD3dbkgoFvmWXhF/LmD7jlZeXu53RwBg+/btKCwsROPGjXHSSSdhypQp+OWXX/DKK68AAGbNmoU2bdqgU6dOOHr0KF588UV8/vnn+PTTT/3rmDRpEq666ir06tULZ5xxBmbNmoVDhw5hjN74OjUFN5o1//JLYD4RN0JCVps1u+WwGK3XTLBs3iwPINmhg/2yaHHhhcCuXXJuDfvniF/++CPwWZUnRyKIVkho+nT5fcECYPRo+XO4DsuIEfL7NdcAy5frz2dVsFRXyx1TnnwycP/99pxdK/VgLJzg2ixY1qxZg/PPP9//fdKkSQCAq666CvPnz0dRURF27drln15ZWYlbb70Vv/zyC+rVq4euXbvis88+C1rH8OHDsX//fkydOhXFxcXo3r07lixZEpKIW+NwIyT066/yeyybNbvlsKix47AonecdOSK7VeESr3lRJBgx9yA5OXblqG0YhYTEaeq6QxE6dm+ybjkXK1fKggqwJljsOiwULGFh+47Wr18/SAZ/4nxxfBcAkydPxuTJk03XO2HCBEyYMMFuceIbNxwW5UKtiQ6LeJ4VFgJ795o/JZeUuJOrEA+uyt69wPXXA9ddBwwcGOvSeBPxHGaeU/QwSroV6z31f6KIGbs3WbPr1arDon4wMztn7CbdUrCERc3Zk3hEPHmdNmsW5xNxmsMiXnTik5BeDFe9jJPt6KG+uHv3tr9MTWbiRGDRotj2L/LOO3JColeH0hDPMztPyyQ8jBwWUTyor1enDotbgkWcT5JqhsPCpFviCuJFbddhefppeaTmV18NzCfi9VZCdkNCgLUwTW3qj0XJX4olw4bJTTWHDo11SbQRz4faJGZjjZFgiYTD4tZ/K9ajVVV0WDxGzdmTeEQtWNLTQ+fRc1gGDJATCpWRi9WCxe2ebq0uYxW7ISGrqMuyd6/c02N5uf11eR0vjVDtdseCbmHHYSHu4TQkpOWwOHm4UePEYTl2rGY4LDVIsDh4BCeuIV7UdeoATZqEzqPnsKibO4sXWp068jQ3HRYjwkm6NdqGG6Gm3Fy5f5eVK4GaNjaVlwSLV6FgiQ1uhoSOHzdPmKZg0YchIeIK6otaS7Do9cOiPgnFeZTO5OLBYamo0J9nwADn61VQOqNTd/tfE/CSYPGqGGBIyH2efhp4+GHjeayGhNTXq1ZIyMqDk1vnn1qwMCTkKeiwxBIrgkXPYVH/Jl5oytNIOA5LVZV9h8VOpaFsx0iwOEGvQqisdHc7XsBLgsWr0GFxl+PHgZtukj///e/AiSfaX4fdkJAbgsXqtSKu5/hxc4ERDw5LDRIsNWdP4hGrDku0Bcv33wONGwM//GB9GcC4YlHyc5RhFKqqgEOHgGXL7JfRCL2nHKtuUTxRgyqiiEGHxV3EY+h0BHe7SbdWBIvZf6sWLEuWAC1aAEuXBv+ubiVpp+O4aDosRUXWk+4ZEiKuoL4QtcZEMsphUc+noISEnAqWCRPsdcSkXKhGFcu2bcCqVXJOibKdQYOAyy6zX0YjrLpCNQEvOSxedS/osLiLeDydnn9WHBZx3Q88YL5Ou//toEHyDV8ddhbrD7s5LNESLFVVQHa2LLjUovG//wXatZPrWoUa9GBTc/YkHlE/9WtVAOE4LCkp9sv09ddAQUHwbw0aGC9jxWFp0gTo0ydw8VRVRWacHgoWImK363RijBuCxUrSrfj7zJnAgQPG63QrJCTWH3ZDQlYEixvdLoh9Yu3bFzzt4ovlh0NRiFGwEFf4y1/M57GawyKelOEIFi0aNTKerlyEVsIuSrkj1V8KBUts8Kp7wY7jjKmuBiZPBhYutDZ/pB0WpQ5R/27WbD4SgsVuSMiN0JUVxHXo7dfBg4HP4vGO83OcSbex5LzzZJehXTv9ecJxWNwYUwcAGjaUBwLUw4rDoqBcPJF62q1NgqUGPTlFjHjNYSkoAFq2lAfhiyTvvAM8+qj82crNTDyeTs8/dedsIloOC2CeNO/WjVgtWOw4LNFqzSQ+GFoRYuK9oqrKWaqAR2CNF2vOPjt47Jtt24AHHwx89/m0Kwb1iaqVw6LlsDgZAE7tsJx0UvB3O4IlXIfF7EkrGsm11dXAV18ZD1cQDbzksHgVOw6LV47n+vXA+ecbP8i4hd3ekiMdEnLqsNhNutVDHRLyosMiijcr6xPvH3HeWpKCxWu0bQuMGhX4ruewGAkWI4fl3nuBW2+1V6aGDYO/DxsW/N1JSMjphZuVZTw9Gg7LE0/IQvOiiyK/LTeRJOctO+IVOw6LV+zy776L3rbsXofi/E6Pl1FTYD2HZcSI4DCH0Tq1cCsktG8fcM01gbGz7DosbggWsZ6142oDFCwkAogCRS+HRW3rWc1hadAAeOwxoFMn6+VRCxa1S+MkJOTUYSkpMZ4eDcEyZ478rk5OjjZ2n3CHD5fHq9qxw/2yiBX37t3AuHGBTvtiSTy2EopmqM/uMXEjxGaUCK3nsKxfD0yfrr9OtwSLulmzuhzXXSf3mN2nT2g5o9VKKBzBEufdO1CweBG1QBG/X3mlPDZOamrwPFohIS2HRTl57VRUJ5wQ/F1Zv4KVZs0K4TosZqjL4FbisRexe2N7+235/bnn3C+LyPDh8jnaq1dkt2MFChZj7F6HkRYseg4LIIfL9YhEDotWK6Hvv9ffbixCQkbbHDNGHmtO/M/i3GGJ3+ybmowoUCQp2E254QYgJyd0GVGwKEJF62btJO6sHkVa7bCUlMhPQFY6KNJzWOrXd2eAQvUFnJzsfm+6XrnxuZFDEAmUkIbbx90JZjdYr/yXItHs6CschyWaISGz7UUrJKQul5dDQvPny+9i4nacCxY6LF5EFCjV1cFuit7Tl5Zg0XJYlPnEC23lSjlGrIdasKgdlrw8oHt3ufdIM/SSbt1KMNQSLDWVSAqPr78GXn7Z+vxevPED5jdYL5Y7moIl1g6L3lhCXhEsRgIFiE3SrZFg0Tp3RJES54KFDosXUTssVgSL+LuRYNEKCZ15pnziv/GG9rrNBItS6Yitm/RQtv/668G/q0NcTqFgMcfKTfqss+T39u2Bvn3dX3+0iEeHpTbnsDh1WNwKMZu1EjL67gXBkpIS2npRnJ85LMR1RMFSXR0sGOw4LEYhIfWFZ1RJqrev9wT4xx/661BQlv3pp+DfKVjsE40b29at1ubz4o0fiE+HpTbnsHjNYRHXK0mh5YpF0q1RDotWfSeKlDh3WChYvEi4gkURKkYhITVGlaSYdJuQYK/joaQk4KOPAt/1xI5bndzVJsHi1RwWL2HWNb8XO5NTX/+RJBzBYiYSmjUDHn7YeJvK5yFD5Hcjh0Vk8WKgWzfrZXEjJFRd7X2HRau+0woJrV0bOvBjHEDB4kXUIaFYOiyJicEXQWKivRj74sXAhReabydSDot4DJw0pfbyzT0aZXOyDS+5FnYcFq+UW90zaSSxu892xmZKTJS7/dfrBkH8rFz/RoJFvLYvugjYsCHw3c5+GM1rFBKqqjLOYfn6a+DXX423HQvBIna6pyzbq5c83pBRD+YehILFi6jH2hAFixWHxG7SrXp5kTp1gi8Cuw6Lel49seNW82MjweKk1YrWcfHKjc2rgsVLuJHDsnUrMHAgsHy5e+UyQjznIt2vUCRDQsq1rr6GtASLkhenfNdat1sdxxmV2ygkZOawAIGuA9T897/Ak086E6B79wKHDgW+G4WEtOpRUeCo68A9e+yXJ4ZQsHgdJ62ElJNW6+S1krQrkpQUnGRrlMOihVEHdyJuhW6MnjjMuvfWwko+wfffy/3jWM33cAsvhYS86FQA9hwWveNyxRXAJ58A/foZb8ut8E00BUskk26tCBZlfUo9oUzTurEbCRY7XfMbiQazkJBZqyG9HJGLLwZuuQUoKzMup5q9e+WhW8ThW8ySbo1Qu0TRbJHmAhQsXiecpFsjh2XcOPn9vPOM1xsth8WtC0d9AYv75aRbeivlOvts4NVXg0Nf0cBLDouXRIqI2Q3WSlfzu3ebb2f5ciAtTe4FNRyqq4PPOS8LFrNllWvPCw6LSDiCxaxfFrdzjlaulN/FPqrshoREqqqCl6dgIa4STg6LuvmxuPw//iFXskpCrJHDohYskXBY3BpBVH0B2+0nQY0Vh0UZLkDd8inSeEmweBU3WglZOQZ//ats219zjfWyqamsBE47DRg8OPDbgQPO12cFr4SElOtfWX+sQkLi/lnJYVF/dzvnSKv+CcdhOX6cgoVEEKsOi/i7ctJqVbTKb4mJwLnnBloAGQkJdUgoEg6LOF/HjsBtt1nfhoiRYHFSmUSziald3Cybmw6Jl9yWaPXD4sZ/sXo18L//BYcV2reXB9yLFLEICWn1dBtJh6W6Wg6tKIj5IGrCdVjcFixmHcHZdViOHKFgIREknJ5uzeYTEddbv37gc7QcFnGdXboEP2XaoTYJFvG/tHPjUZ8DmzYBJ54YGNTRaF4reFWwRLIflkieJ8uWRW7d0XBY1OeQmKeidliMBMuRI/r/lyQBGzcCZ5wBfPpp8LTRo+WhQxQyMvTLbJZ0a6fnW6PfRIz6RtG6/sJxWK64Apg3L/CdgoW4itVWQpESLLFwWJKTtcNZVrjrruARnaMREooVVm1uM8aOBYqK5HGqjLZhRDRFip3WXmaCxcpxs3IMInmeuBUu1cLueWMl50fBKCT01FPyKPBKjoYVwQLo99QqScCllwLffisPFSLyn/8Yl1PEaPBDK62EtB6K9OodSQIWLpRFht4wGFrH26jnWivnyqRJwev84w9gxQpvPWjo4OHamAAIL4fFbD4RUUiI2wu3HxYnSbfJydYraa3+W8QhAmqLwxKOFa1+wgu34opkxffdd/L5bTVkGE8hIT0iKVhi1Uro5pvlRNKdO+XflAcUrRyW//0v8FlPrEoS8NtvxuWxgtphUe+vk6RbPcFSXS2LLEB2gdQsXx7sNCvrsTpasxWqq2VH+7zz9JtkewgP18YEgHWHRbxxG9mCVnJg1ALJzVZCVpJuk5Ksb0MrZltcHPhsV7DMmgXMnh347mXL1KnDomfRK1hp6hsrpkyR3//9b2vz6zksR4/KY664lXQbScESyXMw1km3Cno5LE8+CbRtG5hPT7BUV7vzHxgJFqdJt3qukNnx+/vftctmFBJy0hHgL7/In997z96yMYCDH3odtWDRO/nFdvqiw/Lzz/ITysCB8ncrISFR/Ph89vthSU8HSkvlz05CQuq+X4zQEjbib3a6zt6/X249JVIbHBajxEGvCRa7aLVIqa4GGjeWcyLMeia1ihvnid6xjoTD8uuvQFZW7Js1K6ivWWUepb6pU0e+fo0cFif/gfqYq0NC4netHBa977t3A+vWyQ6JkcOixfvvy4JafXytCJZwQnxxcK1TsHgdddKt3gWrJ1jatJFfCnYdFp/PvsPSunUgyc1J0m2TJtYraa359MZiMbupa7VCiJeebt0ULE4qsXjqOO7o0UCfPGJPn3rljpbDord9twXLm2/KyZfjxgXXLZJkvq+RcljEfRSFgbKOlJTICpZ16+Tj8vvvgWnHjoUKFqsOS+vW8vxvvim3xtRiyZLQ344fB4YOlT+r3eNIOCzi/+nlh7M/8X4JazuSFOw2NG+uPV9WVuCzUUjIrsOSkGDfYTn11MBnOw7LU0/JsdRJk8ITLC++GLgR2REsWu6Vly/iaAgWLdavlztIi4VIsfsUqHWDjURZ4ymH5V//kt+ff97+fxgNwSK2HlKWVeq0SAmW00+XB2r8738D07RyWKw6LMr7kiX6DosiTESMRlZWpom/P/cc8M47+uUxgw4LcZWmTeX39etlB0BPsOg5LGp69dL+3arDIknGFWhiYrDAseOwTJggv4DgJx0j9EJHeXlyl/l2Wglp9YTrZv7AkSPAjTfKFZUyOm04iMfSjmAxy2ExCwl17y6/652LXkLLYTFqGuuUeMph0QqTAdEVLD5f8PbE61gUBnYEi5MbblUV8OGH2tOefTa03HZzWCoq9MP4euXRQ8th+fFHYNgw83Nbj+++C3z28sPZn9gu4YoVKzB48GBkZ2fD5/Nh0aJFhvO/9957uOCCC9CsWTOkpaUhJycHn3zySdA899xzD3w+X9DrVPEpvTbyxhvAmDGBnjO7dgXOOkt/fjOHZe9eYPNm4KSTtJe3msNi1Epo5EigsDBYpDjJYdH6rofefD/8IPfH8OOPgd/MbupaHUq5eRE/8QQwf772k1W4RMphMWpCvHmz8206xW2HxYrDEK2QkJUuC9xAq+M29Wc9nDRr1hLIDRsG/6YXEgpXsAwfblxGwHqfT6LzI25XRD29stJeSx67gkW9XbsOy403Bj7HgcNi+yo7dOgQunXrhtliSwoDVqxYgQsuuACLFy/G2rVrcf7552Pw4MFYt25d0HydOnVCUVGR//Xll1/aLVrN4oorZNvd6qCAosOiddI2bx4cqlGj1VMuEOqwNGigLRKaNZPH0+nc2dhhEQXLzTfrz2dVsBgl56r7YzC7qR8+HPqbm4KlqMi9dQHhN9nWWo/6+9//DnzwgfZySi/JRtxzD3DRRZEdE2f/fv1pZg6L3s3bLpGs7MMplxmxCAlJUqhgCddh0Wsl9NZbxmW0g5Oebu06LEbXiVazZvV2veoSuoTtkNCgQYMwaNAgy/PPmjUr6PuDDz6I999/H//973/Ro0ePQEHq1EGmeNMl9qhbFxg/XnZS2rWzv7x4soqVh9phadBA2yUR57EaEhKdHPU6w2klpIfZTdNNwXL8uHzsxP1yOxfBqWBR31zNbO2//z0wyqx4DEXBoldR3nuv/P7f/wKXXGK9jFZ57jng+uuB6dPlTgPVaN1g9W60sXZY9HBbsITjsLgVEhLDzkBoDouynUjnsNjBSkhIfUwqKuyJdaN5FeGjJYCOH5frzHAES010WMKluroaBw8eROPGjYN+/+mnn5CdnY22bdti5MiR2LVrl+46KioqUFZWFvQiAJ5+Wu78x8mJZyRYxJtu/fraN149kaIWInod1LkdEtLCrZCQWaVw/LgsGnv0CJ7XqKziWCdWsSNYjMps56lRvNasOCwKSjN3J3z2GbBtm/xZfW5ff738fvfd2stqOSzi/onhab0bcDQEy9Gjxu6Bm4TjMEUq6VbMu3MrJOR2crWVpFv1dVhZ6b7DorU+o0EjrRIHDkvUS/jYY4+hvLwcl19+uf+3Pn36YP78+ViyZAmeffZZbN++Heeccw4O6gx2NWPGDKSnp/tfLVu2jFbxay7iySqKCvVJbMdhSUwMrUSsOixmQuS88+Tt6D21ay0frZDQtm1yD54bNwZvUy9/Z/ZsOaT3wAP2tmPnZmM2OJzRd7ESFYc9sCOMjcZLMWL1auCCC5y5hoC5wzJtWuBzrOz048flkG1urvZ0t2+8eueNVjNbNW71w6K+Fq0Klk8+0R4VXcthcVvoWek4TsthiYZgUabV8JBQVEv4+uuv495778Vbb72F5kILg0GDBmHYsGHo2rUr8vLysHjxYpSUlOAtnfjjlClTUFpa6n/t3r07WrtQcxFPVvFmr74p6eWwaDksZn2kiIJFPa9ZSGjZMvlpX2lFpaZBg9DftCqDjRuBxYvlz1oOi5MKQNyOFYdFaRmlFdIwwo7DYlR5mz0lit9Fp8SO1W1n/B+Rb78N/h5O0q2WwyISq8r+t9+MRyKOlsPy178GJ6lr4YbDMn16cHf7gHXB8vTTwCmnhG4rGoLFaiuhqVMD348edS8kZCWHxat5WC4RtWbNCxYswLXXXou3334buXpPEn/SsGFDnHLKKdi6davm9JSUFKSYjUpJ7GFHsFh1WLRu0HoOi9XWRGK56tbVn69+fXlQLxGtm3rXrvL7hg3aDouTCkDd2ZRCJJun2hEs4n9aUhK6rJGAEQWLnadtpw5LuE99dpo1x8pON1s2WoIFkFt+aSXnHzggJ1/rDSyqhZ5g0VpWFCxG/bAYod5OOInoWlhJut25M3ggQzdDQmY5LABzWNzgjTfewJgxY/DGG2/goosuMp2/vLwc27ZtQ5bYVJdEFjcdFiPBIqIeZFGvPEbozaflsLz7rn6Ll82b3XNY9J5CY5l0q3VzWbsWaNQoMJaI0bwKeg5LJASLJAFbtgT/ZrdS1UoqDSfptrxce554FSzqdevdXIcMAa6+Gpg82Xq5jASLmuTkwPxGDosR0XBYxHXeeGNo0351rpabSbdWQkJuim5JkusII/cvytiuQcvLy4Ocj+3bt6OwsBCNGzfGSSedhClTpuCXX37BK6+8AkAOA1111VV44okn0KdPHxT/OTBdamoq0tPTAQC33XYbBg8ejFatWuHXX3/FtGnTkJiYiBEjRrixj8QKbjosRiEh8cZq5LBYRSxLSkog9KBVwS1YIL8OHQptpZCQYN1hsZJ0q7W8eryUcJ9oxHI4ESyPP649r9G6nIaEnAiWhx6SB78zIiHBuJJ2OySUkaEtbMNxz8IJ5znBSLDo/adffWW8Hi30+mHRIiVF/i8Vd8WJYFETaYdF3bEcIIeARKw6LMqximWzZvX/9OGHwMUXy45bLPpc0sD2Y8GaNWvQo0cPf5PkSZMmoUePHpj6Z9yuqKgoqIXP888/j+PHj2P8+PHIysryv2655Rb/PHv27MGIESPQoUMHXH755WjSpAlWrVqFZs2ahbt/xCp6zW+VCmP0aLmyvvZa81CPkcMiXpBGSbcAcMstgV5V9RC327lzoCdfo5yJAwe01xNNh8WNyjRch0XvydfoBimGBOwIFq1ja8add5rP42TsG739s9JKSEvUAuE5LOG08HKCE4dFC7NO5JRr2koXBcnJgWOoJViMeu/WK4NToSfWSyJWrln1jd2qw2JHsEQrJPTaa/K7WV5TFLH9WNuvXz9IBgdl/vz5Qd8LCgpM17lgwQK7xSBuY+awzJ0rX7B16mjf8MWu9K0KFrES0pp31iw5XNGihbVyJyQA//63PNiY+klH5LffgJYtQwf+imYOS0VF+CGicAWL3s3eaJ/FkIgdwRIpW9mOYHHqsES6WbPZORbNHBY7/6lVwaInAETEkJDTHBaz/oSs0qcPoHXfcvI/WG0lpOyn0xyWSDRr9mBOi/fbMZHoYCZYfD7jUM+fob6g6WaCxai/FvX2RZYu1V5O7JX355+11wcEBJdoreo5LDt32u9DxEpIyGkSqki4/bA4cVjEfbOTw+IFweI0h8UKkXRYvBAS0sKs0znlmFgRLEpISFmXE8Fi1trNKsrgkGbrt0I8OywehIKFyIgnq1EOC6AtLsRQgZHDotcviZ7boN7+hRcG91ehdlis2M+//Sa/qwWLXtf5dpO/9QSLWFY3BEu4OSx6N1mjdYnT7NwQ3BIs6vPBTYclVq2EYilY1Nu2I1jMuvW367CEK1jU2D1uJ50EfP657LC4sT7AusMiukt6RLpZM/thIXFDuIJFxGpIyIlgUX/Xc1iM0BIsPp9+rFY9irPZTVLPeRArE61KR1zvkSP6LVK01mcnrKBsx4nDIlaotcFhOXYM2LEj/HIY4SXB4jSHRauMsRQsWp3TmTFwIHD++fr5Mk7+h+rq+HFYKFhIXBKuYLEaEhLXYyckJOLEYVFCQmJi7q+/BrtERhhVCtddFzwas17YRispWDle1dVyc+MGDYyTh62EhKZMAW69VTvfwEkOi55gMcOqYJEk7RwpBaOek7UIN4dFPYCmHmI57N40zG6Ew4YBOn1SOcIth8XNHJaUlMD8x44F1q38ZlewiOuwilJ36NUhdsSc3eXcEiw1vOM4ChYSiplgSU6W47w33xzol+H88wPT49Fh2bjRfDkrPP988Hr1RIWWw6IcN3FcGXUfKSJmgqW8XG4aPHNmcLhLubmEGxKKRLPm226Tey/Ozw+dpnVTjHQroWXLQn8bMSJ038VjafemYcUJEIYyCRuvOyxdugQeHpw6LMeO2XdYzB52nIZxrSxnRbDs2wf85z/aD1aRaNbsQQETtZ5uSRyhHvxQi/vvl98rK+WYr1XBojdmkVWHxegJWz2ytB5agsVgsM2w0KvUtSox5XiJ04xaEpnlsIiVn7hOM8ESiaRbqzfxmTPld6Hbg6B1WKlUi4rkEaZvvDEyXfMvWCC7aMOHB34Tj+WsWcBVV+kPG6HGyo3VzfNT3E/1DTJWOSxJScHHcOdO+V35zero7QrhOCx6OBUs6h63tbDSSmjiRP1pDAmRWotWPyx6JCcDl14qhzAUlE7ZtCqqceOADh2AO+5w5rCoUYeErDgsSnhCDLc46SfECnouiHJjFlEqTLFcRsffabNmdX6A0bxqnDosdp92tcYH01qH1vlx661y8uRll0Uu6VYd4hKP5W23ydeEVdzu4MwOboWEwnVYEhK0z0flNyvXtViGSDgs6lw2qygPSEZYcViMcCPp1sr6YwwdFhKKWUjIjL/8RX4aGDw4dFp6eiC5VRwAza2QkJUnMaW/FfGJSa9DMCsY9baqV6n/5z/Ao4/KnfEpKGUXy2VUUZgJFr0O7MwESyRaCdmtSMvKtLct/v+lpdqJyfv2aW/XzWbNZrk0X3xhfV2RusnoEYmQkNGxsyJYAG2X1Y7DIpY9Eg7Lhx/aW5/C/v3m8yjHz6lgccNhMbqeKypCewePAXRYSCjhCpa6deVu3//yF+P5IpF0a+VJTHFTnAoWsVJ45BHnLoj6u3LcRYfFLcGiJV6imXTrxhOaeh2dOtlbxqujNVs5Nm72dutWSMjMYVGuL6uCJVyHRS1Y7J5zYr3359AyQbz7rr31KVhxWJSyOhUsyr6HI36NljXqiDOKULCQUOyEhMIhEkm3dhwWURg4dVj++U/jSmb2bH27Vn0T0hIsRuu2k8MiVubh5LCYCZZwwy2i42S0bcA4IVlrGbtJt0YttNxMSIy2YBH3U72PdhwWsxyWeBMsYt1x5ZXG67eDFYdFuZacCpaBA+WWjuGcJ0Yd7xldC1GEgoUE6NtXrlzEBNqOHSO3vVgl3W7aBKxZ415IyIjHHpOHNQC08wXECkYrh0W9zPr1gSc2Ow6LVsulSLQS0qtwrQoWo2EYnFTm4TgsRv3gqM/DSFnxZowfD/TubXxDmT5dzqnRakmiXs5Nh0VZtxuCxQshIadEw2EB5BBzOA6L+jwUzw06LMRzfPGFnNGelgasXCm31Jg+PXLbc9thSUiw/uTbu7e2YNETTuHckFavlt+1nmC0hipQOyzV1cDYscA118iDQSo975rdMPQclnBCQnqthBT0br5auRLLl4dWhFbdHauEk8Ni1HeMzwesWgVcfbWcM+PkRrFpE3DDDcCePebz6p1/zzwji29xuAo1U6cCCxcCn34aui63BItW+ZR1Wxm4EDDOYbHisIjXcySSbp1i5LA89ZT87oZgqax012ERzw2POCxMuiUBEhIC/R2ceab8ivT2FJwKFrXDYgfxhqQIltRU7SdrZeBHJyhiQcthESsCLYfl+HG5xcuLLwb/9vLLwJYtweXTKrO6DEBkWwnp3SR27wZ69JCbGo8dK/fj8+ijckuet982Xqe4brv/sdZN1WpIyEyw5OTIn8vLnQmWLl3kd6e5EeKxttJPiZK7ZSRY7DTdtZrDYvU/05ovHIfF7rkSKcFi5E4o/1u4ISHAfcEiltsjgoUOC4kdanfECeqkWzuIAzYqF6eefW2nzxG9ZbUcFrEi0Eu61WpyPXp0sNVs5rDY6YclnFZCRhVuYaHcrB2QR9UGgHfecbZtq4TTNb/Z0AgKW7aEZ8XbaUUiIrakOuEE6+sQ16W+mdoRLGY5LHZvckYDdHqhWbMRTusvxX06fFh2tJX+Z5xQURE4BlYS0tUwJESIAWZd/APmNwJ10q0dRMGioNd0r3175+ExI4dFqyJQOyxWjpPXHRar23DDYdEbv8luDouZwyJ+titixfnFPozsIPZ4qneOqF2Qqqrg/kTU559y7h05Arz0kv6AoFrrVmP3Jqe1Di91HGeEU/dVdMaefFJudegU0WGZP19+2UE5XuXlQP/+clqAAh0WUuuxIjbUNwI3Q0KPPRb6m57DsmePnAvgBKshIWW6+jenwi4SOSxuCRY9zASLXezksNgNCYmf7dwcly8HmjULfDdKNDaitDTwWe/YqJ21m28Onq4XErrjDuDaa4Gzz9bfvpYYFM9Vuz3DhuuwiBw/Hl2HxQ3BEi6VlcFjMLVubW95ZdkXXpDD0CJ0WAixgPqCnjYt+LsbYSURqy0a7LBokXyjUDeLVD/tKhWGeBNZvVp/FGn1uox+0woJ6bkCRuty2krIKmYhIbuiNFKthETMBEtpqdz77nffyd/79Qse4NGua6QgOix6x13dOuyZZ4KnqwWL8n3hQvn955+tlUlLBCvrspoL56bDUl0dfw5LuBw7Fjywqd0yaT0wKXjEYWHSLYkd4gWl15KgXj3g/fflymfQoNALPByHRW97keCpp0Ir7uPHtZ+Sxcrh1lutrV+rctYLCe3dK7dQsdNnyrFjsjh02krIKm44LOJ5EI7DYuQQqM81o5vj5MnyoJgzZ7qT66Fg12HR+1+15rdyrLUcFvF6VPbrpJPkPJ933pGTrfVw02FRwl92iIVgsdqCygpiDovVLh5ElGW1HtooWEit54QT5JjtsWNA8+b68118sf40LYelYUPtEU2tEAmHRUGdPFtVFZw4afSEY4adkNC778ovveOqd2OrWze+Q0J2HRajstgJCRUUGBbRUuhEKduWLXJI6ZprrDks4rlkZTvK/FacMq1j6/PJ12RVVbBAP+WU0Gu8QQPgrLPkvmTEdYi4IViMhs4QiXeHRcxhSUiwXyblGGmJqO3b5XXHeARnChYSW26/PbzltRyWbduAJk2crc+KYHHadFD9NKvlsKxaJY8GbBezkNBXX4VO//LL0N8kyfhJvDaFhKwKFqN1AuadEtoRLKeeGtielTGnxHmOHpWbYovJlHrz23VYxETuH36Qz2H1iNvqkO1JJwEff6y9PvUy4YSEkpOt5WCotzFunOyMWcFrgsVth2XyZGDZMnk8pRiO6swcFhLfaDVrbtzY+foi6bCob0xaDktOjr2B8xTMHBZ182FA++YvSdo3q48/BvLzjZs1//gjsHmztfLq4aWkW6vDIpg5LGKeklEX9nZYuTLYYbEiWCoqzAWf4rDYHS5AvFGecoqcoJ6eHjy/2YCRWsdQFB12EB0Wqzdu9XxPPy0f5yFDzJf1Qkjo6NFg4eg0h0Uvyf/jj83dwghDh4XEN+E0a9YikiOSmjksRq1SzDDLYdFC63jpJSv+/e/y+xlnBH5T39BPO814e1YIpx8WLcs6UiEhdVmsOixafepYCQGqy5aQEHzuWEm6FW9oetgRLFpi0OgaVAsU9T5piTkl8dmuW1BVZd+dUc+XlCSHtayIJS84LOXl+km3deqYu5/Kf2g0ZpKVYQYiCB0WEt/YTbr95BPj6dF2WMSbTjiVwX/+AwwfHvw0b1ZB2REsCuINd9kye2VUMAqpheOwVFfL4Yj8fO1llO3qrUeSZNH4/vvyzd2oLOIxMnJYKiqC/5N9+7TnMePQodCWRWIrJq192r8f+PrrwPejR82Pod2Q0HvvAVddFdgvo3CBXcFSv748FAUQHYdFz1mwEgLxgmA5eDDYYRH328o+KMsanffhhnzDhIKFxDd2mzUPGAA8+6z+dCuCxamToxYsaoclHNasAd56S3aIliyRf3PisFRVGS/nRoVlFAIJp+O448cD3d0rqIXErl36Fn91NXD55cDQocCkScZPmlYdFvU6tASL1ZBQjx7B30Xx+NVXoWXKzASuvz7w3Ypgseuw/PWvwCuvyAOnAvauDXWemfoYrloVuL7DyWGxKib0yq4nZE4+2XweM5KS3EtkLS4OhAnVDoudzieNznsKFkLCwEmzZqO4sZWQkFnS7TXXAB06hP4eScEiMmiQ/G7FkdD6zchhcaN5o9E6wgkJVVWFll39/d579ZeXpIDYe/ZZ626PkcOi/l1LsFhN4t69O3ibomCZOVMem8lo23YcFis3JqNWPVqoy6MeCV49XXx4CMdhcVOw1KkTEMWTJwd+t5OIrw7VOHVnjFAn3drpfJKChZAI4aTjOCPB4kZIKDlZuyxaHcdFQrAomFUuWsLBbcGiDBAootdiw2zbZjdbrf3VOuZ62MlhsRoSUv9+6JDzp3ERdUgIkEWLERUV7jssWuWyOr+ZYBGv03AcFqvL6pW9VavA55QUOeT4+efAyJGB3+0IFrEH2jp1nJ0Pt91mPF2ddGtFFFGwEBJhnDgsRnHjSAoWLYdFbCXkJnfeCVx6qfE8eoLF6GZlR7DMnCn38mt1HVYcFLOQkBr1MTcSRHZaCTl1WCoq3BMs6gRes5uJHYfFCkbNkK3M/5e/BH9X3/TFa9HJKN3KvqalWVtGbxvdugU+JyfLwyqcf36wEIqmYPnww1A3TY0Th0U5XsxhISRCOGklJD65qZ883AgJ6QkWNVVVzju4M2PGDPN5tG5Objksp54K/OMf2m5WOILF7nQ7giUSrYS8KljOO097noqK0OOgN4ieXYdFXO8HH4SOKGwkWLQYPz606bSCmIvVqJHcrP+cc4zXp4coWMT/zqlgER0bJyEhK4m6aofFSlcPdFgIiTBWHZYWLQIjoYo30RNOCJ7PrJKUJGuCxYp4On48uOWHF3BLsCgVu5Zw01uHWWV4/Lh9h0WNWw6L05BQJAWLmaATBcudd+rPp75hjRmjPV84OSz/93/G0wHzG3P79vL107mz9rrEFjN//SswbFhg+mWXhS6jlXcGBCfXii35xHPRjmBp2zbwOTHR/vlgZX510u1FFwF5edrztm8vv1dXy32tFBYGyvmPfwTPG2PBwn5YSHxjNW9l165ABSNWhCecEJxHYiZYtBI71dhxWGLcr0EIZiEhqxWWUqlqVa5OBUu4DgwQGYfFjmCprIydwyLmsDRooD+f1bCQXYdFfczM1mcm+hMS5GOpda1VV4eOIC3ewG+6KdCZ4o03AtOn6x8TK9eyHcFyxhlySCk93VlIyEp51A5LUhLw0kuBkcF9vkCZlfrw22+BCy8MLPN//xfqOFOwEBIG4sVuVGmIlZ/osKgvyGgKloMHg/vo8AJmDotVlMrSjsMSiRwWNW4JFrPWSHq/x9phsdLU16qLFm4Oixq7Q14o29ITLMq5okzXS0JNTw+vd2zAXtmTk+WkXYVIOSwJCYFxlOrUCT5OdeoEnDSlBZY6ny4pKTRhmSEhQsJAvAitVhpGISGzHJbjx80r3qQka4Jl717zeaKNW4LFKCT0wAPay4TrsDhtiqug3m+r/bCIT6tm63RLsAChrYTshISMyhAph8Xs+rR73pkJFvW+6gkWK/9Ho0bG0+0IFnV57eawWCmvupdftRMlChG9JuMeFCx0WEh8Y9VhEVGHhETMHBYrgqVRI2uCRemTw+iGF23MOo5TyMoCior0pxuFhD76SHsZs8pQK+9AJFYhIaP1RkqwaCXHmmFVsFh1WLSOTzQdFrWDorctrXNRvBFbyTdr1gz44w/96eEIlkg5LIAshpRzTt2fjIJes++kpFAxRYeFkDBw22FxQ7A0a2bPYWne3HzeaGHVYZk0yXi6UtHZaY6q3EztdhKmcMMN5vOYCRbxfzOqnEUXwm7SrRuj3ZqNAK11LYhi1KgMVh0WLWFjpx8Wo+lWmiIbOSxa+6rnsFj5P5o1M54eTYfFSnmV/0ERI+qQkPhZ73qrU8dzDovtK2fFihUYPHgwsrOz4fP5sEirnwUVBQUFOP3005GSkoJ27dphvkYzudmzZ6N169aoW7cu+vTpg2+++cZu0UhtxInDEk5IyEoOi5kAUSqI4mL5PSPDeP5oYlWwaAm77OzAZ+V/8fmsiRZJClSGdjsJU7AytpFZSEisvI0qZ/XNOtoOi1mHg1rlOX7cXYdFqwPAcASL+N/s2BE6/eWXg102M4dF2Z5ZSMiKAFB6tR0wQHt6OILF7vmu7I84EKneNpT9VIeExP9frzWWlsNiFCaNArYFy6FDh9CtWzfMnj3b0vzbt2/HRRddhPPPPx+FhYWYOHEirr32WnwiDEL35ptvYtKkSZg2bRq+++47dOvWDXl5edin1Y01ISJOHBbxAlVXFmoBo8aqwyKWRd2cUC1YzJ7eIs055wQqJrNWQgpawk6M84sVotkN+uqrga5dAzkZkeiqXMHMYRHPB6uCZdu24G7zjbbnlmAx679H6z90W7BozWd087eTw6KVMzJqFPD226HbMsthccNhufhiYNMmeWBMLewIFvWxd5rDsnw5sGGD3BRZjRgSUt71egWPoxwW24Jl0KBBuP/++3HJJZdYmn/OnDlo06YN/v3vf+O0007DhAkTcNlll+Hxxx/3zzNz5kyMHTsWY8aMQceOHTFnzhzUq1cPc+fOtVs8UtsINySkviDdSLpVCxC1G6FUEHv2yO+nnGK8vkgzblxgv606LFrHqX79wGc7N4R58+SbgeLWxoNgEcMmivBU8/jjkWvWbCZYtMpuVbB4ISRkBbtJt+pWMgpWw5adOukP62Gn7OE6LMrydevK4xqpewwW59FLuhX/f706T6tTu3gTLHZZuXIlcnNzg37Ly8vDypUrAQCVlZVYu3Zt0DwJCQnIzc31z6OmoqICZWVlQS9SS3EiWMSLUP10YeawWAkJ1a8fXBZ1haTe5llnGa8v0iQmBvZp6FDngkU8dk7GeFLyMtxqRaOFWcdxTkNCWkyaFDmHRd2kWU04giWckJDRf23m3NlNulU6dDMLCWkJG7sOi5u4FRLS+w6EOixqwSJ+1hMsNcFhsUtxcTEyVDH6jIwMlJWV4ciRI/jtt99QVVWlOU+xzpPLjBkzkJ6e7n+1bNkyYuUnHsdpb5MK4gWplWSmxorDon5i87pgSUgIhGO+/959wWL1Bq3cAL3isBjF6/UGcDTbXjwIFqsOi9s5LFZZvhyYMwc491z5u1nSrZhPpeC2YIlls2at8qsdFnXSrbgOvYYGtVGwRIIpU6agtLTU/9qtFz8mtYtwBUtKirk9rCdYjBJt1QJF/N69OxBrwa2uAJ3msIiCxckNQelEzyuCxagljtO+SqIlWPRyWMRE1Lfe0l7WqhjTms/ov7v6avncv/xya+vX49xzgeuuC3y36rCI17bdZs1mhJPDovWQZHTNqKdplV/LYdFzPY0cFo+FhCLeD0tmZib2qjrI2rt3L9LS0pCamorExEQkJiZqzpOZmam5zpSUFKRYGQCK1C6cCBZRPFhpTqsXEho+XBYfZ54ZWhYjh+X666NvSatRb99KpaQVOgvXYYlkSEjp8dOslZD4Xx08qD+v095g3eyHxQgrDsuwYbLwUf+X6g7p9Fi9OvQ3o33LzJSPqdNWYHpYzWGJF4dl5ky5VZKeuLbTD4uVZs1GOSy1zWHJyclBfn5+0G9Lly5FTk4OACA5ORk9e/YMmqe6uhr5+fn+eQixhFhpPP+8tWXsPmnpOSxJSfITZMeOoWUxEizZ2e484YWDugK00nTRLOnWSQ7Lq6/K75FwWJTyGDksP/8MbNkS+B4pwRJJgapsT0+wqMfX0fofjfbbDLP/zurAoHaw2qw5kjksVVWBvmPE5v1aGOWwFBbKAw4aHSM7Pd2KDou4TqshIY85LLb/qfLychQWFqLwzxEdt2/fjsLCQuzatQuAHK4ZNWqUf/7rr78eP//8MyZPnowff/wRzzzzDN566y38QxgFctKkSXjhhRfw8ssvY/Pmzbjhhhtw6NAhjNEbJZQQLUSRMHas7F6YoZVhb4SeYDGqqI1CQuJNPlaoK0Ar4Y5IhIT0yhMuCQmBytpOHoXRjdtpSMjqcoCzG6kSptG6sYgiy+gYW3VYtIhkwrQeVps1R9JhOX5c7gjy4EHzzieNBIsdMWKEVkhI3P84Tbq1/SizZs0anH/++f7vk/7s8fKqq67C/PnzUVRU5BcvANCmTRt89NFH+Mc//oEnnngCLVq0wIsvvog8oW+K4cOHY//+/Zg6dSqKi4vRvXt3LFmyJCQRlxBD1LaskRjYsUN+mla1YDNF74JVVzRGDosYzvSCYFFXgFZyGLSad4YbElJw22FRBoED7AkWo6bD0QgJ1aljT+AA8n9Xr572eSquy6gMZvkxRnhJsFh1WNxwfKqq9Js8qzEKCSmfjVxOJ2MJqa8pq82a412w9OvXD5JBvE6rF9t+/fph3bp1huudMGECJkyYYLc4hARQn5dGFVGrVvLLLno3EKOnHnUFIzosekPaRxN1+cx6UQW0RYVbDkskBItyLtjJNTASN+Ek3Tq9sVmhrEweedgscdpo3eE4LJFMmNbDatf8eiERNwSLeCOfPFlOCr7kEmDhwtB5jZJurYgROzksSgd8DRsGTxePWRyFhDj4Iak5qG9Gdit8KxWX3pOPUUVtJFi86LC4IVic5LBoLesGYh8UblW4TgcIrKhwP+lU5Oqr5Z6Lhw0zns/oGP/6q/Pte8Vh+ewzoFcv+bNW0q1eeMQpokAcO1buquCUU7QT+cMNCdlxWB59VO5p+4IL9MvAZs2ExAC1YJkwQb6xXnmle9vQEyxGISGjCsaJYBk+3P4yRqjLZ9aLqtYygH7SrZOQ0Jo1wBVX2FtOD9FhsRti0cNq01+1sCkrc68/Ei2WLQPuu898cESj/2T7dufb94pg+fpr4Mkng6frPZC4lcOi4PPJveLqCVOjkJDbOSwdOgDjx4eWRTwW7OmWkBigFiwtWsjx+Jdfdm8ba9dq/25U0ainiTcxJ4Klfn3tsVac4iQkpLW/WoMfAs5CQj17AlOm2FtODzGHxa3B25x2rlZaGmiJZNZhYDihCjNBZXS+ag08aBWvhIREtHJY7CxvBSt9F+ltL5IOix6i8IijpFsKFlJz0MpPsNOM0sp8d92l/bv6ohfLoq7ExZudkwpedAzcwElISF1pzpwpP1UqhGO5a1n44SC2kPjhB3fWaXeAQK28lZtvNl5Wvf/XXGNtm+J29TC66RUVWd+OnfWasXChnJC+YIG95czOL2W6XueO0e5WIFyHxU4Oix6icGdIiJAY4KTjODc4/XTg2mv1y+Kk2bARPp+7++rEYfH5gpf7xz+CKzezkJiVnB+nT75nnSWPrquQkBDYJ7cqXL0BD9UoTodWgrdZR4Xqm87FFwPCKPeGGAkWny9yN+lwHJahQ+WEX7shT7N9Uc6nTp2AWbOAN98Mnh6Ow6Jsu0UL68uEm3RrJySkhyhY9JLAPZh0S8FCag6xECzDh8thIqPQjlFIyAkJCe6FNpT1iVht1qq+4erdrLQq2DZt9Ner3Nyd3kjq1dNPAI42yn9dpw7wwQfB0+z21l2njvEQEFrb1SKSxyPcdTt1HBW08kbEMt1yS+jQAOEIlm+/BS68EFiyxPoy6u3pjfGjh9sOi3jMxdZEqal0WAiJGLEQLFYqOzsOy1VXWdumm4LF6U1GXZmJFZ+Zw6IXNwcCrTucugCpqcHrj+XQB4pwSEgIzTuy67BYGZxTwSiHxU6+lV1inXSrFd4w+//DcZt69gQ++ig4HKqF+F9bESxGnaa6cYzF+kPcvihYGjakw0JIxAhXsDipuPQqQ6MbttHT79VXA/v3AytW6M/j88VWsGzcKL8bOSzi/msdIyPB0rmz/nJWUDsssRQsinBwS7BYdSDU55i4LaP/O9wm17FOutU6r8zO70ieH126yO+XXaa/Pa3+YV56Sa4HtHCjvGL9oTcoZHo6HRZCIkYkHRbRvr/oosBnKyJHXWH26BE6z6ZNwDvvyCPRNm1q3ApIGcjPLexWgIqgUFdmdlphqG8snToBo0bJx/bss+Xf3HJY3Hrqv/12+8uE47Co8flCw0jiMfrll9DtKlhN7AxXsMTaYdESLFaTciPBt9/K+U4nnxz4TX2MtBwWn0+uB5QQoNAzvCv5R40bBz6Ljq+47tTU0LKy4zhCXCJcwaK3/N13y/2CfPyx/F280VipPNTdgD/zjHzTHzo08HunTsG2sjKQmhZ6FaxWMu4rr8jNuq+7Tq6ktIYicHqTMbrh2g0J1asX2vw8HIfFzZDQxInyoJZXXy0LAaV/DytYdVhSU4EjR4Knq8+thASgdWs5ZLZmjfxbnTqBp+XsbNlZOnQoVLCI/4HRGEl2RZQaLwqWWDosKSlARoax42iUw/K//8n94nz8sfWEayMWLJBz7srLgWeflX/T67NHq26jw0KIS7jlsDzySPATkc8XLDrEp1y7IaH27eWnpnvuAbp31y+DE8GidbNp0ULu9XPYMOsdWVnFqmDRWr8610CrbE7LlZoafkjottsCn//1L7n30sREOWfBDsrTa0KCXC6xRYZ4/B56KHRZLcECyL2XKujlEYmCZfRo645cvIeEtFq8pKcbLx/rZs16QwYActmN6gm7DB8u129iSKhzZ/lh5tRTQ3Of1NcpBQshLuFWDsvttwNbtwZ+T0gIroitOCx6gkUrHKSF0RhDets0a3Wid+N2K+nWznbVNxatdTm9kagdFif7N25c4HM44yKJISEg2GURz6NmzczXpRwPUcyqRaOyr8qN5+yzgXnzrOc8xbvDoiVYmjQxXt4sYdYNnDosCm6LKvF8SEmRw4mbNoW6LWlp8vlz003yd4aECHGJcAWLXsWl7nPEKONfC3HZU0+1Vhajit+OwxLutowwEixmISH1jUWrp9BYOixZWcDUqXKYRmw5YfdYiSEhQF6X0jGbuC4xp0BBz2ERBYuZw6KIWKs3mprosOgJlvXrgV273HUw9DASLHpjHEUSJRlYQTluWl0ajB4t9zX11FMULIS4hlPB8u23cl7CAw9oT1eHhERh0L69+frFG5N61FQn6N2AzRwWvcrGqTCwKli01q8uq1bLKavluuUW4IknAt/daNacmAjce6/273ZQOyziDVUs1+mnhy6rvnlpOSxt2gS3JlHKp2xX+W41JBTvDovWNaAnWLp2lV/RxshhiRY33SS7LAMGBP+uzqNSUOo/ChZCXMKpYOnVS05O1UNLsHz+OfDhh3IPr2ZlEStxo9wUq+g9hWkJCFEg6VU2iYlyqOKPP+yVw+rNzalgsfq0qX6qT0kJv+M4vWXs3lzUDou434mJshV/+LDzkNDVVwO9ewMDBwaXW+ywzg7x3krISUgoGoj1gZ5zFk2Sk4E77rA+v3IeudmdggMoWEjNIVLNmhMSgm80KSnA+efLLyuINw2j3BQ75dFCvFl06wYMHhycM6MnWJKS5DF2srLslSOckJBasGh1pme1IlfflOvUCXVY+vaVR/C1it6NXmtfTjpJDi1ooXZY1Anb4oCRZmito7oaePrpwHd1SMiuYAnXYYl1SEir4zgvCBYjop30a0SnTsD334cOJeERh4VJt6Tm4LZgUW4MAwYEV4R2K3W3HRYrgmXsWGD69ODpek9HJ5wAZGbKT+p2CKeVkJshIa2xWdQ5LMuX22sWqrdtdWjliiuA//xHfz1GgsVuc1slYVe8wek1X1acndrmsGiFhPQG94smRnVTLDs2VPP++3IXCPn5wb9TsBDiMm4Lll9+AQoL5ZCRXcHiRkho3TrgvvtCf7ciWOz0oaC4EXZvNlaFmxWHxc2QkNphSUyUfzvlFO3lZ8+2th1AWyAYiQKjkJCdLuP//W9r+VJKWRYvDpTPDnYFi7pMsRYsegP5xRqjusnKeR4tF+bkk4E5c4K7dQDk0PJ998ndMcQQChZSc3BbsDRpIodWAP3+M6yURazE7YSEuneXO61TOnhS0Ku8xIrbjmBRblJuPo0bxeyB0BuLmw6LVkgI0M8TufFGa9sBtAXLiSeaz6+Uwe7IvAqTJgV/V/rxufrq0PIAwO+/298GYO3cFt2r1q2BpUsD32MdEopHwWLlPI/VSPQKaWlyXWQn7yUCULCQmkMkL+pYhoSuvz44nOHUYdE7Psq8Vm5uYvf0RsdBDJ1otTyItMMi3lQVtH6zi7pjrcREOd7/9ttyeEjNsmXyu/KfhdOni8i0abIDpz6f1P/hr7/aW68Vh0VsBpyYCJx2mv72o4FeSOi224Ddu6NfHrt4KYfF41CwkJpDtASLWfNhdVnEPkac5rCINwKngmXwYDmpbuxY7eXNno7XrZN7yVSwGj4oKwv9zc0cFnW5k5KCHRZRZPz3v9bWqYfeGD2XXQb076+/nJZgMbu5O7mRqY/F5s32lrcixkXBUqdO8H7EwmERER2WvDy5p2cvEC8hIY9DwUJqDm4OCKjGbkhIROw9sn59Z9s3C/cAwTcOrfBHaqo80vLzz5svr4VabFlNui0tDZ2uFixaCcFWBYv6eJx7brDAFAXL//2f9jqsJmYajdFjhBOHxclNSl0evRF/9TAToW3bAldeGbw9Kz21RhLxgUD8H2MtnkTCDQmF23qrhkDBQogVwgkJiYLFaSUqVmpGDst//gOMHx88sKKI0U3QrGxarXH0EJ9srTgsWrkHTm7Yu3fLCYLisuowjhZK6MaMXr2Cv5u5Wgrh5rBYRf0fKl2qW8Xs3P7pp9Cef60eg0ghChY7rbC8gpVjdu21cj7dXXdFvjwehoKF1By8lMMilkVvNFQ7WA0J/f3vcr8cTnt3tTNdS7B89BFw1VXAlCmB36wIliVLQudx4rBoDXRnRbD06SMnFZrRv78cWlPwssNy6qnAY4/ZW97MYVGPq+UFwSImk4vCN14clpYtzZdv0EBusajuqqCWQcFCag6RFCzhtBK64AL5vXlz59tXOyxKaEkcPTjc/hzMKnj1dK3jcOGFwPz5waEvrXGCUlKAZ56Rb/5HjgDnnRc6j5P90doHtWC5+WbtZa1u79JLA58j6bCEK1guvtjaufrCC/L7m29ay0tSCxYr4cpIIgoWsfxeEixGDB8uJ7MvWhTrkngeChZSc8jJidy67SbdirRrB+zYAWzb5nz76ptCYSHw8MNy/xwK4Vrgdh0WK0+GetStC9xwA/DBB/pNUd3I4QBCBcusWdoD3jlpRi3eFK0IFrdaCekhrt9qD6/XXisfo8svtyZw1KIg1qEXUbB4KQFYxCyH5ZFHgCFDoleeOMVD/yghDvnxR+C99+zH6+0QTkgICO3q2i7qkNDJJwOTJ8vCRWseJ9jNYbnxRnnE2wsvtL8tK6LPLYdF7fD4fNo3cyetkrwcEtIaAVoP5f+IR4dF/H9jnQCsR6z7Uakh0GEh8U+HDnLOhNMWOFYIp5WQG+gl3bpZQdt1WFJS5PDP5Zfb31akBEs4roXYFNoI8TjYDQnZeer/y1+sz6sgrl/pyt8O4rl9ww1yF+3q1mHiNiTJWzks8eiwEMtQsBBihXBaCbmB3lOs3s3TCWIF37Zt6HSn61da1ohD2VsRLFZvfm7dJMeNk5Nv77/feD4nx1wrh8WMQYPkZGS9gRXNyqbXUd733+svL5avUSNZNIkJ1ECoYIm1wyIKFrEsXhIsxBUoWAixQrghoXDRayUUrsOiF974v/+TO1m76KLw1g/I49q8/DLwxBOB3yLlsIRD/frAqlXAv/5lPJ+Tp3grDsvatYGhIAD55p+XZy9XSFy/6AqOGye/v/QS0LGj/vLiua2sS/0/iKLGCw4LQ0K1BgoWQqzg1ZCQlebORog3OPFzUpIsWlq31p5uh2bNgFGjgsdRctNhiTbhhISMHJbTT5e73Fcv47Rs4jF+9llg+/bQsYfUaLWyUe+X2mGJ9f8UDw4LBYsrULAQYgXRYYnFYGVu57AoIxeLPb+qBQugP4hjuNRWwWJ2ExXFcLhJt6LITkgIFp96aAkW9f8uflef5wwJkQhCwUKIFcTKX6tfETWRDAmJNwWngiU/H3j00UAfHOrltQRLuCEa8bjZyeUwQ+8mGamRe8PJYTG7iYpCLtyxhOw2vwe0Q0LXXCO3SrvlFvm7eB5QsFiDDosreOgfJcTDiDc/q+POuIkVV8WOYGnRQh7NVsTMYQmX7Gw5kTM52Z2Rk82oW9daL7d2cdIPizItVg6LVbQclvR0uUt+KyOAxzqHRS8hvTbx0EOxLkHEcPTINHv2bLRu3Rp169ZFnz598M033+jO269fP/h8vpDXRUIy3+jRo0OmDxw40EnRCIkMPh/w+ONyQma7dtHffrSbNUdCsNSpAxQVya1eopFQayQsw9mvSLYSEl2RcHOSnAgWLYcF0BcikRxw1CqiwyKWp7Y6LP/8Z/S2FWVs/6NvvvkmJk2ahDlz5qBPnz6YNWsW8vLysGXLFjTX6Hr8vffeQ2Vlpf/7gQMH0K1bNwwbNixovoEDB2LevHn+7ylO7ExCIsnEidbn9XpISItIOyyAszCFU154Qc7RMWumbBcrHccNGwa8/Xbge7QcFhG3QkJGeMFhoWCpNdiW8DNnzsTYsWMxZswYdOzYEXPmzEG9evUwd+5czfkbN26MzMxM/2vp0qWoV69eiGBJSUkJmq+Rk06PCPEKY8bI7336uLM+PVelYcPAk7TWeDx2iLTDEg59+8oDO9rhoouAgwe1mymHc2O1knR7xRXByyjHsVMn43WHm8OiNxCgVdq3D3x2klwe65CQKFi8FBLyynUU59gSLJWVlVi7di1yc3MDK0hIQG5uLlauXGlpHS+99BKuuOIKnKCKYRcUFKB58+bo0KEDbrjhBhw4cEB3HRUVFSgrKwt6EeIp7rgD+PRT+eUGeoLlhBPk7vl//FEeEyYcouGwOOWSS/T7RxH7LlGj1/txJEJCYlf46qbvyo00Jwd49VW5vxctxOWchIREweLEYVE6+QOATZvM5/eCYBH3WSyPlxyWcAY+JX5s/aO//fYbqqqqkJGREfR7RkYGfvzxR9Plv/nmG2zatAkvvfRS0O8DBw7EpZdeijZt2mDbtm248847MWjQIKxcuRKJGip5xowZuPfee+0UnZDoUqdOYJRmNzDqb6VDB/e34TXBAuj3f9O/P/Daa8YdormJXtLtwIHA9dfL/amoc1XEJ/+RI/XXHW5ISLx5O7lhJyUBXbsCGzZYGyPKC4Jl9Gjg229lseVVh+XWW4GNG4HLLovM+hs1Av74I/qdLUaZqErQl156CV26dMEZZ5wR9PsVgn3apUsXdO3aFSeffDIKCgrQv3//kPVMmTIFkyZN8n8vKytDy3BGjiXE60Sj+3MvOyyAcYd9f/tb9Mqh57AkJMgdtAHAsmXBy1hNTnUzJOSUFSuAzZuthTO9cH5cfz3QpYs8AvfixYHfvXTzrl8feOedyK3/88/lVn8zZkRuGx7A1j/atGlTJCYmYu/evUG/7927F5mZmYbLHjp0CAsWLMA111xjup22bduiadOm2Lp1q+b0lJQUpKWlBb0IqdFEQ7CIeWPxJljsEokcFhEjh8UIcR+diA83BEt6OnDmmdaOkRccloQE4Jxz5J6UvdBqKRZ07w589hnQu3esSxJRbAmW5ORk9OzZE/n5+f7fqqurkZ+fj5ycHMNl3377bVRUVODvFhLn9uzZgwMHDiArK8tO8QipuUTD3m7VKvC5pguWSDdrdipYRIfl2DF75QLcESx2UO9XrHsn9tL5SlzHtmc2adIkvPDCC3j55ZexefNm3HDDDTh06BDG/NkqYtSoUZiiHt0Tcjho6NChaNKkSdDv5eXluP3227Fq1Srs2LED+fn5GDJkCNq1a4e8vDyHu0VIDcOod1G3qE2CJRysDH6ol3RrhricE8HiZBk3Ofvs2G6/tjostQTbOSzDhw/H/v37MXXqVBQXF6N79+5YsmSJPxF3165dSFDFDrds2YIvv/wSn2q0mEhMTMSGDRvw8ssvo6SkBNnZ2RgwYACmT5/OvlgIUYi2YDl8OLLbsoskeVOwuO2wiAIoHhwW5fz49Vdgzx45NBFLKFhqNI6SbidMmIAJEyZoTisoKAj5rUOHDpB0Kr7U1FR88sknTopBSO0hGiEhsauBoiL53SuCBZCPQXIyUFkp92J75EhsymGl4zinDotIPAmWrCz5FWu8dL4S1/FQGjUhRJdotXhQOg5Thsbw0g3A5wNKSoCystiM56QQSYdFJB5CQl5zNLzU9wpxHf67hMQD0QgJAcC6dcDevUDbtpHflhMUoRLLJqtOBIuVEb7VxJPD4hX++lfgqafkVkOkxkHBQkg8IN4YI3mTOOGEgFiJ9LbCIdzWKG61EnI76VZEGIPNMtEWLF6jbl39XoRJ3MOQECHxQKwchZoqWMLBqNdhhViFhKIlWB5+GGjSBJg5MzrbIwQULITEB+IN2qsiIpqEK+Dc6jhObz1uOCxOeu8eN05+D3cgTDMmTwb27QNOPTWy2yFEgCEhQuKBWAkWr4ojrzgseoTjsHz6KbB8ubPhBiZMAHr2jE7zYi91fU9qBRQshBB9vNYKRMErOSx6hCNYLrjA+cCZCQnAWWc5W5YQj0OJTEi8EU3XY9Qo+b1Ll+ht0wpecVj0yqH+3avCj5A4goKFkHgjmoLloouAjRtj1/Ji9Gh5UMY/h/7wE65gcSuHxei/OOmkwGcKFkLChiEhQogxnTvHbtvz5sl9mKjDMLEMCVntnOynnwKDGVKwEBI2dFgIiTe8mggbKbRyRmIZErKabCq2FKJgISRsKFgIIfFHLAWLE5z0dEsICYKChZB4o7Y5LFp4pUmtVeFEh4WQsPHIVU8IsQwFC/Dcc/L7/ffHthzZ2dbmo2AhJGyYdEsIiT8uuAA4ckQeOyYWLFsmDxKpjG5tBgULIWFDwUJIvEGHRSZWYgUA+vWzN/8pp0SkGITUJhgSIiTeoGCJH1auBK69FnjiiViXhJC4hw4LIfFG/fqxLgGxyplnyi9CSNhQsBASLzz+OFBQAFxxRaxLQgghUYchIULihYkTgUWLQgfWI/ZhWI2QuIOChRBCCCGeh4KFEFL7iLeecgkhFCyEkFoIQ0KExB0ULIQQQgjxPBQshBBCCPE8FCyEEEII8TwULIQQQgjxPBQshBBCCPE8FCyEEEII8TwULISQ2kcsR3omhDiCgoUQUvt4+mmgfXvghRdiXRJCiEU4+CEhpPZx8snA//4X61IQQmxAh4UQQgghnoeChRBCCCGeh4KFEEIIIZ7HkWCZPXs2Wrdujbp166JPnz745ptvdOedP38+fD5f0KuuKkNfkiRMnToVWVlZSE1NRW5uLn766ScnRSOEEEJIDcS2YHnzzTcxadIkTJs2Dd999x26deuGvLw87Nu3T3eZtLQ0FBUV+V87d+4Mmv7II4/gySefxJw5c7B69WqccMIJyMvLw9GjR+3vESGEEEJqHLYFy8yZMzF27FiMGTMGHTt2xJw5c1CvXj3MnTtXdxmfz4fMzEz/KyMjwz9NkiTMmjULd911F4YMGYKuXbvilVdewa+//opFixZprq+iogJlZWVBL0IIIYTUXGwJlsrKSqxduxa5ubmBFSQkIDc3FytXrtRdrry8HK1atULLli0xZMgQfP/99/5p27dvR3FxcdA609PT0adPH911zpgxA+np6f5Xy5Yt7ewGIYQQQuIMW4Llt99+Q1VVVZBDAgAZGRkoLi7WXKZDhw6YO3cu3n//fbz66quorq5G3759sWfPHgDwL2dnnVOmTEFpaan/tXv3bju7QQghhJA4I+Idx+Xk5CAnJ8f/vW/fvjjttNPw3HPPYfr06Y7WmZKSgpSUFLeKSAghhBCPY8thadq0KRITE7F3796g3/fu3YvMzExL60hKSkKPHj2wdetWAPAvF846CSGEEFKzsSVYkpOT0bNnT+Tn5/t/q66uRn5+fpCLYkRVVRU2btyIrKwsAECbNm2QmZkZtM6ysjKsXr3a8joJIYQQUrOxHRKaNGkSrrrqKvTq1QtnnHEGZs2ahUOHDmHMmDEAgFGjRuHEE0/EjBkzAAD33XcfzjzzTLRr1w4lJSV49NFHsXPnTlx77bUA5BZEEydOxP3334/27dujTZs2uPvuu5GdnY2hQ4e6t6eEEEIIiVtsC5bhw4dj//79mDp1KoqLi9G9e3csWbLEnzS7a9cuJCQEjJs//vgDY8eORXFxMRo1aoSePXvi66+/RseOHf3zTJ48GYcOHcK4ceNQUlKCs88+G0uWLAnpYI4QQgghtROfJElSrAsRLmVlZUhPT0dpaSnS0tJiXRxCCCGEWMDO/TvirYSigaK52IEcIYQQEj8o920r3kmNECwHDx4EAHYgRwghhMQhBw8eRHp6uuE8NSIkVF1djV9//RUNGjSAz+dzbb1lZWVo2bIldu/eXWtDTbX9GHD/uf+1ef8BHgPuf2T3X5IkHDx4ENnZ2UH5r1rUCIclISEBLVq0iNj609LSauWJKlLbjwH3n/tfm/cf4DHg/kdu/82cFQXbgx8SQgghhEQbChZCCCGEeB4KFgNSUlIwbdq0Wj1uUW0/Btx/7n9t3n+Ax4D77539rxFJt4QQQgip2dBhIYQQQojnoWAhhBBCiOehYCGEEEKI56FgIYQQQojnoWAxYPbs2WjdujXq1q2LPn364Jtvvol1kWxzzz33wOfzBb1OPfVU//SjR49i/PjxaNKkCerXr4+//vWv2Lt3b9A6du3ahYsuugj16tVD8+bNcfvtt+P48eNB8xQUFOD0009HSkoK2rVrh/nz50dj90JYsWIFBg8ejOzsbPh8PixatChouiRJmDp1KrKyspCamorc3Fz89NNPQfP8/vvvGDlyJNLS0tCwYUNcc801KC8vD5pnw4YNOOecc1C3bl20bNkSjzzySEhZ3n77bZx66qmoW7cuunTpgsWLF7u+v1qYHYPRo0eHnBMDBw4Mmidej8GMGTPQu3dvNGjQAM2bN8fQoUOxZcuWoHmiec7Hog6xcgz69esXcg5cf/31QfPE6zF49tln0bVrV39HZzk5Ofj444/902v6/2+2/3H930tEkwULFkjJycnS3Llzpe+//14aO3as1LBhQ2nv3r2xLpotpk2bJnXq1EkqKiryv/bv3++ffv3110stW7aU8vPzpTVr1khnnnmm1LdvX//048ePS507d5Zyc3OldevWSYsXL5aaNm0qTZkyxT/Pzz//LNWrV0+aNGmS9MMPP0hPPfWUlJiYKC1ZsiSq+ypJkrR48WLpX//6l/Tee+9JAKSFCxcGTX/ooYek9PR0adGiRdL69euliy++WGrTpo105MgR/zwDBw6UunXrJq1atUr64osvpHbt2kkjRozwTy8tLZUyMjKkkSNHSps2bZLeeOMNKTU1VXruuef883z11VdSYmKi9Mgjj0g//PCDdNddd0lJSUnSxo0bY34MrrrqKmngwIFB58Tvv/8eNE+8HoO8vDxp3rx50qZNm6TCwkLpwgsvlE466SSpvLzcP0+0zvlY1SFWjsF5550njR07NugcKC0trRHH4IMPPpA++ugj6X//+5+0ZcsW6c4775SSkpKkTZs2SZJU8/9/s/2P5/+egkWHM844Qxo/frz/e1VVlZSdnS3NmDEjhqWyz7Rp06Ru3bppTispKZGSkpKkt99+2//b5s2bJQDSypUrJUmSb34JCQlScXGxf55nn31WSktLkyoqKiRJkqTJkydLnTp1Clr38OHDpby8PJf3xh7qm3V1dbWUmZkpPfroo/7fSkpKpJSUFOmNN96QJEmSfvjhBwmA9O233/rn+fjjjyWfzyf98ssvkiRJ0jPPPCM1atTIv/+SJEn//Oc/pQ4dOvi/X3755dJFF10UVJ4+ffpI1113nav7aIaeYBkyZIjuMjXpGOzbt08CIC1fvlySpOie816pQ9THQJLkm9Ytt9yiu0xNOwaNGjWSXnzxxVr5/0tSYP8lKb7/e4aENKisrMTatWuRm5vr/y0hIQG5ublYuXJlDEvmjJ9++gnZ2dlo27YtRo4ciV27dgEA1q5di2PHjgXt56mnnoqTTjrJv58rV65Ely5dkJGR4Z8nLy8PZWVl+P777/3ziOtQ5vHasdq+fTuKi4uDypqeno4+ffoE7W/Dhg3Rq1cv/zy5ublISEjA6tWr/fOce+65SE5O9s+Tl5eHLVu24I8//vDP4+VjUlBQgObNm6NDhw644YYbcODAAf+0mnQMSktLAQCNGzcGEL1z3kt1iPoYKLz22mto2rQpOnfujClTpuDw4cP+aTXlGFRVVWHBggU4dOgQcnJyat3/r95/hXj972vE4Idu89tvv6GqqiroDwOAjIwM/PjjjzEqlTP69OmD+fPno0OHDigqKsK9996Lc845B5s2bUJxcTGSk5PRsGHDoGUyMjJQXFwMACguLtY8Dso0o3nKyspw5MgRpKamRmjv7KGUV6us4r40b948aHqdOnXQuHHjoHnatGkTsg5lWqNGjXSPibKOWDJw4EBceumlaNOmDbZt24Y777wTgwYNwsqVK5GYmFhjjkF1dTUmTpyIs846C507d/aXLRrn/B9//OGJOkTrGADA3/72N7Rq1QrZ2dnYsGED/vnPf2LLli147733AMT/Mdi4cSNycnJw9OhR1K9fHwsXLkTHjh1RWFhYK/5/vf0H4vu/p2Cp4QwaNMj/uWvXrujTpw9atWqFt956yzNCgkSXK664wv+5S5cu6Nq1K04++WQUFBSgf//+MSyZu4wfPx6bNm3Cl19+GeuixAy9YzBu3Dj/5y5duiArKwv9+/fHtm3bcPLJJ0e7mK7ToUMHFBYWorS0FO+88w6uuuoqLF++PNbFihp6+9+xY8e4/u8ZEtKgadOmSExMDMkc37t3LzIzM2NUKndo2LAhTjnlFGzduhWZmZmorKxESUlJ0DzifmZmZmoeB2Wa0TxpaWmeEkVKeY3+18zMTOzbty9o+vHjx/H777+7cky8eP60bdsWTZs2xdatWwHUjGMwYcIEfPjhh1i2bBlatGjh/z1a57wX6hC9Y6BFnz59ACDoHIjnY5CcnIx27dqhZ8+emDFjBrp164Ynnnii1vz/evuvRTz99xQsGiQnJ6Nnz57Iz8/3/1ZdXY38/PygOGA8Ul5ejm3btiErKws9e/ZEUlJS0H5u2bIFu3bt8u9nTk4ONm7cGHQDW7p0KdLS0vwWY05OTtA6lHm8dqzatGmDzMzMoLKWlZVh9erVQftbUlKCtWvX+uf5/PPPUV1d7b+wc3JysGLFChw7dsw/z9KlS9GhQwc0atTIP088HBMA2LNnDw4cOICsrCwA8X0MJEnChAkTsHDhQnz++echYatonfOxrEPMjoEWhYWFABB0DsTzMVBTXV2NioqKWvH/a6HsvxZx9d87Ttet4SxYsEBKSUmR5s+fL/3www/SuHHjpIYNGwZlTscDt956q1RQUCBt375d+uqrr6Tc3FypadOm0r59+yRJkpv4nXTSSdLnn38urVmzRsrJyZFycnL8yytN3AYMGCAVFhZKS5YskZo1a6bZxO3222+XNm/eLM2ePTtmzZoPHjworVu3Tlq3bp0EQJo5c6a0bt06aefOnZIkyc2aGzZsKL3//vvShg0bpCFDhmg2a+7Ro4e0evVq6csvv5Tat28f1KS3pKREysjIkK688kpp06ZN0oIFC6R69eqFNOmtU6eO9Nhjj0mbN2+Wpk2bFrVmzUbH4ODBg9Jtt90mrVy5Utq+fbv02WefSaeffrrUvn176ejRo3F/DG644QYpPT1dKigoCGq2efjwYf880TrnY1WHmB2DrVu3Svfdd5+0Zs0aafv27dL7778vtW3bVjr33HNrxDG44447pOXLl0vbt2+XNmzYIN1xxx2Sz+eTPv30U0mSav7/b7T/8f7fU7AY8NRTT0knnXSSlJycLJ1xxhnSqlWrYl0k2wwfPlzKysqSkpOTpRNPPFEaPny4tHXrVv/0I0eOSDfeeKPUqFEjqV69etIll1wiFRUVBa1jx44d0qBBg6TU1FSpadOm0q233iodO3YsaJ5ly5ZJ3bt3l5KTk6W2bdtK8+bNi8buhbBs2TIJQMjrqquukiRJbtp89913SxkZGVJKSorUv39/acuWLUHrOHDggDRixAipfv36UlpamjRmzBjp4MGDQfOsX79eOvvss6WUlBTpxBNPlB566KGQsrz11lvSKaecIiUnJ0udOnWSPvroo4jtt4jRMTh8+LA0YMAAqVmzZlJSUpLUqlUraezYsSGVSLweA639BhB0PkbznI9FHWJ2DHbt2iWde+65UuPGjaWUlBSpXbt20u233x7UF4ckxe8xuPrqq6VWrVpJycnJUrNmzaT+/fv7xYok1fz/32j/4/2/90mSJDn3ZwghhBBCIg9zWAghhBDieShYCCGEEOJ5KFgIIYQQ4nkoWAghhBDieShYCCGEEOJ5KFgIIYQQ4nkoWAghhBDieShYCCGEEOJ5KFgIIYQQ4nkoWAghnmD06NEYOnRorItBCPEoFCyEEEII8TwULISQqPLOO++gS5cuSE1NRZMmTZCbm4vbb78dL7/8Mt5//334fD74fD4UFBQAAHbv3o3LL78cDRs2ROPGjTFkyBDs2LHDvz7Fmbn33nvRrFkzpKWl4frrr0dlZWVsdpAQEhHqxLoAhJDaQ1FREUaMGIFHHnkEl1xyCQ4ePIgvvvgCo0aNwq5du1BWVoZ58+YBABo3boxjx44hLy8POTk5+OKLL1CnTh3cf//9GDhwIDZs2IDk5GQAQH5+PurWrYuCggLs2LEDY8aMQZMmTfDAAw/EcncJIS5CwUIIiRpFRUU4fvw4Lr30UrRq1QoA0KVLFwBAamoqKioqkJmZ6Z//1VdfRXV1NV588UX4fD4AwLx589CwYUMUFBRgwIABAIDk5GTMnTsX9erVQ6dOnXDffffh9ttvx/Tp05GQQCOZkJoAr2RCSNTo1q0b+vfvjy5dumDYsGF44YUX8Mcff+jOv379emzduhUNGjRA/fr1Ub9+fTRu3BhHjx7Ftm3bgtZbr149//ecnByUl5dj9+7dEd0fQkj0oMNCCIkaiYmJWLp0Kb7++mt8+umneOqpp/Cvf/0Lq1ev1py/vLwcPXv2xGuvvRYyrVmzZpEuLiHEQ1CwEEKiis/nw1lnnYWzzjoLU6dORatWrbBw4UIkJyejqqoqaN7TTz8db775Jpo3b460tDTdda5fvx5HjhxBamoqAGDVqlWoX78+WrZsGdF9IYRED4aECCFRY/Xq1XjwwQexZs0a7Nq1C++99x7279+P0047Da1bt8aGDRuwZcsW/Pbbbzh27BhGjhyJpk2bYsiQIfjiiy+wfft2FBQU4Oabb8aePXv8662srMQ111yDH374AYsXL8a0adMwYcIE5q8QUoOgw0IIiRppaWlYsWIFZs2ahbKyMrRq1Qr//ve/MWjQIPTq1QsFBQXo1asXysvLsWzZMvTr1w8rVqzAP//5T1x66aU4ePAgTjzxRPTv3z/Icenfvz/at2+Pc889FxUVFRgxYgTuueee2O0oIcR1fJIkSbEuBCGEOGX06NEoKSnBokWLYl0UQkgEoV9KCCGEEM9DwUIIIYQQz8OQECGEEEI8Dx0WQgghhHgeChZCCCGEeB4KFkIIIYR4HgoWQgghhHgeChZCCCGEeB4KFkIIIYR4HgoWQgghhHgeChZCCCGEeJ7/B9GlhD25ZD9fAAAAAElFTkSuQmCC", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from scipy.interpolate import make_interp_spline, BSpline\n", + "import numpy as np\n", + "\n", + "xnew = np.linspace(49, 35150, 500)\n", + "\n", + "spl = make_interp_spline(train_loss['step'], train_loss['value'], k=3) # type: BSpline\n", + "train_loss_smooth = spl(xnew)\n", + "\n", + "plt.plot(xnew, train_loss_smooth, color='orangered')\n", + "plt.title('Train Loss', fontdict={'fontsize': 15, 'fontweight': 'bold'}, pad=15)\n", + "plt.xlabel('step')\n", + "plt.ylabel('cross-entropy loss')\n", + "\n", + "plt.savefig('Hagrid_checkpoint_231210/train_loss.svg', format='svg')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot train accuracy step" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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metricvaluestep
362train_acc_step0.18750049.0
363train_acc_step0.33333399.0
364train_acc_step0.270833149.0
365train_acc_step0.250000199.0
366train_acc_step0.312500249.0
............
16501train_acc_step0.60416734949.0
16502train_acc_step0.72916734999.0
16503train_acc_step0.52083335049.0
16504train_acc_step0.64583335099.0
16505train_acc_step0.72916735149.0
\n", + "

703 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " metric value step\n", + "362 train_acc_step 0.187500 49.0\n", + "363 train_acc_step 0.333333 99.0\n", + "364 train_acc_step 0.270833 149.0\n", + "365 train_acc_step 0.250000 199.0\n", + "366 train_acc_step 0.312500 249.0\n", + "... ... ... ...\n", + "16501 train_acc_step 0.604167 34949.0\n", + "16502 train_acc_step 0.729167 34999.0\n", + "16503 train_acc_step 0.520833 35049.0\n", + "16504 train_acc_step 0.645833 35099.0\n", + "16505 train_acc_step 0.729167 35149.0\n", + "\n", + "[703 rows x 3 columns]" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_acc_step = data[data['metric'].str.contains(\"train_acc_step\", regex=True)]\n", + "train_acc_step" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "xnew = np.linspace(49, 35150, 500)\n", + "\n", + "spl = make_interp_spline(train_acc_step['step'], train_acc_step['value'], k=3) # type: BSpline\n", + "train_acc_smooth = spl(xnew)\n", + "\n", + "plt.plot(xnew, train_acc_smooth, color='orangered')\n", + "plt.title('Train Accuracy', fontdict={'fontsize': 15,'fontweight': 'bold'}, pad=15)\n", + "plt.xlabel('step')\n", + "plt.ylabel('accuracy')\n", + "\n", + "plt.savefig('Hagrid_checkpoint_231210/train_acc_step.svg', format='svg')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot train_acc_top5_step" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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metricvaluestep
543train_acc_top5_step0.62500049.0
544train_acc_top5_step0.68750099.0
545train_acc_top5_step0.583333149.0
546train_acc_top5_step0.583333199.0
547train_acc_top5_step0.770833249.0
............
16688train_acc_top5_step0.93750034949.0
16689train_acc_top5_step0.91666734999.0
16690train_acc_top5_step0.89583335049.0
16691train_acc_top5_step0.95833335099.0
16692train_acc_top5_step0.93750035149.0
\n", + "

703 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " metric value step\n", + "543 train_acc_top5_step 0.625000 49.0\n", + "544 train_acc_top5_step 0.687500 99.0\n", + "545 train_acc_top5_step 0.583333 149.0\n", + "546 train_acc_top5_step 0.583333 199.0\n", + "547 train_acc_top5_step 0.770833 249.0\n", + "... ... ... ...\n", + "16688 train_acc_top5_step 0.937500 34949.0\n", + "16689 train_acc_top5_step 0.916667 34999.0\n", + "16690 train_acc_top5_step 0.895833 35049.0\n", + "16691 train_acc_top5_step 0.958333 35099.0\n", + "16692 train_acc_top5_step 0.937500 35149.0\n", + "\n", + "[703 rows x 3 columns]" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_acc_top5_step = data[data['metric'].str.contains(\"train_acc_top5_step\", regex=True)]\n", + "train_acc_top5_step" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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RTz31lC1WYO7cuZ7jagjZUxk0aFA0I/h5552HadOmZbhGJBvhaClCCCEZZcaMGVi1ahUWLVoUFTbhcBiXXnpphmtGshWKG0IIIRnlkUcewQcffGBbdumll6J79+4ZqhHJdihuCCGE1AoKCwvRqVMn/P3vf8cll1yS6eqQLIYxN4QQQgjJKThaihBCCCE5BcUNIYQQQnIKihtCCCGE5BQUN4QQQgjJKShuCCGEEJJTUNwQQgghJKeguCGEEEJITkFxQwghhJCcguKGEEIIITkFxQ0hhBBCcgqKG0IIIYTkFBQ3hBBCCMkpKG4IIYQQklNQ3BBCCCEkp8jLdAXSTXV1NX799Vc0aNAAoVAo09UhhBBCiAcMw8C2bdvQqlUrhMPOtpk9Ttz8+uuvaNu2baarQQghhJAEWLNmDdq0aeNYZo8TNw0aNABgXpzi4uIM14YQQgghXigtLUXbtm2j/bgTe5y4sVxRxcXFFDeEEEJIluElpIQBxYQQQgjJKShuCCGEEJJTUNwQQgghJKeguCGEEEJITkFxQwghhJCcguKGEEIIITkFxQ0hhBBCcgqKG0IIIYTkFBQ3hBBCCMkpKG4IIYQQklNkVNzMnz8fxx9/PFq1aoVQKIRXX33VdZt58+ahZ8+eKCwsROfOnfHUU0+lvJ6EEEIIyR4yKm527NiBHj16YMqUKZ7Kr1q1CsOGDcPAgQPxxRdf4LLLLsP555+P//73vymuKSGEEEKyhYxOnDl06FAMHTrUc/mpU6eiY8eOuPvuuwEA++23Hz766CPce++9GDJkiHKbsrIylJWVRb+XlpYmV2lCCCG5QfluIK8ACDNCI9fIqju6YMECDB482LZsyJAhWLBggXabyZMno2HDhtG/tm3bprqahBBCajs7twGnNAIu7ZvpmpAUkFXiZv369WjevLltWfPmzVFaWopdu3Yptxk/fjy2bt0a/VuzZk06qkoIIaQ28+U803KzYlGma0JSQEbdUumgsLAQhYWFma4GIZnj52XAts3AAUdkuiap4bErgR8+B257B4jkfJNGgoLPSk6TVXe3RYsW2LBhg23Zhg0bUFxcjDp16mSoVoTUckbvb/5/9iegefuMViUlzLrL/L/4v0CfYZmtC8keRHFjGEAolLm6kMDJKrdU3759MWfOHNuy2bNno29f+kwJceXXlZmuQWqpKM90DUg2IYqbqsrM1YOkhIyKm+3bt+OLL77AF198AcAc6v3FF19g9erVAMx4mXPOOSda/sILL8SPP/6Iq666Ct9++y0efvhhzJw5E5dffnkmqk9IlpHrb6ZGpitAsglR3FAY5xwZFTeLFy/GwQcfjIMPPhgAMG7cOBx88MG44YYbAADr1q2LCh0A6NixI958803Mnj0bPXr0wN13341p06Zph4ETQvYgDIob4gObuCnTlyNZSUZjbgYMGADDoUFSZR8eMGAAPv/88xTWipAcYk/q8I3qTNeAZBNijE0lLTe5RlbF3BBCfFJdlekapI89SciR5KkWxDDFTc5BcUNILlO1B4mbalpuiA9ESx/dUjkHxQ0hucyeZLnZthnYtSPTtSDZgiiGGVCcc1DcEJLLiENcg87jURssJaIr6qGLgdOaZK4uJLsQhT8tNzkHxQ0huUyqLDeb1wNntAQeyXAaBjnOpnx3vCtu01pg0dvpjckxDFoDajsGY25yGYobQnKZVImbl+8FtmwEXrkvse2DsvqoRkidUgI8cU3s+1/bANcfByx4PZhjemHiicBpTYHSzeb30t+B20aYWZRJ7YBuqZyG4oaQXCZV4iYZK8hjVwDDmwO//5p8PVQiadd2YMa/4pd/Pid+mVf8BmZ/8gawsxT43yvm92lXA/NeBK49NvE6kGChWyqnobghJJcRG/DaElw8625g6ybzf7L4Oadwgs3dx68BJ9YH5s/yv21RPfP/hp8TOzZJHXRL5TQUN4TkMlUpEjdBxK8EEeDsx70VSrC5m3SSGctzy2mxZfNmAO8+pS4vBnEX1a354HC9qiqBS3oDd5yjL5NJqquBpR8BO0ozXZNgEX8bD10MfPNx6o71n6mm9Y65mNIGxQ0huUxttNxECUDc+MlKnKjlRqaqErjtDOCuUcDv6+LX79oe+1xYI26cOrVv/ges+BR479lg6hc0s58GxvUHxh2R6ZoEi/jsbPgZuLxf6o71wBhg5h3mfSZpgeKGkFxGFDSBJvSrJZYbP+ImUcuNzG4hl07ppvj1O7fFPlvzFzm+sdfyCU3ff878v+rrzNYjaDKRyqD09/Qfcw+F4oaQXKY2W27S7pYKSETs3hn7LAoZi13Csmj9HMRNJBL7XBszSkcyOgVh6sjE70F0WZKUQnFDSC4jNqa1TdwEQcYtN4o3cVHwWPVzEmFhQTzUxsDWSH6ma5AaMjHRKsVN2qC4ISSXEQVNbZs1OwhLih9LR1AxN6K42bY5fr3NclNTPye3lGi5qY1DknPWcpOm34N476sq0nNMQnFDSMoxjGByuiRCqmJuAhn1kaUxN2WCW8rNchO9/g7XS6xXbUwml7PiJk2WTFFE0XKTNihuCEk1T98AjGgNvPJA+o+dqqHgIokKnbQHFAcVcyNabhTiRrTcXD8MuPpoZytBbc+3kke3VFLYXjAobtIFxQ0hqeb5W8z/j1ya/mOnKqDYZmpPsMHOljw3Mm4xN7ukIOPP33MeJVNdy8WNH8vNT98Ak04GfvgydfUJinS5pShuMkKO2hsJyTBlu4CHLwX6npDZeqRjtFRlRYJv92mw3IgdWFAxN6JbShVzoxpBtekX/f500wCUlwG/rgTadwt+Rnc/+AkovnIgsPU34OsPgP9TXJvaRNrcUsJxKhlzky5ouSEkFbz2EPD248ANx2e2HrluuXGLIxLrlinLjbyNjE3cCJabG44HLjgAmP+S/zp6oboaeP95YN2PzuX8WG62/mb+3/ZH4vVKF5lwS1XTcpMuKG4ISQWZCiCWSVkSPwHVCBDDAO45H3jxdv126Yi5Ed+UUxFz4xZQ7AXbm70gbj6bbf5/NUWxWu89C9x+JjByb+dyuRpQnK6cQlV0S2UCihtCUkF+QTD7qaoCHrjIfMNOaHspz02ijWvcdi6Wm2ULgHeeAKaPN7/v3AbMfgYoDdhV4SRutm6yvykHZrlxcUupLDdOVGncUhapisP55iNv5USXYy7NjZQJyw3dUmmD4oaQVJBfGMx+5r8E/OcR8w07EcSO84/1wGlNgbvP87ePWXcDJzUEvlscWyY20qoGW3bD3P034M6RwM2nxpalOqD4tKbAK/fHvgcRc7PoLbt4CcJyI3ayqqHgqRoenudRgIuWG6/iOKj4plSSEXFTCwPGc5QseAIJyUK8dhxubNmY3PZiw/qfR4DtW4D/Tve3j8euMINo7/t7bJkoaFQdnihcDAP4cJb5+cu5YiF/9VDh1kF9u9Bej2S5fhjw8r2x7+W74sv4tdzInd/6n4D7L4wtS1ViP/EZffdpfZyMKG681iUocZ9K0uWWEu9v+e70HJNQ3BCSEoJySyVr3bBlKE6yc7fF71SoP1uI9da97Qfxdu82nHe70GEHFVAtdlCGEd9JirOCe0EWNxNPAN581L4sFYjP6F3nArcOV5cTp4fwakXKBnEjC+NUWZt0o+EyhWEAO0ozXYuUQ3FDSCpIxnJTvhv4rWbocLINbqrEjZvlRkQbZxCEW8pFsIgxPqnKayKLO79iRI65kWffTpdbygpglhGFarZabn7/FZjxLzMOy0J+HgrqpObYTjFVG1cDM+8wLarpYsolwMkNga8+SN8xMwDFDSGpIJmsrmMOBs5sC6xejqQFgK3zT1LciG+6VS4xN2K9dfPpVFcm33G7uaVSYbmRkc/f73HcYm5SZrnxKEBEUSx3zr+vAzavj9+moCjxeqWC64YCT1xjj12T71NQ1lYZJ8vNP/oA064GHrwoNcdW8foU8/+T16XvmBmA4oaQVJCMlWDNt+b/T94I1i2VrOVCN0dOopabf98EjGiVnMBxOydxNFOqxI18/n6P4xZwmukgVF39ysvM+3dGy/h7mF/LxM2PX5n/l7wbWyYL41RZ9pxibixh+Nl7qTm2E7XBRZZCKG4ISQWJDvkU35LrN0pe3FSlwS2lOlfbfEkO16L0d2Dt94nXyc1yIwqPVI2Okc/PT6BqeZk9kNfraKldDkkBveJVNInXbetvwOL/mtdVFI47pRiOglrmlhK5Y6QZFyWLmVSJXy8xN8n8zg0DWPm5/zYn06I5xVDcEOIFw/BnYUg0E6kYjFq/EWzunUTESZBuKZ24UZ1rpUvAsW6/vuvkQ7CkzHKThFvq3L2Be8+PfVd1fvL+ly8ETqwPTB3n/Tgq5M6tsK66nHiNx/UHrj0WmHmnPR5s1l3AUiFvTqpjbjauMZMPzrzT/7bvPQO8ODn+PmWruPm/e4CLegJ3nONvu3IPlpssTjpIcUOIF64cCIzsZE/g5oTfRsHqQMSAx/xCeweSSONrs1ykaLSU6o1RPK7bG2VS4sbHtqka+iufnx8L0aa10r5Ubilp/0/VxEqIQ9ITQRbrRTpxo7D+zX7aXmbGv0zhY5Fqt9SM281pI6Zdldj2G1cr3FJZKm5euNX8P+9Ff9u5uaWeGA/8pTHw6w+J1SvDUNwQ4oZhmCMLNq0Fln9iX7dsATDxpPgGwI+4+eZj4JRGwNvTYnPzAGaj6GVItRO60VIJWYE0riZVvVwDjjX79YsfIVFbLDcTTwRWLVWv8+IqqN/IW73ckI9VVE9dTnmNDefzdLPcbFyTnNhOJmDfwnru+gwz/6dK/IrPtzbPTRLiJlEXuJu4+foDMyHl90sS23+GobghxA3RVVSv2L7ussOBBa8Bt5xuX+6nwbn1dDNm4d7RQKlguamqhK3RS6QR03VAyQollXhZvhCYfq05I7otJselw04mFsaPMKotMTcLXgeu+pN6nZcgz6DEjXwsL24pC1V+HxGnmJtXHwTOameOEkqUeiWJbwuY9beeZ2sIeLZabhKNnXF71qz7W+bRWl3LoLghxA0xcDKieWP88Qvghy9j3xP1VdvycFTZ3VLJihvxTTnZfalGS116mBnL8OLk9LmlgrLc7NoB/PRNYnVIZCi4aKETqShX5zYSj1HcOPZ5/BC9FcgN2S2lFTeK8zEM52fcyXIz9TLz/0sJxMtY1GsY+1ymyBLtBevZEfP9pGLEVMrFTYosN9b18eqKr2VQ3GQ7lRXA/FnAH0mm6Sd6vAwnrq4GxhxkWl9ef9inuBEaNtktJQqSZK0tbpNd+tmXk1tqxu3AGw8L610a30Qa5z821NTJR2fkZGm4vB9wwQHA53P81yWZgGKZynL1BJ/iXF2i5WbJu8C/zop9f+4WMymc12OJ6Gb/TsQt5UQQ02CIQkw1v5eXOlj1F11cqbDeeMpQnORoqURwEzfVtNyQTDLzDuCW04BLDs10TXIXcaiumyh4exrw0MXAhp+87198U5ctNzpXkFfEDt2WpyYRy40u5kbO0FsBLPtYXVaFX7P6O9OB4S3M/34sN05lf6yxullzYPkh0SR+KmFWWa5+ixddo3Jm4S01Qu+PjcDTE0x3j5e3bfm66+6T1i3l8FtwEp1BiBvxGouuXF/7sCw3KRA3NsummOcmBZabRHFry6zrQ3FDMsJHL5v/N67ObD1yGdFy49XioXM7qBAbNjnmRmct8YotiV+A+6pysNzIuB1LfIPc8hvwxiPAjq1m4rV5M+LL//C5+f+npf6CQL10XA2bet+flYU3YXGjKFde5i5u5O0atTD/2+KgXATju08DH79mX6bNJK1xSzmdZ6pn3Bafua2JiBtD7ZYKIqj4s/eA4+sCbz5mfrdZbjQBxZkQN25kueVGY4ckhETZ7sNyY+Er+6fQsG2R3FK6OBevuMXJJLovtyR+Im5WIjH246ZTzHwpn78XE+4tOgJde8fKWB19VWUwMTdizEZJM+/7KygyR79UVZj3rWETs5NKRtxo3VKCuJHPuXFL8384ElvmdH/XrjQnyow7tuY+qa5xMpabIEha3CAmZETLTRCi7OZTzWt5/9+BBo2AO8+NrdPG3NRCO0NU3CQY05RhauEVJaSWkUgKf+2QTwXiW9vOrbHPVVWSIEnELaXpgBKy3PgYCi7idi1EK4OVCM4SNoA56aFIVNxU+OuMdG/l4txIuuHQKqyg2UVvAac3M0eKAd479vefj1/mxS0ln0fxXuZ/W8C4g+XGcmOpjq1CeT4ZttyIiSNlt5RhAHefF7sfKgyN5SYIt5R47recbrd8OL30+LEaffSy+dyp+G4x8J9HA8hrRbcUySgB+K+JM4m4pcTOyA3brMtCB1NdaW/wvBy7fDfwwcxYnJB2KHgC4kY3cabbvnZuc17vlvm5Tn37dyu4tqoymKHgm9fFPvvp3Cxx83/3mP9n3O5vH/ecF7+sohzK4FKxg5H3bwlNtwk4LcIag7025iaB0VJBW24+ehl4aGzsmE6Wm9XLgf9ON0ftOWGkKObGSVToYm42/GQKZDm8YNkCMxPzgjdiy7ZuAm76C3D9sPh7sHsnMPZQ4IELgW8XJVT9KNa14GgpQnIUPwHFFrtcOnQRm7gRGr+qKvsbqhdrywu3AbcOBybUJCbTNdapGAquw+1auMWHyOst4Vjp03Jj1d8wgPkvxRIviuLGz9uzbubrZDrIijL3oeDyOVvPjKdROUDcC9HBg8z/2pgbxTXeuBp4ZqLDIQIWNzf9xZzN+t2azMhVDpYb0VKoE1linh5xlFgQMTdO4kYXcwOYL1EPjbUvu3aImYl54gmxZaKYk8XSe8/EPicaaG1h0HJDSG6TiOVGnkjQETFRn2i5qbI3tl4EyQczzf/LFsT2ocLtPH7/1cy8vGS2vT6qurjVy+1auIkbuQHfLcTcJDK31P9eNd0F53Y2v9ssNz5ikeRcLpYFIOmh4ArLjfxciFidue1ZqSn/zcfmm/w3wug1Wfj0PbFmG1FAidmsNdd48Tvq5QCwYhHwxDXBTPApYrkobeLGYSi49l4IbqlwJCYog3ZLxdWn2vm3J6ci2K24fuL28r0UXZ2J5r+xyPKAYoobQnQs/8ScjG71stgyr+JGF4T31IT4zlpnuZEDir10vC06xj47ZZF1cyU9cJGZeXn8McLxdW4pl3ol65bSWW6qKhKbW2rph/blYsxNMpabUNg9c68blRq3lG2iUi+Wm5prdnk/MwbjqoGxdXIMlBVnZF3nB8YA53eLXedEOvztW8z5pp65wf+2ALD6W3OuKlFcA4hanWxJIqXnw0tuqMqK2HUMR2LB2Kl2SwHOz3vZTvffg9hGiJ/DEeBnIRFluaYNslmqPLgWZXGz/idn4VRVaWahFn9XGYDihhAdl/YF3nvW9OFbJNv4PX8L8NqD9mW6mJuqSn+ZfgGgWbvY5z82+HNLVVWaMz7fcz6wzmWyPD+zfru5pcQGWuXqkd9OE3VLWWVly4jNLZWE5aaizHzTTsotpclQXL7bnLz11jNi+2/ePnZcQIq5ka6Z+FxpxU3NffzPVGDNt7HJMZOJn1n5WWLb3TbcDC4XxTUQEw66PDIyVjn5nleUxa5jKJxeceP2zK79XviiELqiNUd+GRKtzLoXLPG5dRoJpYq5WfwucE5Hc340HUtmAw//A7jo4NSPmnOAQ8EJ8UOi0yqI/PKd/bs4DFR2P/jNTSM2rKuX+3NLffUBsPi/5ufW+zgfI1UxN9bwahG5o07WLSV3Pras0H7EjUKIbUkyU3hFmfqc1v0IfDnP/HxsTSCyNSeSynLj5OqTr68VsC0/X1YW6GTiZxL9veiuo0rcOAmSqLgJA4aYTG+34JYKWNy4DfJwe2Z1FhcLnbjxuh8xgLpsJ1C3gbqcyi31yn3m/0/f1h/Xivs58nS1UE8TtNwQ4ocgxI2c5l58q5RHxfjNTSMGLK5e5s9ys3Zl7LP4BiiiihlwjbnxKW6c1htG8gHFMrY8RlIZp7dwVV2TFTeV5WpLmFj3VV+b/60pCFQxN06uDZ3lRp7uwwpcTebtO9Hfi5izx4bKciMfQ+GWikj7Ey03Qbul3K6X2zPrliPLq7jRWWXE+jmNhFK5pdzqtqMU+PhV8/Pgc5zLphhabgjxg583ex150uSbtjw3ghCQMxR7Gb4tdlzrfvQ3FHzNt7HPuiDNirL4Dj9Zy43YEVvWCBExRqlsl/3t3ZflRuOWchoN57R/1eSQQVhuVGJRvK8/1YiborqxbYDkLTeA/diWRSuZDt/t2VjxKbDvIfH3RCduvFhuVOkT5CR5ooUsFI6Jn1SPlgI8WG58iBun+6wVN8I5OgULq5L4OR3vf6+a1t/y3UCTNsA+PfVl0wAtN4T4IRWWG9GvLk+X4NctJTZEf2zQ17eq0hzJ8vn7sTKrvnLff0VZ/D6rKpw7BT+WG5VgENfbktn5DCj2YrmJ6ygd7rfKcmO5chJlw8/qY4oWOeseF0rixinmRhTU8nBkMXGheK231kyF8Zkc1OsDt2f2kt5mjI9MUuKmIn6dvL+Kssy5pVwtN8L9UY2cS9Yt5VXcqIaCi8db/kns/lZWADeeHHNblTTN+JQSFDeE+CGINzvZcqNr7BJxS4lv5X+sd3ZL3XIacPUg4IXJZqfhSdwo3CbzZgAnN9Rvs9sloaHTMGfA3qCK+wpi+oWqSufpNZw6O5UQS1bc6DorVZZnWdw4WW4iwjOnc0sBdjHy1QfAgxf5nEpEwssz++BF8cvcxE21w+9C9ZuRYz8y6ZZyO4Yfy40qWahlifNkufEQUFy2M3bdRSvrpX2BR/9pfpbvQZGUeDMDUNwQ4ocg3FJyhljd221VApYb8W1t83rnoeBWUOAbU8xGzsscPSq3yaZf1Pk4LPwMBVd1pAteNycjBOyNuTic1wuqTmXHVnsDL5fRdUShULxIBfRTGySLUtzUsa9zirnJS0DcBIFXS6fsytGKm+r4/TpZ26LiRhVzkyrLjQtuz6z4G3Cz3KhySFniJlnLjVVPw4jVSf59WiM/5fusC1JOIxQ32U6y84cQfzw0Frjv78ntQ+4UdX5seSi4SljdeS5w7dDYcyB2XFs8DgUPhYEdW9xqbaKLCXHCz1Bw1bVY+RlwzdFmhy027L4tN0JjbSHn4vBquQlHNOImyZgbHX4tN05uKXlf+YUxV6lTBt1EsKx8r08B5r6oL/fTN/bvcgCwhSe3lELcqGJuDCHmJp3iJsiA4h1b49dbYlVllTEMKV+VU54b4Vq8+ZhpoXVqq0TqZF7cMKCYEL+89Rhw2aOJby/H3GgnLHSx3FRVxnKR/KUxMORv9o5r6yb9pJViYxTJswfVOqGbHsAJPxmKnUb5VJYrYm4SsNyI5y7muJHXqb5bhCN2V0+DRuY1LNWMMvNC07bAb2vU61Rv4ZblxgryFjtNP26pvAJT/FRVBj+PUFWlKVysaQUGDFeXW/8j0PGA2Hc/o6W8iBuZirKYpUvMUByE29kNP5YbFa7ixsFyIx/bScyJ6x651PzfsIm6bJy4oVuKED3lu4F7RwMfv5bpmsSTTGCx/Mav69DdxI3YsG3fYk7gKDdocuet2lc4klrLjWvGVRe3lEVlhSRuEoy5ETt32XLj1S0VDtvvY8Nm5n+v11FF0zb6dU6WG6DGRSe5pcSOLF+Y+Vq2zuTlx8RP0Kn2KyvseZ10E8rKna6fgGKn1ATWNYmbsiKVAcUupMtyo3pmvATMr/sReOwK9e/cSxwPUCssNxQ3pPbyxiPA29OASSel9jg/fAl8/aF7OZHdOxJ/y4sk6JaSG6IdCouI3KD9vlazb1HchE1x5IWKsuQCTFWI5y9+btMlvtxuOebGz2ipmk5FrL+T5Wb9T/p4Idly06i5+X+7RwuYivqN9OtU11yMlSnfLcXclNk7orwCe1kRMX7ILYGcX6oqgc2/xr7rnjO5w3cTNyoBE/2u+M3IZTLplrKeQ50FJ6iYG5UQERNWAmpx88+jgFl3q+umez5ouSGBsXtn8MF/tY1UBWeKVFcDYw4C/nmkPaDWLZZp947ErTdyg+XklrLl7JDu907FW5vV8Fkui006cSPUPRzx55ba8LO3sl6xzt8wYs/0bf8FhkmxTRUBuaVEy8Xvv6rLrFpqppm/8ED1vuSYG0vceL2OKpzEjaqjEnMCiaN/gBohKHSCoitU9UZviR+n0TOJUF1pn05AJ/7iLDearsnL9AuqFwJVLJVlMQx6tJQblqjSHSswy410L/8zFfirZB1U1WHTL/pj635vDCgmgbB7J3BCPeDsDpmuSWpRDbUNmj8Et4T4FuTWwOza7i2pngqxQRE7dFU58S106UfA6ANikwmqGjZrmTWBpm4UUzIBxba5bwLA6mRE99R+feLzyMTF3CTqlhLu7R+KgOKPXwPuONv8ruvsZbdUSY1bKhnLTQMHcaMSJJE8IRC4LD7mRg6+tlCdk3UuQYubKlncbFGXkzvZZDIUq4LwVS8iVufvxy0VREySm7jRxclF6+AibnSWmwfGxJcNIm8XQLcUCQgrH4n81plrBCFuqqvNSd6sgEaZ9auEL4JFxUsDk6jlTHQ3ySnvRWTLzcevmrP+WpMJqho2C6uz1SGeXyQv1uk4dbAAMP8l4NeazqpxS+eyXrGEpGjByiuwu1Ks9XFuKRdxI1rJVJYb2S21s9R0g/7whfN+ZbdUSY3lJpnRi45uKcXzGI7EBKBsuZFHltmCtlWWmxTG3IjiRiei/bqlRNHvJaBYJSSszj8ccc5QvGsHcFFP4JI+5kvlC7ep6+YV65l1CnZ2ws0tpbPcqAhC3Cx6G3h0nH0Z3VIkIUQTs9c31907zRmut/zmXjadrPsRuGOk6QaQCULcfL/EzJPy+hTN8QVxIzaYbuJm1/bExc0T1wBntTeP4RRsK0+/IOMkbtzenEQLQyQS+968g36bUAh45wlg4Zvm9/bdnI/hFavjlcVN3KzbCVhu6gnJBa1ORRVQbAXceu3cQ2G1WyoZxLrKqJ7HcDh2jcTRP9Z3WyZbh1nBgZhQe/cpz9X1RGW5/QVC57ZzCigWBaOXoeC2GetrpuhQiU7rXrvF3Hw4C1j5ObBikfn9yevU5+CVIN1SSnEjWW6qq82XEhVBuOGuP85sY0VouSEJIf7wvXaw064C7jjHzEibaZ68DvhPzVDqiSeas8j+o098ObFzS/QNw02kiA2v3Dk4sXtHcgn9fv8V+Hah81wtcoZimWTEzUt3xj5XVcYsNy06qcvvfRDQuWauGGu4cofuzsfwinUNrGtuvUkXFMaX8zv9wqHHxT5HLTfCvd1WM4dWvZL4dU7IMTduljIvxE3LIaCqVzgS+42U71bE3Gy3f7cQfxMjajpq61wWv+OvzjLWjOUW8kSriVhurjlaKOdzKPiOUv1vqMyjW0o1zYbI3ecB1x3nPf7Ll+XGJaDYS8zNu08Bt5yuPlZQbikZWm5IQiQibj6Yaf63ZhTOFKuWmmbdBy40G6qfaiw2qjdmUdwkGgsgNpqqt7cNP8U+V6XJcmNRUe5iualKzHITCvlrXHbvjHU6rTury0TygCat7cv27uH9GE7IMTeWFUXllpItN24dyulXAXd9YH6urgLe+7c5J46FNft53eKaOvgQN5GAxY3simnTBTj5MvOz6vkXxY1bzI1K3Nz2X2DULeZn+Vonws3/AYae71xGa7lxiLn5fE7ssypDsVPMzU2nALdqcuuUC24pJ3Hj5C40DOC/081s36u+8jaCMppvKUHLTZnP0VJOgjVl4oaWG5IINnHjkkPEQpfxM92IP9yKMue3VfE8VYGxXuIbxM5P1RGuT9AtlUzMjUVVhfP9k4eCy+iS4xUUqbPn6ijbGet0WjmIm70EcVO3GGjaTl3WrztRdktZHa3KLSXH3Li5pcTA383rYoHCFtYz4VvchO3PblE9+9DsRJDFzfRvgW599fWS3VJix1zuwS0lWiT8PC86IvnxmYBldJYb+bcZVIZiwIxVU+HVLaUauXXhQcD3n8XHOXlpj6NuqQRibgzDLvBVqQrk6Rec2qlUjQ7jaCmSEOKPzWsH69bopAtriDJgWh6cGlWnOVAmnwlcfIj7+cuzbMtsFIY1i29SruImidFSFm6NoZzET0ZnuSkochaNMmWC5Wav1urcGpF8u+Wm9T5AUd34cgAwYZb3YwMKy01Nhy1bEz6cBfwoTO5ZVen+phyOxJ59p3gaK94lUbdUYZ2YQEoU1W/UyaIiBxRXyW4pyXITnfxQIW7k3EuJkJfvnr062Tw3XjIUe3UXWyOf3NxSqheMH78EJp4Qn2/Hi7iprjbTTugGOTg9g9u32I+peqYtkV1ZYT4TTi9IdEuRWoVosfDawdYWcSPWfcdW505YbGjkIZhznzfnHHJLvmez3CgaLt2M0G5z7CST50Y8npNbKmFxU8dfZ1W2K2a5adBI3TDJbqnW+9gz5NqO7xKjICPH3Fgduhxz88bDdjci4P78iyNhnFxYljBxE7XR/Ybt17ggAHGjslY4if9Q2CXmRhA3hhGfoVm8T14twE7kebDceM5zE1CGYifEWcGdRkvpfuey0HD7PVsY1eaw7P+9ol5fvtu0vD12ZbzQkUf3qazX4ozc5bucfyM57Jbi3FLZiNgQePkxAf7nA0oVtmC/rc6dsC03h+6t28U1Jb4Ryj9kw7Bn+a32YbkJIubGzS217GPneZmcLDd+3AzVVbHYkzoNzDc/2dwdyQOaCAnA2uxrt8JZhCP+4zfkoeC6mBsVbp2yGE/hRD2/4iZiFyMFRbF9JEo4YlrNxA7LzXKji7lRZZKuKDfvo0rcJJOfxyKShOXGa56bRNxSbiRiubG2q0rQcmONvFJRUQa8ej8w6674dbrpVEREi2rZrsy4pWqB5YbiJhtxmiBPR22x3Ig/Jj9uKV0yOjcMB8tN2S77Mj8BxUHE3OzeGZuQToXTaCin9X7FDRATUXn59jc/C9ly00pjuYlE9DE3deqr5xaSY26s7b3E7lgJ+fLyzfOWRZnYcTmRSECx+JYfhFsqHDEtQKKQz3cSNw4xNxXl8c9nZTmAuhpxsyWZmpskY7kxaoZrPzsJaNdN7RoF/Gco9oJbzI1WAITs19htgICFUe0sKirKgNXL1et+9yBuInnmc1FRZlpunNqpVFlugojhSpJa0uMRX9jEjccOtrYEFMdZbhz0tc5y4ydRmpNbSraK+LXcJBtzM/d54Mt5iW8flFtKJJKvfuvKy7cHFLfex57+3yIc0XfI1nBrGatDKJfcUl7EjSVG/jwmNrJIro8XYe835iYUtj8vBUXBxNzI1jCn+yhbbuSYG/nFp6Im7sY6x/ygLTd57tdanOJEpLradDH/+ybgtjMcdhCA5aZ+if27brSUYcQPZbdtF453ZXt5fqo9iBtdu+7FchOOxJ6jsl3OMUipEDe3vBn8PhOA4iYbcYsjUVFbLTdOjbcuoNiPKdXpDU8WN34tN8k2DLo5XLzGrDiNlvITUCwSydPH3NQrBtp2NeNyOuyvDih2ckvpktRZWZoTcUtZnUkorH7GZfeRDr+Wm0jEfv8jecHE3MiC0dFyE4kdc9sfkuVG0UFWltuHYov3OYh56rwEFMsTN1pUVwGlm+zfleUUI42choKLFNYF/rMLOHSofbnNLSW0rbecDozaR2/VCoXt1618t/fRUk6B8BVl+hcnS9w0bavfPhSOWV/dLMxBi5suvYHex7mXSwMZ7/GmTJmCDh06oKioCH369MGiRXpfZEVFBW666SbsvffeKCoqQo8ePfDOO0kmncpG/MynY1FbxI34Y9pZ6my+FMuKAcV+fpCyT1wkWctNsh2C7hiqWBYVuo44EbeUhZNbCgAeXAQ8+b3ZMaosK2EHt5STJaayIt4tJQcUq4gm/tO4n7zG3PgOKI7EP4dBDAXvfLB9mWPMTRhoVtPJ/bYm3l0td7SV5cCaGndH07b60W6J4jQU3MoDpPvtVlfDlrBOJ25UE2Fa4tiyCumEQSTP/G3Iwa46t9SHs8wM6u89o96fHHNTtst7zI3TC1q5B8uNUybxSCQmXN3aKbkeyUwfAiT+UpUCMtrjzZgxA+PGjcPEiRPx2WefoUePHhgyZAg2btyoLH/99dfj0UcfxYMPPohly5bhwgsvxMknn4zPP/88zTXPMH5mQraoLQHFfmJuqjSWGy+JsizkoZoiOxwsN55GS2kaDV28gIyV6VdGNwpJRteQ1m/kzS016/fYBJsWkTx1Jx2uabTqNgCK9zI/q87TyS3l1PBVVsSPlnILpgVi1yAUVj/jXt1Slrjx2rjLbikg+UR44Qhw+ePA0SOB+xfU7NPFLWXlGtq42j3mpqI8FsvRbj/nuiQijp0sNw2bOm9rVNu3LdcI92gCPEkk3XcBcFpTM+GfTkBZFjw5B4ttRJ2ibVmjiX9RWW68xtw4vaB6cUu16KDfPhSOiRu3lBWJjjTT4eVFIk1ktMe75557MHr0aIwaNQrdunXD1KlTUbduXUyfPl1Z/tlnn8W1116L4447Dp06dcKYMWNw3HHH4e6779Yeo6ysDKWlpba/rCdbLTdbNwFrvo19d3VLiZabHerlbog/1vHHAP99EvjmY/NHLVtudmyNCSe3N/gyjbm3x0Bg0Nnxy1XoOlKvbildQ9qmi7fOqbhxvJUoLx9opkjO57Wzc3JLOcZXVcTOx0vMjWV1sARRRGOh8RtQ7JVwJF4gOLmQvBAKm3NUXfkUsN9h5jInwRQKx+7Vb6vdY24qHcTNlU/bv/sdzg84BxQX1XMeQWNU27fVjY5UWW4A4O1p5v+nb3CIkal5/mTLpNtoKcuVJ78IhCN24fDAhfo57ETcUjxUlKnPoaoK+PUH83Oz9vrtw5HYC8qu7c6W7pfvBW46NdYWebVc6qDlBigvL8eSJUswePDgWGXCYQwePBgLFixQblNWVoaiIvuPrk6dOvjoo4+0x5k8eTIaNmwY/Wvb1sFXmS3UNsvNS3cB1w7Vv21ZnNbUzO9g4RpQnKTlZuYdwF3nxr6vXg7c/Tfg8n7mm54sbv51FnBJb/Ozp4BiqdHofiRw5/tAg8be6qdDzumjQ2e5advVeyMjW4nCecCZE4AeA+zLve4vIllKRCuQm+VGdks5dezWvsSYG51byi3mJpIXL/LadwNaaubZAszfU/f+wFXPAg8tdq+vF5R5bpyuQUQQN2vih4KrYm4scdNWEjdHnwP8/Z7YdzF43CtOQ8HzC/QB5YD5mxa31Y2O1FluLHTCANBbblRuKVUbIwu+cDj+Gs99Xn1skWq3mJvdamvLW4+ZcXoNGsUyV6sIh727pQDgo/8zk2Pu3klxEwSbNm1CVVUVmje3z6bbvHlzrF+/XrnNkCFDcM899+D7779HdXU1Zs+ejZdffhnr1ukjyMePH4+tW7dG/9as0bgCsonaZrl5/Epz/pL3n/O3netQcM1oKa8xN9Ou1q/775Pq0UYrPzPfYpIZCp5Ijoer/x377JTbxsIp82i7rt4tLbK4ycs3G88759o7G6+Nlpg1FwBa7e1tH1WCW8qygDhZQiyLn03caNxSbpabonrxdYvke3OLDT4L2LeX+TkIt5SMWxI/S9xs3WQfBl+2U53nxrKcqtxS4n1r0hq46Q1v9Rbrqmtn8griRymJGNX235NO3OgsNxblu/W/S8tyI8fciM+IJTpULw6yuJHdUl5xGwqui7mxrFNn3uDs5gtHvAcUW6xYBPylMXDnSPeyTtAtlRj3338/9tlnH3Tt2hUFBQUYO3YsRo0ahbCDVaKwsBDFxcW2v6yntlluLFQ5TJyQLTeym0Z8uxGtGbbcNHLq9Wpg7UpvsRPfL1Ev370zNi+LDqcRDX7nVblzLjDoTOH4HnL67Ha41m26uMfcnD3J/B839DjP/bMT4Yg5quriB4Ex9wEX1LiM+57gHItUqXBLOZWPWm5qtnEKKHYT9oV147eN5LmPVJJJ1i2lFDcudajXMPa8idmbt/0BfPSyvXxlObClJp5RngRVPlYkHzjsz0D7/T1VPbqN1nJT6DwBZXW1XVA4WW4MIznLjfzyIT4782fWWDtU4qZO/HaJpIPwMhRctd8NNfPgdT/S2WUblgKKvdTxgTHmcZOdFZ6WG6BJkyaIRCLYsGGDbfmGDRvQokUL5TZNmzbFq6++ih07duDnn3/Gt99+i/r166NTJwfzcS5S2yw3ibJTirmRY0hso6XEmBuH+aIeucwcvvnGI+7H/1AzB1LppvjGVe54nN4QS5qrl+sobuKvPKCeMM+ibgPnN/5b3wbOnmh+Fq9/WLJ+iOfsR9wAwIljgZMvBXoOBqavAK6b6ZwoTuWWAoA/X6gun6ew3CgDnBWip0lr4H5hZnCV5cYt07KqE9eV9xpgrpxbyiWgOBSKBRWLk8AC8XErFWWxZaqgcfFY1vXwkx/LKc+NF8uN+Pt3irlxEwa6mLyIg+XGOs9vFwL3/V3tYg/ScqNqw60Xjeoq9fGt2J+9Wrlb9GwBxR4s3UFlKqa4AQoKCtCrVy/MmTMnuqy6uhpz5sxB374O/kQARUVFaN26NSorK/F///d/OPHEE1Nd3dpFbbLcJFIXC9ktJY9Q0uW5USXw+uU74LLDgdceNL8/dLH78XVvh1s3xVuh5B9t+W59ozFwBHDIscCJl7jXAQBKakzMlqtAjndRsUsjbk6/yvzvZLkRr7mqQ1N995oUUGV9aLOvOaxbzGMiU1URcwWK4uYfjwBnTYwvb9WtUrDcQDN6S+6gW3Q0Y2osqqvU5+7FLSUiWm4Scen5jbmxjmG5pizLjXhuIjtLYxZNpbgRLTc1dQ776Kzy8vVCLr/AxXJT5d1y49RZO1lurHsWN1pKEsBzn1dbbmQrpyrmxgvV1ep2U7wnuvMPR0yXlNPvMSIFFCczAspLIk3xulDcmIwbNw6PP/44nn76aSxfvhxjxozBjh07MGrUKADAOeecg/Hjx0fLL1y4EC+//DJ+/PFHfPjhhzj22GNRXV2Nq666KlOnkBmStdys/Bx47hbv81I5UebivnGioszeqMhvK14sN1aZG08BlqkD0X2z9bf4xkV+U1KZjq2GPb8AuO1t4Kwb7OsHa0ZRWUOr75wHXPUMcPaN7nVUWW6OPQ84/1/mZ6dGRrzmsitCxItbSu7knXzuuuy0AHDTX2L5RORORHb33PRGfMyN7riqmJtInr2DK/3dv1vKbQZvm0XMo/XDb8yNVb6ZZLnRpRIQE/ipyuQrxI2fziqsSaQIuFtuZLeUTqBUVSYubqKWG8ktpQpGV4mbfHkEWSixJHg6K4l4T3Rxd41bmuLFzXJT5NMtpcPNxf7IF/bM4LUo5iajMmv48OH47bffcMMNN2D9+vU46KCD8M4770SDjFevXm2Lp9m9ezeuv/56/Pjjj6hfvz6OO+44PPvssygpKcnQGWSIZC03F/U0/5ftBP52W3J1sYkAhzgXVZ2rquyxMU6WG9GSorLc/PyNa1U9o7LcyD/aqkr3oGO5oVfFLxTvFWt0GzUzBdD3n7nXUWW5sYkWD52iXE7lmtGti5aR8r04uTGcYonEuXRk878oGq561owFefJa87voltLVT14nWyN2lqotN14Foqqe+QXCMHWfLj3bspqOV9UhypYbC5242bGlpm6F7laiRMSNWCcZN8uN7JbS4cVyo7NUOLml5GuvqotqtFQiwkEXz5dfWPN7qtbH1O3Vyvzv9vv265bSUVRf/1JSWBfYu4d9dvNaZLnJeE3Gjh2LsWPHKtfNmzfP9v2oo47CsmXL0lCrWsSS2cDdo4DLpwGHHmsuS8Ryo2o457+UvLgR3UVOVhzdhHRyyngR8Ucpdua6yS6DonRTfOOiun5OcS9AfAeiMiWr0qh7eftRHTshcSN0aPI2ni03FdL3JJEDN8U6WlYdeSh4OAyluA6F4uukujYqC5TbMGyZ/GQtNw7CQPXbsvbb1KO4sSw3ukzKKqHr937qRGZ+oYfRUh7EjWy5sSaItAjCLQV4c0slGnOjazesiVN379CXsQLBndyF4lDwZCf4VVkvDxliTrMw6CzzeyIDD9JALYwyJTbGHwNsWgtcJ8yHElRA8a8rE6+XhU3cOORn8SJuZEuIuE400zpNmpcIspl66uXAik/ty1QdotOIJSD+mqv2oRI3XhoIleXGa4yMZ8uN8F2X1C3OKhKAuHFyS0XFjSKgWEecyFRcX5XlxineQHU8sbwt/iYJtxSgF1myW8pCN62CNTmmTvwkY7kZ8reaOiXolqqq8iZuRMtNKBT/m3IaSWWdi5zEz6tbykueGy/oRpXKaRRUeLXciDE3yRAKA6PvtC9rsBcw8iYzlk6uSy1yS1HcZCOpCCg2DLND1800rUN0NTiJG1XSKj+WG1HcOI2WSgTV7NYyqkZebjjkYEov4kaVDTgIy41Y31BICvrTiRvZciOU0zW6snBwqvuF95r/r5uhL6M6ltjpFsiWG5eAYiD+PljbnlMT23T0yGCGgutibpJxSwH6jizk0S1ldXTWaDWd5UZlefJS9+tmAP98wl4nmbyA3FKi5UbnOtS1Q9b1jRsKrgg6V9VFFrtyhmKv6AYDqCZOlfEibsTRUsmKm3AEOO0K01Ij1lOElhsSGMlabsRJ13bViJMl75rZeS/pozmmoc4dIzYkTpl1k7bcCA2CbabvSu8ZfXV4GRGg+tEG4ZZSiRsvw2+VlhuNaMkvtDea2oBih9FSccGUin2pvoucchnwailw1On6MoCzW8oSPqqh4Dp0bqkR1wL3fgRcOjWY0VI6F1+ylhudFc66301a24W1Ttxs22z/LqMcLeWhixCvnZNrzZo8U4UcUKwtJ1huIvnqa1b6u3M9w2G7a8qrWyqSL700JOqW0gQLhyPuk+ZayfucREQkYg8oTgbrfupSRACJCfk0QHGTjSRiuREb/3oNY59/WWH+//hV+3eRqkrg4kOAG46PLVu7Epg6Dlj7fWyZo+VGYSp2EzfyaCnL+iNbbnQTUOpo08X+3cs8OkrLjYu4SdQt5WX4rZ+Ym/xCe6OpKyfXTyynu0aNpJxUbp2hlwSHntxSNdfIekacBIRcJ+v6RvKA/fuZ5xZEnhtdzI1ny43m2um2t56vvHxzFI2FLF4a1eRd2ri6Zr3OLaWqs4ccPeK1d7LcyM+KSCIxN5E8jbjRBMCKZRvsFfusEimq4PdwROrkEwwodoy5cWmLLOHq5HaW89wkg3XNxGunsnKqPmcYiptsJBHLjfhWLzYilhuqcavYMlmIfLfYnJZg4ZuxZVccZU66du/o2DKn0TAqy01Vld1dJbul5G2sH6psudn0i/64MkNHA0NG2Zd5sdyoBIebC0/urLy6pbxYblSNls0tJVtuhEZT7IC8Wm50je6EWUDrfWLfvc6q7YRsJVK6pWQhpgkoBmqCil3yzgTtlnKKZfKzT6ftxfKiq0W+V9Yki+tqJl1MpeXGKaDYElkqqqv8j5bSiRtdskixnsWCuAlH4l9Utv7mvD2QuOVGJzhCIXe3VFTcR/Q5hcSYG3H4vxuq/Vn3U7yvTi9tjLkhSZGs5UYUEZbQKW4cW/abJBZsOWZqjv37r/HHCDqgWBZZO0rj91VdBWxRNEQ6VLNHi52B19gSIDa0NorUODi94Vg0aRO/LNGYG3H/Tm6piEYEOeW50V2XDvsDU4RpLIIQN34sNxZuGbhtgk4hMv26pZQBxaK4CTCg2GkYvup4sjCzBLT1e/ITUOwlu7Ltrd7BcqOzGAHe3VJeYm681LNhE2F5ON59Y01TIRJn3Qt4tBRC7pYbcb0u7kYcCu7UJosMHa12G1ptha3NoOWGpAony823i4AZ/4oXCmIjJb4hWZ/FZet+tG8rxrQ4Db1ORNzIMxk7bWP5qm2Wmyp/pmFVgyhabvr8Wb+djNN0AkB8x6AyJe/VKn6ZqpOTO3yV314XUOzkllIlblOVc2p0g27Q4jLBKmJ/ZKuZm4XBLWePX8uNW56YIC03XpbLYkp8ppu3t2/nZyi4l2lbPFluXObd8uyWqopNr6Cz3OgQ6ym7pWTLjU7ciOI95MEt1e/k+GW6PDdy4L8KW+ycg+j1M3nvfocBlz+m/o2rLDdZ4paqPTUh3nGy3DxwoZmBeOlHwM1vqLcRGxHrsyiGnOaoqarUN1ROgb3JxtwAsQZIdGVVVfp7eworxI2XtyE5b0l1lf+RZeK+W3U2J8z0YkUAzA5JzHXilsTP5pYq0AcURxxibrxYbuLqG4DlRjbNiwLYavyXfmgv49YJu4kb3zE3qQgo9hlzYxOfhfbl+YUAap4ROQ+OH7eUF3Hj1XLjhGe3lGy58SFuxHrKbinZmqKyBqvuo67tGXEt0KITcOSp9iR3QPxLnIhXtxRgPmOqXXmJ3RGx7o3q2J5ibuiWIkHhZLlZ+bn5f+F/gI1CoK3OQmKJG3GZm7jR4ddyI+ekcBotBejdUn7EjZvlRheoJwZsWkGxfsWN+MNvtTfQVOGSkstZyB1SKgKKExktJe8vCLeU3DCrxI14PwAPlptEYm785rnRuKVSFXOji50KR+z3y2sGY7H+0Tf2gAKK3Sw3Xt1Sv/4APHez+TmS5y343sJmuRHc8GGF5cZLzI1TtuRGLYCh59kHb1joxE3Ii1tKEjfK/YRrro3H7t3aj+rYUXHjEHNTSy03FDfZiJPlZu+DYp9/Wy1sIwgCm+WmRhiIUx9s/Nm+T6/ixm9AsXh8wDnPDaBxS1X6dEtF/FlurpthToIpZnKuW+z9eCJOpl0R1bqeR9u/q4ISnfLXiJ2ddih4AqOlAHvDl4qYG9FSZ927CS9JdXB5Y9RZq+T9it+TmX5BvP5WsjM3/IqbiOY+hsN2S85erez3yIvlxrLAeRE3YhntUPCa+ujcJbo8NyOui1+24HXzfzKWmwZCzp2QIuZGJ27E57vawSXuJIydLDdubikvk1RawcZOLyQi1n1XHTs6FNwh5iYRF2waoLjJRpwsN+I60U1U7WK5Ea0msgUmiJgbVRI/8fhyHYB4QWS9XcmWGz8TgIYVfnqx45Z/nEedbk6CWSKM9JDnpvGKLSjPKU+FYt0Fd5uzYx9whPldZTUKa96gwmGPSfwcLDdujW6itOocv0w2j6uE8f797LOFJ+2WUlhunOYOU3XiOqF47PnAGePjyzvVUa6LCvGc5YzIYudaWMceLKoNKBbqbLUXXtxStjgUjRiyrk1xE/V6neXGKVmdLs+NtrxwHcWEgpEIcNI/7GU3rY3fXj6WaDU+/Sp7ojsnS5U8QbCFl9FStrbKJbljgYdRoEDsGqvEkHXOXmNu6JYiSeEkbkQRIYoNcRub0FGIG1ks2OZ1SkDcfPUBcN9o9boKRfzP/JeAtx4XRnfU/OBVlhuntycVqjdy2XKj+oGK2ziN+nDCyW+tK2dRrxg4ZxLQ7XDz++b18WV0o6Dk5GA6y00ieW5kvFpupiwxh5Hvd1j8OvlYPQaY/zt2ty+XE7E54TegOBxxToCmuke6Di2/wLT8tdvPpY6ac0gkoNjmKnDJgyOWs7DaCy+WGy9xVlb9/vRX9fpqzfQLjvN7+QwoFsvWlyw3J1xsPpNnTjCXbV6nPp74fFcJ4iaSL+WMEuo9/gXguAuAI04xvzvG3ATglrLOMwjLjSVqmMSPpAUnt5TNciMO4XaxnIg/OFks6OZ1ktm9U925XTHADHB2Oj4QayhuOR2474LYqC2rIVLF3PgOKFa4peSYG1Un5ZQBNrqtyw/brYONrnNosK03X1UDqYulCYUd3FIeZwX32lB6DSjepyfQ/y/qBlp+e61fAry2DXhYmi1dnCPI1XLjMhRcnmAzkufsZnVzS4nXIWVDwR3EjWzVadEp9l0rbhSxU17EjRdBa/2mzrwBGPeEYh8at5ST5SYv319naou5EcRNuMaNs09Pc1JIx+01bqm8fOlFQfg88Azgskdjyyp0FkEfeW6i9VFgPeteX0gcY24UbqksGS1FcZONOFluROEjWlJ0gkjllpLFgldx4ze4Vzy+9VlsKK3hmJa4iY6WCthyky+5pVTDs8VGtl6JfV2/k4HGLYCLHnA+diKWmxYdgSuein1vqDHry9vJbilVsCjgHHMjPjNBW250xwTUb5B16sffNzF+w81y46UBlt2GTtld3TIUi9fBKut6bTRCwkueG5tbKmy/x5F8oPuRse9eLI9Ggm4pHdZ9LigEjv1b/HqtWypFlhsxoFgUcPseqnfByvdhzbfAf6bW1FOy3KhekKzjJ2W58eKWCnnbl4XTaKmoyJUyM4tQ3JDAcLLciFYNW8yNxnKjckvJAmWHR3EDeE8aJR8fMBs3VT2tt6ydAVhuVA2i6JvOyzfdJR0OACa9Gltep74pXsbcD+wljdQ5/SrghV+Bdl2dj+3VciM2tmdOAI4ZGfsuDmF12r+4j1BIEjEeLTeiaPQztNQPqjdzr6M8bOLGpZMr8PLGKzXSYgyFjKrT144aCymWqdCsT8RyI1uqDhoo7M/BGhKtSsCWG7d2Q5fnxjHXkM+YGzkVQ/0SMweQPJv7voeqt3c6VsTBchPdvuaeWDE3Q/4G3PSGvYxbbJsuUacKv5YbVRC0dW8jDi9mtTRDce2RWcQ7XgOKdTE3Iiq3lNzIeLXcAKYpv36JcxnV8QFTpKgCj+tL4ka23PixFijdUtLb0N4HAY99Hb/tSZeY/x+5zL68oMhbJ+A1oNi2jVROF5DptM9QWJ8x12luKfE6uzWkFkFYbrxSx4dbSnTFuE1ECZhCZ9jfzWt10J+A8yThqkxV7yU+xQHdtfObodhys4jl2u8vHsh7XbxYbrzsz8laAegHBjg9H3n5QJWPay529vkFwIs1cWuymJbTDETrkqe/R3GWG4VQsK6ldS3qFgOHSUlD3dxS8jGd8DKtDBB7dnQvwACT+JE04dVyk263FOBv5BJgbyx0lpuouFGMlqqq9NepuOa58fCTkN+IvMajeHVLicj18eqWkpfLo2ksnPKxiM+B52vsV9wk0QQVSW6pXsc4lBVcMVq3lNhIR8zO4/gxidXNr8grrKu/t9pMtGJMlJTETxYl4TBw9b+BJe8Chx0PV/wEFLfc272Mm+tY55ZytNxIYqOonnOclPy71Y0m0llHnZ5VOeZG6ZaquSdW+yWLEy95brzWB/BvuVEK0Jrr69R2cSg4Qdku4MKDgCmXJLcfrzE3XgKKo9MvCOJGbIgMw5+4uflU4IXJzmV0VFZo3FI1/nGd5ca3W8pHnhsVspjx+obk1S2l2waIb3i9mITDHi038ltyIjMe++3UvVqEVMiWm3b7AU9+ZyZIlCn0IG4SuT9eiAoEzbU55ybg/373Fgtk269DzI3qWRh0JnDV0946vWoP4qZtVzPLdosO+jIDR5hxY4cc63w8nVvKzXKji6NR4fV3qtuP4yAAh9FSFk4TTlr4SbngZvX0O1pKdf2t37M8G7qI2J7WIrcUxU06+ehl4McvgdceSm4/iVhu3NxSqqHgj18FjGgF/PJdbJ2buFn5GfDktc5ldCQSc6MTNz0GauI5PIyWckNuJL2+IQVhualXYm9cbAGGDp2gVtw4WG7c7nUQBCVurGvSeh91HiJR3Gin2BAb6WTFjQ+Rl1+Q2NxdjqOlknWReQgo7tg9Nkxfx/jngadWugcxV2tGSznOzC4l8XMVNx5/pzrLjWPMTZ57zE1cZl+F5cbzqEQEH3OjstwYtNwQLzhZXILajy6Jny6JXoUi5sZ6Y3/pTjOfiuwG8lTHBDLVVri4pVSjpXQZis+9BXj25/jlclbTUMh58kgVcebtBMSN23GsyQ7FUS6AWXcxR4duzijbccOShUczLNrJLeWVTMXcOAl+QIq5SYPlxq0+ftAJLW2GYoVbyi+qN/ZE8bIPXZ4bN8uNeJ9Us1qLeLXciOJGdll7jrlxcEuJ28j4stwE5ZayhqirQgpUo6WyI+aG4iadJNvgWOgaTsPQDwX3Y7lx6tS8ihtLLPlp5KtcAop//QG4/0LgDyGBnc5yo5s8To65kUdPebEkJCpu/AQUP7ECePkPdRyGGFTsKe9FxN75iW/1Tkn8ErHcpNMtJcbc6GZathAtN1qxIMXcOJGIZUR3bdyuWSIZioMQJYDzebpdA6f1I282/1viPZHRUrJbShcIbOH1dyqKGy+iGPA2WsrVLeVhVnD5mE54Dih2irmpgXluiCPJmootdELFMBwCijWWmz82AKW/28WNU6yFrsOTf6hWdlenFPYyOsuNmHDrzUeBGf+y10dV33BY/eOWY25ksZOIuPHaiHidWwowgx11o85EwePFcoOQvpNwHAqeiFsqjZYbMSBUtFKqxILfgOJk3VJepiTwiu/RUuHEX6T+er2Z52n41TULnOqexHmdeT3w0m/A0JrM5Tq3lNPzIb+YNG7hfMxEYm5EceP0m/UyWiouP4zi3DLhlrLqYU1BcejQ2DovMTe1dCg4xU06Ccpy4yRu5AzF5buByWfa42ZEFr8DnNrEnmreacSTrsOT4xwSETdVmoBi0Q0Tt42L5UaVddfJcuPlzUPOi+H1LTkot4dtniCvbimNuLGlTg8goNgvyVhuRGz5lRTixkvMjZegY88o6pCo5cZLhxGU5ebcm4Hnf4klsnTaT4uOiR3DomGTmIVM55Zyy3Mj3icx+WafYfF5ilJpuZHFTSKWG3m0lFt9gxI31vPV/y/AtOX2/F5eYm4YUEwCMxVrXT1G/NxSrz8MzH3efZ+2EVEOnZpubqm6krixRmppU40r8GK5iauPTtyEzb+XtwCDz44tj3NL5cd/d0OM9fD6NggkFlCsQpxs0ovlJhTWdxJO8UbpdksdcQrwyBf+jwm4J4/00kmJAt1V3LhYLZxyhvjFi9AKMubGZmnSnOfQ0cBfFTN2a/ejK1NTTzk7uYUvy01L++cHFwJ9T4gt82y5EWNuPMbjRfL1bkILpzmZogjXwC1fmJt10Unc2Noiod7tuqozbTvNLWWb6iUg70QAUNykE12Ds+gt4M5zY3lc3NBZbqqr4wOKSzf5qiIA95gbVVxM3WL7d8tyU+YSC2Hbt8Zyk1+o90Vr3VI1P8A69ezTJagsNX5jbhoJ5m8/ZuREkvipaL1P7LMXy00k4tFykwFxIx7//DuAvXv4PyYANG3rvN6LVcY2EWeSb6C234jLUHA3fIubcHCdjC5Z4eWP2UW+emP3/Uez9mpeghKNubGsvYlM/iqKCnEGbzfLjfjsO2UoFrcRCYXsArvI5fq6JvFzON96Qnvt+Kx4sNyI1yWRgSQpovZE/+wJ6B6i64eZ/xu3AM673X0/fgKKE3mDU5mHLVRiIhyOz6xpzcsTRMyNNcxSJZR0lhtdfIvKLeU3IE707WfCctNm39hnL9MKhMLm0Pj8QqDTgfZ1uvmQgPSMlnIz5btx51zg6w+Bo4Y718EmbjSdgtiZJD1aqgrofyqw8Wdg30NcCicYUCzilsQvUZKxNvux3OjaCUfLjSQoRHFjiQTx2nnORyWcsxhk6/qbFeqinHzXw2ipVnsDY+4zXc/P3uh8uEQzFDdsarqeLu+nrpeIl7mlxHpQ3OyhuDU4G9d42492KLgioDiRxqm6Wi+gqirjY3IieQ4BxT4sN5Xl6uOGI/rGTze3lM06I1lMHGNuPFhuSprHPvs5P50p2C+i5cZphE/DpsDW34C+J5pvaq9siT8/23epYUp3nhs/QtGix4D4XCvKgGIPbqm6ftxSLlRXARNeMuuSqoBikZSNllLsJ8gOzPpNJGK5ieTZE5WKLx1WsLkui7NXGjQCNvwUO56O3TukyVIVQshLQDEAnHyp+f/fNznXza0/0Vmqnvo+Pru3Di8xN7brUnvEDd1S6URs5FQNhNdGUCc84txSOxK3EOje2jevA24dbl8WjsSLG6vR8WO50WUojuTphynqZgXX+YhV4sb3aCmhkdy+xb28qh7JjDQR31A3r9PsH8Dj3wC3zwYG1NyvgqJ4AeRkuUkooDiJxs2pI0sWL6OlfMXcaLCsav1PNf+7/ea94OU3LMfcnHqF+fnwkxI7pkUywszLttbv1Pp9exUAgPlbFWduFwWsdT3E++hnaoOr/w386Uzg2POFujg8E+KADEDjzvPglhJxE6hu11d3vrL49WLlc4q5qUVBxCIUN+lEfBiTSfLlZyh4oo2TzjU19XJzhJVIKBzfCCUyWkqXodipUXHKc6PaPhxxjrnx26n5CRzVzdrtF3Fb0UUlNzIlTYGeg52P5eQvP+0q8//Av3qvm98OXPwdJOKWUmElQBTxMlrKzyzjumt638fmTM+nXOa8vUiieW5E5JibgwaaM9VPmOW9HipSHSAqTyYpPwNOLxuRPLuoEOtqdeyJuKUAc6qKa/5tfyYiefbBCSIHHuVh1JsHt5QN6drLCT0TFTchKSYr2ZibIAR8CqC4SSeiQlZ1islabiDF3FRX+3MtiD8GnaVE9fCqLDeJBBTrLDdOHY0uoFgXcxOE5SZRgnzDefQr4B9Tgf6nJbd/p2funBvNzvqf073vz28WbvF5SsRtoOLSR02Lxb/eiy3zElAchOWmeC9zpmc/29dr6Lw+EbcUAOzV0j0ZoRuBjbrSYHX41suUfK7i947d46dKkS0mFta9TCSgWETO4XLJI8Dl0+xlXlwHNG3jvi+36RdkMSOKoeHXANfNcC4v42S5caqXiJeYG1X5WgDFTToJByRutKOlFPt0yjopI5p1/YiSsMJy89g/gf886m8oeGW5eiRWIpabiOZNQxYzcZacFIobedqHZOjYHfjz3wOe10VqmCIRoFtf/ezJgSAcM9mO2KJJa2DSK8DBg2LL0h1z45W+JwBDz3cuk8hQ8KBIteXGqmvUciO7aoQ2c99D7W422S0FAH8ZB3TtY+ZsARK33FjIownr1AMGnWUvY8X6BG25Ea/9eZPjkxS63RvdaKm4iS89iBVde1qLobhJJ26WG6/oxI3KSrN5ffwyHQVFsR+cGKjnhspyAwAPXBiMWyoccR4K7me0lCxuQiH/o6UA97dtFaloFIIagQUE89aVjFsqlXgZLRWE5cYJ+do0bQvc+Jq7RUEW4ypUlpsgCGrUldv+ozE3suXGIaeK7JYCgL/fDTzwSeyaBmm5se6DVoS7PPt+Y27crr2rW0oj5pK23Dg8X67pAdIHxU06CSrmRjuSSRAGXQ41/3/2rvf95hfGGn63pGgiobC+MwjCLRXJA+54X72NNqBY0+mrZgX3m+cGANrv762ciNhABDZUt5aJG7/XJajJZN3wFFDsI+YmEYIIKNa9ZcsxN0HxpzPN/3IKAU/4cEtZbZr8+3NKGJeXH5tMV0eybk+VuNHFzrndX1e3lEv5uPVulhvhfG1zq/mw3HiZOBMwh68fex5w0J+c65RGKG7SiZvlprranjRKh9YtJVhu+p5o/vdjuYnkx94A/YibiMZyAwRnudnvMOCCu+PXVVepp4sQf7DyUHDHid88ipur/23+kG9921t5uU5Bmftt55ZBcfPQYtO9cvnj/rbLiOVGc538WG7SmYnVi2UxVW6pfXsB/14NPPhpcPsUcbNm2M7FQNy8cHJ+LRnRmp2I5Ub18mALxvXRhTpZoeT9Ah5GD7o8g2LdRXEftxu/bilF+ZMvBcZNC1ZYJ4nvmowcORLz589PRV1yH7eYm/efA05vap8EUIVTDhqLPsP81y8SiXXuftxSqtFSFr7y3CgsN6FQ7LqpBJRbhmL5s+yWQiixzMEtOwJ3zAEOPdZbeSA1HaIXl4VnkhA3+/YyhU2j5u5lRRLNSOwXMeZGFdcFpCHmJoAMxVq3VKF7mURp1jaxYfqeAooVLxq6YceGIVlS8oFb3gTadAEmayzU4gtfQgHrwjmongmx7Rj2d/N/7+M0u/IZc3PZ42aczT8e0ezP5fqKLysqEdhqb/N/z6Pd9+Fn0t9agu9f8NatWzF48GC0b98eo0aNwsiRI9G6detU1C33sLmlNA3szm3Ad5+aQwt1aGNuhH2Kkyt6RYydcRNYuu1kdJabvHx1rIxc3s1llGyG4lDI/jaYytFSIkEJnaAm4wQyM9Jh30PModPJTsLohhizpUtzIA/7TTVen4FMxtykGlVem3Ak9gLn5JaK5AH79wOmf6vfv/jCl4hVIeQibsR2ps2+ZqJMeRJh3fHdrMQdDzCH8+ueEz/iRiXsHl9mxiwVN3bfR5Du7zTh+26/+uqrWLt2LcaMGYMZM2agQ4cOGDp0KGbNmoWKijTMIpzNiA+b9eP1OzpI3DZuufBDTmTUT0iYPdpX5t2wWhQU1XMQN5oYAbm8m8tIF1DsNFoqrpFJIOamthBko6NrlFPNYX8GOiQQw+SHSJ7Z+RTvZb7pqxDPP9E8N6nAi7gRf0+1ZfJCP9MvWMTlnZIsN37TNiSbZVs8B9W1l+tfr6FeRPm13MjHj1/pvG1JU+f1+QXOwkbEKYlfLSUhB1nTpk0xbtw4fPnll1i4cCE6d+6Ms88+G61atcLll1+O77//Puh65gY2cVMjapQulZofsHYOKQ9uqUQ6adEC4yfmJhxRCw+jWh/wJ75JiEMW5QBkN8tElSag2Gm0lEwio6WSJgWWm0QbnUseBg4eDJx0STB1qq08/g3w/Fr9KBJ5Zvvagpd7bMs0naY4piBQDY/Wna9hSEOzPbRxyc7OLrYjbm4pP/sC3PPcuO7PpXzH7mac4nUzkhC8KstN7YmrcSKpWq5btw6zZ8/G7NmzEYlEcNxxx+Hrr79Gt27dcO+99wZVx9xBbHSsH52T1UH3w/QyWioRy40YGOw35kYlpsp2Aa9PUW8jNsa25IEOlhulW8rD3FKunYNoet4DLTfHjwH+NbtWDeNMCZE855w9ouXGj+XSK4m6/ZzmD7MQLTe6mKLaSFzMjSRu5E7Z74tIqi03fgSJ7wzFLngRLKeOA446PfFnL4tjbnyLm4qKCvzf//0f/vznP6N9+/Z46aWXcNlll+HXX3/F008/jffeew8zZ87ETTe5TPq1J6JyS6n8/9aPViduvIyWSmTkTDgSayT9xtyIouAv49y3sWUaFYJ8nSw3qsbg1x80dXIYLeVEuiw3qYi5yZJGp9YiCu50TBrqFb9uqVpT9wTdUk55ZOSh4G4EKm4U3aUfK4bfPDeu+0uD+zGLk/j5bslbtmyJ6upqjBgxAosWLcJBBx0UV2bgwIEoKSkJoHo5hsotpRrGbDUKuh+m22ipcCSxPCoJu6Uky42XBHfy0NW8ArP+TjE3coIvxzo5xNyIhEKwjWLJtoBit4BH4o/jLgDWfAvs1zf4fQdiudHcY7Hzqa4t4sYDbm4pGTljsBtBuqVU+Ono/QYUu+KjDUnWLZWFlhvfreG9996L0047DUVF+pwBJSUlWLVqVVIVy008xtxY6/xabqLiJpzYAyhaYPzG3IiioKBOzYiHmvofdTrwwUz7NvLQ1bx8oAzx7oBE530Sf4xip6JqEN3WZwtBTV+wJ3PZox4LJtBZyOLGa4cjivoD+gMbfnYuL84an0mCCCgWkQOKvYiDZC03bTXB5xZ+XiLdLDf7HeZ9X0B6LTdZGHPjuyU/4YQTsHPnzjhxs3nzZuTl5aG4uDiwyuUcXi03hmYk1YafgZ+/cZ9bKhRO7AEMh4FQAuKmsE68CCmsE0uNXqLIfWJzSwnuMNktJeYn8SNudOevajiLmwh1yTLLjUiWvFFlJbfPBv59E7D0Q/N754PTd2xRtA46C+g1BOjaO77cnXOBrZuAlp3SV7dkcYu5EZHz3KTDLdWouRmI7nV4txO6mJvHvwEWvuk/oD+t4mYPsNycccYZOP7443HRRRfZls+cOROvv/463nrrrcAql3Moh4IrLDdVGsvN2R3M/7pEaTa3lJdgs38Cs4Ssv6I7y2vMTZPWwLgngM+EGZjz8k3rjSVuGjSK306OI7DiHWS3lJc5gVTozl9lmSluDNw9v2b6iez44SrJkkYnK+k52Pxb9TXw7SLgyNPctwkK+bcy+Cx1uR4D0lIdz/iZFdzCzS3ld6LYIOKP2nfTr/Pzm9ONlmrfzfkY2v2lUNz0PBr4bDZwwljzexbG9vl+vV+4cCEGDhwYt3zAgAFYuHBhIJXKWXxbbjQ/zD82qJeLbinA/SH822T7XEC2JH4eR0s9/4s55FDOHComTWugyKUQl1ivZnvZLeVlTiA3vLiduvdXvw2nCpU1K1mypNHJajp2B4ael95cMmEPAcW1kVS4pfwm3Ez19B5+3FLyKLBkX6T+PMb8f9Tw5Paj4qY3gIc/A4ZdYH7Pwpgb3+KmrKwMlZXxnW5FRQV27UrB8MmcIqCYGx2Wxcd6+NxMprL7KtGYG8BuVckvsKf7rq+w3MjH9WK5CSLYN+6HmeaEZ+NfAE64ODVv/tkcL7RHEMT0C9kR7+AZleXG62gpL8/72IfMAQ6j70y4io4k6pYKoi1r3h54Yydw7QvuZf2K8YJC0/VqbbcnWG569+6Nxx57LG751KlT0atXr0AqlbN4tdwkKm6qJcuNa6R/OP6hjYoMn0JVttyIFheVuKlXYj9u1HIjiZtEY25sCNddbozSnc114BlmgxuU+6tpm9jnXOv4cp4Ap1+olSQwt1TYwXIDxLczbnQ6EJj1O3DaFe5lEyFRt1RQsX2Fdby1YclOrWJ7Gc2Odsb3q94tt9yCwYMH48svv8SgQYMAAHPmzMGnn36Kd9/VTF5GTEQTqVOeG2udb8uNEHMDeLDchCRzozABppeYmzvej32WA/1Ey42Y4rvHAOCUy4EP/086bs2jKIuqwoDdUukWM6FQaudsqtcQmLY8sRmPSXZgmwstOzoWz6hGEHkdLeX1ZSeVcXSZtNykkz3BctOvXz8sWLAAbdu2xcyZM/HGG2+gc+fO+Oqrr9C/f/9U1DGHUFhuVNl1E3ZL1Ygbq8FwegitTl5OzuQ15uaGl4GDhNgrp7ToYsxNnz8DfU+IfxvVWW4SDSjek2jXFWjRIdO1IG4kKnKzcBgugMQCip1ibgD/eW5STaJDwdPdliX7UrcnjJYCgIMOOgjPPfdc0HXJfVRuKaXlpgqY+6J/dW/t04tbSiWA/CTxk+smW27EYGjZBaU6br5uKHgAMTdOnUptmWSQ5D5BJPHLko7FM6pZvx3Fjc88N6nGV0AxLTfpJCnpu3v3bpSX2ztn5rlxQCluFJabRW8Brz7gf/9+3FIqASROv+AmbuS3JidxI6a111qMasrIc0sFYblJpVvIjVS7pUjuk61uqYQsNz7y3NQGy02i0y9km7iRwxeyAN+13LlzJ8aOHYtmzZqhXr16aNSoke2POOFxbqnvFie2e9kt5Wi50UTBJ2q5kd+oxFFg4jpVxktxwk6nJH5OjVnz9g6VpbggWYyXiTPTwRF/Mf8fe15w+/Q1txTsLzi1QSAkarmpDVYnP2Sh5ca3uLnyyivx/vvv45FHHkFhYSGmTZuGG2+8Ea1atcIzzzyTijrmDl4tN4m6SqrloeBOMTeWW0qaYNJrQLH845SHgouWG3GdMp23Q4Zip6HgBw8CTrwEmLYMmPqVc30zBt1exCLB6Rdqi+XmqmeAW940R/sFhZ+AYhi1z7XjR2yK55rvMDt9bcR1dvTah2+73htvvIFnnnkGAwYMwKhRo9C/f3907twZ7du3x3PPPYczzzwzFfXMDbzG3CQqbuKS+PmMuQmFY8n33IKZnWJuIpJbys1yI1qMnNxS8jGvegbYq5VzPcVjZgLG9JBkkX+jmaKoLtD7OO/lvTz7sjhwS+JX2yaKTTSgWLRIp4UA26EsETe+fymbN29Gp07m3CXFxcXYvHkzAOCII47A/Pnzg61driF2slYWYqdZwf0ix9w4/fB0MTcNm3o7lp+YG5u4qbbX0fqsnVvKYSi41wbC6ZwoPkhtp7a4pVKBakoCp87Tlm28Flhu/Igb8d6J7VpaCPAFL1djbjp16hSd8btr166YOdOc7fmNN95ASUlJoJXLPYQHrMohQ3GylhuVy0l3DDmwt6SZt2PFxdw4iBuxHlbjpBuC7mcouFdx0+9k4PiLgKue9VY+SCieiEUQo6WyKaDYUxI/n3luRGqD5SZRt1TaLTcBkquWm1GjRuHLL78EAFxzzTWYMmUKioqKcPnll+PKK68MvII5hS2Jn0OG4mRjbiI+Ym5suRci+kk5ZWShIbulDvqT+blhE3s5qNxS4ZjlJm5uKYcMxV4bt0gEuGSKesLBLPmhkj2YXJ5+QRVQXL/EobzQNtaGmJtEA4oL0225SfIlSxSWWdJm+pa+l19+efTz4MGD8e2332LJkiXo3LkzDjzwwEArl3OoYm5UlptE3/D8jJZSTa4ZpOVmzH1A632AgSPs5dwCiuUA6yAyFKsY+xDw7I3ApY8Gt09CUoHtuc8iS6CnoeByzE1N27F+FXDSP+zr5HaxNlhFm3fwXjaUSXETILkobioqKnDsscdi6tSp2GeffQAA7du3R/v2TsNwSQwp5mbXDuCj/4svVlGW2O4TCigO25cFYbnJyzffvv56Xfx2bgHFMmIjEGQw4QkXm66qVDeQtaEBJrUTr8+GrTPJsbQGqgzFzdoBj3yuKFyLzv322cCbjwIX3e99m5xxS2WH9dBXD5Gfn4+vvqqtQ26zAEOKuXnoYmDFp/Hl/E5aaSEPBU8kz039RuZ/t9FSsriwzflSAC1uAcUyusC7IOZSovAg6STRmBHVaMPaTIcDgJ+WAkee7l5WNRRcx/5HAG26JFe3oOg52PzzQ0bdUgGSJZYb3xLsrLPOwhNPPJGKuuQ+sltq9tPqcnJQrVd8zS2libkJh725puRGyGv2TWUSvzxvlhuRrMkTQQFFahB//41bANc87207UdyIcXu1lTveN9M0XHCXe1lVQLHMk98Blz0GnDgWaNoGeHAR8OT3wdQ1ndgsNwGLm5v/Y44Kve2dYPcbRYy5yUHLDQBUVlZi+vTpeO+999CrVy/Uq2c3r91zzz2BVS4n+Pg1YOF/gIsegHLiTBXJihs/0y/Io5YAU9xsXmcvn5dvj4dxEjBOQzRVo6XqlzhYbjTm22wRN7QOERUv/JpYEj8jC8RNSVNg8NneysbF3Ci6pNb7mH8WXQ5NvG6ZJJWWmz7DgJkb2N4I+BY3S5cuRc+ePQEA3333nW1diBc2nkknmf/rFpvmWgunRippceNj4kw5zw2gjrupUx/Y9kfsu5OA8ZKnQizToLF9/imRbLfcXHC36X78y7hM14RkHOHlxk9bKf5WstmdoUK+DrUhd02qSHXMDftfG77Fzdy5c1NRj9xn7gvAubfEvlelwHITN/1CAjE3gFrcNGhsFzey5aZZWzMQsKDI2eSqirmx4nxUWBmTZbJF3JxwEXDY8aY5nZBECIeBC+8Ftm8BWnTIdG2CJxyOudtqQ+6aVJHJmJs9UPhkh/MsF9i8zu6K2rFFXzbRgOJXaiL3/cTciD846/O+CrNvg8b276qA4qdWAo8vc/4h9RgYX7f6jdSWm97H6d1f2SJuAFP47YGNC5H46/Xm/4F/9b/tKZcB50wKsja1h2yeLdsPmbTAJXu8bAhkl/AtkwcOHOjofnr//feTqlDO0bAJsHWT+fnnZbHlv/2i30Y1maYXrCHkXtxSujw3ANDz6PjyshlV9Ybl1DC98Cvw60qge//44zZoFLtGFiNvBs68Xr+/bBI3hABm3paeR9eeET+1hXAk5lLPZctNJoeCX/WMGSJx9qT0HjeD+LbcHHTQQejRo0f0r1u3bigvL8dnn32G7t27+67AlClT0KFDBxQVFaFPnz5YtGiRY/n77rsPXbp0QZ06ddC2bVtcfvnl2L07QTdOOhCtNVs2xj5vchA3yeLJLeUQc9NW0fjKViC/loi9WsaEjbw/VcyN23BDihuSbYRCQPtuuTc/VLKI7VQux9yI55nuuaU67A889T0wKMGJresWB1ufNOBbJt97773K5ZMmTcL27dt97WvGjBkYN24cpk6dij59+uC+++7DkCFDsGLFCjRrFj8c+fnnn8c111yD6dOn4/DDD8d3332Hc889F6FQqPaO0hIngty2OfZZFDeHnwR8/Gpwx/SSodgp5iYUAs65CXjmBvs+I3n2OaOSISK5pTat1a9XQXFDSG6wp7ilsjlDcY8BwJ/HmOI8Swgs5uass87C9OnTfW1zzz33YPTo0Rg1ahS6deuGqVOnom7dutr9fPzxx+jXrx/++te/okOHDjjmmGMwYsQIR2tPWVkZSktLbX9pwzDswcGiuLHcUgNHAJNeCfa4ljBwEgjKmBuh/FkT7HkqwmFzxFRQyG4pv5abAoobQnICm+Umh91S4Qy6pZIlFAL+8bCZayhLCEzcLFiwAEVF3rPGlpeXY8mSJRg8OJblMRwOY/DgwViwYIFym8MPPxxLliyJipkff/wRb731Fo477jjtcSZPnoyGDRtG/9q2beu5jkkjT4q5XRhttHOr+b9ew+CPm/DcUopU6OI+g/xBihagBo3j89zQLUXInoH4W6flhgSEb5l8yimn2L4bhoF169Zh8eLFmDBhguf9bNq0CVVVVWje3D7suHnz5vj222+V2/z1r3/Fpk2bcMQRR8AwDFRWVuLCCy/Etddeqz3O+PHjMW5cLMdIaWlp+gROhRQLJFpudu80/+cHMI2AjKfpF1wsN/L24YDFzc5tsc91i+MbNTdxs/8RwdWFEJI5bO1MDltuxDjFdMfc7IH4ttyIVpCGDRuicePGGDBgAN566y1MnDgxFXWMMm/ePNx22214+OGH8dlnn+Hll1/Gm2++iZtvvlm7TWFhIYqLi21/aUPOVyNabqxAY2uOpOHXBHdcTxNnOsTcyGWA4C03luUKMOvp1XLz6Ndmzo+TLgmuLoSQzBHeQ2JuRGs1LTcpx7dMfvLJJwM5cJMmTRCJRLBhwwbb8g0bNqBFixbKbSZMmICzzz4b559/PgCge/fu2LFjBy644AJcd911CNe2OS9kcaOaF8YSN+dNBnaWAm88nPxxfeW5cRI30ozhQYqbHVLsk1fLTccDzD9CSG6wpwQUi/1BtsXcZCG+1cCnn36KhQsXxi1fuHAhFi9e7Hk/BQUF6NWrF+bMmRNdVl1djTlz5qBv377KbXbu3BknYCI1QbNGbUwy5CXTsDi7ta5D9zsLqxe3lCoXjnwcOcFfkD9IOXBQttxwuCwhewbyJLq5itgf5LKIqyX4FjcXX3wx1qxZE7d87dq1uPjii33ta9y4cXj88cfx9NNPY/ny5RgzZgx27NiBUaNGAQDOOeccjB8/Plr++OOPxyOPPIIXX3wRq1atwuzZszFhwgQcf/zxUZFTqwhK3HTtE/tsC/LV5Jrx5JZSTJwpX8NUWm5OvwrY7zDg0kfN706zjBNCcpc9Jc8Np2BJK75l8rJly6ITZ4ocfPDBWLZsmWILPcOHD8dvv/2GG264AevXr8dBBx2Ed955JxpkvHr1apul5vrrr0coFML111+PtWvXomnTpjj++ONx6623+j2N9OBF3IgBxSox0rG7fWRQ3eJYYLKY2VMkmsTPyS1VI4xkAWPbT9hePkg/cUlT4H5hVJzf0VKEkNygToPY51y23LTZF7jhZTOhKUk5vl+PCwsL4+JkAGDdunXIy/P/YI4dOxY///wzysrKsHDhQvTpE7NSzJs3D0899VT0e15eHiZOnIiVK1di165dWL16NaZMmYKSkhLfx00L8mgpFU6Wm1G3Afd8aBcZYqZInQBQjYTSlvEYcxMO2y1IQUNxQ8ieyaial9P8wvg57HKNI042LdYk5fgWN8cccwzGjx+PrVtjo122bNmCa6+9FkcfrZiTaE/Gstw0aKQvI1plZDHSra+ZB0eeqiBaXiMAIpqYm8seiz+W01DwsGTVGXYh8LfJwAPxMVdJI7ulaqObkRASPEecAkxfAdz3MVAv+9L8k9qJb1PLXXfdhSOPPBLt27fHwQcfDAD44osv0Lx5czz77LOBVzCrscRN45bAtj/UZZwsN5Y1Q1zeoiOw8rOa5Rptqkrid8WTQPej4suEfcTcRCLAGQEOWReh5YaQPZc2+2a6BiTH8C1uWrduja+++grPPfccvvzyS9SpUwejRo3CiBEjkJ+fw8FgiWCJm4ZN9WVEcSNbWqwpCUQR07JT7LPOP22VF8VKKBwfQyMf080tlUr8JvEjhBBCNCQUvVWvXj1ccMEFQdcl97DETWFds7MWZwi3cLLcWCMHxGy+LTrqy8vLZcuLaqqFsCSAbPtxCDYOGlpuCCGEBITvHmvy5MnKiS2nT5+Of/3rX4FUKmewxE1BkX7YtpO4sSw3fwgB3PVLYp91gkM5tYJsuUlg+oVUQssNIYSQgPDdYz366KPo2rVr3PL9998fU6dODaRSOUOFIG504qDAYSi4Zbn5Y31smTh0XBd0q7PcqIZ9O8bchOLLpwom8SOEEBIQvnus9evXo2XL+HH6TZs2xbp16wKpVM4gWm6gsdzke7Dc7BDmYSoo1JePLtfM+G1zQXmIuZEtP6kkn24pQgghweC7x2rbti3+97//xS3/3//+h1atWgVSqZzBEjf5CVpuZGsGIA0dd7HcyG4o8bs1XYVoIXGbWyqVyMHRFDeEEEISxHdA8ejRo3HZZZehoqICf/rTnwAAc+bMwVVXXYV//vOfgVcwK/l9HfD6Q8D6Veb3giK9OHASK3IcSkGRt+kaVEPBw2F1HZwETDpjbkIh83wrK2qOR3FDCCEkMXyLmyuvvBK///47LrroIpSXlwMAioqKcPXVV9vmgdqjufV0YOlHse9eA4plcWFZbsY+BEy5xEzd7clyowgWlkdLqfYhx7mkc7QUYMYYUdwQQghJEt/iJhQK4V//+hcmTJiA5cuXo06dOthnn31QWFjovvGegihsAGfLjWMSvxrLzQkXA8eeZ5Zd9bW+vIU15Dwu5kasgxFbrttfOi03gBl3U7bT/MyAYkIIIQmScI9Vv359HHrooTjggAMobNxwstw4Tb8gzpBriSCnGB0LazJNp9FSVsyN09xS6bbciDFGiVhuhpizyWPgX4OpDyGEkKwkoSR+ixcvxsyZM7F69eqoa8ri5ZdfDqRiOYUuoDi/QG85CUfU1gsvbqmo5UbOc6Mo7zVDcVrEjSDmEhE3lzwMHHUG0L1/cHUihBCSdfjusV588UUcfvjhWL58OV555RVUVFTgm2++wfvvv4+GDRumoo7Zj24ouDgMHLB36HIwcXQbB0uPhc5y43e0lGq6hlSSrOWmoAg45BigsE5wdSKEEJJ1+BY3t912G+6991688cYbKCgowP33349vv/0Wp59+Otq1a5eKOmYfcUO689VCpEAWN0IZL+KmulpdRhVzI7ulrJgbp7iadMfcbPol9rlJm9QfjxBCSE7iu8f64YcfMGzYMABAQUEBduzYgVAohMsvvxyPPfZY4BXMTiQrRyRP7daJEzeCGMnXxDGJ1g3LQiNjLXeafkF1zEzH3FgjpQCgUbPUH48QQkhO4rvHatSoEbZtMydybN26NZYuXQoA2LJlC3bu3Bls7bIVWUSEI2q3jixuRAGhEzeFdYC2XYHm7YGmbdVltAHFQh0MD6OlRJGWDsuNxcmXpe9YhBBCcg7fAcVHHnkkZs+eje7du+O0007DpZdeivfffx+zZ8/GoEGDUlHH7CNudu2I2vIhCxgvlptQCHhsKWBUA5NOUpfRWW5U1CbLzV3zgM/nAGdOSP2xCCGE5Cy+xc1DDz2E3bvNaQWuu+465Ofn4+OPP8Zf/vIXXH/99YFXMCuRrTReLTdhD5YboCYIWLNPQBA3UsyNiGooeNzEmWkWNwceZf4RQgghSeBb3DRu3Dj6ORwO45prrgm0QjmBZ8tNAjE3XrACip0Cgg1FQHFcvdMcUEwIIYQEAHusVCBbVCJeLTd+xY2b5caD5aW2TJxJCCGEBAR7rFQQl2k4T235KN5Lv50XcePmlvIylNspiR8tN4QQQrIQ9lipwKtbap9e8eUsghA3TjE3qIUxN4QQQkgAsMdKBV4Divc9RNrOp+XGj1tKF3PjNBSclhtCCCFZCHusVKAUN4pL3bmn/XskIMuNKqBYZ3lxGgpOyw0hhJAsxHOPtXHjRtv3L774AiNHjkS/fv1w6qmnYt68eUHXLYvxaLmpVyxtJlpuCuCKTtwU1Myt5MVyw9FShBBCcgzPPVbLli2jAufjjz9G79698fPPP6Nfv34oLS3F0Ucfjfnz56esollFXECxwnJz51zFdgFYbtp3A/7xcPz+dHlu5HraD6DfnhBCCKmleM5zYwid4aRJk3D22WfjiSeeiC677LLLcOONN2LOnDnB1jAbUQYUC0Jh+DVAjwHx2/kdLaXi8W/U9fAiTjI9KzghhBASAAm9ji9duhSjR4+2LRs9ejS++uqrQCqV9cTlucnzJhSCynMT3Z9wzDirjCH9B2NuCCGE5AS+MhRv27YNRUVFKCoqQmGhvfMtKirixJkWbkPBgxI3btYUx6HgLuUBxtwQQgjJSnz1WPvuuy8aNWqEn376CYsXL7at++abb9CqVatAK5e1uA0F145cCiiJn+o4uoBi3fHl7Wm5IYQQkiV4ttzMnWsPgG3ZsqXt+6pVq3DBBRcEU6tsp9ZYbhzEiVLc0HJDCCEk+/Esbo46ynm25ksvvTTpyuQMshCIs9xoRElQSfxU+9NZXgzG3BBCCMkt2GOlAuXEmeKlzkDMjRfLC91ShBBCcgD2WKlA5ZbyNFoq4Jgbx1nBayw2KveUanu6pQghhGQJ7LFSgWtAsQfLTUGCeW5s9fAZUOy0PS03hBBCsgT2WKlAFgKRPG9uqaBjbhwtNx6g5YYQQkgWklSPZRiGLXMxqSHRgOKgJs4Uj6urk3XfCut42z8tN4QQQrKEhHqsJ554AgcccEA0od8BBxyAadOmBV23LMZlVnCdFUQUI3lJTJypWq8bCr5/P2DgX4GzJym2p+WGEEJI9uErQzEA3HDDDbjnnntwySWXoG/fvgCABQsW4PLLL8fq1atx0003BV7JrMPNchOUW8p1vidhvU6chELA+Ofc6+PmAiOEEEJqCb7FzSOPPILHH38cI0aMiC474YQTcOCBB+KSSy6huAHch4Kna24pW1HNaCknOHEmIYSQLMS3r6GiogKHHHJI3PJevXqhsrIykEplPbVlKHjIg+XGcXu6ogghhGQfvnuvs88+G4888kjc8sceewxnnnlmIJXKehINKA56KLiIl+kX4uojbMPAcUIIIVmCb7cUYAYUv/vuuzjssMMAAAsXLsTq1atxzjnnYNy4cdFy99xzTzC1zDpkt5THoeB+LTd+rDGJiBtabgghhGQhvsXN0qVL0bNnTwDADz/8AABo0qQJmjRpgqVLl0bLhfbkGI0gLDdBx9wk4pbiCClCCCFZiG9xI88OTlTIQ8HD/gOKI/kBVCPJPDW03BBCCMlCkuq9fvnlF/zyyy9B1SV3UAXyehkKLrqK8jyIGz/WsUSmX6DlhhBCSBbiu/eqrq7GTTfdhIYNG6J9+/Zo3749SkpKcPPNN6O6ujoVdcw+wor4Gi8J8aqE0WYRD0a1s24AGjT2VqdEhoLTckMIISQL8e2Wuu666/DEE0/g9ttvR79+/QAAH330ESZNmoTdu3fj1ltvDbyS2YfCouJlKHhJM/MvFALqN3I/TLN2wEu/AcNbAFt/cy6b0FBwD3FChBBCSC3Dt7h5+umnMW3aNJxwwgnRZQceeCBat26Niy66iOIGUAsJL26pSAR4bo1ZVpxnyu1YhsZi5iROOFqKEEJIjuJb3GzevBldu3aNW961a1ds3rw5kEplPSorh5eAYgDI9zCnlIxO3Dhuw5gbQgghuYnv3qtHjx546KGH4pY/9NBD6NGjRyCVynpUQiaVLp5UJdijK4oQQkgW4ttyc8cdd2DYsGF47733bBNnrlmzBm+99VbgFcxKVO4cr5abRKiuSmAjZhwmhBCSm/i23Bx11FH47rvvcPLJJ2PLli3YsmULTjnlFKxYsQL9+/dPRR2zD6VbykPMTaJoR6kpjtPpQPP/gBHx6wghhJAcwLflZvXq1Wjbtq0ycHj16tVo165dIBXLalRuolRabvy4pe6YC3w9H+h9XLB1IIQQQmoJvi03HTt2xG+/xQ87/v3339GxY8dAKpX9KMSGl6HgCR/OR0BxcWOg30mJBS4TQgghWYBvcWMYhnLeqO3bt6OoqCiQSmU9KjdRslMhOB4vkZgbQgghJDfx7JayZvsOhUKYMGEC6tatG11XVVWFhQsX4qCDDgq8gtlJmt1SupibII+TqhFZhBBCSMB4Fjeff/45ANNy8/XXX6OgIObWKCgoQI8ePXDFFVcEX8NsRBQC6RgKrhv5REFCCCFkD8SzuLFmAx81ahTuv/9+FBcXp6xSWY/SLaWYbyoojh4J/PdJ4MCj7MuDTMLHnDeEEEKyBN+jpZ588slU1CPHULmlUmi5ufghoNcQ4JAh9uWHHQ+02RfYr2+wxyOEEEJqMb7FDfGAm+UmaHFTVBcYMDx+eWEd4IlvaXUhhBCyR8HJg1KBKtYllUPBnaCwIYQQsodBcZMSXAKKg465SSV1G5j/5XgeQgghpJZCt1QqSLdbKpW8sA7YWQrs1TLTNSGEEEI8QXGTEtwCirPIYFannvlHCCGEZAm1opedMmUKOnTogKKiIvTp0weLFi3Slh0wYABCoVDc37Bhw9JYYxdsMTeWWypLLTeEEEJIlpFxcTNjxgyMGzcOEydOxGeffYYePXpgyJAh2Lhxo7L8yy+/jHXr1kX/li5dikgkgtNOOy3NNXfAdfoFihtCCCEkVWRc3Nxzzz0YPXo0Ro0ahW7dumHq1KmoW7cupk+frizfuHFjtGjRIvo3e/Zs1K1bVytuysrKUFpaavtLPWmefoEQQgghUTIqbsrLy7FkyRIMHjw4uiwcDmPw4MFYsGCBp3088cQTOOOMM1CvnjouZPLkyWjYsGH0r23btoHU3RGV5SacwgzFhBBCCImSUXGzadMmVFVVoXnz5rblzZs3x/r16123X7RoEZYuXYrzzz9fW2b8+PHYunVr9G/NmjVJ19sVVZ4buqUIIYSQtJDVo6WeeOIJdO/eHb1799aWKSwsRGFhYRprBdAtRQghhGSOjFpumjRpgkgkgg0bNtiWb9iwAS1atHDcdseOHXjxxRdx3nnnpbKKicGAYkIIISRjZFTcFBQUoFevXpgzZ050WXV1NebMmYO+fZ0ne3zppZdQVlaGs846K9XVTABVhmLG3BBCCCHpIONuqXHjxmHkyJE45JBD0Lt3b9x3333YsWMHRo0aBQA455xz0Lp1a0yePNm23RNPPIGTTjoJe+21Vyaq7Yyb5Sac8UFqhBBCSM6ScXEzfPhw/Pbbb7jhhhuwfv16HHTQQXjnnXeiQcarV69GWBIDK1aswEcffYR33303E1V2RxlQTMsNIYQQkg4yLm4AYOzYsRg7dqxy3bx58+KWdenSBYZKQNQaatGs4IQQQsgeBv0jqYABxYQQQkjGoLhJBW5uKYobQgghJGVQ3KQCw8Vyw5gbQgghJGVQ3KQCw2UoOC03hBBCSMqguEkJnH6BEEIIyRQUN6lAGVBMyw0hhBCSDihuUoEqoNg2FJyXnRBCCEkV7GVTgSqgGHRLEUIIIemA4iYVuFluOFqKEEIISRkUNymBAcWEEEJIpqC4SQViQHGX3uZ/BhQTQgghaYHiJhVYbqk+w4DxL5ifabkhhBBC0gLFTSqwAorH3A/s1dL8zFnBCSGEkLRAcZMKLMuNaKHhrOCEEEJIWqC4SQVRcaOx1lDcEEIIISmD4iYVWG4preWGl50QQghJFexlU4HKcsOAYkIIISQtUNykApXlhkPBCSGEkLRAcZMKVAHFtNwQQgghaYHiJhUo3VIcCk4IIYSkA4qbVOAaUExxQwghhKQKiptUwKHghBBCSMaguAkacUZwneWGbilCCCEkZVDcBI1O3GiFDiGEEEKChL1s0NjEjSagmG4pQgghJGVQ3ASNFUwMOAz/prghhBBCUgXFTdCIlhvdlAu03BBCCCEpg+ImaETLDTgUnBBCCEk3FDdBowso5lBwQgghJC1Q3ATNLytin0VXFIeCE0IIIWmB4iZIPp8DjDk49p1zSxFCCCFph+ImSN56zP6ds4ITQgghaYfiJkjKdtm/6wRNiJedEEIISRXsZYOkfLf9Oy03hBBCSNqhuAmScslyE9YEFFPcEEIIISmD4iZIZMsNdFmJKW4IIYSQVEFxEyRxMTdM4kcIIYSkG4qbIJHdUhwKTgghhKQdipsgYUAxIYQQknEoboJEtNyEpUvLWcEJIYSQtEBxEyQ2y40kYGi5IYQQQtICxU2QiAHFsoCxBRTzshNCCCGpgr1sqpDdUpwVnBBCCEkLFDcpw8lyQ3FDCCGEpAqKm1ThFFBMcUMIIYSkDIqboKiqkhY4BBRztBQhhBCSMihugmL3Dvt32TpDyw0hhBCSFihugmL3dvv3OLcUY24IIYSQdEBxExS7tjuvZ0AxIYQQkhYoboJCFjfV1fbvzFBMCCGEpAWKm6CQxY0hixvhUsflwCGEEEJIULCXDYoDjgBmbIh9r5ZGT9FyQwghhKQFipugCIeBeg1j32W3FDMUE0IIIWmB4iZIInmxz4ZhX8eh4IQQQkhaoLgJEjGWRo65EaG4IYQQQlIGxU2QiKLFyXLDmBtCCCEkZVDcpAu6pQghhJC0QHGTCShuCCGEkJRBcZMJKG4IIYSQlEFxkwlCvOyEEEJIqmAvmzYYc0MIIYSkA4qbjEBxQwghhKQKipt0wdFShBBCSFqguEkXFDeEEEJIWqC4yQQUN4QQQkjKyLi4mTJlCjp06ICioiL06dMHixYtciy/ZcsWXHzxxWjZsiUKCwux77774q233kpTbZOAGYoJIYSQtJDnXiR1zJgxA+PGjcPUqVPRp08f3HfffRgyZAhWrFiBZs2axZUvLy/H0UcfjWbNmmHWrFlo3bo1fv75Z5SUlKS/8slAyw0hhBCSMjIqbu655x6MHj0ao0aNAgBMnToVb775JqZPn45rrrkmrvz06dOxefNmfPzxx8jPzwcAdOjQIZ1VDgaKG0IIISRlZMwtVV5ejiVLlmDw4MGxyoTDGDx4MBYsWKDc5vXXX0ffvn1x8cUXo3nz5jjggANw2223oaqqSnucsrIylJaW2v4yDpP4EUIIISkjY73spk2bUFVVhebNm9uWN2/eHOvXr1du8+OPP2LWrFmoqqrCW2+9hQkTJuDuu+/GLbfcoj3O5MmT0bBhw+hf27ZtAz0P73C0FCGEEJIOssqEUF1djWbNmuGxxx5Dr169MHz4cFx33XWYOnWqdpvx48dj69at0b81a9akscYCHApOCCGEpIWMxdw0adIEkUgEGzZssC3fsGEDWrRoodymZcuWyM/PRyQSiS7bb7/9sH79epSXl6OgoCBum8LCQhQWFgZb+WShuCGEEEJSRsYsNwUFBejVqxfmzJkTXVZdXY05c+agb9++ym369euHlStXorq6Orrsu+++Q8uWLZXCplbRsGmma0AIIYTsEWTULTVu3Dg8/vjjePrpp7F8+XKMGTMGO3bsiI6eOuecczB+/Pho+TFjxmDz5s249NJL8d133+HNN9/EbbfdhosvvjhTp+CdvVoC178E3Pp2pmtCCCGE5DQZHQo+fPhw/Pbbb7jhhhuwfv16HHTQQXjnnXeiQcarV69GOBzTX23btsV///tfXH755TjwwAPRunVrXHrppbj66qszdQr+OPLUTNeAEEIIyXlChmEYma5EOiktLUXDhg2xdetWFBcXB3+AY4R4mnf3qEtLCCGEpAw//XdWjZYihBBCCHGD4iZowrykhBBCSCZhTxw0zD5MCCGEZBT2xEFDyw0hhBCSUdgTBw0tN4QQQkhGYU8cNBQ3hBBCSEZhTxw0dEsRQgghGYU9cdDQckMIIYRkFPbEQUPLDSGEEJJR2BMHDS03hBBCSEZhTxw0tNwQQgghGYU9cdDQckMIIYRkFPbEQUPLDSGEEJJR2BMHTTiS6RoQQgghezQUN0FDtxQhhBCSUdgTBw3dUoQQQkhGYU8cOKFMV4AQQgjZo6G4CRpabgghhJCMwp44aBhQTAghhGQUipugYUAxIYQQklHYEwcN3VKEEEJIRmFPHDRF9TJdA0IIIWSPhuImaK54CmjVGbjqmUzXhBBCCNkjyct0BXKODvsDT32f6VoQQggheyy03BBCCCEkp6C4IYQQQkhOQXFDCCGEkJyC4oYQQgghOQXFDSGEEEJyCoobQgghhOQUFDeEEEIIySkobgghhBCSU1DcEEIIISSnoLghhBBCSE5BcUMIIYSQnILihhBCCCE5BcUNIYQQQnIKihtCCCGE5BR5ma5AujEMAwBQWlqa4ZoQQgghxCtWv231407sceJm27ZtAIC2bdtmuCaEEEII8cu2bdvQsGFDxzIhw4sEyiGqq6vx66+/okGDBgiFQoHtt7S0FG3btsWaNWtQXFwc2H6zhT39/AFeA54/z39PPn+A1yDV528YBrZt24ZWrVohHHaOqtnjLDfhcBht2rRJ2f6Li4v3yIfaYk8/f4DXgOfP89+Tzx/gNUjl+btZbCwYUEwIIYSQnILihhBCCCE5BcVNQBQWFmLixIkoLCzMdFUywp5+/gCvAc+f578nnz/Aa1Cbzn+PCygmhBBCSG5Dyw0hhBBCcgqKG0IIIYTkFBQ3hBBCCMkpKG4IIYQQklNQ3ATElClT0KFDBxQVFaFPnz5YtGhRpqvkm0mTJiEUCtn+unbtGl2/e/duXHzxxdhrr71Qv359/OUvf8GGDRts+1i9ejWGDRuGunXrolmzZrjyyitRWVlpKzNv3jz07NkThYWF6Ny5M5566ql0nF4c8+fPx/HHH49WrVohFArh1Vdfta03DAM33HADWrZsiTp16mDw4MH4/vvvbWU2b96MM888E8XFxSgpKcF5552H7du328p89dVX6N+/P4qKitC2bVvccccdcXV56aWX0LVrVxQVFaF79+546623Aj9fFW7X4Nxzz417Jo499lhbmWy9BpMnT8ahhx6KBg0aoFmzZjjppJOwYsUKW5l0PvPpbkO8nP+AAQPi7v+FF15oK5Ot5w8AjzzyCA488MBo0rm+ffvi7bffjq7P5fsPuJ9/Vt9/gyTNiy++aBQUFBjTp083vvnmG2P06NFGSUmJsWHDhkxXzRcTJ0409t9/f2PdunXRv99++y26/sILLzTatm1rzJkzx1i8eLFx2GGHGYcffnh0fWVlpXHAAQcYgwcPNj7//HPjrbfeMpo0aWKMHz8+WubHH3806tata4wbN85YtmyZ8eCDDxqRSMR455130nquhmEYb731lnHdddcZL7/8sgHAeOWVV2zrb7/9dqNhw4bGq6++anz55ZfGCSecYHTs2NHYtWtXtMyxxx5r9OjRw/jkk0+MDz/80OjcubMxYsSI6PqtW7cazZs3N84880xj6dKlxgsvvGDUqVPHePTRR6Nl/ve//xmRSMS44447jGXLlhnXX3+9kZ+fb3z99dcZvwYjR440jj32WNszsXnzZluZbL0GQ4YMMZ588klj6dKlxhdffGEcd9xxRrt27Yzt27dHy6Trmc9EG+Ll/I866ihj9OjRtvu/devWnDh/wzCM119/3XjzzTeN7777zlixYoVx7bXXGvn5+cbSpUsNw8jt++/l/LP5/lPcBEDv3r2Niy++OPq9qqrKaNWqlTF58uQM1so/EydONHr06KFct2XLFiM/P9946aWXosuWL19uADAWLFhgGIbZUYbDYWP9+vXRMo888ohRXFxslJWVGYZhGFdddZWx//772/Y9fPhwY8iQIQGfjT/kjr26utpo0aKFceedd0aXbdmyxSgsLDReeOEFwzAMY9myZQYA49NPP42Wefvtt41QKGSsXbvWMAzDePjhh41GjRpFz98wDOPqq682unTpEv1++umnG8OGDbPVp0+fPsbf//73QM/RDZ24OfHEE7Xb5NI12LhxowHA+OCDDwzDSO8zXxvaEPn8DcPs3C699FLtNrl0/haNGjUypk2btsfdfwvr/A0ju+8/3VJJUl5ejiVLlmDw4MHRZeFwGIMHD8aCBQsyWLPE+P7779GqVSt06tQJZ555JlavXg0AWLJkCSoqKmzn2bVrV7Rr1y56ngsWLED37t3RvHnzaJkhQ4agtLQU33zzTbSMuA+rTG27VqtWrcL69ettdW3YsCH69OljO9+SkhIccsgh0TKDBw9GOBzGwoULo2WOPPJIFBQURMsMGTIEK1aswB9//BEtU5uvybx589CsWTN06dIFY8aMwe+//x5dl0vXYOvWrQCAxo0bA0jfM19b2hD5/C2ee+45NGnSBAcccADGjx+PnTt3Rtfl0vlXVVXhxRdfxI4dO9C3b9897v7L52+Rrfd/j5s4M2g2bdqEqqoq280FgObNm+Pbb7/NUK0So0+fPnjqqafQpUsXrFu3DjfeeCP69++PpUuXYv369SgoKEBJSYltm+bNm2P9+vUAgPXr1yuvg7XOqUxpaSl27dqFOnXqpOjs/GHVV1VX8VyaNWtmW5+Xl4fGjRvbynTs2DFuH9a6Ro0aaa+JtY9Mcuyxx+KUU05Bx44d8cMPP+Daa6/F0KFDsWDBAkQikZy5BtXV1bjsssvQr18/HHDAAdG6peOZ/+OPPzLehqjOHwD++te/on379mjVqhW++uorXH311VixYgVefvllALlx/l9//TX69u2L3bt3o379+njllVfQrVs3fPHFF3vE/dedP5Dd95/ihkQZOnRo9POBBx6IPn36oH379pg5c2atER0kvZxxxhnRz927d8eBBx6IvffeG/PmzcOgQYMyWLNgufjii7F06VJ89NFHma5KRtCd/wUXXBD93L17d7Rs2RKDBg3CDz/8gL333jvd1UwJXbp0wRdffIGtW7di1qxZGDlyJD744INMVytt6M6/W7duWX3/6ZZKkiZNmiASicRF0G/YsAEtWrTIUK2CoaSkBPvuuy9WrlyJFi1aoLy8HFu2bLGVEc+zRYsWyutgrXMqU1xcXKsElFVfp/vaokULbNy40ba+srISmzdvDuSa1Mbnp1OnTmjSpAlWrlwJIDeuwdixY/Gf//wHc+fORZs2baLL0/XMZ7oN0Z2/ij59+gCA7f5n+/kXFBSgc+fO6NWrFyZPnowePXrg/vvv32Puv+78VWTT/ae4SZKCggL06tULc+bMiS6rrq7GnDlzbH7LbGT79u344Ycf0LJlS/Tq1Qv5+fm281yxYgVWr14dPc++ffvi66+/tnV2s2fPRnFxcdTM2bdvX9s+rDK17Vp17NgRLVq0sNW1tLQUCxcutJ3vli1bsGTJkmiZ999/H9XV1dFGoG/fvpg/fz4qKiqiZWbPno0uXbqgUaNG0TLZcE0A4JdffsHvv/+Oli1bAsjua2AYBsaOHYtXXnkF77//fpzrLF3PfKbaELfzV/HFF18AgO3+Z+v566iurkZZWVnO338d1vmryKr7n3AoMony4osvGoWFhcZTTz1lLFu2zLjggguMkpISWwR5NvDPf/7TmDdvnrFq1Srjf//7nzF48GCjSZMmxsaNGw3DMIdFtmvXznj//feNxYsXG3379jX69u0b3d4aFnjMMccYX3zxhfHOO+8YTZs2VQ4LvPLKK43ly5cbU6ZMydhQ8G3bthmff/658fnnnxsAjHvuucf4/PPPjZ9//tkwDHMoeElJifHaa68ZX331lXHiiScqh4IffPDBxsKFC42PPvrI2GeffWzDoLds2WI0b97cOPvss42lS5caL774olG3bt24YdB5eXnGXXfdZSxfvtyYOHFi2oaCO12Dbdu2GVdccYWxYMECY9WqVcZ7771n9OzZ09hnn32M3bt3Z/01GDNmjNGwYUNj3rx5tqGuO3fujJZJ1zOfiTbE7fxXrlxp3HTTTcbixYuNVatWGa+99prRqVMn48gjj8yJ8zcMw7jmmmuMDz74wFi1apXx1VdfGddcc40RCoWMd9991zCM3L7/buef7fef4iYgHnzwQaNdu3ZGQUGB0bt3b+OTTz7JdJV8M3z4cKNly5ZGQUGB0bp1a2P48OHGypUro+t37dplXHTRRUajRo2MunXrGieffLKxbt062z5++uknY+jQoUadOnWMJk2aGP/85z+NiooKW5m5c+caBx10kFFQUGB06tTJePLJJ9NxenHMnTvXABD3N3LkSMMwzOHgEyZMMJo3b24UFhYagwYNMlasWGHbx++//26MGDHCqF+/vlFcXGyMGjXK2LZtm63Ml19+aRxxxBFGYWGh0bp1a+P222+Pq8vMmTONfffd1ygoKDD2339/480330zZeYs4XYOdO3caxxxzjNG0aVMjPz/faN++vTF69Oi4Bidbr4HqvAHYnsd0PvPpbkPczn/16tXGkUceaTRu3NgoLCw0OnfubFx55ZW2PCeGkb3nbxiG8be//c1o3769UVBQYDRt2tQYNGhQVNgYRm7ff8NwPv9sv/8hwzCMxO0+hBBCCCG1C8bcEEIIISSnoLghhBBCSE5BcUMIIYSQnILihhBCCCE5BcUNIYQQQnIKihtCCCGE5BQUN4QQQgjJKShuCCGEEJJTUNwQQgghJKeguCGEZB3nnnsuTjrppExXgxBSS6G4IYQQQkhOQXFDCKm1zJo1C927d0edOnWw1157YfDgwbjyyivx9NNP47XXXkMoFEIoFMK8efMAAGvWrMHpp5+OkpISNG7cGCeeeCJ++umn6P4si8+NN96Ipk2bori4GBdeeCHKy8szc4KEkJSQl+kKEEKIinXr1mHEiBG44447cPLJJ2Pbtm348MMPcc4552D16tUoLS3Fk08+CQBo3LgxKioqMGTIEPTt2xcffvgh8vLycMstt+DYY4/FV199hYKCAgDAnDlzUFRUhHnz5uGnn37CqFGjsNdee+HWW2/N5OkSQgKE4oYQUitZt24dKisrccopp6B9+/YAgO7duwMA6tSpg7KyMrRo0SJa/t///jeqq6sxbdo0hEIhAMCTTz6JkpISzJs3D8cccwwAoKCgANOnT0fdunWx//7746abbsKVV16Jm2++GeEwjdmE5AL8JRNCaiU9evTAoEGD0L17d5x22ml4/PHH8ccff2jLf/nll1i5ciUaNGiA+vXro379+mjcuDF2796NH374wbbfunXrRr/37dsX27dvx5o1a1J6PoSQ9EHLDSGkVhKJRDB79mx8/PHHePfdd/Hggw/iuuuuw8KFC5Xlt2/fjl69euG5556LW9e0adNUV5cQUouguCGE1FpCoRD69euHfv364YYbbkD79u3xyiuvoKCgAFVVVbayPXv2xIwZM9CsWTMUFxdr9/nll19i165dqFOnDgDgk08+Qf369dG2bduUngshJH3QLUUIqZUsXLgQt912GxYvXozVq1fj5Zdfxm+//Yb99tsPHTp0wFdffYUVK1Zg06ZNqKiowJlnnokmTZrgxBNPxIcffohVq1Zh3rx5+Mc//oFffvklut/y8nKcd955WLZsGd566y1MnDgRY8eOZbwNITkELTeEkFpJcXEx5s+fj/vuuw+lpaVo37497r77bgwdOhSHHHII5s2bh0MOOQTbt2/H3LlzMWDAAMyfPx9XX301TjnlFGzbtg2tW7fGoEGDbJacQYMGYZ999sGRRx6JsrIyjBgxApMmTcrciRJCAidkGIaR6UoQQkg6OPfcc7Flyxa8+uqrma4KISSF0A5LCCGEkJyC4oYQQgghOQXdUoQQQgjJKWi5IYQQQkhOQXFDCCGEkJyC4oYQQgghOQXFDSGEEEJyCoobQgghhOQUFDeEEEIIySkobgghhBCSU1DcEEIIISSn+H+s9aKiJ9uqxgAAAABJRU5ErkJggg==", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "xnew = np.linspace(49, 35150, 500)\n", + "\n", + "spl = make_interp_spline(train_acc_top5_step['step'], train_acc_top5_step['value'], k=3) # type: BSpline\n", + "train_acc_top5_smooth = spl(xnew)\n", + "\n", + "plt.plot(xnew, train_acc_top5_smooth, color='orangered')\n", + "plt.title('Top 5 Train Accuracy', fontdict={'fontsize': 15,'fontweight': 'bold'}, pad=15)\n", + "plt.xlabel('step')\n", + "plt.ylabel('top 5 accuracy')\n", + "\n", + "plt.savefig('Hagrid_checkpoint_231210/train_acc_top5_step.svg', format='svg')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot val_acc_step" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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metricvaluestep
16882val_acc_step0.7916676672.0
16883val_acc_step0.7708336673.0
16884val_acc_step0.8125006674.0
16885val_acc_step0.8541676675.0
16886val_acc_step0.8333336676.0
............
19101val_acc_step0.5625008891.0
19102val_acc_step0.5833338892.0
19103val_acc_step0.6875008893.0
19104val_acc_step0.6666678894.0
19105val_acc_step0.6000008895.0
\n", + "

2224 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " metric value step\n", + "16882 val_acc_step 0.791667 6672.0\n", + "16883 val_acc_step 0.770833 6673.0\n", + "16884 val_acc_step 0.812500 6674.0\n", + "16885 val_acc_step 0.854167 6675.0\n", + "16886 val_acc_step 0.833333 6676.0\n", + "... ... ... ...\n", + "19101 val_acc_step 0.562500 8891.0\n", + "19102 val_acc_step 0.583333 8892.0\n", + "19103 val_acc_step 0.687500 8893.0\n", + "19104 val_acc_step 0.666667 8894.0\n", + "19105 val_acc_step 0.600000 8895.0\n", + "\n", + "[2224 rows x 3 columns]" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "val_acc_step = data[data['metric'].str.contains(\"val_acc_step\", regex=True)]\n", + "val_acc_step[-2224:]" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "xnew = np.linspace(6672, 8896, 500)\n", + "\n", + "spl = make_interp_spline(val_acc_step['step'], val_acc_step['value'], k=3) # type: BSpline\n", + "val_acc_step_smooth = spl(xnew)\n", + "\n", + "plt.plot(xnew, val_acc_step_smooth, color='orangered')\n", + "plt.title('Validation Accuracy', fontdict={'fontsize': 15,'fontweight': 'bold'}, pad=15)\n", + "plt.xlabel('step')\n", + "plt.ylabel('accuracy')\n", + "\n", + "plt.savefig('Hagrid_checkpoint_231210/val_acc_step.svg', format='svg')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot val_acc_top5_step" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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metricvaluestep
19106val_acc_top5_step0.9791676672.0
19107val_acc_top5_step0.9583336673.0
19108val_acc_top5_step0.9166676674.0
19109val_acc_top5_step0.9791676675.0
19110val_acc_top5_step1.0000006676.0
............
21325val_acc_top5_step0.8958338891.0
21326val_acc_top5_step0.9791678892.0
21327val_acc_top5_step0.9375008893.0
21328val_acc_top5_step0.8750008894.0
21329val_acc_top5_step0.9500008895.0
\n", + "

2224 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " metric value step\n", + "19106 val_acc_top5_step 0.979167 6672.0\n", + "19107 val_acc_top5_step 0.958333 6673.0\n", + "19108 val_acc_top5_step 0.916667 6674.0\n", + "19109 val_acc_top5_step 0.979167 6675.0\n", + "19110 val_acc_top5_step 1.000000 6676.0\n", + "... ... ... ...\n", + "21325 val_acc_top5_step 0.895833 8891.0\n", + "21326 val_acc_top5_step 0.979167 8892.0\n", + "21327 val_acc_top5_step 0.937500 8893.0\n", + "21328 val_acc_top5_step 0.875000 8894.0\n", + "21329 val_acc_top5_step 0.950000 8895.0\n", + "\n", + "[2224 rows x 3 columns]" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "val_acc_top5_step = data[data['metric'].str.contains(\"val_acc_top5_step\", regex=True)]\n", + "val_acc_top5_step[-2224:]" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "xnew = np.linspace(6672, 8895, 500)\n", + "\n", + "spl = make_interp_spline(val_acc_top5_step['step'], val_acc_top5_step['value'], k=3) # type: BSpline\n", + "val_acc_top5_step_smooth = spl(xnew)\n", + "\n", + "plt.plot(xnew, val_acc_top5_step_smooth, color='orangered')\n", + "plt.title('Top 5 Validation Accuracy', fontdict={'fontsize': 15,'fontweight': 'bold'}, pad=15)\n", + "plt.xlabel('step')\n", + "plt.ylabel('top 5 accuracy')\n", + "\n", + "plt.savefig('Hagrid_checkpoint_231210/val_acc_top5_step.svg', format='svg')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "pytorchvideo", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.16" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}