From d01cad99a342c24f8a1dabcc7e23efcb9b950556 Mon Sep 17 00:00:00 2001 From: Tracy Teal Date: Mon, 28 Oct 2024 12:45:48 -0700 Subject: [PATCH] docs: Updating Azure getting started guide. (#508) --- .../getting-started/22_azure_quickstart.ipynb | 178 +----------------- 1 file changed, 5 insertions(+), 173 deletions(-) diff --git a/nbs/docs/getting-started/22_azure_quickstart.ipynb b/nbs/docs/getting-started/22_azure_quickstart.ipynb index 0fabf6b8..4cf00d87 100644 --- a/nbs/docs/getting-started/22_azure_quickstart.ipynb +++ b/nbs/docs/getting-started/22_azure_quickstart.ipynb @@ -353,7 +353,7 @@ "id": "7631f17b-0ca4-4cf1-9b89-182a7d85fda6", "metadata": {}, "source": [ - "### Forecast a longer horizon into the future" + "### Make forecasts" ] }, { @@ -456,7 +456,9 @@ } ], "source": [ - "timegen_fcst_df = nixtla_client.forecast(df=df, h=12, freq='MS', time_col='timestamp', target_col='value', model=\"azureai\")\n", + "#| eval: false\n", + "\n", + "timegen_fcst_df = nixtla_client.forecast(df=df, h=12, freq='MS', time_col='timestamp', target_col='value')\n", "timegen_fcst_df.head()" ] }, @@ -479,178 +481,8 @@ } ], "source": [ - "nixtla_client.plot(df, timegen_fcst_df, time_col='timestamp', target_col='value')" - ] - }, - { - "cell_type": "markdown", - "id": "0397b0a9-07dc-45ad-a64b-ab619d34254f", - "metadata": {}, - "source": [ - "You can also produce longer forecasts by increasing the horizon parameter and selecting the `timegpt-1-long-horizon` model. Use this model if you want to predict more than one seasonal period of your data.\n", + "#| eval: false\n", "\n", - "For example, let's forecast the next 36 months:\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e69f5d11-b262-458f-8909-aaefc805cd23", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:nixtla.nixtla_client:Validating inputs...\n", - "INFO:nixtla.nixtla_client:Preprocessing dataframes...\n", - "WARNING:nixtla.nixtla_client:The specified horizon \"h\" exceeds the model horizon. This may lead to less accurate forecasts. Please consider using a smaller horizon.\n", - "INFO:nixtla.nixtla_client:Restricting input...\n", - "INFO:nixtla.nixtla_client:Calling Forecast Endpoint...\n" - ] - }, - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
timestampTimeGPT
01961-01-01436.843414
11961-02-01419.351532
21961-03-01458.943146
31961-04-01477.876068
41961-05-01505.656921
\n", - "
" - ], - "text/plain": [ - " timestamp TimeGPT\n", - "0 1961-01-01 436.843414\n", - "1 1961-02-01 419.351532\n", - "2 1961-03-01 458.943146\n", - "3 1961-04-01 477.876068\n", - "4 1961-05-01 505.656921" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "timegen_fcst_df = nixtla_client.forecast(df=df, h=36, time_col='timestamp', target_col='value', freq='MS', model='timegpt-1-long-horizon')\n", - "timegen_fcst_df.head()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "bd521875-1a23-43a0-99ea-979ca0efc631", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "nixtla_client.plot(df, timegen_fcst_df, time_col='timestamp', target_col='value')" - ] - }, - { - "cell_type": "markdown", - "id": "ff6d8e76-dbc1-407f-8a49-5e622735ca3d", - "metadata": {}, - "source": [ - "### Produce a shorter forecast" - ] - }, - { - "cell_type": "markdown", - "id": "12e9766e-d7a8-40f6-bfaa-4df07da6c505", - "metadata": {}, - "source": [ - "You can also produce a shorter forecast. For this, we recommend using the default Azure TimeGEN-1 model, `azureai`. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "94da9c70-b4e5-4f16-927f-4c153bbabaff", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:nixtla.nixtla_client:Validating inputs...\n", - "INFO:nixtla.nixtla_client:Preprocessing dataframes...\n", - "INFO:nixtla.nixtla_client:Restricting input...\n", - "INFO:nixtla.nixtla_client:Calling Forecast Endpoint...\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAACHgAAAFhCAYAAAABCY9wAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAADw1ElEQVR4nOzdd1hUd9rG8e/Qhi5gAbH3igL2FntviS2xm2o2Pdkkmx7Nm5iyKSamNzUmJiaxxN57RwR7FzuIBUQEKTPz/oGSsJpImeEA3p/r4tr1zJnf7x6BE/A88zwmm81mQ0RERERERERERERERERERESKLCejA4iIiIiIiIiIiIiIiIiIiIjIP1OBh4iIiIiIiIiIiIiIiIiIiEgRpwIPERERERERERERERERERERkSJOBR4iIiIiIiIiIiIiIiIiIiIiRZwKPERERERERERERERERERERESKOBV4iIiIiIiIiIiIiIiIiIiIiBRxKvAQERERERERERERERERERERKeJU4CEiIiIiIiIiIiIiIiIiIiJSxKnAQ0RERERERERERERERERERKSIU4GHiIiIiIiIlBhTpkzBZDJx7Ngxo6PkmslkYty4cbc8z56vbcKECcyZM6fA6/yTSZMmUbduXcxmM9WqVWP8+PFkZGQ4dE8RERERERERkZJMBR4iIiIiIiJSYvTu3ZtNmzZRvnx5o6Pk2qZNm3jggQcKdU9HF3i89dZbPPnkkwwYMIAlS5bwyCOPMGHCBB599FGH7SkiIiIiIiIiUtK5GB1ARERERERExF7Kli1L2bJljY6RJy1btjQ6gl1duHCBN998kwcffJAJEyYA0KFDBzIyMnjllVd46qmnqF+/vsEpRURERERERESKH3XwEBEREREREcOMGTOGqlWr3nB83LhxmEym7D+bTCYee+wxpk2bRr169fD09KRx48bMnz8/x/NuNsbEZrPx3nvvUaVKFdzd3QkPD2fRokV06NCBDh06/ONzAVavXo3JZGL16tU5ji9fvpzOnTvj6+uLp6cnbdq0YcWKFXn+O7jZiJbNmzfTpk0b3N3dCQ4O5sUXX7TbeBOTycSVK1eYOnUqJpMJk8mU/feQkpLCs88+S7Vq1XB3dycgIICmTZvy888/53r9xYsXc/XqVe69994cx++9915sNpvDR8OIiIiIiIiIiJRU6uAhIiIiIiIixcKCBQuIiIjgjTfewNvbm/fee4+77rqLAwcOUL169b993vjx4xk/fjz3338/gwYN4uTJkzz44INYLBbq1KmTryw//vgjo0aNon///kydOhVXV1e++uorunfvzpIlS+jcuXN+XyZ79+6lc+fOVK1alSlTpuDp6cnnn3/O9OnTbzjXarVitVpvuabJZMLZ2RnIGgnTqVMnOnbsyKuvvgqAr68vAM888wzTpk3jzTffJCwsjCtXrrB7924uXLiQ6/y7d+8GICQkJMfx8uXLU6ZMmezHRUREREREREQkb1TgISIiIiIiIsVCamoqy5cvx8fHB4Dw8HCCg4P59ddfeeGFF276nMTERN59913uuusuvv322+zjDRo0oE2bNvkq8EhJSeHJJ5+kT58+zJ49O/t4r169CA8P56WXXmLLli15Xve6N954A5vNxsqVKwkMDASgd+/eNGzY8IZz77vvPqZOnXrLNdu3b5/dgaRly5Y4OTlRtmzZG8bDbNiwgW7duvH0009nH+vdu3ee8l+4cAGz2YyXl9cNjwUEBOSpWERERERERERERP6kAg8REREREREpFjp27Jhd3AEQGBhIuXLlOH78+N8+Z9OmTVy9epXhw4fnON66dWuqVKmSrxwbN27k4sWLjB49mszMzByP9ejRg/fee48rV67ctMAhN1atWkXnzp2zizsAnJ2dufvuuxk/fnyOc8eNG8djjz12yzX/+vf2T5o3b85PP/3ECy+8QI8ePWjRogUeHh55ewGQY7xOXh4TEREREREREZG/pwIPERERERERKRZKly59wzGz2UxqaurfPud6t4igoKAbHrvZsdw4e/YsAIMGDfrbcy5evJjvAo8LFy7kOm/lypWpWLHiLdfMbVHFJ598QsWKFZkxYwbvvvsu7u7udO/enf/+97/UqlUrV2uULl2aq1evkpKSgqenZ47HLl68SJMmTXK1joiIiIiIiIiI5ORkdAARERERERG5fbm7u5OWlnbD8fPnz9tl/etFIXFxcTc89r/H3N3dAW7I879ZypQpA8CkSZOIiIi46cdfu2/kJ3Nu8kLWiBZXV9dbfnTu3DlXe3t5eTF+/Hj2799PXFwcX3zxBZs3b6Zv3765zh8SEgLArl27bsh//vz5m46aERERERERERGRW1MHDxERERERETFM1apViY+P5+zZs9lFEenp6SxZssQu67ds2RJ3d3d++uknBg4cmH1848aNHD9+nKpVq+bIArBz507q1KmTfXzu3Lk51mzTpg1+fn7s3bs3V+NR8qpjx47MnTs3x9+JxWJhxowZN5yb3xEtt+p8AlkjcMaMGcOOHTuYOHHiTTty3EyPHj1wd3dnypQptGjRIvv4lClTMJlM3HnnnbdcQ0REREREREREbqQCDxERERERETHM3XffzWuvvcY999zDc889x9WrV/nkk0+wWCx2Wd/f359nn32WN998kwceeIDBgwdz8uRJxo0bd8PIk2bNmlGnTh2effZZMjMz8ff3Z/bs2axfvz7Hed7e3kyaNInRo0dz8eJFBg0aRLly5Th37hw7duzg3LlzfPHFF/nO/MorrzB37lw6derEa6+9hqenJ5999hlXrly54dyqVavmKFLJrZCQEFavXs28efMoX748Pj4+1KlThxYtWtCnTx8aNWqEv78/+/btY9q0abRq1SpXxR0AAQEBvPLKK7z66qsEBATQrVs3IiIiGDduHA888AD169fPc14REREREREREdGIFhERERERETFQtWrV+OOPP0hMTGTQoEE899xzDB48mFGjRtltjzfeeIO3336bpUuX0q9fPyZNmsSXX36Zo0sHgLOzM/PmzaNu3bo8/PDDjBo1CrPZzKeffnrDmiNGjGDVqlUkJyczduxYunTpwpNPPsn27dtzPQ7l7zRs2JDly5fj6+vL6NGjeeihh2jUqBGvvvpqgdb9q48//phatWpxzz330KxZM8aOHQtAp06dmDt3Lvfeey/dunXjvffeY9SoUcybNy9P67/88stMnDiR33//nW7dujFp0iReeOEFPvvsM7u9BhERERERERGR243JZrPZjA4hIiIiIiIiUtg6dOgAwOrVqw3NISIiIiIiIiIikhvq4CEiIiIiIiIiIiIiIiIiIiJSxLkYHUBERERERESkJMrMzPzHx52cnHByKj7vu7DZbFgsln88x9nZGZPJVEiJRERERERERERuL8XnX5JERERERERE7Gj16tUOG89y7NgxXF1d//HjjTfecMjejrJmzZpbvqapU6caHVNEREREREREpMQy2Ww2m9EhREREREREREqS9PR0du7c+Y/nBAcHExwcXEiJCu7y5cscOHDgH8+pVq0apUuXLqREIiIiIiIiIiK3FxV4iIiIiIiIiIiIiIiIiIiIiBRxGtEiIiIiIiIiIiIiIiIiIiIiUsS5GB2gKLBarZw5cwYfHx9MJpPRcURERERERERERERERERE7MZms3H58mWCg4NxclIPAJHiSgUewJkzZ6hUqZLRMUREREREREREREREREREHObkyZNUrFjR6Bgikk8q8AB8fHyArAuar6+vwWlESr6MjAyWLl1Kt27dcHV1NTqOiBQjun6ISH7p+iEiBaFriIjkl64fIlIQuoaISH7d7PqRlJREpUqVsu+LikjxpAIPyB7L4uvrqwIPkUKQkZGBp6cnvr6++sVERPJE1w8RyS9dP0SkIHQNEZH80vVDRApC1xARya9/un5cvy8qIsWTBiyJiIiIiIiIiIiIiIiIiIiIFHEq8BAREREREREREREREREREREp4lTgISIiIiIiIiIiIiIiIiIiIlLEqcBDREREREREREREREREREREpIhTgYeIiIiIiIiIiIiIiIiIiIhIEacCDxEREREREREREREREREREZEiTgUeIiIiIiIiIiIiIiIiIiIiIkWcCjxEREREREREREREREREREREijgVeIiIiIiIiIiIiIiIiEiRdebMRSZPWUlsXILRUURERAylAg8REREREREREREREREpsr74cgnffLuckSM/ZuaszVitVqMjiYiIGEIFHiIiIiIiIiIiIiIiIlIkWSxWtkYcBiAlNZ0PPpzLY098y8mT5w1OJiIiUvhU4CEiIiIiIiIiIiIiIiJF0oEDp7l8ORVvb3eeerIPHh5uREcfY+ToT5j+8zosFnXzEBGR24cKPERERERERERERERERKRIut69o2mTGgwZ3JppU5+gaZMapKdn8ulnixj78JccPXrW4JQiIiKFQwUeIiIiIiIiIiIiIiIiUiRtjTgEQLNmNQEIDg7g44n38eILA/DyMrN33ynG3Pcpk6esJDPTYmRUERERh1OBh4iIiIiIiIiIiIiIiBQ5V1LS2LXrBADNm9XKPm4ymejbpynTf3yKNq3rkplp4Ztvl3P/A59z4MBpo+KKiIg4nOEFHqdPn2bEiBGULl0aT09PQkNDiYyMzH7cZrMxbtw4goOD8fDwoEOHDuzZsyfHGmlpaTz++OOUKVMGLy8v+vXrx6lTpwr7pYiIiIiIiIiIiIiIiIidREfFYLFYqVAhgAoVAm54vGzZUrz37kjGvTaEUqU8OXQ4lgce+oIvv1pCWlqGAYlFREQcy9ACj4SEBNq0aYOrqyuLFi1i7969fPDBB/j5+WWf89577/Hhhx/y6aefEhERQVBQEF27duXy5cvZ5zz11FPMnj2bX375hfXr15OcnEyfPn2wWNSKS0REREREREREREREpDjacm08S/Nr41luxmQy0a1bKD/9+BSdO4VgsVj5Ydoannzqe6xWa2FFFRERKRQuRm7+7rvvUqlSJSZPnpx9rGrVqtn/32azMXHiRF5++WUGDBgAwNSpUwkMDGT69OmMHTuWS5cu8d133zFt2jS6dOkCwI8//kilSpVYvnw53bt3L9TXJCIiIiIiIiIiIiIiIgW3dev1Ao9atzgTAvy9+b83htKlcyNeHz+DnbuOE3MsnhrVgxwdU0REpNAY2sFj7ty5NG3alMGDB1OuXDnCwsL45ptvsh+PiYkhLi6Obt26ZR8zm820b9+ejRs3AhAZGUlGRkaOc4KDg2nYsGH2OSIiIiIiIiIiIiIiIlJ8xMUlcuLEeZycTISHV8/189q3b0DjRlUBiIqKcVA6ERERYxjawePo0aN88cUXPPPMM7z00kts3bqVJ554ArPZzKhRo4iLiwMgMDAwx/MCAwM5fvw4AHFxcbi5ueHv73/DOdef/7/S0tJIS0vL/nNSUhIAGRkZZGRoJpuIo13/PtP3m4jkla4fIpJfun6ISEHoGiIi+aXrh4gUxO1+Ddm8eT8A9epVxN3dJU9/D40bVyZi22EiI4/Qv19TR0UUKbJudv24Xa8lIiWNoQUeVquVpk2bMmHCBADCwsLYs2cPX3zxBaNGjco+z2Qy5XiezWa74dj/+qdz3n77bcaPH3/D8aVLl+Lp6ZnXlyEi+bRs2TKjI4hIMaXrh4jkl64fIlIQuoaISH7p+iEiBXG7XkPmzs8az+JXysrChQvz9NzUlMsAbI04yIIFC255T0mkpPrr9SMlJcXAJCJiL4YWeJQvX5769evnOFavXj1mzpwJQFBQ1ly0uLg4ypcvn31OfHx8dlePoKAg0tPTSUhIyNHFIz4+ntatW9903xdffJFnnnkm+89JSUlUqlSJbt264evra58XJyJ/KyMjg2XLltG1a1dcXV2NjiMixYiuHyKSX7p+iEhB6BoiIvml64eIFMTtfA2xWKx88dVOAIbe04OQkMp5en5GRia/zzpEamoG9es3o1q1co6IKVJk3ez6cX2igYgUb4YWeLRp04YDBw7kOHbw4EGqVKkCQLVq1QgKCmLZsmWEhYUBkJ6ezpo1a3j33XcBaNKkCa6urixbtowhQ4YAEBsby+7du3nvvfduuq/ZbMZsNt9w3NXV9bb7IUnESPqeE5H80vVDRPJL1w8RKQhdQ0Qkv3T9EJGCuB2vIYePnCIpKRUvLzONGlXFxcU5T893dXWlUUgVIrYdZteuE9SuXcFBSUWKtr9eP26364hISeVk5OZPP/00mzdvZsKECRw+fJjp06fz9ddf8+ijjwJZo1meeuopJkyYwOzZs9m9ezdjxozB09OTYcOGAVCqVCnuv/9+/v3vf7NixQqioqIYMWIEISEhdOnSxciXJyIiIiIiIiIiIiIiInkUEXEYgPDw6nku7rguLKwaANujYuyWS0RExGiGdvBo1qwZs2fP5sUXX+SNN96gWrVqTJw4keHDh2ef8/zzz5OamsojjzxCQkICLVq0YOnSpfj4+GSf89FHH+Hi4sKQIUNITU2lc+fOTJkyBWfn/P1HX0RERERERERERERERIyxdeshAJo3q5XvNcLDqgMQFX0Um82GyWSySzYREREjGVrgAdCnTx/69Onzt4+bTCbGjRvHuHHj/vYcd3d3Jk2axKRJkxyQUERERERERERERERERApDamo6O3edAKBF8/wXeNSrVwGz2ZXExBRiYuKpXj3QXhFFREQMY+iIFhEREREREREREREREZHroqJjyMy0UL68PxUqBOR7HVdXF0IaVs5aM+qoveKJiIgYSgUeIiIiIiIiIiIiIiIiUiT8OZ6lZoHHqoSFVQOyikZERERKAhV4iIiIiIiIiIiIiIiISJEQEXEYgGbNahZ4rfCw6gBsj4rBZrMVeD0RERGjqcBDREREREREREREREREDBcff4mYY/E4OZlo2qRGgderV68iZrMriYlXOHYs3g4JRUREjKUCDxERERERERERERERETHc1mvdO+rVrYivr2eB13NzcyGkYWUgq4uHiIhIcacCDxERERERERERERERETFcRMQhwD7jWa4LC6sGQFTUUbutKSIiYhQVeIiIiIiIiIiIiIiIiIihrFYrEduyOng0b+6AAo/oGGw2m93WFRERMYIKPERERERERERERERERMRQhw7HkZiYgqeHGw0bVLbbuvXrVcLNzYWEhCscP37ObuuKiIgYQQUeIiIiIiIiIiIiIiIiYqitW7PGs4SHV8fFxdlu67q5uRASklUwsl1jWkREpJhTgYeIiIiIiIiIiIiIiIgYamtEVoFH8+a17L52eFh1AKKiYuy+tjhGyslkEqLOkXklw+goIiJFiovRAUREREREREREREREROT2dfVqOjt3HgegWbOadl8/LKwakNXBw2azYTKZ7L6H2Nel3Re4GpeCzWojoEk5o+OIiBQZ6uAhIiIiIiIiIiIiIiIihomOPkZGhoXAQD8qVypj9/Xr16uEm5sLCQlXOH78nN3XF/tKT0zjalwKmMC3jr/RcUREihQVeIiIiIiIiIiIiIiISLFwJSWNGb9u4KVXfuLEifNGxxE72RpxGIDmzWs6pLuGm5sLISGVgawuHlK0Xd6fAIBnJW9cvF0NTiMiUrRoRIuIiIiIiIiIiIiIiBRp585d4rffNzHnj60kJ18FwNPTzCsvDTI4mdjD1ohDADRvav/xLNeFhVYjMvIoUVExDLirpcP2kYKxZli5fPgSAL511b1DROR/qcBDRERERERERERERESKpEOHYvn5l/UsW74Di8UKgL+/FwkJV9i+XZ0YSoJz55M4evQsJpOJpo4s8AirDqwgKjoGm83mkE4hUnDJRy9hy7Di4uuGe7CX0XFERIocFXiIiIiIiIiIiIiIiEiRYbPZ2LLlED//sp6IbYezj4eGVmXoPe0ID69Oj57/R1xcImfOXCQ4OMDAtFJQ266NZ6lTJ5hSpTwdtk/9ehVxc3Ph4sVkjp84R9Uq5Ry2l+SPzWbj8r6s8Sy+df1UhCMichMq8BAREREREREREREREcOlp2eydGk0P89YT0xMPADOzk507NCQoUPbUq9uxexzG9SvxM5dx9m+/agKPIq5LdcKPJo3q+XQfcxmVxo2rMz27VljWlTgUfSkxaeSnpCGydmEd00/o+OIiBRJKvAQERERERERERERERFDzfljK999v4ILFy4D4OnhRt9+zRgyuDXlg/xvOD88vDo7dx0nMuooffo0Ley4YidWq5WIiEMAtGjuuPEs14WHVWP79qNsjzrKXXe2cPh+kjdJ+7O6d3hV98XZ7GxwGhGRokkFHiIiIiIiIiIiIiIiYpijR8/y3n/nAFC2rC9DBremX99m+Ph4/O1zwsOrM2XqKiIjj2Kz2TTKoZg6cuQsCQlX8PBwo2HDyg7fLyysOrCCqKgYfd0UMZbUTK4cyyrw8q17Y1GXiIhkUYGHiIiIiIiIiIiIiIgYZs3aPQA0a1qTD94fjYvLrd+5H9KwMq6uzpw/n8TJkxeoXLmMo2OKA2y91r0jLKwarq6Ov2VVv15F3NxcuHgxmeMnzmlMSxFy+VAiWG2Yy7hjLvP3xV0iIrc7J6MDiIiIiIiIiIiIiIjI7Wvdun0AdOnSKFfFHQBmsysNG2R1fNi+/YjDsoljbY04DGQV9xQGs9k1u1NIdFRMoewpt2az2rh8IBEAH3XvEBH5RyrwEBERERERERERERERQ5w9m8j+A6cxmUy0aVM3T89t0qQ6AJFRRx0RTRwsLS2DHTuOAdCiea1C2zcstBoA21XgUWSknk4mMzkDJ7MzXtV8jY4jIlKkqcBDREREREREREREREQMsX59VveORiGVCfD3ztNzw8OzCjy2bz+KzWazezZxrOgdx0hPz6RcuVJUqVK20PYND8sq8IiKjtHXTRGRtC8BAJ9apXBy0a1LEZF/oqukiIiIiIiIiIiIiIgYYu218Szt2tbP83Pr16uE2exKQsIVYmLi7R1NHCziL+NZTCZToe1bv34l3NxcuHDhMidOni+0feXmMpLSST19BQCfOhrPIiJyKyrwEBERERERERERERGRQnf5cirbr41XadeuXp6f7+bmQqOQKgDZ60jxYLPZWL8hq7inWbOahbq32exKwwaVAIjarq8bo10+kNW9w6OCF66+bganEREp+lTgISIiIiIiIiIiIiIihW7TpgNYLFaqVStHpUpl8rXGX8e0SPGxe/cJTpw4j7u7K21a1yn0/cPCrn3dRMUU+t7yJ2umlcuHLgHgU1fdO0REckMFHiIiIiIiIiIiIiIiUujWrtsLwB3t8j6e5brsAo+oo1itVrvkEsebO28bAJ06heDl5V7o+4eHVQMgOjoGm81W6PtLlivHkrCmWXD2csGzorfRcUREigUVeIiIiIiIiIiIiIiISKFKT89k8+aDALQrQIFHvboV8PRwIykplSNHztornjjQlZQ0Vq7aBUDf3k0NyVC/fiXc3Fw4f+EyJ09eMCSDwOX9WeNZfOv4Y3IyGZxGRKR4UIGHiIiIiIiIiIiIiIgUqsjII6SkplO2rC916wTnex0XF2caN66ateb2I3ZKJ460YsVOUlPTqVy5DI0aVTEkg9nsSoP6lYCs7i9S+NLOp5J27io4gU9tP6PjiIgUGyrwEBERERERERERERGRQnV9PEu7tvVwcirYrYrsMS3bdaO+OJh3bTxL3z5NMZmM69oQdm1MS5QKPAyRdCARAK+qvjh7uBgbRkSkGFGBh4iIiIiIiIiIiIiIFBqr1cr6DfuBgo1nue56gUf0jmNYLNYCryeOc/ToWfbsPYmzsxM9e4QZmiU8LOvrJioqBpvNZmiW240lzcKVI5cA8K3rb3AaEZHiRQUeIiIiIiIiIiIiIiJSaPbuPcWFC5fx8jITfq2LQkHUrhWMt7c7yclXOXjojB0SiqPMW5DVvaNN67oEBPgYmqVBg0q4ublw/sJlTp68YGiW203y4UvYLDZc/c2Yy3kYHUdEpFhRgYeIiIiIiIiIiIiIiBSa6+NZWreqg6trwUczODs7Edq4KqAxLUVZenomS5ZEAVnjWYxmNrvSoH4lALZrTEuhsdlsXN6fAGR17zByTI+ISHGkAg8RERERERERERERESk01ws87DGe5bomTWoAKvAoytav30diYgplyvjSokUto+MAEHatg0x0dIzBSW4fV2NTyEhKx+TqhHcNX6PjiIgUOyrwEBERERERERERERGRQnHseDwnTpzHxcWZVi1r223d8LDqAETvOEZmpsVu64r9zJufNZ6lV89wXFycDU6T5frXzfaoGGw2m8Fpbg9J17p3eNcohZNr0fg6EBEpTlTgISIiIiIiIiIiIiIihWLdun0ANG1SAy8vd7utW6NGIKVKeZKams6+/afttq7YR1xcIlsjDgPQp08Tg9P8qUGDSri6OnP+fBKnTl0wOk6Jl3klg5QTl4Gs8SwiIpJ3KvAQEREREREREREREZFC8ed4lnp2XdfJyYmw0KxxGxrTUvQsWBiJzWYjPLw6FSuUNjpONrPZlQYNKgFZXTzEsS4fTAQbuAd54uZvNjqOiEixZGiBx7hx4zCZTDk+goKCsh+32WyMGzeO4OBgPDw86NChA3v27MmxRlpaGo8//jhlypTBy8uLfv36cerUqcJ+KSIiIiIiIiIiIiJiJxkZmcTHXzI6htjZ+fNJ7NlzEoC2be1b4AEQHn5t3IYKPIoUq9XKgoWRAPTt09TgNDdqEl4DgEWLtmtMiwPZrDYuH8gaz+Kj7h0iIvlmeAePBg0aEBsbm/2xa9eu7Mfee+89PvzwQz799FMiIiIICgqia9euXL58Ofucp556itmzZ/PLL7+wfv16kpOT6dOnDxaLZuyJiIiIiIiIiIiIFCc2m41Vq3czdNhH3DngXbZsPWR0JLGj9Rv2A9CgfiXKlvG1+/rhYVkFHjt3HSc9PdPu60v+bIs8QlxcIt7e7nRo38DoODfo168Zbm4u7Nx1nIhth42OUyLZbDYubDmLJdWCs4czXpV9jI4kIlJsGV7g4eLiQlBQUPZH2bJlgayL/cSJE3n55ZcZMGAADRs2ZOrUqaSkpDB9+nQALl26xHfffccHH3xAly5dCAsL48cff2TXrl0sX77cyJclIiIiIiIiIiIiInlw4OAZHnv8W15+ZTpnYrPe5b1q1W6DU4k9rXPQeJbrqlUrh7+/F2lpGezZe9Ihe0jezZu3DYDu3UIxm10NTnOjsmV86d+vGQDffrdCXTwcIGnPRS7vz7qul24VhMnZZHAiEZHiy8XoAIcOHSI4OBiz2UyLFi2YMGEC1atXJyYmhri4OLp165Z9rtlspn379mzcuJGxY8cSGRlJRkZGjnOCg4Np2LAhGzdupHv37jfdMy0tjbS0tOw/JyUlAZCRkUFGRoaDXqmIXHf9+0zfbyKSV7p+iEh+6fohIgWha4iI5JeuH7lz8WIy3363goWLorDZbLi5udC8eU3Wr99PdHSM/v5KiJSUNLZFHgGgVavaDvu8hoVWY+Wq3WzbdoiGDSo6ZI/CUhKuIZcupbD2WmFPjx6hRfa1DL2nDX/MjWD37hNs2rSfZs1qGh2pxEg9kczFiHgASoWXxi3Yo8h+HZQkN7t+6O9dpGQwtMCjRYsW/PDDD9SuXZuzZ8/y5ptv0rp1a/bs2UNcXBwAgYGBOZ4TGBjI8ePHAYiLi8PNzQ1/f/8bzrn+/Jt5++23GT9+/A3Hly5diqenZ0Fflojk0rJly4yOICLFlK4fIpJfun6ISEHoGiIi+aXrx81lZlrZFhnHps2nSU+3AlCvXmk63FEJNzdn1q+HEyfP89tvf+DlVfTe9S95s//ABTIyLAT4u7Nn91b27nHMO/hdXZIBWL4iknJlUx2yR2ErzteQbZFxZGRYCCznyeFDURw+FGV0pL/VKKQM2yLj+PCj2YwYXh+TSV0mCsoj050aSRVxwonz5kR2xhyEY0anur389fqRkpJiYBIRsRdDCzx69uyZ/f9DQkJo1aoVNWrUYOrUqbRs2RLghv+A2my2W/5H9VbnvPjiizzzzDPZf05KSqJSpUp069YNX1/7z/0TkZwyMjJYtmwZXbt2xdVVv5yLSO7p+iEi+aXrh4gUhK4hIpJfun7cnM1mY926fXzx1VLOnMlq2V+3bgUef7QHDRtWzj5v/oJTHDl6lrLlatKhfQOj4oqdRG7/HYBu3ZrQu3e3W5ydfyEh51mybBJxcSl07ty1SI4Eya3ifg2x2Wz8+vvnAAwd2pFevZobnOiftWh5maHDPuZMbDJlytamRfNaRkcq1jKTM4hffAorFtyDPWncoQahTiqaKSw3u35cn2ggIsWb4SNa/srLy4uQkBAOHTrEnXfeCWR16Shfvnz2OfHx8dldPYKCgkhPTychISFHF4/4+Hhat279t/uYzWbMZvMNx11dXYvlD0kixZW+50Qkv3T9EJH80vVDRApC1xARyS9dP/506FAsH38yn+1RMQCUKe3Dvx7uTvfuoTg5OeU4NyysGkeOnmXX7pN07RJqQFqxl8xMC5u3HAKgY4eGDv1+qFYtiDJlfDl/Pon9B2Jp2qSGw/YqLMX1GrJ370liYuJxc3OhZ4/wIv8aggIDuOvOFvwyYz1TpqymTet66uKRT5Y0CxdWxWK9asEtwExgp4o4uTobHeu29NfrR1H/HhSR3HG69SmFJy0tjX379lG+fHmqVatGUFBQjtZB6enprFmzJrt4o0mTJri6uuY4JzY2lt27d/9jgYeIiIiIiIiIiIiIFB6LxcoHH85lzH2fsj0qBjc3F8aM7sgvPz9Dz57hNxR3AIQ2rgbAjuhjhZxW7C0qKobk5KsEBHhTv34lh+5lMpkID68OwPbtRx26l/yzefO3AdChQ0N8fDwMTpM7I4a3w2x2Ze++U2zafNDoOMWSzWIjftUpMi6l4+zpQmCXSiruEBGxI0MLPJ599lnWrFlDTEwMW7ZsYdCgQSQlJTF69GhMJhNPPfUUEyZMYPbs2ezevZsxY8bg6enJsGHDAChVqhT3338///73v1mxYgVRUVGMGDGCkJAQunTpYuRLExEREREREREREZFrli3fwcxZm7HZbHTuHMLP05/moQe74ul5Y6fl6xo3rgrA4SNxJCWlFlJScYS16/YC0KZNXZydHX9boum1Ao/I7UccvpfcXGpqOsuW7wSgX5+mBqfJvYAAHwbc1QKAb79bjs1mMzhR8WKz2Ti/MZarsSmYXJwI7FoJFy91jRARsSdDR7ScOnWKoUOHcv78ecqWLUvLli3ZvHkzVapUAeD5558nNTWVRx55hISEBFq0aMHSpUvx8fHJXuOjjz7CxcWFIUOGkJqaSufOnZkyZQrOzqoGFBERERERERERESkKZs7cDMB993bigftz9+a80qV9qFypDCdOnmfXruO0aVPXkRHFQWw2W3aBxx3t6hfKntc7eOzde4qUlLR/LCQSx1i5ahcpKWlUqBBAWFg1o+PkyfDhdzB7zhb27z/Nxo0HdO3Jg8QdF0g+fAlMUK5jBcwB7kZHEhEpcQzt4PHLL79w5swZ0tPTOX36NDNnzqR+/T9/wDOZTIwbN47Y2FiuXr3KmjVraNiwYY413N3dmTRpEhcuXCAlJYV58+ZRqZJjW7yJiIiIiIiIiIiISO7s3XeKPXtP4urqzIABLfP03MahVQGI3hHjgGRSGPYfOM25c0l4eLjRtEmNQtkzODiAoCA/LBYrO3cdL5Q9Jaf518az9OndFJPJZHCavAnw92bgtWvVd9+vUBePXEo+conEqHMAlG4ZhGdFb4MTiYiUTIYWeIiIiIiIiIiIiIhIyTZrVlb3jk6dQgjwz9sNv9DGWe/8j44+Zu9YUkjWrdsHQIsWtTCbC29Uw/UuHtu3Hy20PSXL8RPn2LHzOE5OJnr1Cjc6Tr4MG9oODw839h84zYYN+42OU+RdjUvh3PpYAEo1DMC3rr/BiURESi4VeIiIiIiIiIiIiIiIQyQkJLN8xU4ABg9slefnh17r4LH/wGlSUtLsGU0KSWGPZ7muSZgKPIxyvXtHq5Z1KFvG1+A0+eOvLh65lnEpjbMrT4HVhmcVH/ybljM6kohIiaYCDxERERERERERERFxiHnzI0lPz6RevYrUr5/30drlg/wJDMwatbFnz0kHJBRHOnX6AkePnsXZ2YnWreoW6t7XO3jsP3Ca5OSrhbr37Swz08LCRdsB6NOnqcFpCuZ6F48DB8+wbv0+o+MUSRnJGcQtO4k1zYK5rDtl7wgudiN5RESKGxV4iIiIiIiIiIiIiIjdZWZamD07azzLoGvvhM+P6108onfE2COWFKLr41lCQ6vi6+tRqHsHBvpRsWJprFYbO3YcK9S9b2cbNh4gIeEKAQHetGldx+g4BeLn58Wga52H1MUjJ5vVRuKuC5yefYTMyxm4eLsS2LkSTi667Sgi4mi60oqIiIiIiIiIiIiI3W3YsJ+z8Zfw8/OkU6eQfK8T2rgaANHRx+yUTAqLUeNZrgu/NqYlUmNaCs318Sw9e4Tj4uJscJqCGza0HZ4ebhw6FMvatXuNjlMkXD2bwum5MSRsi8eWacM90JOgHpVx9nAxOpqIyG1BBR4iIiIiIiIiIiIiYne/z9oEQL++zTCbXfO9zvUOHnv2niQ9PdMe0aQQJCQks2vXcQDatTWowOPamJbtUSrwKAx7955k0+YDAPTp08TgNPZRqpQngwa1BrK6eFitVoMTGceSZuH8hlhiFx4nIyENJ7MzZdqWJ6hnZVx93IyOJyJy21CBh4iIiIiIiIiIiIjYVUzMWSIjj+LkZOLO/i0KtFblSmXw9/ciPT2T/ftP2ymhONqiRVFYrTbq1A4mKMjPkAzhYVndXw4diiUpKcWQDCWdzWZjW+QRnnpmMg889AVWq42w0GpUqVzW6Gh2M2xoWzw9zRw+EpfdleZ2YrPZuHz4EqdmHeHywUQAvGuVouKA6vjU8sNkMhkbUETkNqMCDxERERERERERESk0V6+mExuXwL79pzh2PN7oOOIgM2dtBqBd23oFvrlvMpn+HNOyI6ag0aQQpKdn8suM9QAMHNjKsBxlyvhSpUpZbDYbUVH62rEni8XKylW7uP/Bz3niye/YuvUQTk4munZpxOuvDTE6nl35+noyZPD1Lh4rb6suHumX0ohbfILz685gvWrB1c+N8j2rULZtMM7uGskiImIEXX1FRERERERERESkwGw2G9ujjnLmTAIJCVdITMz5kXDtf9PSMrKfYzKZ+PKLsYQ0rGxgcrG35OSrLFocBdjv5n5oaFVWrd5NdPQxRo20y5LiQIsWR3H+wmXKlStF926NDc0SHlad48fPERl1lPbtGxiapSRIS8tg0eIofv55HSdPXQDAbHalT+8mDL2nLcHBAQYndIx77m7Db79v5MiROFav2UOnjiFGR3Ioa6aVSzsvkLjrAlhtmJxN+IWWoVSD0pic1bFDRMRIKvAQERERERERERGRAlu4aDtvTZiZq3Pd3FxwcXEmJSWN2bO3qMCjhFm0eDupqelUq1qOJuHV7bLm9Q4eO3cdJzPTgouLs13WFfuzWKz8NH0tAEPvaYurq7G3IZo0qc7sOVvYvv2ooTmKu+Tkq8yavYXfft/IhQuXAfDx8WDQwJYMGtgKf39vgxM61vUuHpOnrOL7ySvp0L4BTk4ls0l+auwVzm+IJfNyVkGmR0UvSrcMwtXHzeBkIiICKvAQERERERERERGRAkpNTeerr5cB0LBhZSpXKoOfn1f2h/9f/r+fvxeeHm7s3XuKB8d+wcpVu3j6qT74+HgY/CrEHqxWKzNnZo1nGTiwJSaTfd7pXb16ID7e7lxOvsrhw3HUrVvBLuuK/a1evZtTpy7g6+tB3z5NjY5DeFhWkdHRo2eJjUugfJC/wYmKl5SUNCZPWcnsOVtJSUkDILBcKe65py19+zTF09NscMLCc/eQtvz2+yaOHj3LqlW76dy5kdGR7C7jcjpnl53EZrHh7OlC6RaBeFbxsdu1XERECi5XBR7PPPNMnhd+5ZVXCAgoma24RERERERERERE5E+/zFjP+fNJlC/vz6efPICb263/2bF+/YpUrx7I0aNnWbZ8BwPualkIScXRIrYd4cTJ83h5menRPcxu6zo7O9GoUVU2bNxP9I4YFXgUUTabjWk/ZXXvGDyodZG4+e/n50XTJjXYFnmEOXO28q+HuxsdqVh5973ZLFu+E4Bq1coxYtgddO3a+LbsouPr68GQwa35fvJKfvp5XYks8Li45Sw2iw33QE8Cu1TEye32+zyLiBR1ueofNXHiRLZs2UJUVFSuPiZNmkRiYqKDo4uIiIiIiIiIiIjRLl68zE/XbuiOfahbroo7AEwmU/a7++fN2+awfFK4Zs7cBECvnuF2v7kfGloVgOjoY3ZdV+xna8RhDh48g7u7K4MGtjI6TraB17LMnRdBWlqGwWmKj+gdMSxbvhOTycSb/zeUaVOfoGfP8NuyuOO6AQNa4uRkYv/+05w6dcHoOHaVcjKZlJPJYILSrYNU3CEiUkTlekTL7NmzKVeuXK7O9fHxyXcgERERERERERERKT6++34lKanp1K1bgS6dQ/L03O7dQvns88UcOHiGg4fOULtWsINSSmE4c+YiGzYeALJugtpbaONqAOzYeQyr1YqTU67evyiFaNq01QD079ecUqU8Dc3yV21a1yEw0I+zZxNZsXIXvXqGGx2pyLNYrHw0cT4A/fo2pVPHvF3fS6oAf2+aNKlBRMRhlq/YyZjRHY2OZBfWTCsXtsQBUKpBAG5+xnffERGRm8vVT8CTJ0+mVKlSuV70q6++IjAwMN+hREREREREREREpOg7djyeufMiAHj80Z55vuHu5+dF+zvqAzB/vrp4FHez52zBZrPRvHktqlQua/f169QJxt3dlUuXUjh27Jzd15eC2b37BNujYnBxceaeu9sYHScHFxdn7rqzBQC//74Jm81mcKKib978bRw6FIu3tzsPPdjV6DhFStdro1mWr9hpcBL7SdpzkczLGTh7uOAXWsboOCIi8g9y9RvX6NGjMZtzX603bNgwvLy88h1KREREREREREREir4vvlyCxWKlbZu6hIVVz9cafa6NaVmyJFqjE4qxq1fTmXtt1M4gB3TvgKyb9A0bVAayRkdI0fLjtVFN3buFEhjoZ2yYm+jbpwlubi7sP3CavXtPGR2nSEtKSuXrb5YCcP99nfH39zY4UdHSvn0DXFycOXr0LEeOxhkdp8AykzNI3HEegIBm5XBy1WgWEZGiLF897BITE/n222958cUXuXjxIgDbt2/n9OnTdg0nIiIiIiIiIiIiRVP0jhjWrduHk5OJR/7VI9/rNGtag8BAPy4nX2XNmj12TCiFafnynVy+nEr58v60alXHYfuEhlYFIDr6mMP2kLyLiTnL2nV7MZlMDB/Wzug4N+Xv702Xa50Xfp+1yeA0Rdv3k1eQmJhCtarlGOiggq3izMfHg5YtawOwYsUug9MU3IWtZ7FZbLgHeuJV3dfoOCIicgt5LvDYuXMntWvX5t133+X9998nMTERgNmzZ/Piiy/aO5+IiIiIiIiIiIgUMTabjc8+WwxA3z5NqVq1XL7XcnJyok/vJgDMW6AxLcWRzWbjt5lZN8wH3NUCZ+d8va8wV0IbVwMgescxjdkoQn6avg6AO9rVK9D1wNEGDswqVli5chcXL142OE3RFBNzlpmzNgPw5JO9cXFRN4ebuV4stGz5jmJ9LUo9nUzK8ctggtItAzGZTEZHEhGRW8jzT9rPPPMMY8aM4dChQ7i7u2cf79mzJ2vXrrVrOBERERERERERESl6Vq7cxZ69J/HwcOOB+7sUeL3evZpgMpmIjDzKqdMX7JBQCtOuXSc4dCgWNzcX+l4bueMoDRpUwsXFmfPnkzh95qJD95LciYtLZMnSaABGjmhvbJhbqFe3Ig0aVCIjw5I9Ukj+ZLPZmPjJAiwWK+3a1aN5s1pGRyqy2rapi9nsyunTF9l/oHh2t7dZbFzYchYA33r+uAW43+IZIiJSFOS5wCMiIoKxY8fecLxChQrExRX/WWMiIiIiIiIiIiLy99LTM/niq6UADBvajtKlfQq8ZlCQH82a1QRgwYLIAq8nhev3a907uncLxdfX06F7mc2u1K9XEdCYlqLi51/WYbFYadKkOvXrVzI6zi0NGtgKgNlztpCZaTE4TdGybv0+IiIO4+rqzOOP9TI6TpHm6WmmbZu6QNaIquLo0t6LZFxKx8ndGb/QskbHERGRXMpzgYe7uztJSUk3HD9w4ABly+o/ACIiIiIiIiIiIiXZ7DlbOHPmIqVL+zD0nrZ2W7fftc4PCxdt103XYuT8+SRWrd4NwIABLQtlz9DQqgBE74gplP3k7yUmXsnuhFHUu3dc17FDQ/z9vTh3Lom16/YaHafISEvL4JNJCwEYek9bKlYobXCiou/6mJYVK3dhtVoNTpM3mVcySIw+B0BA03I4mzWKR0SkuMhzgUf//v154403yMjIAMBkMnHixAleeOEFBg4caPeAIiIiIiIiIiIiUjRcvpzK5CkrAXjg/i54eprttnbbtvUoVcqTc+eS2LL1kN3WFcf6Y24EFouVRiFVqFM7uFD2DG1cDYAdO44Vyn7y936fuYm0tAzq1qlAs6Y1jY6TK25uLvTv1xyAmTM3G5ym6Jjx6wbOnLlImTK+jBrZweg4xULLlrXx9DQTH3+JXbtOFPr+iTvOc/nwJWxWW56fezEiHlumDXNZD7xrlnJAOhERcZQ8F3i8//77nDt3jnLlypGamkr79u2pWbMmPj4+vPXWW47IKCIiIiIiIiIiIkXAD9NWk5SUSrWq5ejdK9yua7u5udCjexgA8+dvs+va4hgZGZnM+WMrAAMHFk73DoCQkMo4OZk4ffoi585dKrR9JacrKWn89nvWeJ4RI+7AZDIZnCj37uzfHGdnJ6KiYzhyRKPnz527xNQfVgPwyL+627V4ryQzm11pf0d9AJavKNwxLZlXMkiIPs/5dWc4NfMISfsTsFly10UkNfYKV2KyOvWXbhVUrL53RUQkHwUevr6+rF+/npkzZ/LOO+/w2GOPsXDhQtasWYOXl5cjMoqIiIiIiIiIiIjBYuMSsm/mPvKvHri42L+de58+TQBYv2E/Fy9etvv6Yl/r1u3jwoXLlC7tQ4f2DQptXy8vd2rXyuoWEq0uHoaZOzeCy5dTqVSxNO3vKLzPvz2UK1eKO9pl3ZifOUtdPD7/cgmpqek0bFiZ7t1CjY5TrHTt0hiAlat22WW8mCWXRRpObk74h5XByd2ZzOQMLmyK4+TvR7i05yLWjL9fw2a1cWHzWQB86vphLu1e4MwiIlK48lzgcV2nTp149tlnef755+nSpYs9M4mIiIiIiIiIiEgR8/U3y0hPzyQ8rBqtW9dxyB41qgfRoH4lLBYrixZHOWQPsZ8ly6IB6N0rHFdXl0Ldu3FoVQCio48V6r6SJT09k59/WQ/A8OF34Oyc71sNhhl0revM4iVRXL6canAa4+zafYIlS6IxmUw8/VQfdXPIo6ZNa1CqlCcJCVeIioop0Frbtx9l5OiP2bTpwC3PdXJ1xq9RGSoNrklA80CcPV2wpGRycetZTv52mMSd57Gm31hwkrQvgYzENJzMzviHlytQXhERMUaef+p+4403/vHx1157Ld9hREREREREREREpOg5cOA0S5ZEA/DYo70cegOwT5+m7Nl7knnztzFsaDvdbCyikpOvsnnzQQC6dG5U6PuHNq7GjBkbiN5RsBuqkj9LlkZz/nwSZcr4Zo9WKm5CQ6tRo0YQR47EsXDRdu4e0sboSIXOarXy0cR5QFahVr26FQ1OVPy4uDjTsUND5vyxleUrdtKsWc18rWO1Wvnk04UcO3aO9Rv206pV7gopnVycKNUgAN+6flw+fIlLOy+QmZxBQuQ5Lu26gG+9AHzr++Ps7kJmSiYJUecA8G9SFmez/TtxiYiI4+W5wGP27Nk5/pyRkUFMTAwuLi7UqFFDBR4iIiIiIiIiIiIliM1m49PPFwHQrWtj6tat4ND9unRpxCeTFnDixHl27TpBo0ZVHLqf5M+6dXvJyLBQpUpZatQIKvT9G1/7uoiJiScx8Qp+fhofXlgsFis//bQWgHvuboObW+F2b7EXk8nEwAEtee+/c5g5azODB7XCyan4dSIpiIULt7N//2m8vMw8PLab0XGKrS6dGzHnj62sXr2bfz/TL1/fE4uXRHPw4Bm8vMzcf3/nPD/f5OyEbx1/fGr5cSUmicQd58m4lE7ijvNc2nMBnzr+ZF7JwJZhxa2MOz61/fK8h4iIFA15/mklKioqx8fu3buJjY2lc+fOPP30047IKCIiIiIiIiIiIgbZtPkgkZFHcXV1ZuxDjr8B6OVpplPHEADmzo9w+H6SPytW7QKgc6cQQ7qs+Pl5Ua1a1niBHTuPF/r+t7O16/Zy4uR5fHw86N+/udFxCqR7t1C8vd05deoCW7YcMjpOoUpOvsoXXy0B4N4xnQgI8DE4UfHVuHFVypT24XLyVbZuzfvXUWpqOl9+tRSA0aM6EuDvne8sJicT3jVKUeGu6pTrWAG3ADO2TBtJey6ScuwyAGVaBqk7lohIMWaXclRfX1/eeOMNXn31VXssJyIiIiIiIiIiIkVAZqaFz6517xg0sBXly/sXyr59+zQFYOXKXVy5crVQ9pTcS0pKZevWw4Ax41muC21cDUBjWgqRzWZj2rQ1AAwa2BIvT7PBiQrGw8ON3r2bAPD7rM0Gpylck6esJCHhCpUrl2HwoFZGxynWnJ2d6NQpqzBx+YqdeX7+9J/Xcf58EuXL+9vtc2EymfCq6ktwv2oEdqmEuZwHAL71/DGX9bDLHiIiYgy79RtLTEzk0qVL9lpOREREREREREREDLZkaTQxMfH4+HgwelTHQts3JKQyVaqU5erVDJav2FVo+0rurF27h8xMCzVqBFG1ajnDcoSGVgVgR/QxwzLcbrZtO8L+A6cxm10ZNLBkFAUMvKslAJs3H+TUqQsGpykcx0+c49ffNgLw5OO9cXUtnmN2ipLrxW7r1u/j6tX0XD/v3LlL/DQ9a+TRo//qgdnsatdcJpMJz0relO9VhUpDahLQItCu64uISOHL83+1P/nkkxx/ttlsxMbGMm3aNHr06GG3YCIiIiIiIiIiImKsOX9sBWD4sDvw9S28d/yaTCb69m7Kp58vYt68CPr3a1Zoe8utLV/553gWI4U2rgrAwUNnuHLlKl5e7obmKemuXk3ny6+zxkj07dsU/wKMkShKKlYsTauWtdm0+SCzZm/hicd7GR3JoWw2G598sgCLxUrr1nVo1aqO0ZFKhAYNKlG+vD+xsQls3Hggu6PHrXz19TKuXs0gJKQyHTs2dFg+k8mEi5d9i0dERMQYeS7w+Oijj3L82cnJibJlyzJ69GhefPFFuwUTERERERERERER45w8eZ49e07i5GSid6/wQt+/R88wvvhqCXv3neLI0ThqVA8q9Axyo4SEZCIjjwDGjmcBKFu2FBUqBHD69EV27TpBy5a1Dc1TkqWlZfD8f6axb98pvLzMDLunndGR7GrgwFZs2nyQBQu28eADXfDwcDM6Ert3n2Dlql34eKfadd1ff9vIps0HcXFx5snHe9t17duZyWSiS+dGTPtxDctX7MxVgcf+/adZuGg7AE881huTyeTomCIiUgLkucAjJkbzDEVEREREREREREq6JUujAWjerBalS/sU+v4B/t60a1uP1Wv2MH9+JE8+oRuRRcGaNXuwWKzUqR1MxYqljY5DaONqnD59kegdMSrwcJC0tAyef2Ea2yKP4Onhxocf3EtQkJ/RseyqZYta2cVCS5ftMLRrUPSOGCZPWUVExGEAvLxc6dDxAtWqFrzIbWvEISZ9uhCAR/7VnUqVyhR4TfnT9QKPjZsO3LKrkM1my/5cdOvamAYNKhVWTBERKeacjA4gIiIiIiIiIiLFw+nTFxk3fgY/TFvDqVMXjI4jDmSz2Vi8OAqAHt1DDcvRp09TABYt3k56eqZhOeRP2eNZDO7ecV1oaFUAoqOPGZqjpEpPz+TFl34iIuIwHh5ufPD+GEIaVjY6lt05OTkxcEBLAGbO3ITNZivU/W02G5Hbj/DY49/wyKPfEBFxGGdnJ8qU8eHKlQz+/e8fiI+/VKA9Tp26wKuv/YLVaqNXz3DuHtLGTunlupo1g6hSpSzp6ZmsXbfvH89du24fUdExuLm58PDY7oWUUERESoJcdfAYMGBArhecNWtWvsOIiIiIiIiIiEjRZLVa+b83f2PnruPADr78agm1apanQ4cGdOzYkKpVyhkdUexo587jnIlNwNPDjTvuqG9YjhbNa1G2rC/nziWxbt3eIlNUcLu6cOEy0dFZHZ4752L8QGEIbVwNgL37TpGWloHZ7GpwopIjPT2Tl175ic1bDuLu7sr7/x1N48ZVjY7lML16NuHrb5Zx+Egc0TuOERZazeF72mw2tkYcZsqUlezYeRwAFxdnevcKZ+SI9jg7m7jvgUnEnU3kyae/5/NPH8Tf3zvP+1y5cpXnX/iBy5dTadCgEs8921/jQBzg+piW775fwfIVO+nZI+ym52VkZPLZ54sAGHpP2xLXEUdERBwrVx08SpUqlesPEREREREREREpeRYtjmLnruN4eLjRrGlNnJ2dOHQ4lm++Xc6w4RMZPnIi3363nCNH4gr9nc9if4uude/o0LEh7u5uhuVwdnaid68mAMxbEGlYDsmyavVurFYbDepXonx5f6PjABAc7E/Zsr5kZlrYs+ek0XFKjIyMTF557Wc2bjyA2ezKf98bVSgFD0by9fWge7dQIKuLhyPZbDY2bjrAQ2O/5OlnJrNj53FcXZ0ZOKAlv834N/95/i6CgwMICPDmniF1KVeuFMePn+Ppf08hOflqnvayWq2Mf+NXjh07R9myvrz91nAVQjlQ585ZxW9btx7i0qWUm54zc9ZmTp26QECANyNGtC/MeCIiUgLkqoPH5MmTHZ2Dt99+m5deeoknn3ySiRMnAlk/5IwfP56vv/6ahIQEWrRowWeffUaDBg2yn5eWlsazzz7Lzz//TGpqKp07d+bzzz+nYsWKDs8sIiIiIiIiInI7SEpK4bPPFwNw372dGD7sDi5dSmHdur2sWr2biG1HiImJJyZmJd9PXknlSmXo0KEhHTs2pHat8nqXcDGTlpbBylVZYzj+7t3Hhal3ryZMmbqKiIjDxMYlUD6oaBQW3I5WXBvP0qmIdO+ArHfMN25UleUrdhK9I4bw8OpGRzJcSkoaWyMO0bhR1Xx1e8jMtPDa67+wfv0+3Nxc+O+7I2kSXsMBSYuegQNa8sfcCNas3cvZs4kEBvrZdX2bzca69fuYMmUV+w+cBsDNzYW77mzBsGHtKFvG94bn+Pqa+fD9UTz2xPccPHiG556fykcf3pvr4ruvv1nO+g37cXNz4e0JIyhzkz3EfqpWKUetWuU5dCiWVat3c2f/5jkev3QphcmTVwLw0INd8fI0GxFTRESKsVx18HC0iIgIvv76axo1ytli8b333uPDDz/k008/JSIigqCgILp27crly5ezz3nqqaeYPXs2v/zyC+vXryc5OZk+ffpgsVgK+2WIiIiIiIiIiJRIX329lMTEK1SrWo67h7QBoFQpT/r0acoH749hwbyXePWVwbRtWw83NxdOnDzPD9NWc+99n/LQ2C+5kpJm7AuQPNmwcT/JyVcJLFeqSLxjv0KFAJo0qY7NZmOBungY5ty5S+y8NkKiU8eGBqfJKTS0KgA7dhw3NkgR8fEnC3jp5encOeBdxo2fQfSOmFx3VsrMtPD6uBmsWbsXNzcX3n1nJE2b1nRw4qKjZs3yhIdVw2Kx8v2UlXZdOzPTwuNPfMsLL/7I/gOncXd3ZdjQdsz87TmefKL3TYs7rqtUqQwTP7oXb293duw8zosv/UR6euYt91y+Yic/TFsNwIsvDKB+Pb0xtjB07dIYyPr7/1/fT17B5eSr1KgRlN2hSkREJC/yVeDx+++/M2TIEFq2bEl4eHiOj7xKTk5m+PDhfPPNN/j7/1l9b7PZmDhxIi+//DIDBgygYcOGTJ06lZSUFKZPnw7ApUuX+O677/jggw/o0qULYWFh/Pjjj+zatYvly5fn56WJiIiIiIiIiMhf7N13ijl/RADw7L/74eLifMM5Pj4e9OwRxnvvjGTBvJcY9/rddOjQADc3F/bsPcnMmZsLO7YUwOJr41m6dQvFyalIvD+Mvn2aATB/QSSZmXpjlxFWrtqNzWajUUgVu3c1KKjQxlmFSDt2HuPc+SSD0xgrLS0ju9NKRoaFpct28Mij3zBy9CfMnLmJK1f+frxHZqaFN/7vN1at3o2rqzNvvzWcFs1rFVb0ImPsQ90AWLAgkpiYs3Zbd84fW9keFYO7uyujRrZn5m/P8dijPSld2idXz69dK5gP/jsad3dXtmw9xLg3Zvzj9fDAgdO8NWEmAMOHtcsePyOO1/lal6OoqBjO/+WadPzEOWbN3gLAE4/1wtm5aPw3VkREipdcjWj5q08++YSXX36Z0aNH88cff3Dvvfdy5MgRIiIiePTRR/Mc4NFHH6V379506dKFN998M/t4TEwMcXFxdOvWLfuY2Wymffv2bNy4kbFjxxIZGUlGRkaOc4KDg2nYsCEbN26ke/fuN90zLS2NtLQ/3zmSlJT1H9iMjAwyMjLy/BpEJG+uf5/p+01E8krXDxHJL10/RKQgbudriMVi5b/vz8Fms9G1ayMaNqx0y78HNzdnOnaoT8cO9VmydAcT3p7Fz7+s487+TfHwyF07eTFOYuIVNm0+CECXzg2LzNd969a1KFXKk/j4S6xdt4d2besZHSlXStL1Y9nyHQB06FC/yL2eihX9adigErv3nGTy5BU8/VQfoyMZZt26vaSkpFGuXCn+7427mTt3G8tX7OLo0bN88NE8Pv9iCV26hNCvXzNq1yqf/TyLxcqEt2exfMUuXFyceWP83TRtWr3Ifa4LQ926wbRtW5f16/fz+ReLmfDWsAKvmZx8le++XwHAvx7ulj2241Z/v/97DalbN5i33hzKCy/+xOrVe5jwzkz+81z/G4rxLl5M5j8v/khaWgYtWtTi/vs63ZafS6OUKeNNgwaV2LPnJMuW72DQwJYAfPrpQiwWK61a1iY0tIo+J+JQN/sZRF9zIiVDngs8Pv/8c77++muGDh3K1KlTef7556levTqvvfYaFy9ezNNav/zyC5GRkWzbtu2Gx+Li4gAIDAzMcTwwMJDjx49nn+Pm5paj88f1c64//2befvttxo8ff8PxpUuX4unpmafXICL5t2zZMqMjiEgxpeuHiOSXrh8iUhC34zUkKvosBw6cwWx2pnZNZxYuXJin51utNvz8zCQmpvDue9No3qz8rZ8khorcHofFYiUo0Iu9e7exd6/Rif5Ut04ptmxN4dtvF3I5KcboOHlS3K8fly6lsXfvKQAsmXF5vhYUhpAQb3bvgbnzthFYLh0/P3ejIxlizh+HAKhaxZOjR3bQsIErNWs0Ys/e80RFn+XChavMmx/JvPmRlC/vRVhoIHVqB7B02TH27D2Pk5OJfn2qk5hwhIULjxj8aoxTt7YbGzbAho0H+PrrGVSsmLsuG39nzdqTXLqUQkCAO85O8Xn+Hvrfa0ifXtWZM/cQixdHc+5cHJ07VsZkMgFZxTo/z9hHfHwyAQHutGzuy5IliwuUX/IuKNCJPXtg5qx1eHpc5PjxS2zYeACTCRrUdy+S11Epmf56/UhJSTEwiYjYS54LPE6cOEHr1q0B8PDw4PLlywCMHDmSli1b8umnn+ZqnZMnT/Lkk0+ydOlS3N3//oft6z+UXGez2W449r9udc6LL77IM888k/3npKQkKlWqRLdu3fD1/fs5dyJiHxkZGSxbtoyuXbvi6upqdBwRKUZ0/RCR/NL1Q0QK4na9hiQkJPPZF5MAeHhsdwbc1SJf65hMQbz3/lx27LjIiy+Mwmy+ff4Oi6M/5n0NwODBd9CrV0uD0+QUFpbA0OEfc+x4EiEhzalUqYzRkW6ppFw/fv5lPQChoVUZMuROY8P8gyNHprE14jBHj9l45aVeRscpdCkpaXz0cSQADz7Qj9q1g7MfGzAg69/Nd+48zpy5Eaxdu4/Y2CvExh5l+fITpGdk4uzkxLjXB3PHHfWNeglFytl4V+bNjyRqRxIPPjjklvcl/k78uUt89PEnADzz9J156kD0d9eQXr2gbr1o3n5nNpGRcTRsUIf77u2EzWbj/Q/mcfp0Mt5e7nz80YNUrlz0r5UlUYsWl1m56gPOnEkmNLQlM2fNAODOO5szcmRvg9PJ7eBm14/rEw1EpHjLc4FHUFAQFy5coEqVKlSpUoXNmzfTuHFjYmJisNlsuV4nMjKS+Ph4mjRpkn3MYrGwdu1aPv30Uw4cOABkdekoX/7Pd3fEx8dnd/UICgoiPT2dhISEHF084uPjs4tQbsZsNmM2m2847urqWqx/0RIpbvQ9JyL5peuHiOSXrh8iUhC32zXk629XkJx8ldq1gxk0sHW+58T37t2UqdPWcvZsIosWRzN40N//m40Y69jxePbvP42zsxPdu4cVua/3ypXL0bpVHTZs3M+8Bdt58vHic4OsuF8/Vq/OauXStUvjIv06Hh7bna0Rh1m+fBejRnagRvUgoyMVqs1b9pCenkmliqWpX7/yTQsSmjatRdOmtbh48TLzF0Qy54+txMUl4uzsxPjX76ZTpxADkhdNDz7QlWXLd7J37yk2bjpIh/YN87XO5CmrSU/PpHGjKnTsEJKvQpGbXUP69mlGelomH3w0j6k/rMHX1ws3V2fmL4jEZDIxftzd1KihzllGCQoKICysGtu3H2X8G79z+Egc3t7uPHh/8S74k+Lnr9cPfe2JlAx5/s28U6dOzJs3D4D777+fp59+mq5du3L33Xdz11135Xqdzp07s2vXLqKjo7M/mjZtyvDhw4mOjqZ69eoEBQXlaB2Unp7OmjVrsos3mjRpgqura45zYmNj2b179z8WeIiIiIiIiIiIyN/bseMYCxduB+DZZ/rlu7gDwNXVhZEj7gDgx5/Wkp6eaZeMYn+LF0cD0LJFbQL8vY0N8zeud5JZuCCSq1fTDU5zezh16gL7D2QV/nRo38DoOP+obt0KdOzQEJvNxtffFO+xOPmxbPkOALp0aXTLIoKAAB9GjezAbzOe5eOP7uOrLx9Wccf/KFPGl3vubgvAl18uJTPTkuc1Dh2KZdGiKAAee7RXvruA/J2BA1sx9qFuAEz6dCEffTwfgEf/1YNWrerYdS/Juy6dGwGw/8BpAMaM7oifn5eRkUREpATI82/nX3/9NS+//DIADz/8MFOmTKFevXqMHz+eL774Itfr+Pj40LBhwxwfXl5elC5dmoYNG2IymXjqqaeYMGECs2fPZvfu3YwZMwZPT0+GDRsGQKlSpbj//vv597//zYoVK4iKimLEiBGEhITQpUuXvL40EREREREREZHbXmamhfc/nAtAv77NaNiwcoHX7N2rCWXK+HLuXBILF0YWeD2xP6vVypKl0QD06B5qaJZ/0qJFLYLL+3M5+SrLlu80Os5tYcXKXQCEh1fHv4gW/vzVgw90wcnJxLp1+9iz56TRcQpNUlIKW7YcAv68qZwbzs5ONGtWk/r1KjoqWrE2fFg7/Pw8OXHyPPPmb8vz8z/7YjE2m43OnUJo0KCSAxLCqJHtGT6sHQBWq43u3UMZOrStQ/aSvOnYoWF2kWxwcACDBrYyOJGIiJQEeR7R4uTkhJPTn3UhQ4YMYciQIXYNdd3zzz9PamoqjzzyCAkJCbRo0YKlS5fi4+OTfc5HH32Ei4sLQ4YMITU1lc6dOzNlyhScnZ0dkklEREREREREpCT7feYmjhyJo1QpT/71cHe7rGk2uzJi+B1M/Hg+P/y4hj59muLion+7KUqio49x9mwiXl5m2ratZ3Scv+Xk5MRdd7Xgs88XM3PWZvr0bmL3d8RLTitWZBXS5KVowEhVq5ajZ49wFiyM5MuvlzDp4weMjlQoVq/Zg8VipWaNIKpVCzQ6Tonh5eXOvWM68dHE+Xz3/Qq6dwvF0/PG8e83s2XrIbZuPYSLizMPj7XPf09vxmQy8ci/euDr68nZs4k8/pj9O4VI/pQq5UnHDg1ZsXIXTzzeCze3PN+SExGxC4vFQkZGhtExJJdcXV3/sdYhz/81qVatGiNGjGD48OHUrVu3QOH+1+rVq3P82WQyMW7cOMaNG/e3z3F3d2fSpElMmjTJrllERERERERERG43584n8e13KwD418PdKVXK025r9+/XjB+mrSYuLpHFi6Po06ep3daWglu8JGuEQKdOIZjNRXs+e+9eTfjm2+UcPHiGvXtPOexd8QLHjsdz+Egczs5OtL+jvtFxcu2++zqxdFk0kZFHiYg4TLNmNY2O5HB/Hc8i9nVn/+b8+ttGTp++yM+/rOf++zrf8jkWi5XPPlsEwMABLalQIcChGU0mEyNHtHfoHpI/L780kIfHdiM42LFfAyIiN2Oz2YiLiyMxMdHoKJJHfn5+BAUF3bRoM88FHo8//jg///wzb731FmFhYYwcOZK7776b8uXL2yWsiIiIiIiIiIgYY9KkhaSkpNGgQSX69G5i17XNZleG3dOOTz9fxNRpq+nRI0xdPIqItLQMVq7aDUCP7mEGp7k1Pz8vunRuxMJF25k5a7MKPBxo5bXxLM2b18LX134FX45WPsifO/s357ffN/Hl10tp2rRGie5ocP58Etu3xwDFp9NKceLq6sLDD3Xj1dd/YfrP67jrzuYEBPj843OWLI3m8JE4vL3dGTO6YyEllaLIbHZVcYeIGOZ6cUe5cuXw9PQs0T8PlRQ2m42UlBTi4+MBblqDkecCj2eeeYZnnnmGgwcP8tNPP/HFF1/w3HPP0bFjR0aMGMGoUaMKnlxERERERERERArVtm2HWb5iJ05OJp79d/8cI3rt5c47mzPtpzWcPn2R5St2FotigtvB2nV7SUlJo3x5fxo3qmJ0nFwZcFcLFi7azoqVO3ni8V74+XkZHalEWrEiq8Cjc6cQg5Pk3ehRHZi/IJJ9+06xdu1e2rdvYHQkh1m1ejc2m40G9SvpRrKDdOoUwvRf1rNv3ym+n7ySZ//d/2/PTUvL4OtvlgEwamQHu3bDEhERyS2LxZJd3FG6dGmj40geeHh4ABAfH0+5cuVuGNeS79/Ua9euzfjx4zlw4ADr1q3j3Llz3HvvvQVLKyIiIiIiIiIihS49PZP3P5wLwIABLalTO9gh+3h6mrnn7rYATP1hNRaL1SH7SN4sXhINQPduoQ4p7HGEevUqUrdOBTIyLMxfEGl0nBLpyNE4Yo7F4+rqzB3tis94lusCAnwYMrg1AF9/s6xEX2+WLd8JaDyLI5lMJh79Vw8A/pgbwcmT5//23Bm/biA+/hKBgX4MHtSqsCKKiIjkkJGRAYCnpwoNi6Prn7frn8e/KtBvbFu3buWpp57irrvu4sCBAwwaNKggy4mIiIiIiIiIiAF+mbGeEyfOExDgzUMPdHXoXoMGtsTH253jx8+xevVuh+4lt3bx4mW2bj0EFI/xLNeZTCYG3NUCgDlztpTom/dGud69o0WL2nh7uxucJn+GDW2Hj48HMcfiWbo02ug4DhEbm8Du3ScwmUx0KoadVoqT8PDqtGpVB4vFypdfLb3pOQkJyfwwbQ0AYx/qitnsWpgRRUREbqCxLMXTP33e8lzgcfDgQV5//XVq1apFmzZt2Lt3L++88w5nz55lxowZBQoqIiIiIiIiIiKFKzYugclTVgHw2KM9HX4j18vLncHX3lU/5YfVWK26MW+kZct3YrFYaVC/EpUrlzE6Tp506dIIHx8PzsQmsHnLQaPjlCg2m40VK651hSjGRQM+Ph6MHNEegG+/X0FGRqbBiexvxcqsQpyw0KqULeNrcJqS75GHu2MymVi1ejd79py84fHJU1aSkpJGndrBdOva2ICEIiIiUtLlucCjbt26LFq0iEcffZSTJ0+ydOlSRo8ejY+PjyPyiYiIiIiIiIiIA3311VLS0jIIC61G926hhbLnkMFt8PQ0c+RIHOvW7SuUPeXmFi2OAqBH91Bjg+SDu7sbvXs1AWDW7C0GpylZDh6K5eSpC7i5udCmbT2j4xTIoIEtKVPah9jYBObOjTA6jt0tW74DgC6dNZ6lMNSoEUTPnlndjj77YhE2my37sRMnzjN7zlYAHn20Z7EZeSUiIlLSVK1alYkTJxodw2Hy/BPG/v37s0ezBAUFOSKTiIiIiIiIiIgUgvj4S9nv/n7i8V6F1r7X19eDQQNbATB56qocN8ik8Bw9epaDB8/g4uJM52J6c/iuO5sDsHnzQU6fvmhwmpLjeveO1q3r4OVpNjhNwbi7uzFmTEcg63qTmppucCL7OXY8nkOHYnF2dqJDh4ZGx7ltPHh/F9zcXIiOPsbGjQeyj3/59RIsFiutWtWhaZMaBiYUERGRkizPBR61a9d2RA4RERERERERESlkM2dtxmKxEhZajTp1KhTq3vfc3QYPDzcOHjzDxk0Hbv0EsbvFS7K6d7RqVRs/Py+D0+RPpUplaN68FjabjTl/bDU6Tolgs9myC7+6dCqehT//q2+fpgSX9+fixWR++32T0XHsZsWKrM9T82Y1i+33cHEUGOjH4EFZo8Y+/3IxFouVXbuOs3r1HpycTDzyr+4GJxQREZGSLFcFHgEBAZw/fz7Xi1auXJnjx4/nO5SIiIiIiIiIiDjW1avp/DE364b4kCFtCn1/Pz8v7rqzBQBTpqiLR2GzWKwsWRoNQI/uYcaGKaCBA1oCMH/BNtLSMgxOU/zt23+a2NgEPDzcaN26jtFx7MLV1YUHHugCwE8/rSEpKdXgRAVns9lYfq3TisazFL6RI9rj4+NBTEw8CxdtZ9JniwDo3asJNaqr87mIiEh+ffXVV1SoUAGr1ZrjeL9+/Rg9ejRHjhyhf//+BAYG4u3tTbNmzVi+fPnfrnfs2DFMJhPR0dHZxxITEzGZTKxevTr72N69e+nVqxfe3t4EBgYycuTIPNVHFCaX3JyUmJjIokWLKFWqVK4WvXDhAhaLpUDBRERERERERKTwbYs8woULl+nSuRHOzpodX5ItXhJNUlIqweX9adumriEZht7Tlt9nbmLP3pNEbDtM82a1DMlxO4qKOsq5c0n4eLvTprUxn397ad2qDoGBfpw9m8jKlbvo2TPc6EjF2vXxLG1a18Xd3c3gNPbTtUtjpv24hpiYeKb/vJaHxxbvLguHDsdy/Pg53NxcuOOO+kbHue34+nowelQHPv1sER9+NI+0tAzc3V2zC4lERESKIpvNxtWrhV8Q7e7umutxoIMHD+aJJ55g1apVdO7cGYCEhASWLFnCvHnzSE5OplevXrz55pu4u7szdepU+vbty4EDB6hcuXK+8sXGxtK+fXsefPBBPvzwQ1JTU/nPf/7DkCFDWLlyZb7WdKRcFXgAjB492pE5RERERERERMRgcXGJPP3MZCwWK3PmbOHVVwYTHBxgdCxxAJvNxq+/bQBg0KBWhhXzlC7tQ/9+zfjt901MnrJKBR6FaNHirPEsnTs3ws0t1/9EWCQ5OztxZ//mfPX1UmbN3nJbFHgcPhzLuvX76NUznMBAP7utu3nLQRYu2g5kfW2UJM7OTox9qBsvvPgjv/62kcGDWlO6tI/RsfJt+fKsQpzWrerg5eVucJrb08ABLfl95ibi4hKBrKLFsmV8jQ0lIiLyD65ezaBz13GFvu+KZePw8Mhd4XBAQAA9evRg+vTp2QUev/32GwEBAXTu3BlnZ2caN26cff6bb77J7NmzmTt3Lo899li+8n3xxReEh4czYcKE7GPff/89lSpV4uDBg9SuXTtf6zpKrn57t1qtef6oXr26o7OLiIiIiIiIiB39NH0tFktWG9QdO48zavQnzF8QqdEZJdDWiMMcO3YOTw83+vRuamiWEcPvwNXVmR07jhEVddTQLLeL1NR0Vq/ZA0DPHsV7PMt1ffs0wcXFmT17T7J//2mj4zhURkYm/3nxR775djn3DPuIb79bztWr6QVa82JCMuPGz+CZf0/h0qUUqlUtR8sWJa/gql3bejSoX4mrVzOY+sMqo+Owf/9pJn48n2PH4vP0PI1nKRrMZlceerArAP7+XgwbdofBiUREREqG4cOHM3PmTNLS0gD46aefuOeee3B2dubKlSs8//zz1K9fHz8/P7y9vdm/fz8nTpzI936RkZGsWrUKb2/v7I+6dbO6HB45csQur8meind5voiIiIiIiIjYxfnzScybvw2Al18ayPz529ix8zgT3p7J+vX7+M/zd+Lv721wSrGXX3/bCEDv3k3w9jb2nd9ly5aiT++mzJ6zhe+nrGRSmN405Ghr1+0lNTWdChUCaNgwf22Mi5qAAB86dWzI0mU7mD1nCy++MMDoSA6zaHEUsbEJODmZSEvL4PvJK5m/IJJ/Pdydbl0b57r9NWQVCixctJ1Jny4kKSkVJycTgwe35sH7u2A2uzrwVRjDZDIxdmw3nnjyO+b8EcHQoe0oH+RvSJZt2w7znxd/JDU1nbnzInjm6X707hWeq8/f7j0niYtLxNPDjdat6xRCWvk73buF4uzsRPXqgXh5mo2OIyIi8o/c3V1ZsWycIfvmRd++fbFarSxYsIBmzZqxbt06PvzwQwCee+45lixZwvvvv0/NmjXx8PBg0KBBpKffvODZySmr38Vf37iSkZFzTI3VaqVv3768++67Nzy/fPnyecpeGFTgISIiIiIiIiL8/Mt60tMzCQmpTK+e4fToHsb0n9fxzbfLWbtuL7t2H+elFwbSpk1do6NKAR0/cY5Nmw5gMpkYPKi10XEAGDHiDubOiyAy8ii7dh0nJKSK0ZEMN39BJJs3H6Bli9q0a1efUqU87bKu1Wpl4cKsERw9uoflqRigqBtwV0uWLtvB0mU7ePSRnvj6ehgdye4yMjKZMjWr88Tjj/WibFlfPvt8MbGxCYx/41d+n7mJp57oQ4MGlW651qlTF3j3v7OJjMzqnFOrVnle+M9d1Ktb0aGvwWhNm9SgSZPqREYeZdq0NTz/3J2FnmHtur28+trPZGRYKFXKk0uXUpjw9ky2RR7huWf737JQYPnyHQC0bVcfd/fctTsXxzCZTHTt0vjWJ4qIiBQBJpMp16NSjOTh4cGAAQP46aefOHz4MLVr16ZJkyYArFu3jjFjxnDXXXcBkJyczLFjx/52rbJlywIQGxtLWFhW98Lo6Ogc54SHhzNz5kyqVq2Ki0vRL58wZsCqiIiIiIiIiBQZiYlXmPPHVgDGjOqIyWTC2dmJkSPa8+03/6JatXIkJFzhuf/8wLvvzSYlJc3gxFIQv13r3tGmdR0qVixtcJos5YP86dUzHIDJU4wfm2C0pKRU3v/gD1au2s2Ed2bRp98Ennz6e+bM2cLFhOQ8r3clJY01a/Yw4e2Z9LvzHSK2HQage/dQOyc3VkhIZWrWCCItLYOFiyKNjuMQCxdFEReXSOnSPtzZvzmdOoYw/cenGPtQNzw83Niz5yQPjv2C8f/3K+fOXbrpGpmZFn6YtpoRoz4mMvIoZrMrjz7Sg+++eaTEF3dcd/99WfPc5y+IJDYuoVD3XrwkipdfmU5GhoX2d9Rnzqz/MPahbjg7O7F0aTT33vcpBw78/Zghi8XKylW7Aeiq8SwiIiJSQg0fPpwFCxbw/fffM2LEiOzjNWvWZNasWURHR7Njxw6GDRuG1Wr923U8PDxo2bIl77zzDnv37mXt2rW88sorOc559NFHuXjxIkOHDmXr1q0cPXqUpUuXct9992GxWBz2GvNLBR4iIiIiIiIit7lff9tIamo6dWoH07Jl7RyP1a4VzPffPso9d7cF4I+5EYy+dxK7dud/vq0YJykplYWLsro3DBnSxuA0OY0c2R4nJxObtxxk//6/v7l5O1i0eDvp6ZkElitFrZrlsVisREQc5r33/6Bf/7d57PFvmDlzE+fOJ/3tGqdOX+DX3zby5NPf07PXm7z48k/MXxDJxYvJeHq48dCDXalYoWgU+NiLyWRiwF0tAJg9e8s//kNvcfTX7h0jht+RPULFbHZl9KgOzPj5GXr1yiqUWrIkmruHfsj3k1dw9eqf7ar37DnJvfd/xpdfLSU9PZNmzWry4w9PMnzYHbi4OBf+izJIaONqNGlSncxMC9OmrSm0fWfO2swb//cbFouVnj3C+L83hmZ//j795AECy5Xi1KkLPPTwl/z628YcrcSvi4qO4cKFy/j4eNC8ec1Cyy4iIiJSmDp16kRAQAAHDhxg2LBh2cc/+ugj/P39ad26NX379qV79+6Eh4f/41rff/89GRkZNG3alCeffJI333wzx+PBwcFs2LABi8VC9+7dadiwIU8++SSlSpXKHvFSlBT9HiMiIiIiIiIi4jDJyVf5feYmAEaP7nDTcQ1msytPPN6L1q3r8NZbv3P69EX+9chXjBrZgfvu7XRb3RQs7ubP38bVqxnUqBFEk/DqRsfJoWKF0nTt2pglS6L5YdpqJrw13OhIhrDZbPwxN6ujzogR7Rk4oCWnTl1g1erdrFq9m/37T7M9KobtUTF8OHE+IQ0r07FjQ9q1rcfZs4ls2HiADRv3c/z4uRzrVqgQQNs29WjTug6NG1fF1bVk/rNgt26hfPbFYk6eusC2yCM0b1bL6Eh2s2Dhds6eTaTMte4d/6tMGV9eeWkQAwe05OOPF7Bz13G+/W4F8+Zt46GHurFv/ylmztyMzWbDz8+TJ5/oQ7eujUvUmJ68uO/ezkRGHmX+gkhGjexAUJCfQ/f7YdoavvxqCQCDBrbkqSf75Lhh0LhxVaZOeZwJb89i7bq9TPx4Ptsij/DyiwNzjGhavnwnAB06NCix38ciIiIizs7OnDlz5objVatWZeXKlTmOPfroozn+/L8jW+rVq8emTZtyHPvfQtpatWoxa9asAiQuPHn+CdDZ2ZnY2FjKlSuX4/iFCxcoV65ckWxTIiIiIiIiIiI3N3PWZpKTr1KtajnuaFf/H89t2qQGP0x9gg8nzmPJkmimTF3F5s0HeeONe0pcJ4CSKDPTwm/XinnuHty6SN7UHTWiPUuWRLN6zR6OHj1L9eqBRkcqdDt3HufYsXO4u7vSvVsoABUrlmbkiPaMHNGe2NgEVq3ezeo1e9i9+wQ7dx1n567jfPzJghzrODs70bhxVVq3qkObNnWpXKlMkfyc25unp5mePcP5/fdNzJy1ucQUeGRkZDL1h9VAVuHP9e4dN1OvbkW++PwhVqzcxWefL+bs2UT+783fsh/v1TOcxx7tiZ+fl6NjF2lhoVldPCIjjzLtx9U89+ydDtnHZrPxxZdL+PGntQCMHtWBhx7setPvR19fT96eMJyZszYz6dOFrF+/j9H3TmL863fTuHFVMjIyWb1G41lEREREbmd57ilys7ZwAGlpabi5uRU4kIiIiIiIiIgUjtTUdH6ZsR6AUaM65Kr1qI+PB6+/OoT/G38PPj4e7D9wmuf/8wNpaRmOjisFtHbdXs6eTcTPz5OuXRsbHeemqlULpEOHBgD8MG21oVmMMuda944unRvh7e1+w+Ply/szbGg7vv7yYebM+g9PPdmHxo2rYjKZKFXKkx7dw/i/8fewcP7LfPrJAwwb2o4qlcveFsUd1w24M2tMy/r1+zl46MZ3/RVHCxZEZnfv6N+v2S3PN5lMdOnciF+mP82DD3TB3d2VChUC+GTifbzy8qDbvrjjuvvu7QzAvPmRxMUl2n19q9XK+x/MzS7uePSRHox9qNs/fj+aTCYGDWzF11/9i0oVSxMff4lHH/+GyVNWsmXLIZKSUgkI8CYsrGh1YRIRERGRwpHrDh6ffPIJkPUD5rfffou3t3f2YxaLhbVr11K3bl37JxQRERERERERh/hj7lYuXUqhQoUAOncKydNzO3duREhIFe5/8HOOHTvH518s5umn+jooqdjDr79uBODO/i3+8d3/Rhs9qiOrV+9h+YqdPHB/FypWvH26w1y6lMKqVVnvzr/ZCI7/Va5cKYYMbs2Qwa1JTU3Hzc0FZ+eiNyO6sFWtWo7OnUJYsXIXEz+ez2eTHizWBS7p6X927xg58p+7d/wvs9mVe8d0YtjQdri4OOvr43+EhVYjPLw627cfZdqPa3ju2f52Wzsz08KbE2aydGk0JpOJ557tn6vv6+vq1A7m++8f44MP5rJ4SRTffLscd/esz32nTiH6XIqIiIjcpnL9U+BHH33ERx99hM1m48svv8z+80cffcSXX35JSkoKX375pSOzioiIiIiIiIidpKVlMH36OgBGjeyAi4tzntcoV64UL70wAIDfft/E1ohDds0o9rNv/yl27jqOi4szd93Vwug4/6hO7WBataqD1Wpj2o9rjI5TqBYt3k56eia1apWnXr2KeXquh4ebbvj+xaOP9MRsdiU6+hgrV+4yLMelSymkpBSsw9GChZGcjb9EmTK+9Ot76+4dN2M2u+rr42/cf28nAObN38bZs4l2WTMtLYOXX53O0qXRODs78fprQ/JU3HGdl6eZ114dzKsvD8LDw42rV7O+ljSeRUREROT2lesOHjExMQB07NiRWbNm4e/v77BQIiIiIiIiIuJYCxdt5/yFywSWK0WP7qH5XqdVqzrcdWcLZs/ZwptvzeTHH57A19fTfkHFLn79Lat7R+fOIZQt42twmlsbM7ojmzYdYNHiKO4d04mgID+jIzmczWbjj7kRQFb3juLccaIoCAryY8TwO/ju+xV8+tki2rSpi7u7Y8ZL22w2Ll5MJuZYPMeOxRMTE8/x4/HEHIsnIeEKAFfT/BkzulOeP69/7d4xKo/dOyR3wsKqEx5Wje1RMfwwreBdPFJS0njhxR/ZFnkENzcX3vq/YbRpU7DO1z17hlO/QSXeeWcWPj4eNGxYuUDriYiIiEjxlesCj+tWrVoFQHp6OjExMdSoUQMXlzwvIyIiIiIiIiIGycy0ZHdGGD78DlxdC/Z7/eOP9SQy8ggnTp7nv+//wRvj79HN6SLk3PkkVqzI6mBw9+A2BqfJnZCGlbPHJkz/eS3PPN3P6EgOF73jGMePn8PDw41uXRsbHadEGD6sHfMXRHL2bCI//rSWB+7vYpd19+47xa5dx4mJuVbQcSyey5dT//E533y7goSEKzz5RJ88ddKYv2Ab8fGXKFvWl759mhY0uvyN++7tzPaob5m/YBujRrYnMNAvX+tcSUnjqae/Z8+ek3h6uPHuuyNpEl7DLhmrVC7LF5+PtctaIiIiIlJ85bkvX2pqKvfffz+enp40aNCAEydOAPDEE0/wzjvv2D2giIiIiIiIiNjXkqXRxMUlEhDgbZcbhu7ubrz22hCcnZ1YsXIXS5ZGFzyk2M3s2VvIzLTQKKQKdetWMDpOro0Z3RGAufO2ceHCZYPTON4ff2wFoEuXRnh5uRucpmRwd3fj8Ud7AvDjT2uJjUso8Jrz5m/jgQc/5+NPFjB3XgQ7dx3n8uVUnJxMVKxYmrZt6zFyRHtefWUw33/7KIsWvkTnTlUA+H3mZl4f9wtpabkb2ZKenskP07KK8UaNUPcORwoPz+rikZFhyfdoqMxMC6+++jN79pzEx8eDTz6+327FHSIiIiIi1+W5wOOFF15gx44drF69Gnf3P3/Z7NKlCzNmzLBrOBERERERERGxL4vFyrRrNwyH3tPWbjcM69eryH33dgLggw/n2uVGqhRcWloGc/7YAsCQIa0NTpM3TcKr06BBJdLTM/llxnqj4zhUYuIVVq3eDWSNZxH76dixIWGh1UhPz+SzzxYVaK2Dh87wwYdzAWjWrCb3junI+HF388OUx1mxbBy//vJv3ntnJP96uDs9e4RRt24FPD3MNG0SxGuvDsLFxZmVq3bz72enkJx89Zb7zZv/Z/eOPure4XD33dsZ+PPvPS9sNhv//eAPNm85iNnsykcfjKF+/UqOiCkiIiIit7k8F3jMmTOHTz/9lLZt2+Zot1q/fn2OHDli13AiIiIiIiIiYl+rVu/mxMnz+Ph4cOedLey69sgR7WnQoBJXrqTx5pu/Y7Va7bq+5N2yZTtITEwhMNCPO9rVNzpOnphMpuwuHrNmb+HSpRSDEznOosVRZGRYqFM7mHp1Kxodp0QxmUw8/VQfnJxMrFy1m+3bj+ZrneTkq7z8ynTS0zNp3boOH30whgcf6ErXLo2pWbP8LYvlOncK4cP3R+PpaWZ7VAyPPPo1584n/e35aWkZ/DBtNaDuHYUlPLw6YaH56+Ix9YfVzJu3DScnE2+Mv0fFHSIiIiLiMHku8Dh37hzlypW74fiVK1c0X1dERERERESkCLNarUz9YTUAdw9pjZen2a7ru7g48/qrQ/DwcCMqOoZfftlg1/Ulb2w2GzN+2wjA4IGtcHFxNjhR3rVuVYdatcqTmprOb79vNDqOQ9hsNv6YmzWepb+6dzhEzZrl6d8v6+924sfzycy05On5NpuNCW/P5PTpiwQF+fHaK4NxcsrzP6vStGlNPvv0QQICvDl8JI6xD3/J8RPnbnru/PnbOHcuibJlfenbt1me95L8uf++rC4ec+dF5LqLx+IlUXz9zTIAnn6yD+3a1nNYPhEREZHb3bhx4wgNDTU6hqHy/JtIs2bNWLBgQfafrxd1fPPNN7Rq1cp+yURERERERETErjZsPMCRI3F4epoZNNAx4zoqVizNE4/3BuCrb5Zy+HCsQ/aRW4vcfpQjR+Jwd3cttuMdTCYTo0d1AOC33zbmaqxFcRMVFcOJE+fx9HCja9fGRscpsR56sCs+Ph4cPhLH3HkReXrujF83sHrNHlxcnHnz/4bh6+uZ7xx1agfz1RcPU6liaeLiEnn4X1+xZ8/JHOekpWUw9doorVEjO+Dm5pLv/SRv8trFY1vkESa8PQuA4cPaMXCg/n1cREREJL9MJtM/fowZM4Znn32WFStWFEqepKQkXn31VRo0aICHhwelS5emWbNmvPfeeyQk/DmWtkOHDtkZzWYztWvXZsKECVgsFsaMGXPL15VXeS7wePvtt3n55Zf517/+RWZmJh9//DFdu3ZlypQpvPXWW3kOICIiIiIiIiKOZ7PZmDJ1FQADB7TE19fDYXv169uUtm3qkpFhYdwbv5KWluGwveTv/Xqte0evnuEO/Xw7Wof2DahatSyXk68ya/Zmo+PY3Zw/srp3dO3a2O5ddeRPpUp58uADXQD4+ptlJCXlbuTPrl3H+ezzxQA8+Xgv6tcr+AidChUC+PKLsdSrV5FLl1J4/Mlv2bBxf/bj8+Zv4/z5JMqVK0XfYlqcVZzdd18nIKuLx7lzf9/F48jROF56+ScyMy107hzCvx7uXlgRRUREREqk2NjY7I+JEyfi6+ub49jHH3+Mt7c3pUuXdniWixcv0rJlSyZPnsyzzz7Lli1b2LBhA6+//jrR0dFMnz49x/kPPvggsbGxHDhwgCeeeIJXXnmF999/n48//jjHawCYPHnyDcfyIs8FHq1bt2bDhg2kpKRQo0YNli5dSmBgIJs2baJJkyZ5DiAiIiIiIiIijhex7TD79p3CbHbl7rvbOHQvk8nEC/+5Cz8/L44ePZvdul4Kz6lTF9iwIeuG8eDBjunWUlicnJwYOaIDAL/MWE9qarqxgewoISGZ1Wv2AHCnxrM43J39m1O9eiBJSal8+93yW56fkJDMq6//gsVipUvnRgwY0NJuWfz9vZn08f20aF6Lq1czeOHFH5m/IJK0tAx+yO7e0V7dOwwQHlad0NCq/9jF49z5JJ59dirJyVdp3Lgqr7w0KF9je0RERETkT0FBQdkfpUqVwmQy3XDsf0e0jBkzhjvvvJMJEyYQGBiIn58f48ePJzMzk+eee46AgAAqVqzI999/n2Ov06dPc/fdd+Pv70/p0qXp378/x44dy378pZde4sSJE2zZsoV7772XRo0aUbduXfr06cP06dN55JFHcqzn6elJUFAQVatW5bHHHqNz587MmTOHUqVK5XgNAH5+fjccy4t8/dQZEhLC1KlT2b17N3v37uXHH38kJCQkP0uJiIiIiIiISCG43r2jf79mBPh7O3y/gAAfXnphAAC/zNhA5PYjDt9T/vTb7xux2Wy0alWHKpXLGh2nwLp2aURweX8SE1PyPF6jKFu0KIrMTAt161agTp0KRscp8VxcnHnqyT4AzJ6zlSNH4/72XIvFyvj/+434+EtUrlyG//znrny1T/4nnp5m/vveKHp0D8NisTLh7Zn8+9kpnD+fRGC5UvTpre4dRjCZTNx/X2cA/ph7YxePKylpPPvsVM5e+9p49+0RmM2uRkQVERERyRObzYY1w1roHzabzaGva+XKlZw5c4a1a9fy4YcfMm7cOPr06YO/vz9btmzh4Ycf5uGHH+bkyazRiCkpKXTs2BFvb2/Wrl3L+vXr8fb2pkePHqSnp2O1WpkxYwYjRoygQoWb/552q98NPDw8yMhwTDfTPJeAJyUl3fT49Zkybm5uBQ4lIiIiIiIiIvYTvSOG6OhjuLo6M2xou0Lbt23bevTr24y58yJ4883f+WHqE/j4FN9RIfYWG5dA7JkEqlQpS0CAd4FuHttsNuLjL7F33yn27j3F/AWRAAwp5t07rnNxcWbkyA68+95sfpq+jrvubFHsOxvYbDb+mJs1nqV/P3XvKCxNm9SgQ/sGrF6zh4kfz+eTifff9Htv6g+r2Lr1EGazK2+9Ocxh43NcXJx59ZVBlC7tw0/T17I9KgaAUaM6FPuv8eIsPKw6jRtXZceOY0z7cQ3PPN0PgMxMC6+8Mp1Dh2Px9/fiw/fH4OvraXBaERERkdyxZdo4/uOBQt+3yog6mFztWyz9VwEBAXzyySc4OTlRp04d3nvvPVJSUnjppZcAePHFF3nnnXfYsGED99xzD7/88gtOTk58++232b8LTJ48GT8/P1avXk3jxo1JTEykTp06OfZp0qQJBw5k/f317duXn3/++YYsVquVpUuXsmTJEp566imHvN48/5bg5+f3j//gULFiRcaMGcPrr7+utnQiIiIiIiIiRcDUqasB6N2rCeXKlSrUvZ94vBfbo45y6tQFPvhwLuNev7tQ9y+qEhOvcO99n5KUlAqAj48H1aqWo2rVclSrdu1/q5ajbFnfm/47zOXLqezffzqroGPfSfbuPcWFC5dznFOzRhDNm9UslNdTGHr2COP7ySs4dy6JhQsjufPOFkZHAuDw4VhSU9Np2LBynop0Ircf5eSpC3h6munapZEDE8r/euzRnmzcdIDIyKOsWbuHDu0b5ng8IuIw332/EoDnn+1Pjep5b5ucFyaTiUcf6UGZMj58/MkCKlUsTZ/eGoVtpOtdPJ548jvmztvGyBHtKVPGl/++/wdbth7C3d2V9/87muDgAKOjioiIiNz2GjRokKMuITAwkIYN//wZ39nZmdKlSxMfHw9AZGQkhw8fxsfHJ8c6V69e5ciRIzRu3Bi4sUvH7NmzSU9P5z//+Q+pqak5Hvv888/59ttvSU/PGik6cuRIXn/9dfu9yL/Ic4HHlClTePnllxkzZgzNmzfHZrMRERHB1KlTeeWVVzh37hzvv/8+ZrM5uypGRERERERERIyxa/cJtmw9hLOzEyOG31Ho+3t6mnntlcE8/MhXLF22gzZt6tK1S+NCz1HUfPvdcpKSUjGbXUlPz+Ty5VR27jrOzl3Hc5zn6WnOLvwIDvbn5MkL7N13khMnzt+wprOzEzVqBFG/XkXq16tI6zZ17T5Swkhubi4MH3YHEz+ez7Sf1tKnT1NcXJwNyXL+fBJLl+1g8eIoDh/JGvMRElKZJ5/oQ/16FXO1xh9/ZHXv6N6tMZ4O6g4hNxccHMCwoe2YMnUVkz5dRKuWdbJHbJw7d4nXx8/AZrPRr28zevYML7Rcdw9pwx3t6uPlZcbVVd07jNYk/C9dPH5ai7+fF/Pmb8PJycT/jR9Kvbq5+14XERERKSpMLiaqjKhz6xMdsK8jubrmHJdnMpluesxqtQJZXTaaNGnCTz/9dMNaZcuWxcfHBz8/P/bv35/jscqVKwPg4+NDYmJijseGDx/Oyy+/jNlsJjg4GGdnx/2umuffFKZOncoHH3zAkCFDso/169ePkJAQvvrqK1asWEHlypV56623VOAhIiIiIiIiYiCbzcZnny0CoFfPcMPeadywYWVGj+rA5CmreP/9PwgNrUbZMr6GZCkKjhyNY861m/sf/Hc0DRpU4sSJ88Qci+fY9Y/j8Zw8eYGUlDT27D3Jnr0nb1gnODggq5ijfkUa1K9ErVrlcXcv2aNz+/VtypSpq4iNTWDZsh2FevM9LS2DNWv3snhxFFsjDmG1Zs2RdnV1xsnJiV27TvDAg5/Tq2c4Y8d2+8ev8YsJyaxZuxeA/v01nsUII0e0Z+Gi7cTGJjD953XcO6YTmZkWXn3tFxITr1CrVnmefqpPoecqX96/0PeUmzOZTNx/byeeeOp7Zs/egsWSdUPg38/0o02buganExEREck7k8nk0FEpxUV4eDgzZsygXLly+Pre/Pe2IUOG8OOPP/5/e3cdX2X5/3H8ddadxBgjRjeMkFR6dEiHtAjSrQgSopRKCIJ0KYKCIBKjR3fXyFFj9EaMsTy/P9D95Asqy7ON9/Px2IOd+9z3db+vxcXZfX/OdfH555+TNWvW/2zT2dmZPHlSZgbNeBd47Nu3jx9++OGV7T4+Puzbtw+ASpUqcf369cSnExEREREREZEE27X7HCdPXcPa2pIPu1Q3aZZOHauxb/8FAgKCmDp1LV+OaWPSPKZiNBr57rv1xMYaqVK5MCVL5gIgb94s5M2b5aV9o6KiuXnzQVzhR1DQQ7JkcaVwoWwULOiFi4u9KbpgUjY2VrRuVYmZP2xk0RJ/fH1LYG6efEsEx8bGcuLkNfz8jrFt+ynCwiLinitaNDt1avlQrVoxIiIimfnDJvw2HmP9hqNs9z9Nuw8q07pVpbiZIf5u/fqjREfHULCgF/nyeiZbfvlntrZW9Pi4NqNGL2fJjzuoV7cUy3/Zw8lT13BwsOGrL9u89nsnb5dSpXJTvFgOTpx8MbvSB23f4/1UsjyUiIiIiCRM27Zt+frrr2nUqBFffPEFXl5eXL9+nd9++43Bgwfj5eXF2LFj8ff3p2zZsnzxxReULl0ae3t7Tp48yb59+15aAialxfsvYC8vL+bNm/fK9nnz5pEtWzYAHjx4gKvrf1ebz5w5k2LFiuHk5ISTkxPly5dnw4YNcc8bjUZGjRqFp6cntra2VKlShTNnzrzURkREBL179yZDhgzY29vTsGFDbt68Gd9uiYiIiIiIiKQr0dExzPxhIwAtW1QgY0Znk+axsDDn00/ex9zcjG3bT7N333mT5jGVvXvPc+jwJSwtzenZo86/7mtpaYG3d2aqVS1K507V+Xx4cz7sUoPy5fO/lcUdf2nyflkcHW25fv0+O3ac+e8DEuDmzQfMmbuZ5i2/pWevOfyx9jBhYRFkyeJK507V+GXZQGbN7E7jxmVxcrIlY0ZnRnzenLmzP6ZIkeyEh0cye85mWredzNatJzEajXFtx8bG8vuaFzO4NNbsHSZVs0YxihfLwfPnUQwespifl+0GYNjQpnhldTdxOkkNDAYDH3evjZWVBfXqlqJ7N19TRxIRERGRRLKzs2Pnzp1kz56dJk2aULBgQTp37kx4eHjcjB7u7u4cPHiQ9u3b8/XXX/POO+9QtGhRRo0aRcuWLZkzZ47J8sd7Bo9vvvmG5s2bs2HDBsqUKYPBYODQoUMEBASwYsUKAA4dOkTLli3/sy0vLy/Gjx8fN13JokWLaNSoEceOHaNw4cJMnDiRSZMmsXDhQvLly8eXX35JzZo1OX/+PI6OjgD069ePP/74g2XLluHu7s7AgQOpX78+R44cSda1bURERERERERSs3Xrj3Lt2j2cne34oG1lU8cBIF9eT5o3q8Cy5bv5dtIaSi7pm+6XFPm7qKhovpu2DoCWLSqSNatplsxJ6+ztbWjerDzzF2xj3vytVKpUECureF/i+kfbtp1ixKhlcUuw2NlZU71aUWrX9qF4sRyYmf3z+6UKFcrGrJnd2Lz5BDN+2Mjt26F8PnIZK37bT78+9cifPytHjlwhKOgh9vbW1KheLMlyS/wZDAb69WtA5y7fc/FSMACtWlaicuXCJk4mqUmxYjnYsmkkFha61iwiIiKSUjp27EjHjh1f2T5q1ChGjRoV93jhwoWv7OPv7//KtqtXr7702MPDg0WLFv1rBmdnZ8aOHcvYsWP/db/Xne+f/L34P6HiPYNHw4YNuXDhAnXr1uXhw4fcv3+fOnXqEBAQQP36L9al/Pjjj5k0adJ/ttWgQQPq1q1Lvnz5yJcvH1999RUODg7s378fo9HIlClTGDZsGE2aNKFIkSIsWrSIZ8+esXTpUgAePXrEvHnz+Pbbb6lRowY+Pj78+OOPnDp1ii1btsS3ayIiIiIiIm+FkJCnhIaGmTqGJKPw8EjmzXvxd3HHDlVxcLAxcaL/92GX6mTO5ExwcAjzF2wzdZwUtfK3/dy4+QA3Nwc6tK9i6jhpWovmFXBxsSPw6l3mzE26a0D37j9mwteriY014lPCm1EjW7J2zVCGftoEnxLe/1rc8ReDwYCvbwmWLe1Pl87Vsba25MSJq3T+cAZfjV0ZN0tELd8S2Nq+PQVOqVX+fJ40bFAaeLHsTo+Pa5k4kaRGKu4QERERkdQiXgUeUVFRVK1alYiICMaNG8dvv/3GqlWrGDduHDlz5kxUkJiYGJYtW0ZYWBjly5cnMDCQ27dv4+v7/9PeWVtbU7lyZfbu3QvAkSNHiIqKemkfT09PihQpErePiIiIiIiI/L9btx7SsvUk6jccy8BBC9m85QQREVGmjiVJbPkve7j/4AlZsrjyfuOypo7zEjs7awYMaAjAz8t2c/nybRMnShmhoWFxBS3dPvLF3j71FN2kRU5Odnz6SRMAlv68i2PHriS6TaPRyISJq3jyJJwC+bMydUpnfGsWT/AsMzY2VnTpXJ1lS/vj61sCo9HIuvVH2H/gAgCNGmp5ltSiX9/6DB/WjG8mdtCNfBERERERSdXiNX+lpaUlp0+fxmAwJFmAU6dOUb58eZ4/f46DgwOrVq2iUKFCcQUamTNnfmn/zJkzc+3aNQBu376NlZUVrq6ur+xz+/Y/XyCKiIggIiIi7vHjx4+BFwUsUVG6sCmS3P76PdPvm4jEl8YPEUkojR8vGI1GJn6zmqdPnwOwb/8F9u2/gL29NVWqFKaWbwmKFsn2Ru9Ql9QrNDSMH3/aCUCXztUwGIyp7me/XNk8VKpUgN27Axg/cRXTv+ucqn/ukmIMmTV7E0+fPidPHg9q1iia6r4naVH5cnmpV7ck69Yf5Ysvf2X+3B6Jmq1m/YZj7N17HktLcz79pDFGYyxRUbGJzunmZs+woe/TuFFppk3bwLmAIEoUz0nOnBn0c5BKmJlBzRpFgaR/raDXICKSGBpDRCShXjd+aCwRSR/ivUBp+/btmTdvHuPHj0+SAPnz5+f48eOEhoaycuVKOnTowI4dO+Ke/99iEqPR+J8FJv+1z7hx4xg9evQr2zdt2oSdnV08eyAiCbV582ZTRxCRNErjh4gk1Ns+fpwLeMDBg5cwNzfQ5P18BAU95fSZezx+HMG6dUdZt+4ozs7WFC6UgSKFM+DqqhkG0qItW6/y7FkEmTPbERlxg/Xrb5o60msVLWzDwQNmnDlzg/ETFlOieCZTR/pPCR1D7t17xpo/TgFQprQrGzf6JWWst1revGa4OFtz584jPvl0DvXq5k5QO48fRzBvwUkAKpT35Ny5w5w7l5RJX2hQPyulS7ng5mbD+vXrk/4Ekmq97a9BRCRxNIaISEL9ffx49uyZCZOISFKJd4FHZGQkc+fOZfPmzZQuXRp7e/uXnp80aVK82rOysiJPnjwAlC5dmkOHDjF16lQ++eQT4MUsHVmyZInb/+7du3Gzenh4eBAZGUlISMhLs3jcvXuXChUq/OM5hw4dyoABA+IeP378mGzZsuHr64uTk1O88otI/EVFRbF582Zq1qyJpaWlqeOISBqi8UNEEkrjBzx9+pw586YB0O6DynTqWBWA2NhYTp68zsZNx/HfcZZHjyLYuy+IvfuCKFI4G7VqlaBqlcI4OtqaMr68oVu3HvLt5MMADBncjNKlEnazO6WYW3gw/Xs/9uwNpnu3Zri5OZg60mslZgwxGo0MHLwYoxEqv1eI7t1aJlPKt1fePMXp3Xc+p8/cp3nzalSpXDhex//1PYqMjKVQIS9GjuiMuXnqnVFG0ha9BhGRxNAYIiIJ9brx468VDUQkbYt3gcfp06cpWbIkABcuXHjpuaRYusVoNBIREYG3tzceHh5s3rwZHx8f4EVxyY4dO5gwYQIApUqVwtLSks2bN9OiRQsAgoODOX36NBMnTvzHc1hbW2Ntbf3KdktLS71IEklB+p0TkYTS+CEiCfU2jx/zF2zg4cOnZM+WgQ7tq770dShTJi9lyuRl0MBIdu48ywa/Yxw6fInTZ25w+swNpk3fwIjPm1OtalET9kDexLz524mOjuGdd/JSvlwBU8f5Ty2aV2Tz5pOcv3CLmT9sYtTI1F38kJAxZPfucxw5cgVLS3N69az71o5BycnHJzftPqjMosX+fDvpD0qUyEXGDG/+Bp7fVu3nyJErWFlZ8Pnw5tjYvHrNSCSx3ubXICKSeBpDRCSh/j5+aBx5O8XGJn7ZSUl5//Z9i3eBx/bt2xMV5u8+++wz6tSpQ7Zs2Xjy5AnLli3D398fPz8/DAYD/fr1Y+zYseTNm5e8efMyduxY7OzsaNOmDQDOzs506dKFgQMH4u7ujpubG4MGDaJo0aLUqFEjyXKKiIiIiIikZWfP3uC3VQcAGDy4EdbWr7+oY2Njha9vCXx9S3Dv/mM2bzrBug1HCAy8y9ixK8mXzxOvrO4pGV3i4VzATbZsPYnBYKDHx7VMHeeNWFiYM2RIY7p+NJNNm09Qt25J3imT19SxkkxUVDTTpr9YhqNVy0pkzepm4kTpV5fO1Tlw4CIB54P4auxKJn3TATOz/56FIyjoId/PeLFkzsfda5Eje8bkjioiIiIiIpLsrKysMDMz49atW2TMmBErK6skmaxBkpfRaCQyMpJ79+5hZmaGlZXVK/vEu8AjKd25c4d27doRHByMs7MzxYoVw8/Pj5o1awIwZMgQwsPD6dGjByEhIZQtW5ZNmzbh6OgY18bkyZOxsLCgRYsWhIeHU716dRYuXIi5ubmpuiUiIiIiIpJqREfHMOHr1RiNRmrX8qFUyTdbsiNjBifatHmXli0r0qvPXE6cuMqoUcv5YWY3LCz091ZqYzQamTHzxU1qX9/i5MvraeJEb65gAS+aNCnHihX7+Pqb3/lxcd9/LEJKa1b+tp8bNx/g5uZA+3aVTR0nXbOwMGfE583p2Hk6Bw9eZOVv+2ne7J+X74UX74j6atwKwsMjKVEiJ82blU+htCIiIiIiIsnLzMwMb29vgoODuXXrlqnjSDzZ2dmRPXv2175xIUEFHocOHeLXX3/l+vXrREZGvvTcb7/99sbtzJs371+fNxgMjBo1ilGjRv3jPjY2NkybNo1p06a98XlFRERERETeFr+u2MfFi8E4OdnSu1edeB9vbm7GyM9b0KHjd5w9d5O587bSvZtvMiSVxDhw4GLcMiAfda1p6jjx1q1rTfz9zxAU9JBFi/3TZB/+V0jIU+Yv2AZAt498sbe3MXGi9C9nzkz06lmHSZP/4PsZfpQpnYecOTP94/6/rtjH8eNXsbW1YtjQZm8044eIiIiIiEhaYWVlRfbs2YmOjiYmJsbUceQNmZubY2Fh8Y8zrsS7wGPZsmW0b98eX19fNm/ejK+vLxcvXuT27du8//77iQ4sIiIiIiIiSeP27VDmzN0MQM8edXB1dUhQOx4eLnzyyfsM//xnlvy4g3fK5KFkyVxJGVUSISYmNm72jmZNy5PFw9XEieLP3t6G/v3qM2z4Un78aSe+NYv/6435lBAdHcPFS8EcOxbI2XM3CH/2kOzZr1OsmDfm5v9dCDB33laePn1Ovnye1K1TMgUSC0DTJuXYsyeAAwcvMvqLX5g9qzuWlq9e/rp2/R4zf9gIQM8etbV8joiIiIiIpEsGgwFLS0ssLdPHTJmSgAKPsWPHMnnyZHr27ImjoyNTp07F29ubbt26kSVLluTIKCIiIiIiIgkwacofPH8eRfHiOalXN3E3mKtVLUqD+hf5Y+1hRo/5hSWL+uDkZJdESSUxNm06zqXLt3F0sKFD+yqmjpNgVSoXpmKFAuzZG8DEb1bz/bSuKbo+cHR0DOcCgjh2LJDjxwM5eeoaz55FvLTPvv3zcHS05Z138lChXH7Kls2Lm5vjK21dvnKb39ccBKBv77pvVBAiScNgMPDZZ01p134q5y/cYt78ba/MOhQTE8uXX60gMjKaMqXz8H7jsiZKKyIiIiIiIhI/8S7wuHz5MvXq1QPA2tqasLAwDAYD/fv3p1q1aowePTrJQ4qIiIiIiEj87Nh5lt27z2FhYc6QQY2SZOmBvn3qceLEVa7fuM/4Cav46ss2KXoDXl4VERHF7LlbAGjXrkqaLroxGAwMGNCAI0cvc/z4VdatP0r9eqWS7XyRkdGcPXfjz4KOq5w6fY3nz6Ne2sfBwYbixXJSoIAne/ee4GbQM548CWfr1lNs3XoKgAL5s1KuXD7Kl89PoYJemJkZ+O679cTGGqlSpTA+PprtJqVlzODEkMGNGf75z/z40w4qlM9PsWI54p5f+vMuzpy5gb29NUM/baJxTERERERERNKMeBd4uLm58eTJEwCyZs3K6dOnKVq0KKGhoTx79izJA4qIiIiIiEj8hD2LYNLkNQC0af0u3t6Zk6RdOztrRo1syUfdf8B/xxnW/HGYRg3LJEnbkjArV+7nzp1QMmVypnmz8qaOk2hZPFzp0rk638/w4/sZG6hUsQAuLvZJfp4ZM/345de9REZGv7Td2dmOEsVzUqKENyVKeJMntwfm5mZERUWRwT0M31q1uHTxDvv2X2DfvvOcv3CLgPNBBJwPYuGi7Tg52VKwgBeHDl/C0tKcXj3qJHl2eTPVqhalTu0ANvgd44sxv7BoUR/s7ay5fOU2c+e9KIrq27seHh4upg0qIiIiIiIiEg9vXODRuXNnpk6dyrvvvsvmzZspWrQoLVq0oG/fvmzbto3NmzdTvXr15MwqIiIiIiIib2Du3C3cu/cYT083OnWsmqRtFyiQle4f+TJ9xgamTF1L8eI5yJkjU5KeQ97M48fPWLR4OwBdP6yBtXX6WE+3ZYuKbNz4YtmZ6d9vYPiwZkna/oGDF/nxp50AuLra41PCG58S3pTw8cY7Z6Z/ne3GwtycokVzULRoDj7qWpMHD55w4OBF9u07z8GDF3n8OJwDBy8C0KplJTw93ZI0u8RP/34NOHY8kFvBIUydupYhgxvz5ZcriIqKoXz5/NRLxhliRERERERERJLDGxd4LFq0iPHjxzN9+nSeP38OwNChQ7G0tGT37t00adKEzz//PNmCioiIiIiIyH87fz6IX1fsBWDwoEbJctO/VauKHDh4kUOHLzFy1HLmzPoYK6t4TxApibR4yQ6ePH1O7twe1K7lY+o4ScbCwpwhgxvT7eNZrN9wlNq1fShdKneStB0dHcN3360DoFmz8vTvWz9Ry3O4uztSt05J6tYpSXR0DGfP3mTvvvOEh0fQsUPSFldJ/Dk42PD58Ob06j2XteuOcO/eY85fuIWjoy2ffvK+lmYRERERERGRNOeNF2E2Go3AiyVaPD09XxxsZsaQIUNYs2YNkyZNwtXVNXlSioiIiIhIkrt+/T6Ll/jTqfN0aviOjnvXuaRdMTGxTPh6NbGxRmrWKEbZd/Imy3nMzMz4fHgzXFzsuHgxmJmzNibLeeT1YmJiuX79PitW7gPg4+61MDd/4z/v04QiRbLTuNE7AIwf/xvh4ZFJ0u6q1QcIvHoXFxc7PuxcI0lv8FtYmFOsWA66d/Olf78G2NpaJVnbknA+Jbxp0/pdgLj/5wb0b0DGDE6mjCUiIiIiIiKSIPF6i5Xe2SAiIiIikrYFBt5hu/9p/P3PcOny7ZeeG/PlryxZ1AdXVwcTpZPE+m3VfgICgnBwsKFP73rJeq4MGZz47NOmDPl0CcuX76FsmbyUK5cvWc+ZHsTGxvLkyXNCQp8SGhr24iMkjJA/P3/y5DnPn0fy/HkU4c8jeR4e+eLf51Fx2yMjo+PaK+njTfl0+nXv8XEt9u4N4FZwCDNnbWRAvwaJau/Ro2fMnbcVgI8+rImTk21SxJQ0oOuHNTh48CIXLwVT+b1C+NYsbupIIiIiIiIiIgkSrwKPfPny/WeRx8OHDxMVSEREREREko7RaOTSpdv47zjNdv/TXL16L+45c3MzSpfKTZUqRfjl1z0EBt5lwsTVjBvbVsXdadC9e4+YNXsz8GJGB3d3x2Q/Z6VKBWnapBwrf9vPmK9eFAi5uSX/edOKe/cfM3feFoJuPogr4Hj8OJyYmNgkad/R0ZY+feql299Xe3sbPvnkfQYMXMiKFfuoVrUIJYp7J7i9ufO28ORJOHlye9CgQZkkTCqpnZWVBd983Z7NW07SsEGZdPs7IyIiIiIiIulfvAo8Ro8ejbOzc3JlERERERGRJHL58m02bT7Bdv/T3Lz5IG67paU5ZcrkoWqVIrxbqSBOTnYAFCroRZeuM9i56yzr1h2hfv3SpoouCTR56lqePYugcOFsNGqYcjeve/Wsw9FjVwgMvMtXY1fyzdcddPOUFzN1jBi5jBMnrr72eQcHG1xc7OM+XP/819HRFlsbS2xsrbC1sfrzX0usbaxe2m5ra4WVlUW6/1qXK5uPBvVL88faw4wd9xuLF/bGxib+S59cvnKbVasPANC3b710t6SN/LeMGZ3jlmoRERERERERSaviVeDRqlUrMmXKlFxZREREREQkCSz/ZQ/fTVuP0WgEXrxzuVzZfFStWoSKFQrg4GDzyjF582bho641mTHTjylT1+Ljk4usWd1SOrok0MZNx/H3P4O5uRmfDG6MmVnK3by2trbki1Gt6NJ1Bvv2X+DXFfto0bxCip0/tVq1+iAnTlzF1taKQQMakiGD04tiDld7XJztsLSM15/jb7Xeveqy/8AFbt58wOw5W+jTu268jjcajUyduo7YWCNVqhSmVMncyZRURERERERERCR5vfFVv/T+riARERERkbQuNjaWadPXM/W7dRiNRipWKMAXo1uxbu0wxo/7gFq+JV5b3PGX1q0qUbx4Tp6FR/LFl78QHR2Tgukloc4F3GTc+N8A6NC+CnnyZEnxDLlze9CrZx0Avp+xgUuXglM8Q2py+3YoM2f6AdC9my916pSkTJk85M2bhYwZnFTcEU8ODjZ8MuR94EUB26nT1+N1/K7d5zh85DJWVhb06lEnOSKKiIiIiIiIiKSINy7w+OvdfyIiIiIikvpERkYzavQv/LxsNwAfd6/FxAntqFG9GPZ21m/Uhrm5GSOGN8fOzppTp67z4087kzOyJIEHD57w6dAfiYyMplLFAnTuVM1kWZo2KUeFCvmJiophxKhlhIdHmiyLKRmNRr7+ZjXPwiMpVjQHTZuUM3WkdKFC+fzUqe2D0Whk7LiVREREvdFxkZHRTJu+HoBWLSvh6amZiUREREREREQk7XrjAo/Y2FgtzyIiIiIikgo9eRLOgIEL2LL15Isijc+b0+6DygmahS9LFlcG9m8AwLz5WwkICErquJJEIiOjGTrsJ+7de0zOnBkZOaJFii7N8r8MBgPDhjbF3d2Rq1fvMW78b2/lGwU2bjrOvv0XsLQ059NP3zfp9yS96dunHu7ujly7do9587e+0TG//LqXoKCHZHB3pH27ysmcUEREREREREQkeelKk4iIiIhIGnb37iM+7jmbo8cCsbOz5ttvOlC7lk+i2qxd24eqVYoQExPL6DG/8Pz52zkTQ2pmNBr55tvfOX36Oo4ONkwY1w57+39efieluLo6MOaLVpibm7Fl60mW/7LH1JFS1MOQp0yZuhaAzp2qkzOH3iSRlJyc7Bg8qBEAS3/exdlzN/91/wcPnrBw4TbgxaxGdm84m5GIiIiIiIiISGqlAg8RERERkTTq8pXbfNT9B65cuUMGd0dmfN+Vd8rkTXS7BoOBIYMbk+HPd8rPmOmXBGklKa1YuY+1645gZmbgiy9aky1bBlNHilOiuDd9etcF4PsZfhw9esXEiVLO5Ml/8PhxOHnzZqFtm3dNHSddeu/dQtSsUYzYWCNffbWCyMjof9z3h1mbeBYeSaGCXtSqVSLlQoqIiIiIiIiIJBMVeIiIiIiIpEHHjl3h4x6zuXv3ETlyZGTWrO7ky+uZZO07O9vx2WdNAVixcj/7D1xIsrYlcQ4fvsR309YD0LNHHcq+k/iinqTWrGl5atUqQUxMLMNH/Mzdu49MHSnZ7dh5lq3bTmFubsZnnzbBwsLc1JHSrf79GuDqak/g1bss+HOGjv91LuAm69YfAaBf3/paKkdERERERERE0gVd4RARERERSWO2bD1JvwELePr0OcWK5mDWzG5k8XBN8vOUK5uPZk3LATB27EoePXqW5OeQ+AkKesjwET8TExNL7Vo+tGpZ0dSRXstgMPDJ4MbkzZOF0NAwPhv207/OtJDWPXkSzrff/g5Am9bvkj9/VhMnSt9cXOwZOKAhAD/+tJPz54Neet5oNMYtlVO7lg9FimRP8YwiIiIiIiIiIslBBR4iIiIiImnIz8t2M2LkMqKiYqhSuTBTp3TGycku2c7X4+Pa5MiRkfsPnjDh61UYjcZkO5f8u7BnEQz5dDGPH4dTqKAXnwxpjMFgMHWsf2RjY8XYr9ri6GjL2XM34264p0fTZ2zg/oMnZM+Wgc6dqpk6zluhWtWiVK1ShJiYWL4au5KoqP8vINq85SSnTl3HxsaSj7v7mjCliIiIiIiIiEjSUoGHiIiIiEgaEBMTy9Rp65g2/cXSHM2alWfMF62xtrZM1vPa2Fgx8vMWmJub4e9/Bj+/Y8l6Pnm92NhYxoz5lcDAu2Rwd2TcuA+S/XufFLJmdWPUiBYYDAZW/36QP9YeNnWkJHf48CX++ONFvz799P008X1JLwYObIizsx2XLt9m8ZIdAISHRzJjph8A7dtVIWNGZ1NGFBERERERERFJUirwEBEREUnngoND+Pqb3xkwcCH37j0ydRxJgMNHLtOx83SWL98DQM8etenftz7m5inzcr5Agax06VwdgG8n/0FwcEiKnFf+3/wF29i56yyWluaM/aotGTM4mTrSGytfPj8fdvnz52fSGs6eu2niRC+Liopm5cp99Oo9h8lT/uD8+aA3nqkmPDyS8RNXA9C0STlKFPdOxqTyv9xcHejfrwEACxdt59KlYH5aupO7dx+RJYsrrVtVMnFCEREREREREZGkZWHqACIiIiKSPG4GPWDxYn82+B0jJiYWgBGjljNtahcsLMxNnE7exM2bD5j+/QZ27joLgKOjLYMGNqRmjeIpnuWDtu+xb/95Tp26zhdf/sr07z5MsQKTt912/9PMX7ANgE+GvE+RItlNnCj+OrSvwrmAIHbvPsewYT8xf15PXF0dTJopNjaWzVtOMmfOZm79WbR09Fggv67Yh7d3JurULkmtWiX+tZhm9tzN3Lr1kMyZnOnevVZKRZe/qVmjGNu2nWLnrrOMHL2coKCHwItCOM2mIiIiIiIiIiLpja7IioiIiKQz167fY8yXv9K6zWTWrjtCTEwspUrlws7OmhMnrrJg4TZTR5T/EBb2nO9nbKBtuyns3HUWc3MzmjUrzy/LBpqkuAPAwsKcEcNbYGdrxYkTV1n68y6T5HjbXLoUzJgvfwWgZYuK1K1T0sSJEsbMzIwRw5uTzcudO3cfMWLUMqKjY0ySxWg0smdvAB07TWf0F79wKzgEd3dHunfzpXr1olhZWRAYeJcZM/14v8kE+g1YwMZNx3n+PPKldk6fvs4vv+wFYMjgxtjbWZuiO289g8HA4EGNcHS0JTDwLpGR0fiU8KZqlSKmjiYiIiIiIiIikuQ0g4eIiIhIOhEYeIeFi7azddspYmNfLC9Qvlw+OnasRtEi2dm85QQjRy1n4SJ/fEp4U7p0HhMnThvmztvCosX+WFqaY2NjhY2NJbY2Vlj/+a+NjeVLn9vYWOHl5U7JkrnIni0DBoPhjc8VExPLuvVHmDV7EyEhYQCUfScvfXrXxds7c3J18Y1lzepG3771GTf+N2bN3kTOnJl4t1JBU8cyqQcPnuC38RiFC2ejaJEcSTqrSWhoGJ8M/ZHnz6MoUzoPPXvUTrK2TcHBwYZxYz+ga7eZHDlyhVmzN6d4n06evMbMWRs5ceJqXKYP2r5H82YVsLW1AuDJk3C2bT+Nn99RTpy8xsGDFzl48CJ2tlZUrVqUOrV9KFw4G+PG/4bRaKR2LR/Kl8+fov2Ql7m7O9Kvb33GfPkrZmYG+vatF6+xV0REREREREQkrVCBh4iIiEgad+lSMAsXbWe7/xmMxheFHZUqFaRjh6oUKugVt1/NGsU5cuQKa/44xKgvfmHxwt64uTmaKnaacO36PRYt9icmJpaYmFieP4+K1/EZ3B0pWTJX3EdWT7d/vOl47NgVpny3josXgwHInj0DfXrXo3y5fKnqRmX9eqU4efIa69Yf4fMRPzN1cmeKF89p6lgmM3b8b+zbdx54cZO58nuFqFq1CMWL5UzQUkjh4ZEcOnyJvXvPs2dvAA8ePCFrVjfGfNEqXSytlCtXZoYNbcrwET/z09KdFCyQlWrViib7eS9fvs2s2ZvYvScAACsrC5o3q0C7D97DycnupX0dHW1p1LAMjRqW4WbQA/z8juHnd4xbwSGsW3+EdeuP4OBgw9Onz3F1tadvn3rJnl/+W+1aJXj2LAIXZzvy5fU0dRwRERERERERkWShAg8RERGRNOr8+SAWLNzOzl1n47ZVqVyYDh2qkj/f629u9etbj1OnrxEYeJfRY35l8rcdMTPTqn3/ZObMjcTExFK+fH4G9m/A8+dRPH8eSfjzyBefh0fyPOL//w0Pj+TZs0guXAji9Jkb3H/whE2bT7Bp8wkAMmdyxsfnRbFHqZK5yJLFlaCgh3w/YwP+O84A4OhgQ+fO1WnapFyqvKFvMBj4ZEhjQkPD2LM3gCGfLGbG9x+RO7eHqaOluEuXgtm37zxmZgbs7ax58OAJv606wG+rDuDiYsd77xamatUilCqZ61+/l8HBIezdG8Cevec5euwKkZHRcc+5uTkwYVy7V4oQ0rJq1YrS5txNlv68i6/GrcTbO1OyzVBz69ZD5s7bysZNxzEajZibm1Gvbik6d6pGpkzO/3m8V1Z3PuxSgy6dq3Py5DXW+x1l27ZTPH36HICB/Rvi7Jx+vjdpmcFgoGmTcqaOISIiIiIiIiKSrFTgISIiIpLGXLh4i7nztrJ79zngxU2tatWK0LF91f+8yW5jY8WXX7Sm84czOHToEj/+tJP27aqkQOq05/iJQHbuOouZmYFePWrj6ekWr+MjIqI4feY6R49e4ejRK5w5e5M7dx/ht/EYfhuPAZAliyv37z8mKioGMzMDjRu9w4ddauDiYp8cXUoyFhbmjPmiFf36L+DkqWv0H7iQWT90I4uHq6mjpaglP+4AoGrVIowY3pwjR66w3f80O3edJTT0GWv+OMSaPw7h6GjLe+8WokqVwpQpnQczMwNnztxgz94A9uwNIDDw7kvtemZxpULFAlSsUACfEt5YWaW/P9u6d/Ml4HwQR49eYehnPzF71sc4OdkmWfuxsbH8MGsTy5bvITo6BoBqVYvQtWtNcmTPGO/2DAYDxYvnpHjxnAzo14A9ewLAAFWrFEmyzCIiIiIiIiIiIv8l/V0pFBEREUmnLl++zbz5W+NmejAzM1CjRnE6tq9CzpyZ3rgdb+/MDBzQkLHjVjJn7hZKFPemWLEcyRU7TTIajUyfvgGAhg3KJGh2AWtrS0qVzE2pkrmBF0tvnDp97UXBx7FAzp27SXBwCABlyuShT++65M6VdmbBsLGxYuKEdnzcczaBgXfp338BM2d8hKurg6mjpYigoIds3XYKgA/aVsbS0oJy5fJRrlw+Bg9qxPHjgWz3P43/jjOEhITFLe1hb2+NubkZjx+Hx7Vlbm5G0aLZqVjhRVFHjhwZU9WyPMnBwsKcMaNb0bnL91y/cZ9BQxYxZVIn7OysE9220Whk+vd+LFu+G3jx+9W9my8FC3j9x5FvxtraMkWWlREREREREREREflfKvAQERERSeUCA+8wf8G2uJvJBoOBmjWK0alTtQS9Ex2gXt2SHD5ymU2bjjNy1DIWLuitZQb+Zuu2U5w9dxNbWyu6dK6eJG3a2lrxTpm8vFMmLwDPnkVw6vR17GytKFIke5q8oe/kZMfkbzvRrfsPf96kX8y0qV2S5CZ9arf0513Exhop+07eV5ZEsrAwp3TpPJQunYcB/Rty8uTVP4s9znL//mMAHB1tKV8+PxXK56dc2bzpagmWN+Xq6sA3X3egR685nD59naGf/cTECe2wtrZMVLs/Ld0VV9zx2adNqF+/dFLEFRERERERERERMTkVeIiIiIikUteu32PBgm1s3nISo9EIQPVqRencqVqCZpT4O4PBwOBBjTh39gY3bj7gq3ErmTDugzRZZJDUIiOj+eGHjQC0bfMu7u6OyXIeOztryr6TN1naTkmZMjkzeXInPu4xm3PnbjJ02E98M7E9lpbp90+Nhw+fsG79EQDat6v8r/uam5vh45MLH59c9Otbn4CAIGJijRQskBULC/OUiJuq5c7twaRvOtKn3zwOHb7EyFHL+XJM6wR/bdatP8KMmX4A9OpZR8UdIiIiIiIiIiKSrpiZOoCIiIiIvOzmzQd8MeZX2n4whU2bT2A0GqlSuTCLF/ZmzBetE13c8Rd7O2vGjGmNpaU5u3ef45df9yZJu2ndb6v2cys4hAzujrRu9a6p46QJOXNk4puJHbCxseTQoUt8+dUKYmNjTR0r2Sz/ZS+RkdEULpyNEiW83/g4MzMzChXKRtEi2VXc8TeFC2djwvh2WFlZsHPXWcaO+y1BPz+7d59j/IRVwIvirDat9fsrIiIiIiIiIiLpiwo8RERERFKJx4+fMXbcSlq3nYzfxmPExhqpVKkgC+b3YuxXbcmTJ0uSnzNfXk/69KoLwPcz/DgXcDPJz5GWPH4czoKF2wHo2rUmtrZWJk6UdhQunI2xX7XF3NyMzVtO8t209XEzz6QnT58+57dV+wFo90FlzXqTREqXys2YL1pjbm6G38ZjTJ6yNl4/PydPXmP4iJ+JiYmlTm0fPu5eKxnTioiIiIiIiIiImIYKPERERERSgdjYWD4fsYy1644QExNLhQr5mTe3BxPHtyN/Ps9kPXeTJuWoUrkw0dExfD5iGU+fPk/W86VmixZv58mTcHLlykzdOiVNHSfNKVc2H8OHNQPgl1/3suTHHSZOlPRWrT5AWFgE3jkzUaliAVPHSVferVSQz4c1w2AwsPK3/cyavfmNjrt85TaDhywiMjKaChXyM/TTJpiZ6U9dERERERERERFJf3TVS0RERCQV+HXFPg4dvoS1tSUzvu/KNxM7ULCAV4qc22AwMPTTJnh4uHDr1kMmTFyVLmde+C+3bj1kxcp9APT8uDbm5nqpnBC1fEvQt089AH6YtYk/1h42caKkExERxfJf9gDwQdv3VESQDHx9SzBoYEMAFi/x58efdv7r/sG3Q+g/YCFPnj6nSJHsfPlFay1/IyIiIiIiIiIi6ZauSIqIiIiY2JUrd5j5w0YAevWsQ4ni3imewdHRli9GtcLc3Iyt207x+5pDKZ7B1GbN3kRUVAxlSuehXLl8po6TprVsUZF2H1QGYMLEVezcddbEiZLGhg1HefjwKZkzOVOzZnFTx0m33m9cNm6JlRkz/Vi9+sBr9wsNDaP/gAXcv/8Y75yZ+GZie2xstKySiIiIiIiIiIikXyrwEBERETGhqKhoRo/5hcjIaMqXy0eT98uaLEuRItnp3s0XgClT13L58m2TZUlpZ8/dZPOWkxgMBnr2rI3BYDB1pDSvezdf6tcrRWyskREjlxEQEGTqSIkSHR3Dj0t3AdC69buaJSKZtfugMu3bvSgS+vrbNWzafOKl5589i2DQ4EVcv36fzJmcmTypE05OdqaIKiIiIiIiIiIikmJU4CEiIiJiQnPnbeXixWCcne0Y+mkTkxcWtG5VifLl8hEZGU3/AQs4ceKqSfOkBKPRyPTv1wNQu1YJ8uX1NHGi9MFgMDBkcGMqVMhPZGQ0Q4f9RGhomKljJdh2/9PcuvUQFxc7GjYobeo4b4VuH/nS5P2yGI1Gxnz5K7t3nwNeFMYNG76Us+du4uRky+RJnciUydnEaUVERERERERERJKfSQs8xo0bR5kyZXB0dCRTpkw0btyY8+fPv7SP0Whk1KhReHp6YmtrS5UqVThz5sxL+0RERNC7d28yZMiAvb09DRs25ObNmynZFREREZF4O34ikB9/2gnAJ0MakyGDk4kTgZmZGcOHNSNnzozcf/CEXn3m8tPSnRiNRlNHSza79wRw/PhVrKws+KhrTVPHSVcsLMwZ+XkLvLzcuXMnlJGjlhMTE2vqWPFmNBr58ccXv6vNm1XQMiApxGAwMKB/A2rVKkFMTCzDR/zM4cOX+GrsSg4cvIiNjSXfft2RnDkzmTqqiIiIiIiIiIhIijBpgceOHTvo2bMn+/fvZ/PmzURHR+Pr60tY2P+/s2/ixIlMmjSJ6dOnc+jQITw8PKhZsyZPnjyJ26dfv36sWrWKZcuWsXv3bp4+fUr9+vWJiYkxRbdERERE/lNY2HO+GPMrRqORunVLUqVyEVNHiuPq6sDc2T3wrVmcmJhYvp/hxydDf+Tx43BTR0ty0dExfD9jAwCtWlYkc2YX0wZKhxwdbRk3ti02NpYcOnyJ2XM2J+v5IiKiuH79PgcOXuT3NYf4YdYmRn3xC736zGPh4lNs8DsW74KlAwcucvFSMLa2VjRtUi6ZksvrmJmZMWxoU959tyCRkdH0G7CATZtPYG5uxtgv21K4cDZTRxQREREREREREUkxFqY8uZ+f30uPFyxYQKZMmThy5AjvvfceRqORKVOmMGzYMJo0aQLAokWLyJw5M0uXLqVbt248evSIefPmsWTJEmrUqAHAjz/+SLZs2diyZQu1atVK8X6JiIiI/JfJU9Zy+3YoWbK40r9vfVPHeYWdnTUjR7SgePGcTJm6lt27z9Gpy3S+HNOaggW8TB0vyaz54xDXr9/HxcWOD9pWNnWcdCt3Lg8+G9qUESOXseTHHRQokJWqVRJX1GQ0Gtm56xynT1/n9u0Qbt8OJfh2CA8fPv3X48ZPWM327Wf4ZMj7eHi4vNG5Fv/oD0Cjhu/g5GSXqNwSfxYW5nwxqhWDhyzm8JHLAAwf1oxy5fKZOJmIiIiIiIiIiEjKMmmBx/969OgRAG5ubgAEBgZy+/ZtfH194/axtramcuXK7N27l27dunHkyBGioqJe2sfT05MiRYqwd+/e1xZ4REREEBEREff48ePHAERFRREVFZUsfROR//fX75l+30T+3fnzt9i3/zxv+kZzg8FAmTK5KVwo/b6bOb2MHzt2nGX9hqOYmRn4bOj7WFmZp9o+1a9Xknx5PRgx6heCg0Po/vEsevaoTeNGZTAYDKaOlyhhYc+ZN38rAB3bV8HaOvV+H9KDyu8VpGWLCiz/ZS9ffrUCLy83cubImKC2YmJi+W7aelb/fui1z9vaWOHh4ULmzM5//utCxoyO7Nx5kH37gzlw8CJt202he7eaNGxQGjOzf57Y8PTp6xw/fhULC3OaNS2rnxETMTODMWNasmiRP/nzZ6Va1cL6XkiKSi+vQUQk5Wn8EJHE0BgiIgn1uvFDY4lI+mAwppIF1Y1GI40aNSIkJIRdu3YBsHfvXipWrEhQUBCenp5x+3700Udcu3aNjRs3snTpUjp16vRSwQaAr68v3t7ezJo165VzjRo1itGjR7+yfenSpdjZ6R15IiJiemfO3mf9hivExsb/v+miRTNS5b1s2NlZJkMySaynTyOZv/AU4eHRlCvrSeX30kZBzvPn0azfcIWLl0IAKFjAnVq1vLG2Mjdxsv8XExNLRMSbL9F38FAwBw4G4+ZqQ+dORTE3N+nqhW+F2Fgjy385x/UbT3Bzs6H9B4Wxto5fzXlUVCx/rL0U97NYrGhG3N1tcXa2xtnJGmdnK2xsLP6xAOnBw3A2+F0hKOjFTB/ZvBypUzsXrq42r91/5arzXLoUSrGiGalTO1e8soqIiIiIiIiIpBbPnj2jTZs2PHr0CCcnJ1PHEZEESjUzePTq1YuTJ0+ye/fuV57734uzRqPxP98x+m/7DB06lAEDBsQ9fvz4MdmyZcPX11cDmkgKiIqKYvPmzdSsWRNLS92AFvk7o9HIz8t2s3bdAQBKlcxFtmzub3RsSEgYO3ae5dSpe1y79pTuH9WkTh2ff31nelqT1scPo9HIkE9/JDw8mrx5s/DlmC5YWqaal2P/6f33jfzy6z5mzd7MuYAHhIUZGD26Bbm8MyfbOR8/fsat4BBCQ58RGhrGo0dhcZ+HPvpzW+gzQh+FERYW8d8Nvkb//o15792CSZxc/knFipXp2m0W9+495sixZ4wZ3fKNZ4N59OgZQ4ct5eKlEKwsLRg2rAlVKhd+o2P/Gj9atWxI2zbmrFp9kNlztnDj5hMWLTlLl85Vada0/EuFPoGBd7n09QEMBgODB7Uie/YMCeqziKR9af01iIiYjsYPEUkMjSEiklCvGz/+WtFARNK2VHFHoXfv3qxZs4adO3fi5fX/a7p7eHgAcPv2bbJkyRK3/e7du2TOnDlun8jISEJCQnB1dX1pnwoVKrz2fNbW1lhbW7+y3dLSUi+SRFKQfudEXhYTE8vU79ayYuV+AFq1rESvnrXjVaBx6tQ1vv7mdy5dvs3Eb9awYeNxhgxqTO7cHskV2ySScvyIjo7h9zWHuHb9Hk3eL0vOHJmSpN3XWblyHwcPXsLKyoJRI1pgZ2ebbOdKLh+0rUyxojn5fOTPXL9xn+4fz2HwoEbUrVMyyc+1we8Y4yf8RlTUm8/KEV9VKhemWtWiaX65mbQkUyZXxn7Zlh69ZrNr1zmWLd9H+3aV//O4W7ceMmDQQq5fv4+jgw0TJrSjRHHveJ//r/GjVct3ee/dwoyfsIrDRy4zY+Ymduw4x9BPm5Ar14u/NZb/sheAypULkTt3ln9rVkTeEvobRkQSSuOHiCSGxhARSai/jx8aR0TSB5MWeBiNRnr37s2qVavw9/fH2/vlC7Te3t54eHiwefNmfHx8AIiMjGTHjh1MmDABgFKlSmFpacnmzZtp0aIFAMHBwZw+fZqJEyembIdEREQSKCIiilGjl7Nj51kMBgN9etelZYuK8W6naNEczJ/Xk19X7GPuvC2cOnWdjp2n06J5Bbp0ro6d3asFjm8ro9HI3n3nmTZ9Pdev3wdg5cr9VK9WlI4dqsbd4E0qV6/dZdr3GwDo8XFtvJNx1ovkVqxYDhbO78XoMb9y8OBFvvxqBSdOXGVA/wZYWyfNH4q//LqXKVPXAuDu7oibmwMuLva4utjj8rePuMeuLz53cLBJV7PWpFeFC2djQP+GTJi4itlzNpE/vydl38n7j/ufPx/EwMGLePjwKZkzOTPp245J8jvk6enG1Cmd+WPtYaZNX8+Zszfo1GU6HTtUpWaN4mzafAKAdh/8dwGKiIiIiIiIiIiISHIzaYFHz549Wbp0Kb///juOjo7cvn0bAGdnZ2xtbTEYDPTr14+xY8eSN29e8ubNy9ixY7Gzs6NNmzZx+3bp0oWBAwfi7u6Om5sbgwYNomjRotSoUcOU3RMREXkjjx49Y8inizl16jqWluaM/LwF1aoVTXB7FhbmtG5VierVijLlu7X4+5/h52W72brtFP361qPye4Xf+tkKLl+5zbTpGzh48CIALi72FMiflf0HLrBl60m2bD1JlSqF6dShGnnzJv5d+9HRMXzxxa9ERkZTpkwemjUtl+g2Tc3V1YFvv+7A4iX+zJ23lT/WHubChVt89WUbPD3dEtyu0Whk/oJtzJu/FYAWzSvQp3ddFW2kQ40aluHsuRv88cdhRo5axoJ5vciSxfWV/fYfuMDw4Ut5Fh5JntwefPtNBzJmdE6yHAaDgYYNylC+XD4mfv07e/YGMGfuFpb8uIOYmFjKlM5DwQJe/92QiIiIiIiIiIiISDIzaYHHzJkzAahSpcpL2xcsWEDHjh0BGDJkCOHh4fTo0YOQkBDKli3Lpk2bcHR0jNt/8uTJWFhY0KJFC8LDw6levToLFy7E3Nw8pboiIiKSIMHBIfQfuCBuyYHx4z7AxydXkrSdKZMzY79sy95955k0aQ23gkP4bNhSypfPz8D+DRJ1Ez6tCgl5ytx5W/l9zUFiY41YWprTonlFOrSvgoODDRcvBrNw0Xa2+5/G3/8M/v5nePfdgnTqUI0CBbIm+LzzF2wj4HwQjo62DP+sabopVjA3N6NTx2oUKZydkaOXcf7CLTp1+Z6RI1pQoXz+eLcXGxvL1O/W8euKfQB0/bAGHTtUfesLktKzAf0acOnSbc6du8nQYT8xa2a3l2aBWb/hKOPG/0ZMTCylS+Vm7FdtcXCwSZYsGTM6M3FCOzZvPsHkqWt59OgZAO0+eC9ZziciIiIiIiIiIiISXwaj0Wg0dQhTe/z4Mc7Ozjx69AgnJydTxxFJ96Kioli/fj1169bVmm/yVjt/4RaDBi/iwYMnZMrkzKRvOib5siB/ef48kkWL/flp6S6io2OwsrKgU8dqtG3zLhYWaacgMqHjR2RkNCtW7GPh4u08ffocgCqVC9OjR228srq/sv/lK7dZtMifrdtO8ddLpQoV8tOpQzUKF84Wr8ynTl3j456ziY01MmZ0K6pXLxav49OKO3dCGTZ8KWfP3cRgMNCpY1U6dayGufmbFbNER8cwdtxv+G08BsCA/g1o1rR8ckaWVOLOnVA6dZlOaOgz6tT2YfiwZgAsWuzP7DmbAfD1LcGwoU2wtEx4fXp8xo+HIU9ZsGAb9vY2dPuopoqMRER/w4hIgmn8EJHE0BgiIgn1uvFD90NF0geTzuAhIiLytjp46CKfffYTz8IjyZ3bg0lJvOTA/7KxsaLbR77UqlWCb75dw9GjV5g1exPnzwcxamRLrKzS50sCo9HIzl3nmP79eoKCHgKQL58nfXvX/deZUnLn8uCL0a3o3LkaixfvYNPm4+zde569e8/zzjt56dShKrlzexAaGkZIyFMehoTFfR4S8vTPz8MICQ3j1q2HxMYaqVWrRLot7gDInNmFGd9/xNTv1rFq9QHmL9jG2bM3GTmiBc7Odv96bEREFJ+PXMbu3ecwNzdj+LBm1PItkTLBxeQyZ3bhi9Gt6dd/Phv8jlGgQFYCA++y+veDAHzQ9j26d/NN0Zlv3FwdGDigYYqdT0RERERERERERORNpM+7OSIiIqnYhg1HGfvnkgMlS+Zi/NgPkm3Jgf+VM0cmpk3twga/Y0yYuAr/HWcYNHgR48Z9gL2ddYpkSAkxMbEcPXqFRYu3c/RYIADu7o5061qTOnVKvvGsEjlzZGLE583p3Kkai5f4s8HvGAcPXuTgwYvxypMzZ0YG9k//N4utrCwYPKgRRYpkZ+LXq9l/4AKdukxn7Jdt/3GJm7Cw53zy6RKOHgvEysqCL79oTaVKBVM4uZha6VK56dG9NtNnbGDylLUAGAwG+verr5lcRERERERERERERP6kAg8REUn3nj+P5LffDlCwYNZ/nbUhOUVGRnPu3E38d55h+fI9ANSsUYxhnzVL8dkzDAYDdeuUJFNGJz4Z+iOHj1ymb995fPtNx/+caSG1u3r1Lhv8jrFx03Hu3n0EvCg6aNWyEu3aVU5wEYuXlzufDW1Kxw5VWfLjDtatP0p0dAx2tla4uDrg6mKPq6s9rq4OuLzmc++cmRK1tERaU6e2D3nzeDB02E8EBT2k28c/MHBAQxo2KPPSfqGhYQwYtJCAgCDs7Kz5ekI7k/2Oium1bl2Js+dusG37aaysLBg1sgVVKhcxdSwRERERERERERGRVOPtudMgIiJvJaPRyNhxv7Fl60kAfGsWp3evuri7OybreSMiojh95jrHj1/l2PFATp++TmRkdNzzbdu8y8fda6XokgP/q3TpPEyb2oUBgxZy9txNevSazZTJncmYIW2tvxgaGsaWrSdZv+EoAQFBcdsdHWyoUaMYH7StTJYsrklyLk9PNz4Z8j79+tYHwNpa69/+kzx5sjB/bk/GfLWC3bvPMX7CKk6fvs7AAQ2xtrbk7t1H9O0/n2vX7uHiYsekbzr94ywf8nYwGAwM+6wZRYpkx8cnF/nzeZo6koiIiIiIiIiIiEiqogIPERFJ15b/soctW09ibm6G0Whk0+YT7N13nm5da9K4cdk3Xqrjvzx7FsGp09c5fjyQ48cDOXvuJlFRMS/t4+Jij08Jb6pXK0q1akWT5LyJVahQNmZM/4h+AxYQGHiX7h/PYurkznh5uZs62r+KjIxmz97zbPA7xt6954mJiQXA3NyM8uXyUadOSSqUz59sBRgq7Hgzjo62jB/blh9/2snsOZtZu+4IFy4G0+PjWowbv4o7d0LJlMmZKZM7kTNHJlPHlVTA1taKVi0rmTqGiIiIiIiIiIiISKqkAg8REUm3jh69wvcz/ADo26ceRQpnZ+I3qwkICOLbyX+wbsNRBg9qRMECXglq/+HDJ/htPM52/9MEBATFFRn8JUMGJ3xK5KRECW98SniTI0dGDAZDovuV1HLlysysmd3o028eQUEP6d5jFlMmdSJPniymjvaSiIgoTp2+xqbNgcyc9Q2PH4fHPVcgf1Zq1/ahRo1iuLk6mDCl/C8zMzPat6tCoYJejBi1jAsXbtGv/wIAsmfLwJTJnfHwcDFtSBERERERERERERGRNEAFHiIiJhIdHcOs2Zs5duzKGx9jZm5GhfL5ada0PA4ONsmYLu27e/cRw0f8TExMLLVr+dC0STkMBgNzZn3M6t8PMmv2JgICgviw60yavF+Wj7rWxNHR9j/bjY6OYd/+C6xdd/ilmSMAMmd2waeENz4+Lwo6smZ1S5UFHa+TJYsrP8zoRv8BC7h0+TY9e83hm687ULRoDpPkiYqK5sqVO5wLCOJcwE0CAoK4cuXOS1/vDBmcqOVbgtq1S5A7l4dJcsqbK106Dwvm9WL45z9z5uwN8uXzZNK3HVWQIyIiIiIiIiIiIiLyhlTgISJiAmHPIvhs2E8cOnQp3seePn2dn3/eRfPmFWjRvCJOTv9dlPC2iYyM5rNhPxEaGkbevFkYMrhRXKGFubkZTZuUo0rlwkz7fgObNh1n5W/72e5/mj696lKzZvHXFmVcuXKHdeuP4LfxGCEhYXHbCxfKRt26JSlXLh9ZPFxTrI/Jwd3dke+nd2XQkEWcOnWdvv3nM/artpQrmy9ZzxsTE8vVa3cJCAji3LkXxRyXLt8mMjL6lX1dXOzxzGJD5051KVs2f5ItsSMpI3NmF2Z835UTJ65SpEh2bGysTB1JRERERERERERERCTNUIGHiEgKu3//MYOGLObChVvY2FjSt099Mrg7vtGxDx4+Ydny3Vy9eo/5C7axbPkemjUtT6uWFXFxsU/m5GnH5Cl/cPbcTRwdbRn3VdvX3kR2d3dk1IgW1K9Xim++/Z3r1+8z6otfWLvuCAMHNiRH9ow8eRLOlq0nWbfuCGfP3Yw71s3Ngdq1fKhXtyTe3plTsmvJztHRlimTOjNs+FL2H7jAkE+WMPLz5lSvXizJzxUdHcOMmRv5fc1BwsMjX5ulQIGsFCyQ9c9/vXB1tWPDhg2UKZNHxR1plKWlBaVL5zF1DBERERERERERERGRNEcFHiIiKejqtbsMGLiQ27dDcXW155uvO1CwgFe82qhfrxT+/mdYsGg7ly/fZvESf35dsZcm75eldatKuLm9WbFIerXmj0P8vuYQBoOB0SNb4unp9q/7ly6Vm8UL+7D0510sXLSdw0cu077Dd5QulZsjR6/EzSJhbm5GxQoFqFevFOXL5cPCwjwlumMStrZWTBj/AV98+Stbt55ixKjlPA2LoFHDMkl2jidPwvl85DIOHrwIgJ2tFfnzZ6VgQS8K/FnQkdXz1SVuoqKikiyDiIiIiIiIiIiIiIhIWqICDxGRFHLy5DWGfLqYx4/DyeblzqRvO5E1678XH7yOmZkZ1aoVpUqVwuzaHcCChdu4cOEWPy3dxYqV+2nc+B3atn6XDBmckqEXqdvZczf5dtIaALp+WINy5d5saRErKws6dqhKzRrFmTR5Dfv2X2Df/gsAeHtnon690tSqVQI3V4dky57aWFpaMGpESxwdbFn9+0EmTFxFYOAdun3ki61t4pbVCAp6yOBPFnH16j1sbCwZPqwZVSoXxsxMM3KIiIiIiIiIiIiIiIj8ExV4iIikgB07zjBy9HIiI6MpXCgbEye0wzWRxQJmZmZUfq8Q771bkL17zzN/4TbOnbvJ8uV7WLXqAA0blOaDtpXJlMk5iXqRuoWEPGXYsJ+Iiorh3XcL0r5d5Xi3kTWrG9983YE9ewI4f+EW5cvnp2CBrK/MIvG2MDc3Y/CgRjg52bJ4yQ5++XUvu/cE8Okn71O6VO4EtXny5DU+/WwJoaHPyJDBia8ntCN//qxJnFxERERERERERERERCT90VtlRUSS2cqV+/hs+FIiI6OpVLEA077rkujijr8zGAxUrFiAubM/ZtK3HSlSJDuRkdGsWLmflq0ncfjI5SQ7V2oVHR3DiFHLuHP3EdmzZeDzYc0TPBuEwWCgUqWCdOlcnUIFvd7a4o6/GAwGunerxaRvOpI5kzO3bj2kT995TJi4iqdPn8erLb+Nx+jddy6hoc/In8+TeXM+VnGHiIiIiIiIiIiIiIjIG1KBh4hIMomNjWXGTD++nfwHRqORxo3eYexXbbGxSdzyFv/EYDBQrmw+Zs3sxndTOlO4cDYiIqL45NMlnD59PVnOmVrMmr2JI0euYGtrxbixbXFwsDF1pHSnXLl8/LikL+83fgeA39cc4oP2U9m77/x/HhsbG8vsOZv5YsyvREXFUPm9Qsz4/iMyZnw7ZpcRERERERERERERERFJCirwEBFJBlFR0Yz5agU//rQTgI+61mTwoEZYWJgn+7kNBgOlS+dh+ncfUqZ0HsLDIxk4aCEXLwYn+7lNYdu2U/y0dBcAw4Y2xds7s4kTpV/29jYMHtSY6d99iKenG3fvPmLQ4EV8MeZXHj9+9tpjIiKiGDlqOQsXbQfgg7bv8dWXbbC1TZ5CJxERERERERERERERkfRKBR4iIkksLOw5gwYvZuPG45ibmzHss6Z07FA1xZf6sLa2ZPy4DyhaNDtPnj6n34D5XLt+L0UzJKeoqGiOHL3MV+NWAtC2zbtUq1bUxKneDiVL5mLJoj60bFkRg8GA38ZjtPlgCtv9T7+034MHT+jZaw5bt53CwsKcz4Y2pcfHtRO8fI6IiIiIiIiIiIiIiMjbzMLUAUTSM6PRyMmT17hx88EbH2NlaU65cvlwcrJLxmSSXB6GPKX/gAVcvBiMra0VX33ZhnJl85ksj62tFd9M7ECvPnO5eDGYvv3mM/P7j8iSxdVkmRIiOjqGa9fucS4giHPnbhJwPohLl4KJiooBoFSpXHT7yNfEKd8utrZW9O1dj2pVizJu/EquXr3HsOFLqVqlCAMHNODhw6cMHrKYO3cf4eRky7iv2uLjk8vUsUVERERERERERERERNIsFXiIJJPzF27x/fcbOHzkcryPtbOzplnTcrRqWQkXF/tkSCfJ4cGDJ/TpO4/Aq3dxc3Pgm4kdKFAgq6lj4ehoy5RJnejRaw7Xrt2jT795zPz+IzJkcDJ1tNeKjY3lxs0HBPxVzBEQxIWLt3j+POqVfR0dbSldKjeDBjZMkeVv5FVFi2RnwbxeLFi4nZ+W7mS7/2mOHL1MdFQMz8IjyZ4tA19PbE+2bBlMHVVERERERERERERERCRNU4GHSBK7fTuU2XM2s3HTcYxGI5aW5pT0yYW5xZstSRB8K4TAq3dZvGQHv67Yx/uNy9KmdSXc3ByTObkkxr37j+ndZy7Xr98nY0Ynpn/3Yaq6oe3q6sB3UzrzcY/ZBAU9pG//+cyY/hHOzqadKcZoNBIcHPKimCPgJucCgjh/PoiwsIhX9rWztSJ//qwULOhFgQJZKVjAC09P1xRf+kZeZW1tSfduvlStWoSxY1dy8VIw8GIpl7FfttGMRCIiIiIiIiIiIiIiIklABR4iSeTJk/A/izL2EhkZDYBvzeJ81LUmnp5ub9xObGwsu/cEsHDhdgLOB7H0512s/G0/jRu9Q5s275Ixlc66kBrExsZiZvZmhTRJ6e7dR/TuM5cbNx+QOZMz06Z9iFdW9xTP8V8yZnRm6pQufNxjFoGBd+k/cAHTpnbB3t4mxTLcu/eIcwFB/z87x/kgHj169sp+VlYW5MvnScECWSlQwIuCBbOSPVsGk3x/5c3lz+fJvLk9WPnbfsLDI/mg7XuaWUVERERERERERERERCSJqMBDJJGioqL5bdUBFi7aHnejuqSPNz171qFgAa94t2dmZsZ77xbi3UoF2bf/AgsWbOPM2Rss/2UPq1YfoEH90nzQ9j0yZ3ZJ4p6kXc+fR/LDrE2s/v0gbm4O+JTwpkQJb3xKeJM1q1uyzvBw+3YovfrM5dath2TJ4sq0qV3iVdCT0rJmdWPqlM707D2HgIAgBg1ZzORvO2JjY5Vs59y56yxr1x4mICCI+w+evPK8hYU5eXJ7ULDgi2KOAvmz4u2dSYUBaZSFhTktW1Q0dQwREREREREREREREZF0RwUeIglkNBrZtu0UM2dt4tathwDkzJmRnh/XoUKF/IkuKjAYDFQon5/y5fJx6PAl5s/fxslT11j5235+X3OIenVL0r5dFbJkcU2K7qRZp09f58uvVnD9xn3gRcHFBr9jbPA7BkCGDE74lMgZV/CRI0fGJCv4CA4OoVefuQQHh+Dp6cb07z7Ew8MlSdpOTt7emZn8bSd69ZnLiRNXGfrZT0wY3w4rq6T/L2Hr1pOMGLUco9EIgJmZAW/vzH/OzPFiuZXcuTyS5dwiIiIiIiIiIiIiIiIi6YnuqIkkwPETgUyfvoGz524C4O7uyIddalCvbskkn3XAYDDwTpm8lCmdh6PHrrBgwTaOHgvk9zWHWLvuCPXrlaJXzzopusxGahAZGc38BVv58aedxMYayZDBicGDGmFtbcGxY4EcPx7I2XM3uX//MZu3nGTzlpMAuLraU6K4Nz4+3pQpk4cc2TMm6Pw3gx7Qu/dc7tx9RDYvd6Z99yGZMjknZReTVf78Wfn26470GzCfAwcvMuqL5XwxqlWS/vweOnSJ0WN+xWg0Uqe2D40avkO+fFmSdbYQERERERERERERERERkfRKBR4i8XDr1kO+n+HHdv/TANjaWtG2zbu0alkJOzvrZD23wWCgVMnclCqZm+MnAlmwcDuHDl3i9zWHOHToEqNGtqRIkezJmiG1OH/hFl9+tYLLl28DUKtWCfr3bYCTky0A75TJC0BERBSnz1x/UfBx4iqnT18nJCSM7f6n476HJX28adq0PO9WKvjGxQ3Xr9+nd9+53Lv3mOzZMzDtuw/JmMEpGXqavIoVy8H4cR8weMhi/P3PMG78bwz7rClmZmaJbjsgIIihn/1IdHQM1aoW4bOhTTE3T3y7IiIiIiIiIiIiIiIiIm8rFXhImhAbG8uaNYfYuOk4jo62eGRxxSOzCx4eLmT583MXF/skW3rjf4U9i2DJEn+WLd9DZGQ0ZmYGGtQvzYddauDu7pgs5/w3JYp7M3WyN8eOXeHLsSu5FRzCxz1n07lTNdq3q5Jub6RHR8ew5McdzF+wjZiYWFxc7BkyuBFVKhd57f7W1pZxRTHwYtaPc+ducux4IMeOBXL02BWOHgvk6LFAMmVy5v3GZWnQoDRurg7/mOHqtbv06TOP+w+e4J0zE99N7WKSn4Gk8k6ZvHwxujXDP1/KBr9jPHkSzufDm+PoaJvgNm/cuM+AQQt5Fh5JqVK5GPF5i3T7MykiIiIiIiIiIiIiIiKSUlTgIaleYOAdJkxczclT1/51PxsbSzw8XPDI7EqWLC5kzuxK3jwelC6dG0vLhP2ox8bGsn79UX6YvYmHD58CULpUbvr2qUfu3B4JajMp+fjkYtGC3kz8ejVbtp5kztwtHDp8iRHDW+Dh4WLqeEnq6tW7jPlqBef+XBan8nuFGDy48b8WY/wvKysLihfPSfHiOenYoSp37oSy+veD/L7mEHfvPmLW7E3MX7CV6tWK0axpOQoVyvbS8Veu3KFPv3k8fPiU3Lk9mDqlc7zOn1pVfq8QI0e04MuvVrB7TwCdP/yesV+2JW/eLPFu6/79x/QbsIDQ0DDy5/Nk/NgPsLLSfzUiIiIiIiIiIiIiIiIiiaW7bpJqRUZGs3iJP4uX7CA6OgZbWys6tK+Ko6MNt2+HEhwcwu07odwODuH+gyc8fx7F1av3uHr13kvtODraUvm9QlSrVpTSpXK/8TIcx08EMnXqOs5fuAWAl5c7vXvVpVLFAsk2U0hCODjYMHpUS8qXy8e3k9Zw/PhVOnT8jk8+eZ9qVYuaOl6ixcTEsvyXPcyes5nIyGgcHWwYMKAhvjWLJ/r7kDmzC90+8qVTx2ps3XaKlSv3cfbcTfw2HsNv4zEKFvSiWZNyVKtWlBs37tOn33xCQ8PImzcLUyd3xsXFPol6aXo1qhfDK6s7wz5fSlDQQ7p2m8kngxtTp07JN27jyZNwBgxcSHBwCFmzuvHtNx2wt7dJxtQiIiIiIiIiIiIiIiIibw8VeEiqdOx4IBMmruL69fsAVKxQgIEDGv7jrBSRkdHcvfsorugjODiEW8EhHDlymQcPnrB23RHWrjuCs7Mdld8rTI3qRSlRwvu1xR7BwSF8P2MD27afBsDe3ppOHavRrGn5VDsTgcFgoE6dkhQtloNRo5Zz9txNhn/+Mw3qX6Rvn3rY2VmbOmK8RUfHsG37aZb+vIsLfxbZlCubj6Gfvk/GjM5Jei4rKwvq1PahTm0fzp69wcrf9rNl60nOnbvJmK9WMO37DcTExPLkSTj583kydUpnnJzskjRDalCgQFYWzOvJqNG/sP/ABcZ8tYLTZ67Tt0/9//zZj4iI4pOhS7h0+Tbu7o5MmdQZN7e0u3SNiIiIiIiIiIiIiIiISGqTOu9Wy1vr8eNwZsz0Y80fhwBwc3NgQL8GVK1a5F9na7CyssDLyx0vL/eXtsfExHLixFW2bjvFdv/ThIaGseaPQ6z54xCurvZUqVyEGtWLUqxYTiIioli8ZAfLlu8mMjIaMzMDDeqXpmvXmmlmGQ6vrO78MLMbc+dtZcmPO/hj7WFOnLjKqJEtKVAgq6njvZGwsOes+eMwv/yyhzt3HwFgZ2tFr151adSwTLLPnlKoUDYKFcpGz551+OOPw6xafYC7f+YoWNCLyd92wsnJNlkzmJKTkx3ffN2e+Qu2sWDhdlatPsj587f4ckybfyywio6OYeSo5Rw/fhV7e2smfdORrFndUja4iIiIiIiIiIiIiIiISDqnAg9JFYxGI9u2nWLy1LU8fPgUgIYNytDj49qJuplubm5GyZK5KFkyF/371efYsUC2bjuF/47ThISEsWr1AVatPkAGd0eMwIMHTwAoWTIXfXvXI2/eLEnRvRRlYWFO926+vFMmD6PH/ML1G/f5qPsPdPuoJq1bVcLMzMzUEV/rzp1Qfvl1L2v+OERYWAQALi72NGtajvcbl8U1hYts3Fwd6NC+Cm3bvMuu3ee4evUuzZtVwMEh/S85YmZmxoddalC4UDZGffELZ8/dpFOX6Ywe1ZJ3yuR9aV+j0cjX3/7Ozl1nsbKyYOL4dmny90ZEREREREREREREREQktVOBh5hcUNBDpkxdy569AQBkz56BT4a8j08J7yQ9j4WFOWXK5KFMmTwMGtiQw0cus3XrKXbuPMP9Pws7PD3d6N2zDu+9VyjZZ4pIbiVL5mLxwj5MmLgK/x1n+H6GHwcOXOTTT97H0zNpZ1cIC3tOSGgYmTI6x3sZm4CAIH5etott208TExMLQM6cGWnVshK1fEtgbW2ZpFnjy8LCnKpVipg0g6mUL5+fBfN6Mmz4Us5fuEX/AQvp+mEN2rerHFcoNHvOZv744zBmZgZGj2yJj08uE6cWERERERERERERERERSZ9U4CEpLvh2CMePBXL8xFWOHQ/k5s0HwIsb6e3bVaZ9uyrxLhKILwsLc8qVzUe5svkYMrgRBw9dIjw8kvfeLZTs505Jzs52fPVlG9b8cZgpU9dy+Mhl2rabSscOVWnTuhKWlonra2RkNMuW72Hhom08fx6FwWDA3c0BjyyueGR2IUsWVzw8XF763MbGitjYWC5dDqFv/wUcP341rr2SJXPRulUlypfLl2pnGnnbeHq68cPMbkya/Ad/rD3M7DmbOXv2Bp8Pb47fxmMsWuwPwOBBjalcubBpw4qIiIiIiIiIiIiIiIikY+nnTrakSkajkaBbDzl+LJBjx1983L4d+tI+BoOBUn8uoeLtnTnFM1paWlCxQoEUP29KMRgMNGpYhhIlcvL116s5eiyQWbM3sXHTMQYNaETJkgmbcWHvvvNMnbqWG38r0ImOjuH+gyfcf/CE06evv/Y4Fxd7LC3NuXfvMfBiGZ3q1YvRumVF8ufPmrBOSrKytrZk6KdNKFIkO99OWsPuPQF80H4q9++/mPmm64c1aNSwjIlTioiIiIiIiIiIiIiIiKRvKvCQJHfjxn2OHL3C8T8LOv66kf8Xc3Mz8ufzxMfHmxIlvClWNAeOjrYmSvv2yJE9I9O++xC/jceZNn09V6/eo1efudSu5UOvXnVwc3V4o3ZuBj3gu+/WsXvPiyV13N0d6dmjNr41i/Po0TNu3wklODiE27dDuX37xb/Bt19se/YsgtDQMACsrMxp8n5ZWraoRObMLsnVbUlCDeqXJm+eLAz7fCnBwSEANGtajo4dqpo4mYiIiIiIiIiIiIiIiEj6pwIPSXIzf9iI/44zcY8tLMwpVNCLEiW8KVEiJ0WL5sDeztqECd9eBoOBOrV9qFihALNmb2T174fw23iMPXvO8XH3WjRsWOYfl0Z5/jySJT/u4Kelu4iMjMbc3IyWLSrSqWNV7O1tAHB1dcDV1YGCBbxeOd5oNPLkyXNu3wnh/v3H3Lxxhvffr4WlpWWy9lmSVoECWVkwryczZm7E2dmObh/VxGAwmDqWiIiIiIiIiIiIiIiISLqnAg9Jcu+UycOjR8/iZugoUjgbNjZWpo4lf+PkZMvgQY2pV7cUE7/5nQsXbjHxm99Zt/4ogwY1In8+z7h9jUYj2/1PM236Bu7cCQWgTJk89O9Xn5w5Mr3xOQ0GA05Otjg52eKdMyP37p5P6m5JCnFysuPTT943dQwRERERERERERERERGRt8rr36qfQnbu3EmDBg3w9PTEYDCwevXql543Go2MGjUKT09PbG1tqVKlCmfOnHlpn4iICHr37k2GDBmwt7enYcOG3Lx5MwV7If+rceOyfD+9Kx92qUHpUrlV3JGKFSqUjbmzP6Zf3/rY2Vlz5uwNunz4PVOmriUs7DmBgXfo228+wz//mTt3QvHwcGHcV22ZMqlTvIo7REREREREREREREREREQkcUxa4BEWFkbx4sWZPn36a5+fOHEikyZNYvr06Rw6dAgPDw9q1qzJkydP4vbp168fq1atYtmyZezevZunT59Sv359YmJiUqobImmahYU5LZpX4Oel/alevSixsUZ++XUvzVt+S/uO0zh85DJWVhZ07lSNpT/2o3LlwlqSQ0REREREREREREREREQkhZl0iZY6depQp06d1z5nNBqZMmUKw4YNo0mTJgAsWrSIzJkzs3TpUrp168ajR4+YN28eS5YsoUaNGgD8+OOPZMuWjS1btlCrVq0U64tIWpcxgxNjRremfr3SfDtpDTdvPgDgvXcL0ad3XTw93UycUERERERERERERERERETk7WXSAo9/ExgYyO3bt/H19Y3bZm1tTeXKldm7dy/dunXjyJEjREVFvbSPp6cnRYoUYe/evf9Y4BEREUFERETc48ePHwMQFRVFVFRUMvVIJG0o6ZOT+fM+ZqPfcbJmdadUqVwASfq78Vdb+n0TkfjS+CEiCaXxQ0QSQ2OIiCSUxg8RSQyNISKSUK8bPzSWiKQPqbbA4/bt2wBkzpz5pe2ZM2fm2rVrcftYWVnh6ur6yj5/Hf8648aNY/To0a9s37RpE3Z2domNLpIuWFjAnTv3WL8+INnOsXnz5mRrW0TSN40fIpJQGj9EJDE0hohIQmn8EJHE0BgiIgn19/Hj2bNnJkwiIkkl1RZ4/MVgMLz02Gg0vrLtf/3XPkOHDmXAgAFxjx8/fky2bNnw9fXFyckpcYFF5D9FRUWxefNmatasiaWlpanjiEgaovFDRBJK44eIJIbGEBFJKI0fIpIYGkNEJKFeN378taKBiKRtqbbAw8PDA3gxS0eWLFnitt+9ezduVg8PDw8iIyMJCQl5aRaPu3fvUqFChX9s29raGmtr61e2W1pa6kWSSArS75yIJJTGDxFJKI0fIpIYGkNEJKE0fohIYmgMEZGE+vv4oXFEJH0wM3WAf+Lt7Y2Hh8dLUwdFRkayY8eOuOKNUqVKYWlp+dI+wcHBnD59+l8LPERERERERERERERERERERETSEpPO4PH06VMuXboU9zgwMJDjx4/j5uZG9uzZ6devH2PHjiVv3rzkzZuXsWPHYmdnR5s2bQBwdnamS5cuDBw4EHd3d9zc3Bg0aBBFixalRo0apuqWiIiIiIiIiIiIiIiIiIiISJIyaYHH4cOHqVq1atzjAQMGANChQwcWLlzIkCFDCA8Pp0ePHoSEhFC2bFk2bdqEo6Nj3DGTJ0/GwsKCFi1aEB4eTvXq1Vm4cCHm5uYp3h8RERERERERERERERERERGR5GDSAo8qVapgNBr/8XmDwcCoUaMYNWrUP+5jY2PDtGnTmDZtWjIkFBERERERERERERERERERETE9M1MHEBEREREREREREREREREREZF/pwIPERERERERERERERERERERkVROBR4iIiIiIiIiIiIiIiIiIiIiqZyFqQOkBkajEYDHjx+bOInI2yEqKopnz57x+PFjLC0tTR1HRNIQjR8iklAaP0QkMTSGiEhCafwQkcTQGCIiCfW68eOv+6B/3RcVkbRJBR7AkydPAMiWLZuJk4iIiIiIiIiIiIiIiIiIJI8nT57g7Oxs6hgikkAGo8q0iI2N5datWzg6OmIwGEwdRyTde/z4MdmyZePGjRs4OTmZOo6IpCEaP0QkoTR+iEhiaAwRkYTS+CEiiaExREQS6nXjh9Fo5MmTJ3h6emJmZmbihCKSUJrBAzAzM8PLy8vUMUTeOk5OTvrDREQSROOHiCSUxg8RSQyNISKSUBo/RCQxNIaISEL97/ihmTtE0j6VZ4mIiIiIiIiIiIiIiIiIiIikcirwEBEREREREREREREREREREUnlVOAhIinO2tqakSNHYm1tbeooIpLGaPwQkYTS+CEiiaExREQSSuOHiCSGxhARSSiNHyLpl8FoNBpNHUJERERERERERERERERERERE/plm8BARERERERERERERERERERFJ5VTgISIiIiIiIiIiIiIiIiIiIpLKqcBDREREREREREREREREREREJJVTgYeIiIiIiIiIiIiIiIiIiIhIKqcCDxGJt507d9KgQQM8PT0xGAysXr36pefv3LlDx44d8fT0xM7Ojtq1a3Px4sWX9qlSpQoGg+Glj1atWr20T0hICO3atcPZ2RlnZ2fatWtHaGhoMvdORJJbSowhV69epUuXLnh7e2Nra0vu3LkZOXIkkZGRKdFFEUkmKfUa5C8RERGUKFECg8HA8ePHk6lXIpISUnL8WLduHWXLlsXW1pYMGTLQpEmT5OyaiKSAlBpDLly4QKNGjciQIQNOTk5UrFiR7du3J3f3RCQZJcX4AbBv3z6qVauGvb09Li4uVKlShfDw8LjndR1VJH1KiTFE11FF0h4VeIhIvIWFhVG8eHGmT5/+ynNGo5HGjRtz5coVfv/9d44dO0aOHDmoUaMGYWFhL+3btWtXgoOD4z5mzZr10vNt2rTh+PHj+Pn54efnx/Hjx2nXrl2y9k1Ekl9KjCEBAQHExsYya9Yszpw5w+TJk/nhhx/47LPPkr1/IpJ8Uuo1yF+GDBmCp6dnsvRFRFJWSo0fK1eupF27dnTq1IkTJ06wZ88e2rRpk6x9E5Hkl1JjSL169YiOjmbbtm0cOXKEEiVKUL9+fW7fvp2s/ROR5JMU48e+ffuoXbs2vr6+HDx4kEOHDtGrVy/MzP7/9o6uo4qkTykxhug6qkgaZBQRSQTAuGrVqrjH58+fNwLG06dPx22Ljo42urm5GefMmRO3rXLlysa+ffv+Y7tnz541Asb9+/fHbdu3b58RMAYEBCRpH0TEdJJrDHmdiRMnGr29vRMbWURSieQeP9avX28sUKCA8cyZM0bAeOzYsSRMLyKmlFzjR1RUlDFr1qzGuXPnJkdsEUklkmsMuXfvnhEw7ty5M27b48ePjYBxy5YtSdoHETGNhI4fZcuWNQ4fPvwf29V1VJG3Q3KNIa+j66giqZtm8BCRJBUREQGAjY1N3DZzc3OsrKzYvXv3S/v+9NNPZMiQgcKFCzNo0CCePHkS99y+fftwdnambNmycdvKlSuHs7Mze/fuTeZeiIipJNUY8jqPHj3Czc0t6UOLSKqQlOPHnTt36Nq1K0uWLMHOzi75w4uISSXV+HH06FGCgoIwMzPDx8eHLFmyUKdOHc6cOZMyHRERk0iqMcTd3Z2CBQuyePFiwsLCiI6OZtasWWTOnJlSpUqlTGdEJEW9yfhx9+5dDhw4QKZMmahQoQKZM2emcuXKL40vuo4q8nZKqjHkdXQdVSR1U4GHiCSpAgUKkCNHDoYOHUpISAiRkZGMHz+e27dvExwcHLdf27Zt+fnnn/H39+fzzz9n5cqVL61Nffv2bTJlyvRK+5kyZdLUpCLpWFKNIf/r8uXLTJs2je7du6dEN0TEBJJq/DAajXTs2JHu3btTunRpU3RFRFJYUo0fV65cAWDUqFEMHz6ctWvX4urqSuXKlXn48GGK90tEUkZSjSEGg4HNmzdz7NgxHB0dsbGxYfLkyfj5+eHi4mKCnolIcnuT8ePvry+6du2Kn58fJUuWpHr16ly8eBHQdVSRt1VSjSH/S9dRRVI/C1MHEJH0xdLSkpUrV9KlSxfc3NwwNzenRo0a1KlT56X9unbtGvd5kSJFyJs3L6VLl+bo0aOULFkSeHFx438ZjcbXbheR9CEpx5C/3Lp1i9q1a9O8eXM+/PDDFOmHiKS8pBo/pk2bxuPHjxk6dGhKd0FETCSpxo/Y2FgAhg0bRtOmTQFYsGABXl5e/Prrr3Tr1i3lOiUiKSapxhCj0UiPHj3IlCkTu3btwtbWlrlz51K/fn0OHTpElixZUrprIpLM3mT8+Ov1Rbdu3ejUqRMAPj4+bN26lfnz5zNu3DhA11FF3kZJOYb8RddRRdIGzeAhIkmuVKlSHD9+nNDQUIKDg/Hz8+PBgwd4e3v/4zElS5bE0tIyrmrUw8ODO3fuvLLfvXv3yJw5c7JlFxHTS4ox5C+3bt2iatWqlC9fntmzZyd3dBExsaQYP7Zt28b+/fuxtrbGwsKCPHnyAFC6dGk6dOiQIv0QkZSXFOPHXzdfCxUqFLePtbU1uXLl4vr168nbARExqaR6DbJ27VqWLVtGxYoVKVmyJDNmzMDW1pZFixalVFdEJIX91/jxutcXAAULFox7faHrqCJvr6QYQ/6i66giaYcKPEQk2Tg7O5MxY0YuXrzI4cOHadSo0T/ue+bMGaKiouJecJQvX55Hjx5x8ODBuH0OHDjAo0ePqFChQrJnFxHTS8wYAhAUFESVKlUoWbIkCxYswMxML3tE3haJGT++++47Tpw4wfHjxzl+/Djr168HYPny5Xz11Vcpkl9ETCcx40epUqWwtrbm/PnzcftERUVx9epVcuTIkezZRcT0EjOGPHv2DOCVv1vMzMzi3n0rIunXP40fOXPmxNPT86XXFwAXLlyIe32h66gikpgxBHQdVSSt0RItIhJvT58+5dKlS3GPAwMDOX78OG5ubmTPnp1ff/2VjBkzkj17dk6dOkXfvn1p3Lgxvr6+wIs13H766Sfq1q1LhgwZOHv2LAMHDsTHx4eKFSsCLypIa9euTdeuXZk1axYAH330EfXr1yd//vwp32kRSTIpMYbcunWLKlWqkD17dr755hvu3bsXdz4PD4+U7bCIJJmUGD+yZ8/+0jkdHBwAyJ07N15eXinUUxFJaikxfjg5OdG9e3dGjhxJtmzZyJEjB19//TUAzZs3T/lOi0iSSYkxpHz58ri6utKhQwdGjBiBra0tc+bMITAwkHr16pmk3yKSeIkdPwwGA4MHD2bkyJEUL16cEiVKsGjRIgICAlixYgWg66gi6VlKjCG6jiqSBhlFROJp+/btRuCVjw4dOhiNRqNx6tSpRi8vL6OlpaUxe/bsxuHDhxsjIiLijr9+/brxvffeM7q5uRmtrKyMuXPnNvbp08f44MGDl87z4MEDY9u2bY2Ojo5GR0dHY9u2bY0hISEp2FMRSQ4pMYYsWLDgtefQSx+RtC2lXoP8XWBgoBEwHjt2LJl7JyLJKaXGj8jISOPAgQONmTJlMjo6Ohpr1KhhPH36dEp2VUSSQUqNIYcOHTL6+voa3dzcjI6OjsZy5coZ169fn5JdFZEkltjx4y/jxo0zenl5Ge3s7Izly5c37tq166XndR1VJH1KiTFE11FF0h6D0Wg0Jn3ZiIiIiIiIiIiIiIiIiIiIiIgkFS2iJCIiIiIiIiIiIiIiIiIiIpLKqcBDREREREREREREREREREREJJVTgYeIiIiIiIiIiIiIiIiIiIhIKqcCDxEREREREREREREREREREZFUTgUeIiIiIiIiIiIiIiIiIiIiIqmcCjxEREREREREREREREREREREUjkVeIiIiIiIiIiIiIiIiIiIiIikcirwEBERERERkVRv1KhRlChRIsXP6+/vj8FgwGAw0Lhx4zfaNzQ0NEWypRUdO3aM+xquXr3a1HFERERERERERNIsFXiIiIiIiIiISf118/+fPjp27MigQYPYunWryTKeP3+ehQsXxj2uUqUK/fr1e2mfChUqEBwcjLOzc8qG+5vUWGQydepUgoODTR1DRERERERERCTNszB1ABEREREREXm7/f3m//LlyxkxYgTnz5+P22Zra4uDgwMODg6miAdApkyZcHFx+dd9rKys8PDwSJlAaYizs7NJi15ERERERERERNILzeAhIiIiIiIiJuXh4RH34ezsjMFgeGXb/y7R0rFjRxo3bszYsWPJnDkzLi4ujB49mujoaAYPHoybmxteXl7Mnz//pXMFBQXRsmVLXF1dcXd3p1GjRly9ejVeeTt27MiOHTuYOnVq3CwjV69efWX2jIULF+Li4sLatWvJnz8/dnZ2NGvWjLCwMBYtWkTOnDlxdXWld+/exMTExLUfGRnJkCFDyJo1K/b29pQtWxZ/f/+4569du0aDBg1wdXXF3t6ewoULs379eq5evUrVqlUBcHV1jZv9BMDPz49KlSrh4uKCu7s79evX5/Lly3FtXr16FYPBwC+//MK7776Lra0tZcqU4cKFCxw6dIjSpUvj4OBA7dq1uXfv3ivfh9GjR5MpUyacnJzo1q0bkZGR8fqaioiIiIiIiIjIf1OBh4iIiIiIiKRJ27Zt49atW+zcuZNJkyYxatQo6tevj6urKwcOHKB79+50796dGzduAPDs2TOqVq2Kg4MDO3fuZPfu3XFFC/EpSJg6dSrly5ena9euBAcHExwcTLZs2V6777Nnz/juu+9YtmwZfn5++Pv706RJE9avX8/69etZsmQJs2fPZsWKFXHHdOrUiT179rBs2TJOnjxJ8+bNqV27NhcvXgSgZ8+eREREsHPnTk6dOsWECRNwcHAgW7ZsrFy5EnixpExwcDBTp04FICwsjAEDBnDo0CG2bt2KmZkZ77//PrGxsS/lHTlyJMOHD+fo0aNYWFjQunVrhgwZwtSpU9m1axeXL19mxIgRLx2zdetWzp07x/bt2/n5559ZtWoVo0ePfuOvp4iIiIiIiIiIvBkt0SIiIiIiIiJpkpubG9999x1mZmbkz5+fiRMn8uzZMz777DMAhg4dyvjx49mzZw+tWrVi2bJlmJmZMXfuXAwGAwALFizAxcUFf39/fH193+i8zs7OWFlZYWdn959LskRFRTFz5kxy584NQLNmzViyZAl37tzBwcGBQoUKUbVqVbZv307Lli25fPkyP//8Mzdv3sTT0xOAQYMG4efnx4IFCxg7dizXr1+nadOmFC1aFIBcuXK99DWBV5eUadq06Uu55s2bR6ZMmTh79ixFihSJ2z5o0CBq1aoFQN++fWndujVbt26lYsWKAHTp0oWFCxe+1JaVlRXz58/Hzs6OwoUL88UXXzB48GDGjBmDmZneVyIiIiIiIiIiklRU4CEiIiIiIiJpUuHChV8qIMicOfNLxQrm5ua4u7tz9+5dAI4cOcKlS5dwdHR8qZ3nz5+/tFxJUrKzs4sr7vgrY86cOXFwcHhp218Zjx49itFoJF++fC+1ExERgbu7OwB9+vTh448/ZtOmTdSoUYOmTZtSrFixf81x+fJlPv/8c/bv38/9+/fjZu64fv36S1+zv7eTOXNmgLhCkv/N+pfixYtjZ2cX97h8+fI8ffqUGzdukCNHjn/NJSIiIiIiIiIib04FHiIiIiIiIpImWVpavvTYYDC8dttfxQyxsbGUKlWKn3766ZW2MmbMmGoympubc+TIEczNzV/a76+ikA8//JBatWqxbt06Nm3axLhx4/j222/p3bv3P+Zo0KAB2bJlY86cOXh6ehIbG0uRIkVeWZrm79n+muXkf7f977Iu/+Sv40VEREREREREJGmowENERERERETeCiVLlmT58uVkypQJJyenRLVlZWVFTExMEiX7fz4+PsTExHD37l3efffdf9wvW7ZsdO/ene7duzN06FDmzJlD7969sbKyAngp24MHDzh37hyzZs2Ka3P37t1JlvnEiROEh4dja2sLwP79+3FwcMDLyyvJziEiIiIiIiIiIqDFcEVEREREROSt0LZtWzJkyECjRo3YtWsXgYGB7Nixg759+3Lz5s14tZUzZ04OHDjA1atXX1ryJLHy5ctH27Ztad++Pb/99huBgYEcOnSICRMmsH79egD69evHxo0bCQwM5OjRo2zbto2CBQsCkCNHDgwGA2vXruXevXs8ffoUV1dX3N3dmT17NpcuXWLbtm0MGDAgSfICREZG0qVLF86ePcuGDRsYOXIkvXr1emn5HBERERERERERSTxdbREREREREZG3gp2dHTt37iR79uw0adKEggUL0rlzZ8LDw+M9o8egQYMwNzenUKFCZMyYkevXrydZzgULFtC+fXsGDhxI/vz5adiwIQcOHCBbtmzAi9k5evbsScGCBalduzb58+dnxowZAGTNmpXRo0fz6aefkjlz5rhCi2XLlnHkyBGKFClC//79+frrr5Msb/Xq1cmbNy/vvfceLVq0oEGDBowaNSrJ2hcRERERERERkRcMRqPRaOoQIiIiIiIiIqmRv78/VatWJSQkBBcXF1PHSXU6duxIaGgoq1ev/s99DQYDq1atonHjxsmeS0REREREREQkPdIMHiIiIiIiIiL/wcvLi9atW5s6RprUvXt3HBwcTB1DRERERERERCTN0wweIiIiIiIiIv8gPDycoKAgABwcHPDw8DBxotTlTWbwuHv3Lo8fPwYgS5Ys2Nvbp1A6EREREREREZH0RQUeIiIiIiIiIiIiIiIiIiIiIqmclmgRERERERERERERERERERERSeVU4CEiIiIiIiIiIiIiIiIiIiKSyqnAQ0RERERERERERERERERERCSVU4GHiIiIiIiIiIiIiIiIiIiISCqnAg8RERERERERERERERERERGRVE4FHiIiIiIiIiIiIiIiIiIiIiKpnAo8RERERERERERERERERERERFI5FXiIiIiIiIiIiIiIiIiIiIiIpHIq8BARERERERERERERERERERFJ5f4P4+7NtPKtRbYAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "timegen_fcst_df = nixtla_client.forecast(df=df, h=6, time_col='timestamp', target_col='value', freq='MS', model=\"azureai\")\n", "nixtla_client.plot(df, timegen_fcst_df, time_col='timestamp', target_col='value')" ] }