{ "cells": [ { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "('0.12.0', '1.7.1')\n" ] } ], "source": [ "import pandas as pd\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import json\n", "\n", "import quandl as quandl\n", "import os\n", "\n", "#KEY = '...'\n", "#!mkdir ./.keys\n", "#with open('./.keys/quandl-api-key.json','w') as f:\n", "# json.dump({'key': KEY}, f)\n", "\n", "KEYFILE = './.keys/quandl-api-key.json'\n", "if os.path.exists(KEYFILE):\n", " with open('./.keys/quandl-api-key.json','r') as f:\n", " quandl_token = json.load(f)['key']\n", " \n", " import functools\n", " _quandl_get = functools.partial(quandl.get, authtoken=quandl_token)\n", "else:\n", " _quandl_get = quandl.get\n", " \n", "print(pd.__version__, np.__version__)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "No authentication tokens found: usage will be limited.\n", "See www.quandl.com/api for more information.\n", "Returning Dataframe for FRED/USARGDPR\n", "No authentication tokens found: usage will be limited.\n", "See www.quandl.com/api for more information.\n", "Returning Dataframe for FRED/GDP\n", "No authentication tokens found: usage will be limited.\n", "See www.quandl.com/api for more information.\n", "Returning Dataframe for FRED/FYGFD\n", "No authentication tokens found: usage will be limited.\n", "See www.quandl.com/api for more information.\n", "Returning Dataframe for FRED/USAPOPL\n", "No authentication tokens found: usage will be limited.\n", "See www.quandl.com/api for more information.\n", "Returning Dataframe for FRED/CPIAUCSL\n" ] } ], "source": [ "# http://www.quandl.com/FRED-Federal-Reserve-Economic-Data/USARGDPR-Real-GDP-in-the-United-States\n", "# http://www.quandl.com/FRED-Federal-Reserve-Economic-Data/GDP-Gross-Domestic-Product-1-Decimal\n", "# http://www.quandl.com/FRED-Federal-Reserve-Economic-Data/FYGFD-Gross-Federal-Debt\n", "# http://www.quandl.com/FRED-Federal-Reserve-Economic-Data/USAPOPL-Population-in-the-United-States\n", "# http://www.quandl.com/FRED-Federal-Reserve-Economic-Data/CPIAUCSL-Consumer-Price-Index-for-All-Urban-Consumers-All-Items-USA-Inflation\n", "import collections\n", "_data = collections.OrderedDict()\n", "for _key in ['FRED/USARGDPR', 'FRED/GDP', 'FRED/FYGFD', 'FRED/USAPOPL', 'FRED/CPIAUCSL']:\n", " _data[_key.replace('/','_')] = _quandl_get(_key)\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [], "source": [ "mpl.rcParams['figure.figsize'] = (20,4)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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0ETRv7u3qRC5deHg4U6dOzXb/lClTePDBB/H1NeO6WHmuMikpiblz5zJ06FDA3Ut2IeHh\n4YwePZrRo0cTERGRpSsYExOjtYXrsLCwIlVPfq7PVRTqUT7lUz471n/P6O16lE/5lM+OdVhYWJGq\nR/nsyzd+fAxdusRQpw6sXQvDh8cwdmwMjz0GFSuan8/21y+36/z6+15RdOedd3L48GFWrFjhuS85\nOZkFCxbQo0cP2rRpg7+/P9dccw3Dhw/n9OnT5/0+YWFhTJo0ybP+7LPPaNeunWe9fft2OnXqRJUq\nVQgNDeWrr766aG0RERFZ+is5uaRBzgkJCfTo0YNNmzZle6xPnz48/fTTtG7dmvDwcHr06EHv3r2z\nP5EGNImIiIiIiFgjPR3mzIH33oMDB+Cxx9ytW1WrersyMUVR7xM88sgjOI7DxIkTAZgwYQITJkzg\n448/5syZM7Rs2ZLExES6du3KkCFDePLJJwF3ps+uXbuoU6cO7du3p3///gwaNAhwmz6TJk1ixYoV\npKamEhoaymuvvUb//v3ZuHEjnTp14vvvv6dBgwbZ6imQQc4Xs3btWvr27Uvt2rWZNWsWjz32GPPm\nzcvrtxVLFPXubV7YnA2Uz3TKZy6bs4HymU75zGVzNlC+wpaSAh98APXqwbvvwsiREB8PzzyTu4ZP\nUcuX32zOVxjZfHzyfsutAQMGMHPmTNLS0gCYPHkyAwYMoHnz5rRq1QpfX19q1arFI488wvLlyy/7\n+8+fP5/atWszYMAAfH19adq0Kb169bqks30uVcm8foNzJ1IPHDiQHj160LNnz7x+WxERERERESlC\nEhMhMhI++QQ6dIBp06BNG29XJbbz5olAbdu2pWrVqnz99de0bNmS1atXM2fOHHbu3MnIkSNZu3Yt\nJ06c8Jz1c7n27t1LbGxsljnKZ86c4aGHHsq3DBfd3tWvXz+WL1/OoUOHqF69Oi+//LJnr9qQIUOy\nHJvZ9OnVq1f2Jyrip22JiIiIiIhIdmvXumf0REfDgAHwxBNQu7a3qxIbmNAnePXVV1m1ahWtWrVi\n7dq1zJs3j9tuu40WLVrw0ksvceWVVxIREcGsWbM883/O3d51xx130LlzZ4YPHw7Am2++yYIFC1ix\nYgVffvkln3zyCd98880l1ZKb7V0XPdMnKirqkp4c4NNPP73kY0VERERERKRoysiA+fPdZs+ePe6V\nuMaPd4cyixQnDz30EK+++iobN24kIiICgOPHj+Pn50e5cuXYvn0748eP56qrrjrv1zdt2pTZs2fz\nj3/8g6SkJCZNmsTVV18NQPfu3Xn++eeZOnUq9913HwBxcXH4+fkRGhqaL/WbcY0xMZb2r5pL+cym\nfOayORson+mUz1w2ZwPly0+pqfDf/7qXXH/1VRg6FH75Bf75z4Jr+Oj1M5fN2TLVqlWLtm3bcuLE\nCc8om3feeYcvvviCChUq8Mgjj9C3b98sVzI/9/OnnnqK0qVLU716dQYOHMiDDz7oedzPz49vvvmG\nL7/8ksDAQAICAhg1apRnhlB+yPNMHxERERERETHXsWOwYAF8/TUsXuzO6/nkE2jbNm9DcEVssWzZ\nsizrdu3asW3btiz3vfzyy57P09PTPZ9XqVKFxYsXZzn2pZde8nx+7bXXMn/+/PwsN4tLumR7vjyR\nAXv1REREREREioPff4d589xGz4oVcMstcPfd0LMnVKvm7eqkuFCf4PLkZqaPmj4iIiIiIiLFwL59\nbpNn9mzYsAE6d3YbPd26QYUK3q5OiiP1CS5Pbpo+mukjBcrmPZ42ZwPlM53ymcvmbKB8plM+c9mc\nDZQvJ9u2wRtvQMuW0Ly52+x5+mn47TeYPh369vV+w0evn7lszmYLzfQRERERERGxxK+/wsqV8NNP\n7pyelBT3bJ6334Z27aCk/gYoRYi/v3+WoceSM39//8v+Gm3vEhERERERMdDp0+6ZOytXnm30HDsG\nbdq4t06d4IYbwFf7O0Ssppk+IiIiIiIihvv997MNnpUrYe1aCA6Gm2462+i59lo1eUSKG830Ea+x\neY+nzdlA+UynfOayORson+mUz1w2ZwP78qWkwMaNMGcOvPce3H57DCEhbkPnv/+FsmXh//4PkpJg\n82b46CMYOBBCQ81s+Nj2+v2dzflszmYL7egUEREREREpRGfOQGIi7N4Ne/a4H8/9PDUV6tSB2rXd\n2/XXw/vvQ4MGZjZ1RMR7tL1LRERERESkACUnw7hxsHy529RJSoKrr3YbOnXqnG3wZH6sXh0021ZE\nLpVm+oiIiIiIiBSy3393z9D56CO46y64916oWxdq1oTSpb1dnYjYQjN9xGts3uNpczZQPtMpn7ls\nzgbKZzrlM5fN2aDo5UtKgqeecmfsHDsG69bBpEnQuTOEhFx+w6eo5ctvymcum7PZQk0fERERERGR\nfJCQAEOHQuPG7uydzZvhww+hVi1vVyYixZW2d4mIiIiIiOTBzp3wn//AvHnw6KMwYgRUq+btqkSk\nuMip36Krd4mIiIiIiOTC5s3wxhvw7bcwfDjs2gX+/t6uSkTkLG3vkgJl8x5Pm7OB8plO+cxlczZQ\nPtMpn7lszgaFn2/tWujVCzp2hKZN3StyvfhiwTV89PqZzeZ8NmezxUWbPoMGDaJ69eo0btz4vI9P\nmzaNJk2acP3119O2bVs2btyY70WKiIiIiIh425Yt0LMn3HknhIW5zZ5nnwU/P29XJiJyfhed6bNi\nxQrKly/PQw89xKZNm7I9vnLlSho2bEjFihWJjo5m9OjRrFq1KvsTaaaPiIiIiIgYKDERXnoJFiyA\nUaPcYc1lyni7KhERV54u2d6uXTv8czhPsU2bNlSsWBGA1q1bs3///lyWKSIiIiIiUnQcOeKeydO0\nKVxzjTuwecQINXxExBz5Osh50qRJdOvW7YKPh4eHExwcDEClSpVo2rQpYWFhwNm9gFrbtc68r6jU\nk5/ruLg4RowYUWTqUT7lU76iU19e1hEREVb//1H5zF4rn7nrzM+LSj1FPd9ff8GIETFMnw733RfG\npk2wc2cM69fbka+orZXP3PXfM3q7nuKyjoiIIC4uztNfycklXbI9ISGBHj16nHd7V6Zly5bx+OOP\n8+OPP573zCBt7yqeYmJiPL+YtrE5Gyif6ZTPXDZnA+UznfKZy+ZskH/50tPh889h9Gi44QZ4/XUI\nDc3zt80zvX5mszmfzdlMklO/JV+aPhs3bqRXr15ER0cTEhJy2UWIiIiIiIh4i+PA//7nzuupUgXe\negtuvNHbVYmIXJqc+i153t61b98+evXqxdSpUy/Y8BERERERESmKfvwRnnsO/vzTbfZ06wY+Pt6u\nSkQkf/he7IB+/fpx0003sWPHDmrUqMEnn3zChAkTmDBhAgCvvPIKycnJDB06lGbNmtGqVasCL1rM\nce5eT9vYnA2Uz3TKZy6bs4HymU75zGVzNshdvk2b4K67oF8/ePhhiIuD7t2LZsNHr5/ZbM5nczZb\nXPRMn6ioqBwf//jjj/n444/zrSAREREREZGC4Djwww/w5puwbh3885/w5ZdwxRXerkxEpGBc0kyf\nfHkizfQREREREREvyMhwZ/aMGQO//w7PPAMDBqjZIyJ2KNCZPiIiIiIiIkVRWhp88YU7q6dsWXd2\nT+/eUKKEtysTESkcF53pI5IXNu/xtDkbKJ/plM9cNmcD5TOd8pnL5myQPd/x4/D++1C3LkydCmPH\nwpo1cO+9ZjZ8itvrZxub89mczRY600dERERERKzwxx8QGQnjx0P79vD119CypberEhHxHs30ERER\nERERo+3ZA+++C9OmuWfzPP001Kvn7apERApHTv0Wbe8SEREREREjrVsH99/vns1Tvjxs3QoTJqjh\nIyKSSU0fKVA27/G0ORson+mUz1w2ZwPlM53ymcumbI4D0dFw223Qsyc0awaTJ8fw5psQEODt6gqG\nTa/f+SifuWzOZgvN9BERERERkSIvLQ2iouCdd8DHx93C1bcvlC4N+nuniMj5aaaPiIiIiIgUWX/+\n6W7ZGjsWGjRwmz233+42fkREJOd+i870ERERERGRIicxESIi4NNPoVs3+N//3K1cIiJy6TTTRwqU\nzXs8bc4Gymc65TOXzdlA+UynfOYyKduGDdC/PzRp4q7j4mDq1JwbPiblyw3lM5vN+WzOZgs1fURE\nRERExKvS0mDuXHfbVrducN11sHu3exn2mjW9XZ2IiLk000dERERERAqd48DatTB5Mnz5JYSGwuDB\n0K+fO5xZREQujWb6iIiIiIhIkZCUBNOmweefw8mT8NBDsGoV1Knj7cpEROyj7V1SoGze42lzNlA+\n0ymfuWzOBspnOuUzl7eznTjhNno6d4bGjSE+3r0i165d8NJLeW/4eDtfQVM+s9mcz+ZsttCZPiIi\nIiIiku8yMmDFCnf71uzZcOONMHAgzJkDZct6uzoRkeJBM31ERERERCRfnDkD69fD/Plus6d8eRgw\nAB54AAICvF2diIidNNNHRERERETy3cmTsHo1fP+9e1u5EmrVgk6d3LN7mjYFHx9vVykiUnxddKbP\noEGDqF69Oo0bN77gMU888QT16tWjSZMmrF+/Pl8LFLPZvMfT5mygfKZTPnPZnA2Uz3TKZ678ypaa\nCkuWwIsvwq23QtWqMHIkHDkCjz0Ge/bApk3w3nvQrFnhNXxsfu1A+Uxncz6bs9niomf6DBw4kOHD\nh/PQQw+d9/GFCxeya9cu4uPjiY2NZejQoaxatSrfCxURERERkcKVnAw//nj2TJ7Nm91mzi23wL/+\nBW3aQIUK3q5SREQu5JJm+iQkJNCjRw82bdqU7bFHH32U9u3bc9999wEQGhrK8uXLqV69etYn0kwf\nEREREZEi76+/4Ouv4bPP3Eupt27tNnluuQVatdIQZhGRoqZAZ/okJSVRo0YNzzooKIj9+/dna/oA\nhIeHExwcDEClSpVo2rQpYWFhwNnTwrTWWmuttdZaa6211lrrwl07Dvz3vzFER8OPP4bRqhW0aRPD\n00/D7befPT42tmjUq7XWWmtdnNcRERHExcV5+is5yfOZPj169OD555+nbdu2AHTs2JG33nqL5s2b\nZ30inelTLMXExHh+MW1jczZQPtMpn7lszgbKZzrlM9eFsh044F5l67PPwHEgPBz694egoMKuMG9s\nfu1A+Uxncz6bs5mkQM/0CQwMJDEx0bPev38/gYGBef22IiIiIiJSAE6ehHnzzm7fuuce+OQTdz6P\nrrQlImKXPJ/ps3DhQsaNG8fChQtZtWoVI0aMOO8gZ53pIyIiIiLiHY4Da9fCp5/C9OnupdQHDoS7\n74Zy5bxdnYiI5EWezvTp168fy5cv59ChQ9SoUYOXX36Z06dPAzBkyBC6devGwoULCQkJ4corr+TT\nTz/N3+pFREREROSypabCDz/AsmUwf747oDk83G3+1Krl7epERKQw+F7sgKioKA4cOEBaWhqJiYkM\nGjSIIUOGMGTIEM8x48aNY9euXWzYsCHbLB8p3jIHTtnI5mygfKZTPnPZnA2Uz3TKV7SdPAkxMfDi\ni9CuHVSvDq+/DldcAY8+GsOuXfDCC3Y2fEx/7S5G+cxmcz6bs9kizzN9RERERESk8J0+DatXu2fy\nLF0KsbFw3XXQvr3b+LnpJrjySvfYmBjN6xERKY4uaaZPvjyRZvqIiIiIiORaRgasX+82eJYuhR9/\nhLp1oUMHt9HTrh1UrOjtKkVEpLDl1G9R00dEREREpIg6dgy+/dadybNwIVSuDLfd5jZ6br0VqlTx\ndoUiIuJtOfVbLjrTRyQvbN7jaXM2UD7TKZ+5bM4Gymc65Ssc8fHw/vvQsSMEBsLEidC8OaxcCdu2\nwbhx0KvX5TV8ikq2gqJ8ZlM+c9mczRaa6SMiIiIi4kVpae5VtubPhwULICUFuneH4cNhzhwoX97b\nFYqIiKm0vUtERERE5DKlpcGuXbBnj7suXRpKlcp6y+m+48dh8WK30bNkCVx7Ldxxh9vsadZMQ5dF\nROTSaaaPiIiIiEgupKbC9u3utqqtW92P27ZBQgLUrOkOUvbxca+kdfq02wzK/Dyn+0qVcmfz3HEH\ndO3qXl5dREQkNzTTR7zG5j2eNmcD5TOd8pnL5mygfKazOV9yMkRGxjBxIjz1FHTpArVqQbVqMGiQ\ne0ZOmTJpD5mcAAAgAElEQVTQrx/MnAl//gk7d8KiRe6A5W+/dS+L/tNP7mXU4+Jgyxb3mIQESEqC\n3393n+f4cffjzJkQHl44DR+bXztQPtMpn7lszmYLzfQRERERkWIn8/LnmXN0tm+HoCBo3RoaNHCv\njtWgAdSuDSVKeLtaERGR3NH2LhEREREpFlJS3Pk5Cxa4twoVzs7Ruflmd96OiIiIaTTTR0RERESK\npV9+cRs88+e7lzy/8Ua3ydO9O9Sr5+3qRERE8k4zfcRrbN7jaXM2UD7TKZ+5bM4Gymc6E/KdPg3L\nlsHTT0NoKLRtCxs2wKOPwoED7uydESPO3/AxIV9u2ZwNlM90ymcum7PZQjN9RERERMRof/0F33wD\ns2a5Z/TUreueyTN1KjRvDr76Z04RESmmtL1LRERERIyTmupeOWvmTIiOhmbNoHdvuPtuCAz0dnUi\nIiKFRzN9RERERMR4x46583lmznQHMrdu7TZ67rqrcC57LiIiUhRppo94jc17PG3OBspnOuUzl83Z\nQPlM5418yckweTL07Ak1arhbtu64A3bvdrd0DRmSfw0fm18/m7OB8plO+cxlczZbaKaPiIiIiBQZ\njuNecWvpUvj6a/jpJ+jQAe69123+VKrk7QpFRETMoe1dIiIiIuI1jgM7dsDy5e7t++/d+2+91T27\np1s38PPzbo0iIiJFWZ62d0VHRxMaGkq9evUYM2ZMtscPHTpEly5daNq0Kddddx2fffZZngsWERER\nETs5DmzZAv/9L9x3HwQEQOfO8OOPcNttbuMnMRGmTXMfV8NHREQk93Js+qSnpzNs2DCio6PZunUr\nUVFRbNu2Lcsx48aNo1mzZsTFxRETE8M///lPzpw5U6BFizls3uNpczZQPtMpn7lszgbKZ7rc5MvI\ngA0bYOxYd+jyVVe5Z/CsWeOexbNqFezd627dGjzYvdy6j0/+134pbH79bM4Gymc65TOXzdlskeNM\nn59//pmQkBCCg4MB6Nu3L3PnzqVBgwaeYwICAti4cSMAx44do0qVKpQsqVFBIiIiIsWR48D27e5M\nnqVLISYGqlZ1t2v16gUffABBQd6uUkREpHjIsTuTlJREjRo1POugoCBiY2OzHPPwww/ToUMHrrnm\nGlJSUpgxY8YFv194eLingVSpUiWaNm1KWFgYcLZDqLXWJq0zFZV6lE/5lM/8deZ9RaUe5VO+S8lX\nq1YYS5dCVFQM69eDn18Yt90GDRrE0K8f3HPP2eN37YKgoKKRpzi9fmFhYUWqHuVTPuXTWuvcryMi\nIoiLi/P0V3KS4yDnWbNmER0dzcSJEwGYOnUqsbGxREZGeo557bXXOHToEBEREfzyyy906tSJDRs2\n4Pe3Ddga5CwiIiJihwMHzp7Js3QpnDrlXmEr81a7trcrFBERKT5yPcg5MDCQxMREzzoxMZGgv52P\n+9NPP9GnTx8A6tatS+3atdmxY0deaxZLZHYkbWRzNlA+0ymfuWzOBspnqmPHYPZsuOuuGBo0gMaN\n3cupt2gBixa5TaBp09yZPCY3fGx9/cDubKB8plM+c9mczRY5bu9q2bIl8fHxJCQkcM011zB9+nSi\noqKyHBMaGsqSJUto27YtBw8eZMeOHdSpU6dAixYRERGRghUfD/Pnw4IFEBsLbdpASAi89BJcfz2U\nKOHtCkVERORictzeBbBo0SJGjBhBeno6gwcPZtSoUUyYMAGAIUOGcOjQIQYOHMi+ffvIyMhg1KhR\n3H///dmfSNu7RERERIqstDRYscJt8syfD8ePQ/fu7q1jRyhf3tsVioiIyPnk1G+5aNOnMIoQERER\nkcJ38CAsXOg2epYsgfr13SbPHXdA06bgm+MgABERESkKcj3TRySvbN7jaXM2UD7TKZ+5bM4GylcU\nbNkCr7wCrVq5TZ6FC90mz44d7jauF1+E5s3P3/AxIV9e2JzP5mygfKZTPnPZnM0WOc70ERERERE7\nrFwJr78O69ZB377w5ptw881QurS3KxMREZGCou1dIiIiIpZyHPjuO7fZk5AAzz0H4eFwxRXerkxE\nRETyS079Fp3pIyIiImKZjAz43//gjTcgJQVGjXLP7ilVytuViYiISGHSTB8pUDbv8bQ5Gyif6ZTP\nXDZnA+UraGfOwBdfQJMm8PLL8OyzsHkz9O+fPw0fb+craDbnszkbKJ/plM9cNmezhc70ERERETHc\nqVMwZYo7pycgAN5+Gzp3Bh8fb1cmIiIi3qSZPiIiIiKGOnECJk6Ed96BRo3gX/+CW27xdlUiIiJS\nmDTTR0RERMQSGRmwZo07s+ejj6BtW/j6a2jZ0tuViYiISFGjmT5SoGze42lzNlA+0ymfuWzOBsqX\nW4cPQ1SUO5vn6qth0CA4eRKWLoXZswuv4aPXz1w2ZwPlM53ymcvmbLbQmT4iIiIieeA4cPAgbN8O\nGzZAnToQGAglSuT+e2ZkQFwcLFzo3rZsgVtvhW7d4LXXoFat/KtfRERE7KWZPiIiIiKXICMD9u6F\nbduy33x8oEED97iEBPjjDwgKguBg91a7dtbPAwLA92/nWx89Ct9+6zZ5oqOhYkXo2tVt9LRrB1dc\nUahxRURExBA59VvU9BERERHrpKbCxo1u86VUKShZ8uIfz/3899+zNnW2boWdO8Hf323uNGzofsy8\nVauW9UpZp07Bvn1uAyghAfbsyfp5cjLUqOE2gWrVgvh4WL8ebr7ZbfJ07Qp163rlRyciIiKGUdNH\nvCYmJoawsDBvl1EgbM4Gymc65TOXzdmgYPIdOeI2TDJv69a5Z+Q0bOieUXPmDJw+ff6PF3qscuXs\njZ3QUKhQIX/y/fWX2xTKbAbVrAnt20PZsvnyIykw+v00l83ZQPlMp3zmsjmbSXT1LhERETGe48CB\nA1mbO+vXu02fJk2gWTPo1AmefdZt2JQq5e2KL6xsWahf372JiIiIFBSd6SMiIiJF1q5dMGsWLFvm\nNngyMtzmTvPm7sdmzSAkJPt8HBEREZHiQtu7RERExBhbt7qNnlmz4Lff4O67oUsXaNHCvSrWubNz\nRERERIq7nPot+ncxKVAxMTHeLqHA2JwNlM90ymcum7PB+fM5jnup8xdecLdl3X47HDoEkZGQlATj\nx8Odd7pXwyrqDZ/i+PrZxOZ8NmcD5TOd8pnL5my20EwfERERKXSOA2vWuGfzzJwJ6elwzz3wySfQ\nqpW2a4mIiIjkh4tu74qOjmbEiBGkp6fzj3/8g+eeey7bMTExMTz11FOcPn2aqlWrnrfbp+1dIiIi\nxVtGBqxa5TZ5Zs2CK66A3r3dZk+zZkX/LB4RERGRoijXM33S09OpX78+S5YsITAwkBtuuIGoqCga\nNGjgOebo0aO0bduWxYsXExQUxKFDh6hateplFSEiIiL2cRx3Ps/Spe4g5uXL4ZprzjZ6GjVSo0dE\nREQkr3I90+fnn38mJCSE4OBgSpUqRd++fZk7d26WY7744gt69+5NUFAQwHkbPlJ82bzH0+ZsoHym\nUz5zmZzNcSA+Hj76CPr2hauvhh493Hk9vXvDpk0QGRnD6NFw3XV2NnxMfv0uhfKZy+ZsoHymUz5z\n2ZzNFjnO9ElKSqJGjRqedVBQELGxsVmOiY+P5/Tp07Rv356UlBSefPJJ+vfvf97vFx4eTnBwMACV\nKlWiadOmhIWFAWd/WbS2a52pqNSTn+u4uLgiVY/yKZ/y2bGOi4srUvVcbD19egzr18OBA2EsWwYn\nT8bQrBn06xfGm29CQkLW42fMMCuf7a+f8hWvfFprrbXW+b3OVFTqKS7riIgI4uLiPP2VnOS4vWvW\nrFlER0czceJEAKZOnUpsbCyRkZGeY4YNG8a6dev47rvvOHHiBG3atGHBggXUq1cv6xNpe5eIiIjx\nkpPh22/d29KlkJIC7dtDhw7uLSTEzjN4RERERIqqnPotOZ7pExgYSGJiomedmJjo2caVqUaNGlSt\nWpWyZctStmxZbrnlFjZs2JCt6SMiIiLmyciA9eth0SL3tmkTtGsHnTvDk09qLo+IiIhIUeab04Mt\nW7YkPj6ehIQE0tLSmD59Oj179sxyzJ133skPP/xAeno6J06cIDY2loYNGxZo0WKOv5/2ZxObs4Hy\nmU75zFUUsh0+DFFRMGCAO3j5gQfc+156CX7/HRYsgCeeyN1cnqKQryApn9lszmdzNlA+0ymfuWzO\nZoscz/QpWbIk48aNo3PnzqSnpzN48GAaNGjAhAkTABgyZAihoaF06dKF66+/Hl9fXx5++GE1fURE\nRHLBcdztU0eOuJczL1MGSpQo+OfNyIA1ayA62j2bZ+tWuPVW6NoVRo+G2rULvgYRERERyX85zvTJ\n1yfSTB8REZFsUlPd2TgLFsDChXD8uNv8OXkSTp1ymz5lypxtAl3oY2aDyNfX/ZjT7dxjfv3Vnc9T\nrZrb5OnSxd2+VaaMt38yIiIiInIpcuq3qOkjIiJSyHbvdps8CxbAjz9Cy5bQvTt06wYNGpzdMuU4\ncPq02/zJbAJd6OOpU+4ZO+npF76d73F/f+jUCWrV8u7PRERERERyR00f8ZqYmBjPZeVsY3M2UD7T\nKV/RkpYGP/xw9mye5GT3rJru3d2GS8WKZ481LdvlUj6zKZ+5bM4Gymc65TOXzdlMkuurd4mIiEju\n/Pab2+BZuBCWLIFrr3WbPFOmQPPm7hYrEREREZGCpDN9RERE8sGRI7B8OSxb5t7273fP4une3Z2T\nU726tysUERERERtpe5eIiEg++/NPWLHibJNn1y646SZo3969NW8OJXU+rYiIiIgUsJz6LTq5XApU\nTEyMt0soMDZnA+UznfLlv9RUWLwYnn8eWrWCoCB4/313EPK4cXD4sHvJ8+eecx/PbcNHr53ZlM9s\nNuezORson+mUz1w2Z7OF/g1SRETkb/76C3buhB07YMMGiIlxP7Zo4Z7F8/bb0Lq1e7l0EREREZGi\nStu7RESkWHIcOHjQbexs35719ttvUKcOhIZCo0Zwyy3u1q1y5bxdtYiIiIhIVprpIyIiVkhNhb17\n4dQpyMg4e0tPv/j65El37s65zZ1SpaB+fbe5c+4tOFjzeERERETEDGr6iNfExMQQFhbm7TIKhM3Z\nQPlMZ3K+I0fgl1/cBs3fP/75J9SsCWfOxFCxYhi+vnhuJUqQ47pMGahb92xjp359qFrV22mzM/m1\nuxTKZzblM5fN2UD5TKd85rI5m0ly6rfo3zFFRKTQpaa6M3J27sze2DlzBkJCzt7atYOBA93PAwLc\nBk5MDOjPFyIiIiIiOdOZPiIiUqDS0mDTJli9Gn7+2f34yy/QsKF7xk1mc6duXfdj1arg4+PtqkVE\nREREzKDtXSIiUijS093ByKtXn71t3uwORb7hhrO3xo3d7VYiIiIiIpI3OfVbfAu5FilmYmJivF1C\ngbE5Gyif6Qo6X1oaJCTAjz9CVBQ8+6y73crfH3r0gEWLoHZt99LmBw+6Z/p88gkMHQotW+a94WPz\n62dzNlA+0ymfuWzOBspnOuUzl83ZbKGZPiIi4uE4kJwMSUk5344ehauvhsBACAqCJk1g1Ci3oVOl\nirdTiIiIiIgIaHuXiEix9vvv7lDkZcvg++9hzx73MuaBgRe+BQVBtWru1bFERERERMS7NNNHREQA\n9yye5cth6VK30bNvH9xyC7Rv727PuvZaKF/e21WKiIiIiMilytNMn+joaEJDQ6lXrx5jxoy54HGr\nV6+mZMmSzJ49O/eVinVs3uNpczZQPtNl5ktJgYUL4emnoUULqFkTxo+Ha66BSZPg8GH43/9g5Eho\n3tycho/Nr5/N2UD5TKd85rI5Gyif6ZTPXDZns0WOM33S09MZNmwYS5YsITAwkBtuuIGePXvSoEGD\nbMc999xzdOnSRWfziIh4UUoKrFwJn38Ozz/vXjnrhhugQwf44ANo1QpKl/Z2lSIiIiIiUhhy3N61\ncuVKXn75ZaKjowF48803AXj++eezHBcREUHp0qVZvXo1d9xxB717987+RNreJSKS7377DX744ext\n2zb3jJ2wMHfLVps2ULast6sUEREREZGCklO/JcczfZKSkqhRo4ZnHRQURGxsbLZj5s6dy9KlS1m9\nejU+Pj4X/H7h4eEEBwcDUKlSJZo2bUpYWBhw9rQwrbXWWmutz7++9dYwdu2CiRNj2LQJdu0K49Ah\nCA2NoXFj+OCDMFq0gFWrika9WmuttdZaa6211lprrXX+ryMiIoiLi/P0V3KS45k+s2bNIjo6mokT\nJwIwdepUYmNjiYyM9BzTp08fnn76aVq3bk14eDg9evTQmT7iERMT4/nFtI3N2UD5ioIzZyAuLuuZ\nPKVKQbt27u3mm6FRI/D1zf61JuTLC5vz2ZwNlM90ymcum7OB8plO+cxlczaT5PpMn8DAQBITEz3r\nxMREgoKCshyzdu1a+vbtC8ChQ4dYtGgRpUqVomfPnnmtW0Sk2EhPhx07YM0aWLvW/bhhAwQHuw2e\nu++Gd9+FWrW8XamIiIiIiJgixzN9zpw5Q/369fnuu++45ppraNWqFVFRUdkGOWcaOHAgPXr0oFev\nXtmfSGf6iIgAkJEBO3dmbfDExUH16tCypXtr0cKdzVOxorerFRERERGRoizXZ/qULFmScePG0blz\nZ9LT0xk8eDANGjRgwoQJAAwZMiT/qxURscipU/DLL25TJ7PBs349VK16tsEzerTb4PH393a1IiIi\nIiJik/NMgsiqa9eu7Nixg127djFq1CjAbfacr+Hz6aefnvcsHym+MgdO2cjmbKB8l+PMGdi1CxYt\nci+LPmwYdO4MtWtDhQpw550we7bb6Pn3v2HPHti9G2bMgGefhdtuy/+Gj14/c9mcDZTPdMpnLpuz\ngfKZTvnMZXM2W+R4po+IiLgcBw4ccC+JHh/v3nbudD/u3QtXXw316sG117ofu3Z1Pw8Odocvi4iI\niIiIFLYcZ/rk6xNppo+IGCIjw23mrF/v3uLi3I+O414tq169rA2eunXhiiu8XbWIiIiIiBRHOfVb\n1PQRkWLt1CnYvDlrc2fjRncrVrNm7q1pU/djYCD4+Hi7YhERERERkbNy6rdcdKaPSF7YvMfT5mxg\nfj7HgePH3a1X69fDd9/BV1/B//t/8Prr0KVLDE2aQKVKEB4O338PderAa6/Bvn3u3J3Zs+GFF6BH\nDwgKMqvhY/rrdzE257M5Gyif6ZTPXDZnA+UznfKZy+ZsttBMHxExVnQ0LFkChw/DkSPu7dzPS5WC\nKlWgcuWztypV3KHJjRrBq6/CdddB2bLeTiIiIiIiIpL/tL1LRIz1zTfuVqxzGzqZn/v7a86OiIiI\niIjYTzN9REREREREREQspJk+4jU27/G0ORson+mUz1w2ZwPlM53ymcvmbKB8plM+c9mczRZq+oiI\niIiIiIiIWEjbu0REREREREREDKXtXSIiIiIiIiIixYyaPlKgbN7jaXM2UD7TKZ+5bM4Gymc65TOX\nzdlA+UynfOayOZst1PQREREREREREbGQZvqIiIiIiIiIiBhKM31ERERERERERIoZNX2kQNm8x9Pm\nbKB8plM+c9mcDZTPdMpnLpuzgfKZTvnMZXM2W6jpIyIiIiIiIiJiIc30ERERERERERExVJ5n+kRH\nRxMaGkq9evUYM2ZMtsenTZtGkyZNuP7662nbti0bN27MW8UiIiIiIiIiIpInF236pKenM2zYMKKj\no9m6dStRUVFs27YtyzF16tTh+++/Z+PGjbzwwgs88sgjBVawmMXmPZ42ZwPlM53ymcvmbKB8plM+\nc9mcDZTPdMpnLpuz2eKiTZ+ff/6ZkJAQgoODKVWqFH379mXu3LlZjmnTpg0VK1YEoHXr1uzfv79g\nqhURERERERERkUtS8mIHJCUlUaNGDc86KCiI2NjYCx4/adIkunXrdt7HwsPDCQ4OBqBSpUo0bdqU\nsLAw4GyHUGutTVpnKir1KJ/yKZ/568z7iko9yqd8yld06svLOiwsrEjVo3zKp3xaa537dUREBHFx\ncZ7+Sk4uOsh51qxZREdHM3HiRACmTp1KbGwskZGR2Y5dtmwZjz/+OD/++CP+/v5Zn0iDnEVERERE\nRERE8lWeBjkHBgaSmJjoWScmJhIUFJTtuI0bN/Lwww8zb968bA0fKb4yO5I2sjkbKJ/plM9cNmcD\n5TOd8pnL5mygfKZTPnPZnM0WF236tGzZkvj4eBISEkhLS2P69On07NkzyzH79u2jV69eTJ06lZCQ\nkAIrVkRERERERERELs1Ft3cBLFq0iBEjRpCens7gwYMZNWoUEyZMAGDIkCH84x//4Ouvv6ZmzZoA\nlCpVip9//jnrE2l7l4iIiIiIiIhIvsqp33JJTZ+CLkJERERERERERC5fnmb6iOSFzXs8bc4Gymc6\n5TOXzdlA+UynfOayORson+mUz1w2Z7OFmj4iIiIiIiIiIhbS9i4REREREREREUNpe5eIiIiIiIiI\nSDGjpo8UKJv3eNqcDZTPdMpnLpuzgfKZTvnMZXM2UD7TKZ+5bM5mCzV9REREREREREQspJk+IiIi\nIiIiIiKG0kwfEREREREREZFiRk0fKVA27/G0ORson+mUz1w2ZwPlM53ymcvmbKB8plM+c9mczRZq\n+oiIiIiIiIiIWEgzfUREREREREREDKWZPiIiIiIiIiIixYyaPlKgbN7jaXM2UD7TKZ+5bM4Gymc6\n5TOXzdlA+UynfOayOZst1PQREREREREREbGQZvqIiIiIiIiIiBhKM31ERERERERERIoZNX2kQNm8\nx9PmbKB8plM+c9mcDZTPdMpnLpuzgfKZTvnMZXM2W6jpIwUqLi7O2yUUGJuzgfKZTvnMZXM2UD7T\nKZ+5bM4Gymc65TOXzdlscdGmT3R0NKGhodSrV48xY8ac95gnnniCevXq0aRJE9avX5/vRYq5jh49\n6u0SCozN2UD5TKd85rI5Gyif6ZTPXDZnA+UznfKZy+Zstsix6ZOens6wYcOIjo5m69atREVFsW3b\ntizHLFy4kF27dhEfH89HH33E0KFDC7RgERERERERERG5uBybPj///DMhISEEBwdTqlQp+vbty9y5\nc7McM2/ePAYMGABA69atOXr0KAcPHiy4isUoCQkJ3i6hwNicDZTPdMpnLpuzgfKZTvnMZXM2UD7T\nKZ+5bM5mixwv2T5z5kwWL17MxIkTAZg6dSqxsbFERkZ6junRowejRo3ipptuAqBjx46MGTOGFi1a\nZH0iH5+CqF9EREREREREpFi7UGunZE5fdKmNmr9/8/N9XQ69JRERERERERERyWc5bu8KDAwkMTHR\ns05MTCQoKCjHY/bv309gYGA+lykiIiIiIiIiIpcjx6ZPy5YtiY+PJyEhgbS0NKZPn07Pnj2zHNOz\nZ08mT54MwKpVq6hUqRLVq1cvuIpFREREREREROSictzeVbJkScaNG0fnzp1JT09n8ODBNGjQgAkT\nJgAwZMgQunXrxsKFCwkJCeHKK6/k008/LZTCRQpbRkYGvr459kmNlZKSgp+fH47jaP6WSCHTe4uI\nFAS9t4iICFxkkLPI5bDxDxcbN25k7969dOrUiSuuuMLb5eS7tWvX8sYbb3DzzTfz1FNPebucfPfr\nr78SEBBAeno6JUqU8HY5+So2NpY5c+bw+uuvW/ff3d/pvcU8em8xl95bzKb3FjvY+N6Sac+ePdSu\nXdvbZRSYtLQ0Spcu7e0yCszJkyetfG+xnV3/p5NCt3XrVlasWAFg1R+cjh49ymOPPUb//v2ZNGkS\n//rXv6y6HOGRI0cYNmwYjz/+OJs2bSI9PR2AM2fOeLmy/JGamkr//v0JDAxk48aNlChRwpPRdMeO\nHeOxxx5j2LBh1KhRA19fXzIyMrxdVr7Te4uZ9N5iLr23mE3vLeb76aefeOGFFwCsbPisW7eOjh07\n8uKLL1r1umVauXIlDzzwAKNHj2bnzp3W/L8h0+rVq+nVqxcjRozgu+++sy6f7ez5v50UqjNnzjBk\nyBD69evH2LFjeeutt1izZg1gx5XaxowZQ+nSpdmwYQOffvopO3fupGzZst4uK9+MHDkSX19fVq1a\nxccff8yUKVMAd0unDebOnUuNGjUYMWIEQ4cOBez5A9Rrr73GqlWr+Oabb3jssccAu/7iYvt7y9tv\nv231e8szzzyDj4+Pte8t8+bNIygoyMr3ltdff13vLQZ76623KFOmjLXvLf/85z+t/nPL559/zoAB\nA3j99deZPn06YFdD67XXXqNv377cd999TJkyxZrXLdOmTZt44oknuOOOO7jqqquYOHGiZ+at6RzH\n4fnnn+fRRx/lzjvvpGbNmnz22Wf88ccf3i5NLocjkgvr1q1z7r33XsdxHOePP/5w3n//feeBBx5w\nUlNTvVxZ7i1evNhZtGiR4ziO89dff3nu//LLL53mzZs7X3zxhZOQkOCt8vJs8eLFTnR0tOM4WfNt\n3brV6du3r7Nt2zZvlZYvZsyY4URGRjqO4zhHjx51Dh486DiO49SoUcOJiopyHMdxTp8+7bX68mLG\njBnO2LFjHcdxnO3btzudO3d2duzY4Xz11VfOyJEjnaioKKN/N89l43vLzJkznWHDhjmO42TJYct7\ny8yZM53hw4c7jpM1ny3vLWvXrvVksO29Ze3atc7WrVsdx9F7i4l2797tHD9+3HEcx/PRcex5b9m9\ne7fn9Tk3ny3vLef65ptvnH379jmLFy92goKCPPdnZGR4sar88+9//9sZOHCgZ7127VonLS3NixXl\nr/HjxzsPPvig4ziOk5KS4rzwwgtOhw4dnN27d3u5svyxcOFC5/Dhw47jOE5SUpJz7733OidOnPBy\nVXI57PknHClwK1asID4+HoC//vqLuLg4zpw5Q9WqVSlTpgxbt27l448/9nKVl2/z5s307duXN954\ngypVqgB49qouX76cd955h8GDB7NgwQLGjBnD/v37vVnuZTs3X+XKlQE3X+Zp+z4+Phw4cIArr7wS\nME/wNgEAABYASURBVO9fPI8fP06vXr145513qFy5MhkZGVSsWJGqVasC8O677/LMM88A5v2L4LnZ\nqlSpwpkzZ6hfvz433ngjXbp0Ydy4cYSGhjJjxgzefvtt4343M3311Vd8+OGHAJw6dcqa95YtW7Zw\n//3389prr/Hhhx9y8OBBypUrB9jx3nJuvnHjxnnyZf7rtOnvLbt376Z79+48/vjjDBgwgO+++46K\nFSt63kdNfm85N1t4eDjffvst9evXp3Xr1la9t6xbt44dO3YAdr237Nmzh65duzJ48GAeeughduzY\n4fnvbNmyZca/t5ybr3///lnygfnvLQBffPEFL774InPnzgWgQ4cOBAQEcPvtt1OrVi3PNi9Tz/bJ\nzDdnzhwAnn32WQ4cOMDIkSNp2bIlL774IgMGDOCrr77ycqW58/fXr3Xr1uzbt49du3ZRvnx5SpQo\nQcWKFZk4caKXK82dmJgYVq1a5Vl37dqVypUrs2LFCtq0acOePXsYOnQoUVFRXqxSLkeJ0aNHj/Z2\nEVL0rV+/njZt2lCtWjVatGjBNddcw/r16/nmm29o1KgR06ZN46abbmLr1q3cfPPNnr/YFFXO/3+1\nh8OHD9OiRQtatmzJzJkzCQwMzHJccHAwjzzyCDfccAOhoaF8//331K5dm5o1a3qp8ktzKfl8fHxw\nHIdq1aoxefJkfHx8aN26teexosw552odv/zyC1u3bmXO/9fenUdFVb9/AH/DAIqiwREVzVxK3ACB\nwUPlQUUF0UzcsgRNBTOxVPQUrmkuuFSmIopL4oKi5pJiHRFIZDBTsDTULBmCBBcERY5jgDAzz+8P\nfnMDAwT06517eV5/Ccx4nvfM3Ofe+dz7+dxjx+Dk5ASgcv0ODg44fPgwsrOz0b9/f5SUlBj1F7Sa\nshkWHXV3d4etrS3Wr18PNzc3ODk5ISkpCR07dkSHDh1ETlB7jx49wtixYxEXFwdPT084ODjAysoK\nV69elXxvSU5OxqxZszB48GDs3LkThYWFUCgU6NatGwDp95aa8hmmBNna2kqut1QUEhKCzp07Y9++\nfcjPz0dcXBxGjx4t9E5HR0dJ9ZaKnswWGxuLMWPG4PXXX5dFb8nMzMT48eNx5MgRfPfdd+jUqRPe\neOMNXLx4UbK9paJFixbB3t5emGKxc+dOdO/eHa1bt0anTp0k2Vsqqiqfg4MDWrVqBUDavYWIsGXL\nFoSHh8PHxweff/45mjZtCnt7e2E6nru7Oz788EMEBgaiefPmIldcN1Xla9y4Md588000btwYx48f\nx6pVq7BgwQLcu3cPycnJ6Nq1q3CizthVla9Zs2ZwdXXF3bt3sX79esTExODmzZsYO3Ys7ty5Aw8P\nD5ibm4tdeq1oNBr4+flh9erV+Oeff9C3b19YWlpCr9fDxMQEGo0G3t7eWLlyJR48eACVSoVu3boJ\nJ82Z8eIrfViVnjxrcvv2bXh7e0Or1UKlUsHS0hKhoaEwNzdHcHAwlEolfH19odPpYGNjI1LVtVdc\nXAwAaNGiBT799FM8fvwYALBr1y7ExcXhr7/+AlD+Ohheix49eiA/Px+vvPKKOEXXQV3yAcCYMWOQ\nl5cHnU4niQOnkpIS4d9paWnCWcxNmzZh6dKlUKlUKCkpEbIcO3YMYWFh+PzzzxEcHIy7d++KUndt\n1JQtNDQUiYmJsLCwwKRJk4SrtXr06IHc3FxJHNRX7C05OTmws7NDSkoK/P39YWpqChsbGyxfvhwW\nFhaYOXOmZHtLjx49EB8fj5kzZ6K0tBRqtVoYDNHpdJVeByn2lqflM3w2pdZbDPnKyspgZWUlDOI8\nfPgQ3bp1w/Xr12FiYiLJ3lJTNgcHB1y7dg1NmjTBpEmTKu33pNJbKlq5ciVcXFxw7tw5+Pr6YufO\nnbCwsEBoaCgsLCwkfdxiuPLDwcEBADB9+nSkpqZi//79wudPysct1eWLjo6utH1JrbcYGNY8mzt3\nLgIDAxEREYFTp07hzJkzwjGno6MjxowZg3nz5gEAYmNjRa669qrKl5iYiJMnT+Kdd97B0aNH0a9f\nPwCAl5cX8vPz0axZM5Grrr0n823atAkJCQn47bffEBoaiq1bt2LSpEn44YcfYG9vj8uXL0tqbS0L\nCwv0798f0dHRaNu2rXAllmEbc3R0xIABAwAAffr0QUFBgaTev4aMB31YlSp+8QQAa2tr2Nvbw8zM\nDCkpKSgsLET79u2xceNGHDp0CMHBwejSpQsKCgpQVFQkUtVPl5CQAC8vL8yZM0e4JHHWrFn45Zdf\nYGdnh5iYGJw4cQIjRowQprJptVrExMRg4MCBaNOmjXBpvzGqaz7Dl7Rbt24hJyfH6BckNeQLCQnB\nvn37AABKpRJ2dnYIDAzEuXPnYG1tjZUrV2L37t3CnQXy8vLw8OFDqFQqTJ8+Ha1btxYzRpVqm+2L\nL77A9u3bodVqYWpqipiYGAwYMABt27aVxJmWmga1lixZgsTERLRr1w7h4eE4fPiw5HpLSEgIDhw4\nAFtbWzRt2hTFxcWwsLBAz549ER0dDaB84V8ikmRvqW0+Q2+5ffu25HrLt99+C3Nzc/j6+iI7Oxuu\nrq6IjY2FTqfD+PHjERcXJzxPar2lpmwTJ05EXFyccEZXar2lukEtjUaDrl274tq1a2jfvj3Cw8Ml\nedwSEhKCgwcPwszMDDY2Nrh06RLS0tKQlpYGR0dH3LhxAwUFBQCkedzytHzZ2dlCPkA6vQUAoqKi\noFKphPq7d++OW7duQavVwsvLC05OTvjpp5+Qk5MjfLmOjIzE7t27YWNjg7S0NKOewva0fM7OzkhK\nSkJ2djasra2F58XHx8PExKTS1D1jVFM+b29vODk54fTp08jJyYGDgwNGjhwJAEhMTMTrr79u9HdB\njIqKQlJSEh48eIBGjRphypQp8PLyQpcuXfDrr78iPT1duMK1olOnTsHU1NTo3z/2/17Q2kFMIuLj\n42ngwIH08ccfCwtUEhFt2bKFIiMjKTc3l0JCQmjhwoV04MAB0ul0pNVqKSYmhpRKJS1atIh0Op2I\nCaqnVqvJ3d2djh07Rr/++iv5+/tTaGgoERHFxMTQzp07hccGBATQwoULiaj8NenVqxcdPXpUjLJr\nra75FixYIPz8119/0YkTJ150yXXyZD4/Pz9as2YNlZWV0ezZs0mpVAqLAkZFRdG0adOosLCQcnJy\naOrUqXTgwAGRE1Svvtl+/vlncnV1NfrPJlHl3hIdHU1ERNevX6cpU6ZQQEAAjRs3jtatW0eDBg2i\nzZs3k1arJSKiY8eOSa63jBs3jlasWEFERI8fPyYiotOnT5O/vz/l5eUREZFOp6NTp05JsrfUNh+R\nNHvL2LFjafXq1URUvmDssGHDhMcuW7aMgoODiYgoOztbcr2lttnOnj0ryd5ieC9OnTpFkyZNIhcX\nF+rZsyctXryY3Nzc6OTJk6TX60mv10uyt7z33nu0adMmevjwIS1btoyGDh1KvXv3ptTUVPLz8xNu\nZpCQkCDJ3vK0fIYbGhAZf2/R6/V069Yt6tevH/Xv35+mTJlCfn5+VFhYSHv27KG5c+cKC1FnZWXR\n8OHD6eLFi0RUnm3kyJHUt29funLlipgxqvUs+RITE8nFxYWGDRsmLCRvbJ4lX0pKCnl6etKAAQNI\nrVaLGaNa1eUz7MOJyo/RFixYQMuWLRN+V1xcTAkJCeTq6krDhg2T1WLqcseDPkxQ1aCBYUOPiYmh\nqKgoysjIoJ49e1KzZs1o7969RFR+4Dhq1Cg6cuSImOVXSafTCQdze/bsoWnTpgl/2759OzVv3pxy\nc3MrPZ6o/G40QUFBRn/XhGfNR2Tcd4Z4Wr6XXnqJCgoKSKVSkaenp/CZ/O2332j48OHCwIExknO2\nJ9VnUEuj0dD169cl2VsiIyP/s+3Fx8fT0KFDqaysTNjmpLrtyT2foXfevXuXLl68SAEBAcIXk+Tk\nZBo1apRRb39yzvak+g5q/fnnn5LsLYZ9g+EOchkZGcLfwsPD6ZtvvhH+D2Ml93xE/97N788//yR/\nf3/hd9OmTaP333+fHj9+TIGBgbR7924qLCwkIqIJEybQokWLiIjowYMHdP78eXGKr4VnzZeenk4x\nMTHiFF8L9c332WefERFRXl4enT59WpTaa6O6fB9//DGNHDmy0mO/++47mjZtGqnVaiouLqbS0lK6\nfPkyHT9+/IXXzZ4NT+9q4PR6vXDZ4fnz5+Hm5obhw4dDqVRi4MCBWLNmDe7fv4/c3FyEhYXBx8cH\n/fv3x4cffgiNRgOtVovu3bvjyJEjGDVqlMhpKtuxYwdefvllfPbZZwCAnj17Yv/+/cjKygJQfvlz\n586dhbuvEBFMTU2xe/duLFmyBD4+PkY9T/x55AOMd/HD2uTr2LEj5syZg759+2LWrFlYu3YtVq9e\nDT8/P3h4eAAwzrt6yDmbwdN6y/Lly6HRaDBixAg0b94cBw8eBFD+Wty+fRuWlpbo0qWLJHtLWVlZ\npW0PALy9vXHhwgWcPXtW2Oakuu3JPZ9Wq8Wrr76KxYsXo2vXrjAxMcGGDRuwYcMGBAUFwcvLC6am\npka5/ck5m0FNvcXLywsrV65EXl4eSkpKYGtriz/++AMA4OnpiZycHOh0OnTt2lWSvUWr1eK1117D\n7NmzAQCdOnUCAGzduhU7duyAq6srAAjTK43Ns+ZTKpUAjDefTqfD/PnzsXDhQiQlJSE9PV2YZmhm\nZobw8HCcPHkS165dg5+fH1JSUoQ7VyoUCri7uwMoX1LBsEC1MXle+ezt7eHr6ytajuo8az7De9ay\nZUt4enqKFaNaT8sXFhaGs2fPQqVSCc8ZOXIk2rVrBx8fH3To0AFqtRpOTk4YNmyYWDFYfYk54sTE\nFRkZSXZ2djR//nwiIkpLSyNra2vKzMwkovIpXc7OzjRjxgy6d+8ezZ07l/Lz84mIaNeuXbR3714q\nLS01yrO5Go2GfH19ad26deTi4iJcfhgcHEzvvfce9e7dm/z9/eny5cs0ZMgQys3NpXv37tEnn3xC\n/fr1o9TUVJET1IzzVc53+/ZtIiq/pHbz5s109uxZMcuvkZyzGdS2t3zwwQdE9O8UrlWrVlH37t3p\nq6++Iq1WK4vecufOHSIqnwa1detW4TUwVpzv33yDBw8mjUZDarWaNm/eTIGBgXTu3DmRE1RPztkM\natNbXFxcaOrUqfTPP/9QYGAgBQUFUVhYGPXo0YMiIiKE6V3Gpj77db1eT2vXrqVevXpRSkqKyAlq\nJvd8SUlJ5OzsTEFBQbRt2zby8PCg2NhYeuWVVyrVvnHjRho0aBARlX9+33rrLXJ3d6cRI0aQRqMR\nq/yn4nzl5J4vIiKC+vXrJ/z87bffUpMmTWjy5MnCFXhMmnjQp4Gq68FhxTmeRP+u42DMbty4QURE\nc+fOpXfffZeIiLRaLd27d4+Sk5OFx0ycOJHKysqotLSUsrKyxCq3zjjfv/mKiopEq7M+5JytIQxq\n1eX9Ky4uFq3O+uJ85Y8xXMYvJXLO1hAGteqy7ZWUlBAR0aNHj8Qpth7knE+lUlFUVJTwc1BQEEVE\nRNCOHTtIqVQSUXnWO3fu0OjRo4WByoKCArp586YoNdcF52s4+d555x0hn0qlIpVKJUrN7PniQZ8G\nrK4H9nq93ujnUVflzp071KtXLzp58iQRUaX1ChYsWEBBQUHC/FYp4nxBklqDoiK5ZpPzoFZFcn3/\nDDifdPPJNZucB7Uq4v269PIVFRVRcXGxkGXv3r00b948IiJydnamsLAwIiK6cOECjR07VrQ664vz\ncT4mbcY5KZa9EO3btwdQfkvvzMxMxMXFQaFQwNraGn369AFQPo/a0tIS5ubmMDExMdp51DWxs7PD\nBx98gBUrVgAon3ebmpoKX19fXLp0CYsXLxbmtEoR51ssiVu2VkWu2erSWywsLMQs9ZnI9f0z4HzS\nzSfXbLXtLU2bNpVkPgPer0svn6WlJRo3bix87hISEmBrawugfC2jP/74A0OHDoWfn5+wNpGUcD7O\nx6TNhMiIV+tjL8zWrVsRHR2N5ORkAEBqaipCQ0Oh1WoRGRmJNm3aiFxh/RERTExMMHr0aLRt2xYW\nFhbw8vKCvb09OnfuLHZ5z4zzSZecsxlwb5Euziddcs5mwL1FuuScT6vVwsTEBG+//TbCw8PRuXNn\nZGRkoEWLFvj999/RsWNHtGvXTuwy643zcT4mTdK7bIM9d0SEqVOnomXLlpgxYwY++eQT3L9/H2vX\nrsWJEyckfeAElN9BpqioCHl5edi/fz/at2+PIUOGSP7AwoDzSZecswHcW6SO80mXnLMB3FukTs75\nzMzMUFZWBltbW1y+fBlDhw7F8uXLoVAo4OHhIfkv1JyP8zFpkta1k+x/ouLOV6VSYdGiRRgyZIjY\nZT1XmzdvhlKpxI8//ohGjRqJXc5zx/mkS87ZuLdIH+eTLjln494ifXLOd+nSJURHRyMrKwsBAQGY\nPHmy2CU9V5xP2uSej1WNp3cxAMDXX3+N7OxsfPnll7Lb+QKAXq+X5HpEtcX5pEvO2QDuLVLH+aRL\nztkA7i1SJ+d8N2/eRFRUFD799FNJr1tXHc4nbXLPx6rGgz4MgLx3vowx8XBvYYz9L3BvYYwxxmqH\nB30YY4wxxhhjjDHGZIhPkTDGGGOMMcYYY4zJEA/6MMYYY4wxxhhjjMkQD/owxhhjjDHGGGOMyRAP\n+jDGGGOsQVAoFHB1dYWjoyNcXFywdu1aPG1pwxs3bmD//v0vqELGGGOMseeLB30YY4wx1iA0adIE\nly5dwtWrV5GQkIDY2FgsXbq0xudkZWVh3759L6hCxhhjjLHniwd9GGOMMdbgtGzZEtu2bcPGjRsB\nAH///Tf69u0LNzc3uLm54dy5cwCAefPm4cyZM3B1dUVYWBj0ej1CQkLg7u4OZ2dnbNu2TcwYjDHG\nGGM14lu2M8YYY6xBaNasGTQaTaXf2djYID09HVZWVjA1NUWjRo2gVqvh7++PCxcuQKVSYc2aNfj+\n++8BANu2bUN+fj4WLlyIx48fw8PDA4cOHULHjh1FSMQYY4wxVjMzsQtgjDHGGBNbaWkppk+fjrS0\nNCgUCqjVagD4z5o/8fHxuHLlCg4fPgwAePjwITIyMnjQhzHGGGNGiQd9GGOMMdYgZWZmQqFQoGXL\nlliyZAnatGmDPXv2QKfToXHjxtU+b+PGjfD29n6BlTLGGGOM1Q+v6cMYY4yxBic/Px9BQUGYMWMG\ngPIrduzs7AAAUVFR0Ol0AP47JczHxwcRERHQarUAgPT0dBQ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sW2fMLLqYzSJ9f+Zm9Xxmpx1GIiIiIiIi8osOHoT33oO33oK8PLjjDujSBZ59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\nTYnRaFR5ZA/GzZs30a9fP9SsWRPHjh2Dvb29rt5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V1VXS0tIkLi5O/Pz8rD+TR48ele7d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\n", 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i4mICAwPP+t7ExETCw8MB8Pf3p3379sTGxgKnLmPTWGONNdZYY4011lhjjTXW\nWGOnjU+ehMWLY7n8cggNzSQz07vq09ic8fTp09mwYYO7v1Ih6zfk5+db7dq1c4/9/f3LPR8QEGBZ\nlmWNHDnSmjdvnnt+2LBh1qJFi6x169ZZPXr0cM+vWrXKuuuuuyzLsqx27dpZLpfL/dy1115r7d27\n96waKlGmGCgjI8PTJdQok/OZnM2ylM/plM+5TM5mWcrndMrnXCZnsyzlc4Jjxyxr8GDL6tzZsvbt\nK/+cCfkqYno+J6io31Lnt1tK5ZUtRQMoLCykadOmgH3l0K5du9yvKygoICwsjNDQUAoKCs6aL3vP\nzp07ATh+/DgHDhw459VFIiIiIiIiIqY5cgTuvRd++gmWLwd/f09XJHLKBe9hNH78eIKCgpgwYQLJ\nycns37+f5ORkcnNzefDBB1mzZg0ul4sePXqwbds2fHx86NSpEzNnziQ6Opo777yT0aNHExcXR0pK\nChs3buT1118nLS2NxYsXk5aWdnaR2sNIREREREREDHLwIPTvD02bwttvQ716nq5IaqOK+i0VNowG\nDhxIVlYWe/bsITg4mKlTp3L33XczYMAAdu7cSXh4OAsXLsT/P23QadOmMWvWLHx9fZkxYwa9e/cG\nICcnh8TERA4fPkx8fDwzZ84E4OjRowwaNIivv/6aoKAg0tLSzrmOTg0jERERERERMcWePdCnD3Ts\nCK++CnXreroiqa2q3DDyFmoY1U6ZmZnujblMZHI+k7OB8jmd8jmXydlA+ZxO+ZzL5GygfN6ooAB6\n9oQ//AGeew58fM7/WifmuxCm53OCivotF7yHkYiIiIiIiIhcuLw8uO02GDoUpk2ruFkk4mm6wkhE\nRERERESkhm3YAPHxMHUqDB/u6WpEbBX1W3wvcS0iIiIiIiIitcrnn8M990BKCvzxj56uRqRytCRN\nvFZmZqanS6hRJuczORson9Mpn3OZnA2Uz+mUz7lMzgbK5w3++U97v6J58y68WeSEfBfD9HxOp4aR\niIiIiIiISA1IS4PERFi6FHr18nQ1IhdGexiJiIiIiIiIVLM33oBnn4X0dIiK8nQ1IuemPYxERERE\nRERELgHLguRk+N//hVWr4NprPV2RSNVoSZp4LdPXs5qcz+RsoHxOp3zOZXI2UD6nUz7nMjkbKN+l\ndOIEfPABdOkC8+fbG11fbLPIm/LVBNPzOZ2uMBIRERERERGpol9/hbfegunTITAQ/vIXe5NrX/1t\nWxxOexjwOBf8AAAgAElEQVSJiIiIiIiIXKAff4RXX4V//ANuuw2eeAI6dwYfH09XJlJ5FfVbtCRN\nREREREREpJK++w6GDoXISNi3D774wl6KdtttahaJWdQwEq9l+npWk/OZnA2Uz+mUz7lMzgbK53TK\n51wmZwPlqy6WBStXQlwc9OwJ11wDeXnw2msQEVFz36vzJ56kVZUiIiIiIiIi51BaCmlp8Pe/w/Hj\n9rKzxYvhsss8XZlIzdMeRiIiIiIiIiKnOXTI3pvo73+HNm3sjax799aSMzFPRf0WXWEkIiIiIiIi\nAvzyC7z+ut0o6twZli6Fm27ydFUinqE9jMRrmb6e1eR8JmcD5XM65XMuk7OB8jmd8jmXydlA+Srr\n4EFISoJrr4V162DFCnj/fc83i3T+xJOq3DBKSkqibdu2REVF8eCDD3L06FGKi4vp2bMnrVu3plev\nXuzfv7/c6yMiImjTpg3Lly93z+fk5BAVFUVERARjxoy5uDQiIiIiIiIilbR/Pzz7rN0o2rQJMjNh\nwQKIivJ0ZSKeV6U9jLZv3063bt3YvHkz9evX5/777yc+Pp5NmzbRpEkTxo8fz/PPP8++fftITk4m\nNzeXBx98kLVr1+JyuejRowd5eXn4+PgQHR3Nq6++SnR0NPHx8YwePZq4uLjyRWoPIxEREREREakm\nxcUwY4Z9l7O77oJJk6B1a09XJXLpVdRvqdIVRo0aNcLPz49Dhw5x/PhxDh06RPPmzVm6dCkJCQkA\nJCQksHjxYgCWLFnCwIED8fPzIzw8nFatWpGdnU1hYSElJSVER0cDMHjwYPd7RERERERERKrTnj3w\n179CRAS4XJCdDW+9pWaRyLlUadPrwMBAnnjiCX73u9/RoEEDevfuTc+ePSkqKiI4OBiA4OBgioqK\nANi9ezcxMTHu94eFheFyufDz8yMsLMw9HxoaisvlOud3JiYmEh4eDoC/vz/t27cnNjYWOLXuUWOz\nxmVz3lKP8lV+vGHDBh5//HGvqUf5lE/5vKe+ixlPnz7d6D//lc/ZY+Vz7rjssbfUo3w1k2/fPvjq\nq1jefBM6d87ktdfggQc8X3915XPq2PR83jiePn06GzZscPdXKmRVwbZt26zrr7/e2rNnj3Xs2DGr\nf//+1ty5cy1/f/9yrwsICLAsy7JGjhxpzZs3zz0/bNgwa9GiRda6deusHj16uOdXrVpl3XXXXWd9\nXxXLFIfLyMjwdAk1yuR8JmezLOVzOuVzLpOzWZbyOZ3yOZfJ2SxL+QoLLWvcOMsKCLCsP//Zsnbu\nvDR1VZfafv6k5lXUb6nSHkYLFixgxYoVvPnmmwDMnTuXr776is8++4yMjAxCQkIoLCyka9eubNmy\nheTkZAAmTpwIQFxcHFOmTKFly5Z07dqVzZs3AzB//nyysrJ44403yn2f9jASERERERGRyioshBde\ngDlzYNAgGD8eQkM9XZWI96n2PYzatGnDV199xeHDh7Esi5UrVxIZGUnfvn2ZM2cOAHPmzKF///4A\n9OvXj7S0NEpLS8nPzycvL4/o6GhCQkJo1KgR2dnZWJbF3Llz3e8RERERERERuRC7d8OYMdC2rT3e\ntMne3FrNIpELV6WG0Q033MDgwYPp2LEjv//97wF45JFHmDhxIitWrKB169Z89tln7iuKIiMjGTBg\nAJGRkfTp04eUlBR8fHwASElJYfjw4URERNCqVauz7pAmtdfp61lNZHI+k7OB8jmd8jmXydlA+ZxO\n+ZzL5GxQe/IVFMCoUdCuHfj6Qm4uvPwyNGvm2fouVm05f+KdqrTpNcD48eMZP358ubnAwEBWrlx5\nztdPmjSJSZMmnTXfoUMHNm7cWNUyREREREREpJb66Sf4859h/nwYNgw2b4b/3IdJRC5SlfYwutS0\nh5GIiIiIiIiU2bkTkpJg4UIYPhyeeAKaNvV0VSLOU+17GImIiIiIiIhcatu3w6OPwo03gr8/bNkC\nzz+vZpFITVDDSLyW6etZTc5ncjZQPqdTPucyORson9Mpn3OZnA3MyffjjzByJHToAEFB8O9/21cY\nbdqU6enSapQp5+98TM/ndGoYiYiIiIiIiFc6eBCeftq+65mfn31F0bRp0KSJpysTMZ/2MBIRERER\nERGvcuQIvP46JCdDnz4wZQq0bOnpqkTMU1G/pcp3SRMRERERERGpTidOwNy5MHky3HADfPoptGvn\n6apEaictSROvZfp6VpPzmZwNlM/plM+5TM4Gyud0yudcJmcD5+SzLFi61G4SvfkmvPOOPf6tZpFT\n8lWV8okn6QojERERERER8ZjPP4eJE+HAAXsJ2p13go+Pp6sSEe1hJCIiIiIiIpfcxo0waZL9c+pU\neOghqFvX01WJ1C4V9Vu0JE1EREREREQume+/h8GDoUcP6N4d/v1ve6xmkYh3UcNIvJbp61lNzmdy\nNlA+p1M+5zI5Gyif0ymfc5mcDbwrX34+DBsGnTrBNddAXh48/jjUr1/1z/SmfDVB+cST1DASERER\nERGRGrNjBzzyCHTsCM2b242iZ56BRo08XZmIVER7GImIiIiIiEi1KyiAadNgwQJ49FF44gkICvJ0\nVSJyOu1hJCIiIiIiIpfE7t0wahTccAM0bAhbttiNIzWLRJxFDSPxWqavZzU5n8nZQPmcTvmcy+Rs\noHxOp3zOZXI2uLT5CgvtPYnatbP3Jdq8GZ5/Hq66qua+U+fP2UzP53RqGImIiIiIiEiVFRXZy83a\ntgUfH8jNhRdfhKZNPV2ZiFyMKu9htH//foYPH86mTZvw8fFh9uzZREREcP/997Njxw7Cw8NZuHAh\n/v7+ACQlJTFr1izq1q3LzJkz6dWrFwA5OTkkJiZy5MgR4uPjmTFjxtlFag8jERERERERr/L99/D6\n6zBrFjz8MEycaG9qLSLOUSN7GI0ZM4b4+Hg2b97Mt99+S5s2bUhOTqZnz55s3bqV7t27k5ycDEBu\nbi4LFiwgNzeX9PR0RowY4S7oscceIzU1lby8PPLy8khPT69qSSIiIiIiIlKDDh+GefOga1e45Raw\nLPj2W5g5U80iEdNUqWF04MABVq9ezdChQwHw9fWlcePGLF26lISEBAASEhJYvHgxAEuWLGHgwIH4\n+fkRHh5Oq1atyM7OprCwkJKSEqKjowEYPHiw+z0ipq9nNTmfydlA+ZxO+ZzL5GygfE6nfM5lcjao\nnnyWBevWwYgREBYG77wDf/6zfRe0v//dnvMUnT9nMz2f0/lW5U35+flcddVVDBkyhG+++YYOHTow\nffp0ioqKCA4OBiA4OJiioiIAdu/eTUxMjPv9YWFhuFwu/Pz8CDvt/7qEhobicrkuJo+IiIiIiIhU\ng7177eZQaiocPAhDh8KGDdCihacrE5FLoUoNo+PHj7N+/XpeffVVbr75Zh5//HH38rMyPj4++Pj4\nVEuRAImJiYSHhwPg7+9P+/btiY2NBU51JTXWWGPvGZfxlnqUT/mUz/njsjlvqUf5lE/5vKe+ixnH\nxsZ6VT2eznfyJLz0UiYffwzr18dy552QkJBJ+/bQrZvn81xsPqeNlU/j6h5Pnz6dDRs2uPsrFanS\nptc//vgjt9xyC/n5+QB8/vnnJCUl8cMPP5CRkUFISAiFhYV07dqVLVu2uJtJEydOBCAuLo4pU6bQ\nsmVLunbtyubNmwGYP38+WVlZvPHGG+WL1KbXIiIiIiIiNcKy4Icf7L2JZs+GoCD7aqIHH4SAAE9X\nJyI1qdo3vQ4JCaFFixZs3boVgJUrV9K2bVv69u3LnDlzAJgzZw79+/cHoF+/fqSlpVFaWkp+fj55\neXlER0cTEhJCo0aNyM7OxrIs5s6d636PSFkn1FQm5zM5Gyif0ymfc5mcDZTP6ZTPuUzOBnY+y4I9\ne2DtWnjvPXjhBXs/oj59oE0buPxyuO02+zWLF0NOjr1HkROaRbXh/JnM9HxOV6UlaQCvvPIKDz30\nEKWlpVx77bXMnj2bEydOMGDAAFJTUwkPD2fhwoUAREZGMmDAACIjI/H19SUlJcW9XC0lJYXExEQO\nHz5MfHw8cXFx1ZNMRERERETEoUpL4cgR++exY/Zxvsenj48etTejzs+3j02b4Oefwc8PwsPh6qvt\nn5GREB9/anzFFR4OLCJep0pL0i41LUkTERERERFTnDgBP/4IO3fCrl32Ufa47GdxMVx2GdSrZzd7\n/Pwq97h+fQgNLd8cCg8Hf38PhxYRr1RRv0UNIxERERERkWpy5AgUFpY/yppCZQ2hwkJ7n6AWLeB3\nv7N/nvk4OBjq1vV0GhExXbXvYSRyKZi+ntXkfCZnA+VzOuVzLpOzgfI5nfI5V2WzHT4MeXmwahUs\nWAAvvwzjx8OgQdCjB7RtC4GB0Lgx3HEHjB0Lc+faS8IaN7b3C/qf/4GMDCgpsZtGa9bAokX2Z40b\nB3/8I3TqBM2bV1+zyORzB8rndKbnc7oq72EkIiIiIiJimiNHYMsWu9GzaRN89539c/duu5HTrFn5\no23b8uPAQKijf5YXEQNoSZqIiIiIiNQ6paWwdWv5ptCmTfaSsWuugXbt7GZQ27b242uvBV/9c7uI\nGEZ7GImIiIiISK114oTdDPr8c/v45hv44Qdo2bJ8U6htW4iIsDeRFhGpDbSHkTiS6etZTc5ncjZQ\nPqdTPucyORson9Mpn3c5fNjea2jaNPvW8UFBcN99kJNj7zf07ruwb5+99GzUqEymToUBA+yGkWnN\nIqeduwulfM5mej6n00WVIiIiIiLiaHv3wr/+Vf4Konbt4Lbb4E9/grfegqZNPV2liIizaEmaiIiI\niIg4yq5dkJkJq1fbDSKXC2Ji7AbRbbdBdDRccYWnqxQR8X7aw0hERERERByrrEFUdhw8aN+6/o47\n7AZRVJQ2pBYRqQrtYSSOZPp6VpPzmZwNlM/plM+5TM4Gyud0yle9du2CuXNh2DD77mQ33QRLl576\n+dNPsGgRjBoFN954cc0inTtnUz5nMz2f06kPLyIiIiIiHnXmFUQlJfbVQ7GxMG4cREaCj49naxQR\nqW20JE1ERERERC6pPXvgs8/g009h5cryDaLYWDWIREQuFe1hJCIiIiIiHvPrr/YG1StX2k2iH36A\n22+H7t3to107NYhERDxBexiJI5m+ntXkfCZnA+VzOuVzLpOzgfI5nfKVd+wYfPEFTJ1qXzkUHAxJ\nSdCoEbz2mn2F0bJl8Pjj9obVnmwW6dw5m/I5m+n5nE57GImIiIiIyEXbsgXS0+2riFavhmuugR49\n4KmnoEsX3eZeRMRptCRNREREREQu2MmTsHYtLF4MH3wAv/wC8fF2k6hrV7jqKk9XKCIiv0V7GImI\niIiIyEU7dsy+i9kHH8CSJdC4MfzhD9C/P3TsqH2IREScpsb2MDpx4gQ33ngjffv2BaC4uJiePXvS\nunVrevXqxf79+92vTUpKIiIigjZt2rB8+XL3fE5ODlFRUURERDBmzJiLKUcMY/p6VpPzmZwNlM/p\nlM+5TM4Gyud0Juf75ReYOjWThx+29yJ6+mlo2dK+y1luLjz3HNx8s3ObRSafO1A+p1M+8aSLahjN\nmDGDyMhIfP7zp0NycjI9e/Zk69atdO/eneTkZAByc3NZsGABubm5pKenM2LECHcH67HHHiM1NZW8\nvDzy8vJIT0+/yEgiIiIiInIx9uyB2bOhXz9o3tzeoLpzZ/juO/jqK5gwAa67ztNViohITarykrSC\nggISExP561//yksvvcSyZcto06YNWVlZBAcH8+OPPxIbG8uWLVtISkqiTp06TJgwAYC4uDieeeYZ\nWrZsSbdu3di8eTMAaWlpZGZm8sYbb5QvUkvSRERERERqVEkJ/N//wdy5sG4d9OxpLzeLjwd/f09X\nJyIiNaGifkuV75I2duxY/va3v3Hw4EH3XFFREcHBwQAEBwdTVFQEwO7du4mJiXG/LiwsDJfLhZ+f\nH2FhYe750NBQXC7XOb8vMTGR8PBwAPz9/Wnfvj2xsbHAqcvYNNZYY4011lhjjTXWWOPKj2+7LZYV\nK+DFFzPJzobu3WN59FF48slM6tf3fH0aa6yxxhpX73j69Ols2LDB3V+pkFUFy5Yts0aMGGFZlmVl\nZGRYd911l2VZluXv71/udQEBAZZlWdbIkSOtefPmueeHDRtmLVq0yFq3bp3Vo0cP9/yqVavcn3W6\nKpYpDpeRkeHpEmqUyflMzmZZyud0yudcJmezLOVzOiflO3nSsnJyLOvxxy0rONiyOnWyrFdftayf\nfz7/e5yU70KZnM2ylM/plE9qWkX9lipdYfTFF1+wdOlSPv74Y44cOcLBgwcZNGiQeylaSEgIhYWF\nNG3aFLCvHNq1a5f7/QUFBYSFhREaGkpBQUG5+dDQ0KqUJCIiIiIiFdi5E955x15yduQIDBoEq1ZB\n69aerkxERLxRlfcwKpOVlcWLL77IsmXLGD9+PEFBQUyYMIHk5GT2799PcnIyubm5PPjgg6xZswaX\ny0WPHj3Ytm0bPj4+dOrUiZkzZxIdHc2dd97J6NGjiYuLK1+k9jASEREREblgBw7A++/bTaJvv4X7\n7rMbRbfe6ty7momISPWpkT2MzvwCgIkTJzJgwABSU1MJDw9n4cKFAERGRjJgwAAiIyPx9fUlJSXF\n/Z6UlBQSExM5fPgw8fHxZzWLRERERESk8o4ehfR0+2qi5cuhWzcYNQruvBPq1/d0dSIi4hR1LvYD\n7rjjDpYuXQpAYGAgK1euZOvWrSxfvhz/026nMGnSJLZt28aWLVvo3bu3e75Dhw5s3LiRbdu2MXPm\nzIstRwxStjmXqUzOZ3I2UD6nUz7nMjkbKJ/TeTrfyZOQmQmPPALNm8NLL0GPHvDDD/adz+655+Ka\nRZ7OV5NMzgbK53TKJ55ULVcYiYiIiIjIpWVZsGEDvPsuzJ8PTZrAQw/Zcy1aeLo6ERFxuovew+hS\n0B5GIiIiIiK277+3G0TvvmtvXv3ggzBwILRt6+nKRETEaSrqt6hhJCIiIiLi5X76CRYssJtE338P\nAwbYVxPFxGjzahERqbqK+i0XvYeRSE0xfT2ryflMzgbK53TK51wmZwPlc7qayPfDDzBjBnTvDq1b\nw5o1MHkyuFzw6qtwyy2Xrllk8vkzORson9Mpn3iS9jASEREREfECJ0/C2rWwdKl9/PQT9O0LY8bY\nG1hffrmnKxQRkdpES9JERERERDzk8GFYudJuEH34IQQGQr9+9hEdDXXrerpCERExmfYwEhERERHx\nEkVF8NFHdpMoIwNuusluEPXtC61aebo6ERGpTbSHkTiS6etZTc5ncjZQPqdTPucyORson9NVlO/X\nX+HTT+39h269Fa67Dj75BO67D/Lz7abR2LHe3Swy+fyZnA2Uz+mUTzxJexiJiIiIiFSj4mL4/HNY\nvRpWrYLvvoMbb4QuXWDKFLjjDqhXz9NVioiIVExL0kRERERELoLLZTeHyhpEO3bYt7vv0gVuv93e\ni6hBA09XKSIicjbtYSQiIiIiUg0sC/Lyyl9BdOAA3Hab3Rzq0sW+mshX1/GLiIgDaA8jcSTT17Oa\nnM/kbKB8Tqd8zmVyNlA+b3XkCPzrX/DCC3D33dC0KfTsad/ZrFMne+Pqn36Cxx/PZNw4uPlmM5tF\nTj1/lWFyNlA+p1M+8SQD/zgTEREREaman36CL76wm0T/+hd88w1cfz107gwPPQSvvQZhYZ6uUkRE\npOZpSZqIiIiI1EonT8LmzXZjqKxJ9PPPcMstdoOoc2f7iqErr/R0pSIiIjVDexiJiIiISK1mWfD9\n97Bu3alj/Xp7idmtt55qEEVGQh1t2iAiIrWE9jASRzJ9PavJ+UzOBsrndMrnXCZnA+WrTpYF+fnw\n3nswYQJ07w6BgfbP996DoCD4619h+3bYtg3efhsefRTatat6s0jnz7lMzgbK53TKJ55UpT8Sd+3a\nRdeuXWnbti3t2rVj5syZABQXF9OzZ09at25Nr1692L9/v/s9SUlJRERE0KZNG5YvX+6ez8nJISoq\nioiICMaMGXORcURERESkttm7Fz74wG4C9e4NTZrYdy2bN89eTvaXv8C//23f7v799+Gpp+yNqwMD\nPV25iIiI96rSkrQff/yRH3/8kfbt2/PLL7/QoUMHFi9ezOzZs2nSpAnjx4/n+eefZ9++fSQnJ5Ob\nm8uDDz7I2rVrcblc9OjRg7y8PHx8fIiOjubVV18lOjqa+Ph4Ro8eTVxcXPkitSRNRERERP6jtBS+\n/BJWrIDly2HLFntZWadO0LEjdOgAzZt7ukoRERHvV1G/pUp3SQsJCSEkJASAK6+8kuuvvx6Xy8XS\npUvJysoCICEhgdjYWJKTk1myZAkDBw7Ez8+P8PBwWrVqRXZ2Ni1btqSkpITo6GgABg8ezOLFi89q\nGImIiIhI7WVZsHWr3RxavhyysqB1a+jVy77d/S23QP36nq5SRETELFVqGJ1u+/btfP3113Tq1Imi\noiKCg4MBCA4OpqioCIDdu3cTExPjfk9YWBgulws/Pz/CTrsvaWhoKC6X65zfk5iYSHh4OAD+/v60\nb9+e2NhY4NS6R43NGpfNeUs9ylf58YYNG3j88ce9ph7lUz7l8576LmY8ffp0o//8V77y46VLM1m/\nHlyuWJYvh8OHM+nYERISYpk9G777ztn5nDY2OV/ZY2+pR/mUT/m8pz4Tx9OnT2fDhg3u/kpFLuou\nab/88gt33HEHTz/9NP379ycgIIB9+/a5nw8MDKS4uJhRo0YRExPDQw89BMDw4cPp06cP4eHhTJw4\nkRUrVgCwevVqXnjhBZYtW1a+SC1Jq5UyMzPd/1GbyOR8JmcD5XM65XMuk7OB8h04ANnZsGqVvdRs\n82bo0sW+iqhXL2jTBnx8Ll29F6q2nz8nMzkbKJ/TKZ/UtIr6LVVuGB07doy77rqLPn36uP8ls02b\nNmRmZhISEkJhYSFdu3Zly5YtJCcnAzBx4kQA4uLimDJlCi1btqRr165s3rwZgPnz55OVlcUbb7xR\n6QAiIiIi4iyWBT/8AF98YR//+pc97tDBvrV9z572nkRaZiYiIlKzKuq31KnKB1qWxbBhw4iMjHQ3\niwD69evHnDlzAJgzZw79+/d3z6elpVFaWkp+fj55eXlER0cTEhJCo0aNyM7OxrIs5s6d636PiIiI\niJjh6FF7k+oXX4R77oFmzeD222HZMrjuOnjzTSgutvcmmjYNunZVs0hERMTTqtQw+te//sW8efPI\nyMjgxhtv5MYbbyQ9Pd29vKx169Z89tln7iuKIiMjGTBgAJGRkfTp04eUlBR8/nNNcUpKCsOHDyci\nIoJWrVppw2txO309q4lMzmdyNlA+p1M+5zI5G5iT7+RJyM+3b3M/frx9e/vAQBg8OJMdO+C+++yl\nZwUFsHAhPP44REdDvXqervzimHL+zsfkfCZnA+VzOuUTT6rSpte33XYbJ0+ePOdzK1euPOf8pEmT\nmDRp0lnzHTp0YOPGjVUpQ0REREQ8qKgIvvsONm60f373HWzaBP7+EBVl371s6lS7IbRuHWibChER\nEee4qE2vLxXtYSQiIiLiOQcP2o2gM5tDx4/bjaGoKGjX7tTh7+/pikVERKQyamTT60tJDSMRERGR\nS+OXXyAnB9assY916+CnnyAy0m4GlTWHoqIgJMS771wmIiIiFav2Ta9FLgXT17OanM/kbKB8Tqd8\nzmVyNvBMvmPH4Ouv4R//gGHD7CZQcDA89RS4XPCHP8Ann9hXGK1dC7Nnw7hx9m3umzW7sGaRzp+z\nmZzP5GygfE6nfOJJVdrDSEREREScpexW9mVXDq1ZA998Ay1b2nsMdeoEf/6zffWQ0zegFhERkYun\nJWkiIiIihjh6FHbssO9Sdubx/fdwxRV2c6js6NABGjXydNUiIiLiKdrDSERERMThLAt+/RV+/vn8\nTaE9eyAsDK6++tQRHm7/vOYae7mZiIiISBntYSSOZPp6VpPzmZwNlM/plM+5TMpmWXDoEOzcae8h\ntGIFPP10Jq+8ApMn20vDHngAevSA9u3tJlCDBtC0KdxxBzz9NGRk2HsIde8Ozz0HX3xhN5S+/x5W\nroT//V+YNAkefNC+vb2nm0Umnb9zUT7nMjkbKJ/TKZ94kvYwEhEREamisqt+9u2D4mL72Lv31OOK\nxj4+0KTJqePECftOZE2awPXXQ1BQ+eeDguDyyz2dWERERGoLLUkTERGRWuXkSSgpgf37zz4OHrRv\nK3/6UVJy/rlff4XLLoOAALuhExhoH+d7fPq4QQNP/yZERESkttMeRiIiImKEsqVcBw/CgQP2z7Lj\n9PHpTaB9+85uCl1+Ofj7n300agRXXln+aNjw/HNXXAF163r6tyIiIiJSNWoYiSNlZmYSGxvr6TJq\njMn5TM4Gyud0yud5J07YTZw9e84+9u49dwPo4EHYuzeTw4djqVcPGje2mztlx5njMxtBAQGnHjdu\nDL5euCjfCefuYiifs5mcz+RsoHxOp3xS0yrqt3jh/7skIiIi3syy7Nu3l5TYx8GDZz8+cODcDaE9\ne+yrfBo3Lr8/T9lx1VXQqtW5m0Hffgt9+oCfn6d/AyIiIiLm0xVGIiIiXuzkSSgtPXUcPVr14/jx\n8x/Hjp17vrT03I0hsJs4DRvax5mPGzU6uxFU9jggwDuv8BERERGpbXSFkYiIOJ5llW+aVPSz7M88\nHx/7ONfjc82dOGEfx49X/mdZs6Xsu8+ssTLjih4fPw716tlH/fqnflbl8POz9+7x9a348PMr/7is\nEXR6Y6h+/Ut7/kVERETk0lLDqJazLPtfr0+csH/6+Nh/QahT59RfojzF9PWsVclnWeWPkyfPniv7\ni/JvzZWNz3TmX6gr+/h0q1dncvvt58928uSp2s/1+Leeq+zcmb+j038H5/t9nPm7OdfPjRszadcu\n9pzPn/79Zf+7Kvt5vsdlP6v6+zjffxOVfe7M31VhYSZNm8ZW+JoLfa6sEVOW98zH5xuf3jj5/9u7\n7zsAPTsAAB39SURBVLAozrUN4PeyiGIvYOziOXYsFKPRiygqthixxSNgbNiwYxRrJETR2GIDu1hQ\nrBjF5KhARFaPUTSiqMEIKgqKBQsRFYTdfb4/9tsRCEsTnZ3J87uuvZZt+t5bnp15dt6ZrCxd8yJ7\n0ySvczMzXQ0z9NqmpkaiUiXHPG9XKnU1sCjnSmXO/7t0ad3OkHM3eXJf1mfJ/djcjylVqmj1WM61\nU87ZAM4ndZxPuuScDeB8Usf5mJi4YWRkNJp3m/3rT/rN//WH8M1+Oa/Tq1e6FazcK6N5nRPpVkSU\nyncrWPrbTUz+vlKkP+W+Tt9g0p9yXzZ0myFEwOPHV/DJJ4553lacU255NT4MNUPya8QUdJuhlf2M\njCsoVcoxz9vyenzusef3HOfeesLQdXnlzH5e2L9ze/v2CszMHPO8Tb9Srs+gz6H/O/fl7Fmzv9cM\n3T+vxxl6Dgw9H3lthZL9/O7dK2jQwNHg1ir6ceo/Q9nP8/u7MM9H9vvnzmjo7/wu53UeGnoFX3zh\naPDfzev/KWg8uetFXn/ndVvu5klJNLJXr74CT8+8359ycOXKFdkueMk5G8D5pI7zSZecswGcT+o4\nHxOTUTSMTpw4AU9PT2g0GowePRqzZs0Se0hFptXqGjX6I7r89VfOv7M3gAxd9/Kl7lDB5cu/2+Q/\n+z4hcp9q1cp5WX+YX/1UgbxWVvNaec1rBSz7FgHZp18Yui6vLV0Mbf2S/bb8Vv62bEnF2LF535Zf\no6SgJoo+X+6/82uMFNSIMXRbfs2P5ctTMXt2/g0OQw0PY+fjkwofH7FH8eHIPd/t26lwcxN7FB9O\namqq2EP4oOScT87ZAM4ndZxPuuScDeB8Usf5mJhEbxhpNBpMmjQJv/76K2rXro1PP/0Uzs7OaNas\nWY77RUTozvOaHmJoC478rtNodNMbinpKT/97M+ivv3TNonLl3h3NRX9El9znVlaGDwFcsaLu3zAx\n+XjPvyEKxbv9V4jll18Ae3vx/v8PrUwZ3eGdGWOMMcYYY4wxYyN6w+jChQto2LAhrKysAAAuLi4I\nCQn5W8No4ULD00MMTUMxdJ1+ekSpUoZP5ua6Bk7u68uWzbshVKGC7t9kJefu3btiD+GDknM+OWcD\nOJ/UcT7pknM2gPNJHeeTLjlnAzif1HE+JiYFiXy8+uDgYISGhmLLli0AgN27dyMqKgp+fn7CfRRS\nmYfDGGOMMcYYY4wxJiGG2kKib2FUmGaQyD0txhhjjDHGGGOMsX8U0feWU7t2bSQlJQmXk5KSUKdO\nHRFHxBhjjDHGGGOMMfbPJnrDqE2bNoiPj8fdu3eRmZmJ/fv3w9nZWexhMcYYY4wxxhhjjP1jid4w\nMjU1hb+/P3r06IHmzZtj8ODBf9vhNWNSp9VqxR7CB5OWlgaAp44yJgauLYyxD4FrC2OMMcAIGkYA\n0KtXL9y8eRO3bt3CnDlzxB4OE4EcF0yuXr2Kn3/+GRkZGTAxMYqPWom6dOkSBg4ciK1btwKQ387p\nHz58CADQaDQij+TDiIqKwpw5c2T52ctOjvm4tkgb1xZ5kGM+ri3yIdf6kpCQIPYQPqjMzEyxh/BB\nZWRkiD0EVgzy+zZgkhEbG4szZ84AgKwWTFJTUzFhwgQMHToUAQEBmDt3rqwOF/n8+XNMmjQJEydO\nxLVr14SFErVaLfLISsbr168xdOhQ1K5dG1evXoVSqZTVgtfLly8xYcIETJo0CXXr1oWJiYnsVny4\ntkgT1xZp49oiXVxb5OG3337D/PnzAQBKpVLk0ZSs6OhoODk5wdvbW3avGwCcO3cOQ4YMgY+PD+Li\n4mT13QAAFy9exIABA+Dp6YmTJ0/KLp/cyefbjkmGWq3GuHHj4OrqirVr12LZsmX4/fffAchj8+Cl\nS5fCzMwMMTEx2L59O+Li4mBubi72sErMN998AxMTE5w/fx5bt27Frl27AOiml8pBSEgI6tatC09P\nT4wfPx6AvBa8fH19cf78eYSFhWHChAkA5LPiI/fasnz5clnXFi8vLygUCtnWlqNHj6JOnTqyrS2L\nFi3i2iJRy5YtQ+nSpWVbW6ZPny7r5RYA2LlzJ4YPH45FixZh//79AOTTEPP19YWLiwsGDx6MXbt2\nyep1A4Br165hypQp+PLLL1G9enVs2bIFgYGBYg+rRBARZs+eDQ8PD/Tt2xf16tXDjh07kJKSIvbQ\nWBHI45ucScq1a9eQmpqKmJgYbNiwAWZmZli9ejXevHkj2c2Dw8LCcOLECQDAd999h9WrVwvXP3z4\nEBEREbh3756YQ3wvYWFhCA0NBQBs3LgRa9euBQBYWlqiefPm+PPPP8Uc3ns7ePAg/P39AQC9e/eG\np6cnVq5ciaSkJOzbtw+AtBe8Dh48CD8/PwDAqFGjUL16daSkpCA4OBjTp0/Hvn37JP3+1JNjbTl0\n6BAmT54MAJg3b57sasuhQ4cwZcoUAICfn5/wPpVLbYmOjhYyfPHFF5g2bZqsakt0dDRu3LgBAHB3\nd+faIiEJCQl4/fo1AF1tWbVqFQD51JaEhAS8efMGAODv7y+75ZbcatWqhYiICJw4cQIzZswAoGuI\nyaGh+fbtWzg4OGDMmDEAdHUnKytL5FGVnLNnz6Jp06ZwdXXF6NGjYW5ujt27d8ti+p1CoUCnTp0Q\nHh6O4cOHY8SIEcjMzESlSpXEHhorAm4YsY/izJkziI+PBwCkp6fjypUrUKvVsLCwQOnSpREbGyvM\nKZeS69evw8XFBYsXL0a1atUAAGXKlAEAqFQqrFixAqNGjcJ///tfLF26FPfv3xdzuEWWPV/VqlUB\n6PLppxkoFAokJyejXLlyAKT3S+urV68wYMAArFixAlWrVoVWq0WlSpVgYWEBAPjxxx/h5eUFQJq/\nRGbPV61aNajVajRp0gSfffYZevbsCX9/fzRt2hQHDhzA8uXLJff+BHTNsHXr1gHQLVTKpbb88ccf\ncHNzg6+vL9atW4fHjx+jbNmyAORRW7Ln8/f3F/LpmydSry137txB7969MXHiRAwfPhwnT55EpUqV\nhDoq9dqSPd+IESMQHh6OJk2aoF27drKpLdHR0bh58yYAedWWhIQE9OrVC6NGjcKwYcNw8+ZN4XN2\n6tQpydeW7PmGDh2aIx8g/dqit2fPHnh7eyMkJAQA0KVLF9SsWRPdu3dH/fr1halpUmxI67MdOXIE\nADBz5kwkJyfjm2++QZs2beDt7Y3hw4fj4MGDIo+0eHK/du3atUNiYiJu3bqF8uXLQ6lUolKlStiy\nZYvIIy2eyMhInD9/Xrjcq1cvVK1aFWfOnEH79u2RkJCA8ePHY+/evSKOkhWF0sfHx0fsQTB5u3z5\nMtq3bw9LS0vY29ujVq1auHz5MsLCwmBtbY2goCB06NABsbGxcHBwEFaKjBURQaFQ4NmzZ7C3t0eb\nNm0QHByM2rVr57iflZUVxo4di08//RRNmzbF6dOn0aBBA9SrV0+kkRdOYfIpFAoQESwtLREYGAiF\nQoF27doJtxkzfT4AuH37NmJjY3HkyBG0bNkSQM7xW1tbIzg4GImJiejcuTMyMjKMfuUuv3xarRYm\nJiZo27YtLCwssHr1atjb26Nly5aIjIyElZUV6tevL3KCwnn16hVcXFwQGhoKR0dHWFtbo3z58rh+\n/brka8vp06fh6emJnj17Yvv27UhNTYVSqUTTpk0BSL+25JdPP4XJwsJCcrUlOy8vLzRs2BB79uxB\nSkoKQkNDMXDgQKF2tmjRQnK1Jbvc+Y4fP45BgwahXbt2kq8td+7cwddff41Dhw7hp59+QoMGDfDZ\nZ58hOjpasrUlu/nz56NRo0bCtJDt27ejWbNm+OSTT9CgQQNJ1pbs8spnbW2N6tWrA5B+bSEibNy4\nEX5+fujRowe+++47lCtXDo0aNRKmEbZt2xZjx46Fu7s7KlasKPKICy+vbGXKlEH79u1RpkwZHD16\nFD/88APmzp2Lp0+f4vTp02jSpInwI5+xyytfhQoVYGtri8ePH2P16tUICQnB/fv34eLigocPH8LB\nwQGlSpUSe+iFkpaWBldXVyxZsgSvX79Gx44dYW5uDq1WC4VCgbS0NHTr1g2LFy/GixcvoFKp0LRp\nU+EHd2a8eAsjVuJy/1qTnJyMbt26Qa1WQ6VSwdzcHL6+vihVqhSmTp0KOzs7ODs7Q6PRoEqVKiKN\nuvDS09MBANWqVcOMGTPw9u1bAMCOHTsQGhqK27dvA9A9D/rnonnz5khJSUHdunXFGXQRFCUfAAwa\nNAhPnjyBRqORxEJX9iM0xMTECL+erlu3Dt9//z1UKhUyMjKELEeOHMGaNWvw3XffYerUqXj8+LEo\n4y6s/PL5+voiIiICZmZmGDFihLClWPPmzfHo0SOjXynIXluSkpJQo0YNREVFwc3NDSYmJqhSpQoW\nLlwIMzMzTJkyRbK1pXnz5ggLC8OUKVOQmZmJ+Ph4oZGi0WhyPA9SrC0F5dO/L6VWW/T5srKyUL58\neaEB9PLlSzRt2hQ3b96EQqGQbG3JL5+1tTViY2NRtmxZjBgxIsd3nxRqS3aLFy+GjY0Nzp07B2dn\nZ2zfvh1mZmbw9fWFmZmZpJdb9FubWFtbAwAmTZqECxcuYO/evcL7T8rLLYbyBQUF5fh8Sa22ZKff\nz9usWbPg7u6O9evX4+TJkzhz5oyw3NmiRQsMGjQIs2fPBgAcP35c5FEXTl7Z9NPsvvrqKxw+fBid\nOnUCADg5OSElJQUVKlQQedSFlzvfunXrEB4ejitXrsDX1xebNm3CiBEj8Msvv6BRo0a4evWqpPYl\nZmZmhs6dOyMoKAi1atUStgDTf8ZatGiBLl26AAA+//xzPH/+XFKv3z8ZN4xYict9yMTKlSujUaNG\nMDU1RVRUFFJTU1GvXj34+/vj4MGDmDp1Kho3boznz58L882NUXh4OJycnDBz5kxhM0pPT0/8/vvv\nqFGjBkJCQnDs2DH069dPmH6nVqsREhKCrl27ombNmsJ0BGNU1Hz6FbwHDx4gKSnJ6Hfeqs/n5eWF\nPXv2AADs7OxQo0YNuLu749y5c6hcuTIWL16MnTt3CkdwePLkCV6+fAmVSoVJkybhk08+ETOGQYXN\nt3TpUmzduhVqtRomJiYICQlBly5dUKtWLaP/lSe/ZpiPjw8iIiJQp04d+Pn5ITg4WHK1xcvLC/v2\n7YOFhQXKlSuH9PR0mJmZoVWrVggKCgKg20kyEUmythQ2n762JCcnS6627N+/H6VKlYKzszMSExNh\na2uL48ePQ6PR4Ouvvxb2BQdIs7bkl2/48OEIDQ0Vfk2WUm0x1AxLS0tDkyZNEBsbi3r16sHPz0+S\nyy1eXl44cOAATE1NUaVKFVy+fBkxMTGIiYlBixYtcO/ePTx//hyANJdbCsqXmJgo5AOkU1v0AgMD\noVKphAzNmjXDgwcPoFar4eTkhJYtW+J///sfkpKShJXzgIAA7Ny5E1WqVEFMTIzRTr0rKFvr1q0R\nGRmJxMREVK5cWXhcWFgYFApFjumGxii/fN26dUPLli1x6tQpJCUlwdraGv379wcAREREoF27dkZ/\npMnAwEBERkbixYsXKF26NMaMGQMnJyc0btwYly5dQlxcnLBlbXYnT56EiYmJ0b9+7P8RYyUkLCyM\nunbtShMnTqS9e/cK12/cuJECAgLo0aNH5OXlRfPmzaN9+/aRRqMhtVpNISEhZGdnR/PnzyeNRiNi\nAsPi4+Opbdu2dOTIEbp06RK5ubmRr68vERGFhITQ9u3bhfuOHDmS5s2bR0S656RNmzZ0+PBhMYZd\naEXNN3fuXOHy7du36dixYx97yEWSO5+rqyutWLGCsrKyaNq0aWRnZ0eZmZlERBQYGEjjx4+n1NRU\nSkpKonHjxtG+fftETpC/4ub77bffyNbW1ujfn9lrS1BQEBER3bx5k8aMGUMjR46kIUOG0KpVq6h7\n9+60YcMGUqvVRER05MgRydWWIUOG0KJFi4iI6O3bt0REdOrUKXJzc6MnT54QEZFGo6GTJ09KsrYU\nNh+RNGuLi4sLLVmyhIiIYmNjqU+fPsJ9FyxYQFOnTiUiosTEREnWlsLmO3v2rORqi/61OHnyJI0Y\nMYJsbGyoVatW5O3tTfb29nTixAnSarWk1WolWVsGDx5M69ato5cvX9KCBQuod+/e1KFDB7pw4QK5\nurqSn58fERGFh4dLsrYUlG/t2rXCY6VQW7RaLT148IA6depEnTt3pjFjxpCrqyulpqbSrl27aNas\nWXTjxg0iIkpISKC+fftSdHQ0Eeny9e/fnzp27EjXrl0TM0ae3idbREQE2djYUJ8+fSg2NlbMGAa9\nT76oqChydHSkLl26UHx8vJgxDDKUT/8dTqRbRps7dy4tWLBAuC49PZ3Cw8PJ1taW+vTpIzwHzPhx\nw4iViLwaDvoiERISQoGBgXTr1i1q1aoVVahQgXbv3k1EugXOAQMG0KFDh8Qcfp40Go2wILhr1y4a\nP368cNvWrVupYsWK9OjRoxz3JyIKDg4mDw8P0mq1H3fARfS++YjIqDMWlK9SpUr0/PlzUqlU5Ojo\nKLwnr1y5Qn379hWaDsZK7vn0itMMS0tLo5s3b0qytgQEBPztsxcWFka9e/emrKws4TMn1c+e3PPp\na+fjx48pOjqaRo4cKazUnD59mgYMGGD0nz2559MrbjPszz//lGRt0X8vPH78mIiIbt26Jdzm5+dH\nW7ZsEf4NYyX3fHpZWVlEpHuvubm5CdeNHz+ehg4dSm/fviV3d3fauXMnpaamEhHRsGHDaP78+URE\n9OLFCzp//rw4gy/A+2aLi4ujkJAQcQZfCMXN9+233xIR0ZMnT+jUqVOijL0wDOWbOHEi9e/fP8d9\nf/rpJxo/fjzFx8dTeno6ZWZm0tWrV+no0aMffdzs/fCUNFZsWq1W2FTy/PnzsLe3R9++fWFnZ4eu\nXbtixYoVePbsGR49eoQ1a9agR48e6Ny5M8aOHYu0tDSo1Wo0a9YMhw4dwoABA0ROk9O2bdtQu3Zt\nfPvttwCAVq1aYe/evcIhLtVqNRo2bCgc5YaIYGJigp07d8LHxwc9evQw6nnxJZEPMN4dRRYmn5WV\nFWbOnImOHTvC09MTK1euxJIlS+Dq6goHBwcAxnv0FLnnK6i2LFy4EGlpaejXrx8qVqyIAwcOANA9\nD8nJyTA3N0fjxo0lWVuysrJyfPYAoFu3brh48SLOnj0rfOak+tmTez61Wo1//etf8Pb2RpMmTaBQ\nKLB27VqsXbsWHh4ecHJygomJidF+9uSeL7/a4uTkhMWLF+PJkyfIyMiAhYUFbty4AQBwdHREUlIS\nNBoNmjRpIsnaolar8e9//xvTpk0DADRo0AAAsGnTJmzbtg22trYAIEwJNTbvm8/Ozg6A8eYDdPtw\nmzNnDubNm4fIyEjExcUJ0yNNTU3h5+eHEydOIDY2Fq6uroiKihKOEqpUKtG2bVsAul1B6HfobSxK\nKlujRo3g7OwsWg5D3jef/vWytLSEo6OjWDEMKijfmjVrcPbsWahUKuEx/fv3R506ddCjRw/Ur18f\n8fHxaNmyJfr06SNWDFZcYnarmHQFBARQjRo1aM6cOUREFBMTQ5UrV6Y7d+4QkW4aWuvWrWny5Mn0\n9OlTmjVrFqWkpBAR0Y4dO2j37t2UmZlplL8ip6WlkbOzM61atYpsbGyETSanTp1KgwcPpg4dOpCb\nmxtdvXqVevXqRY8ePaKnT5/S9OnTqVOnTnThwgWRE+SP8+XMl5ycTES6zYA3bNhAZ8+eFXP4BZJ7\nvsLWltGjRxPRu2lnP/zwAzVr1oyWL19OarVaFrXl4cOHRKSburVp0ybhOTBWnO9dvp49e1JaWhrF\nx8fThg0byN3dnc6dOydygvzJPV9haouNjQ2NGzeOXr9+Te7u7uTh4UFr1qyh5s2b0/r164Upacam\nON/rWq2WVq5cSW3atKGoqCiRE+RP7vmIiCIjI6l169bk4eFBmzdvJgcHBzp+/DjVrVs3x/j9/f2p\ne/fuRKR7D3/xxRfUtm1b6tevH6WlpYk1/HzJORsR59Nbv349derUSbi8f/9+Klu2LI0aNUrY8o9J\nEzeMWJEVdaEy+5xWonf7rTBm9+7dIyKiWbNm0X/+8x8iIlKr1fT06VM6ffq0cJ/hw4dTVlYWZWZm\nUkJCgljDLTLO9y7fmzdvRBtncck1n9ybYURFe+3S09NFG2dxcT7dffRTD6RGrvnk3gwjKtpnLyMj\ng4iIXr16Jc5gi0Hu+VQqFQUGBgqXPTw8aP369bRt2zays7MjIl3ehw8f0sCBA4VG5/Pnz+n+/fui\njLmw5JyNiPMRvcv31VdfCflUKhWpVCpRxsxKFjeMWLEUdaVAq9VKYt54bg8fPqQ2bdrQiRMniIhy\n7Jth7ty55OHhIcznlSLO5yGZ/W3kRY755NoMy02Or112nI/zGRu5NsNy4+91aeZ78+YNpaenC3l2\n795Ns2fPJiKi1q1b05o1a4iI6OLFi+Ti4iLaOItDztmIOJ/U87GCGe9EXmbU6tWrB0B32PU7d+4g\nNDQUSqUSlStXxueffw5AN2/c3NwcpUqVgkKhMOp544bUqFEDo0ePxqJFiwDo5hlfuHABzs7OuHz5\nMry9vYU5vFLE+bwlc1jdvMgxX1Fqi5mZmZhDfS9yfO2y43ycz9gUtraUK1dOctmy4+91aeYzNzdH\nmTJlhPdeeHg4LCwsAOj233Tjxg307t0brq6uwv6YpELO2QDOJ/V8rGAKIiPdMyGTjE2bNiEoKAin\nT58GAFy4cAG+vr5Qq9UICAhAzZo1RR5h8RERFAoFBg4ciFq1asHMzAxOTk5o1KgRGjZsKPbw3hvn\nkza55+PaIl2cT9rkno9ri3TJPZ9arYZCocCXX34JPz8/NGzYELdu3UK1atXwxx9/wMrKCnXq1BF7\nmMUi52wA55N6PmaY9Db5YEaFiDBu3DhYWlpi8uTJmD59Op49e4aVK1fi2LFjkl7oAnRH6nnz5g2e\nPHmCvXv3ol69eujVq5csFkoAzid1cs7HtUXaOJ+0yTkf1xZpk3s+U1NTZGVlwcLCAlevXkXv3r2x\ncOFCKJVKODg4SHqFXM7ZAM4n9XzMMOlts8mMSvYvbpVKhfnz56NXr15iD6tEbdiwAXZ2dvj1119R\nunRpsYdT4jiftMk1H9cW6eN80ibXfFxbpE/u+S5fvoygoCAkJCRg5MiRGDVqlNhDKjFyzgZwPiZP\nPCWNvbcff/wRiYmJWLZsmSy/uLVarST3v1RYnE/a5JyPa4u0cT5pk3M+ri3SJvd89+/fR2BgIGbM\nmCHpffXlRc7ZAM7H5IkbRuy9yf2LmzEmDq4tjLEPgWsLY4wxVjjcMGKMMcYYY4wxxhhjOfDPK4wx\nxhhjjDHGGGMsB24YMcYYY4wxxhhjjLEcuGHEGGOMMcYYY4wxxnLghhFjjDHGWAGUSiVsbW3RokUL\n2NjYYOXKlShoN5D37t3D3r17P9IIGWOMMcZKFjeMGGOMMcYKULZsWVy+fBnXr19HeHg4jh8/ju+/\n/z7fxyQkJGDPnj0faYSMMcYYYyWLG0aMMcYYY0VgaWmJzZs3w9/fHwBw9+5ddOzYEfb29rC3t8e5\nc+cAALNnz8aZM2dga2uLNWvWQKvVwsvLC23btkXr1q2xefNmMWMwxhhjjOVLQQVtT80YY4wx9g9X\noUIFpKWl5biuSpUqiIuLQ/ny5WFiYoLSpUsjPj4ebm5uuHjxIlQqFVasWIGff/4ZALB582akpKRg\n3rx5ePv2LRwcHHDw4EFYWVmJkIgxxhhjLH+mYg+AMcYYY0zKMjMzMWnSJMTExECpVCI+Ph4A/raP\no7CwMFy7dg3BwcEAgJcvX+LWrVvcMGKMMcaYUeKGEWOMMcZYEd25cwdKpRKWlpbw8fFBzZo1sWvX\nLmg0GpQpU8bg4/z9/dGtW7ePOFLGGGOMseLhfRgxxhhjjBVBSkoKPDw8MHnyZAC6LYVq1KgBAAgM\nDIRGowHw92lsPXr0wPr166FWqwEAcXFxePPmzUcePWOMMcZY4fAWRowxxhhjBUhPT4etrS2ysrJg\namqKYcOGYdq0aQCACRMmYODAgQgMDETPnj1Rvnx5AEDr1q2hVCphY2ODkSNHYsqUKbh79y7s7OxA\nRKhevToOHz4sZizGGGOMMYN4p9eMMcYYY4wxxhhjLAeeksYYY4wxxhhjjDHGcuCGEWOMMcYYY4wx\nxhjLgRtGjDHGGGOMMcYYYywHbhgxxhhjjDHGGGOMsRy4YcQYY4wxxhhjjDHGcvg/lVbwdRLgyzMA\nAAAASUVORK5CYII=\n", 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d8ePhmGPSSE2F+vXTGTAALrkk//lTpkQvX0k8N190z7fPmOjxmC8e5/3792fK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\nPh56vV6pv1OnTjh79iyMRiP8/f3RtWtXfPfdd8j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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "for k,v in _data.iteritems():\n", " v.plot(\n", " title=k,\n", " xlim=('1940','2020'),\n", " ylim=(0, v.max()),\n", " xticks=[str(x) for x in range(1949,2017,4)],\n", " x_compat=True)\n", "#usargdpr.plot(), usagdp.plot(), fygfd.plot(), popl.plot()\n", "#usargdpr." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "( Value\n", "Date \n", "1960-01-01 3206354\n", "1961-01-01 3281057\n", "1962-01-01 3479888\n", "1963-01-01 3632016\n", "1964-01-01 3842183,\n", " Value\n", "Date \n", "1939-06-30 48.2\n", "1940-06-30 50.7\n", "1941-06-30 57.5\n", "1942-06-30 79.2\n", "1943-06-30 142.6)" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "_data['FRED_USARGDPR'].head(), _data['FRED_FYGFD'].head()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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whq+wGkaHMsPIhpEkqVLatg0eeAAeeQRuuQV+9zs4+ujSn7N1K3zyyYGbSYWF0LIl/PrX\n0KMHJCaGV/vOnfC3v8HQodCmDfzpT7BiBdx1F9SpA/fdB+efH977S5IkRVo09wkmTZrEnXfeySef\nfFLi9p49e9K4cWMefPDBgz43mhpGzjCSDpMZU9jMWPkqKoIZM+D00+H992HZMrjjjh9vFgEceyw0\nbx40hIYMgbFjYcECWL8e1q0LGk9PPBGchTR8OGzaVL6179oF48YFZzS9+GLwOZ57Dn72M+jdG/79\nb7jmGsjOhs6dYenSn/a6ZkxhM2MKmxlT2MyYyuKyyy5j48aNLFiwoPi2goICXnrpJbp06UKbNm1I\nSkqifv36DB48mG8PMkQzMzOTMWPGFK+ffPJJzv/evwp++OGHdOjQgdq1a9OsWTOeffbZcv0cMd8w\nkiRpr48/hksvhdtug7/+NWi2NGxYPq9dvTpcfjnMnx80cj78EE4+Ga6/Pvj+cOzZA5MnB42hJ5+E\np54KZi6dfXbJxyUkwMCBwftdeil06RI0t1asOLz3lyRJ0k9XtWpVevfuzYQJE4pvmzJlCqeddhrH\nH388I0eOZOPGjbz99tvMnTuX0aNHH/B14uLiiDvIrIFvvvmGDh06cOWVV/LFF18wadIkbrjhBj74\n4INy+xwx3zDKzMyMdAmKcWZMYTNjh2/rVvif/4HWrSEzE957Dzp0CO/9zjoraOx88EGwReyCC4Iz\nfl59NTjD6acqKoKZM4Otbn/5SzBjaf58+PnPS3/e0UcHW+M+/njfZ87Ohv/858CPN2MKmxlT2MyY\nwmbGKqa4uPI5DsWAAQN47rnn2LlzJwATJkxgwIABtGzZkoyMDKpUqUKjRo247rrreOONN8r8+i++\n+CKNGzdmwIABVKlShRYtWtC9e/dyPcso5htGkqTKq6gInn8eTjstmD307rtw661w1FFH5v2Tk+Hu\nu2H1aujVC37/++Asof/932CGUmnmzg3mE91xRzCjaNGisg+0PvbY4PN+/HFwttM558CvfgX5+Yf1\nsSRJkiqEoqLyOQ7FeeedxwknnMDUqVP55JNPWLx4Mf369WPlypVceuml1KtXjxo1anDnnXeycePG\nMr/+6tWrWbhwIUlJScXHM888w4YNGw6t4AOI+YaRe00VNjOmsJmxQ/PRR3DxxcEg6CefhH/8A1JS\nIlPLMccEs4XefTcYsv3ii9CoEdx55/7Nm7ffhosuCho7N94IOTnQrdvhXfmsenX44x+DId3Vq8MZ\nZwRDvr/4IrjfjClsZkxhM2MKmxnTocjOzmbChAk89dRTdOrUiRNPPJHrr7+e9PR0Pv74YzZv3sx9\n993Hnj17Dvj84447jm+++aZ4vX79+uLvGzZsyAUXXEBBQUHxUVhYyGOPPVZu9cd8w0iSVLl8/XUw\nkPq884JtYDk5cOGFka4qEBcXNINmzIB//hO2bAmGaPfvD9OmBXOH+vSBfv2CuUP9+kF8fPm9f+3a\nwZXh/v1v2LEDmjWDP/wh+JlJkiSpfGVnZzNnzhz+/ve/M2DAAAC+/vprqlWrxrHHHsuHH37I448/\nftDnt2jRghdeeIFt27bx8ccflxiAfckll7By5Uqeeuopvv32W7799lsWL17Mh4c7PPN74oqi9Tp0\n3xPNl8uTJEWH3bthwoSgAXLhhUFjpF69SFf14776CsaMCQZw9+0L110XnJF0JHz6KdxzD0yfHrzv\nTTdB3bpH5r0lSZIOR0XpE1x44YW89957rF+/nsTERBYsWMB1111HXl4eZ511FhdeeCGvv/46b775\nJgDx8fHk5uZy0kknsXHjRvr168fbb7/NmWeeSfv27Zk7d27xY1euXMktt9zCokWL2LNnDy1atODh\nhx/mjDPO2K+Og/28Svs52jCSJFV4c+YE84GqVQuGQ7duHemKKpZVq+Chh+CZZ+CKK4K5R40bR7oq\nSZKkg7NPUDaH0jCK+S1p7jVV2MyYwmbGDu7994NtZzfcEMzoWbDAZtGhWL16Po8+GlzVrWbNYDj2\nlVcGP1+pPPh7TGEzYwqbGVNlFPMNI0lS7Fm7FgYNgnbtgobR8uXQvfvhDYZWsB1t6NDginLNmwdX\nZbv00mDekiRJkioXt6RJkiqMr78Otpw98ghce21wyfmaNSNdVezavj24wtyDD0L9+vDf/x006GzM\nSZKkSLNPUDbOMJIkxaTdu2HcuGDbWWYm3HcfpKVFuqrKY9cuePZZGD48WA8ZAr16QUJCZOuSJEmV\nV61atSgoKIh0GRVGUlISmzZt2u92ZxhJITJjCltlzlhREcyeDS1awMSJwaXnn37aZlF5+7GMJSQE\nV3DLyYFhw2D0aDj1VHjiieAsJOnHVObfYzoyzJjCZsaiz6ZNmygqKoqZ4/XXXw/19Q/ULPox/tug\nJCkqvftucLWu1avhgQega1e3QkVaXBxkZQXH//1fcMbRHXcEDb3mzfcdp58Oxx8f6WolSZJ0OErd\nknbNNdfw0ksvUadOHd7/7lIpt956Ky+++CJHHXUUJ598MuPGjaNGjRoADBs2jLFjxxIfH8+oUaPo\n2LEjAEuXLmXgwIFs376drKwsRo4cCcCOHTvIzs5m2bJl1K5dm8mTJ9OoUaP9i3RLmiRVGp98Avfe\nCy+/DH/4A1x3HSQmRroqHcz69fDee8EV1fYeH34Iycklm0jNm0PTpm5jkyRJiiaHPMNowYIFHH/8\n8WRnZxc3jObMmUO7du2oUqUKQ4YMAWD48OGsWLGCfv36sXjxYvLz82nfvj25ubnExcWRkZHBo48+\nSkZGBllZWdx444106tSJ0aNH8+9//5vRo0czefJkpk6dyqRJk8r0ASRJsSEnB+6/H+bMgeuvh9//\nHr779whVMLt3w8cf72sg7W0orV0LzZqVbCKdcgo0bAjx8ZGuWpIkqfI55BlG559/PklJSSVu69Ch\nA1WqBE8799xzycvLA2D69On07duXxMRE0tLSaNKkCQsXLmTdunUUFhaSkZEBQHZ2NtOmTQNgxowZ\nDBgwAIAePXowd+7cw/iYB+ZeU4XNjClssZyxoiJ4881gi9Mll8DZZ8N//gN//rPNoiOpvDMWHx/M\nOOrZE+6+G6ZODRpIX3wRzD36xS8gLy+4+lpmJhx3XPD4rCy48UYYORJeegk++gh27CjX0hQhsfx7\nTNHBjClsZkxhi8aMHdaJ4WPHjqVv374ArF27ltatWxffl5qaSn5+PomJiaSmphbfnpKSQn5+PgD5\n+fk0aNAgKCQhgRo1arBp0yZq1aq133sNHDiQtO+mnNasWZMWLVqQmZkJ7PvBunYdiXVOTk5U1eM6\n9tY5OTlRVU95rH/xi0xefBH++7/ns3kz/PGPmUydCm+/PZ9lyyJfX2Vb7xX2+y1eHKyvvbbk/a1b\nZ/LppzB16nzy8+HjjzOZPRvef38+n38O9etncvLJcOyx86lfHy6+OJMmTWDDhvkkJkb+5+fatevI\nr/17zHXY61j8e8x1dK33Cvv9RowYQU5OTnF/pTSlbkkD+PTTT+nSpUvxlrS97rvvPpYtW8bzzz8P\nwODBg2ndujX9+/cHYNCgQXTu3Jm0tDSGDBnCnDlzgGCb2wMPPMDMmTNp3rw5r7zyCvXr1wegSZMm\nLFq0aL+GkVvSJCk2fPst/OMfwdazY44JLs/evbvbkXRwu3bBZ58FZyh98sm+rytXwjffwF13wYAB\nzkaSJEk6FKX1Ww7pz6snn3ySWbNmldhClpKSwpo1a4rXeXl5pKamkpKSUrxt7fu3733OZ599Rv36\n9dm1axebN28+4NlFkqSKbetW+Pvf4aGHoEkTGDEC2rf3qmf6cQkJcNJJwfFDb70Fd94ZNCDvvhv6\n9IEqVY58jZIkSbGozH9WzZ49mwcffJDp06dzzDHHFN/etWtXJk2axM6dO1m1ahW5ublkZGSQnJxM\n9erVWbhwIUVFRUycOJHLLrus+Dnjx48H4LnnnqNdu3bl9LH2+eHpXVJ5M2MKW0XO2KZNwTyixo3h\njTfg2Wdh7lzo0MFmUTSpqBlr2xbmzYPHHw/mHrVoAdOnB7OxFF0qasZUcZgxhc2MKWzRmLFSG0Z9\n+/albdu2fPTRRzRo0ICxY8cyePBgvv76azp06MBZZ53FDTfcAEB6ejq9e/cmPT2dzp07M3r0aOK+\n+6+B0aNHM2jQIJo2bUqTJk3o1KkTANdeey0bN26kadOmjBgxguHDh4f8cSVJYdu1K7ji2e9+F5xN\ntGoVzJ8Pzz8P313/QCo3cXHQrh28/Tbcd1+wRa116+BqezaOJEmSDt2PzjCKBs4wkqToVVAA77wT\nbA966y1YvBhSUoIrXt10E3x3bQPpiNizJziT7a67oF69oIl03nmRrkqSJCk6ldZvsWEkSfrJ9uwJ\nhg3vbQ699RasWQPnnBNsD2rbNji7w3F0irRdu2DixGC2UXo63HsvtGwZ6aokSZKiS2n9lpgfDRmN\n+wAVW8yYwhbJjH39Nbz+enCWxiWXwAknBGcOzZ0LZ50FTz8dnGE0b17wH+RZWTaLKqJY/D2WkABX\nXw0ffRRkt0sX6NkTVqyIdGWVUyxmTNHFjClsZkxhi8aMeRFaSVKx3buDLWUvvxwcy5cHg4TbtIFr\nrw2udFavXqSrlH66o4+GX/86aB499hhkZsLFFwdnHh3oymuSJEkKuCVNkiq5L76AV14JGkSvvgrJ\nydC5c3C0bRv8B7cUK7Zsgf/3/4Irqy1e7IwtSZJUuTnDSJJUbM8eWLIkaBDNmgUffggXXbSvSeR/\nQKsyuP9+mDoV3nwTjjoq0tVIkiRFhjOMpBCZMYWtPDK2cSP84x9w1VXBGURXXw2FhTBsWHCG0dSp\ncN11Nosqq8r4e+y226BuXfj97yNdSeVQGTOmI8uMKWxmTGGLxow5w0iSYkxREeTlwbvvwtKlMHt2\nMIsoMzMYSn3vvdCoUaSrlCIrLg7Gj4ezz4bzzoM+fSJdkSRJUnRxS5okVWDbtwdXfXr33ZLHUUfB\nmWcGA6vbt4df/MJZRNKB/Otf0LEjLFgAzZpFuhpJkqQjyxlGkhQD1q/fvzH0ySfQpEnQHPr+Ubdu\npKuVKo4xY+Dhh2HhQjj++EhXI0mSdOQ4w0gKkRlTmN5/H1q1mk/dunD66cGg3nXroEMHmDgRvvoq\neMxTT8GttwZnStgsUllV9t9j114L554Lv/xlsKVT5a+yZ0zhM2MKmxlT2KIxY84wkqQolpwMPXvC\nlVdCSkowd0VS+XvsMWjTBh5/HG64IdLVSJIkRZ5b0iRJkoCPP4a2beHFFyEjI9LVSJIkha9Sb0mT\nJEn6KZo0gb/+FXr3ho0bI12NJElSZMV8wyga9wEqtpgxhc2MKWxmbJ/LL4devYJtoHv2RLqa2GHG\nFDYzprCZMYUtGjMW8w0jSZKkshg2DL75Bu69N9KVSJIkRY4zjCRJkn5g3Tpo1QrGjQuuPihJkhSL\nnGEkSZJUBvXqwdNPQ3Y2rFkT6WokSZKOvJhvGEXjPkDFFjOmsJkxhc2MHVhmJtx8czAEe+fOSFdT\nsZkxhc2MKWxmTGGLxozFfMNIkiTpUN12G9SpA7feGulKJEmSjixnGEmSJJXiq6/g7LNh6FDo0yfS\n1UiSJJWf0votNowkSZJ+xL/+FQy/XrAAmjWLdDWSJEnlo1IPvY7GfYCKLWZMYTNjCpsZ+3FnnQXD\nh0OPHvD115GupuIxYwqbGVPYzJjCFo0Zi/mGkSRJUnm49lo491z45S/BE58lSVKsK3VL2jXXXMNL\nL71EnTp1eP/99wHYtGkTffr0YfXq1aSlpTFlyhRq1qwJwLBhwxg7dizx8fGMGjWKjh07ArB06VIG\nDhzI9u3bycrKYuTIkQDs2LGD7Oxsli1bRu3atZk8eTKNGjXav0i3pEmSpCiwbVtw9bTWrWHECIiL\ni3RFkiRJh+6Qt6RdffXVzJ49u8Rtw4cPp0OHDqxcuZJ27doxfPhwAFasWMHkyZNZsWIFs2fP5oYb\nbih+0+uvv54xY8aQm5tLbm5u8WuOGTOG2rVrk5uby80338ztt99+2B9WkiQpLFWrwquvwqJF8Otf\nw549ka5IkiQpHKU2jM4//3ySkpJK3DZjxgwGDBgAwIABA5g2bRoA06dPp2/fviQmJpKWlkaTJk1Y\nuHAh69ZApsuSAAAgAElEQVSto7CwkIyMDACys7OLn/P91+rRowdz584t309HdO4DVGwxYwqbGVPY\nzFjZ1KgBr7wC770XbE+zafTjzJjCZsYUNjOmsEVjxhLK+oQNGzZQt25dAOrWrcuGDRsAWLt2La1b\nty5+XGpqKvn5+SQmJpKamlp8e0pKCvn5+QDk5+fToEGDoJCEBGrUqMGmTZuoVavWfu87cOBA0tLS\nAKhZsyYtWrQgMzMT2PeDde06EuucnJyoqsd17K1zcnKiqh7XsbfeK1rqqQjr6tXhzjvnM2QIXHtt\nJn//OyxYED31uXZd2db+PeY67LV/j7kOe71X2O83YsQIcnJyivsrpSl1hhHAp59+SpcuXYpnGCUl\nJVFQUFB8f61atdi0aRODBw+mdevW9O/fH4BBgwbRuXNn0tLSGDJkCHPmzAFgwYIFPPDAA8ycOZPm\nzZvzyiuvUL9+fQCaNGnCokWL9msYOcNIkiRFo2++ga5doX59GDcOEsr8T3GSJEmRc8gzjA6kbt26\nrF+/HoB169ZRp04dIDhzaM2aNcWPy8vLIzU1lZSUFPLy8va7fe9zPvvsMwB27drF5s2bD3h2kSRJ\nUjQ67jiYORM2bICrroJduyJdkSRJUvkoc8Ooa9eujB8/HoDx48fTrVu34tsnTZrEzp07WbVqFbm5\nuWRkZJCcnEz16tVZuHAhRUVFTJw4kcsuu2y/13ruuedo165deX2uYj88vUsqb2ZMYTNjCpsZOzzH\nHgszZsBXX0HfvvDtt5GuKPqYMYXNjClsZkxhi8aMldow6tu3L23btuWjjz6iQYMGjBs3rnh72Smn\nnMK8efMYMmQIAOnp6fTu3Zv09HQ6d+7M6NGjifvuWrOjR49m0KBBNG3alCZNmtCpUycArr32WjZu\n3EjTpk0ZMWJE8RXXJEmSKpJjjoFp02D7dujTB3bujHRFkiRJh+dHZxhFA2cYSZKkimDnzqBhtHs3\nPPssHH10pCuSJEk6uHKdYSRJkqQDO+oomDIlaBRdfnlwxpEkSVJFFPMNo2jcB6jYYsYUNjOmsJmx\n8pWYCP/4B9SoEVxBbevWSFcUeWZMYTNjCpsZU9iiMWMx3zCSJEk60hISYOJEqFsXLr0Uvvkm0hVJ\nkiSVjTOMJEmSQrJ7NwwaBP/5D7z4IlSrFumKJEmS9nGGkSRJUgTEx8OYMXDKKdCpE2zZEumKJEmS\nfpqYbxhF4z5AxRYzprCZMYXNjIWrShX461/hzDOhY0fYtCnSFR15ZkxhM2MKmxlT2KIxYzHfMJIk\nSYq0KlXgscfgggvgjDNg5sxIVyRJklQ6ZxhJkiQdQfPnw7XXwnnnwYgRUKtWpCuSJEmVlTOMJEmS\nokRmJrz3HiQlQfPmMG1apCuSJEnaX8w3jKJxH6BiixlT2MyYwmbGjrzjjoORI2HSJLj1VujXD778\nMtJVhceMKWxmTGEzYwpbNGYs5htGkiRJ0er88+Hdd6FevWC20fPPR7oiSZKkgDOMJEmSosBbb8E1\n1wRXU3v0UTjxxEhXJEmSYp0zjCRJkqJc27bwr39Bo0bBbKNnn410RZIkqTKL+YZRNO4DVGwxYwqb\nGVPYzFj0qFoVHngApk+HP/4RevaEDRsiXdXhM2MKmxlT2MyYwhaNGYv5hpEkSVJFc+65sGwZNG0a\nzDb6xz/A3fmSJOlIcoaRJElSFFu8GK6+Gpo0gcceg5SUSFckSZJihTOMJEmSKqhzzoGlS+FnP4PT\nT4esLHj6afjmm0hXJkmSYlnMN4yicR+gYosZU9jMmMJmxqLf0UfDvfdCfj5ceWXQMEpJgf794eWX\nYdeuSFdYOjOmsJkxhc2MKWzRmLGYbxhJkiTFiuOOg379YNYsWLkS2rSBu+8OmkeDB8PChc46kiRJ\n5cMZRpIkSRXcxx/DM88EZx7t3h2cedS/P5xySqQrkyRJ0ay0fosNI0mSpBhRVARLlgSNo0mToGHD\noHF0xRVQt26kq5MkSdGmUg+9jsZ9gIotZkxhM2MKmxmLHXFxwZDsESMgLy+Ye7R0KZx6KnTsGFxl\nbfXqI1+XGVPYzJjCZsYUtmjMWMw3jCRJkiqjhISgSTRhAqxdC//1X7BoEbRqBWecAXfcAW+9FWxh\nkyRJ+qFD3pI2bNgwnnrqKapUqULz5s0ZN24c33zzDX369GH16tWkpaUxZcoUatasWfz4sWPHEh8f\nz6hRo+jYsSMAS5cuZeDAgWzfvp2srCxGjhy5f5FuSZMkSSoXu3cHw7FffDE41q2DrCy49FK4+GKo\nXj3SFUqSpCOl3GcYffrpp1x00UV88MEHHH300fTp04esrCyWL1/OCSecwG233cb9999PQUEBw4cP\nZ8WKFfTr14/FixeTn59P+/btyc3NJS4ujoyMDB599FEyMjLIysrixhtvpFOnTj/5A0iSJOnQffop\nvPRS0Dz6v/+Dc88NmkddusDJJ0e6OkmSFKZyn2FUvXp1EhMT2bp1K7t27WLr1q3Ur1+fGTNmMGDA\nAAAGDBjAtGnTAJg+fTp9+/YlMTGRtLQ0mjRpwsKFC1m3bh2FhYVkZGQAkJ2dXfyc8hKN+wAVW8yY\nwmbGFDYzVrmlpcGvfw0vvxycbfSb38C//w3nnQennQa33gpvvhkM1D5UZkxhM2MKmxlT2KIxYwmH\n8qRatWrxu9/9joYNG1K1alUuvvhiOnTowIYNG6j73SU46taty4YNGwBYu3YtrVu3Ln5+amoq+fn5\nJCYmkpqaWnx7SkoK+fn5B3zPgQMHkpaWBkDNmjVp0aIFmZmZwL4frGvXkVjn5OREVT2uY2+dk5MT\nVfW4jr31XtFSj+vIrrt1y6RbN5g3bz4rV8K6dZlcdx2ccMJ8br8dunSJrnpduwb/HnMd/tq/x1yH\nvd4r7PcbMWIEOTk5xf2V0hzSlrRPPvmELl26sGDBAmrUqEGvXr3o0aMHgwcPpqCgoPhxtWrVYtOm\nTQwePJjWrVvTv39/AAYNGkTnzp1JS0tjyJAhzJkzB4AFCxbwwAMPMHPmzJJFuiVNkiQpYnbsgNtv\nh2nTYPLkYNuaJEmq+Mp9S9qSJUto27YttWvXJiEhge7du/P222+TnJzM+vXrAVi3bh116tQBgjOH\n1qxZU/z8vLw8UlNTSUlJIS8vr8TtKSkph1KSJEmSQnL00TBiBDz8cDDbaMSIw9uiJkmSot8hNYya\nNWvGO++8w7Zt2ygqKuK1114jPT2dLl26MH78eADGjx9Pt27dAOjatSuTJk1i586drFq1itzcXDIy\nMkhOTqZ69eosXLiQoqIiJk6cWPyc8vLD07uk8mbGFDYzprCZMf1U3bsHV1h7+mm4/HL43onlpTJj\nCpsZU9jMmMIWjRk7pBlGZ555JtnZ2bRq1YoqVarQsmVLrrvuOgoLC+nduzdjxowhLS2NKVOmAJCe\nnk7v3r1JT08nISGB0aNHExcXB8Do0aMZOHAg27ZtIysra78rpEmSJCl6NG4cXE3t9tuhZctgi9p3\n1y+RJEkx5JBmGB1pzjCSJEmKPi+8AL/6FdxxB/z2t/DdvwdKkqQKorR+iw0jSZIkHbJVq6B3b0hJ\ngXHjICkp0hVJkqSfqtyHXlck0bgPULHFjClsZkxhM2M6HHu3qKWlBVvUFi3a/zFmTGEzYwqbGVPY\nojFjMd8wkiRJUrj2XkXtoYfg0ku9ipokSbHALWmSJEkqN25RkySp4qjUW9IkSZJ05PyULWqSJCn6\nxXzDKBr3ASq2mDGFzYwpbGZM5e2HW9Suumo+GzdGuirFMn+PKWxmTGGLxozFfMNIkiRJkdG9Oyxe\nDAUF0LQp/P73sHZtpKuSJEk/hTOMJEmSFLo1a4IzjiZMgD594Lbbgu1rkiQpcpxhJEmSpIhq0CDY\npvbhh1CrFpxzDmRnw4oVka5MkiQdSMw3jKJxH6BiixlT2MyYwmbGFLbvZ6xOHbjvPvjkE2jWDC68\nEHr0gKVLI1efKj5/jylsZkxhi8aMxXzDSJIkSdGnRg244w5YtQp+8Qvo1g06dYI334x0ZZIkCZxh\nJEmSpCiwYwc89RQMHw7JyUEzqVMniIuLdGWSJMWu0votNowkSZIUNXbtgueeg6FDISEB7r0XsrIi\nXZUkSbGpUg+9jsZ9gIotZkxhM2MKmxlT2MqSsYQEuOIKyMmBP/0JrrsOxo8PrTTFCH+PKWxmTGGL\nxowlRLoASZIk6YeqVIGuXeGUU6BdO4iPhyuvjHRVkiRVHm5JkyRJUlRbsQLat4e//AX69Yt0NZIk\nxY7S+i2eYSRJkqSolp4Or74KHToEZxr16RPpiiRJin3OMJIOkxlT2MyYwmbGFLbyyNjPfhY0jW66\nCZ599vBrUmzx95jCZsYUtmjMmGcYSZIkqUJo3hxmz4aLLw7ONOrePdIVSZIUu5xhJEmSpAolJwc6\ndYInnoBu3SJdjSRJFZczjCRJkhQzWrSAWbOgc+d9V1OTJEnlyxlG0mEyYwqbGVPYzJjCFkbGWraE\nl16C//ovePHFcn95VTD+HlPYzJjCFo0Zi/mGkSRJkmJTq1YwcyZcc01wxpEkSSo/hzzD6KuvvmLQ\noEEsX76cuLg4xo0bR9OmTenTpw+rV68mLS2NKVOmULNmTQCGDRvG2LFjiY+PZ9SoUXTs2BGApUuX\nMnDgQLZv305WVhYjR47cv0hnGEmSJOkg3nkn2JY2cWIwEFuSJP00pfVbDvkMo9/+9rdkZWXxwQcf\n8N5779GsWTOGDx9Ohw4dWLlyJe3atWP48OEArFixgsmTJ7NixQpmz57NDTfcUFzQ9ddfz5gxY8jN\nzSU3N5fZs2cfakmSJEmqhFq3hmnT4KqrYM6cSFcjSVJsOKSG0ebNm1mwYAHXXHMNAAkJCdSoUYMZ\nM2YwYMAAAAYMGMC0adMAmD59On379iUxMZG0tDSaNGnCwoULWbduHYWFhWRkZACQnZ1d/JzyEo37\nABVbzJjCZsYUNjOmsB2JjLVtCy+8AP36wdy5ob+dooy/xxQ2M6awRWPGDukqaatWreLEE0/k6quv\n5t133+Xss89mxIgRbNiwgbp16wJQt25dNmzYAMDatWtp3bp18fNTU1PJz88nMTGR1NTU4ttTUlLI\nz88/4HsOHDiQtLQ0AGrWrEmLFi3IzMwE9v1gXbuOxDonJyeq6nEde+ucnJyoqsd17K33ipZ6XLs+\nnPXzz2fSowfcccd8zjor8vW4PjJr/x5zHfbav8dch73eK+z3GzFiBDk5OcX9ldIc0gyjJUuW0KZN\nG9566y3OOeccbrrpJqpVq8ajjz5KQUFB8eNq1arFpk2bGDx4MK1bt6Z///4ADBo0iM6dO5OWlsaQ\nIUOY8925wwsWLOCBBx5g5syZJYt0hpEkSZJ+ovnzoVcveO45uOCCSFcjSVL0KvcZRqmpqaSmpnLO\nOecA0LNnT5YtW0ZycjLr168HYN26ddSpUwcIzhxas2ZN8fPz8vJITU0lJSWFvLy8ErenpKQcSkmS\nJEkSAJmZMHky9OwZzDaSJElld0gNo+TkZBo0aMDKlSsBeO211zj99NPp0qUL48ePB2D8+PF069YN\ngK5duzJp0iR27tzJqlWryM3NJSMjg+TkZKpXr87ChQspKipi4sSJxc8pLz88vUsqb2ZMYTNjCpsZ\nU9gikbGLLoJZs2DwYLjnHtiz54iXoCPI32MKmxlT2KIxY4c0wwjgkUceoX///uzcuZOTTz6ZcePG\nsXv3bnr37s2YMWNIS0tjypQpAKSnp9O7d2/S09NJSEhg9OjRxMXFATB69GgGDhzItm3byMrKolOn\nTuXzySRJklSpnXMOLFoE3bvDe+/Bk0/C8cdHuipJkiqGQ5phdKQ5w0iSJEmHascOuP56WLIEpk+H\nxo0jXZEkSdGh3GcYSZIkSRXF0UfDmDHwX/8FbdrA669HuiJJkqJfzDeMonEfoGKLGVPYzJjCZsYU\ntmjIWFxcMM/omWegb1949FHwBPbYEQ0ZU2wzYwpbNGYs5htGkiRJ0l4XXQRvvQV//WtwxtGOHZGu\nSJKk6OQMI0mSJFU6X38N2dmwYQM8/zwkJ0e6IkmSjjxnGEmSJEnfc/zx8NxzcPHFkJERDMSWJEn7\nxHzDKBr3ASq2mDGFzYwpbGZMYYvWjFWpAnfdBSNHQufO8PTTka5IhypaM6bYYcYUtmjMWEKkC5Ak\nSZIi6fLLoUkT6NYN3n0Xhg2D+PhIVyVJUmQ5w0iSJEkCNm6EPn0gMTG4mlpSUqQrkiQpXM4wkiRJ\nkn5E7dowezaceiqcey7MmAHbt0e6KkmSIiPmG0bRuA9QscWMKWxmTGEzYwpbRcpYQgKMGAF//jM8\n/HBw9bTevWHSJNiyJdLV6WAqUsZUMZkxhS0aMxbzDSNJkiSprPr0gfnzYeVK6NgRJk6E1FS45BIY\nMwa++CLSFUqSFC5nGEmSJEk/wZYtMGsWvPACvPoqtGgB3bsHw7IbNox0dZIklV1p/RYbRpIkSVIZ\nbdsGr70GU6cGs44aNw6utta9OzRrFunqJEn6aSr10Oto3Aeo2GLGFDYzprCZMYUtFjNWtSp06QJj\nx8L69fDAA7BuHbRvD6edBkOHOvPoSIrFjCm6mDGFLRozFvMNI0mSJClMCQlw4YXwyCPw2Wcwfjx8\n8AE0aRI0kr75JtIVSpJUdm5JkyRJkkKwYgX86U+wYAEMGQK//CUcc0ykq5IkaZ9KvSVNkiRJioT0\ndJgyBV5+GebNg6ZN4YknYOfOSFcmSdKPi/mGUTTuA1RsMWMKmxlT2MyYwlbZM9aiBUyfDs8/D9Om\nwamnwrhxsGtXpCuLHZU9YwqfGVPYojFjMd8wkiRJkqJBRgbMng0TJwZzjtLT4ZlnYPfuSFcmSdL+\nnGEkSZIkHWFFRcE2tT/8ATZvhnvugcsvhyr+c64k6Qgqrd9iw0iSJEmKkKKiYMbRH/4Ae/bAn/8M\nl1wCcXGRrkySVBlU6qHX0bgPULHFjClsZkxhM2MKmxk7uLg4yMqCJUvgj3+E//5vaNMGXnklaCbp\npzFjCpsZU9iiMWMx3zCSJEmSol1cHHTrBu++CzffHBznnQdz5tg4kiRFxmFtSdu9ezetWrUiNTWV\nmTNnsmnTJvr06cPq1atJS0tjypQp1KxZE4Bhw4YxduxY4uPjGTVqFB07dgRg6dKlDBw4kO3bt5OV\nlcXIkSP3L9ItaZIkSapEdu+GKVPg7rvhhBOCrxdd5FY1SVL5Cm1L2siRI0lPTyfuu//PNXz4cDp0\n6MDKlStp164dw4cPB2DFihVMnjyZFStWMHv2bG644Ybigq6//nrGjBlDbm4uubm5zJ49+3BKkiRJ\nkiq8+Hjo2xeWL4frrw+OCy6A11+PdGWSpMrikBtGeXl5zJo1i0GDBhU3f2bMmMGAAQMAGDBgANOm\nTQNg+vTp9O3bl8TERNLS0mjSpAkLFy5k3bp1FBYWkpGRAUB2dnbxc8pLNO4DVGwxYwqbGVPYzJjC\nZsYOXXw89O8PK1bAoEFw3XWQmQlvvBHpyqKLGVPYzJjCFo0ZSzjUJ9588808+OCDbNmypfi2DRs2\nULduXQDq1q3Lhg0bAFi7di2tW7cuflxqair5+fkkJiaSmppafHtKSgr5+fkHfL+BAweSlpYGQM2a\nNWnRogWZmZnAvh+sa9eRWOfk5ERVPa5jb52TkxNV9biOvfVe0VKPa9eu91//3//Np2FD+OCDTJ56\nCvr2nU9yMowalcnPfx75+iK99u8x12Gv/XvMddjrvcJ+vxEjRpCTk1PcXynNIc0wevHFF3n55Zd5\n7LHHmD9/Pg899BAzZ84kKSmJgoKC4sfVqlWLTZs2MXjwYFq3bk3//v0BGDRoEJ07dyYtLY0hQ4Yw\nZ84cABYsWMADDzzAzJkzSxbpDCNJkiSp2LffwsSJcO+9cPLJwYyjtm0jXZUkqaIp9xlGb731FjNm\nzKBx48b07duXefPmcdVVV1G3bl3Wr18PwLp166hTpw4QnDm0Zs2a4ufn5eWRmppKSkoKeXl5JW5P\nSUk5lJIkSZKkSiMxEa65Bj76CPr0gX794OKL4Z13Il2ZJClWHFLDaOjQoaxZs4ZVq1YxadIkLrro\nIiZOnEjXrl0ZP348AOPHj6dbt24AdO3alUmTJrFz505WrVpFbm4uGRkZJCcnU716dRYuXEhRURET\nJ04sfk55+eHpXVJ5M2MKmxlT2MyYwmbGwpOYGMw2WrkSuneHK66AJk3gV7+C556DjRsjXeGRYcYU\nNjOmsEVjxg6pYfRDe6+Stnd72SmnnMK8efMYMmQIAOnp6fTu3Zv09HQ6d+7M6NGji58zevRoBg0a\nRNOmTWnSpAmdOnUqj5IkSZKkSuOoo+CXv4RVq2DqVDj1VBg3Dho3hlatYMgQeO012LYt0pVKkiqK\nQ5phdKQ5w0iSJEkqu507YeHCoFn02mvw3ntw7rnQrh20bw8tWwZXYpMkVU6l9VtsGEmSJEmVxJYt\n8MYbQfNo7lxYuxYuvDBoHrVvH2xn+24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VvHnzMn8itnQBAHJQfLy0Zk1qg+fXX6UaNcwxzeHhUliYVLq0lMcRa10BWGnc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\nafAsXSr99JOUL5/UqpW5tW5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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "((_data['FRED_USARGDPR'].resample('A', how='mean'))\n", " / _data['FRED_FYGFD'].resample('A', how='mean')).plot(title='USARGDPR / FYGFD')\n", "((_data['FRED_GDP'].resample('A', how='mean'))\n", " / _data['FRED_FYGFD'].resample('A', how='mean')).plot(title='GDP / FYGFD')" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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BFT55xDH0AAAAAAAnOH9eOnFCOn7cvL38/SsfS0+XKleWgoKkU6ckX19p4ECpf3+pZs3C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\n1JxalnThgjmOOzEx97eJieb47iubNuf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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "((_data['FRED_GDP'].resample('A', how='mean'))\n", " / _data['FRED_USAPOPL'].resample('A', how='mean')).plot(title='FRED_GDP / FRED_USAPOPL')" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ll156SQcOHFCdOnW0b98+BQQEFDoIwJM88YTZxYv+PgAAAADgHTp1ku64Q+rb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\nRERERERERE6IRR8iIiIiIiIiIif0P/gV9YdFNoskAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "((_data['FRED_FYGFD'].resample('A', how='mean'))\n", " / _data['FRED_GDP'].resample('A', how='mean')).plot(title='FRED_FYGFD / FRED_GDP')" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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Uw1ALm3oYamHzRY9Tp2Dr1guHPL/+6ny8cmW48krnnD1XXgndu8Po0c4l2cuV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\n3aPMLgAlJyfbewilBluo2EPFHhq2ULGHij00bKFiDxV7aNh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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = _data['FRED_CPIAUCSL'].resample('A', how='mean').plot(\n", " xticks=[str(x) for x in range(1949,2017,4)],\n", " x_compat=True,\n", " title=\"Yearly Inflation (CPI)\"\n", " )\n", "plot.legend(loc='upper left')\n", "\n", "\n", "def add_line(plot, _year, text=None):\n", " _max = plot.yaxis.get_view_interval()[-1]\n", " plot.plot((_year,_year), (0, _max),\n", " color='gray', linewidth=1.5, linestyle=\"--\")\n", " plot.annotate(\n", " text if text is not None else _year,\n", " xy=(_year, 0),\n", " xycoords='data',\n", " xytext=(+10, +30),\n", " textcoords='offset points',\n", " fontsize=12,\n", " #arrowprops=dict(arrowstyle=\"->\"), #, connectionstyle=\"\"), #arc3,rad=.2\"),\n", " rotation='vertical',\n", " verticalalignment='bottom',\n", " horizontalalignment='center')\n", "\n", "for year in range(1949, 2017, 4):\n", " add_line(plot, str(year))\n", "\n", "display(plot)\n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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President Took office Left office termterms
Took office
1789-04-30 George Washington1789-04-30 00:00:001797-04-03 00:00:00 2895 days 1.981520
1797-04-03 John Adams1797-04-03 00:00:001801-04-03 00:00:00 1460 days 0.999316
1801-04-03 Thomas Jefferson1801-04-03 00:00:001809-04-03 00:00:00 2922 days 2.000000
1809-04-03 James Madison1809-04-03 00:00:001817-04-03 00:00:00 2922 days 2.000000
1817-04-03 James Monroe1817-04-03 00:00:001825-04-03 00:00:00 2922 days 2.000000
\n", "
" ], "text/plain": [ " President Took office Left office \\\n", "Took office \n", "1789-04-30 George Washington 1789-04-30 00:00:00 1797-04-03 00:00:00 \n", "1797-04-03 John Adams 1797-04-03 00:00:00 1801-04-03 00:00:00 \n", "1801-04-03 Thomas Jefferson 1801-04-03 00:00:00 1809-04-03 00:00:00 \n", "1809-04-03 James Madison 1809-04-03 00:00:00 1817-04-03 00:00:00 \n", "1817-04-03 James Monroe 1817-04-03 00:00:00 1825-04-03 00:00:00 \n", "\n", " term terms \n", "Took office \n", "1789-04-30 2895 days 1.981520 \n", "1797-04-03 1460 days 0.999316 \n", "1801-04-03 2922 days 2.000000 \n", "1809-04-03 2922 days 2.000000 \n", "1817-04-03 2922 days 2.000000 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "def get_presidents_df(data_file='./data/us_presidents.csv'):\n", " #!wget 'https://commondatastorage.googleapis.com/ckannet-storage/2012-05-08T122246/USPresident-Wikipedia-URLs-Thmbs-HS.csv' -O ./data/us_presidents.csv\n", " df = presidents = pd.read_csv(data_file)\n", " \n", " df = presidents[['President ','Took office ','Left office ']]\n", " df['Took office '] = pd.to_datetime(presidents['Took office '])\n", " df['Left office '] = pd.to_datetime(presidents['Left office '], coerce=True)\n", " #display(df)\n", " df = df.set_index('Took office ', drop=False, verify_integrity=True)\n", " df['term'] = df['Left office '] - df['Took office ']\n", " \n", " col = df['term']\n", " val = col[0]\n", " df['term'] = (\n", " col.apply(\n", " lambda x: x.astype('timedelta64[D]'),\n", " convert_dtype=False))\n", " col = df['term']\n", " val = col[0]\n", " val.item().days\n", " df['terms'] = df['term'].apply(\n", " lambda x: (x.item().days if x.item() else 0)\n", " / float(365.25*4))\n", " return df\n", "\n", "#df['terms'] = (df['term'] / np.timedelta64(1, 'D')) / float(365.25*4) # pandas 0.13\n", "\n", "df = get_presidents_df()\n", "display(df.head())\n", "\n", "def presidents_by_year(df=None):\n", " if df is None:\n", " df = get_presidents_df()\n", " for year,name in df.ix[:,['President ']].to_records():\n", " print(year.year, name)\n", "\n", "def add_presidents(plot, presidents=None, yearmin=0):\n", " if presidents is None:\n", " presidents = get_presidents_df()\n", "\n", " for year,name in presidents.ix[str(yearmin):,['President ']].to_records():\n", " #print year.year, name\n", " add_line(plot, year, name)\n", "\n", "def poli_plot(df, **kwargs):\n", " yearmin = df.index.min().year\n", " yearmax = 2017\n", " \n", " plot = df.plot(\n", " xticks=[str(x) for x in range(yearmax, yearmin,-4)],\n", " x_compat=True,\n", " **kwargs)\n", " plot.legend(loc='upper left')\n", " \n", " add_presidents(plot, yearmin=yearmin)\n" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Lg8OH4dw56NgRSpYET084cQJcXfWOVgihGiUbQGFhYUp3BfMaE/rpp58SFBSE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\nP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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "df = _data['FRED_CPIAUCSL']\n", "poli_plot(df)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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EEEIIYZ6iouCNN2DwYPj4Y9i3Dxo1UjsqIUzTI83JM3fuXP78809SUlLYsmUL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HgwQ2pqqiR6IVHdMzA8nIFIGv1Qp9PRxYsXqXfv3tSnTx+aMGECBQcHU3l5OW3dupVm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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = ((_data['FRED_GDP'].resample('A', how='mean')) / _data['FRED_USAPOPL'].resample('A', how='mean'))\n", "poli_plot(df, title=\"GDP per capita (thousands of dollars)\")" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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6PyhdJ4R8dLlsCPXUxnLpOqEeb1TPV1su3edCiUdXy7X5PGSIy1Kpp1Ren6Xr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\nv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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = ((_data['FRED_FYGFD'].resample('A', how='mean')) / _data['FRED_USAPOPL'].resample('A', how='mean'))\n", "poli_plot(df, title=\"Federal debt per capita (thousands of dollars)\")" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "No authentication tokens found: usage will be limited.\n", "See www.quandl.com/api for more information.\n", "Returning Dataframe for FRED/GFDEBTN\n", "No authentication tokens found: usage will be limited.\n", "See www.quandl.com/api for more information.\n", "Returning Dataframe for FRED/CP\n", "No authentication tokens found: usage will be limited.\n", "See www.quandl.com/api for more information.\n", "Returning Dataframe for FRED/GDP\n", "No authentication tokens found: usage will be limited.\n", "See www.quandl.com/api for more information.\n", "Returning Dataframe for FRED/CPIAUCSL\n" ] }, { "data": { "text/html": [ "
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fred_cpfred_gdpfred_gfdfred_cpi
fred_cp 1.000000 0.943528 0.962850 0.885048
fred_gdp 0.943528 1.000000 0.956159 0.983052
fred_gfd 0.962850 0.956159 1.000000 0.914016
fred_cpi 0.885048 0.983052 0.914016 1.000000
\n", "
" ], "text/plain": [ " fred_cp fred_gdp fred_gfd fred_cpi\n", "fred_cp 1.000000 0.943528 0.962850 0.885048\n", "fred_gdp 0.943528 1.000000 0.956159 0.983052\n", "fred_gfd 0.962850 0.956159 1.000000 0.914016\n", "fred_cpi 0.885048 0.983052 0.914016 1.000000" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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1dznX6dq1qx5//HENGzasyJ/16quvKj09XbNnzy7yZ5UETEkDAAAAAKAM+vHH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f/7v//TtGnTtG7dOgUHBzu6nEqlvH4LK4wAAAAAAEClNGfOHH344YeKiYlR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Download datasets\n", "\n", "# http://www.quandl.com/FRED-Federal-Reserve-Economic-Data/GFDEBTN-Federal-Government-Debt-Total-Public-Debt\n", "national_debt = quandl.get('FRED/GFDEBTN')\n", "fred_gfdebtn = national_debt\n", "\n", "# http://www.quandl.com/FRED-Federal-Reserve-Economic-Data/CP-Corporate-Profits-After-Tax\n", "corporate_profits_after_tax = quandl.get('FRED/CP')\n", "fred_cp = corporate_profits_after_tax\n", "\n", "# http://www.quandl.com/FRED-Federal-Reserve-Economic-Data/GDP-Gross-Domestic-Product-1-Decimal\n", "gdp = quandl.get('FRED/GDP')\n", "fred_gdp = gdp\n", "\n", "# http://www.quandl.com/FRED-Federal-Reserve-Economic-Data/CPIAUCSL-Consumer-Price-Index-for-All-Urban-Consumers-All-Items-USA-Inflation\n", "inflation = quandl.get('FRED/CPIAUCSL')\n", "fred_cpi = inflation\n", "\n", "## To one DataFrame (with a common date index)\n", "fred_cp.rename(columns={'Value': 'fred_cp'}, inplace=True)\n", "fred_gfdebtn.rename(columns={'Value': 'fred_gfdebtn'}, inplace=True)\n", "fred_gdp.rename(columns={'Value': 'fred_gdp'}, inplace=True)\n", "fred_cpi.rename(columns={'Value': 'fred_cpi'}, inplace=True)\n", "\n", "fred_cp['fred_gdp'] = fred_gdp['fred_gdp']\n", "fred_cp['fred_gfd'] = fred_gfdebtn['fred_gfdebtn']\n", "fred_cp['fred_cpi'] = fred_cpi['fred_cpi']\n", "\n", "## Draw plots\n", "fred_cp.plot(subplots=True, sharex=True, title='Free Money', figsize=(20,4*len(fred_cp.columns)))\n", "\n", "## Calculate pairwise correlation\n", "# http://pandas.pydata.org/pandas-docs/dev/generated/pandas.DataFrame.corr.html\n", "fred_cp.corr()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " fred_cp fred_gdp fred_gfd fred_cpi\n", "fred_cp 1.000000 0.943528 0.962850 0.885048\n", "fred_gdp 0.943528 1.000000 0.956159 0.983052\n", "fred_gfd 0.962850 0.956159 1.000000 0.914016\n", "fred_cpi 0.885048 0.983052 0.914016 1.000000\n" ] } ], "source": [ "print(fred_cp.corr())" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [default]", "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": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 0 }