{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"FinanceDataReader Tutorial - 여러 종목의 가격을 한번에","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"frdXxoM3W4X6","colab_type":"text"},"source":["# FinanceDataReader Tutorial\n","## 여러 종목 가격을 한번에\n","\n","
\n","https://github.com/FinanceData/FinanceDataReader\n","\n","\n","#### 2018-2020 [FinanceData.KR](http://financedata.kr) | [facebook.com/financedata](http://facebook.com/financedata)\n"]},{"cell_type":"markdown","metadata":{"id":"JMGbcof3_7lO","colab_type":"text"},"source":["## 요약\n","1. 리스트컴프리핸션을 잘 사용하면 다수의 종목을 한번에 조회하고 결과를 취합할 수 있습니다.\n","1. pd.concat(df_list, axis=1)을 사용하여 다수의 컬럼을 결합할 수 있습니다.\n","1. df.plot()의 secondary_y 옵션을 사용하면 서로 다른 범위의 데이터를 비교하기 용이합니다.\n","1. 첫번째 행으로 모든 행을 나누어주는 간단한 방법으로 기간 수익률을 손쉽게 구할 수 있습니다."]},{"cell_type":"markdown","metadata":{"id":"BDRxTQd40pyO","colab_type":"text"},"source":["## 한글 폰트 설치, matplotlib 설정"]},{"cell_type":"code","metadata":{"id":"g5PHXRWa0pUl","colab_type":"code","colab":{}},"source":["!apt -qq install fonts-nanum*"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"LEVid64l0tKT","colab_type":"code","colab":{}},"source":["# matplotlib rebuild\n","import matplotlib as mpl\n","mpl.font_manager._rebuild()\n","\n","# matplotlib 환경 설정\n","import matplotlib.pyplot as plt\n","plt.rcParams[\"font.family\"] = 'nanummyeongjo'\n","plt.rcParams[\"axes.grid\"] = True\n","plt.rcParams[\"figure.figsize\"] = (12,6)\n","plt.rcParams[\"axes.formatter.useoffset\"] = False\n","plt.rcParams['axes.unicode_minus'] = False\n","plt.rcParams[\"axes.formatter.limits\"] = -10000, 10000"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"bHGuy4xb3oCb","colab_type":"text"},"source":["한글이 제대로 표시되지 않는 경우 메뉴의 런타임을 다시 시작(\"런타임 / 런타임 다시 시작...\"을 선택)하고 처음 셀 부터 실행합니다.\n","\n","\n"]},{"cell_type":"markdown","metadata":{"id":"LQFeRRbg1CQF","colab_type":"text"},"source":["## FinanceDataReader 설치"]},{"cell_type":"code","metadata":{"id":"-twIB1K80-sT","colab_type":"code","colab":{}},"source":["!pip -q install finance-datareader"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"fJdbHHtBcCUZ","colab_type":"text"},"source":["# 한 종목의 가격 가져오기"]},{"cell_type":"code","metadata":{"id":"Z9snB_3wWrZb","colab_type":"code","outputId":"0a56926a-9e9e-4a48-c725-b52ca1e32839","executionInfo":{"status":"ok","timestamp":1582426473318,"user_tz":-540,"elapsed":9003,"user":{"displayName":"Sean-June Lee","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mA0z_4qCQ4H5MJ8ixUx69EmwIvNuV7BfS9FRIdfmCM=s64","userId":"12576390002043678893"}},"colab":{"base_uri":"https://localhost:8080/","height":545}},"source":["import FinanceDataReader as fdr\n","\n","# KB금융 (105560)\n","df = fdr.DataReader('105560', '2019-01-01', '2019-12-31')\n","df.head(15)"],"execution_count":4,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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OpenHighLowCloseVolumeChange
Date
2019-01-0246700469004560045950636199-0.011828
2019-01-034660046800462004645012759760.010881
2019-01-0446500466004560045650784105-0.017223
2019-01-0745800466504545045450957133-0.004381
2019-01-08459004595045300455008684500.001100
2019-01-09460504665045800464508854350.020879
2019-01-10465004650045500455001195029-0.020452
2019-01-11455504610045150453501077396-0.003297
2019-01-14454504585044400445501189035-0.017641
2019-01-154500046750448004675013172740.049383
2019-01-164690047700464504745010912890.014973
2019-01-174780047850470504760010355540.003161
2019-01-18473504740046550467001054443-0.018908
2019-01-21465004670046000461001451479-0.012848
2019-01-22456004580045300457501365448-0.007592
\n","
"],"text/plain":[" Open High Low Close Volume Change\n","Date \n","2019-01-02 46700 46900 45600 45950 636199 -0.011828\n","2019-01-03 46600 46800 46200 46450 1275976 0.010881\n","2019-01-04 46500 46600 45600 45650 784105 -0.017223\n","2019-01-07 45800 46650 45450 45450 957133 -0.004381\n","2019-01-08 45900 45950 45300 45500 868450 0.001100\n","2019-01-09 46050 46650 45800 46450 885435 0.020879\n","2019-01-10 46500 46500 45500 45500 1195029 -0.020452\n","2019-01-11 45550 46100 45150 45350 1077396 -0.003297\n","2019-01-14 45450 45850 44400 44550 1189035 -0.017641\n","2019-01-15 45000 46750 44800 46750 1317274 0.049383\n","2019-01-16 46900 47700 46450 47450 1091289 0.014973\n","2019-01-17 47800 47850 47050 47600 1035554 0.003161\n","2019-01-18 47350 47400 46550 46700 1054443 -0.018908\n","2019-01-21 46500 46700 46000 46100 1451479 -0.012848\n","2019-01-22 45600 45800 45300 45750 1365448 -0.007592"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"50SQaXg0bjPS","colab_type":"text"},"source":["# 여러 종목의 종가(Close) 가져오기\n","다수 종목의 데이터를 가져와 개별 종목의 종가를 pd.concat()로 합칩니다"]},{"cell_type":"code","metadata":{"id":"dG6BcuzT420k","colab_type":"code","colab":{}},"source":["stock_list = [\n"," [\"삼성전자\", \"005930\"],\n"," [\"SK하이닉스\", \"000660\"],\n"," [\"현대차\", \"005380\"],\n"," [\"셀트리온\", \"068270\"],\n"," [\"LG화학\", \"051910\"],\n"," [\"POSCO\", \"005490\"],\n"," [\"삼성물산\", \"028260\"],\n"," [\"NAVER\", \"035420\"],\n","]"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"PvS9XwQFX6wn","colab_type":"code","outputId":"d9cb8bad-988d-47bc-ce83-953927d38b01","executionInfo":{"status":"ok","timestamp":1582426486582,"user_tz":-540,"elapsed":22255,"user":{"displayName":"Sean-June Lee","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mA0z_4qCQ4H5MJ8ixUx69EmwIvNuV7BfS9FRIdfmCM=s64","userId":"12576390002043678893"}},"colab":{"base_uri":"https://localhost:8080/","height":35}},"source":["import pandas as pd\n","\n","df_list = [fdr.DataReader(code, '2019-01-01', '2019-12-31')['Close'] for name, code in stock_list]\n","len(df_list)"],"execution_count":6,"outputs":[{"output_type":"execute_result","data":{"text/plain":["8"]},"metadata":{"tags":[]},"execution_count":6}]},{"cell_type":"code","metadata":{"id":"0FJt7wymYT2M","colab_type":"code","outputId":"639f6e9b-2170-4145-c680-84339cc5fdd0","executionInfo":{"status":"ok","timestamp":1582426486583,"user_tz":-540,"elapsed":22250,"user":{"displayName":"Sean-June Lee","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mA0z_4qCQ4H5MJ8ixUx69EmwIvNuV7BfS9FRIdfmCM=s64","userId":"12576390002043678893"}},"colab":{"base_uri":"https://localhost:8080/","height":390}},"source":["# pd.concat()로 합치기\n","\n","df = pd.concat(df_list, axis=1)\n","df.columns = [name for name, code in stock_list] \n","df.head(10)"],"execution_count":7,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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삼성전자SK하이닉스현대차셀트리온LG화학POSCO삼성물산NAVER
Date
2019-01-023875060600114000204879337000237000104000118000
2019-01-033760057700116500201058328000237000104500122000
2019-01-043745058300119500210132330500239000107000125500
2019-01-073875058700120500206311343000246000108000131500
2019-01-083810059200119500203923349500245500107000130000
2019-01-093960063600123000204401352000255500109000133000
2019-01-103980065300123000206789347000258500108500131000
2019-01-114050065100123000206789349000255500109000131000
2019-01-144005062100121500201536350500250000109500127000
2019-01-154110064000127500198193356000256500110500132500
\n","
"],"text/plain":[" 삼성전자 SK하이닉스 현대차 셀트리온 LG화학 POSCO 삼성물산 NAVER\n","Date \n","2019-01-02 38750 60600 114000 204879 337000 237000 104000 118000\n","2019-01-03 37600 57700 116500 201058 328000 237000 104500 122000\n","2019-01-04 37450 58300 119500 210132 330500 239000 107000 125500\n","2019-01-07 38750 58700 120500 206311 343000 246000 108000 131500\n","2019-01-08 38100 59200 119500 203923 349500 245500 107000 130000\n","2019-01-09 39600 63600 123000 204401 352000 255500 109000 133000\n","2019-01-10 39800 65300 123000 206789 347000 258500 108500 131000\n","2019-01-11 40500 65100 123000 206789 349000 255500 109000 131000\n","2019-01-14 40050 62100 121500 201536 350500 250000 109500 127000\n","2019-01-15 41100 64000 127500 198193 356000 256500 110500 132500"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"code","metadata":{"id":"X5EDwXRzO0W0","colab_type":"code","outputId":"6d9fd452-15be-4b0a-90f8-c123637813a2","executionInfo":{"status":"ok","timestamp":1582426487223,"user_tz":-540,"elapsed":22884,"user":{"displayName":"Sean-June 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W5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FB6HS6W1aZqAwqlYr+/fuzYMECVq1aRdOmTTl9+jQXL17EZrNhNBpp1KgRvr6+ODs73xQE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UaZfPXzOuhho0lo/BfwPsFQpNWvimjVmcvL4gd2OPF8l/2ak9J32vhG4G7hcKVUDU7oTGSjb48BC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\n","text/plain":["
"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"-K8coH386dxU","colab_type":"text"},"source":["다수의 종목을 한번에 차트로 그려낼 수 있습니다. \n","\n","하지만 종목간의 비교를 하기 쉽지 않네요. 2개 종목만 그려봅니다."]},{"cell_type":"code","metadata":{"id":"FpjxLADUPQGG","colab_type":"code","outputId":"7bb1f802-8433-4d31-b93e-8a07f7e81823","executionInfo":{"status":"ok","timestamp":1582426487913,"user_tz":-540,"elapsed":23566,"user":{"displayName":"Sean-June Lee","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mA0z_4qCQ4H5MJ8ixUx69EmwIvNuV7BfS9FRIdfmCM=s64","userId":"12576390002043678893"}},"colab":{"base_uri":"https://localhost:8080/","height":392}},"source":["df[['LG화학', '삼성전자']].plot()"],"execution_count":9,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":9},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAtMAAAFlCAYAAAApj2TEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwVCvbTrfbTmbQolaw1cP97glAmmoOoS4/nQyOcX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Ne3wpr9Ty9Z5o9kdlMndEJ2YM8OBU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\nLJ7cvVZNe+H6uViq+OqR7jz5cwhP/HSCbk61D3EWlWtYfyoJpUJiyZQ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jcDI3ZGxXe3SU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\nYII=\n","text/plain":["
"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"VZf_jOTJ6oUV","colab_type":"text"},"source":["종목간의 가격차이가 커서 서로 비교하기가 어렵습니다. \n","\n","이때, secondary_y 옵션을 활용하면 서로 다른 영역을 비교하기 용이합니다."]},{"cell_type":"code","metadata":{"id":"41XisahnO9TA","colab_type":"code","outputId":"39b714af-3308-46fe-e850-252d780a6d29","executionInfo":{"status":"ok","timestamp":1582426487914,"user_tz":-540,"elapsed":23558,"user":{"displayName":"Sean-June Lee","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mA0z_4qCQ4H5MJ8ixUx69EmwIvNuV7BfS9FRIdfmCM=s64","userId":"12576390002043678893"}},"colab":{"base_uri":"https://localhost:8080/","height":394}},"source":["df[['LG화학', '삼성전자']].plot(secondary_y=['LG화학'])"],"execution_count":10,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":10},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAvYAAAFnCAYAAADNMw1bAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0\ndHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzdd3zU9f3A8dfnLnvvRYKEFQICggxB\nEZCCYlUsarVKrbO/ap11dtha66yttFpHcdWKVhy4qaIMtSpLpsyEmT0u85Jcxt3n98f3LoPkkrvs\nkPfz8eBxyfc+3+/3cxDgfe97f94fpbVGCCGEEEIIMbCZ+noCQgghhBBCiK6TwF4IIYQQQogTgAT2\nQgghhBBCnAAksBdCCCGEEOIEIIG9EEIIIYQQJwAJ7IUQQgghhDgB+HgySCk1EbgdKAO2AOOBFKAO\nSAX+rrVeqZS6AJgP2IHVWutVSqkhwFWABcjQWq9xXvPngBUYATystbZ35wsTQgghhBBiMPEosMcI\n1q/Wzqb3SqlTtNbbnV8/AnzuHDdGa33zcef+AbhFa21TSv1LKbUOSAcitdbLlFKnA9cB/+zqixFC\nCCGEEGKw6jCwV0op4ExgglJqudZ6tSuodwrVWlcopcKA+UqpMcCzWuvNSikTEKW1tjnHZgCTgR8A\n65zHNgC30UFgbzKZdGBgoFcvTgghhBBCCG9UV1drrfWALFfvMLB3ZukvUEpFA68qpRxa688BlFLJ\nQJZzXAVGYJ8CvOEstSnEKLdxyQNOwijjKXCeZ1dKBXU0j8DAQKqqqrx6cUIIIYQQQnhDKVXT13Po\nLI/fjWitLRh19kuaHT4H+O9x47KAB4BLAAXo5k87jx1/vE1KqZ8rpbYopbY0NDR4OlUhhBBCCCEG\nHW8/ZsiiZUB+stZ6ZzvjLEB4s+MJwFEgG4gHUEqZgTbfGWmtl2mtp2itp/j4eLocQAghhBBCiMHH\n28B+GvAWNAbk7tLopwIrnZ1uypVSruL4kcB3wCrgLOexqcBqL+chhBBCCCGEaMaTxbNzgfuAFUCJ\n1vot51MzMBa+usZdAVwOvAPkaa13OZ/6A3CPUqoQeF1r7QC2K6XOUEpdiVFz/3BnJl9fX092djY2\nm63jwaLHBAQEkJycjK+vb19PRQghhBBi0FLODpb9XnBwsD5+8ezhw4cJDQ0lOjoao3mP6G1aaywW\nC5WVlaSmpvb1dIQQQgghukQpVa21Du7reXTGgGzl42Kz2SSo72NKKaKjo+VTEyGEEEKIPjagA3ug\nT4N6h8MBGFnrrrLb7bz77rvs27ev3XHffvstX3zxBXV1de2O27NnT5fn5Ok15Y2VEEIIIUTfG/CB\nfV/KzMxkwoQJPP3009jt9lbPf/nllzzxxBOsXLmSlStXcvfdd2OxWBqff/zxx7nmmmu4+eabMZvN\nzJw5kxtuuKHFNTZt2sQLL7zAsmXLsFgsTJ8+naVLl5KTk+N2Xs899xyJiYmtjr/44ot8/PHHbZ5T\nXFzMokWL2n298fHxPPvss+2OEUIIIYQQfUN6SHbB6NGjmTRpEhdffDFms7nFc2vXruW7777jrrvu\najw2ZswYdu/ezfjx41m1ahXJyckkJydTV1fHU089xYIFC4iPj28cf+utt2K322loaKCuro41a9Yw\na9Yshg0b5nah6qZNmwgLCyMyMrLVc9dee63b1xITE9PmOc1FR0cTFhbG1q1bmTx5crtjhRBCCCFE\n75LAvovclaEsXbqUd999t8WxsWPH4nA4MJlMLFy4kA8++ICNGzcydOhQfvWrX+Hv799i/O9+9zsO\nHjxIQUEBdruduXPnEhkZyW233eZ2PsuXL+fRRx/t+gtzslgsrF+/nosuugiACy+8kN/97ncS2Ash\nhBBC9DNSitMDLBYLQUFBtLWplslk/JYfPnyYr7/+mmeeeYbhw4fz+OOPN46pq6vDYrEQHh7OE088\nwaJFizjnnHO45ZZbGsfceuutLFy4sLHO36WyspKgoCAAnnzySX7729+yePFivvjiC37961+zdu1a\nLBYLv/nNb/joo4+YNm0aTz75pHFf5ccdz6zk+uuv57HHHgPg+eef55133mkswQkODqa8vLwbf7eE\nEEIIITxUehS2/6evZ9FvnTAZ+z9+uJs9uRXdes2xSWH84fxxXp+ntaahoeXeXUePHuWZZ55h3Lhx\nXHnllQQFBREWFoZSisjIyMZg/NChQ1x//fWceeaZXH311dTW1lJRUUF2dnZjqYzZbOb5558nKiqq\n1b2bf4Iwfvx4ysvLWblyZeO1TSYTW7ZsITY2lvPOO4+DBw8yf/58Y44+Q/jmmD9fP/4kN19zBQCn\nnXYaCQkJXHXVVV7/PgghhBBCdKut/4av/gIp0yB6RF/Ppt+RjH0PiImJobKyskXnmpNOOgk/Pz9O\nP/10ANLT07nkkks477zzsFgsjeU1w4cP55VXXuHaa6/FZDLxyiuvsGrVKg4ePMjSpUux2+3MmDGD\niIiINu/dvPZeKUVKSkqL7wHmz5+PxWJhzZo1nHzyyaSnpwPQEBQLQH55DWFhYW5fX1ufRAghhBBC\n9LiaEuNx97vtjxukTpgIrTOZ9e6gtW5RDrN9+3ZOOeUU7rnnHh577DHuu+++xufMZjNms5kjR46Q\nnZ1NbW0tNTU1mEwmPvzwQ/z8/KitrW1x/U8++YT333+fqKgoPv/8c5RSfPrpp5x33nkEBAS0ms/p\np5/eOAd3jhw5QnR0NPPmzWtxvMonFICCiqY5KKVavL4tW7ZwxhlnePi7I4QQQgjRjWrKjMc978GZ\nd3b+OlrDR7fD2EUwYm73zK0fOGEC+75w4MABtmzZwqOPPsq8efOoqqpix44dnHLKKcybNw9/f38e\ne+wxhg0bhr+/P3a7HaUUQUFBKKVITU3l448/bhGgv/nmmy3ucdlll3HZZZe1OLZkyRK3i3avuOIK\nHnnkESZMmMD69evJzs5m3rx5JCQksGHDBrKysrj77rv54osv2LdvH35+fsydO5dJkydjVSEA7D2S\nx44dO9i9ezfDhg3jkUceITExkYULF/Lxxx+3eLMihBBCCNFrbM7APn8XWA52vhynphS+exkyP4eb\nNoNvYPfNsQ9JYN8Fo0ePZvfu3S2OXX755Y1fn3HGGS2y2xdeeGHj17GxsW1e093x5oKDg1t10HEx\nm81cf/31rFmzhvvvv7/Fc8899xwAq1at4rbbbmPGjBlUV1dz0003MW3uOeDjB0CdOZBt27Y1nvfJ\nJ58A8Nlnn/GLX/yicQGwEEIIIUSvqimD2HQo2muU43Q2a1+e1fT4zT9g9l3tjx8gJLDvZ5p3vnGn\no4x5fHx844LYtkRHR7N+/XqKiooICQnhlltuIaPQ2vh8foWtzfPauma93UFpVfu74AohhBBCdAtb\nGSRNAv9Q+P4dmHUHuKliaFeZM7CPGQ3/ewImLYGw1pt7DjSSeu1nkpOTu2VMe6ZPn84999zDJZdc\nwsKFC5k+fTqZBUZgPzIuhAI3gX1bXttwlFl/XkeBtb5LcxJCCCGE6FBNGQREwOSfQuEeOPxl567j\nytj/6DlwNMCaB7pvjn1IAnsBQGahlZgQP9ISQlssnu3IgUIrtQ0O3txV1oOzE0IIIcSgpzXYyiEw\nAsb/GIJiYMMznbtWWRb4BkHSZDjtRtjxOuR8173z7QMS2A9i9XYH93+wm4yCSjIKKxkRG0JCWAD5\n5Ta01h5dI6e0BoDVmZXkl3ue6RdCCCGE8EptJWi7kbH3DYBp18OBT6A4w/trlR+D8BSjjGfWHRAc\nC5/82njzMIBJYD+I7cop51/fHOH/ln9HRqGVUfFGYF9Tb6fC1tDxBYCcshrGDwlHa3jui4M9PGMh\nhBBCDFqujjiBzr18plwLZn/41w/h6dNg22ueX6ssCyKce/0EhMFZ90HWRti9snvn3MsksO9m+fn5\nLF++nAMHDrgdU1payscff0xubm6711q3bh0bN27Ebre7HfPpp5+yd+/eTs31+5xyAA4VVVFpa2BU\nXChxYUa3nUIP6uy11uSU1jB1WBTzR4by6oajfHmgqFNzEUIIIYRol6uHfYAzsA+JhXP/DENngNkH\nPrgZDn/l2bXKs4yMvcukJZAwHj77Q/fOuZdJYN8NsrKyuP/++ykrKyMhIYHU1FReeumlFmP27t3L\nsmXLcDgcREZGEhsby7333tv4fFVVFQ6HA5vNxuHDhyktLWXmzJnceeedVFVVub331KlTW7TY9Mau\n7HKigv24ae5IAMYkhJIQZvTUd9cZp7mSqjpq6u0kRwZy/dRoRsWF8MvXt5LZrMOOEEIIIUS3OD5j\nD3DqVfDjV+CqVUZP+7d+1tTxxp26Kqi2NGXsAUxmOPuRpkW1A5QE9t0gNjaW1atXExYWBhjtJn18\nWnYSjYqK4u23327sAT927Fj8/Pwan3/22We5/PLLueWWWzj33HM5dOgQ/v7+jBgxonHcs88+y3XX\nXce1117LT37yEx566CGioqIYMaJzmzPsyinn5CHh3D5/NCt+fhrTUqNICHcG9h7Uy+eUGfX1QyID\nCfI18cLPpuDvY+K6VzZTVi0tMIUQQgjRjY7P2DcXEAaXvQ72elhxBdTXuL9OebbxGD605fHUWZB+\nfvfMtY9IYN8NHnnkE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B6BqGGdu29IrPcZe62hvuc/XaeqGLSj/3bsGUA8WTw7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\nYII=\n","text/plain":["
"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"CUmxLkTc7GLH","colab_type":"text"},"source":["두 개의 종목('LG화학', '삼성전자')이 서로 다른 행보를 가지는 것은 보이지만 시작점이 다르기 떄문에 시간에 따른 변화를 보기 쉽지 않습니다. \n","\n","시작점을 0으로 동일하게 맞추고 시간에 따른 수익률을 보기 위해 첫 번째 행(row)으로 모든 행(row)을 나누고 1.0을 빼줍니다."]},{"cell_type":"code","metadata":{"id":"hCvsX8uq7GGQ","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":392},"outputId":"81de025b-581f-4973-ca7e-09940a8d064d","executionInfo":{"status":"ok","timestamp":1582426488569,"user_tz":-540,"elapsed":24204,"user":{"displayName":"Sean-June Lee","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mA0z_4qCQ4H5MJ8ixUx69EmwIvNuV7BfS9FRIdfmCM=s64","userId":"12576390002043678893"}}},"source":["df2 = df[['LG화학', '삼성전자']]\n","\n","df_plot = df2 / df2.iloc[0] - 1.0\n","df_plot.plot()"],"execution_count":11,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":11},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAscAAAFlCAYAAAAHykVWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n5Obm1kgQ6+vrS3R0tNOPq5RSSilVI9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izDcMYAWAYxsLiEm+3Ae85Z7hKKaWUUsDKV+D3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\nWV9SiW3BAAAAAElFTkSuQmCC\n","text/plain":["
"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"QtXqph2ddRg-","colab_type":"text"},"source":["# 개별 종목의 2019년 수익률 비교\n","\n","전체 종목의 성과(performance)를 시각화 해봅니다\n"]},{"cell_type":"code","metadata":{"id":"05Sk4g1zYVKu","colab_type":"code","outputId":"8020ceba-8669-484b-970c-b32aa26a2322","executionInfo":{"status":"ok","timestamp":1582426488570,"user_tz":-540,"elapsed":24198,"user":{"displayName":"Sean-June Lee","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mA0z_4qCQ4H5MJ8ixUx69EmwIvNuV7BfS9FRIdfmCM=s64","userId":"12576390002043678893"}},"colab":{"base_uri":"https://localhost:8080/","height":392}},"source":["df_norm = df / df.iloc[0] - 1\n","df_norm.plot()"],"execution_count":12,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":12},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAscAAAFlCAYAAAAHykVWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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f8fAeRqyKZ+vNUDCYDX0z8gsGeg5vsQ6VQEeoUyjODn2Hvub28uPtFKgwVJBcn89yu55i0ZhIr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lz9P8+7daFasQGZnijU21Hcgce5fs5zBYODgwYO4uLh001L3BalUirWlLa2tBtKP\nxdPuPZCJEycyaFD3jmKDwcC+ffs4cuQIoaGhBAX1nD77M0PbpqOmuIW6slaiJnl2eQk3Vrdz6Lts\nitJNJFBmJsHR04rU/SWEjdPg7GPN8Ll+bHg9kR0fnUY01iPqyxGNFYjGcgz/aFxKAQAAIABJREFU\nj73zDo+q2vrwe6ZmMpPeew+BQEJCDb1KV6oKoiii4ie2K7br1auo1947CmIDBESK9CqdAAmQkEJC\nCum9zGQmU8/3RyAQAiQURe/lfZ48yeTsU/aZmbPXXnut3zJVkLlXRJBIkKsnc/JgNXLpRnYuqsXU\naCCydz+CY1t+hiQygW4jgrCJ/hQc1xHQqQvugcEAdEjoh9rFhdVvv4rN8jPJmw2ExLrj16H9CYKi\nKJK+txhRhMieLVdjLBYLKSkpREVF4e7uzt69e8nOzmbcuHFERESwY8cOnJyciI+P52hlAfp6ExaT\n9aq91ze5yU3+evTw6sGzPZ5lUMAg/B38296hHTTqdBRmnKDnbZPP/S+zGvQ2/B7qzkyfvhz+7VcO\nrfmFU4cPEjNsFAmTp2Lv6ITrtCgq5h+nemkG7rO6YMyuReahQuZ8ZdXx4C9mHJeVlVFtX81j+yeg\nrSlEFeuBEKvilzf/QWCXGOxju1CcmIqvQoJKsgdN4CD0LnKM9UZmzY3H2+ecyLMmehRs9gZdKXZB\n3W9gr27yZ2Ef44Egk1C9/CRlnyTjMimihQfaUmvElF+Ppo8vvgcFwhw7YFyeT312bQuj+EIPmZOT\nEw8++OBFz+nu7s59993HwYMH2bZtG1lZWQBERkbSv39/tm3bxpo1a/Dz88PL69qTQrXbt1P66mtY\nKiqQaDRU/7wUp6fmNfdP3k7jOD8/n/r6eiZNmtTu2byHhwfaWi1medOD5qwW+flIpVKGDBlCcnIy\nR48ebWEcm81mpFLpXyKR8Wo4tmUDteV6wAWbtSn8oc+kcJK3nObw+jwkEoF+UyIozanj4JpclPYy\nXHzU9DlTrc7RDbwC9lKSlYrJ0ACAQmWPT1QH/DoMJ7hrPBs+fY+Guk1IJBKsNgudBw1DbqcifvSt\nF72m7qODAeg55pUW/zebzfhHRXPnq++w8j//pr5qOeu/MDPjzbtQ2F3+sa+vN5F5sJT0fSXUlDTg\nE+6Eq0/Lz1VmZiYGg4Hu3bsTHh5Ox44dWbVqFYsXLyY4OJji4mLGjRuHTCZrnkBoqxuvusriTW5y\nk78eUomU6Z2mX/X+Bp0Wpb09kvO8zblHDyPabIR1OyfTa6k0gAAKfw2CXErC5KnEDBvJ/hWLObZl\nPWm7tjHykX8Q0SMB93ujKf/iGFXfnUA027DvfnXj7l/GOLZYLFgtVqxSM6pyOZaSHTg8+RCr53+E\nRCJl2KxHSNpcSZZZJHqyAtnmMuYnafnCVs89twS1MIyBpupVXafBnvfBp7Uk2E3+O1F1csPrsTiq\nF2dQvTgDY24dzqNDEeQSDKmVAKgTfLAZrU3ZqzIJzhPCUffwbncC4IVIJBISEhKIi4vDYDAgkUhw\ndHREEASmTJnCe++9x9GjRxkx4uqTIE2FhZS99jq6nTtRRoTj/9GHFG/bxobMTEoXf0FnWSBDK4NQ\ndWhb4aOiooKCggJiY2MJCmp/bLdvgDfZuZkILt4IooiHx8VDX6RSKTExMSQmJtLQ0IBarUYURRYs\nWIBMJuPuu+9GqbzymfyNRFtVyY5FXyEiIFfPIrCzHyf2FFOQXk1NqZ6wOA/63R6BxsWOqARvSnPr\nMNSbGf9kNDKFFH19HctffYHakmKi+g3CNzIK38goXH39Ec6bLIx94jmW/GsuEjs7pvzrdTyDr1xp\nory8nPnz5zNo0CD69evHtNffY9m8l6guWsGa92HyP2dcdL/TJ6o4saeYvGOV2GwiXiGODJ4eRXj3\n1uokR48exdHRkdDQpuvz8/PjoYce4vfff2fPnj04OzvTtWvTc9fBrWkF56ZxfJOb3OQsmfv38NuH\nbyJIJKhdXHFwdcPB1Z3q4kLsnZzxDjsXBmauNCB1UiLIzxnRamcXhs16hLhRt/LbB2/y+/ffENat\nJ1KNAvd7oyn+KBGpRYrV/epkJP8yxrHZbAagi6QpscOYvovds/Zx2l7G8AfmoHZx41RyBv6d3VC7\nNSXurcux8o8RkTwy+BIC1H0fA40X+Pf4U/pwIcXPPY99r144Txh/Q87/v4rMxQ6Ph2Ko25SHbncR\nptNaNH190R8pQ+6jRu5hj+OQAESLDcfBAW2WeW4vdnZ2zTGXZ1Gr1URGRnL8+HGGDRt2xTG4NpOJ\n6gULqPzyK5BK8Xz6aVzvuZtanY5lej1WNzdCFApSOU35vlXMTphzWc+sKIqsX78eiUTC8OHDr+ha\nvL2bZuCNKjUSfR17lyfS/47eF23btWtXDhw4QGpqKr169aKgoIDS0qaSysuWLWPatGl/ajyyxWym\nqiAfz5Cwq4q7P7hqOTabDdFmQyCN/rcPYsm8RCxmG2MeiSG4i3tzW6W9nAlPxWPQmkje8B2nDh/E\n1GjAZrEy/pmXCIq59GTdMziUqa+9i51ag6PH1UnmZWVlYbFY2Lp1K2q1mri4OO76z9ssmvsC+cd+\noTxvEJ7BLSdFGftL2PZdOnYaOV2G+NOpj+8l9azr6urIzs6mX79+LT5rMpmMoUOHEhsbi1QqbX5/\nHdzOeI6rrk6L+yY3ucl/HwUnjqNQqYgbeSu66kq0VZVUFOSjq64ibuTYFk4DS6UBmcfFhQjc/ALo\nPWkqv334JjlHDhHWvRf7Ni3lVP5eQh1iURV54c6V51v8ZYxjk9mEFSvDDTHYGuuQDetJ6smjuJus\ndIjsRFFmDYZ6E2HdPKEhGQBfvwDmDLlMp1Uu0Hv2n9SDlhizsqhbtYrGjIybxvENQJBJcB4TijLE\nierlJ6lZdhIAp9EhAMjcVLhNjfpTrqVr165kZGSQnZ19RTG4jRkZFD3+BKb8fBxGjsTruWeRezfF\nfqampmI0m5lQUYn9/v34Dp3N3oa0VnrMAFqtlh07dhAdHY3BYCA3N5eIiAg0miurNX82+U4URKQG\nPUd+W05Ej3C8Q91btfX29sbHx4ekpCR69OjB0aNHkcvlDB06lI0bN7J69WrGjx//p4RYGHRaVr/z\nGkUZJwjv0Zuh9/8fGpf2lzOurywnZdsmugy5hcwDGVgMR3HysOOuV3ph76REfpE4Wkc3FWXZyRzb\nsoGQuO44uLrTacAQ/C7IsL4YV+MtPp+8vDxcXV1xcXFhzZo12Nvb06FDBwbePYffPniaTV9+xvQ3\n3mqeJDTqzOxdkY13qBPj/xF30aIhiYmJODg40LFjR3bv3o0gCK3izc/i7t7y86B2ViKRCDeN45vc\n5CbNlOVk4RUaQb87775sO1EUsVQYsI+/tLMgomcCDm4eJK1fTWF6CkfWrabriDGU5OViOnSSXrdf\nuZTvX8Y4NpqM1Cvq8a/3wlJxmKPBJlAq6ZJXRv6Mezk+9DXsnRSExLgjHihHADy8A9o87o2ifsMG\nAIwZGZiLim7w1fzvourkhs9zPbBqzQgCSF3+/DK2ERERqNVqdu3aRXl5+WXbKpVKunfvjkQioWr+\n11hqagj45hs0/fq2aJeZmYmPjw/BcXEUP/scEXZe7DOnNesxn6WiooIff/yRuro6kpKSkMvl+Pj4\n4Ovre8X9cHFxQSKRYrNZCY3sSNHeLSx9aQ6D772XLoOHIznPE2yzWonw82XX4SNs27atOVmxd+/e\nmEwmtm/fjlqtvqZQk/ZgrK9j6YtPU1deSsywkZz4fRs/Pvc409/4EI3rRaopXYSDq1YA0PO2KZw8\nvBaLbhWZ+3fTsd+gS+5jajSw47uv8QgMZvzTL7a4N38kVquV/Px8YmJiGD58ON999x3Lly/nnnvu\nISwuCKW6P+W5W0nbtZ3ogUMB2P9rNkaDhUF3dbioYazVatmwYQOCIDB58mSSkpKIi4trtwqLRCKg\ncVVSf9M4vslNbgJYLWYq8nOJG3XxXIrzsTWYEY3WVgn25yORSuk6Ygy7Fy+iIC2FuFHjGDzjQZI3\n/saORV9RVViAm/+V2YvXZBwLgnAHYAcEA++Joqg7b1sMMAwQgM2iKKZc7lgWswVkNqQWGeUNOeRl\nFzBw+kw6hXck6fE3KCtspM8w16b4vZoSrKKKEG83DCmp6H7/HQRwHDUKZei1eV2uB6IoUr9uPYqg\nIEz5+Wh37AT/myL4NwqJUoZEeePmgVKplB49erBz506K2jFRksvlxMXFYSkvxy4yspVhrNPpKCws\nZNCgQajCmpK97KyNeAkunDx5kiFDhgBNSXdLlixBKpVy3333cfLkSZKSkhgzZgzZ2dlX1Q8PD3fK\nysoYc99MjnrFcWj1D2z9+lOSN6yh/7R7CYnrxtGNv7F/5c8YtPXIfEPYu3cvQHMMav/+/dHpdOzf\nvx+NRkPfvn0vd9p2s3vxImQKJQmTpwJQlpNNxsqfkEoEJr3wKgGduhA7fDRLXnqadR+/w5QXX2/T\naG3U6UjZtgW5XRRGgwqRYDSuvmz47H0qC/JJmDythbzaWQ6t+QVtVQVjHnv6TzOMAUpLSzGZTAQH\nB6NUKpk2bRoLFy5k8eLFzJw5k6C4geQcSmfj5x9QkpVJZMJE0vaWEDc8EDe/i68kJCclIYoiCpmU\nZcuWIZVK6d+/f5vXoq2uRCqTY+/ohIOr3U3P8U1uchMAKk/nY7VYWsQVXwpLpQEA+WWMY4AuQ0dw\nbMsGInv3ZcBd9yEIApG9+rDju/lk7t9NnynTrugar9piEATBFegjiuLjgiD4A/8883OWucDZzI9F\n5/19cUQIVzRZ9keV1XiHRRI/5jYEQUJBwgPYFZSj+vAVzP2X0VBdik50pIMaTs+aha2uDoDaZcsJ\n+XUlMtf2L5n+ETSmpWHKz8d73itUf7sI3fbtcM/llw7aQhRFrLW1CFIpUserr3Z1kxvD2eSoyyGK\nIgsXLmTXrl3ExMRgqazErlPrYhpnFTE6dOiA3NsbqbMz1prTBErcSCzNpra2lqKiIlauXImzszO3\nDx6M6c236P/kEwwbNgxBEK7KOAbw9fXFYrHg4OBA3yn9KcpSUl9+Aqv5AKvenofa2YWG2hqCYuIw\nNPhRlrMem7sP9k6Ozcl/giAwcuRIGhoa2LJlC2q1utlwvlrKck+RuLrJw+vs5Y1So+G3D95CIpcz\n9ZW3cPNvkgn0DA7llgfmsP7T99j78w/0n3bvZY+7b/lqRJsZpF3Z9l06giBh9GOvcGLnzySuWk5R\nxglue/pFVJpzOuqizUbqzq2ExvdoVxjF9SQ3NxeA4OBgADQaDXfffTcLFizgxx9/pG+n0eSnTKRD\n7xyObV1Pxr4MNJ63031M8EWPZzIY2LtjGxK9Hrv6Csy+Ye3S7m5s0PH9049ibGggILozKpdh1Jb/\nvZIw/1ux2ayItnNJShKJpEV8501u8kdTltM0/niFtsM4rmgyji/nOQZQaRyY9ck3LXJKNK5u+EdF\nk7Z7Ox369MfNr/3e42txp90C7AMQRbFQEITmUVwQBG9AJ4qieOa1URAED1EUL1uvr3ttJDpTJXqx\ngcmPPoVEIiXnaAWVZWYGjAuDl2qo+OhjBK8yKnHCZ+0SGuvrCVn1K9hs5N1xJ8XPPkfAV1/e0C97\n/fr1IJPhMHw4pvx8qr//AWHK5LZ3PIPNZKJ2+XKMWVmYi4vP/JQg6vVI3d0J37wJif3lBawvxJB6\nAkQRVZfOV9qdm1wnZLK2v26DBg1iyZIlHDt2DHVFBVL31h66zMxMHB0d8fb2RhAE7GK6YMzcRWCH\nu0gkm1WrVpGXl0dAQAATExKofGg2looKZO5u+Lz66jX1YeTIkc3JsxKJwIA7O/Druw10GdkfO1Um\nJ3Zupf+0e+nYbzAL5u5GIuxDdbqE+z54osVDSyKRMGHCBAwGA6tXryYgIAA3t/aFOVyM/SsWo1Sr\ncfMLZPP8T7FazHgEhuA9YHizYQxNMmUBnRPoMuQWEtf8Qmh8z0sasFaLhZTtG5ApA4jo2ZlTSeUI\nAniHeRLQ8QmCY+PZ+Nn7LHnxaSY9/3KzYH3xyQx0VZUMmHp5f8AfQV5eHu7u7i3iyV1cXJg+fTrf\nfvstx/J3IwhhOHoOJ7SbhpzDPxPqn4nCrmniZtTrKT11kpKsTEqyMsjPy8foFUhkoD8luzMYPmYC\nvUaObPM6ktavplGnpeuIsWTu342Y9z2i7HasFttFQzcupKHOiL2j4upvxE2asVrMlGRlkp9yjNOp\nxyjNzsRmtTZv17i6MfPDr5Ar//yQs5v8b1Kak4WdWoOTZ9sya5ZKA0iFdoVEXizZutvYCfz24Zss\n+sfDBHftRrfRtxEUE9dmYva1GMcBwKHzXisu2HZ+cGUpEAhc1jh20EvYW/ErPd18cfHxw2YTObgm\nB2cve5S9wzjQdSg9fv0Vx1tl6KxuOGxaitOECdhFNSVWef3zeUpfmUfVggW4P/DANXTt6hFFEe3m\nLagTEpC5uOAwZAjVCxbi8v4HFKxZi8RBg9TBseVvR0ckGgekjg6IFitlr71GY1oaUicnZH6+KIKD\nUffpg8RORdX8+dT+shLXu9uvLWhrbKTgwQex6XQELvgG+x43Rr3jJm0TGRmJr68vmzZtwr5vH2Si\niOyrr1q0KS8vJy7u3Jdb1SWGys8/x63/Yzjp1OTl5REVFcWYLjGUPPAgCAL2PXpQv3kL3i++iKC4\neqNDqVS2kGHzDXcmsqcXx7YWMfXfQ4kbMRaAqiIdJoMVe5doGqp2U1tUg31EywmdTCZj1KhRfPbZ\nZxQUFFy1cVx6KotThw/S94676TxoGD+98A88gkIY+/gz7DuYiGgTObGnmKNbTlNXYUChkjH1pfvI\nTznGxi8+4J63PkF+gcqIaLOx4bNFWEy1dB11Bz3GhZF7vAJHN1VzAl5UnwFonF1Z9e6rLP7XXCY8\n+2+8wyLIPLAbqVxO6Hk6nTajEUGh+EMrVJaWlpKfn09sbGyrbd7e3vTp04cdO3YQ7hNF8pbTiKIv\njp5dSd+ziqqC41hMRqpLiqDJp4EmMBSbfyhSm8jEWbNZUZRHxvaN9B57W9M9EkVqSoqx02hQOTie\nl+Cn48i61UT07MPQmbOJ6juQn19+DkG6GW31QJw9L68Oc/pEFWs/PUa/KRHN5eVv0n5Em42K03mc\nTjnK6dRjFKafwGxsRBAkeIWGET/6NpT2Te9BQ20NRzf9Rm7yYSJ7X35l6yZXhj6lEsPxCpzGhiJR\nSKldl4PCV9Nc2vhKsepMVC/OwGa0ttqmDHbEaWxou58v2j1FiOYmtaYbQdmpbEKDu1H++TGwtZZa\nU/fyRtPTB2iScZO52V211Gp49148+Pkijm/ZwNHN6/jlPy/h5h9IfBvxzsIZ5+4VIwjCM8BBURR/\nP/N6nSiKY8783RMYJYriK2devwKsFUXx8AXHeBB4ECDQ27/bS7eNxSc1GY+efWm4dRx1+SKF+0X8\nEmB+uZHTJTp+3PYG9vIGTGY5EpuEynmvYHM5U/VJFHH6ZgHK5GRq/vEk5vBLSLz9gUiLi3Gf9yr1\n06ZhGNAfbDYclixFKC5GZjIiGAxI9AYEgwHhEvfeplZTf8/dGC8yyLm8/Q7Sujoq570C7YxlVO3a\njePixVgdHRFMJmrmPoXlIgUc2otOp7tipYO/Izeqn/X19ZzOykKRkYHZPwCba8uqZoIgEBISglrd\nNMApUlJx+ewzLDNfo75WIDdUR5BcxPXjTxBlMnQPz8WurBHl9+9SM/t+TF26XNe+mQ0i2etE1F4Q\n2L/JmqnOEik5IuLbo5qczYtwDBhM+Jj4Vg9vURTZvXs3vr6+hF/F91W0Wslc/TONtdV0mf4AUoUS\n0WpFOPPdqC5qoDZNhaEK7N3BzhWqT4JfbwGpvICTa5bh2SWegH5Dmo/ZWFvDqU0baawuQq4OpfO0\n25DIpNTkiAgCOIe07IOhporsdb9gMegJGT6O079vRu3lS9jIJiNS0Otxe2Ue5pAQ6h6Y1e7vbVuc\n/x4WFBSQk5ODTCYjNjb2ou9tXV0dycnJRIVHo5E1KUoonU0UH9yFuUGLIJFi5+aO1cGZyoZG6rVa\npFIpISEh+Pv7U5V5grztGwgfMwmnwBAq0o5z+vfNTX2USJFrNCjUDohWKw3lJXS8fQb2bk1a2Kf3\nHKIi5Xe8u92KX8/IS/bJ0iiSvUHEagS5GnwG6XFwuPmsaQ9GbR1FB3ajLczH0ti0FK10dsXRPxAH\nvyAc/AKQKVtPAo9//yUOvv6E3tJ2ctTV8L84XsgMELhHgsQqYJWL2GQgNwiIgkhhbxtGpys/vmuW\ngMspAf0F8vISC6hqBMo629D6t23PaYoFvI9LEAWR3CE2bK1TJi7bt2vFZrFwdMHHDAubiROuNF5Q\ntFNmAEUDFCTYMDlCwB4JZnsojbdd+7mtFmqyMyk7fgRDZTlzl607IoriRavEXYvnuBA43yduOu/v\nogu2eQGnLzyAKIrzgfkAgR4dxCC9G36VdfgOHIBD/wEs3n4QNz8pqm4BpP2YhErtwOpu47jj4M+Y\nQj2IeuV9OsXHtTimtUcPcidOwvOHHwlZ9Ssyl/aXS70eVH41nwog/qEHkZ+tiDZkCDt37mTQoEHN\n7URRxNagx6atx6rVYtNqm343NGDfowdyz4vLlmgtFgrnPEq80Yjj6NFtXo9otZLzxptIOnfG/5OP\nyR0/gZCkZPymX31Vmwv78t/KjeynPimZ/K+/IeDrr9H0v7xHxxIbS9Znn+Ht2IBLdQgdZH7U/boE\nafxMFP6xOGc0PVTM3WcQVFCA36OPXve+uUny2f/rKUI8uhAU7cbm7FTUTrWMnzmJz/dvRFuURPWh\nTox+eCgqBwWmRgPaqkp0VVWccHJEKpVe1fXs/P4bGsqKGfvEs3RIOBeCYmq0kLg2l5I9Bag0cobd\nF0FkTy8Q4Yd/7UeqtWfco4PZbjaQvGEtgyZMxq9jNEnr13B0+Q9YrQLuweO58+UZKFVnRo/LXF7D\n4CGsfPNlTm34FYC+48YT1XcgAGXvvEN1XR3So0fx2roNn/+8fl08yGffw8bGRnbt2kVYWBgTJ07E\n/hIhVxaLhdTUVBxd1YwePbj5/9nhYej1erRaLYcPH6amtAInJyduueUW4uPjm7W7LX378m1KEuWJ\nu+k/7BaWfP8lPpFRRPUZ2KxTqq2qRFddSdcRYxg6aUrzOUwJffhsZhJVaSeY9H/3YadpPSIbDRY2\nfpUC1jp6jA3i0G+5iHVqBo0bdM336q/O9fg+Jq5eQWp2Bh37DyaoS1cCO8fi4NZaZvFCrLlN4VB9\nevdCYXf5uM6r4X9tvBBFkcqFqZik9bjN6ETd+lxsjRZc7gyn+pcsQnJkeD0ah9CO8KKziGYrJbsT\nUXR0JGBGdMttNpGKr4/jndVA7LhuyJwuHdtvKtZRse0YUjcFlqpGurl2RN2t7dCG6/keFp9M55TU\nBVeLG47Dg3AcGthiu01vpvSDJMJy5Hg8HEPx1gO4xfsRNSjkupyfocMQRZHC9FTmLlt3yWbXYhxv\nAV4ClgmC4AOknd0gimKRIAjOwrkRQCGK4mU1rARs6GqaPCqKoCAyDpRSV25g+IPRPLAhjXBPDff1\nDebDX6v495QS9nW4F/sLDGMAqUaD3wfvk3/nVIqffZaAL//c+GPd9u3Yde58zjC+BIIgINWokWrU\nyH182n18zZAhKIKDKf7Xi+h+34XbQw9eVqGjfuNGTPn5+H3wPnIfH+z7JKA/mtzu893kxmCpaIpA\nknm0PbjJXFyQBwTQmJqI1CeIxgwTyqhJSNRS7CLdUIY6YS5pQLevO4ak+ZgrtDjnCpQmH0GQCHjO\niUOQXpuxFjskgLS9xexZloXfC84UZ9fhG+GMIAiMe+IxVr/3FnlHPufL2UuRSPRYTIbmfRu9A6lx\n9cRqtSCVtu+RJNpsJG/6jSPrVtF1xNgWhnFeSiW/L85EV2PEJQwm/l9v7NRnjDEBInt6kbQpH329\nif53ziA3+TAbv/gItbMzJVmZSOWh+HeewIS5/dsstXwWtbMLd7z8Jus+epvSU1mEdusJgLmoiJof\nfsRp/Hjk/v5UfvopEpUKr3+9cN2eS9nZ2dhsNgYMGHBJwxiawlgCAgLIy8tr/l9ubi4//vhj82t/\nf3+GDRtGVFRUqyItMrmcsU88w9KXnuXH55/AajYx4qHHWsR0XwqFUkGn/oNJ3bGW9V8eoGOflqsE\nVouNpI356GoaGTQ9iqje3qTvK6b6pLGdd+Em2qoKlPZqRs956or265DQj2Ob15GTdIiw+J5IZFKk\nsna4E29yUfSHyjBm1eJ8Wxh2kS4ow51BFBGkElwmRlC16ATVSzJwmRKJpJ3Pl4bkcmwNFjT9Wqte\nCRIB18mRlH2YRNX3abjd1RGZa+v4XGuDmaof0pCoZHjMjqX8s6MYUirbZRxfT7IPHaCDcw+QCah7\nebfaLrGX4zIhnKrv0yj+936gbaWKK0UQBAI6dblsm6s2jkVRrBAE4aAgCPcD/sAbgiD8AnwliuJm\n4F3gWcAKfNDW8eQ0UuvU9MCU+AVw6IMMPIMd2aHVkl+l57uZPekW5MKKdVoAXDwvHbejio7G8/nn\nKJv3KtULF+I2a9bVdrPdiBYL1poaDMeP4/HYo3/YeQSJBP/PP6dq4QK0GzaiP3SIkDWrkV6w5GGt\nr6fio4+pWbIERVgYDmeqodnHxaHdsBFzaWlzQYk/AtFqBYnkD42x/G/GUnnGOHZv2zgGUHXpQv36\n9UgcM1BEdMf7pUewi/Rvvv+ixYY+tQRll3soey8ZdyTgIWIu02NIq8S+y8VLQbcXqVxC/zsi+e2T\nYyx9NZGGWiM+4U2KBoGdY3jgk6/YvmgR+Sl5GA12uPi703lQFD5hfuzbvZv0knKWvfUqrm6+aFwC\n6Xv7qEueS1dTzfpP3qXgxHGCu3Zj4N33N28z6Exs+CoFZ097Jj3QmYzTyecM4zNE9vTmyMZ8sg6V\nETs0gJEPP8nSl5/FoNWh0IzGJ7IHtz4W127D+CwKOxXjn3kJi9mEXNHkvan4+BMQBDwefwyZtzc2\ng57qBQsRzSa8X3nluhjImZmZ2Nvb49+OUKmQkBC2bdtGQ0MD9vb27NzIvVE6AAAgAElEQVS5E41G\nw4wZM5DL5W2qUPiEd2Dg3fezY9FXdB83sV2G8Vl63DqG1B1rKEjdR0m2udV2Rw8VE5/uhndo05pz\nl0H+7F95ij3LsogdFoDDRQb8m5xDW1XVLk/xhfhFdULt4sqORfPZ+Nn7qBwcGfbAHMLOTPBu0n4s\ntY3UrstBGeqEuleT06spVvZMfkiUK06jQ6jbmIvpk2Q0vX1Rhjoh91FfMqZWFEV0e4qQ+6pRhl48\nHkPmpsJ1WhTVP2dS9nEy7vd0atFWtIpUL8nAWm/C46EYpA4KVJ3d0e4r4sTmLYQm9ELl0H4VLNEm\nUr/tNPaxHsg92y8OIIoiufsPMVhzO+p4L6Sai+e/qDq54Ta9I+YKPYJUgirmyj/X18o1ib+Kovjj\n+a/PxBDXntmWBCS1+0IkRho0flhdvMhMNaCrNtJtcjhTVx9lcAcPBkY2Dd4jQ2SQD57el38ou0yd\nij7xEOUffIjD8OEogoIu2/5qMebkUPrqq+gPHUYZEgKiiGbIkLZ3vAaUoSH4vvYa+omTyJ8+nbI3\n38T3tdeAMxrLa9dS9vY7WKurcbnzTjyeeBzhjFKCKi4eAENSEvJ2hGVcKaIoUvfrKspefx3PuU/h\nMnXqdT/H3wlbYyP6I0dQ9+lzRRMFS2UlSKVI2xkW5HznHSCT4jBsGJpBg5BckHQnyCS4zYil/L0t\nmE/vp2RSTxIm9KP0vcPodhdds3EMEBTtxtg5sWz/Ph0A38hzhpadRsPoOXMQbSLp+0vYtzKbIxus\ndB1uT68RY0lftJCiggKKjyUDNrxC/QjvHtPqHNrqSpbPewFddRXDH3yULkNuaXFfMw+UYrOI3HJ/\nNG5+GjJaBXOBq68aj0AH9q3MJutwGT7hznQf9zQndmvxDPHi1se6olBd3aNREIRmw9hSXU3d+vW4\n3Hln8+qQ59y5CAoFVV98iWgy4fP6683fzbMYUlKQOjujCGg7WcZqtZKVlUWHDh3aVW3wrMRbfn4+\ndnZ25OfnM2rUKDw82v/+x40ci3dYON5hl44dvhiuvn74duiEvi6Hyf96tNX3Qe2iRCo914cuA/1J\nSzrF8Z2FpO0r5q6Xe6N2/vvLwVnNNswma6tJ27Wiraq4KuNYIpESN2IsqTu3ENVnAKdTj7Hq7Xl0\n7D+Ywfc+2CxTeLYEu1fon5/L87dAhJqV2SCKuEyOvKSx6zDAH0WgAzUrs6hblwOAoJKhDHFqMpS9\n1QgSkHnaI9UoMBfqsJQbcJkUcdkxRNXRDa9H46j4JoXadTl4zuna3L5uUy7G7FpcJkWgDGwygu06\nu6LbU0TGz1vZ9O0nBHaOJbJ3X6IHDm1z5UC3pwjtttNYaxpxvf3iVV8LM06wd+kPOLh7MGL2Y0hl\ncspOZeFp9keC9KJe8Bb96ezO9Q/yaT/XtTKCKIpVV30hMgsARdFjKVibg2+EMz/llmEwW3lhzDmp\npTs62kE+uHld/sYKgoDX88+j3bKF2hUr8Hzqypaa2sKm11P5xZdULVqERKXCecIEdLt2oYyIQBl5\nZYPG1WIfH4fbrFlUzZ+P1MkJdZ8+VH35FfpDh7CLiSHgqy9RRbeMT7KL6oCgUqFPSm5XzPKVUjpv\nHrVLloJEQs3Py/7njeOqbxZQ+emnuD86B49HHmn3ftbKSmSurs2JZW2h7tkTdc/Le3qUfg64z+xA\n3uQXUHhWI0waiUNfP2rXnMKYX48yqG3PQf2WLZjy8i6pBhPU2Y07X+pJZaEON9/WCRyCRKBTX19C\nYt3Zt/IUSZvysU+UgVJA7jEYeztv6ksWsPWbzwmN+6xFAQ1tVSXL5j2Pvq6WSf+c10qCTRRF0vaW\n4BXieMmCFmcZ8UA0J3YXU3qqjuM7CrBZRLxCvBh3DYbxhdStWg1mMy63n4u9FQQBz8cfR6JQUPHR\nx4hmM75vvYVwppCIpaKCTfPmoQoIYPi777Zp8BYUFNDY2NjusuS+vr7I5XK2b9/erFcdHx9/Rf0S\nBAHfyNb62+0hZugINn7+AYmrFjJ05sOXLZAiV0rx7y2h8/Tu/PxaIml7i+kx5jrFHV4nGhvMaKsa\n8Qh0aLvxGbb/kE7+iSrueKHndfWGa6sq8W6HbuzF6DXhdnpNuB1oMoIP/rqMxFXLyD+ezLBZ/0dw\nbDyr3nmN0ylHGfl/TzZXV7zJORyKBIwna3C+LeyiYQ3nowx2wvsf3bHUGjHm1mE8VYsxt47GtHMm\nlNzbHs/H49GnVIBUQBXdtpqPzE2Fw6AAan/NxpRbhzLUGf2xcnS7ilD39kHd49xqcWVjMTpzLd19\nRxEYGM/x1K1smf8pZaeyGf7gnOZ2NqsVbdFptn/7FfaOTnTtPYq6zXkgAUNaFaLF1iJ+urq4kF0/\nLeLU4QOoHBwpTE/FZDAw7slnydy3lwjHeORhjlfkcb4R/GXKR8vlAgJmsmXxqKQCgSMDeOrHRGb0\nCSbc89xA51xxRj1Oc+k6283H9PJEM3Agtb+uwuOxx5oHoGtBFEV027ZR+p//YCkuwWn8eDyfnovM\nzQ3RZmuKLfoTQwk85jyCKS+P6m8XUb1gIRInJ7xfeQXnKZMvumQryOWoYmIwJF//uOOGxERqlyzF\nZfp05H5+lL/1FsZTp1CeqeJ2KRrT05G5uyO7Au/V34WG3btBIqHyk0+Rubq2e7JgKa9A2o544ytF\n1Tkax7FjETdtwlxain03L+o251P9cyZ24c7IfTXIfdXIvdVIFK0Nl8pPPsVcWIjbrFmX/JyrNAoC\noi5fiEelUTD0no50TPDm8IZ8iipU6K213D7nVnb9VEHhicUkrV9L93HjAaivrGD5vH+ir28yjC9m\nnJXm1FNT0sDgu6NabTMYDJw6dYrOnZt0vp087OkzsckDZjFbqSnV4+qtRiq/PnHAoihSu2IFqq5d\nUUa0NljcH34YQaGk/J13sJlM+L3/PhKFgr2ffMrRMxPawm+/ZdKkSZcNdUhPT0cqlRLWxnfsLFKp\nlISEBDIzM5sr3cmvw3OxvXTqP5jq4kISVy1HV13FmMefaTMJzN1fg3+UC2l7i+k2KhjJVUo6XS+s\nVluzh3v/qlOk7S6m3+0RxA5p29OvrzeRfaQcm1Vk67dp3PZkXLv6U5ZbT225nojunkikrT+jFpMJ\nQ33dVXmOz1JXYWDnTxnIFFKG3XcHET0T2PjFh6x57z9oXN3Q1VTj4uvP1m8+xyskDPfA4Ks+138b\nlloj7hlCi3CK9iBzViKL80Qd59l8HEuVAVNePfVb8jFm1WI4XolduDMS+/Z9T9XxntRvykO7uwib\n0UrNiiwUwY44j22Zm3Q6JZm08m2MiZmNT44v/n4PYnCuZ+fuxaRGbsXB1Z2TB/eQlbgfQ30dMrkC\nq9mM5qACZ5UXLreFU/NLFo3ZtaiiXGmorWH/iiUc37YRuVJJvzvvIX70raTu2ML2b7/i60dm4isN\nJcwxHKdB7Q/HulH8ZYxjqUKBpzyLUmsnRj/chSe2puOkkvPE0PO8sKm/wJFF0Gs22LVPC8V58mR0\n27ej3bkTxzNxt1eDzWRCt3MntUt/pmHfPpSRkfj99A723bo1t7kRhUcEhQL/jz/CXF6OPvEQ6j4J\nbVYIVMV1perrb7A1NCBRX15ztL2INhvlb7+DzNsbz7lPYa2rp/ztt6lfvwGPR+dccj+rroG8qdOQ\nuboStGRxm4mMfyesdXUYUlJwmzULY2Ympa+9jjIyssVn5iyWykrq162jMfMk3v96AUtlZbvjja8U\njyeeoG7jRio++hjfN/6D65QIdHuL0R+vREwsbWokNFUkkvuoUQQ4ountjbmsBOPJk03XW1p6RYmk\nl8I3woVbI1wwrcjm9OnT+IQ50ff2kSx/dR+7l35HUGxXlCp7ls17nkadjskvvIZPxMW9pGl7ipAr\npYR3az1xXrNmDenp6Xh5ebUKIZDJpXgEtN/z1x4MycmYcnLwef31S7Zxu38mgkJB2euvUzDzfsy3\nDGeXzYpXnZagzJMck8tZsmQJs2bNamXA1tbWkpGeTmlZGZ06dWqhPd0WQ4YMaS4x/mcjSCT0nzoD\nR3cPti34kmWvPM+EZ/+N2vny4UPR/f3Y9HUqp09UEdzlz48/PEtBejW/fXaMKc/1wN1fQ0lWLRKp\nwJ5lWRgbzPQYG3JZ50jmgVJsVpH4EUEkbconaWM+3UcHX/acRr2ZdZ8fw6A1c2RDHr3HhxES697i\nPNrqSgA07TSOtdWNHNteQPwtQdg7Ksg6VMaOHzMQBLCYbPzy9hHGPhLDXa+/z6E1v3Bk3SpGPvwE\nbv4d+fWtZ1j84tPYaTSExnVn2Kz2r4j9NyKKIjUrsxBELhtO0R5kzkpkzkqUQY7oDpRQsyoba60R\nx2HtDwsV5FLUvX3Qbi+gMb0auY8at7s6tlLHyDuWhH2QC16PdUO74zTWWiPWFCOdAvuz6YsPAZAr\n7QiN74HZwYWxd91D8epjSJNNZNqOMCQugdp1ORiOV1BYkUH6T5vJ16YSO3w0CZOnYu/YZKPFjRyH\ns5cPqdu3ElrSAZuT0JSk+BfnL2McI1Uy1Okz7rG8QnZiLgdyqnn1tmic7OVQkw8nVsLv70BALxje\n/ipfmgH9kXl6UrtixTUZx4WzH6Zh3z6k7u54PvssrtPvui6e6OuF3NMTp7Fj2tXWPj6eKquVhoMH\ncbhOg2TdmjU0pqbi88YbSOzskNjZNRWe2LAB9zmPXHLA0G3fhtjYiLmigoJZswj64QekbSQF/V1o\n2H8AbDY0gwbi9uAD5E6cRNE/nmolMWgqLCT31tuw6fUAaAYMwFJZiTKqfUvlV4rC3w/94EEIq1bh\nOuMeVNFRqKLdm0qU1xkxFzdgLtZhKmnAVKjDcLwSfVIZUvvM5mMYs09dF+P4LL6+vqSmplJRUYFf\nB3e8IiZSmvkVv/znVaQyEWNDAyMefgEk3uQeq8BosIAITh4qfMKdaag1cvJQGR37+LZKpEtLSyM9\nvSkOurS09Iria8XzVoLOasK3Z2WoZulSJGo1jqMuX03O9e7pSOxVFH3wIZuSk5ErlUwYdys1m+bg\nN+Mefs3MZP369cTFxVFQUEBhYSGFeXloz+ik9+vXj0GDB7c4pikvj9zJU1D36YP77Iew6/TnlrBu\nD7HDR6Nxdee3j95i8b/mMvH5l3HzC2hxv88nJNYdlYOcE7uLb5hxLNpE9q7IxmYRyT1WgcZZSU2p\nnl63hlBf2cihdXk06i30nxJxUQOpKeynGJ8wJ3qPD0Vb3Ujib7n4R11+YnBgdQ6NOjN9J4eTtqeY\nDV+m4B3qRMLEMHzPGBm6qibjuD2eY5vVxqavUynLrSfveCWRPbw4tC4Pn3Anhs+Mpq7CwMavUljx\n1mFGPxxD74l30GvC7Rxen8fv72Ywes4LZO7bQkV+LinbNzPgrvtQqG7cErlos93Qirj6w2UYT9ZQ\n1VEk8DqFyQgyCZoEH+o35zeFVHS6vMPrQjQJvuiPlGHX0Q3nMaEIF6yINep0lGZn0WviHUiUUpxG\nNoUrWWqPEdTYmcYOFvw6RhMcG49coWTnzp2gtSFNsWBwaeRo0ma6Vd2OqpMbDcfLIVFLvPNQuvnd\ngku3iFbJfQEhnVGrZJhkWlxHRf4tEvX/OvWHZApcZMUMDNOz6mgxvT2MTBPXwzfD4KMY2Poy+MTA\nlEUga3+FL0Emw2n8eBp278FaX39Vl2YzmWhITMT5zjuI2LkDt/vu/UsZxleKKi4OiZMThf/3CHl3\nTceQknrVxzIVFlL01FxKnnseu+honG4d17zNcfRoTDk5NOzZe8n969etR+bjQ+D8rzDl5VMw+2Fs\nBsMl2/+daNi7F4lGg6pLF6QaDf4ffoC1upriZ59tCsE5g3bTJmx6PUGLFyPRaNDt2Y2lqgqZ+x8X\nZtIwciQSR0fK332v+X+CICBztkPVyQ3HYUG4390Jn2d64HZvNNY6I4YsN2TeTSoxppxT1/V6YmJi\nkMvl7Nq1C0EQGDsnAa/wKTTUlFNfWYcoHc/mhZWsfOcI679IYduidLZ9l87Kd5M4faKK5K2nEW0Q\nN7zlcp3ZbGbdunV4e3sjlUopLS1t9zUdPHiQjz76iOrqamw2G0uXLmXJkiWUfzUf3WU+0+aSEurX\nb8Bp0sR2lXl3mjiRzCefoN7JiduGDMFrQH8EhQLv0wX069eP5ORkFi5cyJYtWyhMT8clI5P4lBRG\nrt9AT7O5VVny+o0bsel0NOzbR+7ESRTMfhjD0aPt7vefRVi3ntzx0htYTEaWvvg0a977Dx/PmMzB\nX5e1aiuVSejYx5f8lEp0NY034Grh5KEyqop0yOQSCtKrKc2pA8A3wpnBd0fRdXggKTsK2booDau1\ndcGCU0kV1Jbp6djXF0EQGDitAxoXJVsWnsBqvnjxhrLcelJ3FdFlsD9dhwVy54s9GXRXB+qrDPz6\nbhLrPj+Ovt6Ettk4vvQzQxRFzCYriWtzKcutJ35kEI06M4fW5RHa1YNbH++Kg6sd/h1cmPRMN+R2\nMla9n0zWoTLqyg0c2ZCPKIJS7cuI2Y8x4K57sVmtnD6Rch3u7pVjMZvZtvALPn9wOlVFBTfmGmqN\n1P7WpE5RF3h1BdUuhbqXD4JcckUhFWeROijwfq4nLuPDWxnGAKdTjyKKNoJjW+YbKMOcsZYZGDB5\nBhE9EpqTi+UNUPV9GoJcguednREECSd+30qDkw7BAqJMwGFCCDInO6qXZFD5TQrm8iZnj7lcT/kn\nRzGX6XGdFoV917ZDYv8K/KU8xwBzeyi4V/ULbtkrETaL4N0Fhr0M0RPAJfiqDq3u15eq+fPRHzmC\nwwVelvZgys0DiwX7Hj1aZZb/HZE6OBC6ehV1a9ZS89NP5E2bhueTT+J674x2z8AtNTVUffkVNYsX\ng1SK20MP4Tbr/hYJZI6jRlK1cCEFs2fjPns2zpMmIvc9J8Fnra1Ft3cvrvfcgzohAd/33qXoiScp\nfOIJAj799G89ARFFkYa9e1En9G7uh12nThctca7dvgNlp47Yx8ehTuiNdvMWsFj+sLAKAFGtxn32\nbMrfegvd3r1o+va9ZFtVlCvWkX7UrszHYeTt1K9ahDG7bePYWm/CXKHHLqztlQCNRkPPnj3Zu3cv\n/fv3x9PTkzFPDWfpwnKc7DzpFNULO7UclUaOnUaO0l6GKMKGL1PY+l065kYLET08cfJoGb966tQp\n9Ho906dPZ82aNZSUlLR9c4DTp0+zceNGRFFk+fLlhIaGkpnZ5DmXnkgj4eBBNP0ufs+qv/8BRBG3\nGTMueXyLxUJpaSmFhYXk5eWRkZHBoEGD6HhGaN+uUycMKccZPPcpHB0dkWVmIv12EYqSElymTsXj\nsUdJu+02qhYsxGHUKBrT0pD7+CBzdUW7fQd2MTEEfvM1NT/9RPWi78i7cyrqPgl4zp37l/Ike4dH\nMvXVd1nz7msUn0xH4+LK4XWriB9zW/PAfJZO/XxJ2pRP+r6S65aYp6sxonZuu6y3xWTl4Ooc3AM0\nBHZy5eiWAk6nVSORCHgENZXO7jMxDDu1jAOrcjAaLAy9pyN2ajl5KZUkbTpNaU4dDq52zWE/SpWM\n4TOj+fXdI5QcBi5Y2LRZbexcnIHaUUGvcU3xohKphOj+fkT28ubYtgKOrM9j84ITeAc1ST8mri3D\nbKrAbLQ2/TRaz/1tssIZ+y0qwZuE8WF06OlNYWY1nQf4tYhldvFWM/nZbmz4MoXNC07g4GqH7YzB\n31DbpD3t26ETMqWS/ONJhHfvxZ9JfUU5az98k9Lsk0jlcrYv/JLJ/3rtT/dI1q46o04xKQJSDl7X\nY0vVctxndUHqdHlnoLmxEbPJ2BzGcJbL3YucpEMo7dX4hLcUD7ALc0K7DYy59c0JgIb0Kvz3S7Ap\nzbjf3QllkBNBMV1J3b6ZFHETvppIhv/rCVQuDjj28KPhYAl1m/Ip+zAJTW8f9KmVIIDnI13/8kl4\n5/PXsfSkCkCAPR/iXpkJPWZBz4fA49qVH1SxsQgKBfrEQ1dlHBuzsgAumljzd0Xu7Y37gw/gcvsU\nSl58kfK336Zh3z5833zjskaZrbER+02bOfX0M9gaGnCaOAGPRx+9aKyw1MmJkJW/UPryK1R+9hmV\nn32G3NcX+x7dUXXv3lTowmJpVs1wvOUWrC+9ROnLL1P7y0pc7rzjD+v/H40hORlzcTFuD7ZUdXC+\n804aDiZS8eFH2MfHowgJwZCcjPvDDwOg7tsX7ZatQPsKgFwLLndNo+bHHyl/513UvXs3T2xEiwVT\nXh6NGZkYMzMx5edjqTUg870bRXBXFGFhGHNyLnts0SpS+UMa5iItPv/sdUk9y/Pp06cPiYmJrFq1\nCj8/P44fP47RaKRMW0HfsT0JDGyty33L/dEsf+MwVouNbiOCW2w7deoUpaWl9OvXDx8fH7y9vcnM\nzLzk0v1ZGhoaWL58Oc7OzgwcOJBVq1ZRUlJCXFwc+kOHSI/uhNeBgwScV6b6LNb6emp//hnHkSOR\n+7VU1LHZbOzZs4esrCyKi4uxWq0AODo60rNnTwYMGNDc1i6mC7XLVyDW1eH12efoDx7ELiYG748/\nRtW5KWFPP2wYsp8WU/TYY2i3bEXVrRt+779P4/HjeDzxOFJHR9wffhjXe+6hZunPVH3zDUXPPEPY\nb7+1+V78mTh7eXPPO582Va1KS2HZvH+SvnsnMUNHtGjn5KEioKMLaXuuT2JeVZGOpa8lEhbnydAZ\nHZErL62csfeXbLTVjQyZEQeiSNKm06TvLcY9QIP8TOKqIAh0GxmM0l7O70syWfj0HuzUchobzDi4\n2dH/jkg69vVpbg/gE+ZEj7EhJK7NJfNgKR3OK4qQ8nsRlQU6RjzQuZWCilwhpfuoYOwdFez4IYOa\noiwQ7Cg62YCjhwq5UorGRY5cKW31o3KQE9G96Xnt6qvG1ffieScqjYLbHo9jx08ZZB4opfuYYA6v\ny0Nf32Qcy+RyAqNjyDvWUrFVFEUKThwnJ/kwfh06YrO01rS+FnKTD7P+0/ewWa3c+tQ/0dVUs33h\nlyStX4PVYkbt7PKHqWk07N9PY1o6rjPvw6a30JhRjcOQAGRuVyY6Zmq0sOPHDDr28SGw06VVKNpS\nECrJzmTtB29iNhq5+82PcGzHamNVUQFpu3cQM3RkK7UYRaAjyCQYc2qx6+iKdkcB9VvzMTuA38Nx\nyFyawkaiBw1j3UdvI1Mo6fPC3ahcmnI2BImAJsEXVRd36jbmodtXjMRehseDMX8rwxj+SsaxIICj\nH1RmQmAfGPUOXKc4IolSiSo2Fn1i4lXtb8zKApkM5RmN0P8mpM7O+H38MbU//0zZG2+SM34Cvm++\nibpvHxpTUpB5ejYXC6lbu5by9z/AoaQE+4ED8XjqH9i1IVsn1Wjwe/cd3B6YhT7xEPrDh9Ht2Uvd\n6jUAyIMCsYs+58lyvuN2alesoPrbb5sUN9opZfZXonrxYsrfeBOZhwcOw4a12CYIAj6vzqMxLY2i\nfzyF64wZTXHJQ5omberzPLh/tHqHRKHA48knKZ47l9KXX0G0WjFmZGDMzkY0nakGL5ej8PdHkMsR\nvRsQrW4ow8LQbtrUFIMrgqVCj6lIh7lIh6XGiKaXN6aSBswFTQV7DCmVaBIuXbTnLGq1moEDB7J7\n926qqqrw8/Nj2LBhLF++nBUrVvDQQw+hviCB1M1Pw4gHoqmvamwxyBuNRtauXYtKpWLgwKYyzt7e\n3iQnJ6PVanF0vPigY7PZWLlyJXq9nlmzZuHj40NdXR35+fkMj4vj1IsvUTJyBEc6dqRnZib253lh\nRZuN8nfexabX43b/zFbHPnHiBNu3b8fPz4+ePXvi7+9PQEDARa9F1SWGmu9/IG/qVCzFJXi//DLO\nt09psbJj6N0bl42bmgzj+HgMR45Q+vLLAGgGn8slkKjVuN0/E0tlJTVLlrQ5ObhRCIKAf6cueAQG\nk7xhDV2G3NKqTXR/Pzb+P3vnGVhVlbXh55zba9pN74EASSD03g2ICAIWQB07dh0ddWbUGR11in5j\nr2PH3gEBqUoXkBJqQkJISCO93uT2/v24EIwJSShBFJ4/Sk7b99xy1l57rfd9J5vS7HoSTtMYoPaI\nCXxweHcNxmorl97VD307TlyFe2vJ3ljOgMlxxPQOwuPyIpWJuF1eInq0bQzvOy6a8EQ9R3IaqC83\nE98vhJ6D2leZABg8NYHsbUVs/CKPvG2V1JdbCIpUU1NiIi4tmB6DTvw7kDIqktID9eRuqkamCODq\nfwxD04F98MkikYlk3JjCoCnxBIar2bWyBEuTs2V7fPpACnfvxFhdhTYomINbNrJ7xRJqS4tBENi1\n7FvkWh1jxow5bWtqr9fDTwu+YNuirwiNjeeyBx8lKDIar9dD9vof2PDxuwAIgkhofCJhCSd2jj1V\nap57HntODh6jEd0lNwCg7NVxzXh1cTMOq6tVEFy0t5aCzBoK99Qy6ebUlslKV/H5fOz7fgXrP3oX\nbXAwHpeLZa/8l7lP/B+STla3N306H5lCyag5f2izTZCKKBL02A814jbmYj9Qj3pgGIcNlfQMOl5P\n3XPICJIGDSV1XEa7qiUSrZzgq3qhHRWFqJCc9OThXODcCY4BghPBUgszXjtjgfEx1MOGUffmm3ia\nm5Gc4MF4Ihz5+SgSExDkXa91/i0hCAJBV1+NatAgKh56iCO33oo0MhJ3ZSWyuDiSvl2EeeNGKv7y\nV5RpadRcPZeUO+44qWsoe/dG2bs3wddfh8/nw1lUhDUzE2WfPq0e1IIgEDLvFsofeBDTunWn1UT5\na+A8coTqf/4LzZgxRD3733aVQyQ6XYvFec1zfoWPY0vd8thYZPFxuEpKu7Ws4hj6S6fS+MknGL/5\nBonBgLJ3b4Kuuw5ln94oevdGkZjY8rmv/zwXZ4kJRY8kzNpe1Ly+C3etA5/Tv9wqyEQEhYS6nHoQ\nQJUWgqvOhnVvbZeCY4AxY8YwZsyYVn+bPXs277//Pt9++y3XXl9TW1wAACAASURBVHttG+3fxP7+\n4MHj8SAIAqIosn79eoxGIwMGDGhReog4Osmrqqo6YXC8efNmDh8+zPTp04k82nB4LLiufuYZpB4P\nE0aPZumePezdtIlRR983n9dL1RNPYPxmAcHzbmlTuuD1etm4cSNhYWHMmzevU/1iVbrf2tR1pIzo\nl19Cf3HbQBGZjNg3Xvev5gwZQuGMmZjXr0cWE4OiV9tVLml4GD67Ha/JdNK/gWcLQRAYeOkMvn/r\nVQp2/NRme0J/A2q9nAObK047ODZWWxFEgUvv7MeaD3P45plMRl7RA5fdQ2OVBWO1lcYqK9ZmJ6Fx\nOkbM9AdbEplIVHIgpTkNLW5+vyQ0VtdlBRRRFIgeIVC5RYrV5CI2JZiGSgtyhYRxV3fcvCQIAhOv\nT6FkjwtDbOwZDYx/fo3gSP/EU62XY206bul9rGZ1zXtvUFtShLXJiCEugSl33k+vkWPI/XE9a977\nHxWHDpKQPvC0xrHs5f+Sv30raRMmkTHvrpayG1GUcNmfHqF4/x6ievVhwX8eZ837/+Oap549o416\nrqoqf/lSVBT1776L19cHQRaAPKbj93n9J7k01di47l8jW0xsCnbXoglUoDco+f79AzisbvqO69i7\n4RhOu40f3nmdg1s2kjRoKJfc8yClWXtZ9vJ/2fr1p4y99qYTHlu8dxeFu3cy7rpb2pRhHEPRI4Dm\n1SW4620ETE9COzoK38bW5WhSuZzLH36i07HK29G6/61wbgXHk54CuxEMZ96BRz1sGLzxxinVHTvy\n81H163vGx3SuoezVi4Svv6b25VdwFBcROPsq6l57ncrHH8eyZSvK9HQSPv+Mks2bT+s6giCgSEpC\nkdT+zF43eTKy2Fga3nsf3UUXtZs9dhQWIYuMQFSdWzPSYyU4oX+8t0NJvZ9bnGsnTmj1ANSOHk3j\nWQqOBVEk7oP5eG02pCEdi8zL4/TY9tch9ktCOSgGT5MdzZBIZNFa5NFapKFq8Pkw/ViOI7+RwFk9\nsWRW+X9oG+0tS3InS1RUFJdccgnLly9vqUluj88++4zGxkaGDx/Otm3bGDp0aKtMc/jR0p+qqip6\ntbPiUVRUxPr16+nbty+DfyG3Z8vKouHTzwi4fBa9L7uMTZs2sd3rZbjHgwhU/v0xmhYvJuSOOwj9\n0/1tzp2dnU1dXR2zZ8/ukpOdLC4O3eTJaDMuaj8wPopqwICW/w/780OU3X0P2okT2w2oZGFHtVRr\nas7Z4BggZfQE9qxaxvLXniNx8mXAhJZtEolIyqhIdq8uwdRgPy0TDWO1Db1BSUK6gaseHsKKN/ez\n/pODACjUUoIi1MT1DSEoXE3vERFIfiaFFd8vhLKDjS1qEaeLXCNw49MnrvvvCIVKitvZREBYW0fJ\nM40mQI71Z5njoMhoAsMjKdm/h6RBQxl06Uzi+vZv+fyljJnAmvffpPxgzmkFx001VeRv38qwmVe1\nG/wFRkQyIMI/mR33h5tZ/ebLLHv1ObRBwaSOnXhGXP3M69cj6qIIe+wVGj96HmexCVV6TBuJtJ/T\nWGWhvtwCwI7lRUz8Qx8cNjelOfX0GxfDiFlJrH43m42f52G3uBh8SXyb767H42X9xweJ7xdCcIST\n7156hobyMsZcfQPDZvr9DHqPHEvRnkx2rVjCgEumowtu++zwejxs+OR9AsMjGXjJZW22H0OdHooj\n34guI65L/SK/V86t4Dimrf7rmUI14NTqjr1WK64jRwi4fFa3je1cQlSpCH/0kZZ/e01mGj74AEGh\nIOr//u+sNCQKUikh8+ZR9eSTFE6bTsgddxAwfVpLY5st+wDFV1+NZthQYt9771eV8fklzqIiAOSJ\nnTcMBV1zDaJShWbUyFZ/D7njTtRDh54xDerOENXqLqkqHKt/s+fKQfSiiKkkcMaYX+wloJ8YCxP9\nhgjq/mE0ry7Buq8W/YTOTRJOxJAhQyguLmbdunXExsa22CAfw2QyUVhYiEQiYdWqVej1ejIyMti2\nbVvLPkqlkuDg4Hab8sxmMwsXLiQ4OJjLLrus1QPKa7dT8fAjSENDCf/rXxFFkcEIrBVFvl20iN7b\ndyBdtgzDfX8k9O6725zb4/G0ZI1TUrrmLCcIAjGvvdrFu+NHO3Eikc88g2b0qHa3S38WHCt6nrsW\nwFK5nNmP/ZsF/36cw6uW0HjxFIIij2fVUsdEsWt1CblbKhh2WesJtt3iIm9bFYkDDOg7Wco11lgJ\nDPd/7gPD1cz+21Dqy80EGFQotbIOM7Z9x0UTlxpyTthZuxx27GbTaRmAdBV1gAJT/XG1EEEQuOqx\nf+Hz+giMaCvtKFepUYWEUpGXc1rXPbzLXxLZ76IpnewJaeMuonjvLor378btdLJ/zSqm3fcXeg4d\ncVpjMK3dhHrsgzSvMaKbOhfLHjWi0tLxuHfXANBjUCi5WyoZkBFLTYkJj9NK9rqnOfijiDY4BKVC\nzuYvNlG8N5Yh0wYR1TsNqVSKKBEp3F1L3vYqcrfm4bF9ilyl5Mq//5P4fgNaXWvEldeQu3kDOxZ/\nQ8Ytd7UZy/61q6kvK2XGn/+OtINmd2mIitDbu3+i9WtjrLZ2uP3ciSq6GVGhQJWeftJ1x47D/q78\n31Mz3skQ+qf70U2eTOS//oki6exZtwbOnUP0yy8jKJVUPvooh6deSuNXX+Mxmah4+GEEiQTL1p9o\n/OKLszamruAoKkISEtKlzJwgCARecXlLTfcxZOFh6KdO7a4hnjKySA1IBdz1TjzV+3CVHer0GGmw\nEnmcDvOWclxVHT9IOkIQBGbMmEFwcDALFizAbDa32n7oqDnJTTfdREZGBnPnzkWpbJtVjIiIoLy8\nHNtRuUC3282hQ4f48ssvsdvtzJkzp42hRt3bb+MsLCTq6f+0vK8pfdPodTCP3KwsFmo1bL3xBhon\nTcLrbSvhlZ2dTX19PRMmTOhS1vhUEQSBwMtntWSIf8mx4NhVU9NtYzhTqHR6LnvgEXxeDyX7W8vQ\n6Q0q4lKCydlS2aKgAOBxeVnx5n42f5PPp49v44cPDlBXZv7lqQG/ZnFTjZXAnzUJyeQSIhIDUOk6\nV68QJWJLYP1rYzoJjePTRR0gb2nIO0ZAWES7gfExtJHRVObn4XG7T/m6hzO3Exwd2+F1jiGIItP/\n9DD3zv+K29/4AENcPEtfeJo9q1s3oubv/IkVrz3Pwa2bOLRtMyvfeLElCP8lHrMZV5MBQa5HkAjY\nDwchCCKOgo7jiYJdtUQkBTD+mt5I5SJLX9nLrlUlyBRVWBprCYmJQxBEfN4qvK49lOz9loX/eZzX\nbryWD/78Kh63l33rjhAQqkIXVIjH5UShv4aD26TsW3eE2lITXo+X8kONLH21kKCowWStXU1zXW2r\ncdgtZrZ8/Smxqf3oOeT0Jgm/BxqrLCx8dleH+5xbmeNuRjVoEPXz5+O12xGVShq/+hpZdPQJJZmA\nFkcw5XkaHIsKxUlnsM4EgiCgv2QKuikXY96wgbo336LqiSeofuYZfHY7se++S8PHH1Pz3PNIdDp0\nkyZ1KfvZ3TiLipEnJvzaw+gWBKmIPFqHs6QZvPlYfszH53R2WosfdEUyte9nU/PWfoKvSkaZGnJK\nLlIKhYLZs2fz3nvvsWjRIq677rqWYPPQoUMEBAS0NLmdiH79+pGbm8sbb7xBYmIihw4dwuFwoFAo\nmDlzZkvpxTF8TifGr75Gm5GBZtTxjKxm8GAG/vdZUnNyqJ53C9luN59//jkhISGMHz+e9HR/5uVY\n1jg8PJw+fdraWp9NjjV4uqvP/eAYICA8AqlKTWVBHgOmtDY4Shsbzcq3syg50EBiut/AZu3HuVQW\nNDHu6l401dnI+bGCQ9uriUsLYdCUOKKSA1uCXkuTA7fTe84EuKdDU7Vfu1vXjbrox9Do5dhMrlYW\n2p2hjYimNmsPtSVFRPQ4+eeow2qhLDebwdMvP+lj1QGBzHn8aZa/9hzr5r+Fqa6WsdfciM1s4vs3\nX8FhtZK7eUPL/naziR6Dh7U5T9OyjcgTM5DHS1D2jvGbc/g8mNcsxPePe9pdUTVWW6kvNzNmdjIq\nnZzp9/Rn25LDVBY0EWiox94oZ8ZDf0Mi9WdxvV4vO5bmUJC5H6txF8aKNXz971AaqiIZM7sH2xdm\nYYhLJbJPIpUFRgp2+b/HUoUEt9OvfCORDMDn283Gj99j+gOPtHzety38ErvZxIQbbzsnm3HPJqYG\nO0tf2Ysg6fg+nF/BcXo/cLux5+QiT4in6gl/QXnwjTcQ+tBDiD97yHsdDmy7dmHevBlBoUDWwQP3\nAt2HIAjoJk5EO2EClq1baXh/Psr+6WjHjkHRqxelN9xAxV8fRtRoCH/0EQKuvPJX/fI7i4rQZfw6\n1rxnA+2YaFw9AxGlV1B21900fPoZIbfc3OExsggNYXf3p+6DbOo/zUUSoEAzNBz10AikJ9lAFBER\nwZQpU1i+fDmHDx8mOTkZl8vF4cOHGTRoUKfvfUpKCrfddhtLly4lPz+flJQUUlNTSUpKamOmAX4N\nak9DA0FzZrf6uzIlBW1GBhETxjNg9mwy3G5ycnLYunUrixYtwmAwEBUVRVZWFg0NDcydO7dbs8Zd\nQVSpEPV63L+BzDH4v/ua8Egq8/PabItPD0EdIOfAj+Ukphsoy20kf2c1wy5LpN+EGACGTE0ge2M5\n+9cfYfGLewhL0DNoShyJ/UNbllR/D8Fx6YH9SKRSIpK6P4GjPvp9tTU70Xaxh0Ab4S+JKT+Y06Xg\nOHfzBrZ/+zUJAwbTa/hommur8Xo89BjUNmjtCjKlkhkP/Y11H7zDzqULaa6rRZRIcNpt3PDsq9it\nFvD62LViCfVlJW2Ob16zDfM2L4LUQfC1wxFVcizbK0G04WmoxbKtrea5z+tj92r/uY6pjUQlB3LF\nnwfTWGVh2ctLiejZqyUwBhBFkRGz+jJiVl887tm8e+/9VOQuRBN6PRp9Lab6OsZfP4/eI/1SjqYG\nO5WHjVQVNCFXSQmMULP2w1zSJ13J3tVfsff75QycMp3GynL2rFpGv4mTu0XB42xibnSQv7MaQ5yW\n8AR9GzfUzrCZnCx9ZS9Ou4fLHxoIz5143/MqOFb282dz7Fn7/Rq7gHb8eBo++hjLzp1Ev/ACisRE\nfF4vZXfdjWXrVsDf9PJblBT7PSEIAtrRo1uZVcjCw0hauQLbrl3Uvv4GlY89jnnTjwTfdBOqgQPO\nepDsaWrC09CAPOHslZ+cbdT9DNDPAMSjGT+OujfeQD992gmX8o8hDVISfv8gbDkNWHZU0rymlOa1\npSj7BKMZEYmyV1CX36+BAweybt069u7dS3JyMoWFhbjd7nab7NojKiqKO++8s0uSZsYFC5BGRqL5\nhYKGcFQpouX1SaWkp6fTq1cvXn75ZTZs2MDMmTNZu3YtERERv3rW+BjSsNDfTHAMoAmLpGLHZmxm\nEyrtcVWAlsa8Vf7GvJwtFSg0UgZefNwhUamRMeTSBAZMiuXgtir2/FDKqrez6T8plsCjZjGBvzHt\n1fYo2beb6D6pyNopIzrTaI4aUliauh4cy7U69KHhVOTlMHjazA73tTY3sW7+W0hkMvas/I5dy75F\nEEVUOj2RvXqf8rhFUULGLXcSEBrGps8+AGDojCtbyZAV79/D4V3b8bhdLUFr08otNP/QjCCRYrgl\nFWmA/3MTetcAfG4npkUBVD72GNHPPdtyHq/Hy7pP/NrQAybHtblP2kAJtSWFDJt51QnHK5HKmPOP\nf/DRn/+Io+lzti6IRKnR0mPwcbMVXbASXXAEvYb6y/LsFheCAFrDSJIGFbLho/dw2e0cyclCIpMx\neu71p3z/zhV2LCskd4u/Z0QQBQwxWiJ7BBDZM5DIHgEd9gA4bW6+e20fpgY7M+4fgKETlZHzKjiW\nhYchDQ/Htj8LyZEyBJWKmNdexbx5C5V/+xtFV15FxGOP4bVasWzdSuif7kc9bPjvdpn894AgiqiH\nDiVu/vvUv/sedW+9hen775HFxREwYwYBMy5DHhfX+YnOACfTjPd7IOLRRym8bAa1L7xI1H//r9P9\nBYmIup8BdT8D7noblp3VWDKrsOc2oJ8Uh35SfJeueywQzczMxGq1smfPHuRyeZsmvU7H00lg7Cwr\nx7JlC4a77+7y5FipVDJy5EjWr1/PJ598gtVq5dprr8W0thR5gh5lz441UY/htbpoXlOKMjUE5RlS\nRAC/YsVvKjgO90sAVhUcInFA64bt1DFR7FpVwu5VJRTuraXv+Giksrbvk1Quoe+4aFLHRLFm/gEO\nbCqn56AwpHIRTeBvW57T3NhAbWlxh/JdZ5Jjwccxl7yuEtMnlfwdP5Hz43pSxkw44Xfvx88/9Gd0\n//ksmqBgCnfvJH/7VmJT+yKKp5egEgSBoTOuRB8axqGfNjPiyqtbbQ+Oisbn9WKsriIkOhbj4o2Y\nfrQDXkLvGoiy53E5SmmgAlAQ+/77lD/0ICU33kRIWBhFyV+yR30RlQ4D6b2cDB7Q9nVWFuTh83qJ\n7t2xU2VwVAQ3vfAyq996lfKDBxgwZRrSDkrYlBoZofF6yg42cendD7Dk+X/z4+cfAjDmmhvRBHbt\nt+dcxWl3k59ZQ/LQcPqMiKDycBOVh43kbK5g//oyAPQGJaOvSiZpQOsSI7fLw4q39lNfZmbqXf26\npDJzXgXHAKr0dGxZWYhKJeqBAxHkcnQXTUS5ZDEVf/krlX/7G4gimrFjCbnjjvO+Pue3giCRYLjz\nDoKu+wOm73+gaelSvyvf66+jGjiQ8L89iqpfv24dg6OoGOC8mUzJExIIvukm6t99l8C5c1EP6rpU\nkzRERcAlCegnx9G4qIDmNaUgEdCNiUGQdV5+MGDAALZv385XX31FSUkJF110UbtlEaeCx2yh8YvP\nafjgQ5BKCbzi5Godj0nJVVVVMW3aNMLUwVSu2YGokRL+wOBWboE+jw9nuQlHgRFHgRGfz2/hasms\nxmN0YN5RRegtaSiSAvE6PLjrbLjrrLhrbeiq2/9t8jo9WLZVohkSjqhu3ZUuDQ3DUnxqZki/Bpqw\ncBAEKvPz2gTH+hAVcakhZG8qByB1dMda2qIoMPDiePIza8jbXkVIjPY3//tesn8PcFxvuLtR6/3B\nsbXZ2cmerRk993oaqytZ+foL5G3dxKTb7kEXbMBlt1NdWEBF/kEq8w9SsHMbQ2dcSUiMP6GROnYi\nqWNP3tW2I3qPHEvvkW3lIIOi/OUfjRXliFsOYd7hA5+DsPuHo4hv36RD1TeNxIWLaJg/n+KtO8n2\njKLBYaDXoa8wbNhE0Xsi5dMm4+2RyOTb/4ggipQfzAFBILJX56tJQZHRzH3iGQr3ZBKTktbp/rEp\nQexeXYooVXP1U8/SVFNFZX4eycNPTSbwXCJ/ZzVuh4f0iTFEJAUQd9Te2uPxUnfETNXhJg5uq2T1\nO9lMvasfCf38Dapej5fv3ztAeZ6RSTentvy9M8674FiZ3g/TDz8AtNgWA8jCw4n7YD71776Lac1a\nIv999n3aL3D6SLRaAq+4nMArLsdVWUnTd8to+OADal96ibj587v12s7CQpBKkcfEdOt1ziUMd95B\n05IlVP/nPyR8/dVJlx8JEpGgK5PxuTw0ry7BtP4ImiERBFyW1OH3LzIykvDwcEpKSujRo0cb45BT\nwdPURMOnn9Lw8Sd4m5rQjBlD6L33tLGB7gylUsmMGTOoqalhyJAhWHdVA+C1ujEuOYx+Uhz2o8Gw\no7AJn8PfTCM7arTQvKYUSZCCkJvTaFpeSN0HBxBUUry/CEjCETFvr0Q7vHUHf9PKIiw/VeI8YiLk\nD62l46RhYbhr6/B5veeUBOKJkMgVGGLiqCxoW3cMkDY2itID9YQn6gmJ7txwIDROR2TPAH9T1O+g\npKJ4327UAYGEtuNS1h2o9TIQ/A2NJ4M+NIyrn/ove1Z+x+YvP+Gjh+4hIDyC2pIifEcVXgLDI0nP\nuISRV17THUPvFK3HB0Djsu0orP3AayL8z2ORR3Ws/y7RatDefAf7K9NwNglMvimFnmkv4qqoYNfL\nz7OvtABKC9BpdIy8/hbK83IwxMaj1HTNIEMQxXabBNsjNiWYXStLKM9rJGlAKAFhEQSERXR+YBfx\neX0Ya6xog5WtbNDPBjmbKwiO0hCe2FoJSiIRCU/QE56gp8+oSJa+vIdVb2cz7d50YnoHsfGLQxTt\nq2Ps3F6t7Nk747wLjlX9juv3qYe1/sD5s493YrjzzrM9rAt0A7LISAy334a7thbjN990SVnhdHAW\nFyGPjW3RYz4fEDUawv7yFyr+8heMCxcSNGdOq+0eo5Hm1d8jajTop13absAriALBV/fBPrgR665q\nzFsrUPQKQtXnxCYqAOPGjWPr1q1cfvnlp9Ts5nO7cRYXYz+Yh23fPpoWLcJrsaC96CIMd915WisN\nKSkpLZrG9kONiDo52pGRNH9fgi3LL70lCVai7h+Kokcgih4BLRllj8mJqJQiyETkkRqMy4sQpCJS\ngwqpQYUsVIUkSEn+a1tgyWGkIaqW0gv7YSOWnyqRGlTYsuqw7q9FnX58iVEaFgYuFx6jsUOTmjOB\neXslEq0MVdrpSYxFJvcmf/vWdmvEE/qFkDQglNQxXXNgBOh/Uaw/OP6NN+M5rFZKsvaS0H/QWZvo\niBIRlVbWygiky8eKEgZPm0XS4GFs/OR9XHYbw2bOJjK5N5HJvU/o2NbdWLZto+aFF7FnZRE2cDjh\ntnTwNBDxSAaysM6X3+vKTKx+9wCOZrj0ZxlLs0pBprmB8NBwxMJitn63kIrcbI4UH6ZfxiXd8loi\nkgKQKSUc3l3TprTg5zTX2ajI969UGastVBU243J4kEhFRl3Rg8iflR14vT7MlT5Wv5fNkZwGHFY3\n/cZHM+6aU68BPxFul4fN3xQQGqslbezxpMSRgw3UlJgYMzu5w6SJQiXlsj8O4NsXd7Pif/tJHhpO\n7pZKBl8ST/rEk0tanXfBsbJvGggCglKJqm/nyxQX+O2jHjaUxk8+wZadjXpQ9y0/OoqKzpt645+j\nnz6Nxq++pPall9FPmYKo1WJev56mJUswbdgILhcAzcuXE/n0f5AGta19E0QBVe9glD0Dqa6w0LSi\nEGVyUIdyO2lpaaSlndx32Ot00rx8Bc3fLcWauQuf8+hDXiZDl5GB4c47UJ7B5jmf14ejwIiyTzC6\n8bHgA4lOjqJnINITuLtJdMcncBK9gpBr2h9PdX8vvbLUNH6TR8Sfh+DzQePCfCQhSsLuHUDte1kY\nlxSgSDoeeP/cCKQ7g2OPyYlxcQH4QDMiksDpSR06iXVEbGo/stZ9z8EtG0kZM6HVNlEiMvXOk5vE\nJPY30H9SLMlD2l8qP9cxVlexZ+VSsjf8gNNma7dEoDtRByhaWUifLEERUcz6y+NncESnR+0bKxB0\nIzH8aQYjioJx4iDhH1ORBnY+edq7ppSfvj2MUiMjfrzQEhgX7NzGqv+9hEyhYOZT/0Woq+fzvz1A\n5eF8+k6awqiruic7LpGKpI6JYv+6MobPSEJvaGuE01RrY+GzmdhM/t9lUSJgiNWhCZBTV2Zm+Zv7\nueqvQxAlArk/VXJwayXmRh8KTQNJA0OpOtxETanpjI/daXOz4s39lB8yIkoEopIDCYrQUJxVx+p3\nsgkMV9NnZOeZX6VWxsw/DeTbF3aTu6WS5CFhDJ9x8iod511wLNFqUaT0QRoa2q1ZxAucO6iHDAHA\numNHtwXHxm8X4ywsQjdpUrec/1xGEAQi/v53iq68iqp//wd3ZSXWzEwkBgPB116LfsZl2Hbtoua5\n5yn/0wPEffjBCWf/gkQkYGoC9Z/kYtlZhXZE56L/J0PVE0/S9O23yGJjCbr2WpQpfVD06YMiMbFb\nfg9c5Wa8VrdfjUMioM84c82hXhkEzepJ7TtZmLZU4Gly4GmwE3p7OqJSSvDsXlS/ugfjksMt5RXS\nsKNaxzU1cBKTAJ/LAxKxy/rUtgN14AP1gFAs2yqRBCrQT4jF5/biOGxEkRzU5XP1Hj2O3au+Y92H\n7xCfPvC0M4yiRGTMVb8t3Xqfz0dZbja7VyyhIHM74lHL4EGXzjwl7eDTQRMgx3IKmeNzEeeRMkTD\nSESFFkcxKAUfW5qW0DOw88xu9qZytiwoILG/gYnX92F75la8Hg8/fvERmd8tIjwpmRkPPuo3Zwkx\nMGPkRBo++oQ+H85DVHXs3ng6DJwUR9aGMnZ/X8qEa1tnd+0WF8vf2IfX4+PKvw5GrZej1suRHi2R\nOBY4f/N/mTjtftOW2JRgAlOcTL9mDBKZyKYvD3FwW2WX1H66is3k5LvX9lFXZmbMnGR2Liti4xeH\niOkdyM5lxYTEaJl+b38U6q6tyqr1cmY9MJD8zGr6jo8+JV398y44Boh98y0E+fmz9H2+Iw0KQtG7\nt98d8QyXzPi8XmpffoX6d95BM2okIfPmndHz/1ZQpqQQOHcOxi++RFSrifzPfwiYOaNFHF+VlgYS\nCdX/+jfmDRs6tHBXpoYgT9TTtLoYVVpIq0zq6WDPzaVp8WKCb7yRsEcePis9BfZDjSCAIrl7OsUV\nSYEoU0MwrS3F5/KiHRWFIskfPMrCNegnxdO8urilvEL2s8xxV/G5vVS/ugdRLcNwSxqiovPHhm1/\nHdJQFUFze+Out2PLqkM/IRbT5nKaVxWjHR1FwPSO68qPIYoSptx5P588fD/rPnib6ff/tctj/z3Q\nWFXBD2+/xpGcLJRaHcNnzWbAxdPQBndcC9tdqAMU1JaasBgd54R99unQ/MNORIUBzVAdXoeCKksR\n5WvysJvNKLUnrgkuya5n0xd5xPcL4ZLb+yJKRFwWM9/86++U5WbTf/KlTLjxtlY2zdphw2l8bz62\nvXvRjBzZba9JE6ggZWQkuVsrGHppQst75HF7WfV2Fk21NmbcP4CIpLaTzIBQFZfenc6WbwqITQ2m\nz8gI9CEqNmzYgORoo3RwpBqX3YO50YHuBKtfJ8MxUw5T+clzlQAAIABJREFUg72lLEUiEdj4xSHK\n8xpJHhrOhGt7I1edXLiqCVQwYNKpJyPO/Y6MbkAWHtbu0u4Ffr+ohw7FunvP8WX0k8DndNL45Ze4\n6+pa/d1rs1H+wIPUv/MOgXPmEPv220h0HWsn/p4Je+ABQm67jcRFCwm88oo2rlFBc+YgT0ig5vkX\n8HVgJSsIAkFXJONzeWn8tgCfz3faY/P5fNQ89xwSvR7DPXefVGDsc3mxHzZi3l6Jo7T5pK5rz2tA\nFq1Foum+yXjA1AR8Hi+SECX6SxJabdONi0EWo8W4pACP2YnkqEveyVhIW3ZV46614Sxtpv6jHH8W\nuQM8JieOoiZU/QwIgoAyLQRXuRm30e5vTpSKmLdUYN5U1uUxGGLjGXHFXPK2bqIgc3uXj/utU7hn\nJx//5Y9UFx3mopvv4Pb/fcCYq2/41QJjgKAINTaTiw8f2cKy1/e1svD+JcX76zi8yovL0fFn5lQw\nNzrIz6xm75rSVg2CbpeHvG2V1HZh6d9+oB6f143+0jRCrk1BOch/XxsqTvzZ9Hi8rP/0IMFRWi6e\nl4YoETmSk0XONx9TVZjP1HsfYtKtd7cKjMHv0ItEgmVH96vFDLw4Hp8Xdq0sBvy/f+s/OUj5ISMX\n3ZBCdK8Txz8RiQFc+dfBDJueiD6kbYY7OMrfONxYaTntcTZWWVj03C6sTQ5m3DegpSwldWw0AyfH\ncfGtaVw8L+2kA+MzwXmZOb7A+Yd62FAaP/0UW/aBk5IcAzAuWULVk09R+/obRD3zDNqxY3DX1nLk\n7nuwZ2cT9vDDBN9043mvbiLR6wl76METbhdkMkIfepDyP96HcdGiNs17P0cWqibg4niaVhRR/3EO\n4i+ckHwuD+56O4JcQujt6R3WJvt8Pho/+RTL1p8If/QRJHr9Cff9JZ5mJ3UfZOM6+iAQtTIiHx6K\n0I6e7i9x19lwlpraBKxnGlmoGsO8fkgDFYi/6CAXJEKb8gpJUFCrzLHb6MC8tRz7gXqkYWoUSYEo\nkgL86hkeH6Z1pcjjdGhHRtHwdR7Na0sJuCQRn8eLLacBQQRBIUFUSBEUEmw59f6SiqONgKq0EJpX\nFdO8ugR3rY3Ay3viKGyiaWUxokaOpou1v8NmXcWh7VtY+94bxKb2RaHWnLmbeA7i9XhY/8E7BISF\nc+Xf/ulfnj8HGDgpjujkIAr31bJ7VQmZK0sYNr1tr4XP52PHsiLsRig/1NhlCa0TYWqwU5JV59e3\nLWjC1GBv2fbT4sPEpYYglYmU5xuxNTuJ7BnAFX8efMLz+dxuvM4gRI0RicofyAZF+pu2Du/aTmhc\nQrvGKoV7arEYHf5splJK+cEcFvz7MWS6AK7++z9bGYv8HIlWizItDeuOnadxF7pGQKiK1DFRHPix\ngv6TYsnbXk3e9iqGXZZ4UooN7RF0VFWnodLSIqd2KtSVmVny8h4EAWY9NIjQ2OOJJVEUGHVlz9Ma\n5zE8ZguOQ4dO+rl/ITi+wHmBeuhQAKy7Mk8+OF6wAFlcHIJcxpHbbkPRuzee5mY8RiMxr7+GLiOj\nO4b8u0Q3aRKqQYOofe01AqZNQ9ScOMDRjonGVWnBUdI2WytIBASlFGdJM47iJpQ92u8qFywWyu+7\nH9MPP6AZO5bAa/yNMB6LC4/RgdSgQlQcDyh9Xh+eZgfuWhvuOhumTWV4LS6C5/YGqUDDZwexZFaj\nHdm5OoJldzUIoBnYsXvgmeBErx/alldIIyNwFvoNazwmJ9Uv7cLn8qDoEYirxoo9twEAQSVFGqLE\n0+QkaHYvlD2DsGbXYdlRhT4jHvPWCppWFrV7TWmoCulRNQhZqBppuBrrnhqQiqj7h6IZHE6d1UXj\nokOIGimqlM4fshKpjCl33Mfnj/2ZjZ/O5+Lb/3iyt+k3Rc6mdRirK5n5l8fPmcAY/M2z4Yl6whP1\nWBodZC4vwhCjJSHdgPiz2s6qwuaW7G1Z7ukFxy6nh6+f3ond7EKtlxPZM4D+GbFE9AhArpSwf10Z\n5Yca8fkgLE5LdJODqjITLqenjeSY1+HGXW/HkZ+HqAlD2eN4kB0QFo42OJwdi78h87vF6MP6oA1O\nQ6bqgVKnIX28mszl+ehDA4nvG4K1uYllr/wXvSGM+GlXnjAwPoZm2FDqP/oYr83WrXXHAEOnJZC3\nrZLlb+ynscpKnxERDLm04/F1BZVWjkono+E0MsfmRgfLXt+HRCoy64GB3aocU/300zQtWkTAVVcS\n8dhjiF10krwQHF/gvEAaFIQk1IDzqFFHV7HnHcK+bz/hjz5C4Jw5GBcuomnpUkSNmpjXX/PX0l6g\nywiCQNhf/kzJNddS/8GHhN57z4n3FQV/UHoCvE4PFf/chi27rt3g0JqZScjT/8UqDSXolmeQxfXB\ntq8Br81N89rSFn1hUS9HGqLEZ/Pgrrfhcx1fJpbo5YTelo48VofP50Mer8e0sQxFz0C/ZFqYGvWg\nsDYZW5/Xh3V3DYqegUgCfv26TN24GGwH6mhcmI9m9DQa3nsBZ1k59kMOfA4PAZPV6DL8qg9uowNH\nUROOw0Z/eURaCIqj91c7MpK6A/VYMqswbTyComcgAVMT8TnceJ1e/38dHhRx+lYrKaq0EEzVVlRp\nIS2rACHXpVD7bhYNnx/EcGs/FPGdZ/QjevZi8PRZZH63iD6jxhHXt3833K22uJwONnz0LkmDhray\n8D0VfF4vDqsVhUbT7mqTtcmI2+lk26IvCU/q2WWN21+DcVf3oqqoiZVvZaHSyYjvZyAx3UBsajD7\n1x9BrpIi0bg5crDhtK5zeFcNdrOLaXenE98vpM19G/+zxjPzlnKM3xViUIhUbSondlIcPrcXe14j\n1n012HMbjn7HvYCIbvJxedeqwyZc3muQacvxug7RVF2AsTILQZCCoCF3fRMAsWkTOLTdQ+ayRdhM\nzVzzr+fJLTnS6etQDxtG/Xvvd3vdMYAmwF9zm7mimOjegUy4rs8ZW90MjtScdFmFy+nhwKZy7BYX\nRfvqcNrcXPGXQd0aGLvr6mj+7jvkSUk0LViIPfsAMS+/hLwLbqoXguMLnDfI4+NxlpSc1DHGBQsQ\nZDL0M2YgqlQEX/cHgq/7QzeN8PxAPXAguilTqJ8/n6C5c5CGnliPsyNEuQRlryDsOfX4ZvRo+eF3\nljVT//H3OAqbCBj9FIIoxd0IXocR295aAJS9g1APCsPd4MBda8Vdb0cSqPBLrIUe1xMWdfKW8wqC\ngG5iLPUfHqD6xV0gAF5o/r4YzYhItCOjWpoHHUVNeIwOAqYknPb9OhMIEoGQ61KpfWsfblMfRF0k\nTYsW4qztgafZRMOnq9FlfAD4rXGlA8PazXgrevjvj/G7QvD6CJiSgLwL5hvq/qGYNpW3MiwRFVIM\nN6VR+9Z+6j48QNgd6cgiOi+VGDX7Wgp2/sT377zGjc++3u7S95lm/w8r2b9mFfvXrKLP6PFMvv1e\n5MpTy/xt+OR9dq9YglQmRxsSgi7YgMXtwVd8iCMH9lNbWtyy70U333lOl2vJVVLm/G0oJdn1FO2r\no3BPLQe3ViKViXjcXvpnxFJZW0b1PstpNfDlbKkgMFzdbmB8DJ/Ph7OoCeOKIuQ9A6nLa0Sz8QgN\nRju27Hp8djeiRop6cDjyGB2NX/6A09hI9sFYpIVHSB0TxcYv8tAb1Fz18DWotDJ8eKnIy+XQ9i1U\nFx6hoSoUj6ueIwc2cOTABlT6AKbc9SfCE3t0KThWDRoEUinmDRu6PTgGGHRJPCqdjN7DI5CcopRi\newRHasjbXtVlxYqakmZ+mJ+DsdqKIArIlRKm3NYXQ0z39ug0fvkVPpeLmNdfx1laQsXDj1B05VVE\nPv00+ikXd3jsheD4AucN8vh4zBs3df0At5umpUvRTZ58oYHzDBP24AOY1q6l9vU3iHzqyVM+jyot\nBHtOPa4yM/JYHY4yEzWv7QZCkYYoMMZ66TEpDUWCHkEhwVVpwefyIo/TnVLQoewdhDI1BEEuEjg1\nEXeDHdOP5ZjWH8G0qQz1gDDkMVrMP5YjyCUoT6Mm70wjDVQQems/at7eh3r8gxiXvI1ySH88Ddtw\n7N2G7cCBTldCBEFAMyKSpu8KUaYEI4/t2sNNFq4h+qlRbWrDJVo5hlv6UvPmPmre3EfQVb1Qd7L8\nLlMoufiO+/j6qUf58YuPuOjmO7o0hlPFZbezY8kC4vqmE92nL9sWfYmpvo4rHnkCuerks17Fe3cR\nGpdAfP9BmOrrMDfUYa4sY39RAWGJPRj3h5tRanUodToSBw7phlfUPj6vj7r52XiMDrSjo1APDm+1\nIuKxuHAcNqLqa2gljSVXSkkeEk7ykHA8bi8V+UaK9tVRV2Yi/aJYmjeWwT6/kUOfU5BmbKi0UFnQ\nxMgrerT7nfV5vJi3VmL+qQJPgx1JgF8bfOcre+jb7MC2vw5VWgjqAaF4I9Rkb6qg5IdS7A0SLPLe\neBYXArBrVQm2ZifT7klHrfdPcgUkxKT0JSalL+CXOnPa3Pi8tTisFqL7pCKKXXeKk2i16KdMwbhg\nIYZ77+32Bm6ZXEL6xNgzft6gSA1OuweL0Yk2qOMJj7XZyeKX9qBQSZnxpwHEdmLudKbwHm2k14wf\nhyIpEUVSIkmLFlL2wIOU338/thtv6PD4C8HxBc4b5PEJeOoW4TGbkXQg03MMaVUV3qYmtBkXnYXR\nnV/I4+MJuvpqGr/4guAbrkfRo8cpnUeVEkyj6NfVlYaqqP8oC5+tCWWPKsLuv4OCDRvo+7MfY3lU\n1yxbT4QgCBhuSG35tyRAgSIxAFetFfPmciy7arBmViOL0BD8hx5tyi1+baQGFcFz+1D3XhaKlBsR\nBJGwB66h/O6VNMz/gOgXnu/0HJoh4TiPmE5as/lETZPSYCVhd/Wn/ouDNHyWiylCjSRYhdfsJK5O\nxNXXhuwXZgaxqf0YNHUGu1cuJTa1H8nDR7U5r8NqbbEm/jknKmc4EXu/X461ycioh/5OdO8UQmLi\nWP7qsyx85kmueORJFOquB8jW5iYaKsoYe+1NDJt5VcvfN2zYwIQJE7p8njOBz+Nr9Z6Yt1TgKDD6\nVwaWHKb5hxI0wyPRjopCkAjUvZeFq9JC0JXJaIa239QlkYrEpgQTm3L8O6cMBJVOxpGckw+O7WYX\nu1YWI4pCm2N9Xh/2nHqafijBXW1FkRSAbnwMqr4GJBoZwakhrPmhlOueGYbD6WXHmiPkbqnA7fIS\n1TMAuaUOQzAMf3AG9RVmNn6eR88hYR3WRgeEHvscnnpQGzLvFpqXL8f41VeE3HrrKZ/n1+SYYkVD\npbnT4DhzeRFup5c5j3ZvbfEvMS5YgKeujuDrjwfBsuhoEj79hOpnn6Pho487PP5CcHyB8wZ5fDwA\nzpKSLtUKS8srAFD26tWt4zpfMdxzN02LF1PzwovE/u+NUzqHqJahSArEtKEM87ZKfHY39j3ziXpi\n/hkebcfIQtUEXZ6MfnI8HqMDWbT2nF0OV/YMRDM0DMtOEKQ2tMNTCZw7l4aPPsJw913tTlRqX30V\neXw8ATNnIiqkhFx95lwE4WiAfEc6ps3lOIubcdfZkGhlyGxg+amCwMvajmncdTdTkX+QVW++TGh8\nIoERx4OnPauXsW7+W+1ea9ClM5l4421dGlfR3l1sW/QV8ekDie7tN1LpPXIMgiiw/JVn+fbpp5hx\nzyOoI0+8suS1urDurUUzIpKKvFwAoo6e69fCsqsa43eHMdyUhiLBP7lrWl2MMiWYkBtScZY0Y9pU\njmmDf0VEopfjaXYiDVXRtLIIZWpIl+UJBUEgpk8wh3ZUU7y/Dm2wEl2wkrSxUST2b1tS5fV4yc+s\nIT+zmiMHGvB6faSNjWrJ5nqdHqyZ1Zi2lOOptyMJURJyQyrKlOCW75zP6yU6OYDdq3wsfyebqsJm\nBAF6DY9g4OQ4dIKJgvf+R8SsfxAUpSE4SkNifwOipPvVbZWpqahHjqDh408IvuGG36QZ2bHguDSn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T373NdID8fe06OzHEsRIyR5lgIIURMcY8eTXD3bgIFBZT84ylqV68m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\nCCGEEEKE/T8esUrQBOtCGwAAAABJRU5ErkJggg==\n","text/plain":["
"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"V8ikjaDq8cmh","colab_type":"text"},"source":["수익률이 큰 종목부터 순으로 나열해 봅니다. 가장 마지막날 (2019-12-30)의 수익률을 확인해 봅니다."]},{"cell_type":"code","metadata":{"id":"u7dxCoto3rjy","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":179},"outputId":"00f3f737-8068-450e-8813-d8fd9b8eadc7","executionInfo":{"status":"ok","timestamp":1582426488570,"user_tz":-540,"elapsed":24189,"user":{"displayName":"Sean-June Lee","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mA0z_4qCQ4H5MJ8ixUx69EmwIvNuV7BfS9FRIdfmCM=s64","userId":"12576390002043678893"}}},"source":["df_norm.iloc[-1].sort_values(ascending=False)"],"execution_count":13,"outputs":[{"output_type":"execute_result","data":{"text/plain":["NAVER 0.580508\n","SK하이닉스 0.552805\n","삼성전자 0.440000\n","현대차 0.057018\n","삼성물산 0.043269\n","POSCO -0.002110\n","LG화학 -0.057864\n","셀트리온 -0.116552\n","Name: 2019-12-30 00:00:00, dtype: float64"]},"metadata":{"tags":[]},"execution_count":13}]},{"cell_type":"markdown","metadata":{"id":"Zx3lTEry33Fq","colab_type":"text"},"source":["2019년 가장 좋은 수익률은 NAVER 58.0%, SK하이닉스 55.2% 이며 반대로 \n","\n","LG화학과 셀트리온이 각각 -5.7%, -11.6%를 년 수익률을 기록했습니다.\n","\n","이처럼, FinanceDataReader와 pandas의 몇가지 기능을 활용하면 손쉽게 다수 종목에 대한 기간 수익률 비교가 가능합니다.\n"]},{"cell_type":"markdown","metadata":{"id":"RlIdbMGLc96u","colab_type":"text"},"source":["#### 2018-2020 [FinanceData.KR](http://financedata.kr) | [facebook.com/financedata](http://facebook.com/financedata)\n"]}]}