공공데이터 제주 관광객 유동인구.ipynb

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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 공공데이터 분석 예시\n",
    "\n",
    "제주도 유동인구 현황 분석\n",
    "\n",
    "데이터 출처: https://www.data.go.kr\n",
    "\n",
    "이성주, 코드베이직 (c) 2015\n",
    "\n",
    "seongjoo@codebasic.co\n",
    "\n",
    "트위터: <a href=\"https://twitter.com/LeeSeongjoo\">@LeeSeongjoo</a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "데이터 분석은 많은 경우, 파일, 데이터베이스, 웹페이지, API 등 한 개 이상의 출처에서 데이터를 획득한다. \n",
    "\n",
    "파일로 제공되는 데이터의 경우, 데이터를 제공하는 쪽에서 노력은 하지만 파일명 작명 규칙 등이 완전히 일관성 있기 어렵다. 또한, 파일에 저장된 데이터는 CSV, JSON, XML 등 다양한 형식으로 되어 있을 수 있다.\n",
    "\n",
    "데이터 분석 시, 대상 데이터를 가공하는데 종종 상당한 노력이 소요되고, 데이터 교환 형식, 데이터베이스, HTTP/HTTPS 통신 규약에 대한 이해가 요구되는 경우도 많다.\n",
    "\n",
    "아래 코드는 data/jeju 디렉토리에 월별 데이터가 각각 폴더에 담겨있다고 가정했다. data.go.kr에서는 월별 데이터를 각각의 게시물로 제공하기 때문에 디렉토리 구조는 데이터를 받아와 직접 작성해야 한다. 파일 형식의 데이터인 경우, 자동으로 읽어들이기 위해 데이터를 적절한 파일명과 디렉토리 구조로 배치해야 하는 경우가 대부분이다. 파일이 적은 경우는 수동으로 파일명을 문자열로 지정할 수도 있지만, 대부분의 경우는 코드로 자동으로 처리되도록 하는 편이 바람직하다. 왜냐하면, 파일이 이후에 추가될 수도 있고, 수동으로 하면 거의 언제나 파일을 빼먹는 등의 실수가 발생할 수 있기 때문이다. "
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      "3-2-1-2. 시간대별_관광객_300그리드단위_유동인구_비율포함_201312.txt\n",
      "3-2-2-4. 시간대별_관광객_300그리드단위_유동인구_비율포함_201312_휴일.txt\n",
      "3-2-2-5. 시간대별_관광객_300그리드단위_유동인구_비율포함_201312_휴일전날.txt\n",
      "3-2-2-6. 시간대별_관광객_300그리드단위_유동인구_비율포함_201312_평일.txt\n",
      "3-2-3-5. 시간대별_관광객_300그리드단위_유동인구_비율포함_201312_맑음.txt\n",
      "3-2-3-6. 시간대별_관광객_300그리드단위_유동인구_비율포함_201312_비.txt\n",
      "3-2-3-7. 시간대별_관광객_300그리드단위_유동인구_비율포함_201312_눈.txt\n",
      "3-2-3-8. 시간대별_관광객_300그리드단위_유동인구_비율포함_201312_흐림.txt\n",
      "3-2-1-2. 시간대별_관광객_300그리드단위_유동인구_비율포함_201401.txt\n",
      "3-2-2-4. 시간대별_관광객_300그리드단위_유동인구_비율포함_201401_휴일.txt\n",
      "3-2-2-5. 시간대별_관광객_300그리드단위_유동인구_비율포함_201401_휴일전날.txt\n",
      "3-2-2-6. 시간대별_관광객_300그리드단위_유동인구_비율포함_201401_평일.txt\n",
      "3-2-3-5. 시간대별_관광객_300그리드단위_유동인구_비율포함_201401_맑음.txt\n",
      "3-2-3-6. 시간대별_관광객_300그리드단위_유동인구_비율포함_201401_비.txt\n",
      "3-2-3-7. 시간대별_관광객_300그리드단위_유동인구_비율포함_201401_눈.txt\n",
      "3-2-3-8. 시간대별_관광객_300그리드단위_유동인구_비율포함_201401_흐림.txt\n",
      "3-2-1-2. 시간대별_관광객_300그리드단위_유동인구_비율포함_201402.txt\n",
      "3-2-2-4. 시간대별_관광객_300그리드단위_유동인구_비율포함_201402_휴일.txt\n",
      "3-2-2-5. 시간대별_관광객_300그리드단위_유동인구_비율포함_201402_휴일전날.txt\n",
      "3-2-2-6. 시간대별_관광객_300그리드단위_유동인구_비율포함_201402_평일.txt\n",
      "3-2-3-5. 시간대별_관광객_300그리드단위_유동인구_비율포함_201402_맑음.txt\n",
      "3-2-3-6. 시간대별_관광객_300그리드단위_유동인구_비율포함_201402_비.txt\n",
      "3-2-3-7. 시간대별_관광객_300그리드단위_유동인구_비율포함_201402_눈.txt\n",
      "3-2-3-8. 시간대별_관광객_300그리드단위_유동인구_비율포함_201402_흐림.txt\n",
      "3-2-1-2. 시간대별_관광객_300그리드단위_유동인구_비율포함_201403.txt\n",
      "3-2-2-4. 시간대별_관광객_300그리드단위_유동인구_비율포함_201403_휴일.txt\n",
      "3-2-2-5. 시간대별_관광객_300그리드단위_유동인구_비율포함_201403_휴일전날.txt\n",
      "3-2-2-6. 시간대별_관광객_300그리드단위_유동인구_비율포함_201403_평일.txt\n",
      "3-2-3-5. 시간대별_관광객_300그리드단위_유동인구_비율포함_201403_맑음.txt\n",
      "3-2-3-6. 시간대별_관광객_300그리드단위_유동인구_비율포함_201403_비.txt\n",
      "3-2-3-7. 시간대별_관광객_300그리드단위_유동인구_비율포함_201403_눈.txt\n",
      "3-2-3-8. 시간대별_관광객_300그리드단위_유동인구_비율포함_201403_흐림.txt\n",
      "3-2-1-2. 시간대별_관광객_300그리드단위_유동인구_비율포함_201404.txt\n",
      "3-2-2-4. 시간대별_관광객_300그리드단위_유동인구_비율포함_201404_휴일.txt\n",
      "3-2-2-5. 시간대별_관광객_300그리드단위_유동인구_비율포함_201404_휴일전날.txt\n",
      "3-2-2-6. 시간대별_관광객_300그리드단위_유동인구_비율포함_201404_평일.txt\n",
      "3-2-3-5. 시간대별_관광객_300그리드단위_유동인구_비율포함_201404_맑음.txt\n",
      "3-2-3-6. 시간대별_관광객_300그리드단위_유동인구_비율포함_201404_비.txt\n",
      "3-2-3-7. 시간대별_관광객_300그리드단위_유동인구_비율포함_201404_눈.txt\n",
      "3-2-3-8. 시간대별_관광객_300그리드단위_유동인구_비율포함_201404_흐림.txt\n",
      "3-2-1-2. 시간대별_관광객_300그리드단위_유동인구_비율포함_201405.txt\n",
      "3-2-2-4. 시간대별_관광객_300그리드단위_유동인구_비율포함_201405_휴일.txt\n",
      "3-2-2-5. 시간대별_관광객_300그리드단위_유동인구_비율포함_201405_휴일전날.txt\n",
      "3-2-2-6. 시간대별_관광객_300그리드단위_유동인구_비율포함_201405_평일.txt\n",
      "3-2-3-5. 시간대별_관광객_300그리드단위_유동인구_비율포함_201405_맑음.txt\n",
      "3-2-3-6. 시간대별_관광객_300그리드단위_유동인구_비율포함_201405_비.txt\n",
      "3-2-3-7. 시간대별_관광객_300그리드단위_유동인구_비율포함_201405_눈.txt\n",
      "3-2-3-8. 시간대별_관광객_300그리드단위_유동인구_비율포함_201405_흐림.txt\n",
      "3-2-1-2. 시간대별_관광객_300그리드단위_유동인구_비율포함_201406.txt\n",
      "3-2-2-4. 시간대별_관광객_300그리드단위_유동인구_비율포함_201406_휴일.txt\n",
      "3-2-2-5. 시간대별_관광객_300그리드단위_유동인구_비율포함_201406_휴일전날.txt\n",
      "3-2-2-6. 시간대별_관광객_300그리드단위_유동인구_비율포함_201406_평일.txt\n",
      "3-2-3-5. 시간대별_관광객_300그리드단위_유동인구_비율포함_201406_맑음.txt\n",
      "3-2-3-6. 시간대별_관광객_300그리드단위_유동인구_비율포함_201406_비.txt\n",
      "3-2-3-7. 시간대별_관광객_300그리드단위_유동인구_비율포함_201406_눈.txt\n",
      "3-2-3-8. 시간대별_관광객_300그리드단위_유동인구_비율포함_201406_흐림.txt\n"
     ]
    }
   ],
   "source": [
    "# 분석 대상 데이터 파일 경로 가져오기\n",
    "import os\n",
    "\n",
    "path = os.path.join('data','jeju')\n",
    "data_files = []\n",
    "# 지정된 디렉토리에 포함된 모든 파일 가져오기.\n",
    "for d in os.listdir(path):\n",
    "    subdir = os.path.join(path, d)\n",
    "    if not os.path.isdir(subdir): continue\n",
    "    for fn in os.listdir(subdir):        \n",
    "        print(fn) # 적절한 파일들이 선택되었는지 확인하기 위한 출력\n",
    "        data_files.append(os.path.join(path, d, fn))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "파일을 읽어들인 후에는 데이터 분석 작업을 수행할 수 있는 자료구조로 읽어들여야 한다. \n",
    "\n",
    "이 예시에서는 지금과 같이 2차원의 표 형식을 처리하는데 적절한 파이썬 패키지 pandas를 사용했다. 파이썬은 데이터 분석 뿐만 아니라 많은 부분에서 아주 방대하고 유용한 오픈 소스 확장 라이브러리를 손쉽게 설치할 수 있는 점이 장점이다.\n",
    "\n",
    "<a href=\"http://pandas.pydata.org/\">pandas</a> 웹사이트 참조"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# 각 데이터를 자료구조(Pandas.DataFrame)로 생성\n",
    "import pandas as pd\n",
    "frames = []\n",
    "for filepath in data_files:\n",
    "    df = pd.read_csv(filepath, sep='|')\n",
    "    frames.append(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "각각의 파일로 제공된 데이터들을 처리할 때는 단일한 자료구조로 합치는 것이 여러 측면에서 좋다.\n",
    "\n",
    "파일로 제공된 데이터들은 공통적인 열(column)도 있지만 그렇지 않는 열도 있다. 이런 경우, 합치는 것은 간단하지 않다. 지금의 경우는 모든 파일에서 공통적인 열만을 선택해 합친다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
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   "outputs": [
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       "      <td>198.724194</td>\n",
       "      <td>167.133871</td>\n",
       "      <td>140.125806</td>\n",
       "      <td>122.268065</td>\n",
       "      <td>85.741613</td>\n",
       "      <td>57.920000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>201312</td>\n",
       "      <td>1000032323</td>\n",
       "      <td>6.282581</td>\n",
       "      <td>5.013871</td>\n",
       "      <td>4.472903</td>\n",
       "      <td>4.434194</td>\n",
       "      <td>4.434194</td>\n",
       "      <td>4.791935</td>\n",
       "      <td>6.283548</td>\n",
       "      <td>10.761935</td>\n",
       "      <td>...</td>\n",
       "      <td>21.964839</td>\n",
       "      <td>22.320968</td>\n",
       "      <td>24.265806</td>\n",
       "      <td>27.775484</td>\n",
       "      <td>24.791935</td>\n",
       "      <td>20.969677</td>\n",
       "      <td>18.252258</td>\n",
       "      <td>16.248710</td>\n",
       "      <td>12.004194</td>\n",
       "      <td>8.610323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>201312</td>\n",
       "      <td>1000032645</td>\n",
       "      <td>15.131290</td>\n",
       "      <td>10.232581</td>\n",
       "      <td>8.041935</td>\n",
       "      <td>7.369677</td>\n",
       "      <td>7.369677</td>\n",
       "      <td>8.425484</td>\n",
       "      <td>13.705806</td>\n",
       "      <td>30.426774</td>\n",
       "      <td>...</td>\n",
       "      <td>70.870968</td>\n",
       "      <td>71.954194</td>\n",
       "      <td>80.499032</td>\n",
       "      <td>93.329677</td>\n",
       "      <td>80.064516</td>\n",
       "      <td>66.944516</td>\n",
       "      <td>57.555484</td>\n",
       "      <td>51.034516</td>\n",
       "      <td>36.659032</td>\n",
       "      <td>24.154194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>201312</td>\n",
       "      <td>1000032324</td>\n",
       "      <td>6.142581</td>\n",
       "      <td>4.660323</td>\n",
       "      <td>3.960968</td>\n",
       "      <td>3.814516</td>\n",
       "      <td>3.814516</td>\n",
       "      <td>4.227742</td>\n",
       "      <td>5.916129</td>\n",
       "      <td>11.026452</td>\n",
       "      <td>...</td>\n",
       "      <td>24.392581</td>\n",
       "      <td>24.841935</td>\n",
       "      <td>27.350000</td>\n",
       "      <td>31.747419</td>\n",
       "      <td>28.170968</td>\n",
       "      <td>23.734194</td>\n",
       "      <td>20.354839</td>\n",
       "      <td>17.954839</td>\n",
       "      <td>12.931935</td>\n",
       "      <td>8.909032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>201312</td>\n",
       "      <td>1000032325</td>\n",
       "      <td>8.795484</td>\n",
       "      <td>7.106129</td>\n",
       "      <td>6.381613</td>\n",
       "      <td>6.404516</td>\n",
       "      <td>6.404516</td>\n",
       "      <td>6.964194</td>\n",
       "      <td>8.966452</td>\n",
       "      <td>14.662581</td>\n",
       "      <td>...</td>\n",
       "      <td>28.885806</td>\n",
       "      <td>29.377419</td>\n",
       "      <td>31.703226</td>\n",
       "      <td>35.937742</td>\n",
       "      <td>32.556774</td>\n",
       "      <td>27.724516</td>\n",
       "      <td>24.186129</td>\n",
       "      <td>21.497097</td>\n",
       "      <td>16.090968</td>\n",
       "      <td>11.740968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>201312</td>\n",
       "      <td>1000032646</td>\n",
       "      <td>1.021935</td>\n",
       "      <td>0.661935</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>0.485161</td>\n",
       "      <td>0.485161</td>\n",
       "      <td>0.550968</td>\n",
       "      <td>0.944516</td>\n",
       "      <td>2.126129</td>\n",
       "      <td>...</td>\n",
       "      <td>4.244516</td>\n",
       "      <td>4.247097</td>\n",
       "      <td>4.666129</td>\n",
       "      <td>5.170645</td>\n",
       "      <td>4.418065</td>\n",
       "      <td>3.763548</td>\n",
       "      <td>3.429677</td>\n",
       "      <td>3.158065</td>\n",
       "      <td>2.460323</td>\n",
       "      <td>1.654516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>201312</td>\n",
       "      <td>1000032004</td>\n",
       "      <td>4.789355</td>\n",
       "      <td>3.527419</td>\n",
       "      <td>2.976452</td>\n",
       "      <td>2.860968</td>\n",
       "      <td>2.860968</td>\n",
       "      <td>3.166774</td>\n",
       "      <td>4.594194</td>\n",
       "      <td>8.745806</td>\n",
       "      <td>...</td>\n",
       "      <td>17.247742</td>\n",
       "      <td>17.400000</td>\n",
       "      <td>18.852581</td>\n",
       "      <td>21.157742</td>\n",
       "      <td>18.742581</td>\n",
       "      <td>16.153548</td>\n",
       "      <td>14.343226</td>\n",
       "      <td>12.922903</td>\n",
       "      <td>9.863226</td>\n",
       "      <td>7.003226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>201312</td>\n",
       "      <td>1000031683</td>\n",
       "      <td>2.369677</td>\n",
       "      <td>1.692258</td>\n",
       "      <td>1.377419</td>\n",
       "      <td>1.290000</td>\n",
       "      <td>1.290000</td>\n",
       "      <td>1.445484</td>\n",
       "      <td>2.200968</td>\n",
       "      <td>4.422903</td>\n",
       "      <td>...</td>\n",
       "      <td>9.147742</td>\n",
       "      <td>9.248065</td>\n",
       "      <td>10.108710</td>\n",
       "      <td>11.448387</td>\n",
       "      <td>10.070000</td>\n",
       "      <td>8.661613</td>\n",
       "      <td>7.609355</td>\n",
       "      <td>6.810000</td>\n",
       "      <td>5.112581</td>\n",
       "      <td>3.565484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>201312</td>\n",
       "      <td>1000033288</td>\n",
       "      <td>1.827742</td>\n",
       "      <td>1.272581</td>\n",
       "      <td>1.026129</td>\n",
       "      <td>0.953871</td>\n",
       "      <td>0.953871</td>\n",
       "      <td>1.065484</td>\n",
       "      <td>1.692258</td>\n",
       "      <td>3.566452</td>\n",
       "      <td>...</td>\n",
       "      <td>7.320968</td>\n",
       "      <td>7.360968</td>\n",
       "      <td>8.088065</td>\n",
       "      <td>9.132903</td>\n",
       "      <td>7.872258</td>\n",
       "      <td>6.745161</td>\n",
       "      <td>5.981613</td>\n",
       "      <td>5.425484</td>\n",
       "      <td>4.120000</td>\n",
       "      <td>2.835484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>201312</td>\n",
       "      <td>1000032643</td>\n",
       "      <td>18.643871</td>\n",
       "      <td>14.359032</td>\n",
       "      <td>12.124839</td>\n",
       "      <td>11.449355</td>\n",
       "      <td>11.449355</td>\n",
       "      <td>12.591613</td>\n",
       "      <td>17.627742</td>\n",
       "      <td>32.998387</td>\n",
       "      <td>...</td>\n",
       "      <td>74.822903</td>\n",
       "      <td>76.059677</td>\n",
       "      <td>84.379032</td>\n",
       "      <td>98.632258</td>\n",
       "      <td>86.250968</td>\n",
       "      <td>72.764839</td>\n",
       "      <td>61.655484</td>\n",
       "      <td>54.147097</td>\n",
       "      <td>38.726129</td>\n",
       "      <td>26.859355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>201312</td>\n",
       "      <td>1000031684</td>\n",
       "      <td>0.926774</td>\n",
       "      <td>0.563871</td>\n",
       "      <td>0.438710</td>\n",
       "      <td>0.413226</td>\n",
       "      <td>0.413226</td>\n",
       "      <td>0.463226</td>\n",
       "      <td>0.824839</td>\n",
       "      <td>1.965484</td>\n",
       "      <td>...</td>\n",
       "      <td>4.775484</td>\n",
       "      <td>4.876452</td>\n",
       "      <td>5.419355</td>\n",
       "      <td>6.275484</td>\n",
       "      <td>5.590968</td>\n",
       "      <td>4.556774</td>\n",
       "      <td>4.040323</td>\n",
       "      <td>3.594194</td>\n",
       "      <td>2.497097</td>\n",
       "      <td>1.576129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>201312</td>\n",
       "      <td>1000032647</td>\n",
       "      <td>1.132903</td>\n",
       "      <td>0.756774</td>\n",
       "      <td>0.681935</td>\n",
       "      <td>0.722903</td>\n",
       "      <td>0.722903</td>\n",
       "      <td>0.786452</td>\n",
       "      <td>1.147419</td>\n",
       "      <td>2.574516</td>\n",
       "      <td>...</td>\n",
       "      <td>6.338710</td>\n",
       "      <td>6.468710</td>\n",
       "      <td>7.382903</td>\n",
       "      <td>8.573548</td>\n",
       "      <td>7.120968</td>\n",
       "      <td>5.673226</td>\n",
       "      <td>4.903871</td>\n",
       "      <td>4.350323</td>\n",
       "      <td>3.035161</td>\n",
       "      <td>1.855484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>201312</td>\n",
       "      <td>1000032326</td>\n",
       "      <td>5.754839</td>\n",
       "      <td>4.355161</td>\n",
       "      <td>3.712903</td>\n",
       "      <td>3.563871</td>\n",
       "      <td>3.563871</td>\n",
       "      <td>3.944839</td>\n",
       "      <td>5.533226</td>\n",
       "      <td>10.149032</td>\n",
       "      <td>...</td>\n",
       "      <td>21.740968</td>\n",
       "      <td>22.145161</td>\n",
       "      <td>24.284839</td>\n",
       "      <td>27.988065</td>\n",
       "      <td>24.922258</td>\n",
       "      <td>21.143548</td>\n",
       "      <td>18.318065</td>\n",
       "      <td>16.228065</td>\n",
       "      <td>11.801613</td>\n",
       "      <td>8.267419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>201312</td>\n",
       "      <td>1000031677</td>\n",
       "      <td>2.966452</td>\n",
       "      <td>2.321935</td>\n",
       "      <td>2.070323</td>\n",
       "      <td>2.038065</td>\n",
       "      <td>2.038065</td>\n",
       "      <td>2.155161</td>\n",
       "      <td>2.978387</td>\n",
       "      <td>5.411935</td>\n",
       "      <td>...</td>\n",
       "      <td>9.804194</td>\n",
       "      <td>9.748710</td>\n",
       "      <td>10.478065</td>\n",
       "      <td>11.571290</td>\n",
       "      <td>9.963548</td>\n",
       "      <td>8.623548</td>\n",
       "      <td>7.874516</td>\n",
       "      <td>7.257742</td>\n",
       "      <td>5.744839</td>\n",
       "      <td>4.176129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>201312</td>\n",
       "      <td>1000032961</td>\n",
       "      <td>1.310000</td>\n",
       "      <td>0.999677</td>\n",
       "      <td>0.931290</td>\n",
       "      <td>0.901935</td>\n",
       "      <td>0.901935</td>\n",
       "      <td>0.951935</td>\n",
       "      <td>1.280968</td>\n",
       "      <td>2.294194</td>\n",
       "      <td>...</td>\n",
       "      <td>4.647742</td>\n",
       "      <td>4.717419</td>\n",
       "      <td>5.206452</td>\n",
       "      <td>5.830000</td>\n",
       "      <td>4.971613</td>\n",
       "      <td>4.172581</td>\n",
       "      <td>3.774194</td>\n",
       "      <td>3.392581</td>\n",
       "      <td>2.588387</td>\n",
       "      <td>1.837097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>201312</td>\n",
       "      <td>1000031998</td>\n",
       "      <td>2.293871</td>\n",
       "      <td>1.677419</td>\n",
       "      <td>1.392258</td>\n",
       "      <td>1.325484</td>\n",
       "      <td>1.325484</td>\n",
       "      <td>1.479677</td>\n",
       "      <td>2.177742</td>\n",
       "      <td>4.278387</td>\n",
       "      <td>...</td>\n",
       "      <td>9.246452</td>\n",
       "      <td>9.369355</td>\n",
       "      <td>10.351613</td>\n",
       "      <td>11.890968</td>\n",
       "      <td>10.371290</td>\n",
       "      <td>8.752258</td>\n",
       "      <td>7.584194</td>\n",
       "      <td>6.759032</td>\n",
       "      <td>4.985161</td>\n",
       "      <td>3.420645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>201312</td>\n",
       "      <td>1000032966</td>\n",
       "      <td>2.245484</td>\n",
       "      <td>1.493548</td>\n",
       "      <td>1.108387</td>\n",
       "      <td>0.958710</td>\n",
       "      <td>0.958710</td>\n",
       "      <td>1.125806</td>\n",
       "      <td>1.945806</td>\n",
       "      <td>4.537419</td>\n",
       "      <td>...</td>\n",
       "      <td>11.149032</td>\n",
       "      <td>11.331613</td>\n",
       "      <td>12.762903</td>\n",
       "      <td>14.943226</td>\n",
       "      <td>12.823871</td>\n",
       "      <td>10.776129</td>\n",
       "      <td>9.110000</td>\n",
       "      <td>8.003548</td>\n",
       "      <td>5.632581</td>\n",
       "      <td>3.666452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>201312</td>\n",
       "      <td>1000032967</td>\n",
       "      <td>2.000645</td>\n",
       "      <td>1.453871</td>\n",
       "      <td>1.249032</td>\n",
       "      <td>1.224194</td>\n",
       "      <td>1.224194</td>\n",
       "      <td>1.347742</td>\n",
       "      <td>1.936452</td>\n",
       "      <td>3.702581</td>\n",
       "      <td>...</td>\n",
       "      <td>7.387097</td>\n",
       "      <td>7.483226</td>\n",
       "      <td>8.107742</td>\n",
       "      <td>9.109355</td>\n",
       "      <td>8.037419</td>\n",
       "      <td>6.858065</td>\n",
       "      <td>6.120968</td>\n",
       "      <td>5.510645</td>\n",
       "      <td>4.174839</td>\n",
       "      <td>2.939032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>201312</td>\n",
       "      <td>1000032320</td>\n",
       "      <td>2.215806</td>\n",
       "      <td>1.657742</td>\n",
       "      <td>1.373226</td>\n",
       "      <td>1.302903</td>\n",
       "      <td>1.302903</td>\n",
       "      <td>1.460968</td>\n",
       "      <td>2.104194</td>\n",
       "      <td>4.028065</td>\n",
       "      <td>...</td>\n",
       "      <td>9.205806</td>\n",
       "      <td>9.376452</td>\n",
       "      <td>10.413548</td>\n",
       "      <td>12.148065</td>\n",
       "      <td>10.657742</td>\n",
       "      <td>8.969355</td>\n",
       "      <td>7.600645</td>\n",
       "      <td>6.667742</td>\n",
       "      <td>4.756774</td>\n",
       "      <td>3.254194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>201312</td>\n",
       "      <td>1000032642</td>\n",
       "      <td>0.845484</td>\n",
       "      <td>0.652581</td>\n",
       "      <td>0.551935</td>\n",
       "      <td>0.516129</td>\n",
       "      <td>0.516129</td>\n",
       "      <td>0.561935</td>\n",
       "      <td>0.799355</td>\n",
       "      <td>1.489355</td>\n",
       "      <td>...</td>\n",
       "      <td>3.066129</td>\n",
       "      <td>3.061613</td>\n",
       "      <td>3.374839</td>\n",
       "      <td>3.837419</td>\n",
       "      <td>3.347097</td>\n",
       "      <td>2.903226</td>\n",
       "      <td>2.530000</td>\n",
       "      <td>2.266452</td>\n",
       "      <td>1.703871</td>\n",
       "      <td>1.209677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>201312</td>\n",
       "      <td>1000032321</td>\n",
       "      <td>2.919355</td>\n",
       "      <td>2.462258</td>\n",
       "      <td>2.286452</td>\n",
       "      <td>2.361290</td>\n",
       "      <td>2.361290</td>\n",
       "      <td>2.545806</td>\n",
       "      <td>3.102581</td>\n",
       "      <td>4.652903</td>\n",
       "      <td>...</td>\n",
       "      <td>8.924839</td>\n",
       "      <td>9.134516</td>\n",
       "      <td>9.804194</td>\n",
       "      <td>11.094516</td>\n",
       "      <td>10.196129</td>\n",
       "      <td>8.615484</td>\n",
       "      <td>7.494194</td>\n",
       "      <td>6.640968</td>\n",
       "      <td>4.959677</td>\n",
       "      <td>3.700968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>201312</td>\n",
       "      <td>1000032964</td>\n",
       "      <td>4.557742</td>\n",
       "      <td>3.029355</td>\n",
       "      <td>2.305806</td>\n",
       "      <td>2.031935</td>\n",
       "      <td>2.031935</td>\n",
       "      <td>2.355161</td>\n",
       "      <td>4.023871</td>\n",
       "      <td>9.301613</td>\n",
       "      <td>...</td>\n",
       "      <td>22.146452</td>\n",
       "      <td>22.455484</td>\n",
       "      <td>25.138065</td>\n",
       "      <td>29.349677</td>\n",
       "      <td>25.210323</td>\n",
       "      <td>21.098710</td>\n",
       "      <td>18.077742</td>\n",
       "      <td>16.011935</td>\n",
       "      <td>11.401935</td>\n",
       "      <td>7.432258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>201312</td>\n",
       "      <td>1000031720</td>\n",
       "      <td>9.674516</td>\n",
       "      <td>7.380968</td>\n",
       "      <td>5.584194</td>\n",
       "      <td>4.500968</td>\n",
       "      <td>4.500968</td>\n",
       "      <td>5.419032</td>\n",
       "      <td>7.756129</td>\n",
       "      <td>13.666129</td>\n",
       "      <td>...</td>\n",
       "      <td>33.701935</td>\n",
       "      <td>34.373226</td>\n",
       "      <td>35.619355</td>\n",
       "      <td>38.447097</td>\n",
       "      <td>39.416774</td>\n",
       "      <td>34.554194</td>\n",
       "      <td>28.599677</td>\n",
       "      <td>25.996774</td>\n",
       "      <td>19.153548</td>\n",
       "      <td>13.883871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>201312</td>\n",
       "      <td>1000031400</td>\n",
       "      <td>12.044839</td>\n",
       "      <td>8.842258</td>\n",
       "      <td>6.636452</td>\n",
       "      <td>5.131613</td>\n",
       "      <td>5.131613</td>\n",
       "      <td>6.116774</td>\n",
       "      <td>8.993871</td>\n",
       "      <td>16.426129</td>\n",
       "      <td>...</td>\n",
       "      <td>45.253226</td>\n",
       "      <td>45.978387</td>\n",
       "      <td>48.261290</td>\n",
       "      <td>52.307742</td>\n",
       "      <td>54.545161</td>\n",
       "      <td>47.403226</td>\n",
       "      <td>38.679032</td>\n",
       "      <td>34.815806</td>\n",
       "      <td>25.299677</td>\n",
       "      <td>17.811935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>201312</td>\n",
       "      <td>1000031401</td>\n",
       "      <td>48.111613</td>\n",
       "      <td>34.239677</td>\n",
       "      <td>25.304516</td>\n",
       "      <td>19.491935</td>\n",
       "      <td>19.491935</td>\n",
       "      <td>21.847419</td>\n",
       "      <td>33.832581</td>\n",
       "      <td>68.036774</td>\n",
       "      <td>...</td>\n",
       "      <td>224.004839</td>\n",
       "      <td>228.771613</td>\n",
       "      <td>238.838065</td>\n",
       "      <td>252.568710</td>\n",
       "      <td>249.895806</td>\n",
       "      <td>197.560968</td>\n",
       "      <td>158.193548</td>\n",
       "      <td>144.904194</td>\n",
       "      <td>101.152258</td>\n",
       "      <td>73.199355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>201312</td>\n",
       "      <td>1000032005</td>\n",
       "      <td>6.058387</td>\n",
       "      <td>4.938065</td>\n",
       "      <td>4.420968</td>\n",
       "      <td>4.393548</td>\n",
       "      <td>4.393548</td>\n",
       "      <td>4.774194</td>\n",
       "      <td>6.140968</td>\n",
       "      <td>9.967419</td>\n",
       "      <td>...</td>\n",
       "      <td>19.935161</td>\n",
       "      <td>20.290968</td>\n",
       "      <td>21.859355</td>\n",
       "      <td>25.007097</td>\n",
       "      <td>22.779032</td>\n",
       "      <td>19.472903</td>\n",
       "      <td>16.890968</td>\n",
       "      <td>14.930323</td>\n",
       "      <td>11.006774</td>\n",
       "      <td>8.063226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>201312</td>\n",
       "      <td>1000032327</td>\n",
       "      <td>3.215161</td>\n",
       "      <td>2.323548</td>\n",
       "      <td>1.992903</td>\n",
       "      <td>1.932258</td>\n",
       "      <td>1.932258</td>\n",
       "      <td>2.147097</td>\n",
       "      <td>3.085161</td>\n",
       "      <td>6.002258</td>\n",
       "      <td>...</td>\n",
       "      <td>13.457742</td>\n",
       "      <td>13.736774</td>\n",
       "      <td>15.159032</td>\n",
       "      <td>17.536452</td>\n",
       "      <td>15.445806</td>\n",
       "      <td>12.940323</td>\n",
       "      <td>11.217419</td>\n",
       "      <td>9.888387</td>\n",
       "      <td>7.082903</td>\n",
       "      <td>4.789032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>201312</td>\n",
       "      <td>1000031685</td>\n",
       "      <td>0.980968</td>\n",
       "      <td>0.717097</td>\n",
       "      <td>0.601290</td>\n",
       "      <td>0.567419</td>\n",
       "      <td>0.567419</td>\n",
       "      <td>0.625484</td>\n",
       "      <td>0.909355</td>\n",
       "      <td>1.750968</td>\n",
       "      <td>...</td>\n",
       "      <td>4.242258</td>\n",
       "      <td>4.345161</td>\n",
       "      <td>4.841935</td>\n",
       "      <td>5.815806</td>\n",
       "      <td>5.143226</td>\n",
       "      <td>4.203226</td>\n",
       "      <td>3.575484</td>\n",
       "      <td>3.118065</td>\n",
       "      <td>2.134839</td>\n",
       "      <td>1.440645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>201312</td>\n",
       "      <td>1000032006</td>\n",
       "      <td>4.271935</td>\n",
       "      <td>3.094516</td>\n",
       "      <td>2.570645</td>\n",
       "      <td>2.392903</td>\n",
       "      <td>2.392903</td>\n",
       "      <td>2.656774</td>\n",
       "      <td>3.971935</td>\n",
       "      <td>7.779032</td>\n",
       "      <td>...</td>\n",
       "      <td>16.933548</td>\n",
       "      <td>17.226774</td>\n",
       "      <td>18.887742</td>\n",
       "      <td>21.840645</td>\n",
       "      <td>19.352258</td>\n",
       "      <td>16.382581</td>\n",
       "      <td>14.304194</td>\n",
       "      <td>12.686129</td>\n",
       "      <td>9.174194</td>\n",
       "      <td>6.330323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10080</th>\n",
       "      <td>201406</td>\n",
       "      <td>1000044802</td>\n",
       "      <td>0.010354</td>\n",
       "      <td>0.009352</td>\n",
       "      <td>0.010187</td>\n",
       "      <td>0.008851</td>\n",
       "      <td>0.010354</td>\n",
       "      <td>0.013193</td>\n",
       "      <td>0.012525</td>\n",
       "      <td>0.016199</td>\n",
       "      <td>...</td>\n",
       "      <td>0.016199</td>\n",
       "      <td>0.017034</td>\n",
       "      <td>0.017535</td>\n",
       "      <td>0.019038</td>\n",
       "      <td>0.021710</td>\n",
       "      <td>0.019205</td>\n",
       "      <td>0.015030</td>\n",
       "      <td>0.011523</td>\n",
       "      <td>0.010521</td>\n",
       "      <td>0.011857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10081</th>\n",
       "      <td>201406</td>\n",
       "      <td>1000028297</td>\n",
       "      <td>0.012024</td>\n",
       "      <td>0.011690</td>\n",
       "      <td>0.011189</td>\n",
       "      <td>0.010187</td>\n",
       "      <td>0.011690</td>\n",
       "      <td>0.013026</td>\n",
       "      <td>0.012358</td>\n",
       "      <td>0.017034</td>\n",
       "      <td>...</td>\n",
       "      <td>0.022211</td>\n",
       "      <td>0.022712</td>\n",
       "      <td>0.022378</td>\n",
       "      <td>0.022211</td>\n",
       "      <td>0.024716</td>\n",
       "      <td>0.020875</td>\n",
       "      <td>0.018370</td>\n",
       "      <td>0.015364</td>\n",
       "      <td>0.013694</td>\n",
       "      <td>0.014696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10082</th>\n",
       "      <td>201406</td>\n",
       "      <td>1000041147</td>\n",
       "      <td>0.016199</td>\n",
       "      <td>0.013360</td>\n",
       "      <td>0.012191</td>\n",
       "      <td>0.011857</td>\n",
       "      <td>0.016366</td>\n",
       "      <td>0.015364</td>\n",
       "      <td>0.018370</td>\n",
       "      <td>0.020875</td>\n",
       "      <td>...</td>\n",
       "      <td>0.045424</td>\n",
       "      <td>0.047929</td>\n",
       "      <td>0.043587</td>\n",
       "      <td>0.032732</td>\n",
       "      <td>0.029392</td>\n",
       "      <td>0.024883</td>\n",
       "      <td>0.022211</td>\n",
       "      <td>0.019706</td>\n",
       "      <td>0.015531</td>\n",
       "      <td>0.015698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10083</th>\n",
       "      <td>201406</td>\n",
       "      <td>1000051371</td>\n",
       "      <td>0.026219</td>\n",
       "      <td>0.027555</td>\n",
       "      <td>0.026553</td>\n",
       "      <td>0.025050</td>\n",
       "      <td>0.027054</td>\n",
       "      <td>0.028724</td>\n",
       "      <td>0.031730</td>\n",
       "      <td>0.036406</td>\n",
       "      <td>...</td>\n",
       "      <td>0.052438</td>\n",
       "      <td>0.042251</td>\n",
       "      <td>0.045424</td>\n",
       "      <td>0.052605</td>\n",
       "      <td>0.044255</td>\n",
       "      <td>0.039746</td>\n",
       "      <td>0.037074</td>\n",
       "      <td>0.028223</td>\n",
       "      <td>0.027889</td>\n",
       "      <td>0.028891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10084</th>\n",
       "      <td>201406</td>\n",
       "      <td>1000050408</td>\n",
       "      <td>0.015030</td>\n",
       "      <td>0.015531</td>\n",
       "      <td>0.014696</td>\n",
       "      <td>0.014696</td>\n",
       "      <td>0.015865</td>\n",
       "      <td>0.015865</td>\n",
       "      <td>0.017869</td>\n",
       "      <td>0.020541</td>\n",
       "      <td>...</td>\n",
       "      <td>0.029392</td>\n",
       "      <td>0.024716</td>\n",
       "      <td>0.025384</td>\n",
       "      <td>0.028891</td>\n",
       "      <td>0.025217</td>\n",
       "      <td>0.022211</td>\n",
       "      <td>0.020875</td>\n",
       "      <td>0.016366</td>\n",
       "      <td>0.015030</td>\n",
       "      <td>0.016867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10085</th>\n",
       "      <td>201406</td>\n",
       "      <td>1000034250</td>\n",
       "      <td>0.038911</td>\n",
       "      <td>0.025718</td>\n",
       "      <td>0.027555</td>\n",
       "      <td>0.027889</td>\n",
       "      <td>0.029893</td>\n",
       "      <td>0.033233</td>\n",
       "      <td>0.029726</td>\n",
       "      <td>0.037241</td>\n",
       "      <td>...</td>\n",
       "      <td>0.038911</td>\n",
       "      <td>0.038744</td>\n",
       "      <td>0.036573</td>\n",
       "      <td>0.038076</td>\n",
       "      <td>0.039412</td>\n",
       "      <td>0.039913</td>\n",
       "      <td>0.075150</td>\n",
       "      <td>0.065130</td>\n",
       "      <td>0.069305</td>\n",
       "      <td>0.061957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10086</th>\n",
       "      <td>201406</td>\n",
       "      <td>1000062137</td>\n",
       "      <td>0.015698</td>\n",
       "      <td>0.013861</td>\n",
       "      <td>0.016032</td>\n",
       "      <td>0.015030</td>\n",
       "      <td>0.015698</td>\n",
       "      <td>0.016199</td>\n",
       "      <td>0.019372</td>\n",
       "      <td>0.026052</td>\n",
       "      <td>...</td>\n",
       "      <td>0.044255</td>\n",
       "      <td>0.045090</td>\n",
       "      <td>0.043587</td>\n",
       "      <td>0.041249</td>\n",
       "      <td>0.044088</td>\n",
       "      <td>0.039746</td>\n",
       "      <td>0.033233</td>\n",
       "      <td>0.025384</td>\n",
       "      <td>0.020541</td>\n",
       "      <td>0.019038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10087</th>\n",
       "      <td>201406</td>\n",
       "      <td>1000048195</td>\n",
       "      <td>0.023714</td>\n",
       "      <td>0.025050</td>\n",
       "      <td>0.024048</td>\n",
       "      <td>0.025384</td>\n",
       "      <td>0.026553</td>\n",
       "      <td>0.026386</td>\n",
       "      <td>0.028557</td>\n",
       "      <td>0.032565</td>\n",
       "      <td>...</td>\n",
       "      <td>0.047261</td>\n",
       "      <td>0.047094</td>\n",
       "      <td>0.044756</td>\n",
       "      <td>0.042084</td>\n",
       "      <td>0.040581</td>\n",
       "      <td>0.035404</td>\n",
       "      <td>0.032899</td>\n",
       "      <td>0.028891</td>\n",
       "      <td>0.025718</td>\n",
       "      <td>0.027054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10088</th>\n",
       "      <td>201406</td>\n",
       "      <td>1000042731</td>\n",
       "      <td>0.017869</td>\n",
       "      <td>0.018871</td>\n",
       "      <td>0.016700</td>\n",
       "      <td>0.018537</td>\n",
       "      <td>0.018537</td>\n",
       "      <td>0.018704</td>\n",
       "      <td>0.019706</td>\n",
       "      <td>0.022879</td>\n",
       "      <td>...</td>\n",
       "      <td>0.032398</td>\n",
       "      <td>0.033734</td>\n",
       "      <td>0.031062</td>\n",
       "      <td>0.028891</td>\n",
       "      <td>0.027889</td>\n",
       "      <td>0.025217</td>\n",
       "      <td>0.023046</td>\n",
       "      <td>0.020207</td>\n",
       "      <td>0.018537</td>\n",
       "      <td>0.019038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10089</th>\n",
       "      <td>201406</td>\n",
       "      <td>1000041773</td>\n",
       "      <td>0.023881</td>\n",
       "      <td>0.025217</td>\n",
       "      <td>0.024048</td>\n",
       "      <td>0.025384</td>\n",
       "      <td>0.026720</td>\n",
       "      <td>0.026386</td>\n",
       "      <td>0.028557</td>\n",
       "      <td>0.032732</td>\n",
       "      <td>...</td>\n",
       "      <td>0.047595</td>\n",
       "      <td>0.047595</td>\n",
       "      <td>0.045424</td>\n",
       "      <td>0.043086</td>\n",
       "      <td>0.041416</td>\n",
       "      <td>0.035571</td>\n",
       "      <td>0.033400</td>\n",
       "      <td>0.028891</td>\n",
       "      <td>0.025885</td>\n",
       "      <td>0.027054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10090</th>\n",
       "      <td>201406</td>\n",
       "      <td>1000036177</td>\n",
       "      <td>0.021877</td>\n",
       "      <td>0.020207</td>\n",
       "      <td>0.019372</td>\n",
       "      <td>0.018871</td>\n",
       "      <td>0.019038</td>\n",
       "      <td>0.019706</td>\n",
       "      <td>0.020541</td>\n",
       "      <td>0.020040</td>\n",
       "      <td>...</td>\n",
       "      <td>0.019205</td>\n",
       "      <td>0.019539</td>\n",
       "      <td>0.019873</td>\n",
       "      <td>0.021710</td>\n",
       "      <td>0.021042</td>\n",
       "      <td>0.012358</td>\n",
       "      <td>0.019038</td>\n",
       "      <td>0.022712</td>\n",
       "      <td>0.019372</td>\n",
       "      <td>0.030060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10091</th>\n",
       "      <td>201406</td>\n",
       "      <td>1000033936</td>\n",
       "      <td>0.024382</td>\n",
       "      <td>0.022712</td>\n",
       "      <td>0.021209</td>\n",
       "      <td>0.021042</td>\n",
       "      <td>0.021543</td>\n",
       "      <td>0.022378</td>\n",
       "      <td>0.022211</td>\n",
       "      <td>0.022378</td>\n",
       "      <td>...</td>\n",
       "      <td>0.019539</td>\n",
       "      <td>0.021042</td>\n",
       "      <td>0.022044</td>\n",
       "      <td>0.023714</td>\n",
       "      <td>0.022545</td>\n",
       "      <td>0.014362</td>\n",
       "      <td>0.020875</td>\n",
       "      <td>0.024382</td>\n",
       "      <td>0.021376</td>\n",
       "      <td>0.032732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10092</th>\n",
       "      <td>201406</td>\n",
       "      <td>1000057351</td>\n",
       "      <td>0.014529</td>\n",
       "      <td>0.013861</td>\n",
       "      <td>0.013527</td>\n",
       "      <td>0.015698</td>\n",
       "      <td>0.016032</td>\n",
       "      <td>0.014195</td>\n",
       "      <td>0.017034</td>\n",
       "      <td>0.021376</td>\n",
       "      <td>...</td>\n",
       "      <td>0.034068</td>\n",
       "      <td>0.034569</td>\n",
       "      <td>0.033901</td>\n",
       "      <td>0.030394</td>\n",
       "      <td>0.027889</td>\n",
       "      <td>0.024883</td>\n",
       "      <td>0.025050</td>\n",
       "      <td>0.017368</td>\n",
       "      <td>0.015698</td>\n",
       "      <td>0.015531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10093</th>\n",
       "      <td>201406</td>\n",
       "      <td>1000051692</td>\n",
       "      <td>0.017034</td>\n",
       "      <td>0.017535</td>\n",
       "      <td>0.015698</td>\n",
       "      <td>0.016199</td>\n",
       "      <td>0.017368</td>\n",
       "      <td>0.017535</td>\n",
       "      <td>0.019539</td>\n",
       "      <td>0.022712</td>\n",
       "      <td>...</td>\n",
       "      <td>0.033233</td>\n",
       "      <td>0.027054</td>\n",
       "      <td>0.028724</td>\n",
       "      <td>0.032899</td>\n",
       "      <td>0.027722</td>\n",
       "      <td>0.025551</td>\n",
       "      <td>0.023547</td>\n",
       "      <td>0.018036</td>\n",
       "      <td>0.016867</td>\n",
       "      <td>0.018537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10094</th>\n",
       "      <td>201406</td>\n",
       "      <td>1000058706</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.003674</td>\n",
       "      <td>0.002839</td>\n",
       "      <td>0.002338</td>\n",
       "      <td>0.001503</td>\n",
       "      <td>0.001503</td>\n",
       "      <td>0.001002</td>\n",
       "      <td>0.000835</td>\n",
       "      <td>0.000334</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10095</th>\n",
       "      <td>201406</td>\n",
       "      <td>1000033619</td>\n",
       "      <td>0.031062</td>\n",
       "      <td>0.028390</td>\n",
       "      <td>0.026720</td>\n",
       "      <td>0.026052</td>\n",
       "      <td>0.027221</td>\n",
       "      <td>0.029225</td>\n",
       "      <td>0.029392</td>\n",
       "      <td>0.029392</td>\n",
       "      <td>...</td>\n",
       "      <td>0.024716</td>\n",
       "      <td>0.027388</td>\n",
       "      <td>0.029058</td>\n",
       "      <td>0.031396</td>\n",
       "      <td>0.029392</td>\n",
       "      <td>0.018370</td>\n",
       "      <td>0.028390</td>\n",
       "      <td>0.031396</td>\n",
       "      <td>0.028223</td>\n",
       "      <td>0.042084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10096</th>\n",
       "      <td>201406</td>\n",
       "      <td>1000034248</td>\n",
       "      <td>0.025384</td>\n",
       "      <td>0.015030</td>\n",
       "      <td>0.017702</td>\n",
       "      <td>0.017368</td>\n",
       "      <td>0.018704</td>\n",
       "      <td>0.021042</td>\n",
       "      <td>0.017869</td>\n",
       "      <td>0.023046</td>\n",
       "      <td>...</td>\n",
       "      <td>0.023046</td>\n",
       "      <td>0.024382</td>\n",
       "      <td>0.022545</td>\n",
       "      <td>0.023881</td>\n",
       "      <td>0.024215</td>\n",
       "      <td>0.024549</td>\n",
       "      <td>0.046927</td>\n",
       "      <td>0.040247</td>\n",
       "      <td>0.043921</td>\n",
       "      <td>0.038577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10097</th>\n",
       "      <td>201406</td>\n",
       "      <td>1000033927</td>\n",
       "      <td>0.031730</td>\n",
       "      <td>0.020207</td>\n",
       "      <td>0.022545</td>\n",
       "      <td>0.023547</td>\n",
       "      <td>0.024883</td>\n",
       "      <td>0.026386</td>\n",
       "      <td>0.024215</td>\n",
       "      <td>0.030227</td>\n",
       "      <td>...</td>\n",
       "      <td>0.032064</td>\n",
       "      <td>0.031897</td>\n",
       "      <td>0.029726</td>\n",
       "      <td>0.030394</td>\n",
       "      <td>0.031730</td>\n",
       "      <td>0.033066</td>\n",
       "      <td>0.060955</td>\n",
       "      <td>0.053106</td>\n",
       "      <td>0.055778</td>\n",
       "      <td>0.050100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10098</th>\n",
       "      <td>201406</td>\n",
       "      <td>1000042411</td>\n",
       "      <td>0.015698</td>\n",
       "      <td>0.016366</td>\n",
       "      <td>0.015030</td>\n",
       "      <td>0.016032</td>\n",
       "      <td>0.016867</td>\n",
       "      <td>0.016199</td>\n",
       "      <td>0.017201</td>\n",
       "      <td>0.020708</td>\n",
       "      <td>...</td>\n",
       "      <td>0.027555</td>\n",
       "      <td>0.028390</td>\n",
       "      <td>0.027054</td>\n",
       "      <td>0.025384</td>\n",
       "      <td>0.024382</td>\n",
       "      <td>0.022044</td>\n",
       "      <td>0.019539</td>\n",
       "      <td>0.017368</td>\n",
       "      <td>0.016032</td>\n",
       "      <td>0.017201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10099</th>\n",
       "      <td>201406</td>\n",
       "      <td>1000041466</td>\n",
       "      <td>0.011857</td>\n",
       "      <td>0.010187</td>\n",
       "      <td>0.008350</td>\n",
       "      <td>0.008851</td>\n",
       "      <td>0.011857</td>\n",
       "      <td>0.011690</td>\n",
       "      <td>0.014195</td>\n",
       "      <td>0.017034</td>\n",
       "      <td>...</td>\n",
       "      <td>0.034903</td>\n",
       "      <td>0.037742</td>\n",
       "      <td>0.033066</td>\n",
       "      <td>0.024716</td>\n",
       "      <td>0.023213</td>\n",
       "      <td>0.019038</td>\n",
       "      <td>0.017368</td>\n",
       "      <td>0.015197</td>\n",
       "      <td>0.012859</td>\n",
       "      <td>0.012191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10100</th>\n",
       "      <td>201406</td>\n",
       "      <td>1000060237</td>\n",
       "      <td>0.008851</td>\n",
       "      <td>0.008350</td>\n",
       "      <td>0.008016</td>\n",
       "      <td>0.008684</td>\n",
       "      <td>0.009352</td>\n",
       "      <td>0.008517</td>\n",
       "      <td>0.009352</td>\n",
       "      <td>0.012024</td>\n",
       "      <td>...</td>\n",
       "      <td>0.019372</td>\n",
       "      <td>0.020708</td>\n",
       "      <td>0.019706</td>\n",
       "      <td>0.017201</td>\n",
       "      <td>0.016366</td>\n",
       "      <td>0.015197</td>\n",
       "      <td>0.015698</td>\n",
       "      <td>0.011022</td>\n",
       "      <td>0.008684</td>\n",
       "      <td>0.009185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10101</th>\n",
       "      <td>201406</td>\n",
       "      <td>1000027975</td>\n",
       "      <td>0.019205</td>\n",
       "      <td>0.018370</td>\n",
       "      <td>0.017368</td>\n",
       "      <td>0.017201</td>\n",
       "      <td>0.018370</td>\n",
       "      <td>0.020541</td>\n",
       "      <td>0.021042</td>\n",
       "      <td>0.026052</td>\n",
       "      <td>...</td>\n",
       "      <td>0.037742</td>\n",
       "      <td>0.037575</td>\n",
       "      <td>0.037074</td>\n",
       "      <td>0.036239</td>\n",
       "      <td>0.040247</td>\n",
       "      <td>0.034903</td>\n",
       "      <td>0.029893</td>\n",
       "      <td>0.024549</td>\n",
       "      <td>0.021877</td>\n",
       "      <td>0.023380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10102</th>\n",
       "      <td>201406</td>\n",
       "      <td>1000052670</td>\n",
       "      <td>0.018370</td>\n",
       "      <td>0.019372</td>\n",
       "      <td>0.017702</td>\n",
       "      <td>0.018370</td>\n",
       "      <td>0.019038</td>\n",
       "      <td>0.019539</td>\n",
       "      <td>0.021877</td>\n",
       "      <td>0.025551</td>\n",
       "      <td>...</td>\n",
       "      <td>0.037074</td>\n",
       "      <td>0.030561</td>\n",
       "      <td>0.031730</td>\n",
       "      <td>0.037241</td>\n",
       "      <td>0.031730</td>\n",
       "      <td>0.027722</td>\n",
       "      <td>0.026553</td>\n",
       "      <td>0.020040</td>\n",
       "      <td>0.018871</td>\n",
       "      <td>0.020374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10103</th>\n",
       "      <td>201406</td>\n",
       "      <td>1000060517</td>\n",
       "      <td>0.004175</td>\n",
       "      <td>0.004008</td>\n",
       "      <td>0.004342</td>\n",
       "      <td>0.004509</td>\n",
       "      <td>0.004509</td>\n",
       "      <td>0.004342</td>\n",
       "      <td>0.005344</td>\n",
       "      <td>0.008684</td>\n",
       "      <td>...</td>\n",
       "      <td>0.014863</td>\n",
       "      <td>0.014863</td>\n",
       "      <td>0.014195</td>\n",
       "      <td>0.014529</td>\n",
       "      <td>0.015698</td>\n",
       "      <td>0.014362</td>\n",
       "      <td>0.011189</td>\n",
       "      <td>0.008684</td>\n",
       "      <td>0.006179</td>\n",
       "      <td>0.005511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10104</th>\n",
       "      <td>201406</td>\n",
       "      <td>1000034898</td>\n",
       "      <td>0.075818</td>\n",
       "      <td>0.067969</td>\n",
       "      <td>0.065798</td>\n",
       "      <td>0.064128</td>\n",
       "      <td>0.065631</td>\n",
       "      <td>0.073146</td>\n",
       "      <td>0.072812</td>\n",
       "      <td>0.073480</td>\n",
       "      <td>...</td>\n",
       "      <td>0.062792</td>\n",
       "      <td>0.071476</td>\n",
       "      <td>0.075150</td>\n",
       "      <td>0.075484</td>\n",
       "      <td>0.073480</td>\n",
       "      <td>0.045758</td>\n",
       "      <td>0.067802</td>\n",
       "      <td>0.077822</td>\n",
       "      <td>0.066466</td>\n",
       "      <td>0.096860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10105</th>\n",
       "      <td>201406</td>\n",
       "      <td>1000050094</td>\n",
       "      <td>0.017702</td>\n",
       "      <td>0.018537</td>\n",
       "      <td>0.016700</td>\n",
       "      <td>0.017034</td>\n",
       "      <td>0.018203</td>\n",
       "      <td>0.018537</td>\n",
       "      <td>0.020708</td>\n",
       "      <td>0.024382</td>\n",
       "      <td>...</td>\n",
       "      <td>0.034569</td>\n",
       "      <td>0.028891</td>\n",
       "      <td>0.030394</td>\n",
       "      <td>0.034569</td>\n",
       "      <td>0.029893</td>\n",
       "      <td>0.026386</td>\n",
       "      <td>0.025551</td>\n",
       "      <td>0.019372</td>\n",
       "      <td>0.018370</td>\n",
       "      <td>0.019873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10106</th>\n",
       "      <td>201406</td>\n",
       "      <td>1000062165</td>\n",
       "      <td>0.006012</td>\n",
       "      <td>0.006012</td>\n",
       "      <td>0.006179</td>\n",
       "      <td>0.006179</td>\n",
       "      <td>0.006847</td>\n",
       "      <td>0.007014</td>\n",
       "      <td>0.007348</td>\n",
       "      <td>0.009352</td>\n",
       "      <td>...</td>\n",
       "      <td>0.015531</td>\n",
       "      <td>0.015698</td>\n",
       "      <td>0.015698</td>\n",
       "      <td>0.013694</td>\n",
       "      <td>0.012859</td>\n",
       "      <td>0.012692</td>\n",
       "      <td>0.011189</td>\n",
       "      <td>0.007515</td>\n",
       "      <td>0.007515</td>\n",
       "      <td>0.007181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10107</th>\n",
       "      <td>201406</td>\n",
       "      <td>1000039850</td>\n",
       "      <td>0.005678</td>\n",
       "      <td>0.006513</td>\n",
       "      <td>0.006680</td>\n",
       "      <td>0.006513</td>\n",
       "      <td>0.006847</td>\n",
       "      <td>0.007181</td>\n",
       "      <td>0.007682</td>\n",
       "      <td>0.008684</td>\n",
       "      <td>...</td>\n",
       "      <td>0.013026</td>\n",
       "      <td>0.012692</td>\n",
       "      <td>0.012859</td>\n",
       "      <td>0.012692</td>\n",
       "      <td>0.011690</td>\n",
       "      <td>0.009853</td>\n",
       "      <td>0.009853</td>\n",
       "      <td>0.008183</td>\n",
       "      <td>0.006680</td>\n",
       "      <td>0.006847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10108</th>\n",
       "      <td>201406</td>\n",
       "      <td>1000043052</td>\n",
       "      <td>0.017702</td>\n",
       "      <td>0.018871</td>\n",
       "      <td>0.016533</td>\n",
       "      <td>0.018203</td>\n",
       "      <td>0.018537</td>\n",
       "      <td>0.018537</td>\n",
       "      <td>0.019706</td>\n",
       "      <td>0.022879</td>\n",
       "      <td>...</td>\n",
       "      <td>0.031730</td>\n",
       "      <td>0.033400</td>\n",
       "      <td>0.030561</td>\n",
       "      <td>0.028557</td>\n",
       "      <td>0.027722</td>\n",
       "      <td>0.025217</td>\n",
       "      <td>0.022712</td>\n",
       "      <td>0.019873</td>\n",
       "      <td>0.018537</td>\n",
       "      <td>0.018871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10109</th>\n",
       "      <td>201406</td>\n",
       "      <td>1000038561</td>\n",
       "      <td>0.015364</td>\n",
       "      <td>0.012191</td>\n",
       "      <td>0.011523</td>\n",
       "      <td>0.010688</td>\n",
       "      <td>0.014696</td>\n",
       "      <td>0.014195</td>\n",
       "      <td>0.017034</td>\n",
       "      <td>0.019706</td>\n",
       "      <td>...</td>\n",
       "      <td>0.041917</td>\n",
       "      <td>0.043921</td>\n",
       "      <td>0.040915</td>\n",
       "      <td>0.030227</td>\n",
       "      <td>0.027054</td>\n",
       "      <td>0.023213</td>\n",
       "      <td>0.020708</td>\n",
       "      <td>0.017535</td>\n",
       "      <td>0.014195</td>\n",
       "      <td>0.014362</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>435050 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       STD_YM      ID_300  FLOW_POP_CNT_00TMST  FLOW_POP_CNT_01TMST  \\\n",
       "0      201312  1000032965             5.791290             3.893226   \n",
       "1      201312  1000032644            38.584516            28.465484   \n",
       "2      201312  1000032323             6.282581             5.013871   \n",
       "3      201312  1000032645            15.131290            10.232581   \n",
       "4      201312  1000032324             6.142581             4.660323   \n",
       "5      201312  1000032325             8.795484             7.106129   \n",
       "6      201312  1000032646             1.021935             0.661935   \n",
       "7      201312  1000032004             4.789355             3.527419   \n",
       "8      201312  1000031683             2.369677             1.692258   \n",
       "9      201312  1000033288             1.827742             1.272581   \n",
       "10     201312  1000032643            18.643871            14.359032   \n",
       "11     201312  1000031684             0.926774             0.563871   \n",
       "12     201312  1000032647             1.132903             0.756774   \n",
       "13     201312  1000032326             5.754839             4.355161   \n",
       "14     201312  1000031677             2.966452             2.321935   \n",
       "15     201312  1000032961             1.310000             0.999677   \n",
       "16     201312  1000031998             2.293871             1.677419   \n",
       "17     201312  1000032966             2.245484             1.493548   \n",
       "18     201312  1000032967             2.000645             1.453871   \n",
       "19     201312  1000032320             2.215806             1.657742   \n",
       "20     201312  1000032642             0.845484             0.652581   \n",
       "21     201312  1000032321             2.919355             2.462258   \n",
       "22     201312  1000032964             4.557742             3.029355   \n",
       "23     201312  1000031720             9.674516             7.380968   \n",
       "24     201312  1000031400            12.044839             8.842258   \n",
       "25     201312  1000031401            48.111613            34.239677   \n",
       "26     201312  1000032005             6.058387             4.938065   \n",
       "27     201312  1000032327             3.215161             2.323548   \n",
       "28     201312  1000031685             0.980968             0.717097   \n",
       "29     201312  1000032006             4.271935             3.094516   \n",
       "...       ...         ...                  ...                  ...   \n",
       "10080  201406  1000044802             0.010354             0.009352   \n",
       "10081  201406  1000028297             0.012024             0.011690   \n",
       "10082  201406  1000041147             0.016199             0.013360   \n",
       "10083  201406  1000051371             0.026219             0.027555   \n",
       "10084  201406  1000050408             0.015030             0.015531   \n",
       "10085  201406  1000034250             0.038911             0.025718   \n",
       "10086  201406  1000062137             0.015698             0.013861   \n",
       "10087  201406  1000048195             0.023714             0.025050   \n",
       "10088  201406  1000042731             0.017869             0.018871   \n",
       "10089  201406  1000041773             0.023881             0.025217   \n",
       "10090  201406  1000036177             0.021877             0.020207   \n",
       "10091  201406  1000033936             0.024382             0.022712   \n",
       "10092  201406  1000057351             0.014529             0.013861   \n",
       "10093  201406  1000051692             0.017034             0.017535   \n",
       "10094  201406  1000058706             0.000000             0.000000   \n",
       "10095  201406  1000033619             0.031062             0.028390   \n",
       "10096  201406  1000034248             0.025384             0.015030   \n",
       "10097  201406  1000033927             0.031730             0.020207   \n",
       "10098  201406  1000042411             0.015698             0.016366   \n",
       "10099  201406  1000041466             0.011857             0.010187   \n",
       "10100  201406  1000060237             0.008851             0.008350   \n",
       "10101  201406  1000027975             0.019205             0.018370   \n",
       "10102  201406  1000052670             0.018370             0.019372   \n",
       "10103  201406  1000060517             0.004175             0.004008   \n",
       "10104  201406  1000034898             0.075818             0.067969   \n",
       "10105  201406  1000050094             0.017702             0.018537   \n",
       "10106  201406  1000062165             0.006012             0.006012   \n",
       "10107  201406  1000039850             0.005678             0.006513   \n",
       "10108  201406  1000043052             0.017702             0.018871   \n",
       "10109  201406  1000038561             0.015364             0.012191   \n",
       "\n",
       "       FLOW_POP_CNT_02TMST  FLOW_POP_CNT_03TMST  FLOW_POP_CNT_04TMST  \\\n",
       "0                 2.885484             2.469032             2.469032   \n",
       "1                22.935484            20.965806            20.965806   \n",
       "2                 4.472903             4.434194             4.434194   \n",
       "3                 8.041935             7.369677             7.369677   \n",
       "4                 3.960968             3.814516             3.814516   \n",
       "5                 6.381613             6.404516             6.404516   \n",
       "6                 0.520000             0.485161             0.485161   \n",
       "7                 2.976452             2.860968             2.860968   \n",
       "8                 1.377419             1.290000             1.290000   \n",
       "9                 1.026129             0.953871             0.953871   \n",
       "10               12.124839            11.449355            11.449355   \n",
       "11                0.438710             0.413226             0.413226   \n",
       "12                0.681935             0.722903             0.722903   \n",
       "13                3.712903             3.563871             3.563871   \n",
       "14                2.070323             2.038065             2.038065   \n",
       "15                0.931290             0.901935             0.901935   \n",
       "16                1.392258             1.325484             1.325484   \n",
       "17                1.108387             0.958710             0.958710   \n",
       "18                1.249032             1.224194             1.224194   \n",
       "19                1.373226             1.302903             1.302903   \n",
       "20                0.551935             0.516129             0.516129   \n",
       "21                2.286452             2.361290             2.361290   \n",
       "22                2.305806             2.031935             2.031935   \n",
       "23                5.584194             4.500968             4.500968   \n",
       "24                6.636452             5.131613             5.131613   \n",
       "25               25.304516            19.491935            19.491935   \n",
       "26                4.420968             4.393548             4.393548   \n",
       "27                1.992903             1.932258             1.932258   \n",
       "28                0.601290             0.567419             0.567419   \n",
       "29                2.570645             2.392903             2.392903   \n",
       "...                    ...                  ...                  ...   \n",
       "10080             0.010187             0.008851             0.010354   \n",
       "10081             0.011189             0.010187             0.011690   \n",
       "10082             0.012191             0.011857             0.016366   \n",
       "10083             0.026553             0.025050             0.027054   \n",
       "10084             0.014696             0.014696             0.015865   \n",
       "10085             0.027555             0.027889             0.029893   \n",
       "10086             0.016032             0.015030             0.015698   \n",
       "10087             0.024048             0.025384             0.026553   \n",
       "10088             0.016700             0.018537             0.018537   \n",
       "10089             0.024048             0.025384             0.026720   \n",
       "10090             0.019372             0.018871             0.019038   \n",
       "10091             0.021209             0.021042             0.021543   \n",
       "10092             0.013527             0.015698             0.016032   \n",
       "10093             0.015698             0.016199             0.017368   \n",
       "10094             0.000000             0.000000             0.000000   \n",
       "10095             0.026720             0.026052             0.027221   \n",
       "10096             0.017702             0.017368             0.018704   \n",
       "10097             0.022545             0.023547             0.024883   \n",
       "10098             0.015030             0.016032             0.016867   \n",
       "10099             0.008350             0.008851             0.011857   \n",
       "10100             0.008016             0.008684             0.009352   \n",
       "10101             0.017368             0.017201             0.018370   \n",
       "10102             0.017702             0.018370             0.019038   \n",
       "10103             0.004342             0.004509             0.004509   \n",
       "10104             0.065798             0.064128             0.065631   \n",
       "10105             0.016700             0.017034             0.018203   \n",
       "10106             0.006179             0.006179             0.006847   \n",
       "10107             0.006680             0.006513             0.006847   \n",
       "10108             0.016533             0.018203             0.018537   \n",
       "10109             0.011523             0.010688             0.014696   \n",
       "\n",
       "       FLOW_POP_CNT_05TMST  FLOW_POP_CNT_06TMST  FLOW_POP_CNT_07TMST  \\\n",
       "0                 2.906774             5.005161            11.561613   \n",
       "1                23.662903            35.241613            70.701935   \n",
       "2                 4.791935             6.283548            10.761935   \n",
       "3                 8.425484            13.705806            30.426774   \n",
       "4                 4.227742             5.916129            11.026452   \n",
       "5                 6.964194             8.966452            14.662581   \n",
       "6                 0.550968             0.944516             2.126129   \n",
       "7                 3.166774             4.594194             8.745806   \n",
       "8                 1.445484             2.200968             4.422903   \n",
       "9                 1.065484             1.692258             3.566452   \n",
       "10               12.591613            17.627742            32.998387   \n",
       "11                0.463226             0.824839             1.965484   \n",
       "12                0.786452             1.147419             2.574516   \n",
       "13                3.944839             5.533226            10.149032   \n",
       "14                2.155161             2.978387             5.411935   \n",
       "15                0.951935             1.280968             2.294194   \n",
       "16                1.479677             2.177742             4.278387   \n",
       "17                1.125806             1.945806             4.537419   \n",
       "18                1.347742             1.936452             3.702581   \n",
       "19                1.460968             2.104194             4.028065   \n",
       "20                0.561935             0.799355             1.489355   \n",
       "21                2.545806             3.102581             4.652903   \n",
       "22                2.355161             4.023871             9.301613   \n",
       "23                5.419032             7.756129            13.666129   \n",
       "24                6.116774             8.993871            16.426129   \n",
       "25               21.847419            33.832581            68.036774   \n",
       "26                4.774194             6.140968             9.967419   \n",
       "27                2.147097             3.085161             6.002258   \n",
       "28                0.625484             0.909355             1.750968   \n",
       "29                2.656774             3.971935             7.779032   \n",
       "...                    ...                  ...                  ...   \n",
       "10080             0.013193             0.012525             0.016199   \n",
       "10081             0.013026             0.012358             0.017034   \n",
       "10082             0.015364             0.018370             0.020875   \n",
       "10083             0.028724             0.031730             0.036406   \n",
       "10084             0.015865             0.017869             0.020541   \n",
       "10085             0.033233             0.029726             0.037241   \n",
       "10086             0.016199             0.019372             0.026052   \n",
       "10087             0.026386             0.028557             0.032565   \n",
       "10088             0.018704             0.019706             0.022879   \n",
       "10089             0.026386             0.028557             0.032732   \n",
       "10090             0.019706             0.020541             0.020040   \n",
       "10091             0.022378             0.022211             0.022378   \n",
       "10092             0.014195             0.017034             0.021376   \n",
       "10093             0.017535             0.019539             0.022712   \n",
       "10094             0.000000             0.000000             0.000000   \n",
       "10095             0.029225             0.029392             0.029392   \n",
       "10096             0.021042             0.017869             0.023046   \n",
       "10097             0.026386             0.024215             0.030227   \n",
       "10098             0.016199             0.017201             0.020708   \n",
       "10099             0.011690             0.014195             0.017034   \n",
       "10100             0.008517             0.009352             0.012024   \n",
       "10101             0.020541             0.021042             0.026052   \n",
       "10102             0.019539             0.021877             0.025551   \n",
       "10103             0.004342             0.005344             0.008684   \n",
       "10104             0.073146             0.072812             0.073480   \n",
       "10105             0.018537             0.020708             0.024382   \n",
       "10106             0.007014             0.007348             0.009352   \n",
       "10107             0.007181             0.007682             0.008684   \n",
       "10108             0.018537             0.019706             0.022879   \n",
       "10109             0.014195             0.017034             0.019706   \n",
       "\n",
       "              ...           FLOW_POP_CNT_14TMST  FLOW_POP_CNT_15TMST  \\\n",
       "0             ...                     28.755484            29.228387   \n",
       "1             ...                    169.866452           173.023871   \n",
       "2             ...                     21.964839            22.320968   \n",
       "3             ...                     70.870968            71.954194   \n",
       "4             ...                     24.392581            24.841935   \n",
       "5             ...                     28.885806            29.377419   \n",
       "6             ...                      4.244516             4.247097   \n",
       "7             ...                     17.247742            17.400000   \n",
       "8             ...                      9.147742             9.248065   \n",
       "9             ...                      7.320968             7.360968   \n",
       "10            ...                     74.822903            76.059677   \n",
       "11            ...                      4.775484             4.876452   \n",
       "12            ...                      6.338710             6.468710   \n",
       "13            ...                     21.740968            22.145161   \n",
       "14            ...                      9.804194             9.748710   \n",
       "15            ...                      4.647742             4.717419   \n",
       "16            ...                      9.246452             9.369355   \n",
       "17            ...                     11.149032            11.331613   \n",
       "18            ...                      7.387097             7.483226   \n",
       "19            ...                      9.205806             9.376452   \n",
       "20            ...                      3.066129             3.061613   \n",
       "21            ...                      8.924839             9.134516   \n",
       "22            ...                     22.146452            22.455484   \n",
       "23            ...                     33.701935            34.373226   \n",
       "24            ...                     45.253226            45.978387   \n",
       "25            ...                    224.004839           228.771613   \n",
       "26            ...                     19.935161            20.290968   \n",
       "27            ...                     13.457742            13.736774   \n",
       "28            ...                      4.242258             4.345161   \n",
       "29            ...                     16.933548            17.226774   \n",
       "...           ...                           ...                  ...   \n",
       "10080         ...                      0.016199             0.017034   \n",
       "10081         ...                      0.022211             0.022712   \n",
       "10082         ...                      0.045424             0.047929   \n",
       "10083         ...                      0.052438             0.042251   \n",
       "10084         ...                      0.029392             0.024716   \n",
       "10085         ...                      0.038911             0.038744   \n",
       "10086         ...                      0.044255             0.045090   \n",
       "10087         ...                      0.047261             0.047094   \n",
       "10088         ...                      0.032398             0.033734   \n",
       "10089         ...                      0.047595             0.047595   \n",
       "10090         ...                      0.019205             0.019539   \n",
       "10091         ...                      0.019539             0.021042   \n",
       "10092         ...                      0.034068             0.034569   \n",
       "10093         ...                      0.033233             0.027054   \n",
       "10094         ...                      0.003674             0.002839   \n",
       "10095         ...                      0.024716             0.027388   \n",
       "10096         ...                      0.023046             0.024382   \n",
       "10097         ...                      0.032064             0.031897   \n",
       "10098         ...                      0.027555             0.028390   \n",
       "10099         ...                      0.034903             0.037742   \n",
       "10100         ...                      0.019372             0.020708   \n",
       "10101         ...                      0.037742             0.037575   \n",
       "10102         ...                      0.037074             0.030561   \n",
       "10103         ...                      0.014863             0.014863   \n",
       "10104         ...                      0.062792             0.071476   \n",
       "10105         ...                      0.034569             0.028891   \n",
       "10106         ...                      0.015531             0.015698   \n",
       "10107         ...                      0.013026             0.012692   \n",
       "10108         ...                      0.031730             0.033400   \n",
       "10109         ...                      0.041917             0.043921   \n",
       "\n",
       "       FLOW_POP_CNT_16TMST  FLOW_POP_CNT_17TMST  FLOW_POP_CNT_18TMST  \\\n",
       "0                32.934516            38.797742            33.316452   \n",
       "1               193.550968           228.124194           198.724194   \n",
       "2                24.265806            27.775484            24.791935   \n",
       "3                80.499032            93.329677            80.064516   \n",
       "4                27.350000            31.747419            28.170968   \n",
       "5                31.703226            35.937742            32.556774   \n",
       "6                 4.666129             5.170645             4.418065   \n",
       "7                18.852581            21.157742            18.742581   \n",
       "8                10.108710            11.448387            10.070000   \n",
       "9                 8.088065             9.132903             7.872258   \n",
       "10               84.379032            98.632258            86.250968   \n",
       "11                5.419355             6.275484             5.590968   \n",
       "12                7.382903             8.573548             7.120968   \n",
       "13               24.284839            27.988065            24.922258   \n",
       "14               10.478065            11.571290             9.963548   \n",
       "15                5.206452             5.830000             4.971613   \n",
       "16               10.351613            11.890968            10.371290   \n",
       "17               12.762903            14.943226            12.823871   \n",
       "18                8.107742             9.109355             8.037419   \n",
       "19               10.413548            12.148065            10.657742   \n",
       "20                3.374839             3.837419             3.347097   \n",
       "21                9.804194            11.094516            10.196129   \n",
       "22               25.138065            29.349677            25.210323   \n",
       "23               35.619355            38.447097            39.416774   \n",
       "24               48.261290            52.307742            54.545161   \n",
       "25              238.838065           252.568710           249.895806   \n",
       "26               21.859355            25.007097            22.779032   \n",
       "27               15.159032            17.536452            15.445806   \n",
       "28                4.841935             5.815806             5.143226   \n",
       "29               18.887742            21.840645            19.352258   \n",
       "...                    ...                  ...                  ...   \n",
       "10080             0.017535             0.019038             0.021710   \n",
       "10081             0.022378             0.022211             0.024716   \n",
       "10082             0.043587             0.032732             0.029392   \n",
       "10083             0.045424             0.052605             0.044255   \n",
       "10084             0.025384             0.028891             0.025217   \n",
       "10085             0.036573             0.038076             0.039412   \n",
       "10086             0.043587             0.041249             0.044088   \n",
       "10087             0.044756             0.042084             0.040581   \n",
       "10088             0.031062             0.028891             0.027889   \n",
       "10089             0.045424             0.043086             0.041416   \n",
       "10090             0.019873             0.021710             0.021042   \n",
       "10091             0.022044             0.023714             0.022545   \n",
       "10092             0.033901             0.030394             0.027889   \n",
       "10093             0.028724             0.032899             0.027722   \n",
       "10094             0.002338             0.001503             0.001503   \n",
       "10095             0.029058             0.031396             0.029392   \n",
       "10096             0.022545             0.023881             0.024215   \n",
       "10097             0.029726             0.030394             0.031730   \n",
       "10098             0.027054             0.025384             0.024382   \n",
       "10099             0.033066             0.024716             0.023213   \n",
       "10100             0.019706             0.017201             0.016366   \n",
       "10101             0.037074             0.036239             0.040247   \n",
       "10102             0.031730             0.037241             0.031730   \n",
       "10103             0.014195             0.014529             0.015698   \n",
       "10104             0.075150             0.075484             0.073480   \n",
       "10105             0.030394             0.034569             0.029893   \n",
       "10106             0.015698             0.013694             0.012859   \n",
       "10107             0.012859             0.012692             0.011690   \n",
       "10108             0.030561             0.028557             0.027722   \n",
       "10109             0.040915             0.030227             0.027054   \n",
       "\n",
       "       FLOW_POP_CNT_19TMST  FLOW_POP_CNT_20TMST  FLOW_POP_CNT_21TMST  \\\n",
       "0                27.965484            23.513226            20.593548   \n",
       "1               167.133871           140.125806           122.268065   \n",
       "2                20.969677            18.252258            16.248710   \n",
       "3                66.944516            57.555484            51.034516   \n",
       "4                23.734194            20.354839            17.954839   \n",
       "5                27.724516            24.186129            21.497097   \n",
       "6                 3.763548             3.429677             3.158065   \n",
       "7                16.153548            14.343226            12.922903   \n",
       "8                 8.661613             7.609355             6.810000   \n",
       "9                 6.745161             5.981613             5.425484   \n",
       "10               72.764839            61.655484            54.147097   \n",
       "11                4.556774             4.040323             3.594194   \n",
       "12                5.673226             4.903871             4.350323   \n",
       "13               21.143548            18.318065            16.228065   \n",
       "14                8.623548             7.874516             7.257742   \n",
       "15                4.172581             3.774194             3.392581   \n",
       "16                8.752258             7.584194             6.759032   \n",
       "17               10.776129             9.110000             8.003548   \n",
       "18                6.858065             6.120968             5.510645   \n",
       "19                8.969355             7.600645             6.667742   \n",
       "20                2.903226             2.530000             2.266452   \n",
       "21                8.615484             7.494194             6.640968   \n",
       "22               21.098710            18.077742            16.011935   \n",
       "23               34.554194            28.599677            25.996774   \n",
       "24               47.403226            38.679032            34.815806   \n",
       "25              197.560968           158.193548           144.904194   \n",
       "26               19.472903            16.890968            14.930323   \n",
       "27               12.940323            11.217419             9.888387   \n",
       "28                4.203226             3.575484             3.118065   \n",
       "29               16.382581            14.304194            12.686129   \n",
       "...                    ...                  ...                  ...   \n",
       "10080             0.019205             0.015030             0.011523   \n",
       "10081             0.020875             0.018370             0.015364   \n",
       "10082             0.024883             0.022211             0.019706   \n",
       "10083             0.039746             0.037074             0.028223   \n",
       "10084             0.022211             0.020875             0.016366   \n",
       "10085             0.039913             0.075150             0.065130   \n",
       "10086             0.039746             0.033233             0.025384   \n",
       "10087             0.035404             0.032899             0.028891   \n",
       "10088             0.025217             0.023046             0.020207   \n",
       "10089             0.035571             0.033400             0.028891   \n",
       "10090             0.012358             0.019038             0.022712   \n",
       "10091             0.014362             0.020875             0.024382   \n",
       "10092             0.024883             0.025050             0.017368   \n",
       "10093             0.025551             0.023547             0.018036   \n",
       "10094             0.001002             0.000835             0.000334   \n",
       "10095             0.018370             0.028390             0.031396   \n",
       "10096             0.024549             0.046927             0.040247   \n",
       "10097             0.033066             0.060955             0.053106   \n",
       "10098             0.022044             0.019539             0.017368   \n",
       "10099             0.019038             0.017368             0.015197   \n",
       "10100             0.015197             0.015698             0.011022   \n",
       "10101             0.034903             0.029893             0.024549   \n",
       "10102             0.027722             0.026553             0.020040   \n",
       "10103             0.014362             0.011189             0.008684   \n",
       "10104             0.045758             0.067802             0.077822   \n",
       "10105             0.026386             0.025551             0.019372   \n",
       "10106             0.012692             0.011189             0.007515   \n",
       "10107             0.009853             0.009853             0.008183   \n",
       "10108             0.025217             0.022712             0.019873   \n",
       "10109             0.023213             0.020708             0.017535   \n",
       "\n",
       "       FLOW_POP_CNT_22TMST  FLOW_POP_CNT_23TMST  \n",
       "0                14.407097             9.393226  \n",
       "1                85.741613            57.920000  \n",
       "2                12.004194             8.610323  \n",
       "3                36.659032            24.154194  \n",
       "4                12.931935             8.909032  \n",
       "5                16.090968            11.740968  \n",
       "6                 2.460323             1.654516  \n",
       "7                 9.863226             7.003226  \n",
       "8                 5.112581             3.565484  \n",
       "9                 4.120000             2.835484  \n",
       "10               38.726129            26.859355  \n",
       "11                2.497097             1.576129  \n",
       "12                3.035161             1.855484  \n",
       "13               11.801613             8.267419  \n",
       "14                5.744839             4.176129  \n",
       "15                2.588387             1.837097  \n",
       "16                4.985161             3.420645  \n",
       "17                5.632581             3.666452  \n",
       "18                4.174839             2.939032  \n",
       "19                4.756774             3.254194  \n",
       "20                1.703871             1.209677  \n",
       "21                4.959677             3.700968  \n",
       "22               11.401935             7.432258  \n",
       "23               19.153548            13.883871  \n",
       "24               25.299677            17.811935  \n",
       "25              101.152258            73.199355  \n",
       "26               11.006774             8.063226  \n",
       "27                7.082903             4.789032  \n",
       "28                2.134839             1.440645  \n",
       "29                9.174194             6.330323  \n",
       "...                    ...                  ...  \n",
       "10080             0.010521             0.011857  \n",
       "10081             0.013694             0.014696  \n",
       "10082             0.015531             0.015698  \n",
       "10083             0.027889             0.028891  \n",
       "10084             0.015030             0.016867  \n",
       "10085             0.069305             0.061957  \n",
       "10086             0.020541             0.019038  \n",
       "10087             0.025718             0.027054  \n",
       "10088             0.018537             0.019038  \n",
       "10089             0.025885             0.027054  \n",
       "10090             0.019372             0.030060  \n",
       "10091             0.021376             0.032732  \n",
       "10092             0.015698             0.015531  \n",
       "10093             0.016867             0.018537  \n",
       "10094             0.000000             0.000000  \n",
       "10095             0.028223             0.042084  \n",
       "10096             0.043921             0.038577  \n",
       "10097             0.055778             0.050100  \n",
       "10098             0.016032             0.017201  \n",
       "10099             0.012859             0.012191  \n",
       "10100             0.008684             0.009185  \n",
       "10101             0.021877             0.023380  \n",
       "10102             0.018871             0.020374  \n",
       "10103             0.006179             0.005511  \n",
       "10104             0.066466             0.096860  \n",
       "10105             0.018370             0.019873  \n",
       "10106             0.007515             0.007181  \n",
       "10107             0.006680             0.006847  \n",
       "10108             0.018537             0.018871  \n",
       "10109             0.014195             0.014362  \n",
       "\n",
       "[435050 rows x 26 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 단일 DataFrame으로 합치기\n",
    "# 모든 데이터에 공통인 열을 선택해 합친다.\n",
    "df = pd.concat(frames, join='inner')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# 셀 단위별로 묶기\n",
    "cell_group = df.groupby([df['ID_300'], df['STD_YM']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>FLOW_POP_CNT_00TMST</th>\n",
       "      <th>FLOW_POP_CNT_01TMST</th>\n",
       "      <th>FLOW_POP_CNT_02TMST</th>\n",
       "      <th>FLOW_POP_CNT_03TMST</th>\n",
       "      <th>FLOW_POP_CNT_04TMST</th>\n",
       "      <th>FLOW_POP_CNT_05TMST</th>\n",
       "      <th>FLOW_POP_CNT_06TMST</th>\n",
       "      <th>FLOW_POP_CNT_07TMST</th>\n",
       "      <th>FLOW_POP_CNT_08TMST</th>\n",
       "      <th>FLOW_POP_CNT_09TMST</th>\n",
       "      <th>...</th>\n",
       "      <th>FLOW_POP_CNT_14TMST</th>\n",
       "      <th>FLOW_POP_CNT_15TMST</th>\n",
       "      <th>FLOW_POP_CNT_16TMST</th>\n",
       "      <th>FLOW_POP_CNT_17TMST</th>\n",
       "      <th>FLOW_POP_CNT_18TMST</th>\n",
       "      <th>FLOW_POP_CNT_19TMST</th>\n",
       "      <th>FLOW_POP_CNT_20TMST</th>\n",
       "      <th>FLOW_POP_CNT_21TMST</th>\n",
       "      <th>FLOW_POP_CNT_22TMST</th>\n",
       "      <th>FLOW_POP_CNT_23TMST</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID_300</th>\n",
       "      <th>STD_YM</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">1000007915</th>\n",
       "      <th>201312</th>\n",
       "      <td>1.133992</td>\n",
       "      <td>0.936774</td>\n",
       "      <td>0.908065</td>\n",
       "      <td>1.087097</td>\n",
       "      <td>1.087097</td>\n",
       "      <td>1.386573</td>\n",
       "      <td>2.344798</td>\n",
       "      <td>3.629637</td>\n",
       "      <td>4.220444</td>\n",
       "      <td>5.449516</td>\n",
       "      <td>...</td>\n",
       "      <td>5.445766</td>\n",
       "      <td>5.424355</td>\n",
       "      <td>6.151653</td>\n",
       "      <td>7.192016</td>\n",
       "      <td>8.058548</td>\n",
       "      <td>4.997944</td>\n",
       "      <td>4.123710</td>\n",
       "      <td>3.586089</td>\n",
       "      <td>2.219435</td>\n",
       "      <td>1.561129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201401</th>\n",
       "      <td>1.530860</td>\n",
       "      <td>1.026882</td>\n",
       "      <td>1.017634</td>\n",
       "      <td>1.169462</td>\n",
       "      <td>1.289785</td>\n",
       "      <td>1.393011</td>\n",
       "      <td>3.116505</td>\n",
       "      <td>4.339194</td>\n",
       "      <td>4.156344</td>\n",
       "      <td>6.713441</td>\n",
       "      <td>...</td>\n",
       "      <td>6.834731</td>\n",
       "      <td>6.985968</td>\n",
       "      <td>7.168172</td>\n",
       "      <td>7.453387</td>\n",
       "      <td>10.787903</td>\n",
       "      <td>6.555914</td>\n",
       "      <td>4.862151</td>\n",
       "      <td>3.516667</td>\n",
       "      <td>2.615000</td>\n",
       "      <td>1.899892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201402</th>\n",
       "      <td>0.768958</td>\n",
       "      <td>0.594145</td>\n",
       "      <td>0.513218</td>\n",
       "      <td>0.547777</td>\n",
       "      <td>0.649587</td>\n",
       "      <td>0.857247</td>\n",
       "      <td>1.637426</td>\n",
       "      <td>2.231929</td>\n",
       "      <td>2.540453</td>\n",
       "      <td>3.636621</td>\n",
       "      <td>...</td>\n",
       "      <td>3.703234</td>\n",
       "      <td>3.800238</td>\n",
       "      <td>4.412992</td>\n",
       "      <td>5.289154</td>\n",
       "      <td>6.174544</td>\n",
       "      <td>3.640378</td>\n",
       "      <td>2.806341</td>\n",
       "      <td>2.469189</td>\n",
       "      <td>1.507959</td>\n",
       "      <td>1.076869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201403</th>\n",
       "      <td>2.044140</td>\n",
       "      <td>1.453763</td>\n",
       "      <td>1.629247</td>\n",
       "      <td>1.681022</td>\n",
       "      <td>1.741989</td>\n",
       "      <td>2.238495</td>\n",
       "      <td>4.369570</td>\n",
       "      <td>6.478656</td>\n",
       "      <td>6.736290</td>\n",
       "      <td>8.739301</td>\n",
       "      <td>...</td>\n",
       "      <td>8.750860</td>\n",
       "      <td>8.495269</td>\n",
       "      <td>9.426935</td>\n",
       "      <td>10.970215</td>\n",
       "      <td>15.436344</td>\n",
       "      <td>8.821667</td>\n",
       "      <td>6.579462</td>\n",
       "      <td>5.756559</td>\n",
       "      <td>3.467527</td>\n",
       "      <td>2.598065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201404</th>\n",
       "      <td>2.661714</td>\n",
       "      <td>2.427905</td>\n",
       "      <td>2.359619</td>\n",
       "      <td>2.394190</td>\n",
       "      <td>2.394190</td>\n",
       "      <td>2.809714</td>\n",
       "      <td>4.854333</td>\n",
       "      <td>7.207143</td>\n",
       "      <td>7.798048</td>\n",
       "      <td>10.293905</td>\n",
       "      <td>...</td>\n",
       "      <td>9.111190</td>\n",
       "      <td>9.553571</td>\n",
       "      <td>10.548095</td>\n",
       "      <td>10.801619</td>\n",
       "      <td>15.377571</td>\n",
       "      <td>9.605048</td>\n",
       "      <td>8.027048</td>\n",
       "      <td>6.500952</td>\n",
       "      <td>4.417762</td>\n",
       "      <td>3.533238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201405</th>\n",
       "      <td>0.795189</td>\n",
       "      <td>0.605725</td>\n",
       "      <td>0.511235</td>\n",
       "      <td>0.514899</td>\n",
       "      <td>0.602816</td>\n",
       "      <td>0.819539</td>\n",
       "      <td>1.317091</td>\n",
       "      <td>2.049413</td>\n",
       "      <td>2.717736</td>\n",
       "      <td>3.591227</td>\n",
       "      <td>...</td>\n",
       "      <td>3.392847</td>\n",
       "      <td>3.577625</td>\n",
       "      <td>3.945133</td>\n",
       "      <td>3.836179</td>\n",
       "      <td>4.598399</td>\n",
       "      <td>3.582958</td>\n",
       "      <td>3.121230</td>\n",
       "      <td>2.555100</td>\n",
       "      <td>1.725379</td>\n",
       "      <td>1.207895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201406</th>\n",
       "      <td>0.999710</td>\n",
       "      <td>0.817632</td>\n",
       "      <td>0.697821</td>\n",
       "      <td>0.708557</td>\n",
       "      <td>0.703404</td>\n",
       "      <td>0.913395</td>\n",
       "      <td>1.445313</td>\n",
       "      <td>2.530861</td>\n",
       "      <td>3.098995</td>\n",
       "      <td>4.144630</td>\n",
       "      <td>...</td>\n",
       "      <td>4.170944</td>\n",
       "      <td>4.373444</td>\n",
       "      <td>4.849775</td>\n",
       "      <td>4.790586</td>\n",
       "      <td>5.424399</td>\n",
       "      <td>4.363257</td>\n",
       "      <td>3.898734</td>\n",
       "      <td>3.220476</td>\n",
       "      <td>2.206690</td>\n",
       "      <td>1.565983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">1000007916</th>\n",
       "      <th>201312</th>\n",
       "      <td>0.608145</td>\n",
       "      <td>0.503992</td>\n",
       "      <td>0.488548</td>\n",
       "      <td>0.582177</td>\n",
       "      <td>0.582177</td>\n",
       "      <td>0.740766</td>\n",
       "      <td>1.240484</td>\n",
       "      <td>1.909879</td>\n",
       "      <td>2.217742</td>\n",
       "      <td>2.846774</td>\n",
       "      <td>...</td>\n",
       "      <td>2.840968</td>\n",
       "      <td>2.832823</td>\n",
       "      <td>3.202823</td>\n",
       "      <td>3.730444</td>\n",
       "      <td>4.170685</td>\n",
       "      <td>2.612702</td>\n",
       "      <td>2.165202</td>\n",
       "      <td>1.893306</td>\n",
       "      <td>1.181008</td>\n",
       "      <td>0.836452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201401</th>\n",
       "      <td>0.823226</td>\n",
       "      <td>0.554624</td>\n",
       "      <td>0.548548</td>\n",
       "      <td>0.627957</td>\n",
       "      <td>0.692688</td>\n",
       "      <td>0.744839</td>\n",
       "      <td>1.638333</td>\n",
       "      <td>2.281452</td>\n",
       "      <td>2.187366</td>\n",
       "      <td>3.507581</td>\n",
       "      <td>...</td>\n",
       "      <td>3.562151</td>\n",
       "      <td>3.646129</td>\n",
       "      <td>3.726452</td>\n",
       "      <td>3.864731</td>\n",
       "      <td>5.570430</td>\n",
       "      <td>3.425860</td>\n",
       "      <td>2.557849</td>\n",
       "      <td>1.853172</td>\n",
       "      <td>1.393280</td>\n",
       "      <td>1.018763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201402</th>\n",
       "      <td>0.388045</td>\n",
       "      <td>0.299322</td>\n",
       "      <td>0.258884</td>\n",
       "      <td>0.276368</td>\n",
       "      <td>0.327593</td>\n",
       "      <td>0.432113</td>\n",
       "      <td>0.829053</td>\n",
       "      <td>1.129729</td>\n",
       "      <td>1.285909</td>\n",
       "      <td>1.844191</td>\n",
       "      <td>...</td>\n",
       "      <td>1.878418</td>\n",
       "      <td>1.927751</td>\n",
       "      <td>2.239087</td>\n",
       "      <td>2.685002</td>\n",
       "      <td>3.135365</td>\n",
       "      <td>1.846543</td>\n",
       "      <td>1.421460</td>\n",
       "      <td>1.250199</td>\n",
       "      <td>0.762031</td>\n",
       "      <td>0.543278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201403</th>\n",
       "      <td>0.512043</td>\n",
       "      <td>0.364194</td>\n",
       "      <td>0.408226</td>\n",
       "      <td>0.421613</td>\n",
       "      <td>0.436935</td>\n",
       "      <td>0.561989</td>\n",
       "      <td>1.097258</td>\n",
       "      <td>1.626882</td>\n",
       "      <td>1.691613</td>\n",
       "      <td>2.196720</td>\n",
       "      <td>...</td>\n",
       "      <td>2.198763</td>\n",
       "      <td>2.133495</td>\n",
       "      <td>2.368817</td>\n",
       "      <td>2.758656</td>\n",
       "      <td>3.891344</td>\n",
       "      <td>2.217634</td>\n",
       "      <td>1.651290</td>\n",
       "      <td>1.445215</td>\n",
       "      <td>0.869624</td>\n",
       "      <td>0.651237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201404</th>\n",
       "      <td>0.668857</td>\n",
       "      <td>0.609571</td>\n",
       "      <td>0.592286</td>\n",
       "      <td>0.601095</td>\n",
       "      <td>0.601095</td>\n",
       "      <td>0.706000</td>\n",
       "      <td>1.221000</td>\n",
       "      <td>1.813857</td>\n",
       "      <td>1.962524</td>\n",
       "      <td>2.592000</td>\n",
       "      <td>...</td>\n",
       "      <td>2.294000</td>\n",
       "      <td>2.404143</td>\n",
       "      <td>2.656286</td>\n",
       "      <td>2.722762</td>\n",
       "      <td>3.877476</td>\n",
       "      <td>2.417667</td>\n",
       "      <td>2.019667</td>\n",
       "      <td>1.635143</td>\n",
       "      <td>1.110524</td>\n",
       "      <td>0.886857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201405</th>\n",
       "      <td>0.198892</td>\n",
       "      <td>0.151431</td>\n",
       "      <td>0.127863</td>\n",
       "      <td>0.128725</td>\n",
       "      <td>0.150704</td>\n",
       "      <td>0.204925</td>\n",
       "      <td>0.329906</td>\n",
       "      <td>0.514118</td>\n",
       "      <td>0.682707</td>\n",
       "      <td>0.903120</td>\n",
       "      <td>...</td>\n",
       "      <td>0.853128</td>\n",
       "      <td>0.900130</td>\n",
       "      <td>0.992195</td>\n",
       "      <td>0.965152</td>\n",
       "      <td>1.157041</td>\n",
       "      <td>0.901046</td>\n",
       "      <td>0.784711</td>\n",
       "      <td>0.641603</td>\n",
       "      <td>0.432557</td>\n",
       "      <td>0.302459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201406</th>\n",
       "      <td>0.271757</td>\n",
       "      <td>0.222015</td>\n",
       "      <td>0.190118</td>\n",
       "      <td>0.193028</td>\n",
       "      <td>0.191978</td>\n",
       "      <td>0.248305</td>\n",
       "      <td>0.390255</td>\n",
       "      <td>0.677280</td>\n",
       "      <td>0.825338</td>\n",
       "      <td>1.096999</td>\n",
       "      <td>...</td>\n",
       "      <td>1.103512</td>\n",
       "      <td>1.157143</td>\n",
       "      <td>1.277908</td>\n",
       "      <td>1.262568</td>\n",
       "      <td>1.427683</td>\n",
       "      <td>1.154566</td>\n",
       "      <td>1.032203</td>\n",
       "      <td>0.858571</td>\n",
       "      <td>0.590369</td>\n",
       "      <td>0.422295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">1000008088</th>\n",
       "      <th>201312</th>\n",
       "      <td>1.218145</td>\n",
       "      <td>1.008952</td>\n",
       "      <td>0.979677</td>\n",
       "      <td>1.167702</td>\n",
       "      <td>1.167702</td>\n",
       "      <td>1.485000</td>\n",
       "      <td>2.490685</td>\n",
       "      <td>3.836694</td>\n",
       "      <td>4.453871</td>\n",
       "      <td>5.723306</td>\n",
       "      <td>...</td>\n",
       "      <td>5.713871</td>\n",
       "      <td>5.693629</td>\n",
       "      <td>6.437177</td>\n",
       "      <td>7.510685</td>\n",
       "      <td>8.402702</td>\n",
       "      <td>5.252500</td>\n",
       "      <td>4.348427</td>\n",
       "      <td>3.801048</td>\n",
       "      <td>2.369516</td>\n",
       "      <td>1.677661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201401</th>\n",
       "      <td>1.650538</td>\n",
       "      <td>1.110699</td>\n",
       "      <td>1.098065</td>\n",
       "      <td>1.258548</td>\n",
       "      <td>1.386989</td>\n",
       "      <td>1.493011</td>\n",
       "      <td>3.294946</td>\n",
       "      <td>4.583817</td>\n",
       "      <td>4.391559</td>\n",
       "      <td>7.047688</td>\n",
       "      <td>...</td>\n",
       "      <td>7.161505</td>\n",
       "      <td>7.329892</td>\n",
       "      <td>7.495645</td>\n",
       "      <td>7.781720</td>\n",
       "      <td>11.231505</td>\n",
       "      <td>6.884086</td>\n",
       "      <td>5.135699</td>\n",
       "      <td>3.720376</td>\n",
       "      <td>2.793656</td>\n",
       "      <td>2.041505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201402</th>\n",
       "      <td>1.252219</td>\n",
       "      <td>0.970100</td>\n",
       "      <td>0.838178</td>\n",
       "      <td>0.891397</td>\n",
       "      <td>1.056215</td>\n",
       "      <td>1.391323</td>\n",
       "      <td>2.626135</td>\n",
       "      <td>3.578725</td>\n",
       "      <td>4.074204</td>\n",
       "      <td>5.796928</td>\n",
       "      <td>...</td>\n",
       "      <td>5.906458</td>\n",
       "      <td>6.044182</td>\n",
       "      <td>6.999762</td>\n",
       "      <td>8.363684</td>\n",
       "      <td>9.722135</td>\n",
       "      <td>5.798743</td>\n",
       "      <td>4.499977</td>\n",
       "      <td>3.963472</td>\n",
       "      <td>2.437518</td>\n",
       "      <td>1.751915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201403</th>\n",
       "      <td>2.052419</td>\n",
       "      <td>1.457419</td>\n",
       "      <td>1.635161</td>\n",
       "      <td>1.689194</td>\n",
       "      <td>1.747903</td>\n",
       "      <td>2.250699</td>\n",
       "      <td>4.397688</td>\n",
       "      <td>6.526183</td>\n",
       "      <td>6.783656</td>\n",
       "      <td>8.810591</td>\n",
       "      <td>...</td>\n",
       "      <td>8.819839</td>\n",
       "      <td>8.561774</td>\n",
       "      <td>9.505914</td>\n",
       "      <td>11.078495</td>\n",
       "      <td>15.646882</td>\n",
       "      <td>8.899570</td>\n",
       "      <td>6.621559</td>\n",
       "      <td>5.789301</td>\n",
       "      <td>3.482258</td>\n",
       "      <td>2.608871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201404</th>\n",
       "      <td>2.684048</td>\n",
       "      <td>2.444286</td>\n",
       "      <td>2.373762</td>\n",
       "      <td>2.412095</td>\n",
       "      <td>2.412095</td>\n",
       "      <td>2.835857</td>\n",
       "      <td>4.899190</td>\n",
       "      <td>7.281762</td>\n",
       "      <td>7.873238</td>\n",
       "      <td>10.408667</td>\n",
       "      <td>...</td>\n",
       "      <td>9.204238</td>\n",
       "      <td>9.658238</td>\n",
       "      <td>10.662571</td>\n",
       "      <td>10.937714</td>\n",
       "      <td>15.600190</td>\n",
       "      <td>9.710095</td>\n",
       "      <td>8.105762</td>\n",
       "      <td>6.561810</td>\n",
       "      <td>4.451857</td>\n",
       "      <td>3.557857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201405</th>\n",
       "      <td>0.798475</td>\n",
       "      <td>0.607180</td>\n",
       "      <td>0.512501</td>\n",
       "      <td>0.515141</td>\n",
       "      <td>0.604028</td>\n",
       "      <td>0.824549</td>\n",
       "      <td>1.328027</td>\n",
       "      <td>2.071285</td>\n",
       "      <td>2.753722</td>\n",
       "      <td>3.652748</td>\n",
       "      <td>...</td>\n",
       "      <td>3.450813</td>\n",
       "      <td>3.638122</td>\n",
       "      <td>4.015515</td>\n",
       "      <td>3.906857</td>\n",
       "      <td>4.693643</td>\n",
       "      <td>3.645044</td>\n",
       "      <td>3.171896</td>\n",
       "      <td>2.591301</td>\n",
       "      <td>1.744935</td>\n",
       "      <td>1.218319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201406</th>\n",
       "      <td>1.087027</td>\n",
       "      <td>0.888058</td>\n",
       "      <td>0.760470</td>\n",
       "      <td>0.772113</td>\n",
       "      <td>0.767914</td>\n",
       "      <td>0.993221</td>\n",
       "      <td>1.561164</td>\n",
       "      <td>2.710243</td>\n",
       "      <td>3.302544</td>\n",
       "      <td>4.391026</td>\n",
       "      <td>...</td>\n",
       "      <td>4.416888</td>\n",
       "      <td>4.631793</td>\n",
       "      <td>5.115592</td>\n",
       "      <td>5.054828</td>\n",
       "      <td>5.716720</td>\n",
       "      <td>4.622131</td>\n",
       "      <td>4.130864</td>\n",
       "      <td>3.435476</td>\n",
       "      <td>2.362048</td>\n",
       "      <td>1.689324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">1000008089</th>\n",
       "      <th>201312</th>\n",
       "      <td>1.240847</td>\n",
       "      <td>1.026815</td>\n",
       "      <td>0.995685</td>\n",
       "      <td>1.190323</td>\n",
       "      <td>1.190323</td>\n",
       "      <td>1.516573</td>\n",
       "      <td>2.555766</td>\n",
       "      <td>3.949476</td>\n",
       "      <td>4.588992</td>\n",
       "      <td>5.916129</td>\n",
       "      <td>...</td>\n",
       "      <td>5.911371</td>\n",
       "      <td>5.888952</td>\n",
       "      <td>6.670323</td>\n",
       "      <td>7.794234</td>\n",
       "      <td>8.727823</td>\n",
       "      <td>5.427419</td>\n",
       "      <td>4.482984</td>\n",
       "      <td>3.905403</td>\n",
       "      <td>2.423589</td>\n",
       "      <td>1.710161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201401</th>\n",
       "      <td>1.678710</td>\n",
       "      <td>1.127742</td>\n",
       "      <td>1.116667</td>\n",
       "      <td>1.281559</td>\n",
       "      <td>1.412581</td>\n",
       "      <td>1.523871</td>\n",
       "      <td>3.391989</td>\n",
       "      <td>4.719462</td>\n",
       "      <td>4.522204</td>\n",
       "      <td>7.287043</td>\n",
       "      <td>...</td>\n",
       "      <td>7.413118</td>\n",
       "      <td>7.583065</td>\n",
       "      <td>7.768011</td>\n",
       "      <td>8.079355</td>\n",
       "      <td>11.685860</td>\n",
       "      <td>7.118011</td>\n",
       "      <td>5.289462</td>\n",
       "      <td>3.827473</td>\n",
       "      <td>2.856505</td>\n",
       "      <td>2.079892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201402</th>\n",
       "      <td>1.757309</td>\n",
       "      <td>1.361084</td>\n",
       "      <td>1.175995</td>\n",
       "      <td>1.251017</td>\n",
       "      <td>1.482577</td>\n",
       "      <td>1.953261</td>\n",
       "      <td>3.691245</td>\n",
       "      <td>5.030066</td>\n",
       "      <td>5.726200</td>\n",
       "      <td>8.152011</td>\n",
       "      <td>...</td>\n",
       "      <td>8.306145</td>\n",
       "      <td>8.501587</td>\n",
       "      <td>9.849123</td>\n",
       "      <td>11.771174</td>\n",
       "      <td>13.686732</td>\n",
       "      <td>8.154695</td>\n",
       "      <td>6.324767</td>\n",
       "      <td>5.570302</td>\n",
       "      <td>3.423287</td>\n",
       "      <td>2.458657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201403</th>\n",
       "      <td>2.080860</td>\n",
       "      <td>1.474301</td>\n",
       "      <td>1.655645</td>\n",
       "      <td>1.712688</td>\n",
       "      <td>1.773441</td>\n",
       "      <td>2.290860</td>\n",
       "      <td>4.489462</td>\n",
       "      <td>6.682204</td>\n",
       "      <td>6.936505</td>\n",
       "      <td>9.035806</td>\n",
       "      <td>...</td>\n",
       "      <td>9.043978</td>\n",
       "      <td>8.781129</td>\n",
       "      <td>9.755914</td>\n",
       "      <td>11.395054</td>\n",
       "      <td>16.170430</td>\n",
       "      <td>9.130161</td>\n",
       "      <td>6.768387</td>\n",
       "      <td>5.913441</td>\n",
       "      <td>3.541398</td>\n",
       "      <td>2.648011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201404</th>\n",
       "      <td>2.738429</td>\n",
       "      <td>2.494333</td>\n",
       "      <td>2.420952</td>\n",
       "      <td>2.463048</td>\n",
       "      <td>2.463048</td>\n",
       "      <td>2.899571</td>\n",
       "      <td>5.021095</td>\n",
       "      <td>7.479476</td>\n",
       "      <td>8.090524</td>\n",
       "      <td>10.712333</td>\n",
       "      <td>...</td>\n",
       "      <td>9.467952</td>\n",
       "      <td>9.938905</td>\n",
       "      <td>10.984286</td>\n",
       "      <td>11.278524</td>\n",
       "      <td>16.142429</td>\n",
       "      <td>9.990810</td>\n",
       "      <td>8.328619</td>\n",
       "      <td>6.726381</td>\n",
       "      <td>4.556190</td>\n",
       "      <td>3.639238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201405</th>\n",
       "      <td>0.824414</td>\n",
       "      <td>0.627597</td>\n",
       "      <td>0.522979</td>\n",
       "      <td>0.527828</td>\n",
       "      <td>0.622856</td>\n",
       "      <td>0.851781</td>\n",
       "      <td>1.386019</td>\n",
       "      <td>2.176360</td>\n",
       "      <td>2.898447</td>\n",
       "      <td>3.859397</td>\n",
       "      <td>...</td>\n",
       "      <td>3.635644</td>\n",
       "      <td>3.835478</td>\n",
       "      <td>4.241692</td>\n",
       "      <td>4.126624</td>\n",
       "      <td>4.959685</td>\n",
       "      <td>3.848300</td>\n",
       "      <td>3.343825</td>\n",
       "      <td>2.725898</td>\n",
       "      <td>1.822320</td>\n",
       "      <td>1.266022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201406</th>\n",
       "      <td>1.381663</td>\n",
       "      <td>1.129970</td>\n",
       "      <td>0.964783</td>\n",
       "      <td>0.979813</td>\n",
       "      <td>0.973204</td>\n",
       "      <td>1.262663</td>\n",
       "      <td>1.993980</td>\n",
       "      <td>3.482523</td>\n",
       "      <td>4.260361</td>\n",
       "      <td>5.688378</td>\n",
       "      <td>...</td>\n",
       "      <td>5.723400</td>\n",
       "      <td>6.000883</td>\n",
       "      <td>6.646958</td>\n",
       "      <td>6.569732</td>\n",
       "      <td>7.432836</td>\n",
       "      <td>5.986926</td>\n",
       "      <td>5.350608</td>\n",
       "      <td>4.426836</td>\n",
       "      <td>3.037038</td>\n",
       "      <td>2.159024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">1000008090</th>\n",
       "      <th>201312</th>\n",
       "      <td>1.925927</td>\n",
       "      <td>1.664435</td>\n",
       "      <td>1.640484</td>\n",
       "      <td>1.844274</td>\n",
       "      <td>1.844274</td>\n",
       "      <td>2.286048</td>\n",
       "      <td>3.647540</td>\n",
       "      <td>5.515726</td>\n",
       "      <td>6.457419</td>\n",
       "      <td>8.256855</td>\n",
       "      <td>...</td>\n",
       "      <td>8.451532</td>\n",
       "      <td>8.361210</td>\n",
       "      <td>9.404960</td>\n",
       "      <td>10.855524</td>\n",
       "      <td>12.222177</td>\n",
       "      <td>7.792218</td>\n",
       "      <td>6.360242</td>\n",
       "      <td>5.465766</td>\n",
       "      <td>3.509476</td>\n",
       "      <td>2.545040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201401</th>\n",
       "      <td>2.652204</td>\n",
       "      <td>1.922634</td>\n",
       "      <td>1.918871</td>\n",
       "      <td>2.107634</td>\n",
       "      <td>2.247634</td>\n",
       "      <td>2.437097</td>\n",
       "      <td>4.758763</td>\n",
       "      <td>6.542204</td>\n",
       "      <td>6.683978</td>\n",
       "      <td>10.110914</td>\n",
       "      <td>...</td>\n",
       "      <td>10.338280</td>\n",
       "      <td>10.451774</td>\n",
       "      <td>10.809677</td>\n",
       "      <td>11.407742</td>\n",
       "      <td>15.914462</td>\n",
       "      <td>9.959462</td>\n",
       "      <td>7.460914</td>\n",
       "      <td>5.589731</td>\n",
       "      <td>4.093925</td>\n",
       "      <td>3.156452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">1000069214</th>\n",
       "      <th>201405</th>\n",
       "      <td>3.003630</td>\n",
       "      <td>2.896830</td>\n",
       "      <td>2.907416</td>\n",
       "      <td>2.919591</td>\n",
       "      <td>2.951940</td>\n",
       "      <td>3.090847</td>\n",
       "      <td>3.315839</td>\n",
       "      <td>3.685825</td>\n",
       "      <td>4.059555</td>\n",
       "      <td>4.551693</td>\n",
       "      <td>...</td>\n",
       "      <td>6.175391</td>\n",
       "      <td>5.731709</td>\n",
       "      <td>4.938028</td>\n",
       "      <td>4.296829</td>\n",
       "      <td>4.089453</td>\n",
       "      <td>3.932877</td>\n",
       "      <td>3.701366</td>\n",
       "      <td>3.480792</td>\n",
       "      <td>3.183613</td>\n",
       "      <td>3.080261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201406</th>\n",
       "      <td>2.825735</td>\n",
       "      <td>2.730784</td>\n",
       "      <td>2.690632</td>\n",
       "      <td>2.747007</td>\n",
       "      <td>2.754379</td>\n",
       "      <td>2.907303</td>\n",
       "      <td>3.081913</td>\n",
       "      <td>3.570174</td>\n",
       "      <td>3.783051</td>\n",
       "      <td>4.041567</td>\n",
       "      <td>...</td>\n",
       "      <td>6.146864</td>\n",
       "      <td>5.937613</td>\n",
       "      <td>4.636182</td>\n",
       "      <td>3.975435</td>\n",
       "      <td>3.817024</td>\n",
       "      <td>3.586850</td>\n",
       "      <td>3.556671</td>\n",
       "      <td>3.286632</td>\n",
       "      <td>3.139743</td>\n",
       "      <td>3.012775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">1000069215</th>\n",
       "      <th>201312</th>\n",
       "      <td>0.080806</td>\n",
       "      <td>0.077661</td>\n",
       "      <td>0.077177</td>\n",
       "      <td>0.077903</td>\n",
       "      <td>0.077903</td>\n",
       "      <td>0.079355</td>\n",
       "      <td>0.076935</td>\n",
       "      <td>0.094597</td>\n",
       "      <td>0.108629</td>\n",
       "      <td>0.135484</td>\n",
       "      <td>...</td>\n",
       "      <td>0.221129</td>\n",
       "      <td>0.189194</td>\n",
       "      <td>0.144194</td>\n",
       "      <td>0.113468</td>\n",
       "      <td>0.105726</td>\n",
       "      <td>0.105968</td>\n",
       "      <td>0.095081</td>\n",
       "      <td>0.098226</td>\n",
       "      <td>0.087339</td>\n",
       "      <td>0.082500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201401</th>\n",
       "      <td>0.084194</td>\n",
       "      <td>0.095161</td>\n",
       "      <td>0.085161</td>\n",
       "      <td>0.095161</td>\n",
       "      <td>0.090968</td>\n",
       "      <td>0.089677</td>\n",
       "      <td>0.094839</td>\n",
       "      <td>0.104839</td>\n",
       "      <td>0.122258</td>\n",
       "      <td>0.143871</td>\n",
       "      <td>...</td>\n",
       "      <td>0.278065</td>\n",
       "      <td>0.218710</td>\n",
       "      <td>0.157419</td>\n",
       "      <td>0.130323</td>\n",
       "      <td>0.100968</td>\n",
       "      <td>0.124839</td>\n",
       "      <td>0.089677</td>\n",
       "      <td>0.099032</td>\n",
       "      <td>0.104194</td>\n",
       "      <td>0.086129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201402</th>\n",
       "      <td>0.088646</td>\n",
       "      <td>0.089260</td>\n",
       "      <td>0.088646</td>\n",
       "      <td>0.086499</td>\n",
       "      <td>0.090180</td>\n",
       "      <td>0.091714</td>\n",
       "      <td>0.093247</td>\n",
       "      <td>0.114105</td>\n",
       "      <td>0.124228</td>\n",
       "      <td>0.146926</td>\n",
       "      <td>...</td>\n",
       "      <td>0.288944</td>\n",
       "      <td>0.233732</td>\n",
       "      <td>0.157355</td>\n",
       "      <td>0.119627</td>\n",
       "      <td>0.127908</td>\n",
       "      <td>0.120240</td>\n",
       "      <td>0.111651</td>\n",
       "      <td>0.104597</td>\n",
       "      <td>0.096008</td>\n",
       "      <td>0.095394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201403</th>\n",
       "      <td>0.096774</td>\n",
       "      <td>0.094839</td>\n",
       "      <td>0.096774</td>\n",
       "      <td>0.095161</td>\n",
       "      <td>0.099032</td>\n",
       "      <td>0.094839</td>\n",
       "      <td>0.097097</td>\n",
       "      <td>0.113548</td>\n",
       "      <td>0.116452</td>\n",
       "      <td>0.165161</td>\n",
       "      <td>...</td>\n",
       "      <td>0.364839</td>\n",
       "      <td>0.324839</td>\n",
       "      <td>0.191290</td>\n",
       "      <td>0.130645</td>\n",
       "      <td>0.120000</td>\n",
       "      <td>0.106129</td>\n",
       "      <td>0.105484</td>\n",
       "      <td>0.108387</td>\n",
       "      <td>0.093871</td>\n",
       "      <td>0.098387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201404</th>\n",
       "      <td>0.088286</td>\n",
       "      <td>0.084571</td>\n",
       "      <td>0.086286</td>\n",
       "      <td>0.083143</td>\n",
       "      <td>0.083143</td>\n",
       "      <td>0.085429</td>\n",
       "      <td>0.090857</td>\n",
       "      <td>0.111429</td>\n",
       "      <td>0.117714</td>\n",
       "      <td>0.166000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.399714</td>\n",
       "      <td>0.360857</td>\n",
       "      <td>0.172571</td>\n",
       "      <td>0.114571</td>\n",
       "      <td>0.099714</td>\n",
       "      <td>0.100571</td>\n",
       "      <td>0.097714</td>\n",
       "      <td>0.093143</td>\n",
       "      <td>0.089143</td>\n",
       "      <td>0.090857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201405</th>\n",
       "      <td>1.509303</td>\n",
       "      <td>1.471485</td>\n",
       "      <td>1.485707</td>\n",
       "      <td>1.488940</td>\n",
       "      <td>1.511242</td>\n",
       "      <td>1.550514</td>\n",
       "      <td>1.633098</td>\n",
       "      <td>1.735723</td>\n",
       "      <td>1.850629</td>\n",
       "      <td>1.948082</td>\n",
       "      <td>...</td>\n",
       "      <td>1.941941</td>\n",
       "      <td>1.919315</td>\n",
       "      <td>1.868892</td>\n",
       "      <td>1.808772</td>\n",
       "      <td>1.780328</td>\n",
       "      <td>1.750268</td>\n",
       "      <td>1.687077</td>\n",
       "      <td>1.614836</td>\n",
       "      <td>1.511565</td>\n",
       "      <td>1.512050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201406</th>\n",
       "      <td>1.430283</td>\n",
       "      <td>1.399054</td>\n",
       "      <td>1.387197</td>\n",
       "      <td>1.418498</td>\n",
       "      <td>1.418498</td>\n",
       "      <td>1.468383</td>\n",
       "      <td>1.492002</td>\n",
       "      <td>1.632998</td>\n",
       "      <td>1.718859</td>\n",
       "      <td>1.730144</td>\n",
       "      <td>...</td>\n",
       "      <td>1.818439</td>\n",
       "      <td>1.915061</td>\n",
       "      <td>1.749420</td>\n",
       "      <td>1.655304</td>\n",
       "      <td>1.652608</td>\n",
       "      <td>1.587931</td>\n",
       "      <td>1.586572</td>\n",
       "      <td>1.523469</td>\n",
       "      <td>1.479692</td>\n",
       "      <td>1.478045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">1000069216</th>\n",
       "      <th>201312</th>\n",
       "      <td>0.080806</td>\n",
       "      <td>0.077661</td>\n",
       "      <td>0.077177</td>\n",
       "      <td>0.077903</td>\n",
       "      <td>0.077903</td>\n",
       "      <td>0.079355</td>\n",
       "      <td>0.076935</td>\n",
       "      <td>0.094597</td>\n",
       "      <td>0.108629</td>\n",
       "      <td>0.135484</td>\n",
       "      <td>...</td>\n",
       "      <td>0.220968</td>\n",
       "      <td>0.189194</td>\n",
       "      <td>0.144194</td>\n",
       "      <td>0.113468</td>\n",
       "      <td>0.105726</td>\n",
       "      <td>0.105968</td>\n",
       "      <td>0.095081</td>\n",
       "      <td>0.098226</td>\n",
       "      <td>0.087339</td>\n",
       "      <td>0.082500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201401</th>\n",
       "      <td>0.084194</td>\n",
       "      <td>0.095161</td>\n",
       "      <td>0.085161</td>\n",
       "      <td>0.095161</td>\n",
       "      <td>0.090968</td>\n",
       "      <td>0.089677</td>\n",
       "      <td>0.094839</td>\n",
       "      <td>0.104839</td>\n",
       "      <td>0.122258</td>\n",
       "      <td>0.143871</td>\n",
       "      <td>...</td>\n",
       "      <td>0.278065</td>\n",
       "      <td>0.218710</td>\n",
       "      <td>0.157419</td>\n",
       "      <td>0.130323</td>\n",
       "      <td>0.100968</td>\n",
       "      <td>0.124839</td>\n",
       "      <td>0.089677</td>\n",
       "      <td>0.099032</td>\n",
       "      <td>0.104194</td>\n",
       "      <td>0.086129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201402</th>\n",
       "      <td>0.086244</td>\n",
       "      <td>0.086857</td>\n",
       "      <td>0.086244</td>\n",
       "      <td>0.084096</td>\n",
       "      <td>0.087777</td>\n",
       "      <td>0.089311</td>\n",
       "      <td>0.090845</td>\n",
       "      <td>0.111703</td>\n",
       "      <td>0.121646</td>\n",
       "      <td>0.144395</td>\n",
       "      <td>...</td>\n",
       "      <td>0.284931</td>\n",
       "      <td>0.229898</td>\n",
       "      <td>0.154799</td>\n",
       "      <td>0.117147</td>\n",
       "      <td>0.125429</td>\n",
       "      <td>0.117837</td>\n",
       "      <td>0.109249</td>\n",
       "      <td>0.102194</td>\n",
       "      <td>0.093605</td>\n",
       "      <td>0.092992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201403</th>\n",
       "      <td>0.096774</td>\n",
       "      <td>0.094839</td>\n",
       "      <td>0.096774</td>\n",
       "      <td>0.095161</td>\n",
       "      <td>0.099032</td>\n",
       "      <td>0.094839</td>\n",
       "      <td>0.097097</td>\n",
       "      <td>0.113548</td>\n",
       "      <td>0.116452</td>\n",
       "      <td>0.165161</td>\n",
       "      <td>...</td>\n",
       "      <td>0.364462</td>\n",
       "      <td>0.324301</td>\n",
       "      <td>0.191290</td>\n",
       "      <td>0.130645</td>\n",
       "      <td>0.120000</td>\n",
       "      <td>0.106129</td>\n",
       "      <td>0.105484</td>\n",
       "      <td>0.108387</td>\n",
       "      <td>0.093871</td>\n",
       "      <td>0.098387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201404</th>\n",
       "      <td>0.088286</td>\n",
       "      <td>0.084571</td>\n",
       "      <td>0.086286</td>\n",
       "      <td>0.083143</td>\n",
       "      <td>0.083143</td>\n",
       "      <td>0.085429</td>\n",
       "      <td>0.090857</td>\n",
       "      <td>0.111429</td>\n",
       "      <td>0.117714</td>\n",
       "      <td>0.166000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.399381</td>\n",
       "      <td>0.360714</td>\n",
       "      <td>0.172571</td>\n",
       "      <td>0.114571</td>\n",
       "      <td>0.099714</td>\n",
       "      <td>0.100571</td>\n",
       "      <td>0.097714</td>\n",
       "      <td>0.093143</td>\n",
       "      <td>0.089143</td>\n",
       "      <td>0.090857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201405</th>\n",
       "      <td>1.470839</td>\n",
       "      <td>1.435769</td>\n",
       "      <td>1.449021</td>\n",
       "      <td>1.451230</td>\n",
       "      <td>1.473398</td>\n",
       "      <td>1.512805</td>\n",
       "      <td>1.592884</td>\n",
       "      <td>1.693488</td>\n",
       "      <td>1.806886</td>\n",
       "      <td>1.901510</td>\n",
       "      <td>...</td>\n",
       "      <td>1.896366</td>\n",
       "      <td>1.874629</td>\n",
       "      <td>1.824529</td>\n",
       "      <td>1.765810</td>\n",
       "      <td>1.738712</td>\n",
       "      <td>1.709865</td>\n",
       "      <td>1.646997</td>\n",
       "      <td>1.576345</td>\n",
       "      <td>1.475095</td>\n",
       "      <td>1.474071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201406</th>\n",
       "      <td>1.392231</td>\n",
       "      <td>1.361432</td>\n",
       "      <td>1.349622</td>\n",
       "      <td>1.380565</td>\n",
       "      <td>1.380517</td>\n",
       "      <td>1.428351</td>\n",
       "      <td>1.452781</td>\n",
       "      <td>1.589196</td>\n",
       "      <td>1.673793</td>\n",
       "      <td>1.685746</td>\n",
       "      <td>...</td>\n",
       "      <td>1.772466</td>\n",
       "      <td>1.865986</td>\n",
       "      <td>1.703949</td>\n",
       "      <td>1.612099</td>\n",
       "      <td>1.609212</td>\n",
       "      <td>1.546348</td>\n",
       "      <td>1.544130</td>\n",
       "      <td>1.483962</td>\n",
       "      <td>1.441544</td>\n",
       "      <td>1.439325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">1000069534</th>\n",
       "      <th>201312</th>\n",
       "      <td>1.423306</td>\n",
       "      <td>0.987540</td>\n",
       "      <td>0.945444</td>\n",
       "      <td>1.074556</td>\n",
       "      <td>1.074556</td>\n",
       "      <td>1.079274</td>\n",
       "      <td>1.554435</td>\n",
       "      <td>3.104435</td>\n",
       "      <td>4.981976</td>\n",
       "      <td>8.580726</td>\n",
       "      <td>...</td>\n",
       "      <td>32.567984</td>\n",
       "      <td>23.589758</td>\n",
       "      <td>13.507742</td>\n",
       "      <td>8.619315</td>\n",
       "      <td>6.064516</td>\n",
       "      <td>5.459274</td>\n",
       "      <td>4.614919</td>\n",
       "      <td>4.306169</td>\n",
       "      <td>2.694435</td>\n",
       "      <td>2.232137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201401</th>\n",
       "      <td>1.520215</td>\n",
       "      <td>1.303226</td>\n",
       "      <td>1.308118</td>\n",
       "      <td>1.052796</td>\n",
       "      <td>0.826828</td>\n",
       "      <td>0.920860</td>\n",
       "      <td>1.739731</td>\n",
       "      <td>3.401129</td>\n",
       "      <td>4.865161</td>\n",
       "      <td>10.310914</td>\n",
       "      <td>...</td>\n",
       "      <td>41.692204</td>\n",
       "      <td>31.504946</td>\n",
       "      <td>17.665538</td>\n",
       "      <td>9.168710</td>\n",
       "      <td>5.946935</td>\n",
       "      <td>5.827796</td>\n",
       "      <td>5.912581</td>\n",
       "      <td>5.716022</td>\n",
       "      <td>3.961667</td>\n",
       "      <td>2.946022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201402</th>\n",
       "      <td>0.494942</td>\n",
       "      <td>0.310416</td>\n",
       "      <td>0.268802</td>\n",
       "      <td>0.286797</td>\n",
       "      <td>0.284548</td>\n",
       "      <td>0.285672</td>\n",
       "      <td>0.421760</td>\n",
       "      <td>1.000978</td>\n",
       "      <td>1.629681</td>\n",
       "      <td>2.436164</td>\n",
       "      <td>...</td>\n",
       "      <td>12.684221</td>\n",
       "      <td>8.622057</td>\n",
       "      <td>3.858901</td>\n",
       "      <td>2.521564</td>\n",
       "      <td>2.013202</td>\n",
       "      <td>1.562276</td>\n",
       "      <td>1.517289</td>\n",
       "      <td>1.684868</td>\n",
       "      <td>1.128068</td>\n",
       "      <td>0.722053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201403</th>\n",
       "      <td>0.321505</td>\n",
       "      <td>0.272097</td>\n",
       "      <td>0.219086</td>\n",
       "      <td>0.210108</td>\n",
       "      <td>0.185699</td>\n",
       "      <td>0.279624</td>\n",
       "      <td>0.344032</td>\n",
       "      <td>0.804140</td>\n",
       "      <td>1.322097</td>\n",
       "      <td>3.713925</td>\n",
       "      <td>...</td>\n",
       "      <td>10.507849</td>\n",
       "      <td>8.688441</td>\n",
       "      <td>4.693871</td>\n",
       "      <td>2.250968</td>\n",
       "      <td>1.706989</td>\n",
       "      <td>1.469892</td>\n",
       "      <td>1.121559</td>\n",
       "      <td>0.935538</td>\n",
       "      <td>0.686344</td>\n",
       "      <td>0.554462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201404</th>\n",
       "      <td>0.291476</td>\n",
       "      <td>0.206571</td>\n",
       "      <td>0.202714</td>\n",
       "      <td>0.137810</td>\n",
       "      <td>0.137810</td>\n",
       "      <td>0.242143</td>\n",
       "      <td>0.446238</td>\n",
       "      <td>0.820524</td>\n",
       "      <td>1.530095</td>\n",
       "      <td>4.578810</td>\n",
       "      <td>...</td>\n",
       "      <td>12.209190</td>\n",
       "      <td>9.517905</td>\n",
       "      <td>4.998381</td>\n",
       "      <td>2.064857</td>\n",
       "      <td>1.547381</td>\n",
       "      <td>1.194048</td>\n",
       "      <td>1.188286</td>\n",
       "      <td>1.037381</td>\n",
       "      <td>0.756000</td>\n",
       "      <td>0.501952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201405</th>\n",
       "      <td>0.139660</td>\n",
       "      <td>0.100739</td>\n",
       "      <td>0.081965</td>\n",
       "      <td>0.090665</td>\n",
       "      <td>0.077386</td>\n",
       "      <td>0.147068</td>\n",
       "      <td>0.221329</td>\n",
       "      <td>0.415641</td>\n",
       "      <td>0.585928</td>\n",
       "      <td>0.931079</td>\n",
       "      <td>...</td>\n",
       "      <td>2.759325</td>\n",
       "      <td>2.310768</td>\n",
       "      <td>1.532306</td>\n",
       "      <td>0.941180</td>\n",
       "      <td>0.770032</td>\n",
       "      <td>0.656822</td>\n",
       "      <td>0.536555</td>\n",
       "      <td>0.441957</td>\n",
       "      <td>0.334808</td>\n",
       "      <td>0.219794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201406</th>\n",
       "      <td>0.133123</td>\n",
       "      <td>0.093997</td>\n",
       "      <td>0.073957</td>\n",
       "      <td>0.070140</td>\n",
       "      <td>0.077774</td>\n",
       "      <td>0.145123</td>\n",
       "      <td>0.288242</td>\n",
       "      <td>0.536142</td>\n",
       "      <td>0.590965</td>\n",
       "      <td>0.854634</td>\n",
       "      <td>...</td>\n",
       "      <td>3.016426</td>\n",
       "      <td>2.580484</td>\n",
       "      <td>1.477544</td>\n",
       "      <td>0.940687</td>\n",
       "      <td>0.769178</td>\n",
       "      <td>0.649081</td>\n",
       "      <td>0.619236</td>\n",
       "      <td>0.449135</td>\n",
       "      <td>0.377038</td>\n",
       "      <td>0.240003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">1000069535</th>\n",
       "      <th>201312</th>\n",
       "      <td>1.609758</td>\n",
       "      <td>1.230605</td>\n",
       "      <td>1.193105</td>\n",
       "      <td>1.304677</td>\n",
       "      <td>1.304677</td>\n",
       "      <td>1.315847</td>\n",
       "      <td>1.698306</td>\n",
       "      <td>3.080605</td>\n",
       "      <td>4.717782</td>\n",
       "      <td>7.853266</td>\n",
       "      <td>...</td>\n",
       "      <td>28.278185</td>\n",
       "      <td>20.635726</td>\n",
       "      <td>12.002944</td>\n",
       "      <td>7.770403</td>\n",
       "      <td>5.602903</td>\n",
       "      <td>5.101613</td>\n",
       "      <td>4.339476</td>\n",
       "      <td>4.099798</td>\n",
       "      <td>2.700847</td>\n",
       "      <td>2.291089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201401</th>\n",
       "      <td>1.708333</td>\n",
       "      <td>1.585860</td>\n",
       "      <td>1.536935</td>\n",
       "      <td>1.378065</td>\n",
       "      <td>1.167419</td>\n",
       "      <td>1.239086</td>\n",
       "      <td>1.947043</td>\n",
       "      <td>3.381989</td>\n",
       "      <td>4.693172</td>\n",
       "      <td>9.338656</td>\n",
       "      <td>...</td>\n",
       "      <td>36.177957</td>\n",
       "      <td>27.378871</td>\n",
       "      <td>15.532419</td>\n",
       "      <td>8.315430</td>\n",
       "      <td>5.479355</td>\n",
       "      <td>5.507796</td>\n",
       "      <td>5.389301</td>\n",
       "      <td>5.277151</td>\n",
       "      <td>3.843871</td>\n",
       "      <td>2.903387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201402</th>\n",
       "      <td>0.873683</td>\n",
       "      <td>0.722053</td>\n",
       "      <td>0.683967</td>\n",
       "      <td>0.687853</td>\n",
       "      <td>0.705055</td>\n",
       "      <td>0.713746</td>\n",
       "      <td>0.835443</td>\n",
       "      <td>1.429384</td>\n",
       "      <td>2.008473</td>\n",
       "      <td>2.800897</td>\n",
       "      <td>...</td>\n",
       "      <td>12.080720</td>\n",
       "      <td>8.408441</td>\n",
       "      <td>4.044169</td>\n",
       "      <td>2.730782</td>\n",
       "      <td>2.348514</td>\n",
       "      <td>1.931559</td>\n",
       "      <td>1.849789</td>\n",
       "      <td>1.953823</td>\n",
       "      <td>1.442573</td>\n",
       "      <td>1.099235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201403</th>\n",
       "      <td>0.793280</td>\n",
       "      <td>0.739462</td>\n",
       "      <td>0.703011</td>\n",
       "      <td>0.686183</td>\n",
       "      <td>0.686505</td>\n",
       "      <td>0.745538</td>\n",
       "      <td>0.813763</td>\n",
       "      <td>1.300806</td>\n",
       "      <td>1.764032</td>\n",
       "      <td>4.046828</td>\n",
       "      <td>...</td>\n",
       "      <td>10.821452</td>\n",
       "      <td>9.078763</td>\n",
       "      <td>5.031505</td>\n",
       "      <td>2.632204</td>\n",
       "      <td>2.115376</td>\n",
       "      <td>1.839516</td>\n",
       "      <td>1.537688</td>\n",
       "      <td>1.391667</td>\n",
       "      <td>1.097688</td>\n",
       "      <td>1.005430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201404</th>\n",
       "      <td>0.721857</td>\n",
       "      <td>0.628476</td>\n",
       "      <td>0.633857</td>\n",
       "      <td>0.560095</td>\n",
       "      <td>0.560095</td>\n",
       "      <td>0.663000</td>\n",
       "      <td>0.868238</td>\n",
       "      <td>1.304238</td>\n",
       "      <td>1.941667</td>\n",
       "      <td>4.773048</td>\n",
       "      <td>...</td>\n",
       "      <td>12.406429</td>\n",
       "      <td>9.960429</td>\n",
       "      <td>5.178762</td>\n",
       "      <td>2.392524</td>\n",
       "      <td>1.868714</td>\n",
       "      <td>1.570571</td>\n",
       "      <td>1.546714</td>\n",
       "      <td>1.393667</td>\n",
       "      <td>1.133381</td>\n",
       "      <td>0.919762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201405</th>\n",
       "      <td>7.865862</td>\n",
       "      <td>7.636829</td>\n",
       "      <td>7.696599</td>\n",
       "      <td>7.722807</td>\n",
       "      <td>7.823142</td>\n",
       "      <td>8.080780</td>\n",
       "      <td>8.563787</td>\n",
       "      <td>9.248487</td>\n",
       "      <td>9.973402</td>\n",
       "      <td>10.765386</td>\n",
       "      <td>...</td>\n",
       "      <td>12.251713</td>\n",
       "      <td>11.764019</td>\n",
       "      <td>10.856885</td>\n",
       "      <td>10.053023</td>\n",
       "      <td>9.768153</td>\n",
       "      <td>9.517492</td>\n",
       "      <td>9.094928</td>\n",
       "      <td>8.645563</td>\n",
       "      <td>8.034235</td>\n",
       "      <td>7.943490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201406</th>\n",
       "      <td>7.608210</td>\n",
       "      <td>7.376796</td>\n",
       "      <td>7.282178</td>\n",
       "      <td>7.437727</td>\n",
       "      <td>7.451540</td>\n",
       "      <td>7.822280</td>\n",
       "      <td>8.197935</td>\n",
       "      <td>9.357392</td>\n",
       "      <td>9.895418</td>\n",
       "      <td>10.415241</td>\n",
       "      <td>...</td>\n",
       "      <td>14.627745</td>\n",
       "      <td>14.369849</td>\n",
       "      <td>11.598365</td>\n",
       "      <td>10.177910</td>\n",
       "      <td>9.864141</td>\n",
       "      <td>9.321558</td>\n",
       "      <td>9.261868</td>\n",
       "      <td>8.639984</td>\n",
       "      <td>8.291001</td>\n",
       "      <td>8.041646</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>64814 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   FLOW_POP_CNT_00TMST  FLOW_POP_CNT_01TMST  \\\n",
       "ID_300     STD_YM                                             \n",
       "1000007915 201312             1.133992             0.936774   \n",
       "           201401             1.530860             1.026882   \n",
       "           201402             0.768958             0.594145   \n",
       "           201403             2.044140             1.453763   \n",
       "           201404             2.661714             2.427905   \n",
       "           201405             0.795189             0.605725   \n",
       "           201406             0.999710             0.817632   \n",
       "1000007916 201312             0.608145             0.503992   \n",
       "           201401             0.823226             0.554624   \n",
       "           201402             0.388045             0.299322   \n",
       "           201403             0.512043             0.364194   \n",
       "           201404             0.668857             0.609571   \n",
       "           201405             0.198892             0.151431   \n",
       "           201406             0.271757             0.222015   \n",
       "1000008088 201312             1.218145             1.008952   \n",
       "           201401             1.650538             1.110699   \n",
       "           201402             1.252219             0.970100   \n",
       "           201403             2.052419             1.457419   \n",
       "           201404             2.684048             2.444286   \n",
       "           201405             0.798475             0.607180   \n",
       "           201406             1.087027             0.888058   \n",
       "1000008089 201312             1.240847             1.026815   \n",
       "           201401             1.678710             1.127742   \n",
       "           201402             1.757309             1.361084   \n",
       "           201403             2.080860             1.474301   \n",
       "           201404             2.738429             2.494333   \n",
       "           201405             0.824414             0.627597   \n",
       "           201406             1.381663             1.129970   \n",
       "1000008090 201312             1.925927             1.664435   \n",
       "           201401             2.652204             1.922634   \n",
       "...                                ...                  ...   \n",
       "1000069214 201405             3.003630             2.896830   \n",
       "           201406             2.825735             2.730784   \n",
       "1000069215 201312             0.080806             0.077661   \n",
       "           201401             0.084194             0.095161   \n",
       "           201402             0.088646             0.089260   \n",
       "           201403             0.096774             0.094839   \n",
       "           201404             0.088286             0.084571   \n",
       "           201405             1.509303             1.471485   \n",
       "           201406             1.430283             1.399054   \n",
       "1000069216 201312             0.080806             0.077661   \n",
       "           201401             0.084194             0.095161   \n",
       "           201402             0.086244             0.086857   \n",
       "           201403             0.096774             0.094839   \n",
       "           201404             0.088286             0.084571   \n",
       "           201405             1.470839             1.435769   \n",
       "           201406             1.392231             1.361432   \n",
       "1000069534 201312             1.423306             0.987540   \n",
       "           201401             1.520215             1.303226   \n",
       "           201402             0.494942             0.310416   \n",
       "           201403             0.321505             0.272097   \n",
       "           201404             0.291476             0.206571   \n",
       "           201405             0.139660             0.100739   \n",
       "           201406             0.133123             0.093997   \n",
       "1000069535 201312             1.609758             1.230605   \n",
       "           201401             1.708333             1.585860   \n",
       "           201402             0.873683             0.722053   \n",
       "           201403             0.793280             0.739462   \n",
       "           201404             0.721857             0.628476   \n",
       "           201405             7.865862             7.636829   \n",
       "           201406             7.608210             7.376796   \n",
       "\n",
       "                   FLOW_POP_CNT_02TMST  FLOW_POP_CNT_03TMST  \\\n",
       "ID_300     STD_YM                                             \n",
       "1000007915 201312             0.908065             1.087097   \n",
       "           201401             1.017634             1.169462   \n",
       "           201402             0.513218             0.547777   \n",
       "           201403             1.629247             1.681022   \n",
       "           201404             2.359619             2.394190   \n",
       "           201405             0.511235             0.514899   \n",
       "           201406             0.697821             0.708557   \n",
       "1000007916 201312             0.488548             0.582177   \n",
       "           201401             0.548548             0.627957   \n",
       "           201402             0.258884             0.276368   \n",
       "           201403             0.408226             0.421613   \n",
       "           201404             0.592286             0.601095   \n",
       "           201405             0.127863             0.128725   \n",
       "           201406             0.190118             0.193028   \n",
       "1000008088 201312             0.979677             1.167702   \n",
       "           201401             1.098065             1.258548   \n",
       "           201402             0.838178             0.891397   \n",
       "           201403             1.635161             1.689194   \n",
       "           201404             2.373762             2.412095   \n",
       "           201405             0.512501             0.515141   \n",
       "           201406             0.760470             0.772113   \n",
       "1000008089 201312             0.995685             1.190323   \n",
       "           201401             1.116667             1.281559   \n",
       "           201402             1.175995             1.251017   \n",
       "           201403             1.655645             1.712688   \n",
       "           201404             2.420952             2.463048   \n",
       "           201405             0.522979             0.527828   \n",
       "           201406             0.964783             0.979813   \n",
       "1000008090 201312             1.640484             1.844274   \n",
       "           201401             1.918871             2.107634   \n",
       "...                                ...                  ...   \n",
       "1000069214 201405             2.907416             2.919591   \n",
       "           201406             2.690632             2.747007   \n",
       "1000069215 201312             0.077177             0.077903   \n",
       "           201401             0.085161             0.095161   \n",
       "           201402             0.088646             0.086499   \n",
       "           201403             0.096774             0.095161   \n",
       "           201404             0.086286             0.083143   \n",
       "           201405             1.485707             1.488940   \n",
       "           201406             1.387197             1.418498   \n",
       "1000069216 201312             0.077177             0.077903   \n",
       "           201401             0.085161             0.095161   \n",
       "           201402             0.086244             0.084096   \n",
       "           201403             0.096774             0.095161   \n",
       "           201404             0.086286             0.083143   \n",
       "           201405             1.449021             1.451230   \n",
       "           201406             1.349622             1.380565   \n",
       "1000069534 201312             0.945444             1.074556   \n",
       "           201401             1.308118             1.052796   \n",
       "           201402             0.268802             0.286797   \n",
       "           201403             0.219086             0.210108   \n",
       "           201404             0.202714             0.137810   \n",
       "           201405             0.081965             0.090665   \n",
       "           201406             0.073957             0.070140   \n",
       "1000069535 201312             1.193105             1.304677   \n",
       "           201401             1.536935             1.378065   \n",
       "           201402             0.683967             0.687853   \n",
       "           201403             0.703011             0.686183   \n",
       "           201404             0.633857             0.560095   \n",
       "           201405             7.696599             7.722807   \n",
       "           201406             7.282178             7.437727   \n",
       "\n",
       "                   FLOW_POP_CNT_04TMST  FLOW_POP_CNT_05TMST  \\\n",
       "ID_300     STD_YM                                             \n",
       "1000007915 201312             1.087097             1.386573   \n",
       "           201401             1.289785             1.393011   \n",
       "           201402             0.649587             0.857247   \n",
       "           201403             1.741989             2.238495   \n",
       "           201404             2.394190             2.809714   \n",
       "           201405             0.602816             0.819539   \n",
       "           201406             0.703404             0.913395   \n",
       "1000007916 201312             0.582177             0.740766   \n",
       "           201401             0.692688             0.744839   \n",
       "           201402             0.327593             0.432113   \n",
       "           201403             0.436935             0.561989   \n",
       "           201404             0.601095             0.706000   \n",
       "           201405             0.150704             0.204925   \n",
       "           201406             0.191978             0.248305   \n",
       "1000008088 201312             1.167702             1.485000   \n",
       "           201401             1.386989             1.493011   \n",
       "           201402             1.056215             1.391323   \n",
       "           201403             1.747903             2.250699   \n",
       "           201404             2.412095             2.835857   \n",
       "           201405             0.604028             0.824549   \n",
       "           201406             0.767914             0.993221   \n",
       "1000008089 201312             1.190323             1.516573   \n",
       "           201401             1.412581             1.523871   \n",
       "           201402             1.482577             1.953261   \n",
       "           201403             1.773441             2.290860   \n",
       "           201404             2.463048             2.899571   \n",
       "           201405             0.622856             0.851781   \n",
       "           201406             0.973204             1.262663   \n",
       "1000008090 201312             1.844274             2.286048   \n",
       "           201401             2.247634             2.437097   \n",
       "...                                ...                  ...   \n",
       "1000069214 201405             2.951940             3.090847   \n",
       "           201406             2.754379             2.907303   \n",
       "1000069215 201312             0.077903             0.079355   \n",
       "           201401             0.090968             0.089677   \n",
       "           201402             0.090180             0.091714   \n",
       "           201403             0.099032             0.094839   \n",
       "           201404             0.083143             0.085429   \n",
       "           201405             1.511242             1.550514   \n",
       "           201406             1.418498             1.468383   \n",
       "1000069216 201312             0.077903             0.079355   \n",
       "           201401             0.090968             0.089677   \n",
       "           201402             0.087777             0.089311   \n",
       "           201403             0.099032             0.094839   \n",
       "           201404             0.083143             0.085429   \n",
       "           201405             1.473398             1.512805   \n",
       "           201406             1.380517             1.428351   \n",
       "1000069534 201312             1.074556             1.079274   \n",
       "           201401             0.826828             0.920860   \n",
       "           201402             0.284548             0.285672   \n",
       "           201403             0.185699             0.279624   \n",
       "           201404             0.137810             0.242143   \n",
       "           201405             0.077386             0.147068   \n",
       "           201406             0.077774             0.145123   \n",
       "1000069535 201312             1.304677             1.315847   \n",
       "           201401             1.167419             1.239086   \n",
       "           201402             0.705055             0.713746   \n",
       "           201403             0.686505             0.745538   \n",
       "           201404             0.560095             0.663000   \n",
       "           201405             7.823142             8.080780   \n",
       "           201406             7.451540             7.822280   \n",
       "\n",
       "                   FLOW_POP_CNT_06TMST  FLOW_POP_CNT_07TMST  \\\n",
       "ID_300     STD_YM                                             \n",
       "1000007915 201312             2.344798             3.629637   \n",
       "           201401             3.116505             4.339194   \n",
       "           201402             1.637426             2.231929   \n",
       "           201403             4.369570             6.478656   \n",
       "           201404             4.854333             7.207143   \n",
       "           201405             1.317091             2.049413   \n",
       "           201406             1.445313             2.530861   \n",
       "1000007916 201312             1.240484             1.909879   \n",
       "           201401             1.638333             2.281452   \n",
       "           201402             0.829053             1.129729   \n",
       "           201403             1.097258             1.626882   \n",
       "           201404             1.221000             1.813857   \n",
       "           201405             0.329906             0.514118   \n",
       "           201406             0.390255             0.677280   \n",
       "1000008088 201312             2.490685             3.836694   \n",
       "           201401             3.294946             4.583817   \n",
       "           201402             2.626135             3.578725   \n",
       "           201403             4.397688             6.526183   \n",
       "           201404             4.899190             7.281762   \n",
       "           201405             1.328027             2.071285   \n",
       "           201406             1.561164             2.710243   \n",
       "1000008089 201312             2.555766             3.949476   \n",
       "           201401             3.391989             4.719462   \n",
       "           201402             3.691245             5.030066   \n",
       "           201403             4.489462             6.682204   \n",
       "           201404             5.021095             7.479476   \n",
       "           201405             1.386019             2.176360   \n",
       "           201406             1.993980             3.482523   \n",
       "1000008090 201312             3.647540             5.515726   \n",
       "           201401             4.758763             6.542204   \n",
       "...                                ...                  ...   \n",
       "1000069214 201405             3.315839             3.685825   \n",
       "           201406             3.081913             3.570174   \n",
       "1000069215 201312             0.076935             0.094597   \n",
       "           201401             0.094839             0.104839   \n",
       "           201402             0.093247             0.114105   \n",
       "           201403             0.097097             0.113548   \n",
       "           201404             0.090857             0.111429   \n",
       "           201405             1.633098             1.735723   \n",
       "           201406             1.492002             1.632998   \n",
       "1000069216 201312             0.076935             0.094597   \n",
       "           201401             0.094839             0.104839   \n",
       "           201402             0.090845             0.111703   \n",
       "           201403             0.097097             0.113548   \n",
       "           201404             0.090857             0.111429   \n",
       "           201405             1.592884             1.693488   \n",
       "           201406             1.452781             1.589196   \n",
       "1000069534 201312             1.554435             3.104435   \n",
       "           201401             1.739731             3.401129   \n",
       "           201402             0.421760             1.000978   \n",
       "           201403             0.344032             0.804140   \n",
       "           201404             0.446238             0.820524   \n",
       "           201405             0.221329             0.415641   \n",
       "           201406             0.288242             0.536142   \n",
       "1000069535 201312             1.698306             3.080605   \n",
       "           201401             1.947043             3.381989   \n",
       "           201402             0.835443             1.429384   \n",
       "           201403             0.813763             1.300806   \n",
       "           201404             0.868238             1.304238   \n",
       "           201405             8.563787             9.248487   \n",
       "           201406             8.197935             9.357392   \n",
       "\n",
       "                   FLOW_POP_CNT_08TMST  FLOW_POP_CNT_09TMST  \\\n",
       "ID_300     STD_YM                                             \n",
       "1000007915 201312             4.220444             5.449516   \n",
       "           201401             4.156344             6.713441   \n",
       "           201402             2.540453             3.636621   \n",
       "           201403             6.736290             8.739301   \n",
       "           201404             7.798048            10.293905   \n",
       "           201405             2.717736             3.591227   \n",
       "           201406             3.098995             4.144630   \n",
       "1000007916 201312             2.217742             2.846774   \n",
       "           201401             2.187366             3.507581   \n",
       "           201402             1.285909             1.844191   \n",
       "           201403             1.691613             2.196720   \n",
       "           201404             1.962524             2.592000   \n",
       "           201405             0.682707             0.903120   \n",
       "           201406             0.825338             1.096999   \n",
       "1000008088 201312             4.453871             5.723306   \n",
       "           201401             4.391559             7.047688   \n",
       "           201402             4.074204             5.796928   \n",
       "           201403             6.783656             8.810591   \n",
       "           201404             7.873238            10.408667   \n",
       "           201405             2.753722             3.652748   \n",
       "           201406             3.302544             4.391026   \n",
       "1000008089 201312             4.588992             5.916129   \n",
       "           201401             4.522204             7.287043   \n",
       "           201402             5.726200             8.152011   \n",
       "           201403             6.936505             9.035806   \n",
       "           201404             8.090524            10.712333   \n",
       "           201405             2.898447             3.859397   \n",
       "           201406             4.260361             5.688378   \n",
       "1000008090 201312             6.457419             8.256855   \n",
       "           201401             6.683978            10.110914   \n",
       "...                                ...                  ...   \n",
       "1000069214 201405             4.059555             4.551693   \n",
       "           201406             3.783051             4.041567   \n",
       "1000069215 201312             0.108629             0.135484   \n",
       "           201401             0.122258             0.143871   \n",
       "           201402             0.124228             0.146926   \n",
       "           201403             0.116452             0.165161   \n",
       "           201404             0.117714             0.166000   \n",
       "           201405             1.850629             1.948082   \n",
       "           201406             1.718859             1.730144   \n",
       "1000069216 201312             0.108629             0.135484   \n",
       "           201401             0.122258             0.143871   \n",
       "           201402             0.121646             0.144395   \n",
       "           201403             0.116452             0.165161   \n",
       "           201404             0.117714             0.166000   \n",
       "           201405             1.806886             1.901510   \n",
       "           201406             1.673793             1.685746   \n",
       "1000069534 201312             4.981976             8.580726   \n",
       "           201401             4.865161            10.310914   \n",
       "           201402             1.629681             2.436164   \n",
       "           201403             1.322097             3.713925   \n",
       "           201404             1.530095             4.578810   \n",
       "           201405             0.585928             0.931079   \n",
       "           201406             0.590965             0.854634   \n",
       "1000069535 201312             4.717782             7.853266   \n",
       "           201401             4.693172             9.338656   \n",
       "           201402             2.008473             2.800897   \n",
       "           201403             1.764032             4.046828   \n",
       "           201404             1.941667             4.773048   \n",
       "           201405             9.973402            10.765386   \n",
       "           201406             9.895418            10.415241   \n",
       "\n",
       "                          ...           FLOW_POP_CNT_14TMST  \\\n",
       "ID_300     STD_YM         ...                                 \n",
       "1000007915 201312         ...                      5.445766   \n",
       "           201401         ...                      6.834731   \n",
       "           201402         ...                      3.703234   \n",
       "           201403         ...                      8.750860   \n",
       "           201404         ...                      9.111190   \n",
       "           201405         ...                      3.392847   \n",
       "           201406         ...                      4.170944   \n",
       "1000007916 201312         ...                      2.840968   \n",
       "           201401         ...                      3.562151   \n",
       "           201402         ...                      1.878418   \n",
       "           201403         ...                      2.198763   \n",
       "           201404         ...                      2.294000   \n",
       "           201405         ...                      0.853128   \n",
       "           201406         ...                      1.103512   \n",
       "1000008088 201312         ...                      5.713871   \n",
       "           201401         ...                      7.161505   \n",
       "           201402         ...                      5.906458   \n",
       "           201403         ...                      8.819839   \n",
       "           201404         ...                      9.204238   \n",
       "           201405         ...                      3.450813   \n",
       "           201406         ...                      4.416888   \n",
       "1000008089 201312         ...                      5.911371   \n",
       "           201401         ...                      7.413118   \n",
       "           201402         ...                      8.306145   \n",
       "           201403         ...                      9.043978   \n",
       "           201404         ...                      9.467952   \n",
       "           201405         ...                      3.635644   \n",
       "           201406         ...                      5.723400   \n",
       "1000008090 201312         ...                      8.451532   \n",
       "           201401         ...                     10.338280   \n",
       "...                       ...                           ...   \n",
       "1000069214 201405         ...                      6.175391   \n",
       "           201406         ...                      6.146864   \n",
       "1000069215 201312         ...                      0.221129   \n",
       "           201401         ...                      0.278065   \n",
       "           201402         ...                      0.288944   \n",
       "           201403         ...                      0.364839   \n",
       "           201404         ...                      0.399714   \n",
       "           201405         ...                      1.941941   \n",
       "           201406         ...                      1.818439   \n",
       "1000069216 201312         ...                      0.220968   \n",
       "           201401         ...                      0.278065   \n",
       "           201402         ...                      0.284931   \n",
       "           201403         ...                      0.364462   \n",
       "           201404         ...                      0.399381   \n",
       "           201405         ...                      1.896366   \n",
       "           201406         ...                      1.772466   \n",
       "1000069534 201312         ...                     32.567984   \n",
       "           201401         ...                     41.692204   \n",
       "           201402         ...                     12.684221   \n",
       "           201403         ...                     10.507849   \n",
       "           201404         ...                     12.209190   \n",
       "           201405         ...                      2.759325   \n",
       "           201406         ...                      3.016426   \n",
       "1000069535 201312         ...                     28.278185   \n",
       "           201401         ...                     36.177957   \n",
       "           201402         ...                     12.080720   \n",
       "           201403         ...                     10.821452   \n",
       "           201404         ...                     12.406429   \n",
       "           201405         ...                     12.251713   \n",
       "           201406         ...                     14.627745   \n",
       "\n",
       "                   FLOW_POP_CNT_15TMST  FLOW_POP_CNT_16TMST  \\\n",
       "ID_300     STD_YM                                             \n",
       "1000007915 201312             5.424355             6.151653   \n",
       "           201401             6.985968             7.168172   \n",
       "           201402             3.800238             4.412992   \n",
       "           201403             8.495269             9.426935   \n",
       "           201404             9.553571            10.548095   \n",
       "           201405             3.577625             3.945133   \n",
       "           201406             4.373444             4.849775   \n",
       "1000007916 201312             2.832823             3.202823   \n",
       "           201401             3.646129             3.726452   \n",
       "           201402             1.927751             2.239087   \n",
       "           201403             2.133495             2.368817   \n",
       "           201404             2.404143             2.656286   \n",
       "           201405             0.900130             0.992195   \n",
       "           201406             1.157143             1.277908   \n",
       "1000008088 201312             5.693629             6.437177   \n",
       "           201401             7.329892             7.495645   \n",
       "           201402             6.044182             6.999762   \n",
       "           201403             8.561774             9.505914   \n",
       "           201404             9.658238            10.662571   \n",
       "           201405             3.638122             4.015515   \n",
       "           201406             4.631793             5.115592   \n",
       "1000008089 201312             5.888952             6.670323   \n",
       "           201401             7.583065             7.768011   \n",
       "           201402             8.501587             9.849123   \n",
       "           201403             8.781129             9.755914   \n",
       "           201404             9.938905            10.984286   \n",
       "           201405             3.835478             4.241692   \n",
       "           201406             6.000883             6.646958   \n",
       "1000008090 201312             8.361210             9.404960   \n",
       "           201401            10.451774            10.809677   \n",
       "...                                ...                  ...   \n",
       "1000069214 201405             5.731709             4.938028   \n",
       "           201406             5.937613             4.636182   \n",
       "1000069215 201312             0.189194             0.144194   \n",
       "           201401             0.218710             0.157419   \n",
       "           201402             0.233732             0.157355   \n",
       "           201403             0.324839             0.191290   \n",
       "           201404             0.360857             0.172571   \n",
       "           201405             1.919315             1.868892   \n",
       "           201406             1.915061             1.749420   \n",
       "1000069216 201312             0.189194             0.144194   \n",
       "           201401             0.218710             0.157419   \n",
       "           201402             0.229898             0.154799   \n",
       "           201403             0.324301             0.191290   \n",
       "           201404             0.360714             0.172571   \n",
       "           201405             1.874629             1.824529   \n",
       "           201406             1.865986             1.703949   \n",
       "1000069534 201312            23.589758            13.507742   \n",
       "           201401            31.504946            17.665538   \n",
       "           201402             8.622057             3.858901   \n",
       "           201403             8.688441             4.693871   \n",
       "           201404             9.517905             4.998381   \n",
       "           201405             2.310768             1.532306   \n",
       "           201406             2.580484             1.477544   \n",
       "1000069535 201312            20.635726            12.002944   \n",
       "           201401            27.378871            15.532419   \n",
       "           201402             8.408441             4.044169   \n",
       "           201403             9.078763             5.031505   \n",
       "           201404             9.960429             5.178762   \n",
       "           201405            11.764019            10.856885   \n",
       "           201406            14.369849            11.598365   \n",
       "\n",
       "                   FLOW_POP_CNT_17TMST  FLOW_POP_CNT_18TMST  \\\n",
       "ID_300     STD_YM                                             \n",
       "1000007915 201312             7.192016             8.058548   \n",
       "           201401             7.453387            10.787903   \n",
       "           201402             5.289154             6.174544   \n",
       "           201403            10.970215            15.436344   \n",
       "           201404            10.801619            15.377571   \n",
       "           201405             3.836179             4.598399   \n",
       "           201406             4.790586             5.424399   \n",
       "1000007916 201312             3.730444             4.170685   \n",
       "           201401             3.864731             5.570430   \n",
       "           201402             2.685002             3.135365   \n",
       "           201403             2.758656             3.891344   \n",
       "           201404             2.722762             3.877476   \n",
       "           201405             0.965152             1.157041   \n",
       "           201406             1.262568             1.427683   \n",
       "1000008088 201312             7.510685             8.402702   \n",
       "           201401             7.781720            11.231505   \n",
       "           201402             8.363684             9.722135   \n",
       "           201403            11.078495            15.646882   \n",
       "           201404            10.937714            15.600190   \n",
       "           201405             3.906857             4.693643   \n",
       "           201406             5.054828             5.716720   \n",
       "1000008089 201312             7.794234             8.727823   \n",
       "           201401             8.079355            11.685860   \n",
       "           201402            11.771174            13.686732   \n",
       "           201403            11.395054            16.170430   \n",
       "           201404            11.278524            16.142429   \n",
       "           201405             4.126624             4.959685   \n",
       "           201406             6.569732             7.432836   \n",
       "1000008090 201312            10.855524            12.222177   \n",
       "           201401            11.407742            15.914462   \n",
       "...                                ...                  ...   \n",
       "1000069214 201405             4.296829             4.089453   \n",
       "           201406             3.975435             3.817024   \n",
       "1000069215 201312             0.113468             0.105726   \n",
       "           201401             0.130323             0.100968   \n",
       "           201402             0.119627             0.127908   \n",
       "           201403             0.130645             0.120000   \n",
       "           201404             0.114571             0.099714   \n",
       "           201405             1.808772             1.780328   \n",
       "           201406             1.655304             1.652608   \n",
       "1000069216 201312             0.113468             0.105726   \n",
       "           201401             0.130323             0.100968   \n",
       "           201402             0.117147             0.125429   \n",
       "           201403             0.130645             0.120000   \n",
       "           201404             0.114571             0.099714   \n",
       "           201405             1.765810             1.738712   \n",
       "           201406             1.612099             1.609212   \n",
       "1000069534 201312             8.619315             6.064516   \n",
       "           201401             9.168710             5.946935   \n",
       "           201402             2.521564             2.013202   \n",
       "           201403             2.250968             1.706989   \n",
       "           201404             2.064857             1.547381   \n",
       "           201405             0.941180             0.770032   \n",
       "           201406             0.940687             0.769178   \n",
       "1000069535 201312             7.770403             5.602903   \n",
       "           201401             8.315430             5.479355   \n",
       "           201402             2.730782             2.348514   \n",
       "           201403             2.632204             2.115376   \n",
       "           201404             2.392524             1.868714   \n",
       "           201405            10.053023             9.768153   \n",
       "           201406            10.177910             9.864141   \n",
       "\n",
       "                   FLOW_POP_CNT_19TMST  FLOW_POP_CNT_20TMST  \\\n",
       "ID_300     STD_YM                                             \n",
       "1000007915 201312             4.997944             4.123710   \n",
       "           201401             6.555914             4.862151   \n",
       "           201402             3.640378             2.806341   \n",
       "           201403             8.821667             6.579462   \n",
       "           201404             9.605048             8.027048   \n",
       "           201405             3.582958             3.121230   \n",
       "           201406             4.363257             3.898734   \n",
       "1000007916 201312             2.612702             2.165202   \n",
       "           201401             3.425860             2.557849   \n",
       "           201402             1.846543             1.421460   \n",
       "           201403             2.217634             1.651290   \n",
       "           201404             2.417667             2.019667   \n",
       "           201405             0.901046             0.784711   \n",
       "           201406             1.154566             1.032203   \n",
       "1000008088 201312             5.252500             4.348427   \n",
       "           201401             6.884086             5.135699   \n",
       "           201402             5.798743             4.499977   \n",
       "           201403             8.899570             6.621559   \n",
       "           201404             9.710095             8.105762   \n",
       "           201405             3.645044             3.171896   \n",
       "           201406             4.622131             4.130864   \n",
       "1000008089 201312             5.427419             4.482984   \n",
       "           201401             7.118011             5.289462   \n",
       "           201402             8.154695             6.324767   \n",
       "           201403             9.130161             6.768387   \n",
       "           201404             9.990810             8.328619   \n",
       "           201405             3.848300             3.343825   \n",
       "           201406             5.986926             5.350608   \n",
       "1000008090 201312             7.792218             6.360242   \n",
       "           201401             9.959462             7.460914   \n",
       "...                                ...                  ...   \n",
       "1000069214 201405             3.932877             3.701366   \n",
       "           201406             3.586850             3.556671   \n",
       "1000069215 201312             0.105968             0.095081   \n",
       "           201401             0.124839             0.089677   \n",
       "           201402             0.120240             0.111651   \n",
       "           201403             0.106129             0.105484   \n",
       "           201404             0.100571             0.097714   \n",
       "           201405             1.750268             1.687077   \n",
       "           201406             1.587931             1.586572   \n",
       "1000069216 201312             0.105968             0.095081   \n",
       "           201401             0.124839             0.089677   \n",
       "           201402             0.117837             0.109249   \n",
       "           201403             0.106129             0.105484   \n",
       "           201404             0.100571             0.097714   \n",
       "           201405             1.709865             1.646997   \n",
       "           201406             1.546348             1.544130   \n",
       "1000069534 201312             5.459274             4.614919   \n",
       "           201401             5.827796             5.912581   \n",
       "           201402             1.562276             1.517289   \n",
       "           201403             1.469892             1.121559   \n",
       "           201404             1.194048             1.188286   \n",
       "           201405             0.656822             0.536555   \n",
       "           201406             0.649081             0.619236   \n",
       "1000069535 201312             5.101613             4.339476   \n",
       "           201401             5.507796             5.389301   \n",
       "           201402             1.931559             1.849789   \n",
       "           201403             1.839516             1.537688   \n",
       "           201404             1.570571             1.546714   \n",
       "           201405             9.517492             9.094928   \n",
       "           201406             9.321558             9.261868   \n",
       "\n",
       "                   FLOW_POP_CNT_21TMST  FLOW_POP_CNT_22TMST  \\\n",
       "ID_300     STD_YM                                             \n",
       "1000007915 201312             3.586089             2.219435   \n",
       "           201401             3.516667             2.615000   \n",
       "           201402             2.469189             1.507959   \n",
       "           201403             5.756559             3.467527   \n",
       "           201404             6.500952             4.417762   \n",
       "           201405             2.555100             1.725379   \n",
       "           201406             3.220476             2.206690   \n",
       "1000007916 201312             1.893306             1.181008   \n",
       "           201401             1.853172             1.393280   \n",
       "           201402             1.250199             0.762031   \n",
       "           201403             1.445215             0.869624   \n",
       "           201404             1.635143             1.110524   \n",
       "           201405             0.641603             0.432557   \n",
       "           201406             0.858571             0.590369   \n",
       "1000008088 201312             3.801048             2.369516   \n",
       "           201401             3.720376             2.793656   \n",
       "           201402             3.963472             2.437518   \n",
       "           201403             5.789301             3.482258   \n",
       "           201404             6.561810             4.451857   \n",
       "           201405             2.591301             1.744935   \n",
       "           201406             3.435476             2.362048   \n",
       "1000008089 201312             3.905403             2.423589   \n",
       "           201401             3.827473             2.856505   \n",
       "           201402             5.570302             3.423287   \n",
       "           201403             5.913441             3.541398   \n",
       "           201404             6.726381             4.556190   \n",
       "           201405             2.725898             1.822320   \n",
       "           201406             4.426836             3.037038   \n",
       "1000008090 201312             5.465766             3.509476   \n",
       "           201401             5.589731             4.093925   \n",
       "...                                ...                  ...   \n",
       "1000069214 201405             3.480792             3.183613   \n",
       "           201406             3.286632             3.139743   \n",
       "1000069215 201312             0.098226             0.087339   \n",
       "           201401             0.099032             0.104194   \n",
       "           201402             0.104597             0.096008   \n",
       "           201403             0.108387             0.093871   \n",
       "           201404             0.093143             0.089143   \n",
       "           201405             1.614836             1.511565   \n",
       "           201406             1.523469             1.479692   \n",
       "1000069216 201312             0.098226             0.087339   \n",
       "           201401             0.099032             0.104194   \n",
       "           201402             0.102194             0.093605   \n",
       "           201403             0.108387             0.093871   \n",
       "           201404             0.093143             0.089143   \n",
       "           201405             1.576345             1.475095   \n",
       "           201406             1.483962             1.441544   \n",
       "1000069534 201312             4.306169             2.694435   \n",
       "           201401             5.716022             3.961667   \n",
       "           201402             1.684868             1.128068   \n",
       "           201403             0.935538             0.686344   \n",
       "           201404             1.037381             0.756000   \n",
       "           201405             0.441957             0.334808   \n",
       "           201406             0.449135             0.377038   \n",
       "1000069535 201312             4.099798             2.700847   \n",
       "           201401             5.277151             3.843871   \n",
       "           201402             1.953823             1.442573   \n",
       "           201403             1.391667             1.097688   \n",
       "           201404             1.393667             1.133381   \n",
       "           201405             8.645563             8.034235   \n",
       "           201406             8.639984             8.291001   \n",
       "\n",
       "                   FLOW_POP_CNT_23TMST  \n",
       "ID_300     STD_YM                       \n",
       "1000007915 201312             1.561129  \n",
       "           201401             1.899892  \n",
       "           201402             1.076869  \n",
       "           201403             2.598065  \n",
       "           201404             3.533238  \n",
       "           201405             1.207895  \n",
       "           201406             1.565983  \n",
       "1000007916 201312             0.836452  \n",
       "           201401             1.018763  \n",
       "           201402             0.543278  \n",
       "           201403             0.651237  \n",
       "           201404             0.886857  \n",
       "           201405             0.302459  \n",
       "           201406             0.422295  \n",
       "1000008088 201312             1.677661  \n",
       "           201401             2.041505  \n",
       "           201402             1.751915  \n",
       "           201403             2.608871  \n",
       "           201404             3.557857  \n",
       "           201405             1.218319  \n",
       "           201406             1.689324  \n",
       "1000008089 201312             1.710161  \n",
       "           201401             2.079892  \n",
       "           201402             2.458657  \n",
       "           201403             2.648011  \n",
       "           201404             3.639238  \n",
       "           201405             1.266022  \n",
       "           201406             2.159024  \n",
       "1000008090 201312             2.545040  \n",
       "           201401             3.156452  \n",
       "...                                ...  \n",
       "1000069214 201405             3.080261  \n",
       "           201406             3.012775  \n",
       "1000069215 201312             0.082500  \n",
       "           201401             0.086129  \n",
       "           201402             0.095394  \n",
       "           201403             0.098387  \n",
       "           201404             0.090857  \n",
       "           201405             1.512050  \n",
       "           201406             1.478045  \n",
       "1000069216 201312             0.082500  \n",
       "           201401             0.086129  \n",
       "           201402             0.092992  \n",
       "           201403             0.098387  \n",
       "           201404             0.090857  \n",
       "           201405             1.474071  \n",
       "           201406             1.439325  \n",
       "1000069534 201312             2.232137  \n",
       "           201401             2.946022  \n",
       "           201402             0.722053  \n",
       "           201403             0.554462  \n",
       "           201404             0.501952  \n",
       "           201405             0.219794  \n",
       "           201406             0.240003  \n",
       "1000069535 201312             2.291089  \n",
       "           201401             2.903387  \n",
       "           201402             1.099235  \n",
       "           201403             1.005430  \n",
       "           201404             0.919762  \n",
       "           201405             7.943490  \n",
       "           201406             8.041646  \n",
       "\n",
       "[64814 rows x 24 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 셀 단위별 월별 시간대 유동인구 평균 그래프 출력\n",
    "cell_month_flow_mean = cell_group.mean()\n",
    "cell_month_flow_mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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