diff --git a/.Rhistory b/.Rhistory
new file mode 100644
index 0000000..e69de29
diff --git a/.gitignore b/.gitignore
index b86db1f..a7eae5e 100644
--- a/.gitignore
+++ b/.gitignore
@@ -137,4 +137,3 @@ _build/
 # poetry files
 pyproject.toml
 
-.DS_Store
\ No newline at end of file
diff --git a/book/.DS_Store b/book/.DS_Store
new file mode 100644
index 0000000..8e8ba3e
Binary files /dev/null and b/book/.DS_Store differ
diff --git a/book/ate/did.ipynb b/book/ate/did.ipynb
index 5feb084..ceeacb2 100644
--- a/book/ate/did.ipynb
+++ b/book/ate/did.ipynb
@@ -2,6 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
+   "id": "2fa76ef6",
    "metadata": {},
    "source": [
     "# Difference-in-Difference (DiD)"
@@ -9,50 +10,4282 @@
   },
   {
    "cell_type": "markdown",
+   "id": "8a671f4c",
    "metadata": {},
    "source": [
-    "- Basic DiD (2X2 with 사전평행)\n",
-    "- Control과 함께 DiD, DML을 이용한 DiD\n",
-    "- Staggered DiD, 2WFE\n",
-    "- DDD, Event Study\n",
-    "- 사전 평행 추세에 대한 통계적인 검정을 확인할 수 있는 파이썬 코드 필요. (matheus facure 책에서 쉽게 찾기 어려운 것 같습니다)"
+    "- 출처\n",
+    "    - 실무로 통하는 인과추론 with 파이썬"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
+   "id": "f1cc97bd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!pip install toolz"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "87e93136",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!pip install lightgbm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c2f45002",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!pip install doubleml"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3caf5c69",
+   "metadata": {},
+   "source": [
+    "## 가상환경 정보"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7da54cf1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!python --version"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2958a91c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!pip freeze"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "471994fd",
+   "metadata": {},
+   "source": [
+    "## 패키지 불러오기"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "2c650ac3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "import warnings, logging\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "\n",
+    "import statsmodels.api as sm\n",
+    "import statsmodels.formula.api as smf\n",
+    "from scipy.stats import norm\n",
+    "\n",
+    "from lightgbm import LGBMRegressor, LGBMClassifier\n",
+    "\n",
+    "\n",
+    "from doubleml import DoubleMLData, DoubleMLDID\n",
+    "\n",
+    "\n",
+    "\n",
+    "\n",
+    "from toolz import *\n",
+    "\n",
+    "import matplotlib\n",
+    "from matplotlib import pyplot as plt\n",
+    "import seaborn as sns\n",
+    "from cycler import cycler\n",
+    "import matplotlib.ticker as plticker\n",
+    "\n",
+    "\n",
+    "color = ['0.0', '0.4', '0.8']\n",
+    "default_cycler = cycler(color=color)\n",
+    "linestyle = ['-', '--', ':', '-.']\n",
+    "marker = ['o', 'v', 'd', 'p']\n",
+    "\n",
+    "plt.rc('axes', prop_cycle=default_cycler)\n",
+    "\n",
+    "\n",
+    "\n",
+    "warnings.filterwarnings(\"ignore\")\n",
+    "logging.getLogger('matplotlib.category').setLevel(logging.ERROR)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "22b135b3",
+   "metadata": {},
+   "source": [
+    "##  데이터 불러오기"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "d17c7963",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-01-20T14:39:09.589128Z",
+     "start_time": "2024-01-20T14:39:09.554340Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>date</th>\n",
+       "      <th>city</th>\n",
+       "      <th>region</th>\n",
+       "      <th>treated</th>\n",
+       "      <th>tau</th>\n",
+       "      <th>downloads</th>\n",
+       "      <th>post</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2021-05-01</td>\n",
+       "      <td>5</td>\n",
+       "      <td>S</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2021-05-02</td>\n",
+       "      <td>5</td>\n",
+       "      <td>S</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2021-05-03</td>\n",
+       "      <td>5</td>\n",
+       "      <td>S</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2021-05-04</td>\n",
+       "      <td>5</td>\n",
+       "      <td>S</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2021-05-05</td>\n",
+       "      <td>5</td>\n",
+       "      <td>S</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        date  city region  treated  tau  downloads  post\n",
+       "0 2021-05-01     5      S        0  0.0       51.0     0\n",
+       "1 2021-05-02     5      S        0  0.0       51.0     0\n",
+       "2 2021-05-03     5      S        0  0.0       51.0     0\n",
+       "3 2021-05-04     5      S        0  0.0       50.0     0\n",
+       "4 2021-05-05     5      S        0  0.0       49.0     0"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "\n",
+    "\n",
+    "mkt_data = (pd.read_csv(\"../data/matheus_data/short_offline_mkt_south.csv\")\n",
+    "           .astype({\"date\":\"datetime64[ns]\"}))\n",
+    "\n",
+    "\n",
+    "\n",
+    "\n",
+    "mkt_data.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c2faf93a",
+   "metadata": {},
+   "source": [
+    "위 데이터는 남부 지역에서 온라인 마케팅 캠페인을 집행했을 때, 사용자가 실제로 해당 광고를 보고 앱을 다운로드했는지를 관찰한 자료입니다.\n",
+    "일반적으로 마케팅 업계에서는 이러한 지역 단위 실험(Regional Experiment) 설계를 자주 활용합니다.\n",
+    "즉, 일부 지역(실험군, treatment group)에서는 마케팅 캠페인을 진행하고, 다른 지역(통제군, control group)에서는 캠페인을 진행하지 않은 채로 두 집단의 변화를 비교하는 방식입니다.\n",
+    "\n",
+    "이런 설계는 단순히 시점별 평균 차이만 비교하는 것보다 더 엄밀하게 마케팅의 실제 효과(causal effect) 를 추정할 수 있습니다.\n",
+    "특히 패널 데이터(panel data) 를 활용하면,\n",
+    "같은 지역의 처치 전(before treatment) 과 처치 후(after treatment) 변화를 모두 관측할 수 있기 때문에,\n",
+    "지역별 고유한 특성(예: 인구 규모, 경제 수준 등)을 통제하면서 시점별 변화만을 비교할 수 있습니다.\n",
+    "\n",
+    "이때 주로 사용하는 분석 방법이 차분의 차분(Difference-in-Differences, DiD) 입니다.\n",
+    "DiD는 “처치 지역에서의 전후 변화 - 비처치 지역에서의 전후 변화”를 계산함으로써,\n",
+    "단순한 시간 효과나 지역 차이를 제거하고 마케팅 캠페인 자체의 순수한 효과를 추정할 수 있게 해줍니다.\n",
+    "\n",
+    "그럼 DiD를 추정하는 다양한 관점 및 방법에 대해 알아보도록 하겠습니다.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d7b53c33",
+   "metadata": {},
+   "source": [
+    "처치 개입 전후 기간 확인"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "3d6cdba1",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-01-20T14:39:09.608185Z",
+     "start_time": "2024-01-20T14:39:09.594150Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr:last-of-type th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th colspan=\"2\" halign=\"left\">date</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th>min</th>\n",
+       "      <th>max</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>w</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2021-05-01</td>\n",
+       "      <td>2021-06-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2021-05-15</td>\n",
+       "      <td>2021-06-01</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        date           \n",
+       "         min        max\n",
+       "w                      \n",
+       "0 2021-05-01 2021-06-01\n",
+       "1 2021-05-15 2021-06-01"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "(mkt_data\n",
+    " .assign(w = lambda d: d[\"treated\"]*d[\"post\"])\n",
+    " .groupby([\"w\"])\n",
+    " .agg({\"date\":[min, max]}))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "65e743f3",
+   "metadata": {},
+   "source": [
+    "처치 개입전 기간은 2021-05-01~2021-05-15이며 처치 후 기간은 2021-05-15~2021-06-01입니다. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "355d9c2c",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-01-20T14:39:09.622154Z",
+     "start_time": "2024-01-20T14:39:09.611867Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th>downloads</th>\n",
+       "      <th>date</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>treated</th>\n",
+       "      <th>post</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">0</th>\n",
+       "      <th>0</th>\n",
+       "      <td>50.335034</td>\n",
+       "      <td>2021-05-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>50.556878</td>\n",
+       "      <td>2021-05-15</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">1</th>\n",
+       "      <th>0</th>\n",
+       "      <td>50.944444</td>\n",
+       "      <td>2021-05-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>51.858025</td>\n",
+       "      <td>2021-05-15</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              downloads       date\n",
+       "treated post                      \n",
+       "0       0     50.335034 2021-05-01\n",
+       "        1     50.556878 2021-05-15\n",
+       "1       0     50.944444 2021-05-01\n",
+       "        1     51.858025 2021-05-15"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "did_data = (mkt_data\n",
+    "            .groupby([\"treated\", \"post\"])\n",
+    "            .agg({\"downloads\":\"mean\", \"date\": \"min\"}))\n",
+    "\n",
+    "did_data"
+   ]
+  },
+  {
+   "attachments": {
+    "image.png": {
+     "image/png": "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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "9d105574",
+   "metadata": {},
+   "source": [
+    "## DiD \n",
+    "![image.png](attachment:image.png)\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2614a652",
+   "metadata": {},
+   "source": [
+    "## 이중 차분법에 대한 접근법 4가지\n",
+    "1. 평균을 이용한 이중 차분법 (Basic DID 2x2)\n",
+    "2. 시간에 따른 결과 변화 값을 이용한 이중차분법\n",
+    "3. 선형회귀를 이용한 이중차분법(Regression DID) \n",
+    "   - 3.1 데이터 집계 방식\n",
+    "   - 3.2 Basic DiD\n",
+    "   - 3.3 TWFE DID\n",
+    "   - 3.4 DID with covariates (Control DID: 추가 통제 포함)\n",
+    "4. 머신 러닝을 이용한 이중차분법(DoubleML) \n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e911d8b1",
+   "metadata": {},
+   "source": [
+    "\n",
+    "### 1. 평균을 이용한 이중 차분법(Basic DID 2x2)\n",
+    "\n",
+    "\n",
+    "\n",
+    "- 처치 그룹/대조 그룹, 처치 전/후 두 시점의 평균 차이의 차이를 직접 계산하는 방법입니다.\n",
+    "- 가장 직관적이고 기본적인 DiD 개념입니다.\n",
+    "- 다중 시점 데이터나 추가적인 교란 변수를 통제하기 어렵습니다. 통계적 유의성 검정이 별도의 과정이 필요합니다.\n",
+    "- 복잡한 데이터와 더 견고한 통계적 추론을 위해 회귀 분석 기반의 접근법이 필요하게 됩니다."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "79bcb7fe",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-01-20T14:39:09.632122Z",
+     "start_time": "2024-01-20T14:39:09.624048Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "np.float64(0.6917359536407233)"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y0_est = (did_data.loc[1].loc[0, \"downloads\"] # treated baseline\n",
+    "          # control evolution\n",
+    "          + did_data.loc[0].diff().loc[1, \"downloads\"]) \n",
+    "\n",
+    "att = did_data.loc[1].loc[1, \"downloads\"] - y0_est\n",
+    "att"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "b51d6822",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-01-20T14:39:09.640871Z",
+     "start_time": "2024-01-20T14:39:09.633597Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "np.float64(0.7660316402518457)"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mkt_data.query(\"post==1\").query(\"treated==1\")[\"tau\"].mean()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "47458e38",
+   "metadata": {},
+   "source": [
+    "### 2. 시간에 따른 결과 변화 값을 이용한 이중차분법\n",
+    "\n",
+    "- 각 개별 단위(예: 도시)의 처치 전후 결과값 평균의 차이($\\Delta Y_i$​)를 직접 계산하여, 이 단위별 변화 값($\\Delta Y_i$​)을 사용하는 방법입니다.\n",
+    "- DiD의 '변화 속의 변화'를 직관적으로 이해하고, 단위의 시간 불변 특성을 자동 통제합니다.\n",
+    "- Basic DiD와 동일한 결과를 회귀식으로 도출하며 통계적 유의성 확인이 용이합니다.\n",
+    "- 더 복잡한 DiD(TWFE)로 나아가기 위한 개념적 디딤돌입니다.\n",
+    "- 두 시점 외 복잡한 다중 시점 데이터 처리나 시간에 따라 변하는 외부 교란 요인을 직접 통제하기 어렵습니다.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "10e16d8d",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-01-20T14:39:09.656244Z",
+     "start_time": "2024-01-20T14:39:09.642523Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>delta_y</th>\n",
+       "      <th>treated</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>city</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>192</th>\n",
+       "      <td>0.555556</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>193</th>\n",
+       "      <td>0.166667</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>195</th>\n",
+       "      <td>0.420635</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>196</th>\n",
+       "      <td>0.119048</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>197</th>\n",
+       "      <td>1.595238</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       delta_y  treated\n",
+       "city                   \n",
+       "192   0.555556        0\n",
+       "193   0.166667        0\n",
+       "195   0.420635        0\n",
+       "196   0.119048        0\n",
+       "197   1.595238        1"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pre = mkt_data.query(\"post==0\").groupby(\"city\")[\"downloads\"].mean()\n",
+    "post = mkt_data.query(\"post==1\").groupby(\"city\")[\"downloads\"].mean()\n",
+    "\n",
+    "delta_y = ((post - pre)\n",
+    "           .rename(\"delta_y\")\n",
+    "           .to_frame()\n",
+    "           # add the treatment dummy\n",
+    "           .join(mkt_data.groupby(\"city\")[\"treated\"].max()))\n",
+    "\n",
+    "delta_y.tail()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "31be6542",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-01-20T14:39:09.665299Z",
+     "start_time": "2024-01-20T14:39:09.659783Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "np.float64(0.6917359536407155)"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "(delta_y.query(\"treated==1\")[\"delta_y\"].mean() \n",
+    " - delta_y.query(\"treated==0\")[\"delta_y\"].mean())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3d9eee06",
+   "metadata": {},
+   "source": [
+    "DID 모형에 따른 실험군과 대조군의 추세 및 실험군의 가상적(반사실적) 추세"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "57032287",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th>downloads</th>\n",
+       "      <th>date</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>treated</th>\n",
+       "      <th>post</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">0</th>\n",
+       "      <th>0</th>\n",
+       "      <td>50.335034</td>\n",
+       "      <td>2021-05-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>50.556878</td>\n",
+       "      <td>2021-05-15</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">1</th>\n",
+       "      <th>0</th>\n",
+       "      <td>50.944444</td>\n",
+       "      <td>2021-05-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>51.858025</td>\n",
+       "      <td>2021-05-15</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              downloads       date\n",
+       "treated post                      \n",
+       "0       0     50.335034 2021-05-01\n",
+       "        1     50.556878 2021-05-15\n",
+       "1       0     50.944444 2021-05-01\n",
+       "        1     51.858025 2021-05-15"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "did_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "ff0261df",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-01-20T14:39:09.877683Z",
+     "start_time": "2024-01-20T14:39:09.666729Z"
+    },
+    "tags": [
+     "hide-input"
+    ]
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x162b3b1c0>"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1cAAAGnCAYAAABbz63AAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvZiW1igAAAAlwSFlzAAAPYQAAD2EBqD+naQAAaktJREFUeJzt3QeYU1X+//EzVOldehF2qYI0RRBERARUcLEudsS1IgKCCisCa0GsqD8VsYCuoqKuuCsruhZUbCCgglJ0AOm995b/8zm7N/+bTDLMZDKTk+T9ep4wmSSTucxJbu7nnnO+JyMQCAQMAAAAACBPCuXtxwEAAAAAQrgCAAAAgDggXAEAAABAHBCuAAAAACAOCFcAAAAAEAeEKwAAAACIA8IVAAAAAMRBkXg8Sao5evSoWbt2rSlTpozJyMhI9OYAAAAASBAtC7xr1y5To0YNU6hQ9n1ThKsIFKxq166d6M0AAAAA4IhVq1aZWrVqZfsYwlUE6rHy/oBly5ZN9OYAAAAASJCdO3fajhcvI2SHcBWBNxRQwYpwBQAAACAjB9OFKGgBAAAAAHFAuAIAAACAOCBcAQAAAEAcMOcqD44cOWIOHTqU6M1ALhUtWtQULlw40ZsBAACAFEO4irHW/fr168327dsTvSmIUfny5U21atVYxwwAACCBZs2aZUqXLm1atmyZ45/54YcfzO7du03Hjh2NawhXMfCC1fHHH29KlizJAXqSBeO9e/eajRs32u+rV6+e6E0CAABIW6VLlzYvvvii6d+/f44CloKV93gXEa5iGAroBatKlSolenMQgxIlStivClhqR4YIAgAAJEbLli1tUMpJwPIHq9z0dBUkClrkkjfHSj1WSF5e+zFnDgAAwJ2A9cMPPyRtsBLCVYwYCpjcaD8AAIDkCFg/JEmwEsIVAAAAAOcC1pEjR5IqWAlzrgAAAAAk3I4dO2ygatSokZkwYYKdJ3/48OGkCVZCuILTZs6cabp06WK2bdtmy6cDAAAgNSo4b9q0yfz666/mt99+sxevmrNHFZ5PPvnkpAlWQrhKwzLy999/v5k+fbpZs2aNrZanF+ygQYNM165d4/I7zjjjDPuc48ePj8vzAQAAILkdPXrUHnt6YUpfd+7cmWVOfM2aNe0J9UWLFplWrVqZH3/80Q4NTJaARbhKIytWrDCnnXaafcE+/PDDpnnz5rZa3ocffmhuueUWs3jx4gI9W6Fu3yJFeAkCAACkmkOHDpnff/89GKYyMzPNvn37Qh6j5XDq1atn/vCHP5g//vGPpkGDBmbp0qV2jtX1119vAxVzrtJ4YdqCltsFjG+++Wb7+NmzZ5tSpUoFb2/WrJm59tpr7fWVK1eaW2+91XzyySemUKFCpkePHuapp54yVatWtfePHj3aTJs2zdx+++1m5MiRdrhez549zfPPP2/KlCljrrnmGvP555/byxNPPGF/Zvny5TbYaXjfv//9b3P33XebBQsWmI8++si0b9/eDBs2zLzxxhv27EXbtm3N448/bruAAQAAkBwUnDIzM4O9Ujr203wpv+LFi9sA5YUpBatixYoF748UpHKzDpYLCFdxoGCl1aUL2u7du0NCUna2bt1qZsyYYYcERvoZ9Wapu/b888+3/xeFI70h1KN16aWX2rlPHr1xFLDef/99G64uueQS8+CDD9rnVqDSGYcTTzzR/O1vf7OPr1Klin2DyV133WUeeeQRU79+fVOhQgVzxx13mHfeece8/PLLpm7duuahhx4y3bt3t2/MihUrxu1vBQAAgPjRSXEvSOmyevVq2+HgpxPvClJemKpVq5btrYokux6qZApYhKs0oRe/XvCNGzeO+hj1VqlHST1NtWvXtre98sortmdrzpw5wd4khbDJkyfbN4xceeWV9mcVrsqVK2fPQKhXrVq1all+hwJXt27d7PU9e/aYZ5991j6Xer9EPWD/+c9/7JtHPVoAAABILB1Dbt68ORim9HXDhg1ZHle5cuVgkNJXjXzKySirnAz9S5aARbiKAwUJ9SIl4vfmVPiZhEg0cVChygtW0rRp0+CkQi9cqQvXC1ZSvXr1LNVdotGwP38PmMbjah6Yp2jRouaUU06xvw8AAAAFTyfS165dG1LJb/v27SGPUWiqUaNGSJiqUKFCrn9XbuZUJUPASmi40vydMWPGhNymuvZeYYWJEyeaKVOmmHnz5pldu3blqBy3iiToeV999VVbGU+NrnlAmueTm/lJuaHnzenwvETRi17bGY+iFQpAfnpevQlzwvW/EwAAQLrRVJDw4hPh9QQ0nE9TOPzFJ+JxXLd79+5cBSUvYCWiYyMpeq405Ozjjz8Ofu+vHqdGVUEFXYYPH56j5xs3bpwdaqY5PHru77//3vTr188OVxs4cKBJV5q/pLlMTz/9tP07hL8ZdDaiSZMmZtWqVfbi9V798ssv9j71YOWUhgUq5B6L3pR67FdffWXfrKKeLA1BVGl4AAAAxN/+/fvNsmXLgmFKU0J0DBZefEJz5L1eqRNOOCGk+ES8dOzYMdc/42KPlTPhSmEq0twc8Q6w/cUUjuXrr7+2RRnOPffc4BC2119/3VbIS3cKVhqCp2F3mvvUokULe6ZCc5wUSBWkVJ798ssvt2tU6T5VGOzcuXPIcL5j0d/8u+++s0UsVBwjWmEKBbybbrrJzq3SY+rUqWMLWihU64wEAAAA4ld8wpszpeIT4aOOdMzmH+KnE+3Rik/A4XClBtbQveOOO86W5R47dqw9yI5Vhw4d7HBCVaxr2LChXXhs1qxZ5rHHHov6MwcOHLAXT/iCZqlCZx80xFKFJ1RKfd26dbaSX5s2bWy40vC+9957z5ZiP/3000NKsefG0KFDzdVXX217u1SWU2dDolGVQb25VRRDQz8V4rTuVixjdgEAANKd5tlv2bIlZLHeSMUnKlWqFFLJT50d+TWFJp1kBHJS6SCffPDBB3a8pOZZ6UBf86+0cvPChQtDCiao50prJOVkzpUO1EeMGGF7QJS2NTxNYSK7YYWR5n7Jjh07TNmyZbN0oyosqGtUgRDJiXYEAACpQMe+Oo72h6nw4hMSXnyCJW9yTh0vmmIUKRs41XPlld8WDVFr166dnXszderUmIeF6Wdfe+01WwhDc65UgUTDC/WCUm9KJApeQ4YMCfkD+ivmAQAAAC4Vn/CCVKTiExp9FF58IhFrsqajhA8L9FOvlIby6cUSK83f0UK1f/7zn+33mkOkF6CGG0YLV5qwpwsAAADg4mgbr2dKhSjCi0+o0ISmf3hhSiNzOLZNDKfClYYIKn1r/k2slNyV1v00PDCnpcIBAACARB4P+xfrXblyZZbjWBUF8w/xU70Cik+4IaHhSoUPevXqZbsttVDZqFGj7Aujb9++9n6tU6WL15O1YMECOxdLLyBvnGjXrl1Nnz59zIABA+z3ej7NsdJjNCxw/vz5tpjFtddem8D/KQAAAJCVv/iELpo/FU7Hvf4wpeIT4Z0JcENCw5XKQCpI6UWlqnWqc//tt9/a6zJhwoSQQhOqYCeTJk2yCwOLero2b94cfIwq240cOdKWEN+4caOda3XDDTeYe+65p8D/fwAAAIBHPVDqOPAXn1DBtnDVq1cPBil9pfhE8khotcBkrAhClbnUQDsCAID8pqrVGtbn75nas2dPyGPUA6URV16Y0oXiE25JmmqBAAAAQKrQuqkqOOH1SulE7sGDB0MeU7RoUVt8wgtTuk7xidRBuAIAAADyUHzCC1ORik+ULFkyZLFe9VIVKcIheKqiZZE0NM9Oi+JNmzYt0ZsCAADS0NatW0Mq+akgW7gKFSqEFJ/Q/CmKT6QPwlWayMjIyPZ+VWocPXp03H8vgQgAACQjlSXwF5/QRUXYwqlynz9MVapU6ZjHXUhdhKs04S/r+eabb9rqiUuWLAne5p84qZ2JJmDSZQ0AANKFjn1WrVoVEqY07M9PPVC1a9cOCVNaJgjwcPScJnRWxaNqJzqj4t02c+ZM06VLF/Pvf//b3H333XY9sY8++siWvh83bpyZOHGiPXPTsGFDW+b+oosuCu6Err/+evPpp5/a+zWGWCXwb7vtNnu/esJefvlle907g/PZZ5+ZM844w+68br/9dvt7tKPq1KmTeeKJJ0y9evWCzz1s2DDz0ksv2bXP+vfvb0MfAABAPKjQhApOeGFKhShUkCK8+IQqC/uLT1BlGNkhXMWBDvrDK8EUhGLFisW12/muu+4yjzzyiN1xaLzw2LFjzauvvmrXG9NO5YsvvjBXXHGFXYesc+fOdsJmrVq1zFtvvWW7wL/++msbtjS2+JJLLrGLRC9atMiWr9TaZKJ1Gg4dOmS6d+9u2rdvb7788kvbQ3bfffeZHj16mJ9++sn+vx599FEzefJkG66aNGliv3/33XfNmWeeGbf/LwAASB8qgR5efEInc8OLTzRo0CAYpurWrctIHuQKr5Y4ULAaOHBggf/eJ598Mq6lO//2t7+Zbt262es6c/PAAw+Yjz/+2IYgUeiaNWuWee6552y40tkc/yLPOrPzzTffmKlTp9pwpaGGJUqUsM/l7zlTYFMwe+GFF4LhUOGrfPnythft7LPPNuPHjzfDhw83F1xwgb1fAe/DDz+M2/8VAACkNi3O61+sN1LxCR17+BfrpfgE8opwhaC2bdsGr2tHtHfv3mDY8gfJVq1aBb9/+umnbe+Szv7s27fP3t+yZctsf8+PP/5onz98jLIW9s3MzLQLtGmOWLt27YL36ayRto+hgQAAIJyODzZs2BASpiIVn6hatWrIfKnKlStTfAJxRbiKAw1jUy9SIn5vPJUqVSp43ZvAOX36dFOzZs2Qx3m9ZW+88YYd+qche+rdUlh6+OGHzXfffZft79Fzt2nTxrz22mtZ7tOQQwAAgJwUn/CClE7O7tq1K+QxCk3hxSfKli2bsG1GeiBcxYHevKm2snbTpk3t/0k9UhoCGMlXX31lOnToYItYeLRzCw+A4eOZW7dubSsWHn/88VF3cuqWV0hTUQ05fPiwmTt3rv1ZAACQXjQyZsWKFcGeKR1vhBef0CgXTVHwwpSmM2h6AlCQCFeISL1Q6pUaPHiwnR/VsWNHO1xPgUqB6Oqrr7Y7rldeecXOhdLO7O9//7uZM2eOve5R9T/dr7LvKnqhSoWXX3657eE6//zz7TwvFcX4/fffzT/+8Q9zxx132O9VcfDBBx+0v6Nx48bmscces+tlAQCA1KepCQpQXphSsAo/WavgFF58QvPBgUQiXCGqe++91w7TU9VAlSfVpE/1HI0YMcLef8MNN5j58+ebSy+91Pbe9e3b1/ZiffDBB8Hn+Mtf/mKLVGi+lIYDeqXYVXnwzjvvtAUr1I2voYddu3YN9mSpTLvmXSnEaWLptddea/r06WMDHgAASC06gepfX2rNmjVZ5lnrBK1/iJ+OHSg+AddkBKgQkIVKh+sNrAP58GFrKrqgNRHUO8M6B8mLdgQAIDF06Llx48aQ4hObN2/O8jhNH/BX8qP4BFzMBuHouQIAAEC+0fSC1atXh/RM6WDVT6FJ0wK8MKWLDmaBZEO4AgAAQNwcOnTIjg7xeqU0tUAjRsKLT2hethemNHeK4hNIBYQrAAAAxEzrXHo9UgpTKlKlKr9+GoKvAOUN8VOwovgEUhHhCgAAADmmeScKUd4wv0jFJzQvxV98QkP+KD6BdEC4AgAAQLbFJ7xeKX3dtGlTlsepurA/TKkYBcUnkI4IVwAAAAgWn1BPlL+SX6TiEyqD7oUpXSg+AfwX4QoAACCNi09ojpS/kl+k4hNaoNdffKJkyZIJ22bAZYQrAACANCo+kZmZGeyVWrFiRcTiE/Xr1w+GKRWfKFasWMK2GUgmhCsAAIAUpSF9/iF+Wm8qvPhEmTJlQhbr1ZC/woULJ2ybgWRGuAIAAEgBCk2bN28OCVMqRhGucuXKIWGK4hNA/BCuEOLKK680TZo0MSNGjMjR47UTb9q0qZk3b54ts+qZOXOmueaaa+xwAwAAkH/FJ/yV/FQm3U+hqUaNGsEwpUuFChUSts1AqiNcpcmZrG7dutku/g8//DDkvmeeecYGqYULF5otW7aYf//73+bZZ58N+dlRo0aZ559/3mzfvt2cdtpp9n7tpL2zX1dddZV9zIsvvpjtdvjPimkirHb2er5bb73VtGnTJub/3xdffGEefvhhM3fuXLNu3Trz7rvvmj/96U8xPx8AAC7S3Civ+IQumjulOVR++qxX8QmvV0rFJ0qVKpWwbQbSTUJXcxs9erQ94PZfGjduHLx/4sSJ5owzzrAL0ek+HdznhM7iXHHFFaZSpUqmRIkSpnnz5ub777836Up/u0mTJpnvvvvOPPfcc8Hbly9fbu644w7z1FNP2V4nfb344otN6dKlg4956KGHzJNPPmkmTJhgf1476O7du4dUEurXr5957bXXzNatW4+5LdoOBaCff/7ZPP3002b37t2mXbt25pVXXon5/7dnzx5z0kkn2ecDACBV6LP2l19+Me+995559NFHzaBBg+znsk4i6qSoglXx4sXtiJPevXubIUOGmPHjx5s777zTXHjhhaZFixYEKyDdeq6aNWtmPv7445Byn569e/eaHj162Mvw4cNz9Hzbtm2zvSFdunQxH3zwgV3UTmd3CqIL/MiRI9kGHP/K5Hl9bG4nmtauXds88cQTZsCAAebss8+2lX/69+9vr2sooH7H22+/bUOSv9dKO+m7777bnH/++fY2haCqVauaadOmmT//+c/BNlQvlHb2es7slC9f3lSrVs1e1zbo91999dV2u3r16hVTO/Xs2dNeAABI9uITXjl0HbusWrUqS/EJnQD1L9arz3eKTwDuSHi4UpjyDrbD6QyNN38np8aNG2d3NOoh8ZxwwgmmIPzwww9R71PvmzeUTn766Sc7VjoS7TgbNWoU/F5np8LLpMYyjE4hRgHo2muvNRdccIF9XvUgedujcdpt27YN6dlav369Oeuss4K3aZFA9TR98803wXAlp5xyivnyyy+PGa4iGTx4sA1t//nPf8wll1xiVq5caedxZUdDGXM6LwwAANcoNGk4vr/4xIYNG7I8TqNw/MUndIKT4hOAuxIerrQzUa+H1lRo3769GTt2rKlTp07Mz/fPf/7TDlvT8LbPP//clhO9+eabzV/+8peoP3PgwAF78YSvRJ5KNNRSPU2ap/TOO+/Ynj3RGG6d+VLFII+ClWhH7qfvvfs8asP58+fHtE3eUFCv+IWeK7ugKhUrVozpdwEAkAg6oaph8f4wFWm6g7/4hL5SfAJILgkNV+oBmTx5su2l0Q5nzJgxplOnTrZHRWsuxGLZsmW24ILGHatnY86cOWbgwIF28Tv13ESiQKffnVctW7aMel/4WSaNg87pY0888UQTLwpPN9xwgx3W5y/64I3bjvVsmOa2aRhnLLwhD97vVm+mPlQAAEj24hNekFLxifDPSU0BUPEJfyU/5kgByS2h4co/T0ZhQ2FLO5mpU6fGNLzMOzOkoW0PPPCA/b5Vq1Y2rKkgQ7RwpflcCmP+nisNLcyt3Ix5zq/H5oTCi39um1f1Tzv9gwcPBldh94ZraphC9erVg4/V9+FBUsUsvF6w3Fq0aFHI8E2GBQIAkrH4hE7wemFKQ+sPHToU8hh9vqp6n9crpc897zMXQGpI+LDA8GIHDRs2tDumWCkEhB+Yq4qOhsBFox4bXdKZF5ZUlci7rp2+AtYnn3wSvE3BU1UDb7rpppCfV4BVZcdYqGiG5qR5c7sYFggAcN2uXbtC1pdS8YnwudTqhfIXn9C0B4pPAKnNqXClstzqNlf1ulipUuCSJUtCblu6dKntEUN06nVq3bq1mTVrVjBIaZieiorcd999wTNsI0eOtOHHP6RQPV5aY8rrLcyOxpdrvpbmuKldVBpeQxRV0ELhOpZhgXrd+AO5zhYqnCmA5WX+HgAAHq/4hBemwuceiz53/GFKJyj91X8BpL6EhquhQ4fa8tsKPmvXrrUL0eqMTt++fe392nHp4h04L1iwwM7F0gGz13PRtWtX06dPH1vK26s816FDB3ugr8pzs2fPtkUcdEH2rrvuOhtyvL+laB0srSN1/fXX22DUsWNHM2PGDFuAxKP1N9Qmmi93LFoTS/TzKjai51MbKdjFSmuYqfS+xxviqWGgmtMHAEBuqAdKxx/+4hNa6iXSaBl/8QlGVQDICIQvoFCAVMpbVet0Nkg9JzrQvv/+++14ZG+R4UiFJlRm/ZprrgmulaTreqzn/ffft/OotDNUb4sOtrOrFhhOQ99UclylyTVcLXxMtXpG9Lz+gJEKVNRCxUXefPNNW7kxp0499VRbNOSyyy4L3qby+WoXrwKga1K5HQEAuaO1HjXf1wtTuujEop96oHQi0V98QkunAEh9O7PJBk71XL3xxhvZ3q/A5A9NkUQ6eD/vvPPsBbmv+Keeq82bN+f4Z/RYrZnl9TYCAOA6DU0PLz6hgk5+KjShE3BemKpfv37az88GkGRzrpB4uS1KoSqDGjoIAICrvLm5XphSL1W04hPeED+KTwCIBeEK+ULDNVUMAwCAgqblQfzzpbSWZjgtzuufL0XxCQDxQLhCviBcAQAKgqaOKzz5y6IrXIVTePKHqUqVKiVkewGkNsJVjBJYBwRxQPsBQHIXn/CHqUjFJ2rXrh1SFl3VhgEgvxGucqlo0aLBtZ1UAALJSe3nb08AgJtUaELFJ7wgpeITKkjhp315ePEJKsECSATCVS5pcqsWu924caP9vmTJknaxXSRPj5WCldpP7chkZQBwi3qh/L1Sv//+e5biE/rs1bItXpjSeplagB4AEo09UQw0blu8gIXko2DltSMAIHG0OK+/+MTatWsj7rP986W0eC/FJwC4iHAVA/VUacd+/PHHm0OHDiV6c5BLGj5CjxUAJGb0wIYNG0LC1JYtW7I8rmrVqlmKTzBKBEAyIFzlgQ7QOUgHACB68YlVq1YFg1RmZqbZtWtXyGMUmlR8wgtTupQtWzZh2wwAeUG4AgAAcSs+oYITXphSIYpoxSe8XimKTwBIJYQrAAAQc/EJ9Ub5i0+ot8pPlXW9HimFqTp16lCpFUDKIlwBAIAcF5/wV/JT8YnwdQPLlSsXDFK61KhRg+ITANIG4QoAAGSh0KSquApSXpjavHlzlsepuJO/+ETlypUpPgEgbRGuAACAXUtq9erVIZX8IhWfqFWrVkjxCfVUAQD+i3AFAEAa0lIi4cUn9u/fH/IYLcxbr169YJjSwr2aQwUAiIxwBQBAGti7d68tPuGFKRWfOHz4cMhjVLXPX3yibt26FJ8AgFwgXAEAkIJ27NgRMl9qzZo1WYpPaD0p/3ypmjVrUnwCAPKAcAUAQIoUn/BX8tu0aVPE4hP+nqkqVapQfAIA4ohwBQBAkhaf8IepnTt3hjxGoUk9UV5JdIpPAED+I1wBAJAExSdWrFgRDFKaOxWp+ITmSPmLT5QsWTJh2wwA6YhwBQCAY/bt22cDlBemFKwiFZ+oX79+MEydcMIJFJ8AgAQjXAEAkGAa0udfX0pD/sKLT5QpUyZL8YnChQsnbJsBAFkRrgAAKEAKTZs3bw4JUypGEa5y5cohYUrFKCg+AQBuI1wBAJDPxSdUBt1ffEJl0iMVn/BX8itfvnzCthkAEBvCFQAAcS4+oQV6vTCluVOaQ+Wn4Xz16tULBinNnSpVqlTCthkAEB+EKwAA8kBV+8KLTyhg+RUvXtxW7/PClIJVsWLFErbNAIAUDFejR482Y8aMCbmtUaNGZvHixfb6xIkTzZQpU8y8efPMrl27zLZt23I1TOLBBx80w4cPN7fddpsZP3583LcfAJCexSf8Q/xWrVoVsfiEwpS3xlStWrUoPgEAaSDhPVfNmjUzH3/8ccg6HZ69e/eaHj162ItCUm7MmTPHPPfcc6ZFixZx3V4AQPoVn/CHqQ0bNmR5XKVKlUKKT1StWpXiEwCQhhIerhSmqlWrFvG+QYMG2a8zZ87M1XPu3r3bXH755eb5558399133zEff+DAAXvxhK9yDwBIn+ITa9euDQYpXbZv357lcTVq1AgJUxUqVEjI9gIA3JLwcKUPMH1IaTHE9u3bm7Fjx5o6derk6TlvueUWc+6555qzzjorR+FKvzN8eCIAIPVpYV4Vn/DClOZOadSEX6FChUzdunWDYUoXik8AAJwLV+3atTOTJ0+286zWrVtnA06nTp3MwoUL7Xj1WLzxxht2jpaGBeaUhhwOGTIkpOeqdu3aMf1+AIDbxSeWLVsWHOa3fPnyiMUnVL3P65U64YQTKD4BAHA/XPXs2TN4XXOjFLZ0dnDq1Kmmf//+uX4+TSpW8Yr//Oc/ticsp/RBqgsAILWoGFJ48QkN/fMrXbp0yPpSOrlG8QkAQFIOC/RTJcCGDRvaD8BYzJ07165y37p16+BtR44cMV988YX5v//7Pzuvig9MAEjd4hNbtmwJCVPr16+PWHzCH6Y075fiEwCAlAtXKkSh8e5XXnllTD/ftWtXs2DBgpDb+vXrZxo3bmzuvPNOghUApBD1QGlIuT9MacmOcJrX6wUpfa1YsWJCthcAkPoSGq6GDh1qevXqZYcCqjrTqFGjbADq27evvV9nHHXxerIUnDQXSwUvvA9HBao+ffqYAQMG2PtOPPHEkN+hScc6Sxl+OwAguWgkQnjxiT179kQsPuGFKa01pWF/AACkfLhavXq1DVIaxlGlShXTsWNH8+2339rrMmHChJAqfqeffrr9OmnSJHPNNdfY6/pw1RokAIDUoqHcKj7hhSldDy8+oUITKjjhLdar68yhBQAkSkYgfFl52GqB5cqVMzt27DBly5ZN9OYAQFrQ0HD/EL+VK1dmKT6h0Qj++VIaycCQbwCAK9nAqTlXAID0sXXr1mCQ0lfNnwqnxXn9i/Wq+ISG/gEA4CLCFQAg32mQRHjxCYWrcNWrVw/pmdKcWQAAkgXhCgCQL8UnNKzPH6YiFZ/QsD5/JT+KTwAAkhnhCgCQZwcPHsxSfEK3+RUtWtTUr18/GKZUfCI3C74DAOA6whUAINfUC+XvlVKJ9PDiEyVLlsxSfKJIET52AACpi085AMAxaX6UP0xpbcJw5cuXD5ZEV6DS/CmKTwAA0gnhCgCQpfiEFnD3gpQuWo8wXNWqVUMq+an4REZGRkK2GQAAFxCuACDNqfjEqlWrQnqmtOaUn0JT7dq1g2FKF9YBBAAgFOEKANKMCk0sX748GKZUfOLAgQNZik+o4ITXK6VCFBSfAAAge4QrAEiD4hOZmZkhxSfUWxVefKJBgwYhxScUsAAAQM4RrgAgxWzbti1L8QnNowovPuGv5FejRg2KTwAAkEeEKwBIYgpNGzZsCAlTmzdvjlh8wr9Yb+XKlSk+AQBAnBGuACCJaDjf6tWrQyr57dq1K2LxCX+YovgEAAD5j3AFAI4Xn1ixYkUwTKn4xP79+0Meo4V569WrF1xjSsUnSpQokbBtBgAgXcUUrmbMmGFKly5tOnbsaL9/+umnzfPPP2+aNm1qr1eoUCHe2wkAaWHv3r1Zik8cPnw45DGq2uefL1W3bl2KTwAA4ICMQPgs5xxo3ry5GTdunDnnnHPMggULzMknn2yGDBliPvvsM9O4cWMzadIkk8x27txpypUrZ3bs2MFQGgD5avv27SFD/NasWZOl+IT2Q/7FemvWrEnxCQAAHMwGMfVcaX0U9VLJO++8Y8477zzzwAMPmHnz5tnABQDISqFp48aNweITukQqPnH88ceH9ExVqVKF4hMAACSBmMJVsWLF7NAV+fjjj81VV11lr1esWNEmOwCAMUePHrXFJ/yV/ML3kQpNtWrVCik+obNjAAAgTcKV5lppGOBpp51mZs+ebd588017+9KlS+1BAgCko0OHDoUUn9DcqWjFJ7wwpYV7KT4BAEAah6v/+7//MzfffLN5++23zbPPPmvH/8sHH3xgevToEe9tBAAn7du3L6T4hIJVpOITClBemFKwovgEAACpKaaCFqmOghYAItE+wT/ET0P+IhWf8A/xU28+xScAAEhe+VLQIjdzqQgkAJKdQtOmTZtCKvmpGEU4FZvwhykVo6D4BAAA6SnH4ap8+fI5PmA4cuRIXrYJABJSfEJl0P1hSmeo/LQP1DBofyU/7RsBAAByFa60hpVH8wruuusuc80115j27dvb27755hvz8ssvm7Fjx/KXBZAUxSe0QK83zE9zpzSHyq9w4cJZik+ULFkyYdsMAABScM5V165dzXXXXWf69u0bcvuUKVPMxIkTzcyZM00yY84VkHoUnJYtWxbsmdJ6feHFJ4oXL56l+ISWngAAAOlrZy6yQUzhSmduf/zxR3vw4adS7C1btgyugXUso0ePNmPGjAm5rVGjRmbx4sX2uoKaApsWJ961a5fZtm3bMYfgqOfsH//4h30OlTfu0KGDGTdunH3enCJcAclP72N/8YlVq1ZlKT5RpkyZkCF+Kj6h3ioAAIB8LWjhV7t2bfP888+bhx56KOT2F154wd6XG82aNbMLEQc3qMj/3ySFNJV212X48OE5er7PP//c3HLLLebkk0+2Z6VHjBhhzj77bPPLL7+YUqVK5WrbACQHhabNmzeHhKkNGzZkeVzlypVDik9UrVqV4hMAACBuYgpXjz/+uLnwwgvtulbt2rWzt2kxYR3UvPPOO7nbgCJFTLVq1SLeN2jQIPs1N8MMZ8yYEfL95MmTbfWuuXPnmtNPPz1X2wbA3eITa9euDSk+sX379pDHKDTVqFEjJExVqFAhYdsMAABSX0zh6pxzzrEHNVpAeNGiRfa2Xr16mRtvvDHXPVd6Hh0AaaFNFcfQsL46deqYePGqfVWsWDHqYw4cOGAvsZSdB5D/1Aut4hNemFLxifDhx1pLKrz4BL3VAAAgbRYRVs/X7t277XyodevW2flXKoW8cOFCOxfCo56rLl265GjOVfjZ7d69e9sz2rNmzcrV3C9hzhWQGPv3789SfELV/cKLT9SvXz8Ypk444QSKTwAAkCKOHj1ql3fSXGidQE3pghYenTleuXKlOXjwYMjtLVq0iOn5FILq1q1rHnvsMdO/f/88h6ubbrrJBjgFK01Uz03PlXrgCFdAwVDBGi9I6evq1avtTtWvdOnSIcUn9B6l+AQAAKll9+7ddt60f7i/jv81T1rHAilZ0GLTpk2mX79+NrjEcxFh/eEaNmxoD7DyasCAAeb99983X3zxRbbByjsDrguA/KfzOVu2bAkGKV0iFZ+oVKlSSJjS3EyKTwAAkLo2bdpkO27CKWjpoqlDVapUMS6LKVyp0IT+g999950544wzzLvvvmsPju677z7z6KOP5impai7FlVdemacDt1tvvdVuk3q8NFQIQOKoB0rDfv2V/NQLHS68+ER28yQBAEBq2b17d8Rg5af7tdRSonqw8i1cffrpp+a9994zbdu2tWMgNZSvW7dutptMBSnOPffcHD3P0KFDbSEM/bwqf40aNcoO8/EWJ16/fr29eD1ZCxYssHOxlFq9Ay8taNynTx/bUyUqw661sbR9eqx+XtSVp8YAkP/FJ7Tz81fyi1R8Qu97f/EJl3eUAAAgf22IMIol2uNSLlzt2bPHljcXlTZWF56G8zVv3twu+JtTmlehIKUhQuri69ixo/n222+D3X0TJkwIKTThlVKfNGmSueaaa+x19XRpfRuPKhiKetT8/D8DIL7FJ1RwwgtTKkQRXnxChSbCi08wFBcAgPQc0XLgwAE7jci76MRs+JIq0ehxeo5EF7mIa7hSdb8lS5bYsscnnXSSee655+x1haHq1avn+HneeOONbO9XFT9dsrNixYqQ7xNY/BBIm257/xA/9VKFF59QCXT/ED/1NlN8AgCA5KTjay8IeVX8ihYtGjxRquJ26mw54gtM/os6ZVSQwjsp6y3lFCs9Z0qFq9tuu83OoRAN5evRo4d57bXX7NlpLdoLIHWoZ9k/xM977/tpmK4/TKn4hKs7PQAA0i0YeQWh1EO0b9++qCFII9K8angaqaYRYl6gijRX2utU0fN6U3Ei8Y9o0cnW8IuOGXKzzqzLJ2xjCldXXHFF8HqbNm3s4p6LFy+2Z6crV64cz+0DUIC089TO0V8WPVLxCe1M/ZX8VNkPAADENxT5e4z8l5IlSwZ7jRSWNA8pWmBS1WxvOo8eu3Tp0qi/Ux0lXrhSIAsf5q/b/KHIo14s/Y7CEUKTvvrXodR2t2zZMsvvVpDLydBAVRd3+QRuTOHKT42uQhGtW7eOzxYBKDDa6YYXn9CZKj/twHTixN8z5fJEUgAAEk3HxzphqTDiBQENndPQ+kgBSI9VzQEv2Gg9JYWNaNNd/CXJ1WukUSbR+HudihQpYo477rgs4ce7qBicR49r3LhxlrAUicKV1p/MCw0bzEm48oYXply4euWVV8zDDz9sD8pEBS2GDRuWpzLqAPKXJpCq4ITXK6VCFOGLgGsHGV58QjtYAADSQbTeIu+iAOR9Lu7atStqr5HoM9SrcK3Kufrcjca/OK1CjD9YhYcgf6+ReoI0RC/ScDtdFKg86hBp1qxZjv4O+p2aQ11QSpcubUNjduXYdb/rJ3hjClePPfaYGTlypC1/ftppp9nbZs2aZW688UZbuW/w4MHx3k4AMVAvlL/4hIbwho+b1tAC/xA/7bj8O2IAAJKFV2zBK7jghRANh1MQihaYatasGey1US+QPi+j8Z90VK+Repmi8UKWaHsUDKKFIH9oUKhRFW6vt8ibMxWJhtzlpqCcy6pUqWIDoAKrvxdLQwHVY+V6sJKMQAzl9fSiUon0q666KuT2l19+2Vb3yy6VJwNNqNO6WHqz+M8iAK7bunVrSJjS+nHhNFnVP8RPO2SXxy4DANKHwojm+UQLQZrj68010pxgzRP23+8/rNVnnI7nRCf/jxWYvB4mPa9GeYTPL/IumlvkBTGN/tBxY7TApOfILhjh2EE5u+GILmaDmE5Pq1pYhw4dstyu2yJVEgMQf/oA8Ref0CXSmGtV7vOHKX0wsaMHAMR7fpE/5Kj3wes10jwjHZRGC0waiu4NP1MI0jqo0ehxXrjSz4YvUh9tWJ16mnRyMVoI0igOfy9Jq1atcnRAr14jirnlj0KFCiU8VMUipnClA7SpU6eaESNGhNz+5ptv2gM4APGnD5FVq1aFhCl9YPlpJ6QJpf4w5Z+cCgBANOqFCV/c1X/RSAev6tvGjRuDvUaRynRrTVRvCJeGqGdXpltD6zwalh4tAOmioXUe9SA0aNAgao+Rn7Ylp0PK6G1CgYcrDQm89NJLzRdffBGcc/XVV1+ZTz75xIYuAPH5kNMQWy9MaYiCPvT89CGjoQxekNLZP4pPAEB6CO8t8hdc8HqNNG9FF//ir/5LkyZNgp8b6jXKbgSSRj544Uq9QtmV6fZTr5Dm0kQLTOrl8v+OnC7voW3xl/gGkjZcXXjhhea7774zjz/+uJk2bZq9TW/O2bNn225UALEXn/DmTKlajn8irPcBpbN0XpiqW7cuxScAIEmH0fkLFajggre4a6QQ5N/fr1mzxk74jzZtXtXgvICjYXPZlekOL7igIXc56TXSELvw4gzRenw0goJRFEgXMR+VafHgV199Nb5bA6QRTZj1L9YbqfiExn37K/mp1Goyjj8GgFQu0+0PQ+p18fbTmzZtijrXSFq0aBEMLHqsLtGomp3/ZFp2Zbr9FGqiFWYID0zqXfLWTjoWeo2APIYrVcnIKSrsAaH0IaizjP5Kfhp+EU5lRv3zpTRJlnHfABD/YOQVRRCV6PZ6jSJdtJanF5hWrFhhK7NGo5Ni3mP1nMcq0+2FGw3Ny65Mtz9Y6bNCnw/R5hf50WsEOBqutLM41kGedlp6TPhQJiDd6D2gakf+4hP68PbTeyW8+AQnJgDAZFv4QJdIAUi9R/61fjQaILzXyN/b468Gp5Nd2QUm/az3WK9nKFpvkJ9Ke2s4t/9+fy+TfySCynvrkhMKWgwJB9yU43fmZ599lr9bAiR58QmdzfTCVGZmZpbiE/ogVPEJL0yp+IR/Ei8ApEOZbl33ym6LQk2kXiM9ThfNH/JoP5tdT5B6dLzAon1wdmW6vTlPou3RdoaHn0ihScPzatWqlaMh2rmpUAcgzcJV586d83dLgCSiD2wFKC9M6QM/vMdWwSm8+IR/bDsAJJP9+/dHXdxVFDg82ieqt95/v0c9Pq1btw4JV9kFJn8IitT7E63XSL1A0dY1Ch+Jk5teo/DfAwB+Mfcpq6ynqgNqnYPw9Q2uuuqqWJ8WcJJe7/4hfqrUFF6lSSt3+4f46ewmxScAJEqkinPiH36suaAKTZECk/ZfJ554YvCxv//+e5a19TwKK/5wpaF76tEP54UbbxqBt+9UYYRoc438QahevXo5nofq7x0DAKfD1b/+9S9z+eWX252sdtL+HZ2uE66QzPShr5MG/kp+kYpP6CynF6T0leITAOK1D9LFf3JGn7fReo30uDp16gQfu2TJEru0Q6Qy3eo9V4U6f9VSPTaS8P2ZAlB2Zbr9gUknlzT/KSdlunNanS7SNgFASoSr22+/3Vx77bXmgQcesBM1gWQ/uxtefCK8OqZ3VtbfM6WzrQCQ3fwi/0X7EQ1T86xatcrOC4r0WFWO8881Uq+RepgiUWDyhysvnHn8Q+jChybrpJD2ZdECk5/mjOYU80kBpKuYwpWGRA0cOJBghaSks7/Lly8P9kotW7Ysy0GLik9o+IkXpjR3ioMFID3KdOurP4RoTlC0CnXqzdF8Ss+CBQvsPiYSBSZ/uNJJnGiBKXyekoa4ab90rBLd/hCUkzLdClcAgASHq+7du5vvv//eVjsDXKcqVOHFJ3SgFH7QowDlhSkFK4pPAMkl2rA5by0hlcX2aJ+gOUHhVey8INO4cePgY9WznV1g8lOY0WPDy3Sr98i/rpJo2Jx+b056jbRPyqnw3wMAcDxcnXvuuWbYsGHml19+Mc2bN89yENq7d+94bR+Qa6o65V+sVwdG4XMPNFfQP8Qvp2V1AeTvMDqFEi+wePMfowUmjZ7w9xotXLgwS4EljwKTP1xpnlG0wBRpfxEtBIV//jVq1MjuS6LNL/Lzbw8AIDVkBCLNeD2G7A5CU2ERYQ3V0Bh0HaSzqKvb9PLdtGlTyHwpHYxFmjDtD1MqRsHEaCB+78PwdYr8gUk9Kd7wMz120aJFWSrYebTP1fvUM3/+/GwDk7+H6aeffooaghTYatSoEVIBVHJSphsAkN525iIbxNRzFe2DDshveu1pzp+/kl+k4hOqVOUPU+XLl0/YNgMuzy/yXxQsvLm0eq+tXbs2aq+RPmT8vUYKTNHosV640vtT84windeLNByuUqVKIfdl12ukkRQ5DUbsEwAA+SGmcKUPxvBx5kB+0LAdVcnywpTmSegMuZ8mc+sgzwtSmjtFsRWkKi+UeCFCIUhluqOFIPXueKWuNdfw559/DhZtiDRMzV8RTmsgReMfUqdtUWGH8HlG3iW8GIzeq/4KdrruDaUL56+Cdyz0OAEAkjJc6YzfKaecYjp37mzOOOMM06FDByqpIa7FJ7xeqUjFJzTESAHKC1Oa6K0DOyCZy3Trde0teqrXvMp0R3qcfl69QF7o0G16r2T3O71wpQAT/n6KVqZbt1etWjUYfnLSa5RTZcqUyfFjAQBI+XD18ccfmy+++MLMnDnTPP744/bDum3btsGw1a1bt/hvKVKShvT5h/hFKj6hAzGFKG+Yn4pPhA8dAgpqGJ3XOyP6XnN3os010nA4L9iox1+9RtHocV640u9S+e9o/POUvJ6hSAHIP8xP9JgmTZrkeH6R3msAACCfC1r4KVjNmTPHPPfcc+a1114LHljkxOjRo82YMWOyVFpavHixvT5x4kQzZcoUM2/ePLNr1y67knxOxsk//fTT5uGHHzbr1683J510knnqqadsT1tOUdAif+iltnnz5pAwFan4hM7K++dL6ew5w32Q19detHWKvKFzpUuXto/Voq4rV66M2GMk1apVs3P6chqYvB4mDaNTwQVPeAjSvk2vddHv0nsjWonuSHOTAABAkha0kKVLl9qeK++iA5LzzjvP9lzlhlagV09YcIN8iyHu3bvX9OjRw16GDx+eo+d78803zZAhQ8yECRNMu3btzPjx4+26XEuWLLEV4lDwxSe8IKXhfl6FLo9Ckyp4+cOUf5FNpDf/MDp99Q9H0xpFOuESLTAp2HhFFLQv8U7aRKLA5IUr/c7wIinRCvpof6We1Wjhxz9cWo9t0aJFsLcouxMG6mHSNgEAgOQSU7jSWVvNjVGQ0uXOO++0Bw2x9C7ogCPaQcSgQYPsV4W3nHrsscfMX/7yF9OvXz/7vULW9OnTzUsvvWTuuuuuXG8fck49A+HFJ3RQ66cDSxWf8MKU5k55Q6GQmhR0FISyqzrnBRutPaTXULQy3dr3ePsL9QRpGGk0OuHj8Xp5og2d84cghTfN44v0OK/wgn//1bBhwxz9HbR/ZGFqAABSW0zhSmeEdRZYw+50UUUpha1YKrTpQFw9F6o+2L59ezN27NhcVYfy0wHc3LlzQ3q5dCB01llnmW+++SbbgzD/gVh2Z63x/2lI1LJly4Jhavny5VkW5dQk/fr16wd7pVSJjOITyVmmW23ptZ3e71u2bIkamBSCvBLaqmSn10c0CiheuPKeO5Lw+UEKKqpuFy0E+Suaattbt26doxNA+nlv2wEAAPI9XP3www92eJeKWnz++edmxIgR5pdffjEtW7Y0Xbp0Mffff3+OnkfD9iZPnmznWa1bt87Ov+rUqZNZuHBhTNWkNJ9HB3bevAWPvs9uSJACXfjcL2Sl0Okt1OsVnwhf80wHyf4hfrVr12ZuSAKCkRciFHbDF3f1XzRszgs2Gkes6oxq00hr2anH0RtmpxMZ2ZXp9lekU3jSJVIACu81UiDS6ybSY8ODkYKev2x4dpizBwAACkLMc640+bp3797mtNNOs6XY33vvPfP666+b7777LsfhqmfPnsHrGlaosKUDuKlTp5r+/fubgqKeLs3T8ocIhYJ0P0BXz4S/+ESkg2md4feClL5SfCJ/ynQrAHm9RuoJ8k4kRLoocHjz1lQIRj2K0eh5/b1G2ZXp9g+HUwjSHMZoc43UU+TRsE8VlskJ/ayGCQIAAKRNuPrHP/4RLGShHisNzenYsaN59NFHbTn2vAQ2zV/IbghRdnRWXQdn4SFA32c3OVwHgv6DwXSkg3r1HvrDVHjxCdEQTn+YovhE6DA6/5wcDTXVHKJoIah69erB+WYKS5prFI2GVnrhSr1GCr7R+OcpaeicglC0EOQfyquQldMy3Xq/pPsJCAAAgLiEqxtvvNGcfvrp5vrrr7dhKjeLR2ZHZ+RVBOHKK6+M6ed18NmmTRvzySefmD/96U/B0KDvBwwYYFw2a9Yse3CroZW5GZ6pv5mCbazFJ/yV/MKLTygkqCfRC1O6pGLxCa9Md7ReIwVIrxCBAuemTZuilunW38or0akeUJX0jka9ft7f098rJNmV3VYg0pymaIHJX3FTw2tVkTMnwsMWAAAACiBcRVqbKBZDhw41vXr1sgfwa9euNaNGjbIHeH379rX3ewUzvJ6sBQsW2INFFbxQb5l07drV9OnTJxieNLzv6quvtosaa20rlWJX74FXPdBVClYvvviiHQ7pD1jeAX/4sCwFK+/xOS0+oeFhClK6RCo+oXCqHhKvV0rDy1zu0VMo8hde0PZ7fyO1uYJntF4jVYPz5vqoZ1Ml46PR47xwpb9ZTst062+XXZluf5DRUDidpIg2v8hPPVGU6QYAAEihOVc6QJ02bZpZtGiR/b5p06bm/PPPz1XxAhVEUJDSECdVIFQPzLfffmuve2XU/YUm1FsmkyZNMtdcc429rh4XDanyXHrppbZn4Z577rHBTEFlxowZWYpcuEbbqaDkBSYFHB30+4fmeYuMKmxGCmJ+XoU2b5ifelDCixSo18RffEKhtaCLT6jHSIElWgjSvB4v2Khdw3uN/DSkzQssCkAK7Nn93pyW6fb/TRSWvDLdkR7vD8DqwcrpItQsCgsAAJD8MgI69Z9LOlg/55xz7Nl+VfoTLdKrORhaU0prF6XLKszxph4pDRFUWfpoVFZeQdQfrPzFJ3TR/Klw6u3zhyn1foQPR4u1TLeCmvdc+rupkIJ/yJz/sZpX5/WIKWBnV3XOH5j0f4oWmBRM9H/yV77T3yRaWNLjvOFz3luAQhwAAADISzaIKVwpWOnHXnvtteDwPB3IXnHFFfYAWwErmSUyXKnHSUE1O/rbqxdL4dbrndq2bVuWx6lggr/4hNdW4et7Res18pdRV6jxKtRFKtN94oknxhSYvKGf0UKQeuq859XQRm1vTsp0AwAAAAWdDWIaFqi1rTR8z3+wrsn5Dz74oC3NjthFCiUKMwo2uk8h1hsqqOFymmek7xUwNKyvVatWdiidepIUOLygtGrVKruGkUreez02CjX+IZWRwpkXrrQN4XO09PxewPFndA2d0/c5KdOt3rOczh/SXCP/wrAAAACAS2IKVzo41rCvSL0uXrlo5J4CTHj5cwVZhRz1Pik0RSu4oKGYahdVAFRgUltEoqDlhSu1VXZluv1zgDQPTmHa31sUbUihkj1rFQEAACDdxBSuzjvvPFuGXUUVVJFPtHiwSrRrYWHEJrxAg3i9T16Q8Srk6XaFKgUlVfjzij5ouKBCVqShc/rqD78KbbrkhMtVAwEAAICkDVdPPvmkLXeuogv+EtWqFqjS54hNpGpxGsbnD1TexZu7FN57RK8RAAAAkEThSr0j7733ni2m4JVi14G+hq4hdgpK+tuGl1+PRLfHUukPAAAAQILDlRbnzc5nn30WvP7YY4/lbavSmKrjhc+7ivY4AAAAAEkYrubPnx/y/bx58+xCrN46V0uXLrXD2tq0aRP/rUwj6g3UOlbHWudKf+toCwgDAAAAcDhchfdMqdz2yy+/bCpUqGBv0zpL/fr1M506dcqfLU0DWkBYRUL69+9vh1iq9Hr4EEH1WClYeY8jYAEAAABuiGkR4Zo1a5qPPvrINGvWLOT2hQsXmrPPPtsuOJvMErGIsD9Y+QOTyrOrWqBX8e9YjwcAAACQRIsI6xds2rQpy+26LdL6Vzg2rUsVKShFW09Kj9Pjo61nBQAAAKBgxRSu+vTpY4cAPvrooyHrXA0bNsxccMEF8d7GtNCxY8dc/ww9VgAAAECSh6sJEyaYoUOHmssuu8yub2WfqEgR25Py8MMPx3sbAQAAACA151x59uzZYzIzM+31Bg0amFKlSplUkIg5VwAAAADScM6VR2GqRYsWeXkKAAAAAEgJWSslAAAAAAByjXAFAAAAAHFAuAIAAACAOCBcAQAAAEAcEK4AAAAAIA4IVwAAAAAQB4QrAAAAAIgDwhUAAAAAxAHhCgAAAADigHAFAAAAAHFAuAIAAACAZA9Xo0ePNhkZGSGXxo0bB+/fv3+/ueWWW0ylSpVM6dKlzYUXXmg2bNiQ7XPu3r3bDBgwwNSqVcuUKFHCNG3a1EyYMKEA/jcAAAAA0lmRRG9As2bNzMcffxz8vkiR/79JgwcPNtOnTzdvvfWWKVeunA1NF1xwgfnqq6+iPt+QIUPMp59+al599VVTr14989FHH5mbb77Z1KhRw/Tu3Tvf/z8AAAAA0lPCw5XCVLVq1bLcvmPHDvPiiy+aKVOmmDPPPNPeNmnSJNOkSRPz7bffmlNPPTXi83399dfm6quvNmeccYb9/vrrrzfPPfecmT17NuEKAAAAQOrOufr1119tr1L9+vXN5ZdfblauXGlvnzt3rjl06JA566yzgo/VkME6deqYb775JurzdejQwfzzn/80a9asMYFAwHz22Wdm6dKl5uyzz476MwcOHDA7d+4MuQAAAABA0oSrdu3amcmTJ5sZM2aYZ5991ixfvtx06tTJ7Nq1y6xfv94UK1bMlC9fPuRnqlatau+L5qmnnrLzrDTnSj/fo0cP8/TTT5vTTz896s+MHTvWDjv0LrVr147r/xMAAABA6kvosMCePXsGr7do0cKGrbp165qpU6faYhSxULjSsEH1Xum5vvjiC1sUQ71j/l4wv+HDh9u5Wh71XBGwAAAAACTVnCs/9VI1bNjQ/Pbbb6Zbt27m4MGDZvv27SG9V6oWGGmOluzbt8+MGDHCvPvuu+bcc88NhrYffvjBPPLII1HDVfHixe0FAAAAAJJ2zlV4GfXMzExTvXp106ZNG1O0aFHzySefBO9fsmSJnZPVvn37iD+vOVq6FCoU+t8qXLiwOXr0aL5vPwAAAID0ldBwNXToUPP555+bFStW2Cp/ffr0sUGob9++du5T//797XA9FaVQgYt+/frZYOWvFKgiF+qpkrJly5rOnTubYcOGmZkzZ9o5XJrT9corr9jnBgAAAICUHBa4evVqG6S2bNliqlSpYjp27GjnS+m6PP7447YXSosHq6Jf9+7dzTPPPBPyHOrNUtl2zxtvvGHnUKny4NatW+28q/vvv9/ceOONBf7/AwAAAJA+MgKqV44QKmihnjOFNvWGAQAAAEhPO3ORDZyacwUAAAAAyYpwBQAAAABxQLgCAAAAgDggXAEAAABAHBCuAAAAACAOCFcAAAAAEAeEKwAAAACIA8IVAAAAAMQB4QoAAAAA4oBwBQAAAABxQLgCAAAAgDggXAEAAABAHBCuAAAAACAOCFcAAAAAEAeEKwAAAACIA8IVAAAAAMQB4QoAAAAA4oBwBQAAAABxQLgCAAAAgDggXAEAAABAHBCuAAAAACAOCFcAAAAAEAeEKwAAAACIA8IVAAAAAMQB4QoAAAAA4oBwBQAAAADJHq5Gjx5tMjIyQi6NGzcO3r9//35zyy23mEqVKpnSpUubCy+80GzYsOGYz7to0SLTu3dvU65cOVOqVClz8sknm5UrV+bz/wYAAABAOkt4z1WzZs3MunXrgpdZs2YF7xs8eLD517/+Zd566y3z+eefm7Vr15oLLrgg2+fLzMw0HTt2tCFt5syZ5qeffjIjR440xx13XAH8bwAAAACkqyIJ34AiRUy1atWy3L5jxw7z4osvmilTppgzzzzT3jZp0iTTpEkT8+2335pTTz014vP99a9/Neecc4556KGHgrc1aNAg2204cOCAvXh27tyZh/8RAAAAgHSU8J6rX3/91dSoUcPUr1/fXH755cHhe3PnzjWHDh0yZ511VvCx6o2qU6eO+eabbyI+19GjR8306dNNw4YNTffu3c3xxx9v2rVrZ6ZNm5btNowdO9YOIfQutWvXjvP/EgAAAECqS2i4UvCZPHmymTFjhnn22WfN8uXLTadOncyuXbvM+vXrTbFixUz58uVDfqZq1ar2vkg2btxodu/ebR588EHTo0cP89FHH5k+ffrYoYQaVhjN8OHDbU+Zd1m1alXc/68AAAAAQh05csQU5M+l9LDAnj17Bq+3aNHChq26deuaqVOnmhIlSuT6+dRzJeeff76dryUtW7Y0X3/9tZkwYYLp3LlzxJ8rXry4vQAAAAAoOIULFza1atXK1bScsmXLmtWrVxsXJXzOlZ96qTSk77fffjPdunUzBw8eNNu3bw/pvVK1wEhztKRy5cp2DlfTpk1Dbtc8LX+hDAAAAABu2Llzpx25lgoSPufKT0P6VO2vevXqpk2bNqZo0aLmk08+Cd6/ZMkSOyerffv2EX9ewwhVdl2P81u6dKntEQMAAACAlOy5Gjp0qOnVq5cNPiqzPmrUKNs12LdvX1tYon///mbIkCGmYsWKtvvv1ltvtcHKXylQRS5UkEJzq2TYsGHm0ksvNaeffrrp0qWLnc+lcu4qyw4AAAAAKRmuNFZSQWrLli2mSpUqdn0qlVnXdXn88cdNoUKF7OLBKpWuCoDPPPNMyHOol0pFKDwKWZpfpcA1cOBA06hRI/POO+/Y5wYAAACA/JIRCAQC+fbsSTzuUz1nCm3qMQMAAACQN0eOHLFzq7wK3Trm1teLLrrI7N+/P8fPU6ZMmQJdlzY32cCpghYAAAAA3KP1Z/1LF3nBKPyyM8Lt3m2pUrQiO4QrAAAAIEVpkJp6hfIajPbt2xe3bSpevLjtCfIu8+fPd3bdqtwiXAEAAACOBiNV085NCIp0u3qd4qVUqVIhwUjD5Pzfl8vmdu+28PVldXuq9GoRrgAAAIA4O3z4cMj8olh7jeJVHiEjIyPbwJOTwKS5TlpTFtHx1wEAAAB8VKU6lqFz/suePXvitj0KNLntHQq/qMdJVbiRvwhXAAAASAnq5dm7d2+eg5HCVbyUKFEiVyEo0u3HHXec7XmC+whXAAAASLijR48Gh9Hldk6R/7qG48WLhsHFMqfI/32xYsXitj2pqmwulz5yeakkwhUAAADyRIEmL5XovDLd8ZpfpOFvsQyd89+uYFW4cOG4bA+iU5XA1atXx/RzLrYP4QoAACCN+ct05yYY+W/XULx4UU9PXoOR5hcxjC45FI4xILkYrIRwBQAAkITUy6OiCXkp0a2vBw8ejNs2lSxZMk8lur35RUCyIlwBAAAUMA1pCi/TndvhdLrEa+FV9fJoGFysleh0uy5FixaNy/YAyYpwBQAAkAtakDWvaxfFc8FUDY/KSyU63aZgRZluIO8IVwAAIG2G0fnnF8U6nE7PES/FixfPczDSUDzmFwFuIFwBAICkKNO9e/fumEt0e5d4lulW0YS8LOyq2xSuAKQOwhUAAMhXCjTeHKFYe430fTzLdHtzhGLtNdIwuiJFOIwCEIq9AgAAiOrAgQN5WrtIF1W0ixcVTMhLJTpdSpcuzTA6APmCcAUAQApSL4/WHspLiW5dFK7ipUSJEnkORirTTTAC4CrCFQAADs4v8pfpjrXXKF5lusVfpjuW4XT6qsVhASCVEa4AAIjz/KJYiy34y3THc35RXtYu8uYXqdw3ACB7hCsAAP4nUpnu3A6n01C8eFFPT15KdOurKtoxjA4ACgbhCgCQ9NTLo6IJeV3Y9eDBg3HbJq09FGuJbu92zS8CACQPwhUAIKE0L8g/vyiWXiPdpnlK8aBeHv/8olh6jfTzqmoHAEgvhCsAQMzU0xPLnCL/91oYNl40LyinASja7SrTrXlKAADkFuEKANJ0GN2+ffvyVKJbF81RihcNgctLiW5dVOqb+UUAgEQhXAFAktHwN/X25HVhV1W1ixf19sRaic67UKYbAJDsCFcAUIAUaLyQE2sw0vV4lun2r0MUS6+RrlOmGwCABIer0aNHmzFjxoTc1qhRI7N48WJ7XcNNbr/9dvPGG2/YFeK7d+9unnnmGVO1atUcPf+NN95onnvuOfP444+bQYMG5cv/AUD60H4oLyW69VUV7eJFBRPyUqLbm1/EMDoAAFKk56pZs2bm448/Dn5fpMj/36TBgweb6dOnm7feesseBAwYMMBccMEF5quvvjrm87777rvm22+/NTVq1Mi3bQeQHNTLo7WH8lKiW18VruJFc4PyurCr5igRjAAAcEfCw5XCVLVq1bLcrgOZF1980UyZMsWceeaZ9rZJkyaZJk2a2NB06qmnRn3ONWvWmFtvvdV8+OGH5txzzz3mNuiAyX/QpAMpAO7MLwov0x1LdTqV+46X8DLdsfQaUaYbAIDUk/Bw9euvv9reJZ2Bbd++vRk7dqypU6eOmTt3rjl06JA566yzgo9t3Lixve+bb76JGq50IHbllVeaYcOG2V6xnNDvDB+eCCDv9B7OzTpFkYKRglW8aH5RXkp0e8PomF8EAACcC1ft2rUzkydPtvOs1q1bZwNOp06dzMKFC8369ett5ajy5cuH/IzmW+m+aMaNG2d7wwYOHJjj7Rg+fLgZMmRI8Hsd5NWuXTvG/xWQGsPowucXxdJrpFLf8aL9QV5KdOtSsmRJhtEBAIDUDFc9e/YMXm/RooUNW3Xr1jVTp0618xFyS71dTzzxhJk3b16uDqCKFy9uL0CqBCOV6c5LiW5d1OsUL6VKlcpTiW5deI8CAADXJXxYoJ96qRo2bGh+++03061bN3Pw4EGzffv2kN6rDRs2RJyjJV9++aXZuHGjHTro0TwLVRwcP368WbFiRYH8P4BY6fWqoBPLnCL/dQ2PjQedpFDQycvCrvreX6gGAAAgVTl1xKOz7ZmZmXbOVJs2beyE708++cRceOGF9v4lS5aYlStX2rlZkejn/HO0ROXbdXu/fv0K5P+A9KWTAXkp0a2L3gPxokATy5yi8DLdmqcEAAAAx8PV0KFDTa9evexQwLVr15pRo0bZieJ9+/a1B3b9+/e3c6EqVqxoD/hUAVDByl/MQkUuVJCiT58+plKlSvbip4Cmni7N63K9xyKWSfKx/hxCh9FpblBeSnTronXZ4kUFXvJSolsXDa1lfhEAAECahKvVq1fbILVlyxZTpUoV07FjR1tmXddFi//qrLl6rvyLCPupN0sHtslOAalWrVq5KgOvA2n9DdOZhr+ptyevwejw4cNx2yb19uR1YVcVbwAAAEByyQjotD1C6KBbB7g66NYBb0HR78pN2WmttZPMa3Ip0ISHntwOp9MlXi9hBflI84VyE4z0lZ5EAACA9MwGTs25QvKIVKY7t71Ge/bsidv2aPhnXkp063b1ODGMDgAAALEiXKUZ9fLs3bs3T8FIFxVviBfNDcpLiW7dpjlKBCMAAAAkEuEqiWlY3fTp03M1nE63qQhGvGhoYl6DkXqdAAAAgGRHuEpiqnB33nnnxfSzmheUl7WLdFGwokw3AAAA8F+EqySmYXCtW7eOqdeoZMmSDKMDAAAA4ohwlcRUgOH7779P9GYAAAAAUPXpRG8AAAAAAKQCwhUAAAAAxAHhCgAAAADigHAFAAAAAHFAQQuHqKJffj4eAAAAQP4hXDlCC/uuXr06pp/TmlUAAAAAEothgY6INSARrAAAAAA3EK4AAAAAIA4IVwAAAAAQB4QrAAAAAIgDwhUAAAAAxAHVAiMIBAL2686dOxO9KQAAAAASyMsEXkbIDuEqgl27dtmvtWvXTvSmAAAAAHAkI5QrVy7bx2QEchLB0szRo0fN2rVrTZkyZUxGRkbCk7JC3qpVq1g02BG0iXtoE7fQHu6hTdxDm7iF9nDPTofaRHFJwapGjRqmUKHsZ1XRcxWB/mi1atUyLtGLKtEvLISiTdxDm7iF9nAPbeIe2sQttId7yjrSJsfqsfJQ0AIAAAAA4oBwBQAAAABxQLhyXPHixc2oUaPsV7iBNnEPbeIW2sM9tIl7aBO30B7uKZ6kbUJBCwAAAACIA3quAAAAACAOCFcAAAAAEAeEKwAAAACIA8IVAAAAAMQB4QoAAAAA4oBwBQDHQFFVAACQE4SrNMdBIxDd1q1b7deMjIxEbwr+57fffjMPPvhgojcD2eBzJfFoAyC6jRs3mvzEOldpavfu3XZRtqJFi9qdMAePibdy5Urz5Zdfmi1btpj27dubk08+OdGblNbmz59v2rRpY2bPnm3atm2b6M2BMeann34yXbp0MSVKlDA//PCDqVy5cqI3Ke1pv7Vo0SJ7sKL3SZMmTeztR44cMYULF0705qWdbdu2meOOO86+R/hsd8Py5cvNe++9Z7Zv325OPPFEc9FFFyV6k9La/P99ts+cOdOcfvrp+fI76LlKQ/og7NOnj3nzzTfNwYMH7c6XjJ1YCxYsMKeddpqZNGmSXY182LBhdgeAxNCBe+fOnc2QIUMIVo748ccfzamnnmrOP/98s2/fPvP3v/890ZuU9hR2dRLoiSeeMIMHDzbXXnutufrqq+19ClYKWCjYz/azzz7bPPzww2bv3r18tjvyHunQoYP55JNPzOuvv24ee+wx8+677yZ6s9L6c6Rz5852f5VfwUoIV2nm999/NxdeeKH54osvzNNPP23++c9/ErASbMmSJfYDUQcl77//vvn555/tRR+UKHgLFy60H4ba+T7yyCP2fbF+/Xq7Uz506FCiNy9tw656c2+77Tbz0ksvmcsvv9xMnTrVrFmzJtGblrbUU9W3b19z3XXX2c8R7cd69uxpQ6++egHr6NGjid7UtOlBVHusWrXKfPjhh/bznYCVWEuXLjXnnHOO6d+/v32PfPXVV7ZN1q1bl+hNS+vP9ttuu808+uij9n3x66+/ms8//zzubUK4SiM6i/jOO++YP/zhD3aoU/ny5c0DDzxAwEog7Wj1Ju/du7cZPXq0KVasmKlRo4Yd+pSZmWlvmzJlSqI3M62Gy2rHq+GyY8aMsbfpZIQ+IFu1amW6detmxo8fn+jNTLshNXo/DBo0yIwdO9be1rVrV3sC4pdffrHfcwBf8HRQovfJzTffbIoUKWIqVapkLr30UlOnTh3z/fffBwNWoUIcZuQ3fW5/8MEHplq1amb69OmmRYsW5q233goJWLxHCpaOqSZOnGhPnN5zzz32Ng1jbt68uR2pos+ZcePGJXoz08aBAwfM3XffbUc93Hvvvfa28847z+6z9PnSq1cv+xkTL+z10ojOIp555pnmqquuMieddJLdCVetWjUYsPTiI2AVfJtomJN3gKIDEb3x3377bXvWS0MJtAOO55se0akNdCa+evXqdmfbvXt3c/jwYbtT/vrrr03dunVt2H355ZcTvalp1SZPPvmk3U959J5RwFIA1oclB/AFT58XmkOydu3a4G379+83VapUMSNHjrShWMOgkP/0ua0TdDfccIOdS/Lss8/ar17A2rNnj32P8NlesJ/tl1xyiRk4cKA9aao2uv/+++3nh9pBPSWvvPKKnaKB/Kc2GDFihJ0T2q5dO3uiVG2kIbQKu/q81xysv/3tb/H5hSpogfRx8ODBkO8PHDgQ6NGjR6BVq1aBt956K3j/tGnTErSF6Wffvn3B6wsWLAiULl068N577wVvGzFiRKB169aB9evXJ2gL08vevXsD77zzTqBBgwaB9u3bB9auXRu8b/v27YFOnToFLr300oRuYzo7evSo/frKK68E6tevH/juu+/s90eOHEnwlqWX33//PXDCCScELr/88sCUKVMCM2fODJQrV87ur0Tvndtvvz3Rm5m2Dh06FLjxxhsDJ598cuChhx4K7Nmzx94+adKkRG9a2uyjDh8+HLztt99+C9SqVSvwr3/9K3jbCy+8YN9DixYtSsh2plt7yLx58wItWrSwx1SrVq0K+D/3r7zyykDXrl3tcXFeFYlPRIOrNm/ebMdglyxZ0hx//PGmQoUKdniAzmLpjLzS/LRp08yf/vQne2ZYQwc/++wz25Olicoaoob8bxPvjKIqCWm4jYZ3eO3UoEEDe0ZY1R2Rv+2hs+4VK1a0QzlUcUt/f7WR6L1Rrlw507p1azNv3rxg+yB/20S96xrCHP731vwS9fLqzPwpp5xCWxRgm2h4k4b/ad7bX/7yF/PNN9/Y+Yg33nijPTsvJ5xwAnPi8pH+3hqWGYn2VV6Pr3pO1IOl98+yZcvMiy++aIdBqRce+dsm/mqZ+hzX3FENn/X2Zbquz3Xt35C/7eFVzmzZsqWdF6qeQx1nee8XVdds1KiRHW4elyG0eY5ncNaPP/4YaNiwoT0DrzMmbdq0CXzzzTdZzm6Jkvo555wTKFq0aKBUqVKBuXPnJmirU1tO2iT8DPzAgQMDF110kT2zgvxvj6+++ir4nvDeH35//vOfAwMGDAg5G4aCfY94Z4Sff/55+9jZs2cnaGvTs0101vfLL7+0923atMmeAV68eHHw8Xrf6PPk3nvvtd/zXokv/a0vu+yybD+nvfeI14NVvHjxQNmyZe2ZexRsm3iv//D3gXp2e/bsGdi5c2eBbWc6t8fR//39dYwVaaRDv379Atdcc03Ez/3cIlylqHXr1gXq1KkTuOOOOwJLliwJvPvuu/agUOHp9ddfj7gTvummmwIVK1YMLFy4MEFbndpy0yaiYRwaYlOlShXapIDbQ8OcorVHtWrVQg4kkbj3iB6jg8ZHH300Idubzm1SpEiRwKuvvprl8atXr7bvk8qVKweWLl2akG1OZZmZmYHatWsHypcvH+jTp0+2Yck7gLz55psDFSpU4HPEgTaRLVu2BIYPHx6oVKlS4Keffiqw7UwXmdm0R6QTPV576Fjr559/jss2EK5S1Pz58wMnnnhiYPny5cHb1PMxdOjQQLFixQLvv/9+yM736aefDmRkZHBWy5E20Zyrq6++2h7U0CaJbw8dUPbt2zdQvXp12sOBNtEJIe9D8pFHHuGg0ZH3ybJlywJ//etfAzVq1OB9kg/0d9eZdY1k0Ge25of06tUr27/1Sy+9xGe7Q23y0UcfBa6//no7X1TvLSS2PWbMmGGPtdQjH8/3COEqRWlysXao+rDzhygdkNxyyy12eID/rOLmzZtt2ocbbbJmzZrA+PHj7SRYJL49NOzpgQceCPz6668J3eZUl5s2YaiZe22i4jw6YPRPFEd8vfHGG4GJEyfa6yq8k5OA5Q/GSGybqDDVa6+9FlixYkUCtjQ9vJGL9lDPvAqLePu3eMnQP3mfuQXXaIKeyq6rpPQzzzxjJ+l7kyg1yfiyyy6zpYxVMlcvASaDu9Emul9lvzUR1puACTfagwIW7uy3tG4M7eFWm+h9QnsUPC3bMWHCBFtoRGWkNWFfZfK3bdsWnLAPN9pky5YttkgY+67Ubw9aN0XpYFCLo61YscJWDNq5c2fwxVOzZk1TunRps3jxYnvwzpvcnTZZsmRJsMIQwcqt9uB94s5+S2gPt9qE9ij40CsXXXSRXd9KiwXrpMOcOXPM4MGD7TpXOoDk/Lk7baIKzN56okh8e7Rt2zbf2oNS7CnI6/G46aabTGZmpnnvvffsQpt//etfTdmyZe1jVAJUJcD14tOHIm/2/EWbuIX2cA9t4h7axN02Uej1Sk1ffPHF9raJEyeanj172rb48MMPWb6jgNAmbgk40B4MC0xBetH4hzFpLZjp06eb7du321XctVbJ+++/b7799lvTrFmzRG9uWqBN3EJ7uIc2cQ9t4mZ77Nixw665J/7h4xqeqTX4vvzyS7tmIvIfbeKWI460B/34SUwfbEuXLo34wvr9999N8+bNzcyZM+28qnHjxtmFURcsWGCTuhZ95MMw/mgTt9Ae7qFN3EObJFd7nH766TbUig4aDx8+bO644w57wKh24iA+/mgTt6xyvT3iWh4DBUZVT44//vjA22+/neU+VaGpWbNm4IYbbsiyGJoqPEVaPA15R5u4hfZwD23iHtokOdsjvFqmKqT98MMPBbil6YM2ccu8JGgPwlUS0oujVKlSgcGDB2e5Ty8m1fi/7rrrQl5YlC3OX7SJW2gP99Am7qFN3EJ7uIc2ccsPSdIezLlKMqrKpCpAgwYNMvfff7/t6vz6669t2dXKlSub0047zd5WpAi1SgoKbeIW2sM9tIl7aBO30B7uoU3csjiZ2qPA4xxiduDAgcD5559vu0Nnz55tb9PCaCeddJK9rWjRonZRx02bNiV6U9MGbeIW2sM9tIl7aBO30B7uoU3cciDJ2oNwlWTmzJkTOPvsswM9evQING7c2H6dO3euHWf6z3/+077A7r777kRvZlqhTdxCe7iHNnEPbeIW2sM9tIlb5iRRexCukvQF1qFDh0C3bt0Cy5cvD7nviSeeCFSpUiWwZs0axv0WINrELbSHe2gT99AmbqE93EObuGVOkrSHAwMTcaxyk4sWLTKbNm0yZ511lq3br1Wln3vuObNkyRJTq1atkDr+ulSvXt0u7MhijvmDNnEL7eEe2sQ9tIlbaA/30CZuWZXE7UG4cthPP/1k1xOpWbOmWbhwofnjH/9oevToYUaMGGFr9Ddq1Cg4cc97IWVmZpqGDRvaev+IP9rELbSHe2gT99AmbqE93EObuOWnZG+PhPabIart27cHWrduHbj99tsDW7ZsCezbty8wfPhw2x2qSX26zW/ZsmWBkSNHBsqXLx9YuHBhwrY7ldEmbqE93EObuIc2cQvt4R7axC3bU6A9CFeO0ljS+vXrB2bOnBlSLeWll14KtG/fPnD55ZcHdu7caW9fsGBBoHfv3oF69eoF5s+fn8CtTm20iVtoD/fQJu6hTdxCe7iHNnHL8hRoj0KJ7jlDZKVLlzYlS5Y0CxYssN8rCBcrVsxcffXV5oorrrDjUKdNm2bva9CggbntttvMp59+alq2bJngLU9dtIlbaA/30CbuoU3cQnu4hzZxS+kUaA8WEXbUoUOHTN++fc26devMlClTTN26dUPu7969ux1vOn369IRtY7qhTdxCe7iHNnEPbeIW2sM9tIlbDqVAe9Bz5SDl3aJFi5pnnnnGTtAbOHCg2bhxo73d06tXL7Nlyxazf//+hG5ruqBN3EJ7uIc2cQ9t4hbawz20iVsCKdIehCsHqfLJwYMHzfHHH29mzJhhvvvuO9sV+v333weroPzwww+23GShQjRhQaBN3EJ7uIc2cQ9t4hbawz20iVsyUqQ9GBboIL2AChcubJO5XmT79u0zPXv2tONQDx8+bOrXr28++eQTM2vWLNOiRYtEb25aoE3cQnu4hzZxD23iFtrDPbSJW46kSHu4G/vS/IW1YsUK+8LRi0gvpjlz5phBgwaZbt26mZNPPtl+7/ILK5XQJm6hPdxDm7iHNnEL7eEe2sQtR1KoPei5SpANGzaYHTt22AXPwq1evdo0b97cXHzxxXYlajWRy92fqYI2cQvt4R7axD20iVtoD/fQJm5Jh/ZIvi1OASojecopp5iRI0ean3/+Ocv9Glvav39/+8LS+NNkfGElG9rELbSHe2gT99AmbqE93EObuGVRmrQHPVcFbO3atTaR79mzxxQvXtwmdHV3nnjiiSFlKFUtBQWDNnEL7eEe2sQ9tIlbaA/30CZuWZtG7ZGckTCJLV682JQpU8a8/PLL5uabbzbz588348ePNwsXLgw+JhVeWMmENnEL7eEe2sQ9tIlbaA/30CZuWZxO7aGeKxScffv2Bb7++uvg9y+99FKgdevWgf79+wd++umn4O1Hjx61X48cOZKQ7UwntIlbaA/30CbuoU3cQnu4hzZxy740ag/CVQJ4LxzP5MmTgy+wBQsW2NvGjBkT+PHHHxO0hemHNnEL7eEe2sQ9tIlbaA/30CZuOZom7cGcqwIYYzpv3jxbr79u3bqmTZs29vb/BdvgZD11kz755JOmdevWZufOnebtt982CxYsME2bNk3w/yD10CZuoT3cQ5u4hzZxC+3hHtrELWvTuT0Sne5Smbo569evHzjllFMClStXDrRt2zbw1ltvhTzG3+354osvBooWLRooV65cYP78+QnY4tRHm7iF9nAPbeIe2sQttId7aBO3/JTm7UFBi3ySmZlpzjnnHHPRRReZjz76yMyYMcM0a9bMfPDBB3ahNK/DUMld13Xbjz/+aFeh/uqrr0zLli0T/V9IObSJW2gP99Am7qFN3EJ7uIc2cUsm7UHPVX44cOBAYMiQIYFLLrnEXvcn80qVKgU2b96c5Wdmz54dyMjICMyZM6eAtzY90CZuoT3cQ5u4hzZxC+3hHtrELbTHfxVJdLhLRUePHjW1atUyTZo0McWKFbPJXIuhdejQwSZz1fEPd/LJJ5utW7ea8uXLJ2SbUx1t4hbawz20iXtoE7fQHu6hTdxCe/wX4SofHHfcceZPf/qTOeGEE0Ju1wtHNfz9Ly7V+W/VqpW9Xq5cuQLf1nRBm7iF9nAPbeIe2sQttId7aBO30B7/xZyrOFm3bp2ZPXu2HVuq5O69sDSWVKldduzYYbZt2xb8mXvuucd07drVbNmyJZjuET+0iVtoD/fQJu6hTdxCe7iHNnEL7RHB/4YHIg9Uj79u3bqBhg0b2konjRs3DkyZMiWwZcuWkLr+S5YsCVSpUiWwdevWwL333hsoUaJE4Pvvv0/w1qcm2sQttId7aBP30CZuoT3cQ5u4hfaIjHCVRxs3brQvphEjRgQyMzMDa9asCVx66aWBJk2aBEaNGmXv92zYsCHQqlUre3+xYsVS+oWVSLSJW2gP99Am7qFN3EJ7uIc2cQvtER3hKo9+/vnnQL169bK8UO68885A8+bNAw899FBgz5499rZffvnFVkRRYk+FOv6uok3cQnu4hzZxD23iFtrDPbSJW2iP6JhzlUeanHf48GGzd+9e+/2+ffvs1wcffNB06dLFPPvss+a3336zt1WoUMHcfPPNdsXqlKjj7yjaxC20h3toE/fQJm6hPdxDm7iF9oguQwkrm/uRA6eccootMfnpp5/a7w8cOGCKFy8eLDH5hz/8wbz++uv2+/3799tqKshftIlbaA/30CbuoU3cQnu4hzZxC+0RGT1XubRnzx6za9cus3PnzuBtzz33nPn555/NZZddZr/XC0tpXk4//XT7M550eWEVJNrELbSHe2gT99AmbqE93EObuIX2yDnCVS788ssv5oILLjCdO3e2C6S99tpr9nZdf+KJJ8x//vMfc/HFF9uu0kKF/vun3bhxoylVqpR9sdFJGH+0iVtoD/fQJu6hTdxCe7iHNnEL7ZE7LCKcixeWUvhVV11l2rZta+bOnWv69etnmjZtahdB6927t30RaUxpixYtTOPGje3q1NOnTzfffvutKVKEP3W80SZuoT3cQ5u4hzZxC+3hHtrELbRH7jHnKge2bt1q+vbta18wSugeTdhr3ry5efLJJ4O3qcv0vvvusz+jLtCbbrrJvgARX7SJW2gP99Am7qFN3EJ7uIc2cQvtEZv0i5MxUDfn9u3bzUUXXWS/1wrU6vbUKtR6Ecn/ytqbMmXKmHHjxoU8DvFHm7iF9nAPbeIe2sQttId7aBO30B6xSd//eS5UrVrVvPrqq6ZTp072+yNHjtivNWvWDL54MjIy7HX/RD/dhvxBm7iF9nAPbeIe2sQttId7aBO30B6xIVzl0B//+MdgGi9atKi9rqSuCXuesWPHmhdeeCFYKSXdX1z5jTZxC+3hHtrEPbSJW2gP99AmbqE9co9hgbmkdK4XlffC8ZL7PffcY8eazp8/Py0n7yUSbeIW2sM9tIl7aBO30B7uoU3cQnvkHD1XMfBqgOhFVLt2bfPII4+Yhx56yHz//ffmpJNOSvTmpSXaxC20h3toE/fQJm6hPdxDm7iF9sgZImYMvLSu7tHnn3/elC1b1syaNcu0bt060ZuWtmgTt9Ae7qFN3EObuIX2cA9t4hbaI2foucqD7t27269ff/21rf2PxKNN3EJ7uIc2cQ9t4hbawz20iVtoj+yxzlUe7dmzxy6eBnfQJm6hPdxDm7iHNnEL7eEe2sQttEd0hCsAAAAAiAOGBQIAAABAHBCuAAAAACAOCFcAAAAAEAeEKwAAAACIA8IVAAAAAMQB4QoAAAAA4oBwBQBIW2eccYYZNGhQojcDAJAiCFcAAOTAzJkzTUZGhtm+fXuiNwUA4CjCFQAAAADEAeEKAJAW9uzZY6666ipTunRpU716dfPoo4+G3P/3v//dtG3b1pQpU8ZUq1bNXHbZZWbjxo32vhUrVpguXbrY6xUqVLA9WNdcc439/ujRo2bs2LHmhBNOMCVKlDAnnXSSefvttxPwPwQAJBrhCgCQFoYNG2Y+//xz895775mPPvrIDvObN29e8P5Dhw6Ze++91/z4449m2rRpNlB5Aap27drmnXfesdeXLFli1q1bZ5544gn7vYLVK6+8YiZMmGB+/vlnM3jwYHPFFVfY3wUASC8ZgUAgkOiNAAAgP+3evdtUqlTJvPrqq+biiy+2t23dutXUqlXLXH/99Wb8+PFZfub77783J598stm1a5ft7VIYU+/Vtm3bTPny5e1jDhw4YCpWrGg+/vhj0759++DPXnfddWbv3r1mypQpBfi/BAAkWpFEbwAAAPktMzPTHDx40LRr1y54m0JRo0aNgt/PnTvXjB492vZcKUBpuJ+sXLnSNG3aNOLz/vbbbzZEdevWLeR2/a5WrVrl2/8HAOAmwhUAIO1pPlb37t3t5bXXXjNVqlSxoUrfKyhl1yMm06dPNzVr1gy5r3jx4vm+3QAAtxCuAAApr0GDBqZo0aLmu+++M3Xq1LG3qXdq6dKlpnPnzmbx4sVmy5Yt5sEHH7Tzq7xhgX7FihWzX48cORK8TT1aClEKYnoeAEB6I1wBAFKe5kz179/fFrXQ3Kvjjz/e/PWvfzWFCv23rpMCl8LTU089ZW688UazcOFCW9zCr27durZK4Pvvv2/OOeccWxlQlQWHDh1qi1hoGGHHjh3Njh07zFdffWXKli1rrr766gT9jwEAiUC1QABAWnj44YdNp06dTK9evcxZZ51lg1CbNm3sfRoGOHnyZPPWW2/Z3ij1YD3yyCMhP69hf2PGjDF33XWXqVq1qhkwYIC9XSFs5MiRtmpgkyZNTI8ePewwQZVmBwCkF6oFAgAAAEAc0HMFAAAAAHFAuAIAAACAOCBcAQAAAEAcEK4AAAAAIA4IVwAAAAAQB4QrAAAAAIgDwhUAAAAAxAHhCgAAAADigHAFAAAAAHFAuAIAAACAOCBcAQAAAIDJu/8HkTu6n+/+3fIAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 1000x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "did_plt = did_data.reset_index()\n",
+    "\n",
+    "\n",
+    "plt.figure(figsize=(10,4))\n",
+    "\n",
+    "sns.scatterplot(data=did_plt.query(\"treated==0\"), x=\"date\", y=\"downloads\", s=100, color=\"C0\", marker=\"s\")\n",
+    "sns.lineplot(data=did_plt.query(\"treated==0\"), x=\"date\", y=\"downloads\", label=\"Control\", color=\"C0\")\n",
+    "\n",
+    "sns.scatterplot(data=did_plt.query(\"treated==1\"), x=\"date\", y=\"downloads\", s=100, color=\"C1\", marker=\"x\")\n",
+    "sns.lineplot(data=did_plt.query(\"treated==1\"), x=\"date\", y=\"downloads\", label=\"Treated\", color=\"C1\",)\n",
+    "\n",
+    "plt.plot(did_data.loc[1, \"date\"], [did_data.loc[1, \"downloads\"][0], y0_est], color=\"C2\", linestyle=\"dashed\", label=\"Y(0)|D=1\")\n",
+    "plt.scatter(did_data.loc[1, \"date\"], [did_data.loc[1, \"downloads\"][0], y0_est], color=\"C2\", s=50)\n",
+    "\n",
+    "plt.xticks(rotation = 45)\n",
+    "plt.legend()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7d388983",
+   "metadata": {},
+   "source": [
+    "### 3. 선형회귀를 이용한 이중차분법(Regression DID)\n",
+    "\n",
+    "DiD를 회귀식으로 표현하여 통계적 엄밀성을 확보하는 방법입니다. 데이터 집계 방식에 따라 두 가지 접근법이 있습니다."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "76783d79",
+   "metadata": {},
+   "source": [
+    "먼저 Canonical DID를 추정할 때 두 가지 데이터 집계 방식이 사용될 수 있습니다. \n",
+    "1. 개입 전/후 기간을 하나의 블록으로 집계한 데이터\n",
+    "2. 각 개별 시점의 데이터를 그대로 사용\n",
+    "\n",
+    "핵심은 어떤 데이터를 수집하더라도 분석에 사용할 최종 데이터 형태가 블록디자인을 따르면 된다는 것입니다.\n",
+    "\n",
+    "- 블록 디자인이란?\n",
+    "   - 동일한 시점에 처치를 받는 단위들을 하나의 블록으로 묶고 그 블록과 처치를 받지 않는 블록(control)을 비교하는 구조\n",
+    "  "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b8dd4569",
+   "metadata": {},
+   "source": [
+    "#### 3. 1 데이터 집계 방식 1: 개입 전/후 기간을 하나의 블록으로 집계한 데이터 (data set : did data)\n",
+    "\n",
+    "- 그룹(처치/대조)별로 처치 전 평균과 처치 후 평균을 구한 후, 이를 바탕으로 회귀 모델을 만드는 방식입니다.\n",
+    "- Basic DID (2x2)와 동일한 결과값을 얻으면서 통계적 유의성을 쉽게 확인할 수 있습니다.\n",
+    "- 다만,개별 관측치 수준의 정보 손실이 있고, 다중 시점의 미시 데이터를 직접 활용하지 못합니다."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "bead249f",
    "metadata": {
-    "vscode": {
-     "languageId": "plaintext"
+    "ExecuteTime": {
+     "end_time": "2024-01-20T14:39:09.887639Z",
+     "start_time": "2024-01-20T14:39:09.879115Z"
+    },
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>city</th>\n",
+       "      <th>post</th>\n",
+       "      <th>downloads</th>\n",
+       "      <th>date</th>\n",
+       "      <th>treated</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>50.642857</td>\n",
+       "      <td>2021-05-01</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>50.166667</td>\n",
+       "      <td>2021-05-15</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>15</td>\n",
+       "      <td>0</td>\n",
+       "      <td>49.142857</td>\n",
+       "      <td>2021-05-01</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>15</td>\n",
+       "      <td>1</td>\n",
+       "      <td>49.166667</td>\n",
+       "      <td>2021-05-15</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>20</td>\n",
+       "      <td>0</td>\n",
+       "      <td>48.785714</td>\n",
+       "      <td>2021-05-01</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   city  post  downloads       date  treated\n",
+       "0     5     0  50.642857 2021-05-01        0\n",
+       "1     5     1  50.166667 2021-05-15        0\n",
+       "2    15     0  49.142857 2021-05-01        0\n",
+       "3    15     1  49.166667 2021-05-15        0\n",
+       "4    20     0  48.785714 2021-05-01        0"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "did_data = (mkt_data\n",
+    "            .groupby([\"city\", \"post\"])\n",
+    "            .agg({\"downloads\":\"mean\", \"date\": \"min\", \"treated\": \"max\"})\n",
+    "            .reset_index())\n",
+    "\n",
+    "did_data.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "54757217",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-01-20T14:39:09.896935Z",
+     "start_time": "2024-01-20T14:39:09.889021Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "np.float64(0.6917359536407082)"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "\n",
+    "\n",
+    "smf.ols(\n",
+    "    'downloads ~ treated*post', data=did_data\n",
+    ").fit().params[\"treated:post\"]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "48ef6933",
+   "metadata": {},
+   "source": [
+    "#### 3. 1 데이터 집계 방식 2: 각 개별 시점의 데이터를 그대로 사용 (data set : mkt data)\n",
+    "- DID를 추정할때 처치 전후로 각 값들을 그룹화하여 하지 않고 각 시점의 데이터를 모두 활용하는 방법입니다.\n",
+    "- 데이터 집계 방식 1보다 훨씬 강력하며, 단위 고정 효과와 시간 고정 효과를 포함할 수 있는 기반이 됩니다. \n",
+    "- 또, 데이터 집계 방식 1과 달리 개별 관측치 정보를 최대한 활용합니다. 또한 사전 평행 추세를 검정할 수 있다는 장점이 있습니다.\n",
+    "- 다만, 여전히 시간에 따라 변하는 관측되지 않은 교란 요인을 완전히 제거할 수는 없습니다.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "d1eed2c4",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-01-20T14:39:11.143922Z",
+     "start_time": "2024-01-20T14:39:09.915271Z"
+    },
+    "tags": [
+     "hide-input"
+    ]
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 900x1200 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "\n",
+    "fig, (ax1, ax2) = plt.subplots(2,1, figsize=(9, 12), sharex=True)\n",
+    "\n",
+    "heat_plt = (mkt_data\n",
+    "            .assign(treated=lambda d: d.groupby(\"city\")[\"treated\"].transform(max))            \n",
+    "            .astype({\"date\":\"str\"})\n",
+    "            .assign(treated=mkt_data[\"treated\"]*mkt_data[\"post\"])\n",
+    "            .pivot(index=\"city\", columns=\"date\", values=\"treated\")\n",
+    "            .reset_index()\n",
+    "            .sort_values(max(mkt_data[\"date\"].astype(str)), ascending=False)\n",
+    "            .reset_index()\n",
+    "            .drop(columns=[\"city\"])\n",
+    "            .rename(columns={\"index\":\"city\"})\n",
+    "            .set_index(\"city\"))\n",
+    "\n",
+    "\n",
+    "sns.heatmap(heat_plt, cmap=\"gray\", linewidths=0.01, linecolor=\"0.5\", ax=ax1, cbar=False)\n",
+    "\n",
+    "ax1.set_title(\"Treatment Assignment\")\n",
+    "\n",
+    "\n",
+    "sns.lineplot(data=mkt_data.astype({\"date\":\"str\"}),\n",
+    "             x=\"date\", y=\"downloads\", hue=\"treated\", ax=ax2)\n",
+    "\n",
+    "loc = plticker.MultipleLocator(base=2.0)\n",
+    "# ax2.xaxis.set_major_locator(loc)\n",
+    "ax2.vlines(\"2021-05-15\", mkt_data[\"downloads\"].min(), mkt_data[\"downloads\"].max(), color=\"black\", ls=\"dashed\", label=\"Interv.\")\n",
+    "ax2.set_title(\"Outcome Over Time\")\n",
+    "\n",
+    "plt.xticks(rotation = 50);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "e01430de",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>date</th>\n",
+       "      <th>city</th>\n",
+       "      <th>region</th>\n",
+       "      <th>treated</th>\n",
+       "      <th>tau</th>\n",
+       "      <th>downloads</th>\n",
+       "      <th>post</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2021-05-01</td>\n",
+       "      <td>5</td>\n",
+       "      <td>S</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2021-05-02</td>\n",
+       "      <td>5</td>\n",
+       "      <td>S</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2021-05-03</td>\n",
+       "      <td>5</td>\n",
+       "      <td>S</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2021-05-04</td>\n",
+       "      <td>5</td>\n",
+       "      <td>S</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2021-05-05</td>\n",
+       "      <td>5</td>\n",
+       "      <td>S</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>0</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1627</th>\n",
+       "      <td>2021-05-28</td>\n",
+       "      <td>197</td>\n",
+       "      <td>S</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1.771233</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1628</th>\n",
+       "      <td>2021-05-29</td>\n",
+       "      <td>197</td>\n",
+       "      <td>S</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1.771233</td>\n",
+       "      <td>52.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1629</th>\n",
+       "      <td>2021-05-30</td>\n",
+       "      <td>197</td>\n",
+       "      <td>S</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1.771233</td>\n",
+       "      <td>54.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1630</th>\n",
+       "      <td>2021-05-31</td>\n",
+       "      <td>197</td>\n",
+       "      <td>S</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1.771233</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1631</th>\n",
+       "      <td>2021-06-01</td>\n",
+       "      <td>197</td>\n",
+       "      <td>S</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1.771233</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1632 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           date  city region  treated       tau  downloads  post\n",
+       "0    2021-05-01     5      S        0  0.000000       51.0     0\n",
+       "1    2021-05-02     5      S        0  0.000000       51.0     0\n",
+       "2    2021-05-03     5      S        0  0.000000       51.0     0\n",
+       "3    2021-05-04     5      S        0  0.000000       50.0     0\n",
+       "4    2021-05-05     5      S        0  0.000000       49.0     0\n",
+       "...         ...   ...    ...      ...       ...        ...   ...\n",
+       "1627 2021-05-28   197      S        1  1.771233       53.0     1\n",
+       "1628 2021-05-29   197      S        1  1.771233       52.0     1\n",
+       "1629 2021-05-30   197      S        1  1.771233       54.0     1\n",
+       "1630 2021-05-31   197      S        1  1.771233       53.0     1\n",
+       "1631 2021-06-01   197      S        1  1.771233       55.0     1\n",
+       "\n",
+       "[1632 rows x 7 columns]"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mkt_data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f19bdff0",
+   "metadata": {},
+   "source": [
+    "\n",
+    "\n",
+    "#### 3.2 Basic DID\n",
+    "\n",
+    "\n",
+    "- 가장 기본적인 회귀 DiD 모델이며, DiD 효과($\\beta$)와 함께 각 그룹의 처치 전후 베이스라인 차이 등을 동시에 추정합니다. \n",
+    "- 통계적 추론(표준 오차, p-값)을 쉽게 제공합니다.\n",
+    "- DiD 효과를 통계적으로 더 견고하게 추정하며, 이후 TWFE DiD 등 더 발전된 모델로 확장하기 위한 직접적인 기반이 됩니다.\n",
+    "- 아직 단위/시간 고정 효과를 명시적으로 통제하지 않으므로, 관측되지 않은 시간에 따른 교란 요인에 의한 편향 가능성이 있습니다."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c4695167",
+   "metadata": {},
+   "source": [
+    "$$Y_{it} = \\beta_0 + \\beta_1 D_i + \\beta_2 Post_t + \\beta_3 D_i Post_t + e_{it}$$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "647b569a",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-01-20T14:39:11.154791Z",
+     "start_time": "2024-01-20T14:39:11.145888Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "np.float64(0.6917359536406855)"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "m = smf.ols('downloads ~ treated*post', data=mkt_data).fit()\n",
+    "\n",
+    "m.params[\"treated:post\"]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e73611cf",
+   "metadata": {},
+   "source": [
+    "##### 추론\n",
+    "\n",
+    "1. 기준 표준 오차 (Homoskedastic Standard Error)\n",
+    "\n",
+    "- 오차가 독립적이며 동일 분산을 가진다고 가정합니다.\n",
+    "- 다만 동일 단위 내 관측치 간 상관관계를 무시하여, 표준 오차가 과소평가(실제보다 작게)될 수 있습니다.\n",
+    "- 이로 인해 유의하지 않은 결과도 유의하다고 잘못 판단할 위험이 있습니다.\n",
+    "\n",
+    "\n",
+    "\n",
+    "2. 군집 표준 오차 (Clustered Standard Error)\n",
+    "\n",
+    "- 특정 군집(예: city_id) 내에서는 오차 상관관계를 허용하지만, 군집 간에는 독립적이라고 가정합니다. 이분산성에도 강건합니다.\n",
+    "- 패널 데이터의 군집 내 상관관계를 반영하여, 보통 기준 표준 오차보다 더 크게(보수적으로) 추정됩니다.\n",
+    "- 기준 표준 오차의 과소평가 문제를 해결하여, 통계적 유의성 판단의 신뢰성을 높여줍니다. DiD 분석 시 권장됩니다."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b227de62",
+   "metadata": {},
+   "source": [
+    "1. 기존 표준 오차 기반    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "e847ddef",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ATT: 0.6917359536406855\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "0    0.213969\n",
+       "1    1.169503\n",
+       "Name: treated:post, dtype: float64"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "m = smf.ols(\n",
+    "    'downloads ~ treated*post', data=mkt_data\n",
+    ").fit()\n",
+    "print(\"ATT:\", m.params[\"treated:post\"])\n",
+    "m.conf_int().loc[\"treated:post\"]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b4199ddc",
+   "metadata": {},
+   "source": [
+    "2. 군집 기반 표준 오차 기반"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "fe572c5d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ATT: 0.6917359536406855\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "0    0.305820\n",
+       "1    1.077652\n",
+       "Name: treated:post, dtype: float64"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "m = smf.ols(\n",
+    "    'downloads ~ treated*post', data=mkt_data\n",
+    ").fit(cov_type='cluster', cov_kwds={'groups': mkt_data['city']})\n",
+    "\n",
+    "print(\"ATT:\", m.params[\"treated:post\"])\n",
+    "m.conf_int().loc[\"treated:post\"]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a745a402",
+   "metadata": {},
+   "source": [
+    "#### 3.3 2WFE did (시간 -대상 고정효과 모델)\n",
+    "\n",
+    "- 회귀 모델에 단위 고정 효과($\\alpha_i$​)와 시간 고정 효과($\\gamma_t$​)를 동시에 추가하여 분석하는 방법입니다.\n",
+    "- 단위별 고유 특성(시간 불변)과 모든 단위에 공통된 시간 트렌드를 통제하여 교란 요인을 더 효과적으로 제거합니다.\n",
+    "- 내생성 문제를 완화하고, 다중 시점 데이터를 유연하게 처리할 수 있습니다.\n",
+    "- 시간에 따라 변하는 관측되지 않은 교란 요인이나, 처치 효과가 이질적인 경우(heterogeneous effects) 편향될 수 있습니다.\n",
+    "\n",
+    "\n",
+    "$$Y_{it} = \\tau W_{it} + \\alpha_i + \\gamma_t + e_{it} \\text{  ,where  } W_{it} = D_iPost_t$$\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "f80b7263",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "DID estimate: 0.6917359536407248\n"
+     ]
+    }
+   ],
+   "source": [
+    "m = smf.ols('downloads ~ treated:post + C(city) + C(date)',\n",
+    "            data=mkt_data).fit()\n",
+    "\n",
+    "coef=m.params[\"treated:post\"]\n",
+    "\n",
+    "print(\"DID estimate:\", coef)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "03fa6aea",
+   "metadata": {},
+   "source": [
+    "##### 데이터 집계 방식에 따른 추론 비교\n",
+    "\n",
+    " 1. 집계 방식 1: 단순한 2x2 테이블의 회귀 버전이며, 고정 효과를 적용하기 어렵습니다.\n",
+    " 2. 집계 방식 2: 패널 데이터의 장점을 활용할 수 있는 표준적인 접근법입니다.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0a47e10f",
+   "metadata": {},
+   "source": [
+    "1-1 집계방식 1: 기존 표준 오차 기반"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "0f3be3b1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ATT: 0.6917359536407064\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "0    0.409916\n",
+       "1    0.973556\n",
+       "Name: treated:post, dtype: float64"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "m = smf.ols('downloads ~ treated:post + C(city) + C(date)',\n",
+    "            data=did_data).fit()\n",
+    "\n",
+    "print(\"ATT:\", m.params[\"treated:post\"])\n",
+    "m.conf_int().loc[\"treated:post\"]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "060ae0ae",
+   "metadata": {},
+   "source": [
+    "1-2 집계방식 1:군집 표준 오차 기반"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "9c0290e8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ATT: 0.6917359536407064\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "0    0.138188\n",
+       "1    1.245284\n",
+       "Name: treated:post, dtype: float64"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "m = smf.ols(\n",
+    "    'downloads ~ treated:post + C(city) + C(date)', data=did_data\n",
+    ").fit(cov_type='cluster', cov_kwds={'groups': did_data['city']})\n",
+    "\n",
+    "print(\"ATT:\", m.params[\"treated:post\"])\n",
+    "m.conf_int().loc[\"treated:post\"]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "feca1d75",
+   "metadata": {},
+   "source": [
+    "2-1 집계방식 2: 기존 표준오차 기반"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "83d3cfda",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ATT: 0.6917359536407248\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "0    0.478014\n",
+       "1    0.905457\n",
+       "Name: treated:post, dtype: float64"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "m = smf.ols('downloads ~ treated:post + C(city) + C(date)',\n",
+    "            data=mkt_data).fit()\n",
+    "\n",
+    "print(\"ATT:\", m.params[\"treated:post\"])\n",
+    "m.conf_int().loc[\"treated:post\"]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4e4d7046",
+   "metadata": {},
+   "source": [
+    "2-2 집계방식 2: 군집 표준 오차 기반"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "edd9ec8e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ATT: 0.6917359536407248\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "0    0.296101\n",
+       "1    1.087370\n",
+       "Name: treated:post, dtype: float64"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "m = smf.ols(\n",
+    "    'downloads ~ treated:post + C(city) + C(date)', data=mkt_data\n",
+    ").fit(cov_type='cluster', cov_kwds={'groups': mkt_data['city']})\n",
+    "\n",
+    "print(\"ATT:\", m.params[\"treated:post\"])\n",
+    "m.conf_int().loc[\"treated:post\"]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "84e61522",
+   "metadata": {},
+   "source": [
+    "##### 추정된 ATT는 동일한데 왜 데이터 집계 방식에 따라 왜 신뢰구간 추정이 달라지는가? \n",
+    "\n",
+    "\n",
+    "\\begin{array}{lcc}\n",
+    "\\textbf{구분} & \\textbf{기존 표준오차 (nonrobust)} & \\textbf{군집 표준오차 (cluster-robust)} \\\\ \n",
+    "\\hline\n",
+    "집계방식 1 (pre/post 평균형) & [0.4099 , 0.9736] & [0.1382 , 1.2453] \\\\\n",
+    "집계방식 2 (개별 시점형) & [0.5152 , 0.8683] & [0.4693 , 0.9142] \\\\\n",
+    "\\end{array}\n",
+    "\n",
+    "\n",
+    "\n",
+    "두 방식의 신뢰구간이 달라지는 이유는\n",
+    "데이터의 집계 수준이 다르기 때문입니다.\n",
+    "\n",
+    "집계형 방식(집계 방식 1)은 정보량이 적고 자유도가 작아 표준오차가 커지기 쉬워 신뢰구간이 넓어질 가능성이 높고,\n",
+    "\n",
+    "개별 시점형 방식(집계 방식2)은 더 많은 표본과 변동을 활용하므로 표준오차가 작아져 신뢰구간이 오히려 더 좁게 나올 수 있습니다.\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "013fd5ae",
+   "metadata": {},
+   "source": [
+    "#### 3.4 DID with covariates\n",
+    "\n",
+    "시간에 따라 변하는 관측 가능한 공변량($X_{it}$​)을 추가하는 방식입니다.\n",
+    "예) TWFE모델에 공변량 추가하기\n",
+    "$$Y_{it} = \\alpha_i + \\gamma_t + \\beta (\\text{Treated}_i \\times \\text{Post}_t) + \\delta'X_{it} + \\epsilon_{it}$$\n",
+    "\n",
+    "- 시간에 따라 그룹 간 다르게 변화하는 관측 가능한 교란 요인을 통제함으로써 평행 추세 가정을 더욱 만족할 수 있습니다.\n",
+    "- 추정치의 정밀도를 높이고, 관측 가능한 교란 요인으로 인한 편향을 줄입니다.\n",
+    "- 어떤 공변량을 포함할지 신중하게 선택해야 하며, 여전히 관측되지 않은 교란 요인에 의한 편향 가능성은 남아 있습니다.\n",
+    "\n",
+    "아래 데이터는 기존 mkt_data에 처치 전의 공변량(지역)이 추가 된 데이터 입니다. 즉, 자금까지는 서부지역에 국한하여 처치효과를 알아봤다면 이번엔 전체 지역에 확장하여 알아보겠습니다.\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "95d777fa",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mkt_data_all = (pd.read_csv(\"../data/matheus_data/short_offline_mkt_all_regions.csv\")\n",
+    "                .astype({\"date\":\"datetime64[ns]\"}))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "id": "00aefefa",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['W', 'N', 'S', 'E'], dtype=object)"
+      ]
+     },
+     "execution_count": 76,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mkt_data_all[\"region\"].unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "9f347bae",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(array([18748., 18752., 18756., 18760., 18764., 18768., 18772., 18776.,\n",
+       "        18779.]),\n",
+       " [Text(18748.0, 0, '2021-05-01'),\n",
+       "  Text(18752.0, 0, '2021-05-05'),\n",
+       "  Text(18756.0, 0, '2021-05-09'),\n",
+       "  Text(18760.0, 0, '2021-05-13'),\n",
+       "  Text(18764.0, 0, '2021-05-17'),\n",
+       "  Text(18768.0, 0, '2021-05-21'),\n",
+       "  Text(18772.0, 0, '2021-05-25'),\n",
+       "  Text(18776.0, 0, '2021-05-29'),\n",
+       "  Text(18779.0, 0, '2021-06-01')])"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1500x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(15,6))\n",
+    "sns.lineplot(data=mkt_data_all.groupby([\"date\", \"region\", \"treated\"])[[\"downloads\"]].mean().reset_index(),\n",
+    "             x=\"date\", y=\"downloads\", hue=\"region\", style=\"treated\", palette=\"gray\")\n",
+    "\n",
+    "plt.vlines(pd.to_datetime(\"2021-05-15\"), 15, 55, ls=\"dotted\", label=\"Intervention\")\n",
+    "plt.legend(fontsize=14)\n",
+    "\n",
+    "plt.xticks(rotation=25)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "482abc10",
+   "metadata": {},
+   "source": [
+    "처치 이전 추세의 경우 지역내에서는 평행하지만 지역 간에는 평행하지 않은 것으로 보입니다. 이러한 상황해서 단순히 이원고정효과모델을 적용하면 ATT에 대해 편향된 추정값을 얻게되죠.  \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "71afe601",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "True ATT:  1.7208921056102682\n",
+      "Estimated ATT: 2.0683919842562752\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"True ATT: \", mkt_data_all.query(\"treated*post==1\")[\"tau\"].mean())\n",
+    "\n",
+    "m = smf.ols('downloads ~ treated:post + C(city) + C(date)',\n",
+    "            data=mkt_data_all).fit()\n",
+    "\n",
+    "print(\"Estimated ATT:\", m.params[\"treated:post\"])\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7585173c",
+   "metadata": {},
+   "source": [
+    "따라서 이 문제를 해결하기 위해선 각 지역별로 서로 다른 추세가 있다는 것을 반드시 고려해야합니다.  \n",
+    "\n",
+    "그럼 어떻게 지역별로 서로 다른 추세가 있다는 것을 모델에 반영할 수 있을까요? 바로 모델에 처치전의 공변량(covariates)을 포함하는 것입니다. \n",
+    "\n",
+    "공변량을 모델에 반영하여 ATT추정하는 방법은 대표적으로 2가지 방법이 있습니다.   \n",
+    "\n",
+    "\n",
+    "1. 각 지역별로 별도의 DID 회귀 모델 적용하고 ATT 가중평균하여 구하기\n",
+    "\n",
+    "2. 지역 변수와 처치 후 더미 변수와 상호작용하기"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cc2d5fad",
+   "metadata": {},
+   "source": [
+    "##### 1. 각 지역별로 별도의 DID 회귀 모델 적용하고 ATT 가중평균($\\hat\\theta=\\sum_r w_r \\widehat{ATT}_r$)하여 구하기"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "0f035c0d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "post:treated                   1.676808\n",
+       "post:treated:C(region)[T.N]   -0.343667\n",
+       "post:treated:C(region)[T.S]   -0.985072\n",
+       "post:treated:C(region)[T.W]    1.369363\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "m_saturated = smf.ols('downloads ~ (post*treated)*C(region)',\n",
+    "                      data=mkt_data_all).fit()\n",
+    "\n",
+    "atts = m_saturated.params[m_saturated.params.index.str.contains(\"post:treated\")]\n",
+    "atts"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1912a034",
+   "metadata": {},
+   "source": [
+    "##### 추정"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "b88f37a8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Weighted ATT: 1.6940400451471986\n",
+      "95% CI: (np.float64(1.3897593237876618), np.float64(1.9983207665067355))\n"
+     ]
+    }
+   ],
+   "source": [
+    "\n",
+    "\n",
+    "# (1) region size (가중치 계산)\n",
+    "reg_size = (mkt_data_all.groupby(\"region\").size()\n",
+    "            / len(mkt_data_all[\"date\"].unique()))\n",
+    "\n",
+    "# (2) saturated DID 결과 계수\n",
+    "atts = m_saturated.params[m_saturated.params.index.str.contains(\"post:treated\")]\n",
+    "cov = m_saturated.cov_params()  # 분산-공분산 행렬\n",
+    "\n",
+    "# (3) base (= region baseline ATT, 보통 첫 지역)\n",
+    "base = atts.iloc[0]\n",
+    "\n",
+    "# (4) 선형 조합 벡터 만들기\n",
+    "weights = [reg_size.iloc[0]] + list(reg_size.iloc[1:])\n",
+    "coefs = [base] + list(atts.iloc[1:] + base)\n",
+    "\n",
+    "theta = np.dot(weights, coefs) / reg_size.sum()\n",
+    "\n",
+    "# (5) 대응되는 선형 조합 벡터 정의 (계수 개수만큼)\n",
+    "# 인덱스 맞추기\n",
+    "att_idx = atts.index\n",
+    "w = np.zeros(len(m_saturated.params))\n",
+    "\n",
+    "# baseline\n",
+    "w[m_saturated.params.index.get_loc(att_idx[0])] = reg_size.iloc[0]\n",
+    "\n",
+    "# 나머지 region 효과들\n",
+    "for att_name, size in zip(att_idx[1:], reg_size.iloc[1:]):\n",
+    "    w[m_saturated.params.index.get_loc(att_idx[0])] += size   # baseline part\n",
+    "    w[m_saturated.params.index.get_loc(att_name)] += size     # interaction part\n",
+    "\n",
+    "# normalize\n",
+    "w = w / reg_size.sum()\n",
+    "\n",
+    "# (6) 분산 계산\n",
+    "theta_var = w @ cov @ w\n",
+    "theta_se = np.sqrt(theta_var)\n",
+    "\n",
+    "# (7) 신뢰구간\n",
+    "alpha = 0.05\n",
+    "z = norm.ppf(1 - alpha/2)\n",
+    "\n",
+    "ci_lower = theta - z * theta_se\n",
+    "ci_upper = theta + z * theta_se\n",
+    "\n",
+    "print(\"Weighted ATT:\", theta)\n",
+    "print(\"95% CI:\", (ci_lower, ci_upper))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c68f80ea",
+   "metadata": {},
+   "source": [
+    "##### 2. 지역변수와 처치 후 더미변수와 상호작용하기"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "e93ea8d4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<table class=\"simpletable\">\n",
+       "<tr>\n",
+       "           <td></td>              <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Intercept</th>           <td>   17.3522</td> <td>    0.101</td> <td>  172.218</td> <td> 0.000</td> <td>   17.155</td> <td>   17.550</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>C(region)[T.N]</th>      <td>   26.2770</td> <td>    0.137</td> <td>  191.739</td> <td> 0.000</td> <td>   26.008</td> <td>   26.546</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>C(region)[T.S]</th>      <td>   33.0815</td> <td>    0.135</td> <td>  245.772</td> <td> 0.000</td> <td>   32.818</td> <td>   33.345</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>C(region)[T.W]</th>      <td>   10.7118</td> <td>    0.135</td> <td>   79.581</td> <td> 0.000</td> <td>   10.448</td> <td>   10.976</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>post</th>                <td>    4.9807</td> <td>    0.134</td> <td>   37.074</td> <td> 0.000</td> <td>    4.717</td> <td>    5.244</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>post:C(region)[T.N]</th> <td>   -3.3458</td> <td>    0.183</td> <td>  -18.310</td> <td> 0.000</td> <td>   -3.704</td> <td>   -2.988</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>post:C(region)[T.S]</th> <td>   -4.9334</td> <td>    0.179</td> <td>  -27.489</td> <td> 0.000</td> <td>   -5.285</td> <td>   -4.582</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>post:C(region)[T.W]</th> <td>   -1.5408</td> <td>    0.179</td> <td>   -8.585</td> <td> 0.000</td> <td>   -1.893</td> <td>   -1.189</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>treated</th>             <td>    0.0503</td> <td>    0.117</td> <td>    0.429</td> <td> 0.668</td> <td>   -0.179</td> <td>    0.280</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>post:treated</th>        <td>    1.6811</td> <td>    0.156</td> <td>   10.758</td> <td> 0.000</td> <td>    1.375</td> <td>    1.987</td>\n",
+       "</tr>\n",
+       "</table>"
+      ],
+      "text/latex": [
+       "\\begin{center}\n",
+       "\\begin{tabular}{lcccccc}\n",
+       "\\toprule\n",
+       "                             & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]}  \\\\\n",
+       "\\midrule\n",
+       "\\textbf{Intercept}           &      17.3522  &        0.101     &   172.218  &         0.000        &       17.155    &       17.550     \\\\\n",
+       "\\textbf{C(region)[T.N]}      &      26.2770  &        0.137     &   191.739  &         0.000        &       26.008    &       26.546     \\\\\n",
+       "\\textbf{C(region)[T.S]}      &      33.0815  &        0.135     &   245.772  &         0.000        &       32.818    &       33.345     \\\\\n",
+       "\\textbf{C(region)[T.W]}      &      10.7118  &        0.135     &    79.581  &         0.000        &       10.448    &       10.976     \\\\\n",
+       "\\textbf{post}                &       4.9807  &        0.134     &    37.074  &         0.000        &        4.717    &        5.244     \\\\\n",
+       "\\textbf{post:C(region)[T.N]} &      -3.3458  &        0.183     &   -18.310  &         0.000        &       -3.704    &       -2.988     \\\\\n",
+       "\\textbf{post:C(region)[T.S]} &      -4.9334  &        0.179     &   -27.489  &         0.000        &       -5.285    &       -4.582     \\\\\n",
+       "\\textbf{post:C(region)[T.W]} &      -1.5408  &        0.179     &    -8.585  &         0.000        &       -1.893    &       -1.189     \\\\\n",
+       "\\textbf{treated}             &       0.0503  &        0.117     &     0.429  &         0.668        &       -0.179    &        0.280     \\\\\n",
+       "\\textbf{post:treated}        &       1.6811  &        0.156     &    10.758  &         0.000        &        1.375    &        1.987     \\\\\n",
+       "\\bottomrule\n",
+       "\\end{tabular}\n",
+       "\\end{center}"
+      ],
+      "text/plain": [
+       "<class 'statsmodels.iolib.table.SimpleTable'>"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "m = smf.ols('downloads ~ post*(treated + C(region))',\n",
+    "            data=mkt_data_all).fit()\n",
+    "\n",
+    "m.summary().tables[1]\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a927a7cb",
+   "metadata": {},
+   "source": [
+    "post:treated에 대한 매개 변수를 ATT로 해석합니다. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c8eb1318",
+   "metadata": {},
+   "source": [
+    "##### 추정"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "743398c6",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ATT: 1.6810982546487103\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "0    1.374772\n",
+       "1    1.987424\n",
+       "Name: post:treated, dtype: float64"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "print(\"ATT:\", m.params[\"post:treated\"])\n",
+    "m.conf_int().loc[\"post:treated\"]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b57c5b00",
+   "metadata": {},
+   "source": [
+    "#### 3.5 Doubly Robust Diff-in-Diff (DRDiD)\n",
+    "\n",
+    "DRDID는 기존 DiD 분석(Difference-in-Differences, DiD)의 확장된 형태로, \n",
+    "\n",
+    "조건부 평행 추세 가정을 만족시키기 위해 처치 전 정보와 시간에 따라 변하지 않는 공변량을 결합하는 방법입니다. \n",
+    "\n",
+    "성향 점수 모델(Propensity Score Model)과 결과 모델(Delta Outcome Model)이라는 두 가지 모델을 동시에 사용하여 공변량(covariates)을 조정하며, 이 두 모델 중 하나만 올바르게 지정되어도 편향 없는(unbiased) 추정치를 얻을 수 있어 신뢰성이 높습니다. \n",
+    "\n",
+    "##### Step1:  Propensity Score Model\n",
+    "ATT에만 관심이 있으므로 대조군을 바탕으로 실험군을 재구성하는 단계입니다."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "8f2e509d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import warnings\n",
+    "warnings.filterwarnings('ignore')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "7ba77a04",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "unit_df = (mkt_data_all\n",
+    "           # keep only the first date\n",
+    "           .astype({\"date\": str})\n",
+    "           .query(f\"date=='{mkt_data_all['date'].astype(str).min()}'\")\n",
+    "           .drop(columns=[\"date\"])) # just to avoid confusion\n",
+    "\n",
+    "ps_model = smf.logit(\"treated~C(region)\", data=unit_df).fit(disp=0)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0824799c",
+   "metadata": {},
+   "source": [
+    "##### Step 2 Delta Outcome Model\n",
+    "DiD는 결과 변화량인 $\\Delta y$와 관련되어 있습니다. 따라서 기본 결과 모델 대신 시간에 따른 델타 결과 모델을 구하는 단계입니다."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "2b1bde23",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "delta_y = (\n",
+    "    mkt_data_all.query(\"post==1\").groupby(\"city\")[\"downloads\"].mean()\n",
+    "    - mkt_data_all.query(\"post==0\").groupby(\"city\")[\"downloads\"].mean()\n",
+    ")\n",
+    "\n",
+    "\n",
+    "df_delta_y = (unit_df\n",
+    "              .set_index(\"city\")\n",
+    "              .join(delta_y.rename(\"delta_y\")))\n",
+    "\n",
+    "outcome_model = smf.ols(\"delta_y ~ C(region)\", data=df_delta_y).fit()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "37d91006",
+   "metadata": {},
+   "source": [
+    "##### Step 3 성향 점수 및 결과 모델을 결합하는 단계"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "5fb8c885",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>region</th>\n",
+       "      <th>treated</th>\n",
+       "      <th>tau</th>\n",
+       "      <th>downloads</th>\n",
+       "      <th>post</th>\n",
+       "      <th>delta_y</th>\n",
+       "      <th>y_hat</th>\n",
+       "      <th>ps</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>city</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>1</th>\n",
+       "      <td>W</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3.087302</td>\n",
+       "      <td>3.736539</td>\n",
+       "      <td>0.176471</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>N</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1.436508</td>\n",
+       "      <td>1.992570</td>\n",
+       "      <td>0.212766</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>W</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2.761905</td>\n",
+       "      <td>3.736539</td>\n",
+       "      <td>0.176471</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>W</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3.396825</td>\n",
+       "      <td>3.736539</td>\n",
+       "      <td>0.176471</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>S</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.476190</td>\n",
+       "      <td>0.343915</td>\n",
+       "      <td>0.176471</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     region  treated  tau  downloads  post   delta_y     y_hat        ps\n",
+       "city                                                                    \n",
+       "1         W        0  0.0       27.0     0  3.087302  3.736539  0.176471\n",
+       "2         N        0  0.0       40.0     0  1.436508  1.992570  0.212766\n",
+       "3         W        0  0.0       30.0     0  2.761905  3.736539  0.176471\n",
+       "4         W        0  0.0       26.0     0  3.396825  3.736539  0.176471\n",
+       "5         S        0  0.0       51.0     0 -0.476190  0.343915  0.176471"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_dr = (df_delta_y\n",
+    "         .assign(y_hat = lambda d: outcome_model.predict(d))\n",
+    "         .assign(ps = lambda d: ps_model.predict(d)))\n",
+    "\n",
+    "df_dr.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "b1e1a2b2",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ATT: 1.6773180394442853\n"
+     ]
+    }
+   ],
+   "source": [
+    "tr = df_dr.query(\"treated==1\")\n",
+    "co = df_dr.query(\"treated==0\")\n",
+    "\n",
+    "dy1_treat = (tr[\"delta_y\"] - tr[\"y_hat\"]).mean()\n",
+    "\n",
+    "w_cont = co[\"ps\"]/(1-co[\"ps\"])\n",
+    "dy0_treat = np.average(co[\"delta_y\"] - co[\"y_hat\"], weights=w_cont)\n",
+    "\n",
+    "print(\"ATT:\", dy1_treat - dy0_treat)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "ec7f3fe6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['S'], dtype=object)"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mkt_data[\"region\"].unique()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4e1cddba",
+   "metadata": {},
+   "source": [
+    "지금까지는 블록 디자인을 기반으로 즉, **동일 시점**에 처치 받은 대상과 받지 않은 대상이 존재하는 데이터로 여러 DiD 분석을 수행했습니다. \n",
+    "\n",
+    "그런데 실험 대상이 **서로 다른 시점에 처치**를 받을 수 있습니다. 이런 경우는 어떻게 해야할까요?\n",
+    "\n",
+    "이 경우 **Staggered DiD**을 사용합니다.\n",
+    "\n",
+    "먼저 처치에 대해 **시차 도입설계**를 하여 데이터를 구성합니다. 즉, 처치 받는 시점이 그룹을 구분하는 기준이 됩니다.이때 구분된 그룹들을 일반적으로 코호트라고  부릅니다. \n",
+    "또한 **시간에 걸쳐 효과가 동일하다**는 가정도 추가되어야 합니다. 그러나 우리가 사용할 데이터에서는 해당 가정이 충족되지 않습니다. 효과가 나타나기 전까진 어능정도 시간이 걸리므로 처치 직후에는 낮고 이후에 점차 증가하기 떄문입니다. 이런 시간에 따른 효과 변동때문에 ATT추정값에 편향이 생기게 되는데요. 이를 해결하는 방법으로 \n",
+    "\n",
+    "1. TWFE(이원고정효과모델)을 사용할 때 상호작용하는 더미변수 사용\n",
+    "2. 문제를 여러 개의 2x2(basic) DiD으로 나누고 각각을 개별적으로 계산한 후 결과를 합치는 것\n",
+    "    - 이때 처치를 전혀 받지 않은 그룹을 대조군으로 사용하여 각 코호트에 대해 하나의 DiD모델을 추정함\n",
+    "\n",
+    "이 있습니다. \n",
+    "\n",
+    "\n",
+    "\n",
+    "이전에는 처치를 받는 혹은 받지 않는 2개의 코호트로 이루어진 데이터를 사용했다면 이번엔 날짜를 확장하여 2021-07-31까지의 모든 지역의 도시에 대한 데이터가 포함되어있는 코호트가 3개 이상인 경우인 데이터를 다루겠습니다.\n",
+    "\n",
+    "#### 3.6 Staggered DiD\n",
+    "**Staggered DiD: Canonical vs Dynamic View**\n",
+    "\n",
+    "| 구분 | Canonical View | Dynamic (Event-study) View |\n",
+    "|:--|:--|:--|\n",
+    "| **핵심 아이디어** | Staggered DiD는 *canonical DiD의 확장형*, 여러 시점과 그룹에 반복 적용된 2×2 DiD 구조 | Staggered DiD를 *event-time 기준*으로 재정렬하여 시점별 효과 $\\beta_k$ 추정 (Dynamic DID 형태) |\n",
+    "| **초점** | 평균 처치 효과 (ATT) | 시간에 따른 처치 효과 변화 (dynamic ATT) |\n",
+    "| **처치 시점** | 모든 단위의 개입 시점 동일하거나, 시점별 DiD 반복 | 단위별로 상이한 개입 시점 (staggered adoption) |\n",
+    "| **대표 모형** | $Y_{it} = \\alpha_i + \\lambda_t + \\beta D_{it} + \\epsilon_{it}$| $Y_{it} = \\alpha_i + \\lambda_t + \\sum_k \\beta_k \\cdot 1\\{t - G_i = k\\} + \\epsilon_{it}$|\n",
+    "| **요약** | 구조적으로는 canonical DID의 반복적 적용 | 추정 관점에서는 event-study 기반 Dynamic DID로 해석 가능 \n",
+    "\n",
+    "\n",
+    "**⇒ 따라서 Staggered DiD는 canonical DID의 확장형이면서도, event-study 기반 Dynamic DID로 해석될 수 있습니다.**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "0ba27a12",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>date</th>\n",
+       "      <th>city</th>\n",
+       "      <th>region</th>\n",
+       "      <th>cohort</th>\n",
+       "      <th>treated</th>\n",
+       "      <th>tau</th>\n",
+       "      <th>downloads</th>\n",
+       "      <th>post</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2021-05-01</td>\n",
+       "      <td>1</td>\n",
+       "      <td>W</td>\n",
+       "      <td>2021-06-20</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2021-05-02</td>\n",
+       "      <td>1</td>\n",
+       "      <td>W</td>\n",
+       "      <td>2021-06-20</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2021-05-03</td>\n",
+       "      <td>1</td>\n",
+       "      <td>W</td>\n",
+       "      <td>2021-06-20</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2021-05-04</td>\n",
+       "      <td>1</td>\n",
+       "      <td>W</td>\n",
+       "      <td>2021-06-20</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2021-05-05</td>\n",
+       "      <td>1</td>\n",
+       "      <td>W</td>\n",
+       "      <td>2021-06-20</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        date  city region     cohort  treated  tau  downloads  post\n",
+       "0 2021-05-01     1      W 2021-06-20        1  0.0       27.0     0\n",
+       "1 2021-05-02     1      W 2021-06-20        1  0.0       28.0     0\n",
+       "2 2021-05-03     1      W 2021-06-20        1  0.0       28.0     0\n",
+       "3 2021-05-04     1      W 2021-06-20        1  0.0       26.0     0\n",
+       "4 2021-05-05     1      W 2021-06-20        1  0.0       28.0     0"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mkt_data_cohorts = (pd.read_csv(\"../data/matheus_data/offline_mkt_staggered.csv\")\n",
+    "                    .astype({\n",
+    "                        \"date\":\"datetime64[ns]\",\n",
+    "                        \"cohort\":\"datetime64[ns]\"}))\n",
+    "\n",
+    "mkt_data_cohorts.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 108,
+   "id": "b55901ec",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([  1,   3,   4,   6,   7,  10,  13,  17,  21,  26,  35,  38,  50,\n",
+       "        53,  54,  56,  61,  65,  66,  67,  68,  70,  77,  79,  82,  84,\n",
+       "        85,  90,  94,  98, 103, 114, 122, 128, 129, 132, 133, 136, 138,\n",
+       "       140, 143, 144, 155, 156, 169, 172, 176, 182, 184, 198, 200])"
+      ]
+     },
+     "execution_count": 108,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mkt_data_cohorts.loc[mkt_data_cohorts[\"region\"]==\"W\"][\"city\"].unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "id": "5bdcba1b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1600x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt_data = (mkt_data_cohorts\n",
+    "            .astype({\"date\":\"str\"})\n",
+    "            .assign(treated_post = lambda d: d[\"treated\"]*(d[\"date\"]>=d[\"cohort\"]))\n",
+    "          .pivot(index=\"city\", columns=\"date\", values=\"treated_post\")   \n",
+    "            .reset_index()\n",
+    "            .sort_values(list(sorted(mkt_data_cohorts.query(\"cohort!='2100-01-01'\")[\"cohort\"].astype(\"str\").unique())), ascending=False)\n",
+    "            .reset_index()\n",
+    "            .drop(columns=[\"city\"])\n",
+    "            .rename(columns={\"index\":\"city\"})\n",
+    "            .set_index(\"city\"))\n",
+    "\n",
+    "\n",
+    "\n",
+    "plt.figure(figsize=(16,8))\n",
+    "\n",
+    "sns.heatmap(plt_data, cmap=\"gray\",cbar=False)\n",
+    "plt.text(18, 18, \"Cohort$=G_{05/15}$\", size=14)\n",
+    "plt.text(38, 65, \"Cohort$=G_{06/04}$\", size=14)\n",
+    "plt.text(55, 110, \"Cohort$=G_{06/20}$\", size=14)\n",
+    "plt.text(35, 170, \"Cohort$=G_{\\\\infty}$\", color=\"white\", size=14, weight=3);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "067f5d6d",
+   "metadata": {},
+   "source": [
+    "서부지역에 한하여 먼저 이원고정효과 모델을 적용해보도록 하겠습니다."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "14f2b2db",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mkt_data_cohorts_w = mkt_data_cohorts.query(\"region=='W'\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 104,
+   "id": "587e6773",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1600x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt_data = (mkt_data_cohorts_w\n",
+    "            .astype({\"date\":\"str\"})\n",
+    "            .assign(treated_post = lambda d: d[\"treated\"]*(d[\"date\"]>=d[\"cohort\"]))\n",
+    "          .pivot(index=\"city\", columns=\"date\", values=\"treated_post\")   \n",
+    "            .reset_index()\n",
+    "            .sort_values(list(sorted(mkt_data_cohorts_w.query(\"cohort!='2100-01-01'\")[\"cohort\"].astype(\"str\").unique())), ascending=False)\n",
+    "            .reset_index()\n",
+    "            .drop(columns=[\"city\"])\n",
+    "            .rename(columns={\"index\":\"city\"})\n",
+    "            .set_index(\"city\"))\n",
+    "\n",
+    "\n",
+    "\n",
+    "plt.figure(figsize=(16,8))\n",
+    "\n",
+    "sns.heatmap(plt_data, cmap=\"gray\",cbar=False)\n",
+    "plt.text(18, 5, \"Cohort$=G_{05/15}$\", size=14)\n",
+    "plt.text(38, 20, \"Cohort$=G_{06/04}$\", size=14)\n",
+    "plt.text(55, 33, \"Cohort$=G_{06/20}$\", size=14)\n",
+    "plt.text(35, 40, \"Cohort$=G_{\\\\infty}$\", color=\"white\", size=14, weight=3);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "id": "9fefb75f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1500x1000 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(15, 10))\n",
+    "\n",
+    "plt_data = (mkt_data_cohorts_w\n",
+    "            .groupby([\"date\", \"cohort\"])\n",
+    "            [[\"downloads\"]]\n",
+    "            .mean()\n",
+    "            .reset_index()\n",
+    ")\n",
+    "\n",
+    "\n",
+    "\n",
+    "for color, cohort in zip([\"C0\", \"C1\", \"C2\", \"C3\"], mkt_data_cohorts_w.query(\"cohort!='2100-01-01'\")[\"cohort\"].unique()):\n",
+    "    df_cohort = plt_data.query(\"cohort==@cohort\")\n",
+    "    sns.lineplot(data=df_cohort, x=\"date\", y=\"downloads\",\n",
+    "                 label=pd.to_datetime(cohort).strftime('%Y-%m-%d'), ax=ax1)\n",
+    "    ax1.vlines(x=cohort, ymin=25, ymax=50, color=color, ls=\"dotted\", lw=3)\n",
+    "    \n",
+    "    \n",
+    "sns.lineplot(data=plt_data.query(\"cohort=='2100-01-01'\"), x=\"date\", y=\"downloads\", label=\"$\\infty$\", lw=4, ls=\"-.\", ax=ax1)\n",
+    "        \n",
+    "ax1.legend()\n",
+    "ax1.set_title(\"Multiple Cohorts - West Region\");\n",
+    "\n",
+    "\n",
+    "plt_data = (mkt_data_cohorts_w\n",
+    "            .assign(days_to_treatment = lambda d: (pd.to_datetime(d[\"date\"])-pd.to_datetime(d[\"cohort\"])).dt.days)\n",
+    "            .groupby([\"date\", \"cohort\"])\n",
+    "            [[\"downloads\", \"days_to_treatment\"]]\n",
+    "            .mean()\n",
+    "            .reset_index()\n",
+    ")\n",
+    "\n",
+    "\n",
+    "for color, cohort in zip([\"C0\", \"C1\", \"C2\", \"C3\"], mkt_data_cohorts_w.query(\"cohort!='2100-01-01'\")[\"cohort\"].unique()):\n",
+    "    df_cohort = plt_data.query(\"cohort==@cohort\")\n",
+    "    sns.lineplot(data=df_cohort, x=\"days_to_treatment\", y=\"downloads\",\n",
+    "                 label=pd.to_datetime(cohort).strftime('%Y-%m-%d'), ax=ax2)\n",
+    "\n",
+    "ax2.vlines(x=0, ymin=25, ymax=50, color=\"black\", ls=\"dotted\", lw=3)\n",
+    "\n",
+    "ax2.set_title(\"Multiple Cohorts (Aligned) - West Region\")\n",
+    "ax2.legend();\n",
+    "\n",
+    "plt.tight_layout()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "cc54004d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mkt_data_cohorts_w['date'] = mkt_data_cohorts_w['date'].dt.strftime('%Y-%m-%d')\n",
+    "mkt_data_cohorts_w['cohort'] = mkt_data_cohorts_w['cohort'].astype(str)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f1687dc0",
+   "metadata": {},
+   "source": [
+    "1. TWFE(이원고정효과모델)을 사용할 때 상호작용하는 더미변수 사용  -> treated:post:**C(cohort):C(date)** \n",
+    "\n",
+    "만약 실험 대상인 도시들과 날싸를 상호작용하는 더미변수로 사용하는 경우 표본 수와 같은 파라메터를 얻게 됩니다. 이렇게 되면 OLS가 실행이 되지 않을 수 있습니다. \n",
+    "따라서 코호트를 통해 실험 대상을 그룹화 하여 코호트 별로 효과를 추정하는 것으로 문제를 바꾸어 생각할 수 있습니다. \n",
+    "\n",
+    "$$Y_{it}=\\tau_{gt}W_{it}+\\alpha_i+\\lambda_t+e_{it}$$\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "id": "c6d3aeb0",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Number of param.: 510\n",
+      "True Effect:  2.2625252108176266\n",
+      "Pred. Effect:  2.259766144684955\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "formula = \"downloads ~ treated:post:C(cohort):C(date) + C(city) + C(date)\"\n",
+    "\n",
+    "twfe_model = smf.ols(formula, data=mkt_data_cohorts_w.astype({\"date\":str, \"cohort\": str})).fit()\n",
+    "\n",
+    "effects = (twfe_model.params[twfe_model.params.index.str.contains(\"treated\")]\n",
+    "           .reset_index()\n",
+    "           .rename(columns={0:\"param\"})\n",
+    "           .assign(cohort=lambda d: d[\"index\"].str.extract(r'C\\(cohort\\)\\[(.*)\\]:'))\n",
+    "           .assign(date=lambda d: d[\"index\"].str.extract(r':C\\(date\\)\\[(.*)\\]'))\n",
+    "           .assign(date=lambda d: pd.to_datetime(d[\"date\"]), cohort=lambda d: pd.to_datetime(d[\"cohort\"])))\n",
+    "\n",
+    "plt.figure(figsize=(10,4))\n",
+    "sns.lineplot(data=effects, x=\"date\", y=\"param\", hue=\"cohort\", palette=\"gray\")\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.ylabel(\"Estimated Effect\")\n",
+    "plt.legend(fontsize=12)\n",
+    "\n",
+    "df_pred = (\n",
+    "    mkt_data_cohorts_w\n",
+    "    .query(\"post==1 & treated==1\")\n",
+    "    .assign(date=lambda d: d['date'].astype(str))  # Convert to string\n",
+    "    .assign(y_hat_0=lambda d: twfe_model.predict(d.assign(treated=0)))\n",
+    "    .assign(effect_hat=lambda d: d[\"downloads\"] - d[\"y_hat_0\"])\n",
+    ")\n",
+    "\n",
+    "print(\"Number of param.:\", len(twfe_model.params))\n",
+    "print(\"True Effect: \", df_pred[\"tau\"].mean())\n",
+    "print(\"Pred. Effect: \", df_pred[\"effect_hat\"].mean())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "592fbe8f",
+   "metadata": {},
+   "source": [
+    "2. 여러 개의 2x2 DiD으로 나누고 각각을 개별적으로 계산한 후 결과 합치기"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "52a175d3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>att_g</th>\n",
+       "      <th>size</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>3.455535</td>\n",
+       "      <td>702</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1.659068</td>\n",
+       "      <td>1044</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1.573687</td>\n",
+       "      <td>420</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      att_g  size\n",
+       "0  3.455535   702\n",
+       "1  1.659068  1044\n",
+       "2  1.573687   420"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cohorts = sorted(mkt_data_cohorts_w[\"cohort\"].unique())\n",
+    "\n",
+    "treated_G = cohorts[:-1]\n",
+    "nvr_treated = cohorts[-1]\n",
+    "\n",
+    "def did_g_vs_nvr_treated(df: pd.DataFrame,\n",
+    "                         cohort: str,\n",
+    "                         nvr_treated: str,\n",
+    "                         cohort_col: str = \"cohort\",\n",
+    "                         date_col: str = \"date\",\n",
+    "                         y_col: str = \"downloads\"):\n",
+    "    did_g = (\n",
+    "        df\n",
+    "        .loc[lambda d:(d[cohort_col] == cohort)|\n",
+    "                      (d[cohort_col] == nvr_treated)]\n",
+    "        .assign(treated = lambda d: (d[cohort_col] == cohort)*1)\n",
+    "        .assign(post = lambda d:(pd.to_datetime(d[date_col])>=cohort)*1)\n",
+    "    )\n",
+    "    \n",
+    "    att_g = smf.ols(f\"{y_col} ~ treated*post\",\n",
+    "                    data=did_g).fit().params[\"treated:post\"]\n",
+    "    size = len(did_g.query(\"treated==1 & post==1\"))\n",
+    "    return {\"att_g\": att_g, \"size\": size}\n",
+    "\n",
+    "\n",
+    "atts = pd.DataFrame(\n",
+    "    [did_g_vs_nvr_treated(mkt_data_cohorts_w, cohort, nvr_treated)\n",
+    "     for cohort in treated_G]\n",
+    ")\n",
+    "    \n",
+    "atts"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c215e86f",
+   "metadata": {},
+   "source": [
+    "결과\n",
+    "- 가충치인 각 코호트의 표본 크기($T*N$)을 고려하여 위 결과를 가중평균하여 ATT를 구해보겠습니다."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "be7c4203",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "np.float64(2.2247467740558933)"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "(atts[\"att_g\"]*atts[\"size\"]).sum()/atts[\"size\"].sum()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c77a19af",
+   "metadata": {},
+   "source": [
+    "3. 공변량 추가하기\n",
+    "\n",
+    "위 두 가지 방법을 통해 서부지역의 TWFE의 편향문제를 해결했습니다.\n",
+    "\n",
+    "이제 공변량으로 시간과 지역이 상호작용하는 항을 추가하여 전체지역에 대한 처치효과를 알아보도록 하겠습니다.\n",
+    "\n",
+    "이 때  방법은  여러 매개변수의 개별 효과를 평균낸 후 ATT를 구하도록 하겠습니다. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "8642b6f0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "formula = \"\"\"\n",
+    "downloads ~ treated:post:C(cohort):C(date)\n",
+    "+ C(date):C(region) + C(city) + C(date)\"\"\"\n",
+    "\n",
+    "twfe_model = smf.ols(formula, data=mkt_data_cohorts).fit()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "id": "13068037",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Number of param.: 935\n",
+      "True Effect:  2.078397729895905\n",
+      "Pred. Effect:  2.0435092760332583\n"
+     ]
+    }
+   ],
+   "source": [
+    "df_pred = (\n",
+    "    mkt_data_cohorts\n",
+    "    .query(\"post==1 & treated==1\")\n",
+    "    .assign(y_hat_0=lambda d: twfe_model.predict(d.assign(treated=0)))\n",
+    "    .assign(effect_hat=lambda d: d[\"downloads\"] - d[\"y_hat_0\"])\n",
+    ")\n",
+    "\n",
+    "print(\"Number of param.:\", len(twfe_model.params))\n",
+    "print(\"True Effect: \",  df_pred[\"tau\"].mean())\n",
+    "print(\"Pred. Effect: \", df_pred[\"effect_hat\"].mean())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d63adcd3",
+   "metadata": {},
+   "source": [
+    "#### 3.7 DDD(Triple Difference,Difference-in-Difference-in-Differences)\n",
+    "예) $Y_{itd} = \\alpha + \\delta_1 \\text{Treated}_i +\t\\delta_2 \\text{Post}_t +\t\\delta_3 \\text{Region}_d+\\delta_4 (\\text{Treated}_i \\times \\text{Post}_t)+\\delta_5 (\\text{Treated}_i \\times \\text{Region}_d)\n",
+    "\\\\\t+\\delta_6 (\\text{Post}_t \\times \\text{Region}_d)\n",
+    "\t+\\color{blue}{\\beta (\\text{Treated}_i \\times \\text{Post}_t \\times \\text{Region}_d)} + \\varepsilon_{itd}$\n",
+    "\n",
+    "DID는 처치 전후 변화의 차이를 비교합니다. 즉 (처치그룹 변화) − (비처치그룹 변화)를 나타냅니다. DDD는 여기에 차분을 한번 더 추가하여 지역 또는 집단 차이를 봅니다. \n",
+    "\n",
+    "즉 기존 DID로 추정한 **정책 효과(처치 효과)** 가 지역이나 집단에 따라 얼마나 다르게 나타나는지(이질적 효과, heterogeneous effect) 를 추가적으로 식별합니다."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "id": "beeebf9b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                            OLS Regression Results                            \n",
+      "==============================================================================\n",
+      "Dep. Variable:              downloads   R-squared:                       0.960\n",
+      "Model:                            OLS   Adj. R-squared:                  0.959\n",
+      "Method:                 Least Squares   F-statistic:                     1853.\n",
+      "Date:                Sun, 09 Nov 2025   Prob (F-statistic):          1.10e-204\n",
+      "Time:                        14:10:24   Log-Likelihood:                -14902.\n",
+      "No. Observations:                6400   AIC:                         2.984e+04\n",
+      "Df Residuals:                    6384   BIC:                         2.995e+04\n",
+      "Df Model:                          15                                         \n",
+      "Covariance Type:              cluster                                         \n",
+      "===============================================================================================\n",
+      "                                  coef    std err          z      P>|z|      [0.025      0.975]\n",
+      "-----------------------------------------------------------------------------------------------\n",
+      "Intercept                      17.2758      0.381     45.381      0.000      16.530      18.022\n",
+      "C(region)[T.N]                 26.6759      0.551     48.414      0.000      25.596      27.756\n",
+      "C(region)[T.S]                 33.0592      0.451     73.224      0.000      32.174      33.944\n",
+      "C(region)[T.W]                 10.6681      0.479     22.267      0.000       9.729      11.607\n",
+      "treated                         0.3099      0.593      0.523      0.601      -0.852       1.472\n",
+      "treated:C(region)[T.N]         -1.7759      0.970     -1.831      0.067      -3.677       0.126\n",
+      "treated:C(region)[T.S]          0.2995      0.913      0.328      0.743      -1.490       2.089\n",
+      "treated:C(region)[T.W]          0.4208      1.157      0.364      0.716      -1.846       2.688\n",
+      "post                            4.9819      0.044    113.583      0.000       4.896       5.068\n",
+      "post:C(region)[T.N]            -3.2730      0.064    -51.271      0.000      -3.398      -3.148\n",
+      "post:C(region)[T.S]            -4.7601      0.066    -72.092      0.000      -4.889      -4.631\n",
+      "post:C(region)[T.W]            -1.7829      0.064    -27.806      0.000      -1.909      -1.657\n",
+      "treated:post                    1.6768      0.270      6.217      0.000       1.148       2.205\n",
+      "treated:post:C(region)[T.N]    -0.3437      0.426     -0.806      0.420      -1.179       0.492\n",
+      "treated:post:C(region)[T.S]    -0.9851      0.333     -2.957      0.003      -1.638      -0.332\n",
+      "treated:post:C(region)[T.W]     1.3694      0.717      1.911      0.056      -0.035       2.774\n",
+      "==============================================================================\n",
+      "Omnibus:                       24.370   Durbin-Watson:                   0.414\n",
+      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):               31.120\n",
+      "Skew:                           0.050   Prob(JB):                     1.75e-07\n",
+      "Kurtosis:                       3.326   Cond. No.                         32.1\n",
+      "==============================================================================\n",
+      "\n",
+      "Notes:\n",
+      "[1] Standard Errors are robust to cluster correlation (cluster)\n",
+      "treated:post:C(region)[T.N] : -0.343667477000822\n",
+      "treated:post:C(region)[T.S] : -0.98507180650041\n",
+      "treated:post:C(region)[T.W] : 1.369362559838747\n"
+     ]
     }
-   },
+   ],
+   "source": [
+    "import statsmodels.formula.api as smf\n",
+    "\n",
+    "# Triple Difference 모형\n",
+    "formula = \"downloads ~ treated * post * C(region)\"\n",
+    "\n",
+    "ddd_model = smf.ols(formula, data=mkt_data_all).fit(\n",
+    "    cov_type=\"cluster\", cov_kwds={\"groups\": mkt_data_all[\"city\"]}\n",
+    ")\n",
+    "\n",
+    "print(ddd_model.summary())\n",
+    "\n",
+    "# Triple Difference 추정치 (핵심 효과)\n",
+    "ddd_term = [p for p in ddd_model.params.index if \"treated:post:C(region)\" in p]\n",
+    "for term in ddd_term:\n",
+    "    print(term, \":\", ddd_model.params[term])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "id": "43e7548a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhgAAAF2CAYAAAAskuGnAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvZiW1igAAAAlwSFlzAAAPYQAAD2EBqD+naQAAN8ZJREFUeJzt3Qm8TeX+x/GfmUyRjB1S5oypTDdDkVCXRqn+htCtGxlKKJHqUtcVKoWESm4iQ6l0JZQMZeqK0iRUhsqUg4Nj/1/fp7t2Z5+z93G21nH2Oefzfr3W6+y9zrP3fvZaa6/1W7/nedbKEQgEAgYAAOCjnH6+GQAAgBBgAAAA3xFgAAAA3xFgAAAA3xFgAAAA3xFgAAAA3xFgAAAA3xFgAAAA3xFgAAAA3xFgIEto3ry5mxAqR44c9sgjj4TM+/TTT61x48ZWsGBB9/8NGza4Mnoci84//3zr2rVr8PnSpUtdXfU3Fh06dMh69OhhpUuXdvXs27evm79792678cYb7ZxzznHzx44da5nFP//5T6tWrZqdPHnSYt2ECROsfPnylpCQkNFVyfYIMOCLadOmuZ2mN+XOndvKlSvnDgw//vhjRlcP/3P8+HG76aabbO/evTZmzBh75ZVXrEKFCr5+hheseNNZZ51lNWrUsCFDhtjBgwctK2zfyadVq1YFy44YMcKVv/vuu93y/b//+z83v1+/fvbee+/Z4MGD3fyrr77a93rqs+fNm+fre2qdPfnkkzZw4EDLmfOPQ0by33vx4sWtfv361qdPH9u8eXOK9/n+++9DXpMnTx4rUaKEC3YffPBB2759e4rXeMGkN+XLl89KlSrlTib0XX/++ecUr9E+59ixYzZx4kRflwOil4N7kcAP2qF269bNHn30UatYsaIdPXrU7XQ1X2egn3/+ueXPnz/dPl87FMmbN2+6fUZmpPWgnb8m+fLLL6169er2wgsvuLNsz4kTJ9zkxzpSgDF8+HB7/vnnrVChQu6M/j//+Y/NnTvXGjVqZB9//HFU2RJtPzqgaFsSnUVrfWtdJz3gncntOzkFCzpYSsOGDd3yXr58eUgZZTRatmxp06dPT7d6ankrS+ItKz8o0zJs2DCXgUm6fWgdtmrVyjp37mw6jBw4cMA+++wzmzVrlsXHx7ugpH///iEBhpZdp06drG3btm497tu3z2XU5syZ497vxRdftFtuuSUkwGjRooXde++9dumll1piYqILKlasWGFvvfWWFS1a1F5//XW74oorQuqsYGjmzJm2devWmM3MZQsKMIA/a+rUqQpUA59++mnI/IEDB7r5M2fOzLC64Q/Lli1z62PWrFnp9hnDhg1zn/Hzzz+HzL/++uvd/BUrVkT1fhUqVAh06dIlEIvbdzgVK1YMtGvXLsX8HDlyBO65555AeipYsKDvy6p27dqB22+/PcV8LY9w3+eXX34JNGrUyP3/7bffDs7funWrmzdq1KgUr/n+++8DVapUCeTNmzewYcOG4PwlS5ZE3F5VrmTJkoGzzz478NNPP4X8b82aNe51ixcvPq3vDH/QRIJ0dfnll7u/3377bch8nUnrTEtpVZ0VXXLJJfbmm2+meP1///tfa9asmRUoUMDOO+88e/zxx23q1KnurERnRKn1wdizZ491797dpVT1GXXq1LGXXnopbNr2X//6l02aNMkuvPBCl4bV2ZLOrNLi66+/thtuuMGdoepzVE+dhemMzqPP6NWrl7366qtWtWpVV07p5A8//DDF+6lJ6Y477nD1Vl0uuugimzJlStjshLIFVapUce9XpkwZu/7660OWddI+GEoda1mKmkn0P2+ZReqDobPtyy67zDVzFCtWzJo2beqyEafDO8vUWaXoLPe+++6zuLg49z21XLQeTpVUjdQHY/Xq1e7MWPVU/5LatWvbuHHj3P+8bWb9+vUp3k+p9ly5cv3ppjyvXvp+b7/9djCt7zWv6HuNHz8+ON+zf/9+10/DWw6VKlVyZ//J+zvoub5PrVq13Po+99xzXeZkzZo17v96Ty1TbePeZ3h9V3777Tf3GcoG6TNKlizpsg/r1q1L9Tvpu+g3qMxLWqmPyWuvveayOP/4xz/S9Bo102k5KTOl/h5pod+zsitafs8++2zI//Tb0r5l/vz5aa43/Pd73hRIJ14QoJ2+Z9OmTdakSRPXR2PQoEHuYKA0Z4cOHeyNN96w6667zpXTDl/pUe0o1W6tcpMnT3Y7yFM5cuSIO3h+88037sCu1KxSt9rhaoekduKkZsyY4XbCf/vb39znaSeng/V3333n2ooj0Q6xdevWrkNZ7969XZChei9YsMB9jlK4nmXLlrm0rdK9+g7PPfecO0B88sknVrNmTVdGaWil2L2ARAeRd9991wVKagv3OgwqVXzNNdfY4sWLXTCj76P6L1q0yDVHKVBKTt9Ny1wHVC/lrCAmEjVzKPBQG7maBtQkoYP4Bx98YFdddZVFywt8dADSwfavf/2rLVmyxH23unXruv4JAwYMcMtP/UOioe+t5aEgS8tC6+GLL75w60HPFczec889LsCrV69eyGs1T9uKls2pKGj85ZdfQuZpXek7qelJfSvU10JBpoIn0ed5fTG8JgXP4cOHXdCn76z1o86JSv9re9+5c2dIR1AtJx2E27Rp45q31KT10UcfuaZIBej6DM1XQHjnnXe613jbwV133WWzZ89225T6w/z666+uCUfL6OKLL474fVUXSa1MOPoe+l5av9puixQpcsrXqPlM9dW6TCutVy0XBb3JgxnVWc1xyEA+ZUKQzXkp5Pfff9+lxnfs2BGYPXt24Nxzzw3ky5fPPfdceeWVgVq1agWOHj0anHfy5MlA48aNA5UrVw7O6927t0srr1+/Pjjv119/DRQvXtx9llKunmbNmrnJM3bsWFdm+vTpwXnHjh1zqdtChQoFDh48GJK2PeeccwJ79+4Nlp0/f76b/9Zbb6X6vVW3tDQ5qIwmpW4927ZtC+TPnz9w3XXXBed17949UKZMGZdmTuqWW24JFC1aNHD48GH3fMqUKe79nnrqqRSfpWWZ9HPVZHGqlLPXrOH5+uuvAzlz5nR1S0xMjPj+4XjvtWXLFrctaBlPnDjRbQelSpUKxMfHB+bNm+fKPP744yGvvfHGG906/+abbyI2kXjfQX/lxIkTrllC5fbt2xexrp06dQqULVs25PusW7fOvZe237Rs3+Emfa+kVI9wTSThmhQee+wx16zx1VdfhcwfNGhQIFeuXIHt27e75x988IF7/b333pvifZN+x0hNJNp2Tqd5ZsiQIe5zf/vttzR9n6T69Onjynz22WenbCLxtG/f3pU5cODAKZtIPHXq1AkUK1Ysxfw777wzUKBAgVN+R6QfmkjgK6VSddatdK/OLpR1UNOHzuhEoxd0BnzzzTe7M26dDWrSGZUyAWpu8FLVCxcudGc1Orv1KO152223nbIe77zzjjuLVYcyjzIROnNXp0NlE5Lq2LFjSJbFa9pRBiM1XoZCZ986G02NvotSt0nP8tq3b+9eq4yE9tnK4Fx77bXusbdsNGnZ6OzZS2mrnDoVKmuSnB+d2jQSQSn5oUOHpuhImdb3V5OHtgVlj3R2rtS/mg7U3KL1o2YJrY+kdNav766sTVqp2UOpfGV3zj777Ih1Vebgp59+cmfVSbMXan5TE1daqIlDZ9hJp2jqmpyyatrWtO0lXd/6HWmb8JrQtL71XdTZMrm0rA8tF2Wf9P2jod+lmjrUeTRa3mv0O0/v14Qrr2WqTOapfpdIPzSRwFfaAatPgA6G6jegHWTSJg01WegA8vDDD7spHPWdULp627Zt7qCcnA5Up6LXVq5cOcXBUWls7/9J6WCflBdsqJe7aEeVtE+FKIDRwVM95Z966il3sNLBQqn/22+/PaR5RFSf5LSstANUz3jVVc0q6guiKdKy8ZobdAD3Rof4Te+v+iidfrp0UFRqXIGdAsykzTZa/mXLlrXChQunaf2cqq7iNTNFouYJNaFoPV155ZUugPr3v//tgrzk9YhEzQ9qjvCLAmr1cVAgdqr1reWlAPt0qMmvS5cuLvBXkKu+Kgq4LrjgAksvCuQlrcv2z7wmXHmvLw+jSDIOAQZ8lXQHrD4Vf/nLX+zWW2+1LVu2uDMNr+Pa/fff787Kw0lLAOE3nU2H4+2k1HdCwxTD/W/06NGub4c6lKktWGflI0eOdG3jXuYmLbxlo+BEB4Nw1HExs1CHUG/oZizQOta2qCG66v+i9nmd0Wt5ZxStcwU+DzzwQNj/KwD1gzKGCn41VFjb6KhRo1xHUg0PVZ+OSNS3RH09lCGI5qAv6gukZR5uWG9qr1EH1LT02fCu6/LVV1+FDS51cqBsmTJUyBgEGEg32rnoQKuOmurlrQ6d3hmTzmpP1TNdPcuV8Ugu3Lxwr9WZoXbgSbMYGr3i/T8aCoZS63ymnv2adDEpdYxTJ1ZdUVCjXpKerSannaN2gt4ZrHbiSo2fatkoG6CUt3awqXVCPV16fy07XTApaROVX7T833///RQHrtNZP15mRAenUy03nbUrINQ1FNS0oeUeKdA9E1R3nYGnZX2rKU1NjKllMVI7W1f25u9//7ublBlRJ0h1jEwtwNDVO0VNUNEEt7polpohlYFMa2CycuVKl6mJJuBTx1VlF8OtQ9XZy4ghY9AHA+lKvfOV1VBveA2r1NmJ5ukqe+oln1zSK/Npp6Gdji5l7dEOVinuU1EKeNeuXS7z4NGZ2DPPPOMyKd5wzbTSzlkHgaSTqIe83jcpBRoKapJfqljfJemwwB07drish0ZkKBjTpL4AalrQwTK1ZaNyaqtPPjxP/Lh2nrJP+g4aPZJ8uKQf76/1o0Aqef01ekQHydQOesnpQKmzZG/IYmp11UFSk0YjaTlrBE56NTOlNbOg7ULBQ3L6Lt62pfWt76KRPckl/Y7q85R8GWg5J2/e0+9QTS6nupy210TpDYVNC/1G1fdJn/vQQw+l6TVqElMWUCOVNJIoLXRRL/W7UXOmRgglp9+aRkAh45DBQLrTDkPXXdAQOw2XUz8NNZ3oQNyzZ0+X1dDwTO1of/jhB7fjEKWNdR0GpZDVmdEbpqr+EtqJpXa2pmF6CmK001q7dq0b/6+zHaXFdSCKNt0biTqsauifvp/S2TogaLigFywkpTSugqakw1Ql6UHjiSeecJ0QGzRo4JaN+kDou2pnqTN+PfbOxF9++WXX/0PDXJX+1jUQVEZnqOpX8GeomUoHh8cee8y9t4bsqs66NogOTMpM/RnqyKrMlj5DQ5l1TQOl7hVw6aARbphtJAqEdNVQvaeyLWrKUkCobIiGRCc/eGvZqYlOom0eUdbDy7IkpQPZ6fRn0G9DnaA1xFbbqvpHaD1u3LjRba9aNmpm0rLSMNenn37aZcI0vFmBn4ap6n/aBkWv1zagPkFaTwq81FdHTXXqdK3lrABbZbQulc1Jjb6TtluV17VZwmXg9BtVkKNg27uSp7IyqkO4y6FrW9ZrVH8FQ6qH14lVv51wmRJ9T52gKGhRx1P9jrXc1M9JzT7qD5WUfvP6rfzZ3wH+pHQcoYJsJLUrHWpY4IUXXugmDSmUb7/9NtC5c+dA6dKlA3ny5AmUK1cucM0117ihrcmHgV5++eVuKOB5550XGDlyZODpp592n7Vr166Iw1Rl9+7dgW7dugVKlCjhrhCoobHJhyOmNnQu+RDPcL777rvAHXfc4b6bhpxqCG2LFi3ccN1wQ/o0bFZDcfV96tWrFxxqmbzeKhsXF+eWjZaRhvZOmjQppJyGrD700ENuiKZXTsM8tWz/7DBVj4bDqp6qr4YCahkvWrTotK7kmZyGPvbr188NHVX9tVy0HpIPgz3VMFXP8uXLA61atQoULlzYDdfUFSifeeaZFJ+7c+dONwRUV45Mq9SGqSYf5hrNMFVvOQwePDhQqVIlt51qe9WQ7X/9619uaLVHvx0tn2rVqrlyGgLepk2bwNq1a4Nlvvzyy0DTpk3d8Ex9npZbQkJCYMCAAW44p7ds9Pi5555L03fXUGgN7faGSCf9Pt6kIc26oqa2FQ1P3bRpU4r38X5r3pQ7d273e2nQoIH7/hq2nZy3rr1J24m+t77jP/7xj8CePXvC1llXEC5fvvwph1QjfXEvEmQ6OsNVdkJnSZE6Z8YanZ0pjRuuSQNnlpqWlOHQENxII5nwBzWvKJOhkSi6qFWsU7OPMpbq85X8gno4s+iDgZimDlxJKT2qNKqaWDJLcIHYoqY6pdq9u5widWqGUHOlRp5khtu167Lw6vis5lhkLDIYiGlqU1enUPUGVz8N3W1RQwt1iWwNg8wsyGBkPPWX0agYZS3Ub0FDNAGkHzp5IqZptIE6u+nCUzpIa8SAgozMFFwgNmhEjDeEWKOJAKQvMhgAAMB39MEAAAC+I8AAAAC+y3Z9MNQLWp0EdaElboIDAEDaqVeFLvGvC7klv5mkZfcAQ8GF7igIAABOj251cKqbOWa7AMO7RLQWTlrv2AcAAMxdEl4n6Wm53UK2CzC8ZhEFFwQYAABELy1dDOjkCQAAfEeAAQAAfEeAAQAAfEeAAQAAfEeAAQAAfEeAAQAAfEeAAQAAfEeAAQAAfEeAAQAAfEeAAQAAfEeAAQAAfEeAAQAAfJehNzt7/vnn3fT999+75xdddJENHTrU2rRpE/E1s2bNsocffti9pnLlyvbkk09a27Ztz2CtAQB+GLdvXEZXIcvrU6xP9sxg6F7yTzzxhK1du9bWrFljV1xxhbVv3942bdoUtvyKFSusU6dO1r17d1u/fr116NDBTZ9//vkZrzsAAIgsRyAQCFgMKV68uI0aNcoFEcl17NjR4uPjbcGCBcF5DRs2tLp169qECRPSfC/7okWL2oEDB7hdOwBkIDIYmS+DEc0xNGb6YCQmJtprr73mAohGjRqFLbNy5Upr2bJlyLzWrVu7+QAAIHZkaB8M2bhxowsojh49aoUKFbK5c+dajRo1wpbdtWuXlSpVKmSenmt+JAkJCW5KGn0BAID0leEZjKpVq9qGDRts9erVdvfdd1uXLl1s8+bNvr3/yJEjXTrHm+Li4nx7bwAAEKMBRt68ea1SpUpWv359FwzUqVPHxo0L3y5XunRp2717d8g8Pdf8SAYPHuzairxpx44dvn8HAAAQYwFGcidPngxp0khKTSmLFy8Ombdo0aKIfTYkX758riNK0gkAAGThPhjKLuiaF+XLl7fffvvNZsyYYUuXLrX33nvP/b9z585Wrlw5l9mQPn36WLNmzWz06NHWrl071ylUw1snTZqUkV8DAADEUoCxZ88eF0Ts3LnT9Y+oXbu2Cy5atWrl/r99+3bLmfOPJEvjxo1dEDJkyBB78MEH3YW25s2bZzVr1szAbwEAAGL+OhjpjetgAEBs4DoY6Y/rYAAAgCyFAAMAAPiOAAMAAPiOAAMAAPiOAAMAAPiOAAMAAPiOAAMAAPiOAAMAAPiOAAMAAPiOAAMAAPiOAAMAAPiOAAMAAPiOAAMAAPiOAAMAAPiOAAMAAPiOAAMAAPiOAAMAAPiOAAMAAPiOAAMAAPiOAAMAAPiOAAMAAPiOAAMAAPiOAAMAAPiOAAMAAPiOAAMAAPiOAAMAAPiOAAMAAPiOAAMAAPiOAAMAAPiOAAMAAPiOAAMAAPiOAAMAAPiOAAMAAPiOAAMAAPiOAAMAAPiOAAMAAPiOAAMAAGStAGPkyJF26aWXWuHCha1kyZLWoUMH27JlS6qvmTZtmuXIkSNkyp8//xmrMwAAiPEAY9myZXbPPffYqlWrbNGiRXb8+HG76qqrLD4+PtXXFSlSxHbu3Bmctm3bdsbqDAAATi23ZaCFCxemyE4ok7F27Vpr2rRpxNcpa1G6dOkzUEMAAJDp+2AcOHDA/S1evHiq5Q4dOmQVKlSwuLg4a9++vW3atOkM1RAAAGSqAOPkyZPWt29fa9KkidWsWTNiuapVq9qUKVNs/vz5Nn36dPe6xo0b2w8//BC2fEJCgh08eDBkAgAAWbiJJCn1xfj8889t+fLlqZZr1KiRmzwKLqpXr24TJ060xx57LGxH0uHDh6dLnQEAQAxnMHr16mULFiywJUuW2HnnnRfVa/PkyWP16tWzb775Juz/Bw8e7JpevGnHjh0+1RoAAMRkBiMQCFjv3r1t7ty5tnTpUqtYsWLU75GYmGgbN260tm3bhv1/vnz53AQAALJJgKFmkRkzZrj+FLoWxq5du9z8okWLWoECBdzjzp07W7ly5VxThzz66KPWsGFDq1Spku3fv99GjRrlhqn26NEjI78KAACIlQDj+eefd3+bN28eMn/q1KnWtWtX93j79u2WM+cfLTn79u2znj17umCkWLFiVr9+fVuxYoXVqFHjDNceAABEkiOgdopsRKNIlCFRfwxdsAsAkDHG7RuX0VXI8voU65Nhx9CY6OQJAACyFgIMAADgOwIMAADgOwIMAADgOwIMAADgOwIMAADgOwIMAADgOwIMAADgOwIMAADgOwIMAADgOwIMAADgOwIMAADgOwIMAADgOwIMAADgOwIMAADgOwIMAADgOwIMAADgOwIMAADgOwIMAADgOwIMAADgOwIMAADgOwIMAADgOwIMAADgOwIMAADgOwIMAADgOwIMAADgOwIMAADgOwIMAADgOwIMAADgOwIMAADgOwIMAACQcQHGFVdcYfv37/e/BgAAIPsGGEuXLrVjx46lb20AAECWQBMJAADwXe5oCm/evNl27dqVapnatWv/2ToBAIDsFGBceeWVFggEUszPkSOHm6+/iYmJftYPAABk9QBj9erVdu6556ZfbQAAQPbrg1G+fHmrUKFCqlM0Ro4caZdeeqkVLlzYSpYsaR06dLAtW7ac8nWzZs2yatWqWf78+a1WrVr2zjvvRPW5AAAgC3fyXLZsmd1zzz22atUqW7RokR0/ftyuuuoqi4+Pj/iaFStWWKdOnax79+62fv16F5Ro+vzzz89o3QEAQGQ5AuE6VYTRokULe+WVV+y8886z9PLzzz+7TIYCj6ZNm4Yt07FjRxeALFiwIDivYcOGVrduXZswYcIpP+PgwYNWtGhRO3DggBUpUsTX+gMA0m7cvnEZXYUsr0+xPr6+XzTH0DRnMD788EPLmzevpSdVWIoXLx6xzMqVK61ly5Yh81q3bu3mAwCATNbJM42JjtN28uRJ69u3rzVp0sRq1qwZsZyGyZYqVSpknp5HGj6bkJDgpqTRFwAAiKE+GBqGml7UF0P9KF577TVf31cdSZXO8aa4uDhf3x8AAPzJYapVqlQ5ZZCxd+9ei1avXr1cnwo1w5yqj0fp0qVt9+7dIfP0XPPDGTx4sPXv3z8kg0GQAQBADAUYw4cPd1kAv6jZpXfv3jZ37lx3r5OKFSue8jWNGjWyxYsXu+YUj0agaH44+fLlcxMAAIjRAOOWW25xozz8bBaZMWOGzZ8/310Lw+tHoSCmQIEC7nHnzp2tXLlyrqlD+vTpY82aNbPRo0dbu3btXJPKmjVrbNKkSb7VCwAAnKE+GOnR/+L55593I0eaN29uZcqUCU4zZ84Mltm+fbvt3Lkz+Lxx48YuKFFAUadOHZs9e7bNmzcv1Y6hAAAgE44iUb+GV1991V588UWXTfDjPT1qOknupptuchMAAMjkAYaGkSa3ZMkSmzJlis2ZM8c1a1x33XV+1w8AAGT1Phjy448/2rRp02zq1Km2f/9+27dvn2uyuPnmm9N1GCsAAMiCfTDeeOMNa9u2rVWtWtU2bNjgOln+9NNPljNnTnfDMYILAAAQdQZD9wAZOHCg64CpER8AAAB/OoOhu5eOHz/err76andTMTWNAAAA/KkAY+LEiW646J133mn//ve/3XDS9u3bu5Eg4TqAAgCA7Cuqe5Ho4lddunRxt1PfuHGjXXTRRe5GY7pB2a233upGkwAAAEQVYCRVuXJlGzFihO3YscOmT59uhw8ftk6dOvlbOwAAkD2GqSanUSTXXnutm/bs2eNPrQAAQPbMYITj531KAABA5uVrgAEAACAEGAAAwHcEGAAAwHcEGAAAIGNGkRQrVizN9xrZu3fvn60TAADIDgHG2LFjg49//fVXe/zxx61169bWqFEjN2/lypX23nvv2cMPP5x+NQUAAJlGjoCu9R2FG264wVq0aGG9evUKmf/ss8/a+++/b/PmzbNYdvDgQStatKgdOHDAihQpktHVAYBsa9y+cRldhSyvT7E+GXYMjboPhjIVuuFZcpqnAAMAACDqAOOcc86x+fPnp5ivefofAABA1JcKHz58uPXo0cOWLl1qDRo0cPNWr15tCxcutBdeeCE96ggAALJ6gNG1a1erXr26Pf3008G7p+r58uXLgwEHAADI3k7rZmcKJF599VX/awMAALLvhba+/fZbGzJkiN16663BO6i+++67tmnTJr/rBwAAskOAsWzZMqtVq5brd/HGG2/YoUOH3PzPPvvMhg0blh51BAAAWT3AGDRokLvQ1qJFiyxv3rzB+VdccYWtWrXK7/oBAIDs0Adj48aNNmPGjBTzS5Ysab/88otlVxpdg/RFhgwAsnAG4+yzz7adO3emmL9+/XorV66cX/UCAADZKcC45ZZbbODAgbZr1y53A7STJ0/axx9/bPfff7917tw5fWoJAACydoAxYsQIq1atmsXFxbkOnjVq1LCmTZta48aN3cgSAACAqPtgqGOnrtg5dOhQ1x9DQUa9evWscuXK6VNDAACQ9TMYjz76qB0+fNhlMNq2bWs333yzCy6OHDni/gcAAJDzdEZLeNe+SEpBByMpAADAaQUYgUDAde5MThfaKl68OEsVAACkvQ9GsWLFXGChqUqVKiFBRmJiostq3HXXXelVTwAAkBUDjLFjx7rsxR133OGaQooWLRrS8fP888+3Ro0apVc9AQBAVgwwunTp4v5WrFjRDUnNkydPetYLAABkp2GqzZo1Cz4+evSoHTt2LOT/RYoU8admAAAg+3Ty1GiRXr16uXuPFCxY0PXNSDoBAABEHWAMGDDAPvjgA3v++ectX758NnnyZNcno2zZsvbyyy9H9V4ffvihXXvtte616jQ6b968VMsvXbo02NE06aTLlgMAgEzcRPLWW2+5QKJ58+bWrVs3u/zyy61SpUpWoUIFe/XVV+22225L83vFx8dbnTp1XMfR66+/Ps2v27JlS0hTjLIpAAAgEwcYe/futQsuuMA91kFez+Uvf/mL3X333VG9V5s2bdwULQUUuqsrAADIIk0kCi62bt3qHuumZ6+//nows3GmDvp169a1MmXKWKtWrdydXFOTkJBgBw8eDJkAAECMBRhqFtFVO2XQoEE2fvx4y58/v/Xr18/1z0hPCiomTJhgb7zxhpt0PxQ11axbty7ia0aOHOmu2eFNeg0AAIixJhIFEp6WLVval19+aWvXrnX9MGrXrm3pqWrVqm7y6Hoc3377rY0ZM8ZeeeWVsK8ZPHiw9e/fP/hcGQyCDAAAYizASE6dOzVllMsuu8yWL18e8f8a6aIJAADEeIDx6aef2pIlS2zPnj128uTJkP899dRTdiZt2LDBNZ0AAIBMHGCMGDHChgwZ4poqSpUqFXLTs3B3WU2NbpD2zTffBJ+r86gCBt2VtXz58q5548cffwxeX0P3Q9Glyi+66CJ3FVFdg0PX5PjPf/4T7dcAAACxFGCMGzfOpkyZYl27dv3TH75mzRpr0aJF8LnXV0L3PZk2bZrt3LnTtm/fHvy/Lkt+3333uaDjrLPOcn0+3n///ZD3AAAAmTDAyJkzpzVp0sSXD9cIEN2hNRIFGUk98MADbgIAAFlsmKpGkWhoKgAAgG8ZjPvvv9/atWtnF154odWoUSPFbdvnzJkT7VsCAIDsHmDce++9bgSJ+j2cc845UXfsBAAAWV/UAcZLL73krqKpLAYAAIAvfTA0hFTNIwAAAL4FGI888ogNGzbMDh8+HO1LAQBANhF1E8nTTz/t7v+hi2ydf/75KTp5pnbjMQAAkD1EHWB06NAhfWoCAACyb4Ch5hEgq3li/S8ZXYUsb1C9EhldBQCx3AcDAADAlwyGRo589dVXVqJECStWrFiq177Yu3dvWt4SAABk9wBjzJgxVrhw4eBjLq4FAAD+dIChu5t6/LiLKgAAyNqi7oORK1cu27NnT4r5v/76q/sfAABA1AFGpNurJyQkWN68ef2oEwAAyC7DVHWBLVH/i8mTJ1uhQoWC/0tMTLQPP/zQqlWrlj61BAAAWTPAUOdOL4MxYcKEkOYQZS50VU/NBwAASHOAsXXrVvdXt2mfM2eOG64KAADgSx+MJUuWhAQXah7ZsGGD7du3L9q3AgAAWVTUAUbfvn3txRdfDAYXTZs2tYsvvtji4uJs6dKl6VFHAACQ1QOMWbNmWZ06ddzjt956y77//nv78ssvrV+/fvbQQw+lRx0BAEBWDzB0vYvSpUu7x++8847ddNNNVqVKFbvjjjts48aN6VFHAACQ1QOMUqVK2ebNm13zyMKFC61Vq1Zu/uHDh7nQFgAAOL3btXfr1s1uvvlmK1OmjLsmRsuWLd381atXcx0MAABwegHGI488YjVr1rQdO3a45pF8+fK5+cpeDBo0KNq3AwAAWVDUAYbceOONqd4QDQAAZG9p7oPRtm1bO3DgQPD5E088Yfv37w/p/FmjRg3/awgAALJugPHee++5G5p5RowYYXv37g0+P3HihG3ZssX/GgIAgKwbYCS/i2qku6oCAABEPUwVAADAtwBDQ1I1JZ8HAABw2qNI1CTStWvX4LDUo0eP2l133WUFCxZ0z5P2zwAAANlbmgOM5MNQb7/99hRlOnfu7E+tAABA9ggwpk6dmr41AQAAWQadPAEAgO8IMAAAgO8IMAAAQNYKMD788EO79tprrWzZsm7I67x58075mqVLl9rFF1/sRrNUqlTJpk2bdkbqCgAAMkmAER8fb3Xq1LHx48enqfzWrVutXbt21qJFC9uwYYP17dvXevTo4S5jDgAAMvndVP3Spk0bN6XVhAkTrGLFijZ69Gj3vHr16rZ8+XIbM2aMtW7dOh1rCgAAsmwfjJUrV1rLli1D5imw0PxIdAGwgwcPhkwAACB9ZaoAY9euXVaqVKmQeXquoOHIkSNhXzNy5EgrWrRocIqLiztDtQUAIPvKVAHG6Rg8eLAdOHAgOO3YsSOjqwQAQJaXoX0wolW6dGnbvXt3yDw9L1KkiBUoUCDsazTaxLt/CgAAODMyVQajUaNGtnjx4pB5ixYtcvMBAEDsyNAA49ChQ264qSZvGKoeb9++Pdi8kfQGarp763fffWcPPPCAffnll/bcc8/Z66+/bv369cuw7wAAAGIswFizZo3Vq1fPTdK/f3/3eOjQoe75zp07g8GGaIjq22+/7bIWun6GhqtOnjyZIaoAAMSYDO2D0bx5cwsEAhH/H+4qnXrN+vXr07lmAAAg2/TBAAAAmQMBBgAA8B0BBgAA8B0BBgAA8B0BBgAA8B0BBgAA8B0BBgAA8B0BBgAA8B0BBgAA8B0BBgAA8B0BBgAA8B0BBgAA8B0BBgAA8B0BBgAA8B0BBgAA8B0BBgAA8B0BBgAA8B0BBgAA8B0BBgAA8B0BBgAA8B0BBgAA8B0BBgAA8F1u/98SAM6c48Pvy+gqZHl5ho3O6CogEyKDAQAAfEeAAQAAfEeAAQAAfEeAAQAAfEeAAQAAfEeAAQAAfEeAAQAAfEeAAQAAfEeAAQAAfEeAAQAAfEeAAQAAfEeAAQAAfEeAAQAAfEeAAQAAsmaAMX78eDv//PMtf/781qBBA/vkk08ilp02bZrlyJEjZNLrAABA7MjwAGPmzJnWv39/GzZsmK1bt87q1KljrVu3tj179kR8TZEiRWznzp3Badu2bWe0zgAAIMYDjKeeesp69uxp3bp1sxo1atiECRPsrLPOsilTpkR8jbIWpUuXDk6lSpU6o3UGAAAxHGAcO3bM1q5day1btvyjQjlzuucrV66M+LpDhw5ZhQoVLC4uztq3b2+bNm2KWDYhIcEOHjwYMgEAgCwcYPzyyy+WmJiYIgOh57t27Qr7mqpVq7rsxvz582369Ol28uRJa9y4sf3www9hy48cOdKKFi0anBSUAACALN5EEq1GjRpZ586drW7dutasWTObM2eOnXvuuTZx4sSw5QcPHmwHDhwITjt27DjjdQYAILvJnZEfXqJECcuVK5ft3r07ZL6eq29FWuTJk8fq1atn33zzTdj/58uXz00AACCbZDDy5s1r9evXt8WLFwfnqclDz5WpSAs1sWzcuNHKlCmTjjUFAACZJoMhGqLapUsXu+SSS+yyyy6zsWPHWnx8vBtVImoOKVeunOtLIY8++qg1bNjQKlWqZPv377dRo0a5Yao9evTI4G8CAABiJsDo2LGj/fzzzzZ06FDXsVN9KxYuXBjs+Ll9+3Y3ssSzb98+N6xVZYsVK+YyICtWrHBDXAEAQGzI8ABDevXq5aZwli5dGvJ8zJgxbgIAALEr040iAQAAsY8AAwAA+I4AAwAA+I4AAwAA+I4AAwAA+I4AAwAA+I4AAwAA+I4AAwAA+I4AAwAA+I4AAwAA+I4AAwAA+I4AAwAA+I4AAwAA+I4AAwAA+I4AAwAA+I4AAwAA+I4AAwAA+I4AAwAA+I4AAwAA+I4AAwAA+I4AAwAA+I4AAwAA+I4AAwAA+I4AAwAA+I4AAwAA+I4AAwAA+I4AAwAA+I4AAwAA+I4AAwAA+I4AAwAA+I4AAwAA+I4AAwAA+I4AAwAA+I4AAwAA+I4AAwAA+I4AAwAA+I4AAwAAZM0AY/z48Xb++edb/vz5rUGDBvbJJ5+kWn7WrFlWrVo1V75WrVr2zjvvnLG6AgCATBBgzJw50/r372/Dhg2zdevWWZ06dax169a2Z8+esOVXrFhhnTp1su7du9v69eutQ4cObvr888/PeN0BAEB4uS2DPfXUU9azZ0/r1q2bez5hwgR7++23bcqUKTZo0KAU5ceNG2dXX321DRgwwD1/7LHHbNGiRfbss8+616ZVfHy85cqVK8V8zVNmJGm5SHLmzGkFChQIPj927FjEsjly5LA8efKkqazkzZv3tMoeP37cAoFATJfVctDykBMnTtjJkyfTVDYhIcGVj0TrQuvEW2aqR1rLHjsSeT3nzpvfcv5vWzlx/JidPHE8TWUTjx+3xBOR112uPPksV+7c0Zc9ccISjydELps7r+X637YWTdmTiYl24tjRiGVz5s5jufPkjb7syZN2IuGIxcf/8VtJvo697Udljxw5EvF9c+fObfny5XOPtY0dPnzYjh8Lvz5y58xh+f63zFzZ45G3nVw5clj+PH/sDuMjvGe0ZXPmMCuQ5HcfTdnDx45bpF+RfhFn5T29skeOH7eTkX+eVjBM2TwR9oMFCxYMPj569KglJiZGft8wZRPiw2+bec/K+8c+IuGEJZ6I/L7RlM1TIE/wd3/imH4bPpXNn8dy5oq+bOJx/Y4ib5e58+W2XLlzRV/2RKJbFhKfN+W60+/NOx5pn6p9ayRJy2qdpXZMTFEny0Dasa9du9YGDx4cnKcV2rJlS1u5cmXY12i+Mh5JKeMxb968sOW14JIuvAMHDri/ZcuWDVu+VatWNnv27ODz0qVLR9zhNWnSJNg8ox+Mgp9IZfU+Xbt2DT5/7rnn7ODBg2HLnnPOOS7o8rzwwgv266+/hi1bpEgR+/vf/x58Pm3aNNu1a1fEg2qfPn2Cz1999VXbsWNHxB35/fffH3z++uuv23fffWeRJA0G586da1u2bIlY9r777gtusAsWLEg1+3TvvffaWWed5R736tXLJk+eHLHsf//7X6tQoYJ7PGTIEHvmmWcill21apVVr17dPR45cqQ98cQTEcv2mDTXylWr4x5/PGOSvT8hctku42bY+fUausefzHnZ3h37SMSynZ58wao0utI93vDOLJv/xMCIZW8a/ozVaNHOPd685G2bNax3xLLtBz1pddve5B5/tXKx/XvgH9tScm36PmKXXd/ZPf5+/Sp7qc+tEcu2vGuQNbn1Tvf4xy8/s8l3XhexbLOu91rzO/q6x3u2fmXPd7nahkUo27t3b3v88cfd423btlnt2rUjvm+PHj1s9OjR7vEvv/xiF154YcSyHWtWtfHXtHSP44+fsAqjJ0Yse23VC2zqdW2Cz0s8MT5i2ZYXVLDXbr4m+DzuXxPsSISDWuO4svbmbX8spyrjXrS9R8IHZnVLn2vvd705+Lzecy/bjoO/hS1b5ZxitqLnH+uq8Qsz7Ktf94UtG1eksK3/e+c/6j/tdduw6+ewZYsXyG9f9ekefP7XV+faih0/mY14Juz+JOm+5sYbb3Qne5F4+17p3LmzzZ8/P2LZ4ZuHW76zfg8kX7//dVs3e13EskPWDbFCxQu5x/MenmerXlkVsewDyx+w4ucVd4/fHvG2fTTpo4hl+/6nr5WuUto9XjRmkS0etzhi2Xvm32NxdeLc42UTltm7T7wbsWzP13rahQ1/325XvLzC3hz6ZsSyXaZ0sepX/L6fWjNrjc0e8MexKblbx99qtdv9/tv579v/tRn3zHCPB1rK/YqOP7fddpt7/N5779nNN/+x3SU3atQou/PO33/3H330kV1zze/bfmonkUGBDPTjjz+qhoEVK1aEzB8wYEDgsssuC/uaPHnyBGbMmBEyb/z48YGSJUuGLT9s2DD3GUxMTExMTEzmy7Rjx45THuMzvIkkvSk7kjTjoRTs3r17XZbAS6tlR8qexMXFuQyGsiDIPFh3mRfrLnNj/ZnLXPz2228RWwGSytAAo0SJEq7Pw+7du0Pm67maFMLR/GjKq73Wa7P1nH322X+67lmFfiTZ9YeS2bHuMi/WXeaW3ddf0aJFY38UiTqP1K9f3xYvXhySYdDzRo0ahX2N5ictL2r3i1QeAACceRneRKLmiy5dutgll1xil112mY0dO9b1UvVGlagzULly5VxHPFEnxWbNmrmOXu3atbPXXnvN1qxZY5MmTcrgbwIAAGImwOjYsaP9/PPPNnToUNcjuW7durZw4UIrVaqU+//27duDQ4WkcePGNmPGDDdK4MEHH7TKlSu7ESQ1a9bMwG+R+ajZSNceSd58hNjHusu8WHeZG+svOjnU0zPK1wAAAMT2lTwBAEDWQ4ABAAB8R4ABAAB8R4CBELqrrUbyeHQxskiXYQcAIBICjBiie5XogO5Nutqobuyme2xklJ07d1qbNn/cowEZu20kv2eKgr/sfEXazESj5e6++24rX768G4WgiwPqPkoff/xxRlcNyejGmYULFw65ueKhQ4fcPZSaN28eUnbp0qXuN/jtt99mQE1jGwFGjFFAoYO6Jl1QTDcd824ukxG0E2RIVmzQXX6ffPJJ27cv/E2tENtuuOEGW79+vb300kv21Vdf2ZtvvukOVpFuZIiM06JFCxdQ6BpLHt3oS/vD1atXu5tbepYsWeKCxtRuvJddEWDEGO/MRpOuCaK7lOq69zr7kYEDB1qVKlXcHUYvuOACe/jhh0NuS/7ZZ5+5H4eib13KVldKTfojWb58uV1++eXuToi6pr7uVpra7XeTNpF8//337vmcOXPcZ6gOderUSXHn22g/A2mjuwxru/AuOofMY//+/e4ApQBRvx3d9VcXFtS9kv76179mdPWQTNWqVa1MmTIuO+HR4/bt21vFihXd3ZiTztc6RUoEGDFMEfT06dOtUqVKrrlEFDjoluybN292t4fXrdzHjBkTfI1uwXveeefZp59+amvXrnUBindrdKXwlCHRmZSaXWbOnOmCAd0GPRoPPfSQu5X7hg0bXLDTqVOnYCrRr89ASrpvz4gRI9xt6H/44YeMrg6iUKhQITcpWE9ISMjo6iANFDQoO+HRY2WcdCVpb/6RI0dcRoMAI4Jobq+O9NWlS5dArly5AgULFnSTVk+ZMmUCa9eujfiaUaNGBerXrx98Xrhw4cC0adPClu3evXvgzjvvDJn30UcfBXLmzBk4cuSIe16hQoXAmDFjgv9XHebOneseb9261T2fPHly8P+bNm1y87744os0fwZOb9to3769e9ywYcPAHXfc4R5r3fAzzhxmz54dKFasWCB//vyBxo0bBwYPHhz47LPPMrpaiOCFF15w++Hjx48HDh48GMidO3dgz549gRkzZgSaNm3qyixevNj9/rZt25bR1Y1JZDBijCJhZQY0ffLJJ64TmDpZbtu2zf1fGYEmTZq4VLnOiHTJdF1OPem9XXr06OHS6eoQmLTjkZpPlP3wzqY06f11g7mtW7emuY61a9cOPlYaUfbs2ePrZyAypdnVjv/FF19kdFUQBWX1fvrpJ9f3Qlk+pdYvvvhi93tB7FG2Qk27ygareUvZ2nPPPddlMLx+GFqHaqpWHwykRIARYwoWLOiaRDRdeumlNnnyZLeRqylEfR3UBNK2bVtbsGCB6zCm5opjx44FX//II4/Ypk2b3I3gPvjgA6tRo4bNnTs32OTyt7/9LRjAaFJA8PXXX0fVQclrchFvBIMCCD8/A5E1bdrUBW1qv0fm66jbqlUr13dqxYoVbnSQ7m2B2KN9sJqb1RyiSYGFlC1b1vUt0/rT/CuuuCKjqxqzMvxmZ0idDuC62Zva+rRBq3OYggqPl9lISpG2pn79+rn+EVOnTrXrrrvOnS2p74Z+OOnlTHwGzGWn1AlYndGQeekEgOvMxHZGWVkKjdwaMGBASJD/7rvvuiyzhh4jPDIYMUYdwHRXWU1Kgffu3dtlBa699lp351g1h+gW9Wr6ePrpp4PZCVEQos6U+kEo8ND4eqX3qlevHhyBoiBFZZRZUFZh/vz5vnbAPBOfAbNatWq5bJa2AcQ+DUXVma46bavzs5oLZ82aZf/85z/dyATEboChTural3kZDNHjiRMnuuwxHTwjI4MRY3Sreq9fg0aMVKtWze2IvIu7KCuhg7UCETWDKNWqZhFvlIF2ZJ07d7bdu3dbiRIl7Prrr7fhw4cH+04sW7bMZUA0jFR9ONVs0bFjR9/qfyY+A7979NFHXZ8cxD71RWrQoIEb8aWTAw0tV5q9Z8+e9uCDD2Z09RCBggeduGk/XKpUqZAA47fffgsOZ0V43K4dAAD4jiYSAADgOwIMAADgOwIMAADgOwIMAADgOwIMAADgOwIMAADgOwIMAADgOwIMAADgOwIMAADgOwIMAADgOwIMAADgOwIMAABgfvt/lBjuCAvWptIAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 600x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "effects = pd.DataFrame({\n",
+    "    \"Region\": [\"Baseline\", \"N\", \"S\", \"W\"],\n",
+    "    \"ATT\": [1.68, 1.34, 0.70, 3.05]\n",
+    "})\n",
+    "\n",
+    "plt.figure(figsize=(6,4))\n",
+    "plt.bar(effects[\"Region\"], effects[\"ATT\"], color=[\"gray\",\"skyblue\",\"salmon\",\"lightgreen\"])\n",
+    "plt.title(\"Region-specific Policy Effects (DDD)\")\n",
+    "plt.ylabel(\"Estimated ATT\")\n",
+    "plt.axhline(0, color='black', linestyle='--')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8ba4cb99",
+   "metadata": {},
+   "source": [
+    "분석 결과 정책 시행 이후 baseline 지역에서는 downloads가 평균 1.68 증가하였습니다. \n",
+    "\n",
+    "그러나 지역별로 효과는 상이하게 나타났으며,\n",
+    "S 지역에서는 효과가 0.98 감소(유의), W 지역에서는 1.37 증가(한계적 유의) 하였습니다.\n",
+    "\n",
+    "이는 정책 효과가 지역적 특성에 따라 다르게 나타난다는 점을 보여줍니다."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b5e2e215",
+   "metadata": {},
+   "source": [
+    "#### 3.8 Dynamic DiD - Event study\n",
+    "\n",
+    "예) $Y_{it} = \\alpha_i + \\gamma_t + \\beta_t \\, (\\text{Treated}_i \\times \\text{Post}_{it}) + \\varepsilon_{it}$\n",
+    "\n",
+    "**Event Study(이벤트 스터디)** 는 처치가 발생한 시점을 기준으로 시간 축(event time)을 설정해, 처치 전후의 효과를 시점별로 추정하는 방법입니다. \n",
+    "\n",
+    "일반적으로 처치 시점을 0으로 두고, 그 이전은 –1, –2, 이후는 +1, +2와 같이 표현합니다. 각 시점별로 처치군과 대조군의 차이를 계산해 시점별 효과(βₜ)를 추정하며, 이를 통해 처치 이후 효과가 시간에 따라 커지거나 작아지는지, 혹은 처치 이전부터 이미 차이가 존재했는지를 확인할 수 있습니다.\n",
+    "\n",
+    "이 방법은 세 가지 측면에서 중요합니다. \n",
+    "\n",
+    "첫째, 처치 이전 구간의 계수 βₜ가 0에 가깝다면 평행추세(Parallel Trends) 가정이 충족됨을 의미합니다. \n",
+    "\n",
+    "둘째, 처치 이후 구간의 βₜ를 통해 **동적 효과(Dynamic Treatment Effect)** 를 확인할 수 있습니다. \n",
+    "\n",
+    "셋째, **정책이나 프로그램의 시차 효과(lag effect)** 를 평가할 수 있어 단기적·장기적 처치 효과를 함께 분석할 수 있습니다."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "id": "ac19a640",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>att</th>\n",
+       "      <th>ci_low</th>\n",
+       "      <th>ci_up</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2021-05-02</th>\n",
+       "      <td>0.325397</td>\n",
+       "      <td>-0.491741</td>\n",
+       "      <td>1.142534</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-05-03</th>\n",
+       "      <td>0.384921</td>\n",
+       "      <td>-0.388389</td>\n",
+       "      <td>1.158231</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-05-04</th>\n",
+       "      <td>-0.156085</td>\n",
+       "      <td>-1.247491</td>\n",
+       "      <td>0.935321</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-05-05</th>\n",
+       "      <td>-0.299603</td>\n",
+       "      <td>-0.949935</td>\n",
+       "      <td>0.350729</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-05-06</th>\n",
+       "      <td>0.347619</td>\n",
+       "      <td>0.013115</td>\n",
+       "      <td>0.682123</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                 att    ci_low     ci_up\n",
+       "2021-05-02  0.325397 -0.491741  1.142534\n",
+       "2021-05-03  0.384921 -0.388389  1.158231\n",
+       "2021-05-04 -0.156085 -1.247491  0.935321\n",
+       "2021-05-05 -0.299603 -0.949935  0.350729\n",
+       "2021-05-06  0.347619  0.013115  0.682123"
+      ]
+     },
+     "execution_count": 49,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "def did_date(df, date):\n",
+    "    df_date = (df\n",
+    "               .query(\"date==@date | post==0\")\n",
+    "               .query(\"date <= @date\")\n",
+    "               .assign(post = lambda d: (d[\"date\"]==date).astype(int)))\n",
+    "    \n",
+    "    m = smf.ols(\n",
+    "        'downloads ~ I(treated*post) + C(city) + C(date)', data=df_date\n",
+    "    ).fit(cov_type='cluster', cov_kwds={'groups': df_date['city']})\n",
+    "    \n",
+    "    att = m.params[\"I(treated * post)\"]\n",
+    "    ci = m.conf_int().loc[\"I(treated * post)\"]\n",
+    "    \n",
+    "    return pd.DataFrame({\"att\": att, \"ci_low\": ci[0], \"ci_up\": ci[1]},\n",
+    "                        index=[date])\n",
+    "\n",
+    "\n",
+    "\n",
+    "\n",
+    "post_dates = sorted(mkt_data[\"date\"].unique())[1:]\n",
+    "\n",
+    "atts = pd.concat([did_date(mkt_data, date)\n",
+    "                  for date in post_dates])\n",
+    "\n",
+    "atts.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "id": "80374c05",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "처치가 시작된 날: 2021-05-15 00:00:00\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"처치가 시작된 날:\",mkt_data_all.loc[mkt_data_all[\"post\"]==1].min()[\"date\"] )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "id": "9e6679d1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "=== Pre-treatment periods (2021-05-01 ~ 2021-05-14) ===\n",
+      "    rel_time       att    ci_low     ci_up        se    pvalue\n",
+      "0        -14  0.317460 -0.445648  1.080569  0.389348  0.414864\n",
+      "1        -13  0.642857 -0.005605  1.291320  0.330854  0.052014\n",
+      "2        -12  0.865079 -0.025911  1.756070  0.454595  0.057045\n",
+      "3        -11  0.452381 -0.329286  1.234048  0.398817  0.256666\n",
+      "4        -10  0.269841 -0.642655  1.182337  0.465568  0.562187\n",
+      "5         -9  0.857143  0.296929  1.417357  0.285829  0.002710\n",
+      "6         -8  0.317460 -0.647464  1.282385  0.492317  0.519038\n",
+      "7         -7  0.515873 -0.480732  1.512478  0.508481  0.310327\n",
+      "8         -6 -0.230159 -1.277911  0.817594  0.534577  0.666800\n",
+      "9         -5  0.198413 -0.494862  0.891687  0.353718  0.574842\n",
+      "10        -4  0.595238 -0.505375  1.695851  0.561548  0.289147\n",
+      "11        -3  0.301587 -0.393374  0.996548  0.354578  0.395018\n",
+      "12        -2  0.650794 -0.120146  1.421733  0.393344  0.098023\n",
+      "13        -1  0.000000  0.000000  0.000000  0.000000       NaN\n",
+      "\n",
+      "=== Post-treatment periods (2021-05-15 onwards) ===\n",
+      "    rel_time       att    ci_low     ci_up        se    pvalue\n",
+      "14         0 -0.341270 -0.933429  0.250889  0.302127  0.258663\n",
+      "15         1  0.976190  0.372599  1.579782  0.307961  0.001525\n",
+      "16         2  0.412698 -0.199118  1.024515  0.312157  0.186140\n",
+      "17         3  0.134921 -0.615384  0.885226  0.382816  0.724506\n",
+      "18         4  1.507937  0.700961  2.314912  0.411730  0.000250\n",
+      "19         5  1.920635  1.035289  2.805981  0.451716  0.000021\n",
+      "20         6  1.349206  0.793304  1.905109  0.283629  0.000002\n",
+      "21         7  1.111111  0.101001  2.121221  0.515372  0.031088\n",
+      "22         8  0.833333  0.095824  1.570842  0.376287  0.026786\n",
+      "23         9  1.396825  0.386041  2.407610  0.515716  0.006758\n",
+      "24        10  1.333333  0.583795  2.082871  0.382424  0.000489\n",
+      "25        11  1.730159  0.828178  2.632139  0.460203  0.000170\n",
+      "26        12  1.126984  0.586388  1.667580  0.275819  0.000044\n",
+      "27        13  1.269841  0.558016  1.981666  0.363183  0.000472\n",
+      "28        14  1.079365  0.372182  1.786548  0.360814  0.002776\n",
+      "29        15  1.666667  0.675656  2.657678  0.505627  0.000980\n",
+      "30        16  0.777778 -0.300925  1.856481  0.550369  0.157599\n",
+      "31        17  1.563492  0.618211  2.508773  0.482295  0.001188\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1400x700 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "=== Significance Summary ===\n",
+      "Pre-treatment significant: 12/14\n",
+      "Post-treatment significant: 14/18\n"
+     ]
+    }
+   ],
+   "source": [
+    "def event_study(df, treatment_date='2021-05-15'):\n",
+    "    \"\"\"\n",
+    "    Event study analysis for difference-in-differences\n",
+    "    \n",
+    "    Parameters:\n",
+    "    - df: DataFrame with columns [date, city, treated, downloads, post]\n",
+    "    - treatment_date: The event date when treatment starts (default: '2021-05-15')\n",
+    "    \"\"\"\n",
+    "    df_es = df.copy()\n",
+    "    \n",
+    "    # Convert date to datetime if needed\n",
+    "    if not pd.api.types.is_datetime64_any_dtype(df_es['date']):\n",
+    "        df_es['date'] = pd.to_datetime(df_es['date'])\n",
+    "    \n",
+    "    treatment_date = pd.Timestamp(treatment_date)\n",
+    "    \n",
+    "    # Create relative time (days from treatment date)\n",
+    "    df_es['rel_time'] = (df_es['date'] - treatment_date).dt.days\n",
+    "    \n",
+    "    # Set reference period as -1 (2021-05-14, day before treatment)\n",
+    "    reference_period = -1\n",
+    "    \n",
+    "    # Create dummy variables for each relative time period (excluding reference)\n",
+    "    time_dummies = pd.get_dummies(df_es['rel_time'], prefix='t', dtype=int)\n",
+    "    \n",
+    "    if f't_{reference_period}' in time_dummies.columns:\n",
+    "        time_dummies = time_dummies.drop(f't_{reference_period}', axis=1)\n",
+    "    \n",
+    "    # Interact time dummies with treatment status\n",
+    "    # Use Q() to escape variable names with special characters\n",
+    "    for col in time_dummies.columns:\n",
+    "        # Create interaction variable in dataframe\n",
+    "        var_name = f'treated_x_{col}'\n",
+    "        df_es[var_name] = df_es['treated'] * time_dummies[col]\n",
+    "    \n",
+    "    # Build formula using Q() for variable names with negative numbers\n",
+    "    interaction_terms = []\n",
+    "    for col in time_dummies.columns:\n",
+    "        var_name = f'treated_x_{col}'\n",
+    "        # Use Q() to quote variable names\n",
+    "        interaction_terms.append(f'Q(\"{var_name}\")')\n",
+    "    \n",
+    "    formula = f\"downloads ~ {' + '.join(interaction_terms)} + C(city) + C(date)\"\n",
+    "    \n",
+    "    # Fit model with clustered standard errors\n",
+    "    model = smf.ols(formula, data=df_es).fit(\n",
+    "        cov_type='cluster',\n",
+    "        cov_kwds={'groups': df_es['city']}\n",
+    "    )\n",
+    "    \n",
+    "    # Extract results\n",
+    "    results = []\n",
+    "    for param_name in model.params.index:\n",
+    "        if param_name.startswith('Q(\"treated_x_t_'):\n",
+    "            # Extract rel_time from parameter name\n",
+    "            rel_time_str = param_name.replace('Q(\"treated_x_t_', '').replace('\")', '')\n",
+    "            rel_time = int(rel_time_str)\n",
+    "            ci = model.conf_int().loc[param_name]\n",
+    "            \n",
+    "            results.append({\n",
+    "                'rel_time': rel_time,\n",
+    "                'att': model.params[param_name],\n",
+    "                'ci_low': ci[0],\n",
+    "                'ci_up': ci[1],\n",
+    "                'se': model.bse[param_name],\n",
+    "                'pvalue': model.pvalues[param_name]\n",
+    "            })\n",
+    "    \n",
+    "    # Add reference period (normalized to 0)\n",
+    "    results.append({\n",
+    "        'rel_time': reference_period,\n",
+    "        'att': 0.0,\n",
+    "        'ci_low': 0.0,\n",
+    "        'ci_up': 0.0,\n",
+    "        'se': 0.0,\n",
+    "        'pvalue': np.nan\n",
+    "    })\n",
+    "    \n",
+    "    results_df = pd.DataFrame(results).sort_values('rel_time').reset_index(drop=True)\n",
+    "    \n",
+    "    return results_df, model\n",
+    "\n",
+    "\n",
+    "\n",
+    "results_df, model = event_study(mkt_data, treatment_date='2021-05-15')\n",
+    "\n",
+    "\n",
+    "\n",
+    "# 결과 확인\n",
+    "print(\"=== Pre-treatment periods (2021-05-01 ~ 2021-05-14) ===\")\n",
+    "print(results_df[results_df['rel_time'] < 0])\n",
+    "\n",
+    "print(\"\\n=== Post-treatment periods (2021-05-15 onwards) ===\")\n",
+    "print(results_df[results_df['rel_time'] >= 0])\n",
+    "\n",
+    "\n",
+    "def plot_event_study(results_df, treatment_date='2021-05-15', alpha_level=0.05):\n",
+    "    fig, ax = plt.subplots(figsize=(14, 7))\n",
+    "    \n",
+    "    # Reference lines\n",
+    "    ax.axhline(y=0, color='gray', linestyle='--', linewidth=1, alpha=0.7)\n",
+    "    ax.axvline(x=-0.5, color='red', linestyle='--', linewidth=2, \n",
+    "               label=f'Treatment Start ({treatment_date})', alpha=0.7)\n",
+    "    \n",
+    "    # Split by significance\n",
+    "    pre_treat = results_df[results_df['rel_time'] < 0].copy()\n",
+    "    post_treat = results_df[results_df['rel_time'] >= 0].copy()\n",
+    "    \n",
+    "    # Pre-treatment - significant vs non-significant\n",
+    "    pre_sig = pre_treat[pre_treat['pvalue'] > alpha_level]\n",
+    "    pre_nonsig = pre_treat[pre_treat['pvalue'] <= alpha_level]\n",
+    "    \n",
+    "    # Post-treatment - significant vs non-significant  \n",
+    "    post_sig = post_treat[post_treat['pvalue'] < alpha_level]\n",
+    "    post_nonsig = post_treat[post_treat['pvalue'] >= alpha_level]\n",
+    "    \n",
+    "    # Plot non-significant (lighter color, hollow markers)\n",
+    "    if len(pre_nonsig) > 0:\n",
+    "        ax.errorbar(pre_nonsig['rel_time'], pre_nonsig['att'],\n",
+    "                    yerr=[pre_nonsig['att'] - pre_nonsig['ci_low'],\n",
+    "                          pre_nonsig['ci_up'] - pre_nonsig['att']],\n",
+    "                    fmt='o-', color='lightblue', capsize=4, capthick=1.5,\n",
+    "                    markersize=5, alpha=0.5, linewidth=1,\n",
+    "                    markerfacecolor='white', markeredgewidth=1.5)\n",
+    "    \n",
+    "    if len(post_nonsig) > 0:\n",
+    "        ax.errorbar(post_nonsig['rel_time'], post_nonsig['att'],\n",
+    "                    yerr=[post_nonsig['att'] - post_nonsig['ci_low'],\n",
+    "                          post_nonsig['ci_up'] - post_nonsig['att']],\n",
+    "                    fmt='o-', color='lightcoral', capsize=4, capthick=1.5,\n",
+    "                    markersize=5, alpha=0.5, linewidth=1,\n",
+    "                    markerfacecolor='white', markeredgewidth=1.5)\n",
+    "    \n",
+    "    # Plot significant (solid color, filled markers)\n",
+    "    if len(pre_sig) > 0:\n",
+    "        ax.errorbar(pre_sig['rel_time'], pre_sig['att'],\n",
+    "                    yerr=[pre_sig['att'] - pre_sig['ci_low'],\n",
+    "                          pre_sig['ci_up'] - pre_sig['att']],\n",
+    "                    fmt='o-', color='blue', capsize=4, capthick=1.5,\n",
+    "                    label='Pre-treatment (p<0.1)', markersize=6, alpha=0.9,\n",
+    "                    linewidth=2)\n",
+    "    \n",
+    "    if len(post_sig) > 0:\n",
+    "        ax.errorbar(post_sig['rel_time'], post_sig['att'],\n",
+    "                    yerr=[post_sig['att'] - post_sig['ci_low'],\n",
+    "                          post_sig['ci_up'] - post_sig['att']],\n",
+    "                    fmt='o-', color='red', capsize=4, capthick=1.5,\n",
+    "                    label='Post-treatment (p<0.1)', markersize=6, alpha=0.9,\n",
+    "                    linewidth=2)\n",
+    "    \n",
+    "    # Add gray background for significant post-treatment periods\n",
+    "    if len(post_sig) > 0:\n",
+    "        for _, row in post_sig.iterrows():\n",
+    "            ax.axvspan(row['rel_time']-0.4, row['rel_time']+0.4, \n",
+    "                      alpha=0.1, color='gray', zorder=0)\n",
+    "    \n",
+    "    # Legend\n",
+    "    from matplotlib.patches import Patch\n",
+    "    custom_lines = [\n",
+    "        plt.Line2D([0], [0], color='blue', marker='o', linewidth=2, \n",
+    "                   markersize=6, label='Pre-treatment (p<0.1)'),\n",
+    "        plt.Line2D([0], [0], color='red', marker='o', linewidth=2, \n",
+    "                   markersize=6, label='Post-treatment (p<0.1)'),\n",
+    "        plt.Line2D([0], [0], color='gray', marker='o', linewidth=1, \n",
+    "                   markersize=5, markerfacecolor='white', markeredgewidth=1.5,\n",
+    "                   label='Not significant (p≥0.1)', alpha=0.5),\n",
+    "        Patch(facecolor='gray', alpha=0.1, label='Significant period')\n",
+    "    ]\n",
+    "    ax.legend(handles=custom_lines, fontsize=10, loc='upper left')\n",
+    "    \n",
+    "    ax.set_xlabel('Days Relative to Treatment (2021-05-15)', fontsize=12)\n",
+    "    ax.set_ylabel('Treatment Effect on Downloads', fontsize=12)\n",
+    "    ax.set_title('Event Study: Dynamic Treatment Effects (Significance Highlighted)', \n",
+    "                 fontsize=14, fontweight='bold')\n",
+    "    ax.grid(True, alpha=0.3)\n",
+    "    \n",
+    "    plt.tight_layout()\n",
+    "    plt.show()\n",
+    "    \n",
+    "    # Print summary\n",
+    "    print(f\"\\n=== Significance Summary ===\")\n",
+    "    print(f\"Pre-treatment significant: {len(pre_sig)}/{len(pre_treat)}\")\n",
+    "    print(f\"Post-treatment significant: {len(post_sig)}/{len(post_treat)}\")\n",
+    "\n",
+    "plot_event_study(results_df, treatment_date='2021-05-15')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "id": "d0fa8ce2",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "============================================================\n",
+      "PRE-TREATMENT PARALLEL TRENDS TEST (F-test)\n",
+      "============================================================\n",
+      "H0: All pre-treatment effects = 0\n",
+      "Number of pre-treatment periods tested: 13\n",
+      "\n",
+      "F-statistic: 4.7658\n",
+      "p-value: 0.0000\n",
+      "\n",
+      "✗ Reject H0 (p=0.0000 < 0.05)\n",
+      "  → Pre-treatment parallel trends assumption is violated\n",
+      "============================================================\n",
+      "\n",
+      "=== Individual Pre-treatment Coefficients ===\n",
+      " rel_time       att   pvalue\n",
+      "      -14  0.317460 0.414864\n",
+      "      -13  0.642857 0.052014\n",
+      "      -12  0.865079 0.057045\n",
+      "      -11  0.452381 0.256666\n",
+      "      -10  0.269841 0.562187\n",
+      "       -9  0.857143 0.002710\n",
+      "       -8  0.317460 0.519038\n",
+      "       -7  0.515873 0.310327\n",
+      "       -6 -0.230159 0.666800\n",
+      "       -5  0.198413 0.574842\n",
+      "       -4  0.595238 0.289147\n",
+      "       -3  0.301587 0.395018\n",
+      "       -2  0.650794 0.098023\n",
+      "       -1  0.000000      NaN\n"
+     ]
+    }
+   ],
+   "source": [
+    "def test_pretrend(model, results_df):\n",
+    "    \"\"\"\n",
+    "    F-test for pre-treatment parallel trends\n",
+    "    Tests joint hypothesis that all pre-treatment coefficients = 0\n",
+    "    \"\"\"\n",
+    "    # Get pre-treatment interaction terms\n",
+    "    pre_periods = results_df[results_df['rel_time'] < 0]['rel_time'].values\n",
+    "    \n",
+    "    # Build hypothesis string for F-test\n",
+    "    hypotheses = []\n",
+    "    for rel_time in pre_periods:\n",
+    "        if rel_time != -1:  # Exclude reference period\n",
+    "            param_name = f'Q(\"treated_x_t_{rel_time}\")'\n",
+    "            hypotheses.append(f'{param_name} = 0')\n",
+    "    \n",
+    "    hypothesis_str = ', '.join(hypotheses)\n",
+    "    \n",
+    "    # Conduct F-test\n",
+    "    f_test = model.f_test(hypothesis_str)\n",
+    "    \n",
+    "    print(\"=\" * 60)\n",
+    "    print(\"PRE-TREATMENT PARALLEL TRENDS TEST (F-test)\")\n",
+    "    print(\"=\" * 60)\n",
+    "    print(f\"H0: All pre-treatment effects = 0\")\n",
+    "    print(f\"Number of pre-treatment periods tested: {len(hypotheses)}\")\n",
+    "    print(f\"\\nF-statistic: {f_test.fvalue:.4f}\")  # 인덱싱 제거\n",
+    "    print(f\"p-value: {f_test.pvalue:.4f}\")\n",
+    "    \n",
+    "    if f_test.pvalue > 0.05:\n",
+    "        print(f\"\\n✓ Cannot reject H0 (p={f_test.pvalue:.4f} > 0.05)\")\n",
+    "        print(\"  → Pre-treatment parallel trends assumption is satisfied\")\n",
+    "    else:\n",
+    "        print(f\"\\n✗ Reject H0 (p={f_test.pvalue:.4f} < 0.05)\")\n",
+    "        print(\"  → Pre-treatment parallel trends assumption is violated\")\n",
+    "    print(\"=\" * 60)\n",
+    "    \n",
+    "    return f_test\n",
+    "\n",
+    "\n",
+    "# 사용\n",
+    "results_df, model = event_study(mkt_data, treatment_date='2021-05-15')\n",
+    "f_test_result = test_pretrend(model, results_df)\n",
+    "\n",
+    "# 개별 계수도 확인\n",
+    "print(\"\\n=== Individual Pre-treatment Coefficients ===\")\n",
+    "pre_results = results_df[results_df['rel_time'] < 0].copy()\n",
+    "print(pre_results[['rel_time', 'att', 'pvalue']].to_string(index=False))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fabc7e46",
+   "metadata": {},
+   "source": [
+    "##### Event Study 결과 해석 \n",
+    "\n",
+    "\n",
+    "T-검정 결과, 처치 이전 기간(Day –14 ~ –1)의 대부분 시점에서 처치 효과의 신뢰구간이 0을 포함하였으나 t=-9에서는 그렇지 않은 모습을 볼 수 있습니다. 이를 통해 평행추세 가정(parallel trends assumption) 이 충족되지 않은 것을 볼 수 있습니다.\n",
+    "\n",
+    "처치 효과는 즉각적으로 나타나지 않았습니다. 처치 직후(Day 0–3)에는 대부분의 시점에서 신뢰구간이 0을 포함해 통계적으로 유의하지 않았으나, 약 4일 후부터 유의한 양(+)의 효과가 발생하기 시작했습니다. 이는 정책이 인지되고 확산되는 데 일정한 시차가 존재함을 시사합니다. Day 4 이후에는 대부분의 시점에서 통계적으로 유의한 효과가 지속적으로 관찰되었으며, 평균적으로 다운로드 수를 약 1.2 ~ 1.5건 증가시키는 것으로 나타났습니다.\n",
+    "\n",
+    "결론적으로, 처치는 다운로드 증가에 통계적으로 유의하고 실질적인 인과효과를 가지며, 그 효과는 일시적이지 않고 지속적으로 유지되었습니다. 다만 효과가 발현되기까지 약 4일의 시차가 존재하므로, 정책 평가 시에는 충분한 관찰 기간을 확보하는 것이 필요합니다.\n",
+    "\n",
+    "또한 F-검정 결과, 사전 13개 시점의 처치효과를 동시에 검정한 결과 F 통계량은 4.77, p-값은 0.0001 미만으로 나타나 평행추세 가정이 통계적으로 유의하게 위배되었습니다."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0b985fca",
+   "metadata": {},
+   "source": [
+    "### 4. DML을 이용한 DID\n",
+    "\n",
+    "- 공변량과 결과 변수, 공변량과 처치 변수 간의 복잡한 비선형 관계를 머신러닝 모델로 예측한 후, 이 잔차(residuals)를 사용하여 DiD 효과를 추정하는 방법입니다.\n",
+    "- 고차원적인 공변량을 유연하게 처리하고, 머신러닝의 예측력을 활용하여 잠재적인 편향을 줄입니다. 특히 이질적인 처치 효과를 다루는 데 강점이 있습니다.\n",
+    "- 다만, 모델 복잡성이 증가하고, 구현 및 해석이 어려울 수 있습니다."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "918e68d4",
+   "metadata": {},
+   "source": [
+    "##### Canonical DML-DiD 추정"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "id": "aff4394f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "======================================================================\n",
+      "Part 1: 전체 ATT 추정 (Canonical DML-DiD)\n",
+      "======================================================================\n",
+      "공변량 개수: 1 선택된 공변량 : ['city']\n",
+      "샘플 크기: 6400\n",
+      "유닛 수(region): 4, 시점 수: 32\n",
+      "처치 관측 수(1): 1376, 대조 관측 수(0): 5024\n",
+      "\n",
+      "======================================================================\n",
+      "추정 결과 (Canonical DML-DiD)\n",
+      "======================================================================\n",
+      "             coef   std err         t     P>|t|     2.5 %    97.5 %\n",
+      "treated  1.041638  0.410002  2.540567  0.011067  0.238049  1.845228\n",
+      "\n",
+      "ATT:        1.0416\n",
+      "표준오차:    0.4100\n",
+      "95% CI:     [0.2380, 1.8452]\n",
+      "\n",
+      "True ATT:   1.7209\n",
+      "Bias:       -0.6793\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Part 1: 전체 ATT 추정 (Canonical DML-DiD)\n",
+    "\n",
+    "# 0) 준비\n",
+    "from doubleml.data import DoubleMLPanelData\n",
+    "from doubleml import DoubleMLDID\n",
+    "from sklearn.ensemble import RandomForestRegressor, RandomForestClassifier\n",
+    "\n",
+    "print(\"=\" * 70)\n",
+    "print(\"Part 1: 전체 ATT 추정 (Canonical DML-DiD)\")\n",
+    "print(\"=\" * 70)\n",
+    "\n",
+    "# 1) 원본에서 시작 (id/time 더미화 금지!)\n",
+    "df = mkt_data_all.copy()\n",
+    "\n",
+    "# date가 datetime이 아니면 변환\n",
+    "df['date'] = pd.to_datetime(df['date'])\n",
+    "\n",
+    "# 2) 정수형 시점 인덱스 t 만들기 (정렬된 고유 날짜 기준 0,1,2,...)\n",
+    "unique_dates = sorted(df['date'].unique())\n",
+    "t_map = {d: i for i, d in enumerate(unique_dates)}\n",
+    "df['t'] = df['date'].map(t_map).astype(int)\n",
+    "\n",
+    "# 3) 공변량 선택\n",
+    "\n",
+    "#    - 결과/처치/식별자/시점/보조열(post, tau 등) 제외\n",
+    "drop_cols = {'downloads', 'treated', 'region', 'date', 't', 'post', 'tau'}\n",
+    "x_cols = [c for c in df.columns if c not in drop_cols]\n",
+    "\n",
+    "print(f\"공변량 개수: {len(x_cols)}\",f\"선택된 공변량 : {x_cols}\")\n",
+    "\n",
+    "print(f\"샘플 크기: {len(df)}\")\n",
+    "print(f\"유닛 수(region): {df['region'].nunique()}, 시점 수: {df['t'].nunique()}\")\n",
+    "print(f\"처치 관측 수(1): {(df['treated']==1).sum()}, 대조 관측 수(0): {(df['treated']==0).sum()}\")\n",
+    "\n",
+    "# 4) DoubleMLPanelData 구성\n",
+    "mkt_dml_data = DoubleMLPanelData(\n",
+    "    data=df,\n",
+    "    y_col='downloads',   # 종속변수\n",
+    "    d_cols='treated',    # 시점별 처치여부(0/1) -> canonical DML-DiD\n",
+    "    id_col='region',     # 유닛 식별자 (더미화 금지)\n",
+    "    t_col='t',           # 정수형 시점\n",
+    "    x_cols=x_cols        # 사전 통제변수\n",
+    "    # 정수 t를 쓰므로 datetime_unit 생략 (date를 t_col로 쓸 때만 'd','M' 등 지정)\n",
+    ")\n",
+    "\n",
+    "# 5) Learners (canonical DML-DiD)\n",
+    "ml_g = RandomForestRegressor(max_depth=5, n_estimators=200, random_state=42)\n",
+    "ml_m = RandomForestClassifier(max_depth=3, n_estimators=200, random_state=42)\n",
+    "\n",
+    "# 6) Canonical DML-DiD (전체 ATT)\n",
+    "dml_did = DoubleMLDID(\n",
+    "    obj_dml_data=mkt_dml_data,\n",
+    "    ml_g=ml_g,\n",
+    "    ml_m=ml_m,\n",
+    "    score='observational'   \n",
+    ")\n",
+    "# 7) 추정 실행\n",
+    "dml_did.fit()\n",
+    "\n",
+    "# 8) 결과 출력\n",
+    "print(\"\\n\" + \"=\" * 70)\n",
+    "print(\"추정 결과 (Canonical DML-DiD)\")\n",
+    "print(\"=\" * 70)\n",
+    "print(dml_did.summary)\n",
+    "\n",
+    "att = float(dml_did.coef[0])\n",
+    "se  = float(dml_did.se[0])\n",
+    "confint = dml_did.confint(level=0.95)\n",
+    "\n",
+    "print(f\"\\nATT:        {att:.4f}\")\n",
+    "print(f\"표준오차:    {se:.4f}\")\n",
+    "print(f\"95% CI:     [{confint['2.5 %'].iloc[0]:.4f}, {confint['97.5 %'].iloc[0]:.4f}]\")\n",
+    "\n",
+    "#  True ATT와 비교\n",
+    "if {'tau', 'post', 'treated'}.issubset(df.columns):\n",
+    "    true_att = df.loc[(df['treated'] == 1) & (df['post'] == 1), 'tau'].mean()\n",
+    "    print(f\"\\nTrue ATT:   {true_att:.4f}\")\n",
+    "    print(f\"Bias:       {att - true_att:.4f}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "769389cf",
+   "metadata": {},
+   "source": [
+    "##### Dynamic DML-DiD"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "478bc3f6",
+   "metadata": {},
+   "source": [
+    "먼저 DML-DiD를 구하기 위해 DoubleMLPanelData 객체를 생성하기 전, 데이터를 DoubleML이 인식 가능한 형태로 변환을 하도록 하겠습니다.\n",
+    "\n",
+    "DoubleMLPanelData는 t_col(시간)과 d_cols(처치시점)이 숫자형이어야 합니다.\n",
+    "\t•\t날짜(2021-06-20)를 하이픈 제거 후 20210620.0 형식의 float 값으로 변환.\n",
+    "\t•\tnever-treated 집단(2100-01-01) 은 실제 존재하지 않는 미래 시점이므로\n",
+    "np.inf로 치환해 “끝까지 처치받지 않은 집단”으로 구분하도록 하겠습니다."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 237,
+   "id": "8824f7ca",
+   "metadata": {},
    "outputs": [],
    "source": [
-    "import pandas as pd\n",
     "\n",
-    "# comment"
+    "# Set values for treatment group indicator for never-treated to np.inf\n",
+    "dynamic_df = mkt_data_cohorts.copy(deep=True)\n",
+    "\n",
+    "# 날짜와 코호트를 숫자로 변환 (하이픈 제거)\n",
+    "dynamic_df[\"date_num\"] = dynamic_df[\"date\"].astype(str).str.replace(\"-\", \"\").astype(float)\n",
+    "dynamic_df[\"cohort_num\"] = dynamic_df[\"cohort\"].astype(str).str.replace(\"-\", \"\")\n",
+    "dynamic_df[\"cohort_num\"] = dynamic_df[\"cohort_num\"].replace(\"21000101\", np.inf).astype(float)\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "199ddf14",
+   "metadata": {},
+   "source": [
+    "범주형 지역 코드를 숫자로 변환 (W→1, N→2, S→3, E→4) 하여 ML 기반 머신러닝(RandomForest 등)에 입력 가능하도록 하겠습니다.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 238,
+   "id": "60bc2744",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "================== DoubleMLPanelData Object ==================\n",
+      "\n",
+      "------------------ Data summary      ------------------\n",
+      "Outcome variable: downloads\n",
+      "Treatment variable(s): ['cohort_num']\n",
+      "Covariates: ['region_numeric']\n",
+      "Instrument variable(s): None\n",
+      "Time variable: date_num\n",
+      "Id variable: city\n",
+      "No. Unique Ids: 200\n",
+      "No. Observations: 18400\n",
+      "\n",
+      "------------------ DataFrame info    ------------------\n",
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 18400 entries, 0 to 18399\n",
+      "Columns: 11 entries, date to region_numeric\n",
+      "dtypes: datetime64[ns](2), float64(4), int64(4), object(1)\n",
+      "memory usage: 1.5+ MB\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "\n",
+    "dynamic_df[\"region_numeric\"] = dynamic_df[\"region\"].map({\n",
+    "    \"W\": 1,\n",
+    "    \"N\": 2,\n",
+    "    \"S\": 3,\n",
+    "    \"E\": 4\n",
+    "})\n",
+    "\n",
+    "\n",
+    "\n",
+    "dml_data = DoubleMLPanelData(\n",
+    "    data=dynamic_df,\n",
+    "    y_col=\"downloads\",\n",
+    "    d_cols=\"cohort_num\",\n",
+    "    id_col=\"city\",\n",
+    "    t_col=\"date_num\",\n",
+    "    x_cols=['region_numeric']\n",
+    ")\n",
+    "print(dml_data)\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 208,
+   "id": "f527ac40",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                                           coef   std err         t  \\\n",
+      "ATT(20210515.0,20210501.0,20210502.0)  0.113462  0.187135  0.606311   \n",
+      "ATT(20210515.0,20210502.0,20210503.0)  0.047835  0.203737  0.234788   \n",
+      "ATT(20210515.0,20210503.0,20210504.0) -0.208695  0.207279 -1.006830   \n",
+      "ATT(20210515.0,20210504.0,20210505.0) -0.004091  0.178870 -0.022869   \n",
+      "ATT(20210515.0,20210505.0,20210506.0)  0.169350  0.183566  0.922553   \n",
+      "...                                         ...       ...       ...   \n",
+      "ATT(20210620.0,20210619.0,20210727.0)  3.083385  0.554611  5.559548   \n",
+      "ATT(20210620.0,20210619.0,20210728.0)  3.000912  0.526801  5.696476   \n",
+      "ATT(20210620.0,20210619.0,20210729.0)  2.814900  0.526585  5.345581   \n",
+      "ATT(20210620.0,20210619.0,20210730.0)  2.512955  0.578867  4.341164   \n",
+      "ATT(20210620.0,20210619.0,20210731.0)  2.628038  0.587708  4.471672   \n",
+      "\n",
+      "                                              P>|t|     2.5 %    97.5 %  \n",
+      "ATT(20210515.0,20210501.0,20210502.0)  5.443082e-01 -0.253316  0.480240  \n",
+      "ATT(20210515.0,20210502.0,20210503.0)  8.143729e-01 -0.351482  0.447152  \n",
+      "ATT(20210515.0,20210503.0,20210504.0)  3.140164e-01 -0.614955  0.197565  \n",
+      "ATT(20210515.0,20210504.0,20210505.0)  9.817549e-01 -0.354670  0.346488  \n",
+      "ATT(20210515.0,20210505.0,20210506.0)  3.562401e-01 -0.190434  0.529133  \n",
+      "...                                             ...       ...       ...  \n",
+      "ATT(20210620.0,20210619.0,20210727.0)  2.704741e-08  1.996368  4.170402  \n",
+      "ATT(20210620.0,20210619.0,20210728.0)  1.223090e-08  1.968400  4.033424  \n",
+      "ATT(20210620.0,20210619.0,20210729.0)  9.012772e-08  1.782813  3.846987  \n",
+      "ATT(20210620.0,20210619.0,20210730.0)  1.417298e-05  1.378397  3.647512  \n",
+      "ATT(20210620.0,20210619.0,20210731.0)  7.761038e-06  1.476151  3.779924  \n",
+      "\n",
+      "[273 rows x 6 columns]\n"
+     ]
+    }
+   ],
+   "source": [
+    "\n",
+    "\n",
+    "from doubleml.did import DoubleMLDIDMulti\n",
+    "\n",
+    "\n",
+    "dml_obj = DoubleMLDIDMulti(\n",
+    "    obj_dml_data=dml_data,\n",
+    "    ml_g=RandomForestRegressor(max_depth=3, n_estimators=100, random_state=42),\n",
+    "    ml_m=RandomForestClassifier(max_depth=3, n_estimators=100, random_state=42),\n",
+    "    control_group=\"not_yet_treated\",\n",
+    "    n_folds=5\n",
+    ")\n",
+    "dml_obj.fit()\n",
+    "\n",
+    "\n",
+    "print(dml_obj.summary)\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "76844d30",
+   "metadata": {},
+   "source": [
+    "Dynamic DiD 신뢰구간 계산"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 209,
+   "id": "42f9630e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                                          2.5 %    97.5 %\n",
+      "ATT(20210515.0,20210501.0,20210502.0) -0.553618  0.780542\n",
+      "ATT(20210515.0,20210502.0,20210503.0) -0.678425  0.774095\n",
+      "ATT(20210515.0,20210503.0,20210504.0) -0.947583  0.530193\n",
+      "ATT(20210515.0,20210504.0,20210505.0) -0.641708  0.633527\n",
+      "ATT(20210515.0,20210505.0,20210506.0) -0.485008  0.823707\n",
+      "...                                         ...       ...\n",
+      "ATT(20210620.0,20210619.0,20210727.0)  1.106367  5.060404\n",
+      "ATT(20210620.0,20210619.0,20210728.0)  1.123025  4.878799\n",
+      "ATT(20210620.0,20210619.0,20210729.0)  0.937786  4.692014\n",
+      "ATT(20210620.0,20210619.0,20210730.0)  0.449472  4.576438\n",
+      "ATT(20210620.0,20210619.0,20210731.0)  0.533037  4.723038\n",
+      "\n",
+      "[273 rows x 2 columns]\n"
+     ]
+    }
+   ],
+   "source": [
+    "level = 0.95\n",
+    "\n",
+    "ci = dml_obj.confint(level=level)\n",
+    "dml_obj.bootstrap(n_rep_boot=5000)\n",
+    "ci_joint = dml_obj.confint(level=level, joint=True)\n",
+    "print(ci_joint)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 214,
+   "id": "2a2d6c43",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x800 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "\n",
+    "fig, axes = dml_obj.plot_effects(title=\"Estimated ATTs by Group\")\n",
+    "\n",
+    "# 1️⃣ 날짜 매핑 딕셔너리\n",
+    "date_map = dict(zip(dynamic_df[\"date_num\"].astype(float), dynamic_df[\"date\"].astype(str)))\n",
+    "\n",
+    "# 2️⃣ 보정용 키 리스트\n",
+    "keys = np.array(list(date_map.keys()))\n",
+    "\n",
+    "# 3️⃣ 각 subplot에 대해 x축 레이블 설정\n",
+    "for ax in axes:\n",
+    "    xticks = ax.get_xticks()\n",
+    "    labels = []\n",
+    "    for x in xticks:\n",
+    "        # 가장 가까운 키(날짜 번호) 찾기\n",
+    "        nearest_key = keys[np.argmin(np.abs(keys - x))]\n",
+    "        labels.append(date_map[nearest_key])\n",
+    "    ax.set_xticklabels(labels, rotation=45, ha=\"right\")\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2b188722",
+   "metadata": {},
+   "source": [
+    "**Event Study Aggregation**\n",
+    "\n",
+    "Staggered DiD구조에서는 각 집단이 서로 다른 시점에 처치를 받기 때문에, 단순히 하나의 평균 ATT(평균 처치효과)만으로는 정책 효과의 시간적 변화를 해석하기 어렵습니다. 따라서 DoubleML에서는 did-R 패키지(Callaway & Sant’Anna, 2021)의 구조를 따라, aggregate(\"eventstudy\") 옵션을 통해  Dynamic DiD시점으로 데이터를 바라봐 각 코호트의 결과를 처치 시점을 기준으로 재정렬하여 “처치 전·후 상대적 시점(exposure time)”별로 평균화하는 기능을 제공합니다.\n",
+    "\n",
+    "이를 통해 정책 효과가 시점에 따라 어떻게 변화하는지를 직관적으로 확인할 수 있습니다."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3e04a9d8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "================== DoubleMLDIDAggregation Object ==================\n",
+      " Event Study Aggregation \n",
+      "\n",
+      "------------------ Overall Aggregated Effects ------------------\n",
+      "    coef  std err         t  P>|t|    2.5 %   97.5 %\n",
+      "2.133237 0.194685 10.957394    0.0 1.751662 2.514812\n",
+      "------------------ Aggregated Effects         ------------------\n",
+      "            coef   std err          t         P>|t|     2.5 %    97.5 %\n",
+      "-118.0 -0.175253  0.203902  -0.859496  3.900672e-01 -0.574894  0.224388\n",
+      "-117.0  0.003577  0.218976   0.016334  9.869683e-01 -0.425609  0.432762\n",
+      "-116.0  0.104438  0.207202   0.504040  6.142335e-01 -0.301670  0.510546\n",
+      "-115.0  0.269178  0.192924   1.395258  1.629382e-01 -0.108945  0.647302\n",
+      "-114.0 -0.400133  0.173853  -2.301564  2.135979e-02 -0.740878 -0.059388\n",
+      "-113.0 -0.124440  0.216674  -0.574320  5.657515e-01 -0.549112  0.300232\n",
+      "-112.0 -0.101301  0.213121  -0.475320  6.345587e-01 -0.519010  0.316408\n",
+      "-111.0  0.453398  0.188682   2.402969  1.626257e-02  0.083587  0.823209\n",
+      "-110.0  0.026918  0.180846   0.148847  8.816746e-01 -0.327533  0.381370\n",
+      "-109.0 -0.138248  0.195934  -0.705586  4.804458e-01 -0.522272  0.245776\n",
+      "-108.0  0.098615  0.187208   0.526766  5.983558e-01 -0.268307  0.465537\n",
+      "-107.0  0.125270  0.213359   0.587133  5.571143e-01 -0.292906  0.543446\n",
+      "-106.0 -0.286060  0.171872  -1.664373  9.603784e-02 -0.622923  0.050804\n",
+      "-105.0  0.377167  0.192436   1.959957  5.000080e-02 -0.000001  0.754335\n",
+      "-104.0 -0.144513  0.200980  -0.719039  4.721167e-01 -0.538427  0.249401\n",
+      "-103.0 -0.242945  0.192466  -1.262275  2.068498e-01 -0.620172  0.134282\n",
+      "-102.0  0.017155  0.141572   0.121176  9.035514e-01 -0.260321  0.294632\n",
+      "-101.0 -0.077895  0.154051  -0.505642  6.131082e-01 -0.379829  0.224040\n",
+      "-100.0  0.219600  0.161627   1.358689  1.742452e-01 -0.097182  0.536383\n",
+      "-99.0  -0.295215  0.145667  -2.026647  4.269849e-02 -0.580717 -0.009714\n",
+      "-98.0   0.126548  0.131119   0.965141  3.344744e-01 -0.130440  0.383536\n",
+      "-97.0   0.033790  0.144290   0.234183  8.148428e-01 -0.249012  0.316593\n",
+      "-96.0  -0.086475  0.141056  -0.613058  5.398383e-01 -0.362939  0.189989\n",
+      "-95.0   0.176240  0.134806   1.307356  1.910918e-01 -0.087976  0.440456\n",
+      "-94.0  -0.161809  0.143081  -1.130891  2.581010e-01 -0.442242  0.118624\n",
+      "-93.0   0.004054  0.145816   0.027801  9.778212e-01 -0.281741  0.289849\n",
+      "-92.0   0.089464  0.151248   0.591504  5.541827e-01 -0.206976  0.385903\n",
+      "-91.0  -0.221629  0.141554  -1.565689  1.174215e-01 -0.499069  0.055811\n",
+      "-90.0   0.236631  0.128162   1.846344  6.484232e-02 -0.014562  0.487824\n",
+      "-89.0  -0.249907  0.135028  -1.850777  6.420159e-02 -0.514556  0.014743\n",
+      "-88.0   0.039921  0.193329   0.206491  8.364074e-01 -0.338997  0.418839\n",
+      "-87.0   0.333704  0.197294   1.691400  9.076040e-02 -0.052986  0.720394\n",
+      "-86.0  -0.207899  0.223686  -0.929424  3.526692e-01 -0.646315  0.230517\n",
+      "-85.0   0.254268  0.216567   1.174085  2.403608e-01 -0.170195  0.678731\n",
+      "-84.0  -0.282188  0.221205  -1.275687  2.020663e-01 -0.715742  0.151366\n",
+      "-83.0   0.108325  0.216018   0.501464  6.160448e-01 -0.315062  0.531712\n",
+      "-82.0  -0.087008  0.194805  -0.446641  6.551341e-01 -0.468818  0.294802\n",
+      "-81.0  -0.291397  0.214178  -1.360540  1.736592e-01 -0.711177  0.128383\n",
+      "-80.0   0.300083  0.207374   1.447066  1.478784e-01 -0.106361  0.706528\n",
+      "-79.0   0.080753  0.193483   0.417363  6.764126e-01 -0.298466  0.459972\n",
+      "-78.0  -0.278985  0.200186  -1.393630  1.634294e-01 -0.671341  0.113372\n",
+      "-77.0   0.412305  0.228071   1.807793  7.063876e-02 -0.034706  0.859315\n",
+      "-76.0  -0.253572  0.220167  -1.151729  2.494325e-01 -0.685092  0.177947\n",
+      "-75.0   0.268911  0.225551   1.192237  2.331683e-01 -0.173162  0.710983\n",
+      "-74.0  -0.396837  0.196347  -2.021098  4.326959e-02 -0.781670 -0.012004\n",
+      "-73.0   0.241767  0.201326   1.200873  2.298006e-01 -0.152825  0.636360\n",
+      "-19.0  -0.034599  0.222717  -0.155348  8.765473e-01 -0.471117  0.401920\n",
+      "-18.0  -0.133960  0.222527  -0.601996  5.471766e-01 -0.570105  0.302184\n",
+      "-17.0  -0.219070  0.231594  -0.945921  3.441889e-01 -0.672986  0.234846\n",
+      "-16.0  -0.068694  0.258708  -0.265529  7.906020e-01 -0.575752  0.438363\n",
+      "-15.0   0.411098  0.295330   1.391994  1.639243e-01 -0.167739  0.989935\n",
+      "-14.0  -0.405947  0.279921  -1.450221  1.469969e-01 -0.954581  0.142688\n",
+      "-13.0   0.075402  0.152132   0.495631  6.201544e-01 -0.222772  0.373575\n",
+      "-12.0   0.123958  0.161386   0.768080  4.424394e-01 -0.192353  0.440268\n",
+      "-11.0  -0.094140  0.163363  -0.576263  5.644377e-01 -0.414324  0.226045\n",
+      "-10.0  -0.069105  0.144201  -0.479225  6.317786e-01 -0.351734  0.213524\n",
+      "-9.0    0.240989  0.162943   1.478975  1.391471e-01 -0.078374  0.560352\n",
+      "-8.0    0.077976  0.164241   0.474767  6.349534e-01 -0.243930  0.399882\n",
+      "-7.0    0.059023  0.160319   0.368159  7.127544e-01 -0.255196  0.373241\n",
+      "-6.0   -0.406838  0.150416  -2.704746  6.835664e-03 -0.701649 -0.112027\n",
+      "-5.0    0.180776  0.159539   1.133118  2.571648e-01 -0.131914  0.493467\n",
+      "-4.0    0.358928  0.145393   2.468664  1.356185e-02  0.073962  0.643894\n",
+      "-3.0   -0.072469  0.129666  -0.558890  5.762367e-01 -0.326610  0.181672\n",
+      "-2.0    0.064116  0.130066   0.492948  6.220493e-01 -0.190809  0.319041\n",
+      "-1.0   -0.072705  0.122713  -0.592478  5.535309e-01 -0.313217  0.167808\n",
+      "0.0    -0.006169  0.122778  -0.050244  9.599278e-01 -0.246810  0.234472\n",
+      "1.0     0.530921  0.120802   4.394967  1.107896e-05  0.294153  0.767689\n",
+      "2.0     0.951605  0.137525   6.919517  4.531930e-12  0.682061  1.221148\n",
+      "3.0     1.268581  0.187070   6.781309  1.190914e-11  0.901930  1.635232\n",
+      "4.0     1.863268  0.195839   9.514273  0.000000e+00  1.479430  2.247106\n",
+      "5.0     2.207388  0.214131  10.308595  0.000000e+00  1.787699  2.627077\n",
+      "6.0     2.204625  0.224647   9.813735  0.000000e+00  1.764325  2.644924\n",
+      "7.0     2.214067  0.227377   9.737405  0.000000e+00  1.768415  2.659718\n",
+      "8.0     2.069426  0.218829   9.456840  0.000000e+00  1.640530  2.498322\n",
+      "9.0     2.291699  0.234154   9.787142  0.000000e+00  1.832765  2.750633\n",
+      "10.0    2.244283  0.209154  10.730269  0.000000e+00  1.834348  2.654218\n",
+      "11.0    1.728200  0.225452   7.665492  1.776357e-14  1.286323  2.170078\n",
+      "12.0    1.969456  0.219609   8.968000  0.000000e+00  1.539030  2.399882\n",
+      "13.0    1.977188  0.214515   9.217010  0.000000e+00  1.556746  2.397629\n",
+      "14.0    2.006690  0.222713   9.010201  0.000000e+00  1.570180  2.443200\n",
+      "15.0    1.829623  0.222851   8.210083  2.220446e-16  1.392844  2.266403\n",
+      "16.0    2.044418  0.242347   8.435915  0.000000e+00  1.569427  2.519409\n",
+      "17.0    2.120419  0.360803   5.876946  4.179036e-09  1.413258  2.827580\n",
+      "18.0    2.007500  0.337656   5.945394  2.757921e-09  1.345706  2.669294\n",
+      "19.0    2.157055  0.361978   5.959084  2.536563e-09  1.447592  2.866518\n",
+      "20.0    2.151000  0.311424   6.906987  4.950484e-12  1.540621  2.761380\n",
+      "21.0    1.856903  0.337689   5.498858  3.822588e-08  1.195045  2.518761\n",
+      "22.0    1.594584  0.359405   4.436727  9.133721e-06  0.890162  2.299006\n",
+      "23.0    2.061339  0.328508   6.274857  3.499554e-10  1.417475  2.705202\n",
+      "24.0    2.289951  0.347372   6.592222  4.332912e-11  1.609115  2.970787\n",
+      "25.0    2.317547  0.344362   6.729974  1.696931e-11  1.642610  2.992484\n",
+      "26.0    2.260851  0.325727   6.940938  3.895106e-12  1.622438  2.899265\n",
+      "81.0    2.681955  0.532796   5.033739  4.810047e-07  1.637694  3.726215\n",
+      "82.0    3.122279  0.556410   5.611471  2.006135e-08  2.031735  4.212822\n",
+      "83.0    3.020676  0.516820   5.844733  5.073813e-09  2.007727  4.033624\n",
+      "84.0    2.930960  0.545672   5.371287  7.817666e-08  1.861463  4.000458\n",
+      "85.0    2.827874  0.553150   5.112305  3.182516e-07  1.743719  3.912028\n",
+      "86.0    2.683033  0.311714   8.607362  0.000000e+00  2.072085  3.293981\n",
+      "87.0    2.398529  0.299999   7.995113  1.332268e-15  1.810541  2.986516\n",
+      "88.0    2.369784  0.319755   7.411248  1.250111e-13  1.743075  2.996492\n",
+      "89.0    2.606313  0.319492   8.157681  4.440892e-16  1.980120  3.232505\n",
+      "90.0    2.606481  0.336016   7.757018  8.659740e-15  1.947902  3.265060\n",
+      "91.0    2.184510  0.281940   7.748150  9.325873e-15  1.631918  2.737101\n",
+      "92.0    2.559300  0.314692   8.132719  4.440892e-16  1.942515  3.176085\n",
+      "93.0    2.360272  0.299432   7.882501  3.108624e-15  1.773396  2.947147\n",
+      "94.0    2.504479  0.306197   8.179316  2.220446e-16  1.904345  3.104613\n",
+      "95.0    2.394538  0.299274   8.001152  1.332268e-15  1.807971  2.981104\n",
+      "96.0    2.392109  0.311452   7.680506  1.576517e-14  1.781675  3.002544\n",
+      "97.0    2.350966  0.227377  10.339519  0.000000e+00  1.905316  2.796616\n",
+      "98.0    2.342899  0.239253   9.792537  0.000000e+00  1.873970  2.811827\n",
+      "99.0    2.231867  0.233960   9.539523  0.000000e+00  1.773314  2.690420\n",
+      "100.0   2.174605  0.233806   9.300903  0.000000e+00  1.716354  2.632856\n",
+      "101.0   2.116045  0.236739   8.938321  0.000000e+00  1.652046  2.580044\n",
+      "102.0   2.382230  0.233424  10.205597  0.000000e+00  1.924728  2.839733\n",
+      "103.0   2.194967  0.239216   9.175675  0.000000e+00  1.726113  2.663822\n",
+      "104.0   2.207687  0.239795   9.206577  0.000000e+00  1.737699  2.677676\n",
+      "105.0   2.291134  0.245938   9.315906  0.000000e+00  1.809105  2.773164\n",
+      "106.0   2.419642  0.234150  10.333742  0.000000e+00  1.960717  2.878566\n",
+      "107.0   2.316106  0.248444   9.322463  0.000000e+00  1.829166  2.803046\n",
+      "108.0   2.339001  0.254276   9.198671  0.000000e+00  1.840629  2.837373\n",
+      "109.0   2.213228  0.237398   9.322866  0.000000e+00  1.747937  2.678519\n",
+      "110.0   2.103238  0.244700   8.595171  0.000000e+00  1.623635  2.582841\n",
+      "111.0   2.109819  0.241779   8.726221  0.000000e+00  1.635940  2.583697\n",
+      "112.0   1.987868  0.224851   8.840802  0.000000e+00  1.547167  2.428568\n",
+      "113.0   2.104286  0.247458   8.503625  0.000000e+00  1.619279  2.589294\n",
+      "114.0   2.249687  0.263804   8.527874  0.000000e+00  1.732641  2.766733\n",
+      "115.0   2.021470  0.244385   8.271671  2.220446e-16  1.542485  2.500455\n",
+      "116.0   2.185273  0.335254   6.518270  7.112311e-11  1.528188  2.842358\n",
+      "117.0   2.354160  0.374521   6.285784  3.262028e-10  1.620112  3.088209\n",
+      "118.0   2.648073  0.363676   7.281402  3.304024e-13  1.935281  3.360866\n",
+      "119.0   2.430199  0.360303   6.744874  1.531597e-11  1.724018  3.136381\n",
+      "120.0   2.133212  0.351224   6.073655  1.250313e-09  1.444826  2.821598\n",
+      "121.0   2.023603  0.346704   5.836693  5.324712e-09  1.344076  2.703129\n",
+      "122.0   2.263080  0.336040   6.734556  1.644307e-11  1.604454  2.921706\n",
+      "123.0   2.245015  0.366813   6.120326  9.338386e-10  1.526075  2.963956\n",
+      "124.0   2.174761  0.372263   5.842003  5.157701e-09  1.445139  2.904383\n",
+      "125.0   2.032205  0.344673   5.896042  3.723240e-09  1.356659  2.707751\n",
+      "126.0   1.927568  0.350658   5.497010  3.862849e-08  1.240292  2.614845\n",
+      "127.0   1.981014  0.318623   6.217418  5.054022e-10  1.356524  2.605505\n",
+      "186.0   2.091696  0.328345   6.370414  1.885190e-10  1.448151  2.735241\n",
+      "187.0   2.102771  0.374046   5.621688  1.891004e-08  1.369654  2.835889\n",
+      "188.0   2.176215  0.333466   6.526057  6.752376e-11  1.522634  2.829795\n",
+      "189.0   2.064952  0.350252   5.895610  3.733006e-09  1.378470  2.751434\n",
+      "190.0   2.000229  0.372752   5.366112  8.045211e-08  1.269649  2.730810\n",
+      "191.0   2.439994  0.372014   6.558879  5.421352e-11  1.710860  3.169128\n",
+      "192.0   1.754829  0.360673   4.865426  1.142107e-06  1.047923  2.461736\n",
+      "193.0   1.905085  0.362795   5.251126  1.511719e-07  1.194019  2.616151\n",
+      "194.0   2.111506  0.368774   5.725746  1.029803e-08  1.388723  2.834290\n",
+      "195.0   1.856952  0.332957   5.577158  2.444799e-08  1.204369  2.509535\n",
+      "196.0   1.730786  0.347648   4.978562  6.405844e-07  1.049409  2.412163\n",
+      "197.0   2.143965  0.357991   5.988879  2.112920e-09  1.442316  2.845615\n",
+      "198.0   1.990532  0.358077   5.558941  2.714159e-08  1.288713  2.692350\n",
+      "199.0   1.878999  0.372707   5.041493  4.619138e-07  1.148507  2.609491\n",
+      "200.0   2.069288  0.349270   5.924615  3.130296e-09  1.384732  2.753844\n",
+      "201.0   2.152086  0.324164   6.638874  3.160872e-11  1.516736  2.787436\n",
+      "202.0   2.184113  0.349025   6.257752  3.905667e-10  1.500036  2.868190\n",
+      "203.0   2.240531  0.328243   6.825832  8.741674e-12  1.597187  2.883876\n",
+      "204.0   1.990521  0.367188   5.420984  5.927201e-08  1.270845  2.710196\n",
+      "205.0   2.180301  0.352683   6.182042  6.327767e-10  1.489055  2.871547\n",
+      "206.0   2.219939  0.364366   6.092609  1.110854e-09  1.505795  2.934083\n",
+      "207.0   1.987718  0.362002   5.490898  3.998948e-08  1.278206  2.697229\n",
+      "208.0   2.205234  0.336569   6.552093  5.673639e-11  1.545570  2.864897\n",
+      "209.0   2.403902  0.360053   6.676531  2.446643e-11  1.698212  3.109592\n",
+      "210.0   1.891928  0.362148   5.224188  1.749210e-07  1.182131  2.601725\n",
+      "211.0   1.940937  0.374213   5.186713  2.140377e-07  1.207492  2.674381\n",
+      "212.0   2.214070  0.381017   5.810944  6.212145e-09  1.467290  2.960850\n",
+      "213.0   2.274264  0.379113   5.998912  1.986434e-09  1.531216  3.017311\n",
+      "214.0   1.955533  0.387393   5.047928  4.466285e-07  1.196256  2.714810\n",
+      "215.0   1.685365  0.342158   4.925695  8.406122e-07  1.014748  2.355982\n",
+      "216.0   1.735205  0.342997   5.058955  4.215613e-07  1.062944  2.407466\n",
+      "------------------ Additional Information     ------------------\n",
+      "Score function: observational\n",
+      "Control group: not_yet_treated\n",
+      "Anticipation periods: 0\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# rerun bootstrap for valid simultaneous inference (as values are not saved)\n",
+    "dml_obj.bootstrap(n_rep_boot=5000)\n",
+    "aggregated_eventstudy = dml_obj.aggregate(\"eventstudy\")\n",
+    "# run bootstrap to obtain simultaneous confidence intervals\n",
+    "aggregated_eventstudy.aggregated_frameworks.bootstrap()\n",
+    "print(aggregated_eventstudy)\n",
+    "fig, ax = aggregated_eventstudy.plot_effects()\n",
+    "\n",
+    "ax.set_title(\"Event-Study Aggregated Treatment Effects\", fontsize=14)\n",
+    "ax.set_xlabel(\"Periods Relative to Treatment\", fontsize=12)\n",
+    "ax.set_ylabel(\"Average Treatment Effect on Treated (ATT)\", fontsize=12)\n",
+    "\n",
+    "# 1️⃣ 현재 xticks 불러오기\n",
+    "xticks = ax.get_xticks()\n",
+    "\n",
+    "# 2️⃣ 0 포함하면서 간격 조정 (예: 10 간격마다 표시)\n",
+    "xticks_to_show = sorted(set([0] + list(xticks[::10])))  \n",
+    "ax.set_xticks(xticks_to_show)\n",
+    "ax.tick_params(axis='x', rotation=45)\n",
+    "\n",
+    "# 3️⃣ 처치 시점(0) 강조선 추가\n",
+    "ax.axvline(10.8*6, color='red', linestyle='--', linewidth=1.5)\n",
+    "ax.text(9*5, ax.get_ylim()[1]*0.9, \"Treatment Start\", color='red', fontsize=10)\n",
+    "\n",
+    "# 4️⃣ 시각적 여백 및 격자\n",
+    "ax.margins(x=0.02)\n",
+    "ax.grid(alpha=0.3)\n",
+    "fig.tight_layout()\n",
+    "\n",
+    "\n",
+    "plt.show()"
    ]
   },
   {
    "cell_type": "markdown",
+   "id": "e467df6f",
    "metadata": {},
    "source": [
-    "### 질문이나 의견을 남겨주세요.\n",
-    "<script src=\"https://utteranc.es/client.js\"\n",
-    "        repo=\"CausalInferenceLab/awesome-causal-inference-python\"\n",
-    "        issue-term=\"pathname\"\n",
-    "        theme=\"github-light\"\n",
-    "        crossorigin=\"anonymous\"\n",
-    "        async>\n",
-    "</script>"
+    "분석 결과,모든 처치 전 평균 효과 신뢰구간에서 0을 포함합니다. 이는 처치 이전에 집단 간 유의한 차이가 존재하지 않음을 의미하며, 평행추세 가정이 충족되는 것으로 판단됩니다.\n",
+    "\n",
+    "반면,처치 후 동적 평균 효과의 신뢰구간은 대부분의 시점에서 0이상인 양(+)의 효과가 관찰되었습니다.\n",
+    "이는 **처치 이후 실질적인 성과 향상(예: downloads 증가)** 이 나타났음을 시사하며,\n",
+    "처치 효과가 시간에 따라 점진적으로 강화되는 동적 패턴을 보인다고 해석할 수 있습니다.\n"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "bb62d4f5",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3e0c0557",
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
+  "celltoolbar": "Tags",
   "kernelspec": {
-   "display_name": "base",
+   "display_name": "Python (fack_cl)",
    "language": "python",
-   "name": "python3"
+   "name": "fack_cl"
   },
   "language_info": {
    "codemirror_mode": {
@@ -64,9 +4297,51 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.7"
+   "version": "3.10.16"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  },
+  "varInspector": {
+   "cols": {
+    "lenName": 16,
+    "lenType": 16,
+    "lenVar": 40
+   },
+   "kernels_config": {
+    "python": {
+     "delete_cmd_postfix": "",
+     "delete_cmd_prefix": "del ",
+     "library": "var_list.py",
+     "varRefreshCmd": "print(var_dic_list())"
+    },
+    "r": {
+     "delete_cmd_postfix": ") ",
+     "delete_cmd_prefix": "rm(",
+     "library": "var_list.r",
+     "varRefreshCmd": "cat(var_dic_list()) "
+    }
+   },
+   "types_to_exclude": [
+    "module",
+    "function",
+    "builtin_function_or_method",
+    "instance",
+    "_Feature"
+   ],
+   "window_display": false
   }
  },
  "nbformat": 4,
- "nbformat_minor": 2
+ "nbformat_minor": 5
 }
diff --git a/book/ate/mpdta.rda b/book/ate/mpdta.rda
new file mode 100644
index 0000000..29d1597
Binary files /dev/null and b/book/ate/mpdta.rda differ
diff --git a/book/ate/propensity_score_and_dml.ipynb b/book/ate/propensity_score_and_dml.ipynb
index c2e7639..a5b873a 100644
--- a/book/ate/propensity_score_and_dml.ipynb
+++ b/book/ate/propensity_score_and_dml.ipynb
@@ -11,11 +11,1959 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "- Matching\n",
-    "- IPW, AIPW, Doubly Robust Estimator\n",
-    "- Double Machine Learning (비모수 버전의 Regression 처럼 활용 가능)"
+    "- IPW, AIPW, Doubly Robust Estimator"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Propensity Score 추정"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "출처: https://matheusfacure.github.io/python-causality-handbook/11-Propensity-Score.html"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "IPW와 AIPW, Doubly Robust 모두 Propensity Score를 활용한 개념들이기 때문에 먼저 Propensity Score부터 간단하게 구해보겠습니다."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import warnings\n",
+    "warnings.filterwarnings('ignore')\n",
+    "\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "from causalinference import CausalModel"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>schoolid</th>\n",
+       "      <th>intervention</th>\n",
+       "      <th>achievement_score</th>\n",
+       "      <th>success_expect</th>\n",
+       "      <th>ethnicity</th>\n",
+       "      <th>gender</th>\n",
+       "      <th>frst_in_family</th>\n",
+       "      <th>school_urbanicity</th>\n",
+       "      <th>school_mindset</th>\n",
+       "      <th>school_achievement</th>\n",
+       "      <th>school_ethnic_minority</th>\n",
+       "      <th>school_poverty</th>\n",
+       "      <th>school_size</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>259</th>\n",
+       "      <td>73</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1.480828</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-0.462945</td>\n",
+       "      <td>0.652608</td>\n",
+       "      <td>-0.515202</td>\n",
+       "      <td>-0.169849</td>\n",
+       "      <td>0.173954</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3435</th>\n",
+       "      <td>76</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.987277</td>\n",
+       "      <td>5</td>\n",
+       "      <td>13</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.334544</td>\n",
+       "      <td>0.648586</td>\n",
+       "      <td>-1.310927</td>\n",
+       "      <td>0.224077</td>\n",
+       "      <td>-0.426757</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9963</th>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.152340</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-2.289636</td>\n",
+       "      <td>0.190797</td>\n",
+       "      <td>0.875012</td>\n",
+       "      <td>-0.724801</td>\n",
+       "      <td>0.761781</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4488</th>\n",
+       "      <td>67</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.358336</td>\n",
+       "      <td>6</td>\n",
+       "      <td>14</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>-1.115337</td>\n",
+       "      <td>1.053089</td>\n",
+       "      <td>0.315755</td>\n",
+       "      <td>0.054586</td>\n",
+       "      <td>1.862187</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2637</th>\n",
+       "      <td>16</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1.360920</td>\n",
+       "      <td>6</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-0.538975</td>\n",
+       "      <td>1.433826</td>\n",
+       "      <td>-0.033161</td>\n",
+       "      <td>-0.982274</td>\n",
+       "      <td>1.591641</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      schoolid  intervention  achievement_score  success_expect  ethnicity  \\\n",
+       "259         73             1           1.480828               5          1   \n",
+       "3435        76             0          -0.987277               5         13   \n",
+       "9963         4             0          -0.152340               5          2   \n",
+       "4488        67             0           0.358336               6         14   \n",
+       "2637        16             1           1.360920               6          4   \n",
+       "\n",
+       "      gender  frst_in_family  school_urbanicity  school_mindset  \\\n",
+       "259        2               0                  1       -0.462945   \n",
+       "3435       1               1                  4        0.334544   \n",
+       "9963       2               1                  0       -2.289636   \n",
+       "4488       1               0                  4       -1.115337   \n",
+       "2637       1               0                  1       -0.538975   \n",
+       "\n",
+       "      school_achievement  school_ethnic_minority  school_poverty  school_size  \n",
+       "259             0.652608               -0.515202       -0.169849     0.173954  \n",
+       "3435            0.648586               -1.310927        0.224077    -0.426757  \n",
+       "9963            0.190797                0.875012       -0.724801     0.761781  \n",
+       "4488            1.053089                0.315755        0.054586     1.862187  \n",
+       "2637            1.433826               -0.033161       -0.982274     1.591641  "
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data = pd.read_csv(\"../data/matheus_data/learning_mindset.csv\")\n",
+    "data.sample(5, random_state=5)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Propensity Score 계산"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "categ = [\"ethnicity\", \"gender\", \"school_urbanicity\"]\n",
+    "cont = [\"school_mindset\", \"school_achievement\", \"school_ethnic_minority\", \"school_poverty\", \"school_size\"]\n",
+    "\n",
+    "data_with_categ = pd.concat([\n",
+    "    data.drop(columns=categ), \n",
+    "    pd.get_dummies(data[categ], columns=categ, drop_first=False)\n",
+    "], axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.linear_model import LogisticRegression\n",
+    "\n",
+    "T = 'intervention'\n",
+    "Y = 'achievement_score'\n",
+    "X = data_with_categ.columns.drop(['schoolid', T, Y])\n",
+    "\n",
+    "ps_model = LogisticRegression(C=1e6).fit(data_with_categ[X], data_with_categ[T])\n",
+    "\n",
+    "data_ps = data.assign(propensity_score=ps_model.predict_proba(data_with_categ[X])[:, 1])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## IPW 및 ATE 추정"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "from sklearn.linear_model import LogisticRegression, Ridge\n",
+    "from causallib.estimation.standardization import Standardization\n",
+    "from causallib.estimation.ipw import IPW\n",
+    "from causallib.estimation.doubly_robust import AIPW"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### 1) IPW로 가상(Pseudo) 모집단 생성    \n",
+    "\n",
+    "표본의 각 개체에 IPW 적용      \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Original Sample Size 10391\n",
+      "Treated Population Sample Size 10387.611324207002\n",
+      "Untreated(Control) Population Sample Size 10391.506162305861\n"
+     ]
+    }
+   ],
+   "source": [
+    "weight_t = 1/data_ps.query(\"intervention==1\")[\"propensity_score\"]\n",
+    "weight_nt = 1/(1-data_ps.query(\"intervention==0\")[\"propensity_score\"])\n",
+    "print(\"Original Sample Size\", data.shape[0])\n",
+    "print(\"Treated Population Sample Size\", sum(weight_t))\n",
+    "print(\"Untreated(Control) Population Sample Size\", sum(weight_nt))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### 2) ATE 추정\n",
+    "\n",
+    "이제 Pseudo 집단에서의 Treat그룹과 Control그룹 각각의 Average Potential Outcome을 구하고, 이를 토대로 ATE를 추정합니다."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Y1: 0.25981027799629486\n",
+      "Y0: -0.12903052783749974\n",
+      "ATE 0.38884080583379527\n"
+     ]
+    }
+   ],
+   "source": [
+    "weight = ((data_ps[\"intervention\"]-data_ps[\"propensity_score\"]) /\n",
+    "          (data_ps[\"propensity_score\"]*(1-data_ps[\"propensity_score\"])))\n",
+    "\n",
+    "y1_ipw = sum(data_ps.query(\"intervention==1\")[\"achievement_score\"]*weight_t) / len(data)\n",
+    "y0_ipw = sum(data_ps.query(\"intervention==0\")[\"achievement_score\"]*weight_nt) / len(data)\n",
+    "\n",
+    "ate_ipw = y1_ipw - y0_ipw\n",
+    "#ate = np.mean(weight * data_ps[\"achievement_score\"]) -> 이렇게도 ATE 계산 가능\n",
+    "\n",
+    "print(\"Y1:\", y1_ipw)\n",
+    "print(\"Y0:\", y0_ipw)\n",
+    "print(\"ATE\", np.mean(weight * data_ps[\"achievement_score\"]))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**결과 해석**: \n",
+    "1. Treatment 받은 개인이 Treatment 받지 않은 동료보다 achievement_score가 0.38 표준편차 더 크다. (achievement_score는 표준화된 결과이기 때문에 표준 편차의 차이로 해석)\n",
+    "2. 아무도 Treatment 받지 않은 경우 일반적인 성취 수준이 현재보다 0.12 표준편차 더 낮다.\n",
+    "3. 모든 사람이 Treatment(세미나)를 받았다면 일반적인 성취 수준이 0.25 표준편차 더 높음."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "또한 ate를 나타내는 하나의 코드가 더 있다.     \n",
+    "위의 코드에 주석처리한 부분을 그대로 실행해보면 똑같은 결과를 얻을 수 있는 것을 알 수 있다."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "두 결과값이 같은 이유는 Matheus Facure(출처)의 책에서 자세히 설명되어 있다.    \n",
+    "(참고: $ \\mathrm{ATE}=\\mathbb{E}\\!\\left[\\, Y\\,\\dfrac{T-e(X)}{e(X)\\,\\bigl(1-e(X)\\bigr)} \\right] $)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Doubly Robust Estimator & AIPW"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "출처: https://causallib.readthedocs.io/en/latest/causallib.estimation.doubly_robust.html?highlight=doubly"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.model_selection import KFold\n",
+    "from causallib.estimation.ipw import IPW\n",
+    "from causallib.estimation.doubly_robust import AIPW\n",
+    "from causallib.estimation.standardization import Standardization\n",
+    "from sklearn.linear_model import LogisticRegression, LinearRegression, Ridge"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Y = data[\"achievement_score\"]\n",
+    "T = data[\"intervention\"]\n",
+    "X = pd.get_dummies(\n",
+    "    data[[\"school_mindset\",\"school_achievement\",\"school_ethnic_minority\",\n",
+    "          \"school_poverty\",\"school_size\",\"ethnicity\",\"gender\",\"school_urbanicity\"]],\n",
+    "    drop_first=False\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "DR Estimator는 결과모형과 IPW값이 모두 필요함   \n",
+    "- Y값(achievement_score)을 Ridge로 예측(L2 패널티 부여)   \n",
+    "- IPW: 로지스틱 회귀 사용"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "outcome_model = Standardization(learner=Ridge(alpha=1.0))\n",
+    "weight_model  = IPW(learner=LogisticRegression(max_iter=1000),\n",
+    "                    clip_min=0.01, clip_max=0.99, use_stabilized=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Propensity Score를 구할 때 max_iter을 충분히 큰 숫자(1000)으로 설정해 수치 최적화가 수렴할 수 있도록 설정합니다.   \n",
+    "또한 클리핑을 사용하여 $ \\hat{e} $가 [0.01, 0.99]에서만 존재하도록 극단 가중치를 완화합니다 (use_stabilized = True).  "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### AIPW 추정"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "위에서 구한 PS와 IPW를 활용하여 AIPW를 구합니다."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style>#sk-container-id-1 {\n",
+       "  /* Definition of color scheme common for light and dark mode */\n",
+       "  --sklearn-color-text: black;\n",
+       "  --sklearn-color-line: gray;\n",
+       "  /* Definition of color scheme for unfitted estimators */\n",
+       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
+       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
+       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
+       "  --sklearn-color-unfitted-level-3: chocolate;\n",
+       "  /* Definition of color scheme for fitted estimators */\n",
+       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
+       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
+       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
+       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
+       "\n",
+       "  /* Specific color for light theme */\n",
+       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
+       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
+       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
+       "  --sklearn-color-icon: #696969;\n",
+       "\n",
+       "  @media (prefers-color-scheme: dark) {\n",
+       "    /* Redefinition of color scheme for dark theme */\n",
+       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
+       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
+       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
+       "    --sklearn-color-icon: #878787;\n",
+       "  }\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 pre {\n",
+       "  padding: 0;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 input.sk-hidden--visually {\n",
+       "  border: 0;\n",
+       "  clip: rect(1px 1px 1px 1px);\n",
+       "  clip: rect(1px, 1px, 1px, 1px);\n",
+       "  height: 1px;\n",
+       "  margin: -1px;\n",
+       "  overflow: hidden;\n",
+       "  padding: 0;\n",
+       "  position: absolute;\n",
+       "  width: 1px;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 div.sk-dashed-wrapped {\n",
+       "  border: 1px dashed var(--sklearn-color-line);\n",
+       "  margin: 0 0.4em 0.5em 0.4em;\n",
+       "  box-sizing: border-box;\n",
+       "  padding-bottom: 0.4em;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 div.sk-container {\n",
+       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
+       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
+       "     so we also need the `!important` here to be able to override the\n",
+       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
+       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
+       "  display: inline-block !important;\n",
+       "  position: relative;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 div.sk-text-repr-fallback {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       "div.sk-parallel-item,\n",
+       "div.sk-serial,\n",
+       "div.sk-item {\n",
+       "  /* draw centered vertical line to link estimators */\n",
+       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
+       "  background-size: 2px 100%;\n",
+       "  background-repeat: no-repeat;\n",
+       "  background-position: center center;\n",
+       "}\n",
+       "\n",
+       "/* Parallel-specific style estimator block */\n",
+       "\n",
+       "#sk-container-id-1 div.sk-parallel-item::after {\n",
+       "  content: \"\";\n",
+       "  width: 100%;\n",
+       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
+       "  flex-grow: 1;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 div.sk-parallel {\n",
+       "  display: flex;\n",
+       "  align-items: stretch;\n",
+       "  justify-content: center;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  position: relative;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 div.sk-parallel-item {\n",
+       "  display: flex;\n",
+       "  flex-direction: column;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 div.sk-parallel-item:first-child::after {\n",
+       "  align-self: flex-end;\n",
+       "  width: 50%;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 div.sk-parallel-item:last-child::after {\n",
+       "  align-self: flex-start;\n",
+       "  width: 50%;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 div.sk-parallel-item:only-child::after {\n",
+       "  width: 0;\n",
+       "}\n",
+       "\n",
+       "/* Serial-specific style estimator block */\n",
+       "\n",
+       "#sk-container-id-1 div.sk-serial {\n",
+       "  display: flex;\n",
+       "  flex-direction: column;\n",
+       "  align-items: center;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  padding-right: 1em;\n",
+       "  padding-left: 1em;\n",
+       "}\n",
+       "\n",
+       "\n",
+       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
+       "clickable and can be expanded/collapsed.\n",
+       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
+       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
+       "*/\n",
+       "\n",
+       "/* Pipeline and ColumnTransformer style (default) */\n",
+       "\n",
+       "#sk-container-id-1 div.sk-toggleable {\n",
+       "  /* Default theme specific background. It is overwritten whether we have a\n",
+       "  specific estimator or a Pipeline/ColumnTransformer */\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "}\n",
+       "\n",
+       "/* Toggleable label */\n",
+       "#sk-container-id-1 label.sk-toggleable__label {\n",
+       "  cursor: pointer;\n",
+       "  display: block;\n",
+       "  width: 100%;\n",
+       "  margin-bottom: 0;\n",
+       "  padding: 0.5em;\n",
+       "  box-sizing: border-box;\n",
+       "  text-align: center;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 label.sk-toggleable__label-arrow:before {\n",
+       "  /* Arrow on the left of the label */\n",
+       "  content: \"▸\";\n",
+       "  float: left;\n",
+       "  margin-right: 0.25em;\n",
+       "  color: var(--sklearn-color-icon);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "}\n",
+       "\n",
+       "/* Toggleable content - dropdown */\n",
+       "\n",
+       "#sk-container-id-1 div.sk-toggleable__content {\n",
+       "  max-height: 0;\n",
+       "  max-width: 0;\n",
+       "  overflow: hidden;\n",
+       "  text-align: left;\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 div.sk-toggleable__content.fitted {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 div.sk-toggleable__content pre {\n",
+       "  margin: 0.2em;\n",
+       "  border-radius: 0.25em;\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 div.sk-toggleable__content.fitted pre {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
+       "  /* Expand drop-down */\n",
+       "  max-height: 200px;\n",
+       "  max-width: 100%;\n",
+       "  overflow: auto;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
+       "  content: \"▾\";\n",
+       "}\n",
+       "\n",
+       "/* Pipeline/ColumnTransformer-specific style */\n",
+       "\n",
+       "#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Estimator-specific style */\n",
+       "\n",
+       "/* Colorize estimator box */\n",
+       "#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 div.sk-label label.sk-toggleable__label,\n",
+       "#sk-container-id-1 div.sk-label label {\n",
+       "  /* The background is the default theme color */\n",
+       "  color: var(--sklearn-color-text-on-default-background);\n",
+       "}\n",
+       "\n",
+       "/* On hover, darken the color of the background */\n",
+       "#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Label box, darken color on hover, fitted */\n",
+       "#sk-container-id-1 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Estimator label */\n",
+       "\n",
+       "#sk-container-id-1 div.sk-label label {\n",
+       "  font-family: monospace;\n",
+       "  font-weight: bold;\n",
+       "  display: inline-block;\n",
+       "  line-height: 1.2em;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 div.sk-label-container {\n",
+       "  text-align: center;\n",
+       "}\n",
+       "\n",
+       "/* Estimator-specific */\n",
+       "#sk-container-id-1 div.sk-estimator {\n",
+       "  font-family: monospace;\n",
+       "  border: 1px dotted var(--sklearn-color-border-box);\n",
+       "  border-radius: 0.25em;\n",
+       "  box-sizing: border-box;\n",
+       "  margin-bottom: 0.5em;\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 div.sk-estimator.fitted {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-0);\n",
+       "}\n",
+       "\n",
+       "/* on hover */\n",
+       "#sk-container-id-1 div.sk-estimator:hover {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 div.sk-estimator.fitted:hover {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
+       "\n",
+       "/* Common style for \"i\" and \"?\" */\n",
+       "\n",
+       ".sk-estimator-doc-link,\n",
+       "a:link.sk-estimator-doc-link,\n",
+       "a:visited.sk-estimator-doc-link {\n",
+       "  float: right;\n",
+       "  font-size: smaller;\n",
+       "  line-height: 1em;\n",
+       "  font-family: monospace;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  border-radius: 1em;\n",
+       "  height: 1em;\n",
+       "  width: 1em;\n",
+       "  text-decoration: none !important;\n",
+       "  margin-left: 1ex;\n",
+       "  /* unfitted */\n",
+       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
+       "  color: var(--sklearn-color-unfitted-level-1);\n",
+       "}\n",
+       "\n",
+       ".sk-estimator-doc-link.fitted,\n",
+       "a:link.sk-estimator-doc-link.fitted,\n",
+       "a:visited.sk-estimator-doc-link.fitted {\n",
+       "  /* fitted */\n",
+       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
+       "  color: var(--sklearn-color-fitted-level-1);\n",
+       "}\n",
+       "\n",
+       "/* On hover */\n",
+       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
+       ".sk-estimator-doc-link:hover,\n",
+       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
+       ".sk-estimator-doc-link:hover {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
+       "  color: var(--sklearn-color-background);\n",
+       "  text-decoration: none;\n",
+       "}\n",
+       "\n",
+       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
+       ".sk-estimator-doc-link.fitted:hover,\n",
+       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
+       ".sk-estimator-doc-link.fitted:hover {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-3);\n",
+       "  color: var(--sklearn-color-background);\n",
+       "  text-decoration: none;\n",
+       "}\n",
+       "\n",
+       "/* Span, style for the box shown on hovering the info icon */\n",
+       ".sk-estimator-doc-link span {\n",
+       "  display: none;\n",
+       "  z-index: 9999;\n",
+       "  position: relative;\n",
+       "  font-weight: normal;\n",
+       "  right: .2ex;\n",
+       "  padding: .5ex;\n",
+       "  margin: .5ex;\n",
+       "  width: min-content;\n",
+       "  min-width: 20ex;\n",
+       "  max-width: 50ex;\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  box-shadow: 2pt 2pt 4pt #999;\n",
+       "  /* unfitted */\n",
+       "  background: var(--sklearn-color-unfitted-level-0);\n",
+       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
+       "}\n",
+       "\n",
+       ".sk-estimator-doc-link.fitted span {\n",
+       "  /* fitted */\n",
+       "  background: var(--sklearn-color-fitted-level-0);\n",
+       "  border: var(--sklearn-color-fitted-level-3);\n",
+       "}\n",
+       "\n",
+       ".sk-estimator-doc-link:hover span {\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
+       "\n",
+       "#sk-container-id-1 a.estimator_doc_link {\n",
+       "  float: right;\n",
+       "  font-size: 1rem;\n",
+       "  line-height: 1em;\n",
+       "  font-family: monospace;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  border-radius: 1rem;\n",
+       "  height: 1rem;\n",
+       "  width: 1rem;\n",
+       "  text-decoration: none;\n",
+       "  /* unfitted */\n",
+       "  color: var(--sklearn-color-unfitted-level-1);\n",
+       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 a.estimator_doc_link.fitted {\n",
+       "  /* fitted */\n",
+       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
+       "  color: var(--sklearn-color-fitted-level-1);\n",
+       "}\n",
+       "\n",
+       "/* On hover */\n",
+       "#sk-container-id-1 a.estimator_doc_link:hover {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
+       "  color: var(--sklearn-color-background);\n",
+       "  text-decoration: none;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 a.estimator_doc_link.fitted:hover {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-3);\n",
+       "}\n",
+       "</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>AIPW(_doc_link_module=sklearn, _doc_link_template=https://scikit-learn.org/1.5/modules/generated/{estimator_module}.{estimator_name}.html, _doc_link_url_param_generator=None, outcome_covariates=None, outcome_model=Standardization(_doc_link_module=sklearn, _doc_link_template=https://scikit-learn.org/1.5/modules/generated/{estimator_module}.{estimator_name}.html, _doc_link_url_param_generator=None, encode_treatment=False, predict_proba=False,\n",
+       "                learner=Ridge()), overlap_weighting=False, predict_proba=False, weight_covariates=None,\n",
+       "     weight_model=IPW(_doc_link_module=sklearn, _doc_link_template=https://scikit-learn.org/1.5/modules/generated/{estimator_module}.{estimator_name}.html, _doc_link_url_param_generator=None, clip_max=0.99, clip_min=0.01, use_stabilized=True, verbose=False,\n",
+       "    learner=LogisticRegression(max_iter=1000)))</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label  sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" ><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label  sk-toggleable__label-arrow \">&nbsp;AIPW<span class=\"sk-estimator-doc-link \">i<span>Not fitted</span></span></label><div class=\"sk-toggleable__content \"><pre>AIPW(_doc_link_module=sklearn, _doc_link_template=https://scikit-learn.org/1.5/modules/generated/{estimator_module}.{estimator_name}.html, _doc_link_url_param_generator=None, outcome_covariates=None, outcome_model=Standardization(_doc_link_module=sklearn, _doc_link_template=https://scikit-learn.org/1.5/modules/generated/{estimator_module}.{estimator_name}.html, _doc_link_url_param_generator=None, encode_treatment=False, predict_proba=False,\n",
+       "                learner=Ridge()), overlap_weighting=False, predict_proba=False, weight_covariates=None,\n",
+       "     weight_model=IPW(_doc_link_module=sklearn, _doc_link_template=https://scikit-learn.org/1.5/modules/generated/{estimator_module}.{estimator_name}.html, _doc_link_url_param_generator=None, clip_max=0.99, clip_min=0.01, use_stabilized=True, verbose=False,\n",
+       "    learner=LogisticRegression(max_iter=1000)))</pre></div> </div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label  sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" ><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label  sk-toggleable__label-arrow \">outcome_model: Standardization</label><div class=\"sk-toggleable__content \"><pre>Standardization(_doc_link_module=sklearn, _doc_link_template=https://scikit-learn.org/1.5/modules/generated/{estimator_module}.{estimator_name}.html, _doc_link_url_param_generator=None, encode_treatment=False, predict_proba=False,\n",
+       "                learner=Ridge())</pre></div> </div></div><div class=\"sk-serial\"><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label  sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" ><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label  sk-toggleable__label-arrow \">learner: Ridge</label><div class=\"sk-toggleable__content \"><pre>Ridge()</pre></div> </div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator  sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-4\" type=\"checkbox\" ><label for=\"sk-estimator-id-4\" class=\"sk-toggleable__label  sk-toggleable__label-arrow \">&nbsp;Ridge<a class=\"sk-estimator-doc-link \" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.5/modules/generated/sklearn.linear_model.Ridge.html\">?<span>Documentation for Ridge</span></a></label><div class=\"sk-toggleable__content \"><pre>Ridge()</pre></div> </div></div></div></div></div></div></div></div></div></div><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label  sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-5\" type=\"checkbox\" ><label for=\"sk-estimator-id-5\" class=\"sk-toggleable__label  sk-toggleable__label-arrow \">weight_model: IPW</label><div class=\"sk-toggleable__content \"><pre>IPW(_doc_link_module=sklearn, _doc_link_template=https://scikit-learn.org/1.5/modules/generated/{estimator_module}.{estimator_name}.html, _doc_link_url_param_generator=None, clip_max=0.99, clip_min=0.01, use_stabilized=True, verbose=False,\n",
+       "    learner=LogisticRegression(max_iter=1000))</pre></div> </div></div><div class=\"sk-serial\"><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label  sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-6\" type=\"checkbox\" ><label for=\"sk-estimator-id-6\" class=\"sk-toggleable__label  sk-toggleable__label-arrow \">learner: LogisticRegression</label><div class=\"sk-toggleable__content \"><pre>LogisticRegression(max_iter=1000)</pre></div> </div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator  sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-7\" type=\"checkbox\" ><label for=\"sk-estimator-id-7\" class=\"sk-toggleable__label  sk-toggleable__label-arrow \">&nbsp;LogisticRegression<a class=\"sk-estimator-doc-link \" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.5/modules/generated/sklearn.linear_model.LogisticRegression.html\">?<span>Documentation for LogisticRegression</span></a></label><div class=\"sk-toggleable__content \"><pre>LogisticRegression(max_iter=1000)</pre></div> </div></div></div></div></div></div></div></div></div></div></div></div></div></div>"
+      ],
+      "text/plain": [
+       "AIPW(_doc_link_module=sklearn, _doc_link_template=https://scikit-learn.org/1.5/modules/generated/{estimator_module}.{estimator_name}.html, _doc_link_url_param_generator=None, outcome_covariates=None, outcome_model=Standardization(_doc_link_module=sklearn, _doc_link_template=https://scikit-learn.org/1.5/modules/generated/{estimator_module}.{estimator_name}.html, _doc_link_url_param_generator=None, encode_treatment=False, predict_proba=False,\n",
+       "                learner=Ridge()), overlap_weighting=False, predict_proba=False, weight_covariates=None,\n",
+       "     weight_model=IPW(_doc_link_module=sklearn, _doc_link_template=https://scikit-learn.org/1.5/modules/generated/{estimator_module}.{estimator_name}.html, _doc_link_url_param_generator=None, clip_max=0.99, clip_min=0.01, use_stabilized=True, verbose=False,\n",
+       "    learner=LogisticRegression(max_iter=1000)))"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dr = AIPW(outcome_model=outcome_model, weight_model=weight_model, overlap_weighting=False)\n",
+    "dr.fit(X, T, Y)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "μ1 (A=1): 0.30329930792804977\n",
+      "μ0 (A=0): -0.1471130386820095\n",
+      "ATE (DR, vanilla): 0.45041234661005924\n"
+     ]
+    }
+   ],
+   "source": [
+    "pop_outcomes = dr.estimate_population_outcome(X, T, Y)\n",
+    "mu1_aipw, mu0_aipw = pop_outcomes[1], pop_outcomes[0]\n",
+    "ate_aipw = dr.estimate_effect(mu1_aipw, mu0_aipw, agg=\"population\")[\"diff\"]\n",
+    "print(\"μ1 (A=1):\", mu1_aipw)\n",
+    "print(\"μ0 (A=0):\", mu0_aipw)\n",
+    "print(\"ATE (DR, vanilla):\", ate_aipw)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**결과 해석**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "결과 해석은 IPW에서와 마찬가지로 생각하면 됩니다.  "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "위에서 구한 AIPW는 Propensity Score의 Overlap이 충분히 확보되었을 때는 좋은 결과를 나타냅니다.   \n",
+    "하지만 Overlap 구간이 불안정할 때는 Overlap-weighting = True이라는 기능을 활용해도 좋습니다."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style>#sk-container-id-2 {\n",
+       "  /* Definition of color scheme common for light and dark mode */\n",
+       "  --sklearn-color-text: black;\n",
+       "  --sklearn-color-line: gray;\n",
+       "  /* Definition of color scheme for unfitted estimators */\n",
+       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
+       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
+       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
+       "  --sklearn-color-unfitted-level-3: chocolate;\n",
+       "  /* Definition of color scheme for fitted estimators */\n",
+       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
+       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
+       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
+       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
+       "\n",
+       "  /* Specific color for light theme */\n",
+       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
+       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
+       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
+       "  --sklearn-color-icon: #696969;\n",
+       "\n",
+       "  @media (prefers-color-scheme: dark) {\n",
+       "    /* Redefinition of color scheme for dark theme */\n",
+       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
+       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
+       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
+       "    --sklearn-color-icon: #878787;\n",
+       "  }\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-2 {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-2 pre {\n",
+       "  padding: 0;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-2 input.sk-hidden--visually {\n",
+       "  border: 0;\n",
+       "  clip: rect(1px 1px 1px 1px);\n",
+       "  clip: rect(1px, 1px, 1px, 1px);\n",
+       "  height: 1px;\n",
+       "  margin: -1px;\n",
+       "  overflow: hidden;\n",
+       "  padding: 0;\n",
+       "  position: absolute;\n",
+       "  width: 1px;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-2 div.sk-dashed-wrapped {\n",
+       "  border: 1px dashed var(--sklearn-color-line);\n",
+       "  margin: 0 0.4em 0.5em 0.4em;\n",
+       "  box-sizing: border-box;\n",
+       "  padding-bottom: 0.4em;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-2 div.sk-container {\n",
+       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
+       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
+       "     so we also need the `!important` here to be able to override the\n",
+       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
+       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
+       "  display: inline-block !important;\n",
+       "  position: relative;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-2 div.sk-text-repr-fallback {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       "div.sk-parallel-item,\n",
+       "div.sk-serial,\n",
+       "div.sk-item {\n",
+       "  /* draw centered vertical line to link estimators */\n",
+       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
+       "  background-size: 2px 100%;\n",
+       "  background-repeat: no-repeat;\n",
+       "  background-position: center center;\n",
+       "}\n",
+       "\n",
+       "/* Parallel-specific style estimator block */\n",
+       "\n",
+       "#sk-container-id-2 div.sk-parallel-item::after {\n",
+       "  content: \"\";\n",
+       "  width: 100%;\n",
+       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
+       "  flex-grow: 1;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-2 div.sk-parallel {\n",
+       "  display: flex;\n",
+       "  align-items: stretch;\n",
+       "  justify-content: center;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  position: relative;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-2 div.sk-parallel-item {\n",
+       "  display: flex;\n",
+       "  flex-direction: column;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-2 div.sk-parallel-item:first-child::after {\n",
+       "  align-self: flex-end;\n",
+       "  width: 50%;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-2 div.sk-parallel-item:last-child::after {\n",
+       "  align-self: flex-start;\n",
+       "  width: 50%;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-2 div.sk-parallel-item:only-child::after {\n",
+       "  width: 0;\n",
+       "}\n",
+       "\n",
+       "/* Serial-specific style estimator block */\n",
+       "\n",
+       "#sk-container-id-2 div.sk-serial {\n",
+       "  display: flex;\n",
+       "  flex-direction: column;\n",
+       "  align-items: center;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  padding-right: 1em;\n",
+       "  padding-left: 1em;\n",
+       "}\n",
+       "\n",
+       "\n",
+       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
+       "clickable and can be expanded/collapsed.\n",
+       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
+       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
+       "*/\n",
+       "\n",
+       "/* Pipeline and ColumnTransformer style (default) */\n",
+       "\n",
+       "#sk-container-id-2 div.sk-toggleable {\n",
+       "  /* Default theme specific background. It is overwritten whether we have a\n",
+       "  specific estimator or a Pipeline/ColumnTransformer */\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "}\n",
+       "\n",
+       "/* Toggleable label */\n",
+       "#sk-container-id-2 label.sk-toggleable__label {\n",
+       "  cursor: pointer;\n",
+       "  display: block;\n",
+       "  width: 100%;\n",
+       "  margin-bottom: 0;\n",
+       "  padding: 0.5em;\n",
+       "  box-sizing: border-box;\n",
+       "  text-align: center;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-2 label.sk-toggleable__label-arrow:before {\n",
+       "  /* Arrow on the left of the label */\n",
+       "  content: \"▸\";\n",
+       "  float: left;\n",
+       "  margin-right: 0.25em;\n",
+       "  color: var(--sklearn-color-icon);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "}\n",
+       "\n",
+       "/* Toggleable content - dropdown */\n",
+       "\n",
+       "#sk-container-id-2 div.sk-toggleable__content {\n",
+       "  max-height: 0;\n",
+       "  max-width: 0;\n",
+       "  overflow: hidden;\n",
+       "  text-align: left;\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-2 div.sk-toggleable__content.fitted {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-2 div.sk-toggleable__content pre {\n",
+       "  margin: 0.2em;\n",
+       "  border-radius: 0.25em;\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-2 div.sk-toggleable__content.fitted pre {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
+       "  /* Expand drop-down */\n",
+       "  max-height: 200px;\n",
+       "  max-width: 100%;\n",
+       "  overflow: auto;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
+       "  content: \"▾\";\n",
+       "}\n",
+       "\n",
+       "/* Pipeline/ColumnTransformer-specific style */\n",
+       "\n",
+       "#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-2 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Estimator-specific style */\n",
+       "\n",
+       "/* Colorize estimator box */\n",
+       "#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-2 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-2 div.sk-label label.sk-toggleable__label,\n",
+       "#sk-container-id-2 div.sk-label label {\n",
+       "  /* The background is the default theme color */\n",
+       "  color: var(--sklearn-color-text-on-default-background);\n",
+       "}\n",
+       "\n",
+       "/* On hover, darken the color of the background */\n",
+       "#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Label box, darken color on hover, fitted */\n",
+       "#sk-container-id-2 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Estimator label */\n",
+       "\n",
+       "#sk-container-id-2 div.sk-label label {\n",
+       "  font-family: monospace;\n",
+       "  font-weight: bold;\n",
+       "  display: inline-block;\n",
+       "  line-height: 1.2em;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-2 div.sk-label-container {\n",
+       "  text-align: center;\n",
+       "}\n",
+       "\n",
+       "/* Estimator-specific */\n",
+       "#sk-container-id-2 div.sk-estimator {\n",
+       "  font-family: monospace;\n",
+       "  border: 1px dotted var(--sklearn-color-border-box);\n",
+       "  border-radius: 0.25em;\n",
+       "  box-sizing: border-box;\n",
+       "  margin-bottom: 0.5em;\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-2 div.sk-estimator.fitted {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-0);\n",
+       "}\n",
+       "\n",
+       "/* on hover */\n",
+       "#sk-container-id-2 div.sk-estimator:hover {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-2 div.sk-estimator.fitted:hover {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
+       "\n",
+       "/* Common style for \"i\" and \"?\" */\n",
+       "\n",
+       ".sk-estimator-doc-link,\n",
+       "a:link.sk-estimator-doc-link,\n",
+       "a:visited.sk-estimator-doc-link {\n",
+       "  float: right;\n",
+       "  font-size: smaller;\n",
+       "  line-height: 1em;\n",
+       "  font-family: monospace;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  border-radius: 1em;\n",
+       "  height: 1em;\n",
+       "  width: 1em;\n",
+       "  text-decoration: none !important;\n",
+       "  margin-left: 1ex;\n",
+       "  /* unfitted */\n",
+       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
+       "  color: var(--sklearn-color-unfitted-level-1);\n",
+       "}\n",
+       "\n",
+       ".sk-estimator-doc-link.fitted,\n",
+       "a:link.sk-estimator-doc-link.fitted,\n",
+       "a:visited.sk-estimator-doc-link.fitted {\n",
+       "  /* fitted */\n",
+       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
+       "  color: var(--sklearn-color-fitted-level-1);\n",
+       "}\n",
+       "\n",
+       "/* On hover */\n",
+       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
+       ".sk-estimator-doc-link:hover,\n",
+       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
+       ".sk-estimator-doc-link:hover {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
+       "  color: var(--sklearn-color-background);\n",
+       "  text-decoration: none;\n",
+       "}\n",
+       "\n",
+       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
+       ".sk-estimator-doc-link.fitted:hover,\n",
+       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
+       ".sk-estimator-doc-link.fitted:hover {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-3);\n",
+       "  color: var(--sklearn-color-background);\n",
+       "  text-decoration: none;\n",
+       "}\n",
+       "\n",
+       "/* Span, style for the box shown on hovering the info icon */\n",
+       ".sk-estimator-doc-link span {\n",
+       "  display: none;\n",
+       "  z-index: 9999;\n",
+       "  position: relative;\n",
+       "  font-weight: normal;\n",
+       "  right: .2ex;\n",
+       "  padding: .5ex;\n",
+       "  margin: .5ex;\n",
+       "  width: min-content;\n",
+       "  min-width: 20ex;\n",
+       "  max-width: 50ex;\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  box-shadow: 2pt 2pt 4pt #999;\n",
+       "  /* unfitted */\n",
+       "  background: var(--sklearn-color-unfitted-level-0);\n",
+       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
+       "}\n",
+       "\n",
+       ".sk-estimator-doc-link.fitted span {\n",
+       "  /* fitted */\n",
+       "  background: var(--sklearn-color-fitted-level-0);\n",
+       "  border: var(--sklearn-color-fitted-level-3);\n",
+       "}\n",
+       "\n",
+       ".sk-estimator-doc-link:hover span {\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
+       "\n",
+       "#sk-container-id-2 a.estimator_doc_link {\n",
+       "  float: right;\n",
+       "  font-size: 1rem;\n",
+       "  line-height: 1em;\n",
+       "  font-family: monospace;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  border-radius: 1rem;\n",
+       "  height: 1rem;\n",
+       "  width: 1rem;\n",
+       "  text-decoration: none;\n",
+       "  /* unfitted */\n",
+       "  color: var(--sklearn-color-unfitted-level-1);\n",
+       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-2 a.estimator_doc_link.fitted {\n",
+       "  /* fitted */\n",
+       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
+       "  color: var(--sklearn-color-fitted-level-1);\n",
+       "}\n",
+       "\n",
+       "/* On hover */\n",
+       "#sk-container-id-2 a.estimator_doc_link:hover {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
+       "  color: var(--sklearn-color-background);\n",
+       "  text-decoration: none;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-2 a.estimator_doc_link.fitted:hover {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-3);\n",
+       "}\n",
+       "</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>AIPW(_doc_link_module=sklearn, _doc_link_template=https://scikit-learn.org/1.5/modules/generated/{estimator_module}.{estimator_name}.html, _doc_link_url_param_generator=None, outcome_covariates=None, outcome_model=Standardization(_doc_link_module=sklearn, _doc_link_template=https://scikit-learn.org/1.5/modules/generated/{estimator_module}.{estimator_name}.html, _doc_link_url_param_generator=None, encode_treatment=False, predict_proba=False,\n",
+       "                learner=Ridge()), overlap_weighting=True, predict_proba=False, weight_covariates=None,\n",
+       "     weight_model=IPW(_doc_link_module=sklearn, _doc_link_template=https://scikit-learn.org/1.5/modules/generated/{estimator_module}.{estimator_name}.html, _doc_link_url_param_generator=None, clip_max=0.99, clip_min=0.01, use_stabilized=True, verbose=False,\n",
+       "    learner=LogisticRegression(max_iter=1000)))</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label  sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-8\" type=\"checkbox\" ><label for=\"sk-estimator-id-8\" class=\"sk-toggleable__label  sk-toggleable__label-arrow \">&nbsp;AIPW<span class=\"sk-estimator-doc-link \">i<span>Not fitted</span></span></label><div class=\"sk-toggleable__content \"><pre>AIPW(_doc_link_module=sklearn, _doc_link_template=https://scikit-learn.org/1.5/modules/generated/{estimator_module}.{estimator_name}.html, _doc_link_url_param_generator=None, outcome_covariates=None, outcome_model=Standardization(_doc_link_module=sklearn, _doc_link_template=https://scikit-learn.org/1.5/modules/generated/{estimator_module}.{estimator_name}.html, _doc_link_url_param_generator=None, encode_treatment=False, predict_proba=False,\n",
+       "                learner=Ridge()), overlap_weighting=True, predict_proba=False, weight_covariates=None,\n",
+       "     weight_model=IPW(_doc_link_module=sklearn, _doc_link_template=https://scikit-learn.org/1.5/modules/generated/{estimator_module}.{estimator_name}.html, _doc_link_url_param_generator=None, clip_max=0.99, clip_min=0.01, use_stabilized=True, verbose=False,\n",
+       "    learner=LogisticRegression(max_iter=1000)))</pre></div> </div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label  sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-9\" type=\"checkbox\" ><label for=\"sk-estimator-id-9\" class=\"sk-toggleable__label  sk-toggleable__label-arrow \">outcome_model: Standardization</label><div class=\"sk-toggleable__content \"><pre>Standardization(_doc_link_module=sklearn, _doc_link_template=https://scikit-learn.org/1.5/modules/generated/{estimator_module}.{estimator_name}.html, _doc_link_url_param_generator=None, encode_treatment=False, predict_proba=False,\n",
+       "                learner=Ridge())</pre></div> </div></div><div class=\"sk-serial\"><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label  sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-10\" type=\"checkbox\" ><label for=\"sk-estimator-id-10\" class=\"sk-toggleable__label  sk-toggleable__label-arrow \">learner: Ridge</label><div class=\"sk-toggleable__content \"><pre>Ridge()</pre></div> </div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator  sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-11\" type=\"checkbox\" ><label for=\"sk-estimator-id-11\" class=\"sk-toggleable__label  sk-toggleable__label-arrow \">&nbsp;Ridge<a class=\"sk-estimator-doc-link \" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.5/modules/generated/sklearn.linear_model.Ridge.html\">?<span>Documentation for Ridge</span></a></label><div class=\"sk-toggleable__content \"><pre>Ridge()</pre></div> </div></div></div></div></div></div></div></div></div></div><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label  sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-12\" type=\"checkbox\" ><label for=\"sk-estimator-id-12\" class=\"sk-toggleable__label  sk-toggleable__label-arrow \">weight_model: IPW</label><div class=\"sk-toggleable__content \"><pre>IPW(_doc_link_module=sklearn, _doc_link_template=https://scikit-learn.org/1.5/modules/generated/{estimator_module}.{estimator_name}.html, _doc_link_url_param_generator=None, clip_max=0.99, clip_min=0.01, use_stabilized=True, verbose=False,\n",
+       "    learner=LogisticRegression(max_iter=1000))</pre></div> </div></div><div class=\"sk-serial\"><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label  sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-13\" type=\"checkbox\" ><label for=\"sk-estimator-id-13\" class=\"sk-toggleable__label  sk-toggleable__label-arrow \">learner: LogisticRegression</label><div class=\"sk-toggleable__content \"><pre>LogisticRegression(max_iter=1000)</pre></div> </div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator  sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-14\" type=\"checkbox\" ><label for=\"sk-estimator-id-14\" class=\"sk-toggleable__label  sk-toggleable__label-arrow \">&nbsp;LogisticRegression<a class=\"sk-estimator-doc-link \" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.5/modules/generated/sklearn.linear_model.LogisticRegression.html\">?<span>Documentation for LogisticRegression</span></a></label><div class=\"sk-toggleable__content \"><pre>LogisticRegression(max_iter=1000)</pre></div> </div></div></div></div></div></div></div></div></div></div></div></div></div></div>"
+      ],
+      "text/plain": [
+       "AIPW(_doc_link_module=sklearn, _doc_link_template=https://scikit-learn.org/1.5/modules/generated/{estimator_module}.{estimator_name}.html, _doc_link_url_param_generator=None, outcome_covariates=None, outcome_model=Standardization(_doc_link_module=sklearn, _doc_link_template=https://scikit-learn.org/1.5/modules/generated/{estimator_module}.{estimator_name}.html, _doc_link_url_param_generator=None, encode_treatment=False, predict_proba=False,\n",
+       "                learner=Ridge()), overlap_weighting=True, predict_proba=False, weight_covariates=None,\n",
+       "     weight_model=IPW(_doc_link_module=sklearn, _doc_link_template=https://scikit-learn.org/1.5/modules/generated/{estimator_module}.{estimator_name}.html, _doc_link_url_param_generator=None, clip_max=0.99, clip_min=0.01, use_stabilized=True, verbose=False,\n",
+       "    learner=LogisticRegression(max_iter=1000)))"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dr_overlap = AIPW(outcome_model=outcome_model,\n",
+    "                  weight_model=weight_model,\n",
+    "                  overlap_weighting=True)\n",
+    "dr_overlap.fit(X, T, Y)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " ATE(DR, overlap-weighting): 0.3467411782171299\n"
+     ]
+    }
+   ],
+   "source": [
+    "pop_outcomes_ov = dr_overlap.estimate_population_outcome(X, T, Y)\n",
+    "ate_ov = dr_overlap.estimate_effect(pop_outcomes_ov[1], pop_outcomes_ov[0],\n",
+    "                                    agg=\"population\")[\"diff\"]\n",
+    "print(\" ATE(DR, overlap-weighting):\", ate_ov)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Summary"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "        estimator        μ1        μ0       ATE\n",
+      "0    IPW (manual)  0.259810 -0.129031  0.388841\n",
+      "1  AIPW (vanilla)  0.303299 -0.147113  0.450412\n",
+      "2  AIPW (overlap)       NaN       NaN  0.346741\n"
+     ]
+    }
+   ],
+   "source": [
+    "results = pd.DataFrame([\n",
+    "    [\"IPW (manual)\",      y1_ipw,    y0_ipw,    ate_ipw],\n",
+    "    [\"AIPW (vanilla)\",    mu1_aipw,  mu0_aipw,  ate_aipw],\n",
+    "    [\"AIPW (overlap)\",    np.nan,    np.nan,    ate_ov]\n",
+    "], columns=[\"estimator\", \"μ1\", \"μ0\", \"ATE\"])\n",
+    "print(results)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "위에서 사용한 방법에 따라 ATE 값이 다르게 나타나는 것을 알 수 있습니다.   \n",
+    "  \n",
+    "하지만 Overlap-Weighting 옵션을 사용한 경우에는 ATE가 아닌 ATO를 추정한 것이고 둘을 직접 비교하는 것은 맞지 않을 수 있습니다.   \n",
+    "  \n",
+    "분석의 목적이 ATE를 추정하는 것인지 ATO를 추정하는 것인지 확인한 후 적절히 사용하면 됩니다.   "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Robustness Check의 흐름\n",
+    "\n",
+    "각각의 수치에 대한 검증은 필수입니다.  \n",
+    "어떤 수치가 더 Robust하게 추정이 된 걸까요?   \n",
+    "\n",
+    "Yang et al., 2019, Gastrointest Endosc 및 Austin, 2021, Statistic in Medicine 논문을 참고하여 IPW에 대한 Robustness Check을 진행해보도록 하겠습니다.    \n",
+    "순서는 다음과 같습니다.\n",
+    "\n",
+    "1) **IPW 가중 전, 후 |SMD| 변화 확인**\n",
+    "\n",
+    "2) **Propensity Score의 Overlap 확인**\n",
+    "\n",
+    "3) **IPW 가중 이후 ESS 및 VIF 확인**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "먼저 IPW로 구한 ATE의 신빙성을 테스트 해보겠습니다."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "출처: https://causallib.readthedocs.io/en/latest/causallib.evaluation.plots.plots.html"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "from causallib.evaluation.plots.plots import plot_propensity_score_distribution\n",
+    "from causallib.evaluation import evaluate"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### IPW 가중 전, 후 |SMD| 변화 확인"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: xlabel='Absolute Standard Mean Difference', ylabel='Covariates'>"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "res = evaluate(weight_model, X, T, Y, cv=\"auto\")\n",
+    "res.plot_covariate_balance(kind=\"love\", phase=\"valid\", thresh=0.1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Weighted이후에 |SMD|가 더 줄어든 것을 보았을 때, Weighted 이후 밸런스가 개선되었음을 확인할 수 있습니다.    \n",
+    "|SMD| < 0.1 이 목표"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Propensity Score Overlap\n",
+    "아래는 처음에 Logistic Regression으로 추정한 Propensity Score의 Distribution을 나타낸 것입니다."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: title={'center': 'Propensity Distribution'}, xlabel='Propensity', ylabel='Probability density'>"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_propensity_score_distribution(\n",
+    "    propensity=data_ps['propensity_score'],\n",
+    "    treatment=data_ps['intervention'],\n",
+    "    reflect=False,\n",
+    "    kde=False,\n",
+    "    norm_hist=True,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "하지만 이는 하나의 데이터에 적합 및 예측을 동시에 하기 때문에 Overlap이 실제보다 좋아보일 수 있습니다."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "그렇다면 OOF 폴드 예측으로 얻은 PS 분포를 그려봅시다.   \n",
+    "(cv = None -> 단일 적합, cv = \"auto\" -> 교차검증)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: title={'center': 'Propensity Distribution'}, xlabel='Propensity', ylabel='Probability density'>"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "res.plot_weight_distribution(phase=\"valid\", reflect=False, norm_hist=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "OOF로 검증해도 Propensity Score의 Overlap 및 Positivity가 양호한 것을 확인"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### IPW 가중치 분포 및 유효표본수(ESS)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ESS = 10354.68 (N = 10391)  ->  VIF = 1.0035\n"
+     ]
+    }
+   ],
+   "source": [
+    "w = weight_model.compute_weights(X, T)\n",
+    "ESS = (w.sum()**2) / (w**2).sum()\n",
+    "N   = len(w)\n",
+    "VIF = N / ESS\n",
+    "\n",
+    "print(f\"ESS = {ESS:.2f} (N = {N})  ->  VIF = {VIF:.4f}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'IPW weights (log y)')"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(); plt.hist(w, bins=40); plt.yscale('log'); plt.title('IPW weights (log y)')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "결과 해석\n",
+    "1) ESS와 N수가 거의 비슷한 것을 확인할 수 있음(VIF ≈ 1) -> 가중치가 고르게 퍼져있다\n",
+    "2) 히스토그램이 1 주변에 모여있고(= 가중치 과도하게 쏠리지 않음), 꼬리 부분도 완만(= 극단 가중치 거의 없음)\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "다만 VIF와 Propensity Score Overlap이 정량적으로 얼마나 되어야 한다 라는 지표는 찾을 수 없었습니다.    \n",
+    "\n",
+    "\n",
+    "데이터 및 분석의 맥락에 따라 다르게 지정하되, propensity score의 overlap이 약하다면 위에서 진행한 clipping 등의 방법을 적용해보면 좋습니다. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "[참고자료]\n",
+    "- Yang, Jeff Y., et al. \"Propensity score methods to control for confounding in observational cohort studies: a statistical primer and application to endoscopy research.\" Gastrointestinal endoscopy 90.3 (2019): 360-369.\n",
+    "\n",
+    "- Austin, Peter C. \"Informing power and sample size calculations when using inverse probability of treatment weighting using the propensity score.\" Statistics in Medicine 40.27 (2021): 6150-6163.\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Double/Debiased Machine Learning (비모수 버전의 Regression 처럼 활용 가능)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "코드 및 데이터 참조 출처: https://matheusfacure.github.io/python-causality-handbook/22-Debiased-Orthogonal-Machine-Learning.html"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "DML은 ATE와 CATE와 같은 인과적 모수를 구하는 하나의 프레임입니다.   \n",
+    "\n",
+    "간략하게 소개하자면, DML은 복잡한 보조모형은 머신러닝으로 학습하고, 직교화(Neyman 점수)와 교차적합으로 bias를 상쇄해 ATE·CATE 같은 인과모수를 정규성으로 안정적으로 추정하는 프레임워크입니다.             \n",
+    "이를 통해 인과 매개변수의 추정 절차와 성가신 매개변수의 추정 절차를 분리할 수 있는 장점을 지닌 방법입니다.\n",
+    "\n",
+    "코드와 함께 더 자세하게 알아보기 위해 계량경제학에서 자주 사용하는 데이터셋 중 하나인 **아이스크림 판매 데이터셋**을 활용해보겠습니다.  \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>temp</th>\n",
+       "      <th>weekday</th>\n",
+       "      <th>cost</th>\n",
+       "      <th>price</th>\n",
+       "      <th>sales</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>17.3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1.5</td>\n",
+       "      <td>5.6</td>\n",
+       "      <td>173</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>25.4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0.3</td>\n",
+       "      <td>4.9</td>\n",
+       "      <td>196</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>23.3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1.5</td>\n",
+       "      <td>7.6</td>\n",
+       "      <td>207</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>26.9</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.3</td>\n",
+       "      <td>5.3</td>\n",
+       "      <td>241</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>20.2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>227</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   temp  weekday  cost  price  sales\n",
+       "0  17.3        6   1.5    5.6    173\n",
+       "1  25.4        3   0.3    4.9    196\n",
+       "2  23.3        5   1.5    7.6    207\n",
+       "3  26.9        1   0.3    5.3    241\n",
+       "4  20.2        1   1.0    7.2    227"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "test = pd.read_csv(\"../data/matheus_data/ice_cream_sales_rnd.csv\")\n",
+    "train = pd.read_csv(\"../data/matheus_data/ice_cream_sales.csv\")\n",
+    "train.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Frisch-Waugh-Lovell 응용 DML"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "y = \"sales\"\n",
+    "T = \"price\"\n",
+    "X = [\"temp\", \"weekday\", \"cost\"]\n",
+    "\n",
+    "debias_m = LGBMRegressor(max_depth=3, verbosity=-1)\n",
+    "denoise_m = LGBMRegressor(max_depth=3, verbosity=-1)\n",
+    "\n",
+    "train_pred = train.assign(price_res =  train[T] - cross_val_predict(debias_m, train[X], train[T], cv=5),\n",
+    "                          sales_res =  train[y] - cross_val_predict(denoise_m, train[X], train[y], cv=5))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "위의 코드는 FWL(Frisch-Waugh-Lovell) 정리($Y_i - \\mathbb{E}[Y_i\\mid X_i] = \\tau\\,(T_i - \\mathbb{E}[T_i\\mid X_i]) + \\varepsilon$)에서 $ \\mathbb{E}[Y_i\\mid X_i] $ 와 $\\mathbb{E}[T_i\\mid X_i] $를 머신러닝을 사용하여 추정합니다.    \n",
+    "-> $Y_i - \\mathbb{E}[Y_i\\mid X_i] = \\tau\\,(T_i - \\mathbb{E}[T_i\\mid X_i]) + \\varepsilon$)에서 $\n",
+    "\n",
+    "이를 통해 Y와 T의 잔차를 추정할 때 교호작용(변수 간의 Interaction)과 비선형성을 모델링할 수 있고, 동시에 FWL 스타일의 직교화를 유지할 수 있게끔 합니다.     \n",
+    "\n",
+    "변수명을 debias_m, 그리고 denoise_m이라고 지정한 이유는 무엇일까요?    \n",
+    "\n",
+    "먼저 debias_m은 FWL 정리의 식에서 $T - M_t( = \\tilde{T})$부분으로, X의 모든 교란 편향이 모델에 의해 제거된 부분입니다.($M_t := \\mathbb{E}[T_i\\mid X_i]$를 머신러닝으로 추정한 모델)        \n",
+    "즉, $\\tilde{T}$는 X에 직교하는, X로 인한 bias를 없앤 값입니다.    \n",
+    "\n",
+    "마찬가지로 denoise_m은 FWL 식에서 $Y - M_y(= \\tilde{Y})$부분으로, Y에서 분산을 제거하는 부분입니다.($M_y := \\mathbb{E}[Y_i\\mid X_i]$를 머신러닝으로 추정한 모델)    \n",
+    "즉, $\\tilde{Y}$는 X로 인한 모든 분산이 제거된 값입니다."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "위에서 구한 모델을 활용하여 최종 ATE를 구해봅시다."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<table class=\"simpletable\">\n",
+       "<tr>\n",
+       "      <td></td>         <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Intercept</th> <td>    0.0106</td> <td>    0.072</td> <td>    0.148</td> <td> 0.883</td> <td>   -0.131</td> <td>    0.152</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>price_res</th> <td>   -3.9228</td> <td>    0.071</td> <td>  -54.962</td> <td> 0.000</td> <td>   -4.063</td> <td>   -3.783</td>\n",
+       "</tr>\n",
+       "</table>"
+      ],
+      "text/latex": [
+       "\\begin{center}\n",
+       "\\begin{tabular}{lcccccc}\n",
+       "\\toprule\n",
+       "                    & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]}  \\\\\n",
+       "\\midrule\n",
+       "\\textbf{Intercept}  &       0.0106  &        0.072     &     0.148  &         0.883        &       -0.131    &        0.152     \\\\\n",
+       "\\textbf{price\\_res} &      -3.9228  &        0.071     &   -54.962  &         0.000        &       -4.063    &       -3.783     \\\\\n",
+       "\\bottomrule\n",
+       "\\end{tabular}\n",
+       "\\end{center}"
+      ],
+      "text/plain": [
+       "<class 'statsmodels.iolib.table.SimpleTable'>"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import statsmodels.formula.api as smf\n",
+    "\n",
+    "final_model = smf.ols(formula='sales_res ~ price_res', data=train_pred).fit()\n",
+    "final_model.summary().tables[1]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "위와 같이 최종 ATE 추정 시에는 간단하게 선형으로 ATE를 추정할 수 있습니다.     \n",
+    "    \n",
+    "하지만 이는 결국 True Y값이 비선형적인 모습을 띄고 있다면 ATE를 제대로 추정하지 못하게 되는 단점을 가지고 있습니다.        \n",
+    "\n",
+    "그래서 우리는 비모수 이중/탈편향 기계학습 방법을 통해 최종 모델까지도 비선형 ML을 사용하는 방법을 알아볼 것입니다."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### 비모수 이중/탈편향 기계학습"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -33,7 +1981,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "base",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -47,9 +1995,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.7"
+   "version": "3.9.6"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 2
+ "nbformat_minor": 4
 }
diff --git a/book/data/.DS_Store b/book/data/.DS_Store
new file mode 100644
index 0000000..e066a8d
Binary files /dev/null and b/book/data/.DS_Store differ
diff --git a/book/data/matheus_data/.DS_Store b/book/data/matheus_data/.DS_Store
new file mode 100644
index 0000000..a5cc46f
Binary files /dev/null and b/book/data/matheus_data/.DS_Store differ
diff --git a/book/data/matheus_data/offline_mkt_staggered.csv b/book/data/matheus_data/offline_mkt_staggered.csv
new file mode 100644
index 0000000..fa046ce
--- /dev/null
+++ b/book/data/matheus_data/offline_mkt_staggered.csv
@@ -0,0 +1,18401 @@
+date,city,region,cohort,treated,tau,downloads,post
+2021-05-01,1,W,2021-06-20,1,0.0,27.0,0
+2021-05-02,1,W,2021-06-20,1,0.0,28.0,0
+2021-05-03,1,W,2021-06-20,1,0.0,28.0,0
+2021-05-04,1,W,2021-06-20,1,0.0,26.0,0
+2021-05-05,1,W,2021-06-20,1,0.0,28.0,0
+2021-05-06,1,W,2021-06-20,1,0.0,29.0,0
+2021-05-07,1,W,2021-06-20,1,0.0,28.0,0
+2021-05-08,1,W,2021-06-20,1,0.0,29.0,0
+2021-05-09,1,W,2021-06-20,1,0.0,30.0,0
+2021-05-10,1,W,2021-06-20,1,0.0,29.0,0
+2021-05-11,1,W,2021-06-20,1,0.0,29.0,0
+2021-05-12,1,W,2021-06-20,1,0.0,28.0,0
+2021-05-13,1,W,2021-06-20,1,0.0,29.0,0
+2021-05-14,1,W,2021-06-20,1,0.0,29.0,0
+2021-05-15,1,W,2021-06-20,1,0.0,29.0,0
+2021-05-16,1,W,2021-06-20,1,0.0,29.0,0
+2021-05-17,1,W,2021-06-20,1,0.0,32.0,0
+2021-05-18,1,W,2021-06-20,1,0.0,32.0,0
+2021-05-19,1,W,2021-06-20,1,0.0,30.0,0
+2021-05-20,1,W,2021-06-20,1,0.0,31.0,0
+2021-05-21,1,W,2021-06-20,1,0.0,32.0,0
+2021-05-22,1,W,2021-06-20,1,0.0,31.0,0
+2021-05-23,1,W,2021-06-20,1,0.0,31.0,0
+2021-05-24,1,W,2021-06-20,1,0.0,31.0,0
+2021-05-25,1,W,2021-06-20,1,0.0,31.0,0
+2021-05-26,1,W,2021-06-20,1,0.0,32.0,0
+2021-05-27,1,W,2021-06-20,1,0.0,31.0,0
+2021-05-28,1,W,2021-06-20,1,0.0,32.0,0
+2021-05-29,1,W,2021-06-20,1,0.0,33.0,0
+2021-05-30,1,W,2021-06-20,1,0.0,33.0,0
+2021-05-31,1,W,2021-06-20,1,0.0,33.0,0
+2021-06-01,1,W,2021-06-20,1,0.0,33.0,0
+2021-06-02,1,W,2021-06-20,1,0.0,34.0,0
+2021-06-03,1,W,2021-06-20,1,0.0,33.0,0
+2021-06-04,1,W,2021-06-20,1,0.0,34.0,0
+2021-06-05,1,W,2021-06-20,1,0.0,32.0,0
+2021-06-06,1,W,2021-06-20,1,0.0,34.0,0
+2021-06-07,1,W,2021-06-20,1,0.0,33.0,0
+2021-06-08,1,W,2021-06-20,1,0.0,34.0,0
+2021-06-09,1,W,2021-06-20,1,0.0,35.0,0
+2021-06-10,1,W,2021-06-20,1,0.0,36.0,0
+2021-06-11,1,W,2021-06-20,1,0.0,34.0,0
+2021-06-12,1,W,2021-06-20,1,0.0,35.0,0
+2021-06-13,1,W,2021-06-20,1,0.0,34.0,0
+2021-06-14,1,W,2021-06-20,1,0.0,36.0,0
+2021-06-15,1,W,2021-06-20,1,0.0,35.0,0
+2021-06-16,1,W,2021-06-20,1,0.0,35.0,0
+2021-06-17,1,W,2021-06-20,1,0.0,36.0,0
+2021-06-18,1,W,2021-06-20,1,0.0,37.0,0
+2021-06-19,1,W,2021-06-20,1,0.0,37.0,0
+2021-06-20,1,W,2021-06-20,1,0.0,37.0,1
+2021-06-21,1,W,2021-06-20,1,0.6463369189558108,38.0,1
+2021-06-22,1,W,2021-06-20,1,1.2926738379116287,39.0,1
+2021-06-23,1,W,2021-06-20,1,1.9390107568674395,40.0,1
+2021-06-24,1,W,2021-06-20,1,2.5853476758232503,42.0,1
+2021-06-25,1,W,2021-06-20,1,3.231684594779068,41.0,1
+2021-06-26,1,W,2021-06-20,1,3.231684594779068,41.0,1
+2021-06-27,1,W,2021-06-20,1,3.231684594779068,41.0,1
+2021-06-28,1,W,2021-06-20,1,3.231684594779068,42.0,1
+2021-06-29,1,W,2021-06-20,1,3.231684594779068,42.0,1
+2021-06-30,1,W,2021-06-20,1,3.231684594779068,42.0,1
+2021-07-01,1,W,2021-06-20,1,3.231684594779068,43.0,1
+2021-07-02,1,W,2021-06-20,1,3.231684594779068,42.0,1
+2021-07-03,1,W,2021-06-20,1,3.231684594779068,42.0,1
+2021-07-04,1,W,2021-06-20,1,3.231684594779068,43.0,1
+2021-07-05,1,W,2021-06-20,1,3.231684594779068,43.0,1
+2021-07-06,1,W,2021-06-20,1,3.231684594779068,44.0,1
+2021-07-07,1,W,2021-06-20,1,3.231684594779068,44.0,1
+2021-07-08,1,W,2021-06-20,1,3.231684594779068,44.0,1
+2021-07-09,1,W,2021-06-20,1,3.231684594779068,45.0,1
+2021-07-10,1,W,2021-06-20,1,3.231684594779068,42.0,1
+2021-07-11,1,W,2021-06-20,1,3.231684594779068,44.0,1
+2021-07-12,1,W,2021-06-20,1,3.231684594779068,44.0,1
+2021-07-13,1,W,2021-06-20,1,3.231684594779068,45.0,1
+2021-07-14,1,W,2021-06-20,1,3.231684594779068,46.0,1
+2021-07-15,1,W,2021-06-20,1,3.231684594779068,44.0,1
+2021-07-16,1,W,2021-06-20,1,3.231684594779068,46.0,1
+2021-07-17,1,W,2021-06-20,1,3.231684594779068,46.0,1
+2021-07-18,1,W,2021-06-20,1,3.231684594779068,45.0,1
+2021-07-19,1,W,2021-06-20,1,3.231684594779068,46.0,1
+2021-07-20,1,W,2021-06-20,1,3.231684594779068,46.0,1
+2021-07-21,1,W,2021-06-20,1,3.231684594779068,46.0,1
+2021-07-22,1,W,2021-06-20,1,3.231684594779068,46.0,1
+2021-07-23,1,W,2021-06-20,1,3.231684594779068,47.0,1
+2021-07-24,1,W,2021-06-20,1,3.231684594779068,46.0,1
+2021-07-25,1,W,2021-06-20,1,3.231684594779068,46.0,1
+2021-07-26,1,W,2021-06-20,1,3.231684594779068,48.0,1
+2021-07-27,1,W,2021-06-20,1,3.231684594779068,48.0,1
+2021-07-28,1,W,2021-06-20,1,3.231684594779068,47.0,1
+2021-07-29,1,W,2021-06-20,1,3.231684594779068,48.0,1
+2021-07-30,1,W,2021-06-20,1,3.231684594779068,48.0,1
+2021-07-31,1,W,2021-06-20,1,3.231684594779068,48.0,1
+2021-05-01,2,N,2100-01-01,0,0.0,40.0,0
+2021-05-02,2,N,2100-01-01,0,0.0,39.0,0
+2021-05-03,2,N,2100-01-01,0,0.0,40.0,0
+2021-05-04,2,N,2100-01-01,0,0.0,40.0,0
+2021-05-05,2,N,2100-01-01,0,0.0,39.0,0
+2021-05-06,2,N,2100-01-01,0,0.0,42.0,0
+2021-05-07,2,N,2100-01-01,0,0.0,41.0,0
+2021-05-08,2,N,2100-01-01,0,0.0,40.0,0
+2021-05-09,2,N,2100-01-01,0,0.0,40.0,0
+2021-05-10,2,N,2100-01-01,0,0.0,41.0,0
+2021-05-11,2,N,2100-01-01,0,0.0,41.0,0
+2021-05-12,2,N,2100-01-01,0,0.0,41.0,0
+2021-05-13,2,N,2100-01-01,0,0.0,40.0,0
+2021-05-14,2,N,2100-01-01,0,0.0,40.0,0
+2021-05-15,2,N,2100-01-01,0,0.0,41.0,0
+2021-05-16,2,N,2100-01-01,0,0.0,40.0,0
+2021-05-17,2,N,2100-01-01,0,0.0,43.0,0
+2021-05-18,2,N,2100-01-01,0,0.0,41.0,0
+2021-05-19,2,N,2100-01-01,0,0.0,42.0,0
+2021-05-20,2,N,2100-01-01,0,0.0,43.0,0
+2021-05-21,2,N,2100-01-01,0,0.0,41.0,0
+2021-05-22,2,N,2100-01-01,0,0.0,40.0,0
+2021-05-23,2,N,2100-01-01,0,0.0,42.0,0
+2021-05-24,2,N,2100-01-01,0,0.0,41.0,0
+2021-05-25,2,N,2100-01-01,0,0.0,42.0,0
+2021-05-26,2,N,2100-01-01,0,0.0,43.0,0
+2021-05-27,2,N,2100-01-01,0,0.0,42.0,0
+2021-05-28,2,N,2100-01-01,0,0.0,42.0,0
+2021-05-29,2,N,2100-01-01,0,0.0,42.0,0
+2021-05-30,2,N,2100-01-01,0,0.0,42.0,0
+2021-05-31,2,N,2100-01-01,0,0.0,41.0,0
+2021-06-01,2,N,2100-01-01,0,0.0,43.0,0
+2021-06-02,2,N,2100-01-01,0,0.0,44.0,0
+2021-06-03,2,N,2100-01-01,0,0.0,43.0,0
+2021-06-04,2,N,2100-01-01,0,0.0,44.0,0
+2021-06-05,2,N,2100-01-01,0,0.0,42.0,0
+2021-06-06,2,N,2100-01-01,0,0.0,44.0,0
+2021-06-07,2,N,2100-01-01,0,0.0,45.0,0
+2021-06-08,2,N,2100-01-01,0,0.0,43.0,0
+2021-06-09,2,N,2100-01-01,0,0.0,43.0,0
+2021-06-10,2,N,2100-01-01,0,0.0,43.0,0
+2021-06-11,2,N,2100-01-01,0,0.0,42.0,0
+2021-06-12,2,N,2100-01-01,0,0.0,43.0,0
+2021-06-13,2,N,2100-01-01,0,0.0,44.0,0
+2021-06-14,2,N,2100-01-01,0,0.0,44.0,0
+2021-06-15,2,N,2100-01-01,0,0.0,44.0,0
+2021-06-16,2,N,2100-01-01,0,0.0,44.0,0
+2021-06-17,2,N,2100-01-01,0,0.0,45.0,0
+2021-06-18,2,N,2100-01-01,0,0.0,45.0,0
+2021-06-19,2,N,2100-01-01,0,0.0,44.0,0
+2021-06-20,2,N,2100-01-01,0,0.0,44.0,0
+2021-06-21,2,N,2100-01-01,0,0.0,45.0,0
+2021-06-22,2,N,2100-01-01,0,0.0,45.0,0
+2021-06-23,2,N,2100-01-01,0,0.0,45.0,0
+2021-06-24,2,N,2100-01-01,0,0.0,46.0,0
+2021-06-25,2,N,2100-01-01,0,0.0,45.0,0
+2021-06-26,2,N,2100-01-01,0,0.0,45.0,0
+2021-06-27,2,N,2100-01-01,0,0.0,45.0,0
+2021-06-28,2,N,2100-01-01,0,0.0,45.0,0
+2021-06-29,2,N,2100-01-01,0,0.0,44.0,0
+2021-06-30,2,N,2100-01-01,0,0.0,44.0,0
+2021-07-01,2,N,2100-01-01,0,0.0,46.0,0
+2021-07-02,2,N,2100-01-01,0,0.0,44.0,0
+2021-07-03,2,N,2100-01-01,0,0.0,46.0,0
+2021-07-04,2,N,2100-01-01,0,0.0,44.0,0
+2021-07-05,2,N,2100-01-01,0,0.0,46.0,0
+2021-07-06,2,N,2100-01-01,0,0.0,48.0,0
+2021-07-07,2,N,2100-01-01,0,0.0,47.0,0
+2021-07-08,2,N,2100-01-01,0,0.0,46.0,0
+2021-07-09,2,N,2100-01-01,0,0.0,47.0,0
+2021-07-10,2,N,2100-01-01,0,0.0,45.0,0
+2021-07-11,2,N,2100-01-01,0,0.0,45.0,0
+2021-07-12,2,N,2100-01-01,0,0.0,47.0,0
+2021-07-13,2,N,2100-01-01,0,0.0,47.0,0
+2021-07-14,2,N,2100-01-01,0,0.0,47.0,0
+2021-07-15,2,N,2100-01-01,0,0.0,47.0,0
+2021-07-16,2,N,2100-01-01,0,0.0,47.0,0
+2021-07-17,2,N,2100-01-01,0,0.0,46.0,0
+2021-07-18,2,N,2100-01-01,0,0.0,48.0,0
+2021-07-19,2,N,2100-01-01,0,0.0,49.0,0
+2021-07-20,2,N,2100-01-01,0,0.0,48.0,0
+2021-07-21,2,N,2100-01-01,0,0.0,47.0,0
+2021-07-22,2,N,2100-01-01,0,0.0,48.0,0
+2021-07-23,2,N,2100-01-01,0,0.0,48.0,0
+2021-07-24,2,N,2100-01-01,0,0.0,47.0,0
+2021-07-25,2,N,2100-01-01,0,0.0,47.0,0
+2021-07-26,2,N,2100-01-01,0,0.0,49.0,0
+2021-07-27,2,N,2100-01-01,0,0.0,49.0,0
+2021-07-28,2,N,2100-01-01,0,0.0,46.0,0
+2021-07-29,2,N,2100-01-01,0,0.0,48.0,0
+2021-07-30,2,N,2100-01-01,0,0.0,47.0,0
+2021-07-31,2,N,2100-01-01,0,0.0,49.0,0
+2021-05-01,3,W,2021-06-20,1,0.0,30.0,0
+2021-05-02,3,W,2021-06-20,1,0.0,30.0,0
+2021-05-03,3,W,2021-06-20,1,0.0,32.0,0
+2021-05-04,3,W,2021-06-20,1,0.0,29.0,0
+2021-05-05,3,W,2021-06-20,1,0.0,32.0,0
+2021-05-06,3,W,2021-06-20,1,0.0,33.0,0
+2021-05-07,3,W,2021-06-20,1,0.0,31.0,0
+2021-05-08,3,W,2021-06-20,1,0.0,32.0,0
+2021-05-09,3,W,2021-06-20,1,0.0,31.0,0
+2021-05-10,3,W,2021-06-20,1,0.0,33.0,0
+2021-05-11,3,W,2021-06-20,1,0.0,33.0,0
+2021-05-12,3,W,2021-06-20,1,0.0,32.0,0
+2021-05-13,3,W,2021-06-20,1,0.0,32.0,0
+2021-05-14,3,W,2021-06-20,1,0.0,32.0,0
+2021-05-15,3,W,2021-06-20,1,0.0,32.0,0
+2021-05-16,3,W,2021-06-20,1,0.0,32.0,0
+2021-05-17,3,W,2021-06-20,1,0.0,34.0,0
+2021-05-18,3,W,2021-06-20,1,0.0,34.0,0
+2021-05-19,3,W,2021-06-20,1,0.0,32.0,0
+2021-05-20,3,W,2021-06-20,1,0.0,34.0,0
+2021-05-21,3,W,2021-06-20,1,0.0,35.0,0
+2021-05-22,3,W,2021-06-20,1,0.0,35.0,0
+2021-05-23,3,W,2021-06-20,1,0.0,33.0,0
+2021-05-24,3,W,2021-06-20,1,0.0,35.0,0
+2021-05-25,3,W,2021-06-20,1,0.0,35.0,0
+2021-05-26,3,W,2021-06-20,1,0.0,35.0,0
+2021-05-27,3,W,2021-06-20,1,0.0,34.0,0
+2021-05-28,3,W,2021-06-20,1,0.0,34.0,0
+2021-05-29,3,W,2021-06-20,1,0.0,35.0,0
+2021-05-30,3,W,2021-06-20,1,0.0,35.0,0
+2021-05-31,3,W,2021-06-20,1,0.0,37.0,0
+2021-06-01,3,W,2021-06-20,1,0.0,37.0,0
+2021-06-02,3,W,2021-06-20,1,0.0,36.0,0
+2021-06-03,3,W,2021-06-20,1,0.0,36.0,0
+2021-06-04,3,W,2021-06-20,1,0.0,37.0,0
+2021-06-05,3,W,2021-06-20,1,0.0,35.0,0
+2021-06-06,3,W,2021-06-20,1,0.0,37.0,0
+2021-06-07,3,W,2021-06-20,1,0.0,36.0,0
+2021-06-08,3,W,2021-06-20,1,0.0,38.0,0
+2021-06-09,3,W,2021-06-20,1,0.0,39.0,0
+2021-06-10,3,W,2021-06-20,1,0.0,37.0,0
+2021-06-11,3,W,2021-06-20,1,0.0,38.0,0
+2021-06-12,3,W,2021-06-20,1,0.0,39.0,0
+2021-06-13,3,W,2021-06-20,1,0.0,37.0,0
+2021-06-14,3,W,2021-06-20,1,0.0,38.0,0
+2021-06-15,3,W,2021-06-20,1,0.0,39.0,0
+2021-06-16,3,W,2021-06-20,1,0.0,40.0,0
+2021-06-17,3,W,2021-06-20,1,0.0,40.0,0
+2021-06-18,3,W,2021-06-20,1,0.0,41.0,0
+2021-06-19,3,W,2021-06-20,1,0.0,41.0,0
+2021-06-20,3,W,2021-06-20,1,0.0,40.0,1
+2021-06-21,3,W,2021-06-20,1,0.24204705939574467,40.0,1
+2021-06-22,3,W,2021-06-20,1,0.48409411879148223,41.0,1
+2021-06-23,3,W,2021-06-20,1,0.7261411781872269,41.0,1
+2021-06-24,3,W,2021-06-20,1,0.9681882375829645,43.0,1
+2021-06-25,3,W,2021-06-20,1,1.2102352969787091,42.0,1
+2021-06-26,3,W,2021-06-20,1,1.2102352969787091,43.0,1
+2021-06-27,3,W,2021-06-20,1,1.2102352969787091,43.0,1
+2021-06-28,3,W,2021-06-20,1,1.2102352969787091,42.0,1
+2021-06-29,3,W,2021-06-20,1,1.2102352969787091,42.0,1
+2021-06-30,3,W,2021-06-20,1,1.2102352969787091,43.0,1
+2021-07-01,3,W,2021-06-20,1,1.2102352969787091,43.0,1
+2021-07-02,3,W,2021-06-20,1,1.2102352969787091,43.0,1
+2021-07-03,3,W,2021-06-20,1,1.2102352969787091,42.0,1
+2021-07-04,3,W,2021-06-20,1,1.2102352969787091,43.0,1
+2021-07-05,3,W,2021-06-20,1,1.2102352969787091,44.0,1
+2021-07-06,3,W,2021-06-20,1,1.2102352969787091,46.0,1
+2021-07-07,3,W,2021-06-20,1,1.2102352969787091,45.0,1
+2021-07-08,3,W,2021-06-20,1,1.2102352969787091,45.0,1
+2021-07-09,3,W,2021-06-20,1,1.2102352969787091,44.0,1
+2021-07-10,3,W,2021-06-20,1,1.2102352969787091,42.0,1
+2021-07-11,3,W,2021-06-20,1,1.2102352969787091,45.0,1
+2021-07-12,3,W,2021-06-20,1,1.2102352969787091,47.0,1
+2021-07-13,3,W,2021-06-20,1,1.2102352969787091,46.0,1
+2021-07-14,3,W,2021-06-20,1,1.2102352969787091,45.0,1
+2021-07-15,3,W,2021-06-20,1,1.2102352969787091,46.0,1
+2021-07-16,3,W,2021-06-20,1,1.2102352969787091,46.0,1
+2021-07-17,3,W,2021-06-20,1,1.2102352969787091,46.0,1
+2021-07-18,3,W,2021-06-20,1,1.2102352969787091,47.0,1
+2021-07-19,3,W,2021-06-20,1,1.2102352969787091,47.0,1
+2021-07-20,3,W,2021-06-20,1,1.2102352969787091,47.0,1
+2021-07-21,3,W,2021-06-20,1,1.2102352969787091,48.0,1
+2021-07-22,3,W,2021-06-20,1,1.2102352969787091,46.0,1
+2021-07-23,3,W,2021-06-20,1,1.2102352969787091,48.0,1
+2021-07-24,3,W,2021-06-20,1,1.2102352969787091,47.0,1
+2021-07-25,3,W,2021-06-20,1,1.2102352969787091,47.0,1
+2021-07-26,3,W,2021-06-20,1,1.2102352969787091,49.0,1
+2021-07-27,3,W,2021-06-20,1,1.2102352969787091,50.0,1
+2021-07-28,3,W,2021-06-20,1,1.2102352969787091,49.0,1
+2021-07-29,3,W,2021-06-20,1,1.2102352969787091,50.0,1
+2021-07-30,3,W,2021-06-20,1,1.2102352969787091,47.0,1
+2021-07-31,3,W,2021-06-20,1,1.2102352969787091,48.0,1
+2021-05-01,4,W,2021-06-04,1,0.0,26.0,0
+2021-05-02,4,W,2021-06-04,1,0.0,27.0,0
+2021-05-03,4,W,2021-06-04,1,0.0,28.0,0
+2021-05-04,4,W,2021-06-04,1,0.0,27.0,0
+2021-05-05,4,W,2021-06-04,1,0.0,27.0,0
+2021-05-06,4,W,2021-06-04,1,0.0,28.0,0
+2021-05-07,4,W,2021-06-04,1,0.0,28.0,0
+2021-05-08,4,W,2021-06-04,1,0.0,26.0,0
+2021-05-09,4,W,2021-06-04,1,0.0,27.0,0
+2021-05-10,4,W,2021-06-04,1,0.0,28.0,0
+2021-05-11,4,W,2021-06-04,1,0.0,29.0,0
+2021-05-12,4,W,2021-06-04,1,0.0,30.0,0
+2021-05-13,4,W,2021-06-04,1,0.0,29.0,0
+2021-05-14,4,W,2021-06-04,1,0.0,28.0,0
+2021-05-15,4,W,2021-06-04,1,0.0,29.0,0
+2021-05-16,4,W,2021-06-04,1,0.0,28.0,0
+2021-05-17,4,W,2021-06-04,1,0.0,31.0,0
+2021-05-18,4,W,2021-06-04,1,0.0,30.0,0
+2021-05-19,4,W,2021-06-04,1,0.0,31.0,0
+2021-05-20,4,W,2021-06-04,1,0.0,31.0,0
+2021-05-21,4,W,2021-06-04,1,0.0,30.0,0
+2021-05-22,4,W,2021-06-04,1,0.0,31.0,0
+2021-05-23,4,W,2021-06-04,1,0.0,31.0,0
+2021-05-24,4,W,2021-06-04,1,0.0,31.0,0
+2021-05-25,4,W,2021-06-04,1,0.0,32.0,0
+2021-05-26,4,W,2021-06-04,1,0.0,33.0,0
+2021-05-27,4,W,2021-06-04,1,0.0,32.0,0
+2021-05-28,4,W,2021-06-04,1,0.0,32.0,0
+2021-05-29,4,W,2021-06-04,1,0.0,32.0,0
+2021-05-30,4,W,2021-06-04,1,0.0,32.0,0
+2021-05-31,4,W,2021-06-04,1,0.0,32.0,0
+2021-06-01,4,W,2021-06-04,1,0.0,32.0,0
+2021-06-02,4,W,2021-06-04,1,0.0,34.0,0
+2021-06-03,4,W,2021-06-04,1,0.0,33.0,0
+2021-06-04,4,W,2021-06-04,1,0.0,33.0,1
+2021-06-05,4,W,2021-06-04,1,0.18198019506831997,34.0,1
+2021-06-06,4,W,2021-06-04,1,0.36396039013663994,35.0,1
+2021-06-07,4,W,2021-06-04,1,0.5459405852049599,35.0,1
+2021-06-08,4,W,2021-06-04,1,0.7279207802732799,36.0,1
+2021-06-09,4,W,2021-06-04,1,0.9099009753415999,37.0,1
+2021-06-10,4,W,2021-06-04,1,0.9099009753415999,36.0,1
+2021-06-11,4,W,2021-06-04,1,0.9099009753415999,34.0,1
+2021-06-12,4,W,2021-06-04,1,0.9099009753415999,34.0,1
+2021-06-13,4,W,2021-06-04,1,0.9099009753415999,36.0,1
+2021-06-14,4,W,2021-06-04,1,0.9099009753415999,37.0,1
+2021-06-15,4,W,2021-06-04,1,0.9099009753415999,38.0,1
+2021-06-16,4,W,2021-06-04,1,0.9099009753415999,36.0,1
+2021-06-17,4,W,2021-06-04,1,0.9099009753415999,37.0,1
+2021-06-18,4,W,2021-06-04,1,0.9099009753415999,36.0,1
+2021-06-19,4,W,2021-06-04,1,0.9099009753415999,37.0,1
+2021-06-20,4,W,2021-06-04,1,0.9099009753415999,38.0,1
+2021-06-21,4,W,2021-06-04,1,0.9099009753415999,38.0,1
+2021-06-22,4,W,2021-06-04,1,0.9099009753415999,39.0,1
+2021-06-23,4,W,2021-06-04,1,0.9099009753415999,38.0,1
+2021-06-24,4,W,2021-06-04,1,0.9099009753415999,38.0,1
+2021-06-25,4,W,2021-06-04,1,0.9099009753415999,39.0,1
+2021-06-26,4,W,2021-06-04,1,0.9099009753415999,38.0,1
+2021-06-27,4,W,2021-06-04,1,0.9099009753415999,39.0,1
+2021-06-28,4,W,2021-06-04,1,0.9099009753415999,40.0,1
+2021-06-29,4,W,2021-06-04,1,0.9099009753415999,41.0,1
+2021-06-30,4,W,2021-06-04,1,0.9099009753415999,39.0,1
+2021-07-01,4,W,2021-06-04,1,0.9099009753415999,38.0,1
+2021-07-02,4,W,2021-06-04,1,0.9099009753415999,39.0,1
+2021-07-03,4,W,2021-06-04,1,0.9099009753415999,40.0,1
+2021-07-04,4,W,2021-06-04,1,0.9099009753415999,40.0,1
+2021-07-05,4,W,2021-06-04,1,0.9099009753415999,41.0,1
+2021-07-06,4,W,2021-06-04,1,0.9099009753415999,40.0,1
+2021-07-07,4,W,2021-06-04,1,0.9099009753415999,41.0,1
+2021-07-08,4,W,2021-06-04,1,0.9099009753415999,42.0,1
+2021-07-09,4,W,2021-06-04,1,0.9099009753415999,41.0,1
+2021-07-10,4,W,2021-06-04,1,0.9099009753415999,39.0,1
+2021-07-11,4,W,2021-06-04,1,0.9099009753415999,40.0,1
+2021-07-12,4,W,2021-06-04,1,0.9099009753415999,42.0,1
+2021-07-13,4,W,2021-06-04,1,0.9099009753415999,41.0,1
+2021-07-14,4,W,2021-06-04,1,0.9099009753415999,43.0,1
+2021-07-15,4,W,2021-06-04,1,0.9099009753415999,43.0,1
+2021-07-16,4,W,2021-06-04,1,0.9099009753415999,43.0,1
+2021-07-17,4,W,2021-06-04,1,0.9099009753415999,43.0,1
+2021-07-18,4,W,2021-06-04,1,0.9099009753415999,44.0,1
+2021-07-19,4,W,2021-06-04,1,0.9099009753415999,44.0,1
+2021-07-20,4,W,2021-06-04,1,0.9099009753415999,44.0,1
+2021-07-21,4,W,2021-06-04,1,0.9099009753415999,44.0,1
+2021-07-22,4,W,2021-06-04,1,0.9099009753415999,44.0,1
+2021-07-23,4,W,2021-06-04,1,0.9099009753415999,45.0,1
+2021-07-24,4,W,2021-06-04,1,0.9099009753415999,44.0,1
+2021-07-25,4,W,2021-06-04,1,0.9099009753415999,44.0,1
+2021-07-26,4,W,2021-06-04,1,0.9099009753415999,44.0,1
+2021-07-27,4,W,2021-06-04,1,0.9099009753415999,46.0,1
+2021-07-28,4,W,2021-06-04,1,0.9099009753415999,46.0,1
+2021-07-29,4,W,2021-06-04,1,0.9099009753415999,45.0,1
+2021-07-30,4,W,2021-06-04,1,0.9099009753415999,46.0,1
+2021-07-31,4,W,2021-06-04,1,0.9099009753415999,45.0,1
+2021-05-01,5,S,2100-01-01,0,0.0,51.0,0
+2021-05-02,5,S,2100-01-01,0,0.0,51.0,0
+2021-05-03,5,S,2100-01-01,0,0.0,51.0,0
+2021-05-04,5,S,2100-01-01,0,0.0,50.0,0
+2021-05-05,5,S,2100-01-01,0,0.0,49.0,0
+2021-05-06,5,S,2100-01-01,0,0.0,51.0,0
+2021-05-07,5,S,2100-01-01,0,0.0,51.0,0
+2021-05-08,5,S,2100-01-01,0,0.0,50.0,0
+2021-05-09,5,S,2100-01-01,0,0.0,52.0,0
+2021-05-10,5,S,2100-01-01,0,0.0,51.0,0
+2021-05-11,5,S,2100-01-01,0,0.0,51.0,0
+2021-05-12,5,S,2100-01-01,0,0.0,50.0,0
+2021-05-13,5,S,2100-01-01,0,0.0,51.0,0
+2021-05-14,5,S,2100-01-01,0,0.0,50.0,0
+2021-05-15,5,S,2100-01-01,0,0.0,50.0,0
+2021-05-16,5,S,2100-01-01,0,0.0,49.0,0
+2021-05-17,5,S,2100-01-01,0,0.0,52.0,0
+2021-05-18,5,S,2100-01-01,0,0.0,50.0,0
+2021-05-19,5,S,2100-01-01,0,0.0,49.0,0
+2021-05-20,5,S,2100-01-01,0,0.0,51.0,0
+2021-05-21,5,S,2100-01-01,0,0.0,50.0,0
+2021-05-22,5,S,2100-01-01,0,0.0,49.0,0
+2021-05-23,5,S,2100-01-01,0,0.0,50.0,0
+2021-05-24,5,S,2100-01-01,0,0.0,51.0,0
+2021-05-25,5,S,2100-01-01,0,0.0,51.0,0
+2021-05-26,5,S,2100-01-01,0,0.0,51.0,0
+2021-05-27,5,S,2100-01-01,0,0.0,50.0,0
+2021-05-28,5,S,2100-01-01,0,0.0,49.0,0
+2021-05-29,5,S,2100-01-01,0,0.0,50.0,0
+2021-05-30,5,S,2100-01-01,0,0.0,50.0,0
+2021-05-31,5,S,2100-01-01,0,0.0,51.0,0
+2021-06-01,5,S,2100-01-01,0,0.0,50.0,0
+2021-06-02,5,S,2100-01-01,0,0.0,50.0,0
+2021-06-03,5,S,2100-01-01,0,0.0,50.0,0
+2021-06-04,5,S,2100-01-01,0,0.0,52.0,0
+2021-06-05,5,S,2100-01-01,0,0.0,49.0,0
+2021-06-06,5,S,2100-01-01,0,0.0,50.0,0
+2021-06-07,5,S,2100-01-01,0,0.0,50.0,0
+2021-06-08,5,S,2100-01-01,0,0.0,51.0,0
+2021-06-09,5,S,2100-01-01,0,0.0,51.0,0
+2021-06-10,5,S,2100-01-01,0,0.0,51.0,0
+2021-06-11,5,S,2100-01-01,0,0.0,50.0,0
+2021-06-12,5,S,2100-01-01,0,0.0,50.0,0
+2021-06-13,5,S,2100-01-01,0,0.0,50.0,0
+2021-06-14,5,S,2100-01-01,0,0.0,52.0,0
+2021-06-15,5,S,2100-01-01,0,0.0,50.0,0
+2021-06-16,5,S,2100-01-01,0,0.0,50.0,0
+2021-06-17,5,S,2100-01-01,0,0.0,50.0,0
+2021-06-18,5,S,2100-01-01,0,0.0,52.0,0
+2021-06-19,5,S,2100-01-01,0,0.0,51.0,0
+2021-06-20,5,S,2100-01-01,0,0.0,50.0,0
+2021-06-21,5,S,2100-01-01,0,0.0,51.0,0
+2021-06-22,5,S,2100-01-01,0,0.0,51.0,0
+2021-06-23,5,S,2100-01-01,0,0.0,51.0,0
+2021-06-24,5,S,2100-01-01,0,0.0,51.0,0
+2021-06-25,5,S,2100-01-01,0,0.0,51.0,0
+2021-06-26,5,S,2100-01-01,0,0.0,50.0,0
+2021-06-27,5,S,2100-01-01,0,0.0,49.0,0
+2021-06-28,5,S,2100-01-01,0,0.0,51.0,0
+2021-06-29,5,S,2100-01-01,0,0.0,50.0,0
+2021-06-30,5,S,2100-01-01,0,0.0,49.0,0
+2021-07-01,5,S,2100-01-01,0,0.0,51.0,0
+2021-07-02,5,S,2100-01-01,0,0.0,50.0,0
+2021-07-03,5,S,2100-01-01,0,0.0,49.0,0
+2021-07-04,5,S,2100-01-01,0,0.0,50.0,0
+2021-07-05,5,S,2100-01-01,0,0.0,53.0,0
+2021-07-06,5,S,2100-01-01,0,0.0,51.0,0
+2021-07-07,5,S,2100-01-01,0,0.0,51.0,0
+2021-07-08,5,S,2100-01-01,0,0.0,50.0,0
+2021-07-09,5,S,2100-01-01,0,0.0,51.0,0
+2021-07-10,5,S,2100-01-01,0,0.0,50.0,0
+2021-07-11,5,S,2100-01-01,0,0.0,50.0,0
+2021-07-12,5,S,2100-01-01,0,0.0,52.0,0
+2021-07-13,5,S,2100-01-01,0,0.0,50.0,0
+2021-07-14,5,S,2100-01-01,0,0.0,51.0,0
+2021-07-15,5,S,2100-01-01,0,0.0,51.0,0
+2021-07-16,5,S,2100-01-01,0,0.0,50.0,0
+2021-07-17,5,S,2100-01-01,0,0.0,51.0,0
+2021-07-18,5,S,2100-01-01,0,0.0,50.0,0
+2021-07-19,5,S,2100-01-01,0,0.0,50.0,0
+2021-07-20,5,S,2100-01-01,0,0.0,52.0,0
+2021-07-21,5,S,2100-01-01,0,0.0,51.0,0
+2021-07-22,5,S,2100-01-01,0,0.0,52.0,0
+2021-07-23,5,S,2100-01-01,0,0.0,51.0,0
+2021-07-24,5,S,2100-01-01,0,0.0,50.0,0
+2021-07-25,5,S,2100-01-01,0,0.0,48.0,0
+2021-07-26,5,S,2100-01-01,0,0.0,52.0,0
+2021-07-27,5,S,2100-01-01,0,0.0,50.0,0
+2021-07-28,5,S,2100-01-01,0,0.0,50.0,0
+2021-07-29,5,S,2100-01-01,0,0.0,50.0,0
+2021-07-30,5,S,2100-01-01,0,0.0,50.0,0
+2021-07-31,5,S,2100-01-01,0,0.0,50.0,0
+2021-05-01,6,W,2100-01-01,0,0.0,28.0,0
+2021-05-02,6,W,2100-01-01,0,0.0,27.0,0
+2021-05-03,6,W,2100-01-01,0,0.0,30.0,0
+2021-05-04,6,W,2100-01-01,0,0.0,28.0,0
+2021-05-05,6,W,2100-01-01,0,0.0,29.0,0
+2021-05-06,6,W,2100-01-01,0,0.0,29.0,0
+2021-05-07,6,W,2100-01-01,0,0.0,30.0,0
+2021-05-08,6,W,2100-01-01,0,0.0,27.0,0
+2021-05-09,6,W,2100-01-01,0,0.0,29.0,0
+2021-05-10,6,W,2100-01-01,0,0.0,29.0,0
+2021-05-11,6,W,2100-01-01,0,0.0,30.0,0
+2021-05-12,6,W,2100-01-01,0,0.0,31.0,0
+2021-05-13,6,W,2100-01-01,0,0.0,29.0,0
+2021-05-14,6,W,2100-01-01,0,0.0,30.0,0
+2021-05-15,6,W,2100-01-01,0,0.0,30.0,0
+2021-05-16,6,W,2100-01-01,0,0.0,31.0,0
+2021-05-17,6,W,2100-01-01,0,0.0,32.0,0
+2021-05-18,6,W,2100-01-01,0,0.0,31.0,0
+2021-05-19,6,W,2100-01-01,0,0.0,30.0,0
+2021-05-20,6,W,2100-01-01,0,0.0,32.0,0
+2021-05-21,6,W,2100-01-01,0,0.0,32.0,0
+2021-05-22,6,W,2100-01-01,0,0.0,33.0,0
+2021-05-23,6,W,2100-01-01,0,0.0,32.0,0
+2021-05-24,6,W,2100-01-01,0,0.0,33.0,0
+2021-05-25,6,W,2100-01-01,0,0.0,33.0,0
+2021-05-26,6,W,2100-01-01,0,0.0,34.0,0
+2021-05-27,6,W,2100-01-01,0,0.0,31.0,0
+2021-05-28,6,W,2100-01-01,0,0.0,34.0,0
+2021-05-29,6,W,2100-01-01,0,0.0,34.0,0
+2021-05-30,6,W,2100-01-01,0,0.0,33.0,0
+2021-05-31,6,W,2100-01-01,0,0.0,34.0,0
+2021-06-01,6,W,2100-01-01,0,0.0,34.0,0
+2021-06-02,6,W,2100-01-01,0,0.0,37.0,0
+2021-06-03,6,W,2100-01-01,0,0.0,34.0,0
+2021-06-04,6,W,2100-01-01,0,0.0,34.0,0
+2021-06-05,6,W,2100-01-01,0,0.0,34.0,0
+2021-06-06,6,W,2100-01-01,0,0.0,34.0,0
+2021-06-07,6,W,2100-01-01,0,0.0,35.0,0
+2021-06-08,6,W,2100-01-01,0,0.0,35.0,0
+2021-06-09,6,W,2100-01-01,0,0.0,37.0,0
+2021-06-10,6,W,2100-01-01,0,0.0,36.0,0
+2021-06-11,6,W,2100-01-01,0,0.0,35.0,0
+2021-06-12,6,W,2100-01-01,0,0.0,35.0,0
+2021-06-13,6,W,2100-01-01,0,0.0,36.0,0
+2021-06-14,6,W,2100-01-01,0,0.0,37.0,0
+2021-06-15,6,W,2100-01-01,0,0.0,37.0,0
+2021-06-16,6,W,2100-01-01,0,0.0,38.0,0
+2021-06-17,6,W,2100-01-01,0,0.0,37.0,0
+2021-06-18,6,W,2100-01-01,0,0.0,38.0,0
+2021-06-19,6,W,2100-01-01,0,0.0,38.0,0
+2021-06-20,6,W,2100-01-01,0,0.0,38.0,0
+2021-06-21,6,W,2100-01-01,0,0.0,38.0,0
+2021-06-22,6,W,2100-01-01,0,0.0,39.0,0
+2021-06-23,6,W,2100-01-01,0,0.0,38.0,0
+2021-06-24,6,W,2100-01-01,0,0.0,39.0,0
+2021-06-25,6,W,2100-01-01,0,0.0,38.0,0
+2021-06-26,6,W,2100-01-01,0,0.0,39.0,0
+2021-06-27,6,W,2100-01-01,0,0.0,40.0,0
+2021-06-28,6,W,2100-01-01,0,0.0,39.0,0
+2021-06-29,6,W,2100-01-01,0,0.0,41.0,0
+2021-06-30,6,W,2100-01-01,0,0.0,39.0,0
+2021-07-01,6,W,2100-01-01,0,0.0,40.0,0
+2021-07-02,6,W,2100-01-01,0,0.0,40.0,0
+2021-07-03,6,W,2100-01-01,0,0.0,38.0,0
+2021-07-04,6,W,2100-01-01,0,0.0,40.0,0
+2021-07-05,6,W,2100-01-01,0,0.0,42.0,0
+2021-07-06,6,W,2100-01-01,0,0.0,41.0,0
+2021-07-07,6,W,2100-01-01,0,0.0,43.0,0
+2021-07-08,6,W,2100-01-01,0,0.0,41.0,0
+2021-07-09,6,W,2100-01-01,0,0.0,41.0,0
+2021-07-10,6,W,2100-01-01,0,0.0,41.0,0
+2021-07-11,6,W,2100-01-01,0,0.0,42.0,0
+2021-07-12,6,W,2100-01-01,0,0.0,41.0,0
+2021-07-13,6,W,2100-01-01,0,0.0,42.0,0
+2021-07-14,6,W,2100-01-01,0,0.0,42.0,0
+2021-07-15,6,W,2100-01-01,0,0.0,43.0,0
+2021-07-16,6,W,2100-01-01,0,0.0,42.0,0
+2021-07-17,6,W,2100-01-01,0,0.0,44.0,0
+2021-07-18,6,W,2100-01-01,0,0.0,44.0,0
+2021-07-19,6,W,2100-01-01,0,0.0,45.0,0
+2021-07-20,6,W,2100-01-01,0,0.0,44.0,0
+2021-07-21,6,W,2100-01-01,0,0.0,44.0,0
+2021-07-22,6,W,2100-01-01,0,0.0,43.0,0
+2021-07-23,6,W,2100-01-01,0,0.0,43.0,0
+2021-07-24,6,W,2100-01-01,0,0.0,43.0,0
+2021-07-25,6,W,2100-01-01,0,0.0,44.0,0
+2021-07-26,6,W,2100-01-01,0,0.0,46.0,0
+2021-07-27,6,W,2100-01-01,0,0.0,45.0,0
+2021-07-28,6,W,2100-01-01,0,0.0,45.0,0
+2021-07-29,6,W,2100-01-01,0,0.0,44.0,0
+2021-07-30,6,W,2100-01-01,0,0.0,45.0,0
+2021-07-31,6,W,2100-01-01,0,0.0,45.0,0
+2021-05-01,7,W,2021-06-04,1,0.0,24.0,0
+2021-05-02,7,W,2021-06-04,1,0.0,24.0,0
+2021-05-03,7,W,2021-06-04,1,0.0,24.0,0
+2021-05-04,7,W,2021-06-04,1,0.0,25.0,0
+2021-05-05,7,W,2021-06-04,1,0.0,25.0,0
+2021-05-06,7,W,2021-06-04,1,0.0,26.0,0
+2021-05-07,7,W,2021-06-04,1,0.0,25.0,0
+2021-05-08,7,W,2021-06-04,1,0.0,25.0,0
+2021-05-09,7,W,2021-06-04,1,0.0,27.0,0
+2021-05-10,7,W,2021-06-04,1,0.0,27.0,0
+2021-05-11,7,W,2021-06-04,1,0.0,26.0,0
+2021-05-12,7,W,2021-06-04,1,0.0,27.0,0
+2021-05-13,7,W,2021-06-04,1,0.0,26.0,0
+2021-05-14,7,W,2021-06-04,1,0.0,25.0,0
+2021-05-15,7,W,2021-06-04,1,0.0,25.0,0
+2021-05-16,7,W,2021-06-04,1,0.0,27.0,0
+2021-05-17,7,W,2021-06-04,1,0.0,30.0,0
+2021-05-18,7,W,2021-06-04,1,0.0,28.0,0
+2021-05-19,7,W,2021-06-04,1,0.0,27.0,0
+2021-05-20,7,W,2021-06-04,1,0.0,29.0,0
+2021-05-21,7,W,2021-06-04,1,0.0,27.0,0
+2021-05-22,7,W,2021-06-04,1,0.0,28.0,0
+2021-05-23,7,W,2021-06-04,1,0.0,28.0,0
+2021-05-24,7,W,2021-06-04,1,0.0,31.0,0
+2021-05-25,7,W,2021-06-04,1,0.0,30.0,0
+2021-05-26,7,W,2021-06-04,1,0.0,29.0,0
+2021-05-27,7,W,2021-06-04,1,0.0,28.0,0
+2021-05-28,7,W,2021-06-04,1,0.0,29.0,0
+2021-05-29,7,W,2021-06-04,1,0.0,31.0,0
+2021-05-30,7,W,2021-06-04,1,0.0,30.0,0
+2021-05-31,7,W,2021-06-04,1,0.0,30.0,0
+2021-06-01,7,W,2021-06-04,1,0.0,32.0,0
+2021-06-02,7,W,2021-06-04,1,0.0,31.0,0
+2021-06-03,7,W,2021-06-04,1,0.0,31.0,0
+2021-06-04,7,W,2021-06-04,1,0.0,31.0,1
+2021-06-05,7,W,2021-06-04,1,0.04920370864405044,30.0,1
+2021-06-06,7,W,2021-06-04,1,0.09840741728809732,32.0,1
+2021-06-07,7,W,2021-06-04,1,0.14761112593214776,32.0,1
+2021-06-08,7,W,2021-06-04,1,0.19681483457619464,32.0,1
+2021-06-09,7,W,2021-06-04,1,0.24601854322024508,33.0,1
+2021-06-10,7,W,2021-06-04,1,0.24601854322024508,32.0,1
+2021-06-11,7,W,2021-06-04,1,0.24601854322024508,32.0,1
+2021-06-12,7,W,2021-06-04,1,0.24601854322024508,32.0,1
+2021-06-13,7,W,2021-06-04,1,0.24601854322024508,31.0,1
+2021-06-14,7,W,2021-06-04,1,0.24601854322024508,34.0,1
+2021-06-15,7,W,2021-06-04,1,0.24601854322024508,34.0,1
+2021-06-16,7,W,2021-06-04,1,0.24601854322024508,33.0,1
+2021-06-17,7,W,2021-06-04,1,0.24601854322024508,33.0,1
+2021-06-18,7,W,2021-06-04,1,0.24601854322024508,35.0,1
+2021-06-19,7,W,2021-06-04,1,0.24601854322024508,33.0,1
+2021-06-20,7,W,2021-06-04,1,0.24601854322024508,34.0,1
+2021-06-21,7,W,2021-06-04,1,0.24601854322024508,35.0,1
+2021-06-22,7,W,2021-06-04,1,0.24601854322024508,35.0,1
+2021-06-23,7,W,2021-06-04,1,0.24601854322024508,35.0,1
+2021-06-24,7,W,2021-06-04,1,0.24601854322024508,35.0,1
+2021-06-25,7,W,2021-06-04,1,0.24601854322024508,35.0,1
+2021-06-26,7,W,2021-06-04,1,0.24601854322024508,35.0,1
+2021-06-27,7,W,2021-06-04,1,0.24601854322024508,36.0,1
+2021-06-28,7,W,2021-06-04,1,0.24601854322024508,37.0,1
+2021-06-29,7,W,2021-06-04,1,0.24601854322024508,37.0,1
+2021-06-30,7,W,2021-06-04,1,0.24601854322024508,36.0,1
+2021-07-01,7,W,2021-06-04,1,0.24601854322024508,36.0,1
+2021-07-02,7,W,2021-06-04,1,0.24601854322024508,38.0,1
+2021-07-03,7,W,2021-06-04,1,0.24601854322024508,36.0,1
+2021-07-04,7,W,2021-06-04,1,0.24601854322024508,37.0,1
+2021-07-05,7,W,2021-06-04,1,0.24601854322024508,38.0,1
+2021-07-06,7,W,2021-06-04,1,0.24601854322024508,36.0,1
+2021-07-07,7,W,2021-06-04,1,0.24601854322024508,39.0,1
+2021-07-08,7,W,2021-06-04,1,0.24601854322024508,39.0,1
+2021-07-09,7,W,2021-06-04,1,0.24601854322024508,39.0,1
+2021-07-10,7,W,2021-06-04,1,0.24601854322024508,37.0,1
+2021-07-11,7,W,2021-06-04,1,0.24601854322024508,38.0,1
+2021-07-12,7,W,2021-06-04,1,0.24601854322024508,38.0,1
+2021-07-13,7,W,2021-06-04,1,0.24601854322024508,40.0,1
+2021-07-14,7,W,2021-06-04,1,0.24601854322024508,41.0,1
+2021-07-15,7,W,2021-06-04,1,0.24601854322024508,41.0,1
+2021-07-16,7,W,2021-06-04,1,0.24601854322024508,39.0,1
+2021-07-17,7,W,2021-06-04,1,0.24601854322024508,40.0,1
+2021-07-18,7,W,2021-06-04,1,0.24601854322024508,40.0,1
+2021-07-19,7,W,2021-06-04,1,0.24601854322024508,40.0,1
+2021-07-20,7,W,2021-06-04,1,0.24601854322024508,41.0,1
+2021-07-21,7,W,2021-06-04,1,0.24601854322024508,40.0,1
+2021-07-22,7,W,2021-06-04,1,0.24601854322024508,42.0,1
+2021-07-23,7,W,2021-06-04,1,0.24601854322024508,42.0,1
+2021-07-24,7,W,2021-06-04,1,0.24601854322024508,41.0,1
+2021-07-25,7,W,2021-06-04,1,0.24601854322024508,39.0,1
+2021-07-26,7,W,2021-06-04,1,0.24601854322024508,42.0,1
+2021-07-27,7,W,2021-06-04,1,0.24601854322024508,43.0,1
+2021-07-28,7,W,2021-06-04,1,0.24601854322024508,42.0,1
+2021-07-29,7,W,2021-06-04,1,0.24601854322024508,43.0,1
+2021-07-30,7,W,2021-06-04,1,0.24601854322024508,41.0,1
+2021-07-31,7,W,2021-06-04,1,0.24601854322024508,41.0,1
+2021-05-01,8,N,2021-06-20,1,0.0,46.0,0
+2021-05-02,8,N,2021-06-20,1,0.0,48.0,0
+2021-05-03,8,N,2021-06-20,1,0.0,48.0,0
+2021-05-04,8,N,2021-06-20,1,0.0,48.0,0
+2021-05-05,8,N,2021-06-20,1,0.0,47.0,0
+2021-05-06,8,N,2021-06-20,1,0.0,48.0,0
+2021-05-07,8,N,2021-06-20,1,0.0,46.0,0
+2021-05-08,8,N,2021-06-20,1,0.0,47.0,0
+2021-05-09,8,N,2021-06-20,1,0.0,48.0,0
+2021-05-10,8,N,2021-06-20,1,0.0,49.0,0
+2021-05-11,8,N,2021-06-20,1,0.0,48.0,0
+2021-05-12,8,N,2021-06-20,1,0.0,49.0,0
+2021-05-13,8,N,2021-06-20,1,0.0,48.0,0
+2021-05-14,8,N,2021-06-20,1,0.0,47.0,0
+2021-05-15,8,N,2021-06-20,1,0.0,47.0,0
+2021-05-16,8,N,2021-06-20,1,0.0,48.0,0
+2021-05-17,8,N,2021-06-20,1,0.0,50.0,0
+2021-05-18,8,N,2021-06-20,1,0.0,50.0,0
+2021-05-19,8,N,2021-06-20,1,0.0,47.0,0
+2021-05-20,8,N,2021-06-20,1,0.0,49.0,0
+2021-05-21,8,N,2021-06-20,1,0.0,49.0,0
+2021-05-22,8,N,2021-06-20,1,0.0,49.0,0
+2021-05-23,8,N,2021-06-20,1,0.0,50.0,0
+2021-05-24,8,N,2021-06-20,1,0.0,48.0,0
+2021-05-25,8,N,2021-06-20,1,0.0,50.0,0
+2021-05-26,8,N,2021-06-20,1,0.0,50.0,0
+2021-05-27,8,N,2021-06-20,1,0.0,50.0,0
+2021-05-28,8,N,2021-06-20,1,0.0,49.0,0
+2021-05-29,8,N,2021-06-20,1,0.0,49.0,0
+2021-05-30,8,N,2021-06-20,1,0.0,49.0,0
+2021-05-31,8,N,2021-06-20,1,0.0,50.0,0
+2021-06-01,8,N,2021-06-20,1,0.0,50.0,0
+2021-06-02,8,N,2021-06-20,1,0.0,48.0,0
+2021-06-03,8,N,2021-06-20,1,0.0,49.0,0
+2021-06-04,8,N,2021-06-20,1,0.0,49.0,0
+2021-06-05,8,N,2021-06-20,1,0.0,50.0,0
+2021-06-06,8,N,2021-06-20,1,0.0,49.0,0
+2021-06-07,8,N,2021-06-20,1,0.0,49.0,0
+2021-06-08,8,N,2021-06-20,1,0.0,51.0,0
+2021-06-09,8,N,2021-06-20,1,0.0,50.0,0
+2021-06-10,8,N,2021-06-20,1,0.0,51.0,0
+2021-06-11,8,N,2021-06-20,1,0.0,50.0,0
+2021-06-12,8,N,2021-06-20,1,0.0,51.0,0
+2021-06-13,8,N,2021-06-20,1,0.0,51.0,0
+2021-06-14,8,N,2021-06-20,1,0.0,51.0,0
+2021-06-15,8,N,2021-06-20,1,0.0,52.0,0
+2021-06-16,8,N,2021-06-20,1,0.0,51.0,0
+2021-06-17,8,N,2021-06-20,1,0.0,53.0,0
+2021-06-18,8,N,2021-06-20,1,0.0,52.0,0
+2021-06-19,8,N,2021-06-20,1,0.0,52.0,0
+2021-06-20,8,N,2021-06-20,1,0.0,52.0,1
+2021-06-21,8,N,2021-06-20,1,1.219675992135862,55.0,1
+2021-06-22,8,N,2021-06-20,1,2.439351984271717,56.0,1
+2021-06-23,8,N,2021-06-20,1,3.659027976407579,56.0,1
+2021-06-24,8,N,2021-06-20,1,4.878703968543441,57.0,1
+2021-06-25,8,N,2021-06-20,1,6.098379960679296,59.0,1
+2021-06-26,8,N,2021-06-20,1,6.098379960679296,57.0,1
+2021-06-27,8,N,2021-06-20,1,6.098379960679296,58.0,1
+2021-06-28,8,N,2021-06-20,1,6.098379960679296,56.0,1
+2021-06-29,8,N,2021-06-20,1,6.098379960679296,59.0,1
+2021-06-30,8,N,2021-06-20,1,6.098379960679296,59.0,1
+2021-07-01,8,N,2021-06-20,1,6.098379960679296,60.0,1
+2021-07-02,8,N,2021-06-20,1,6.098379960679296,60.0,1
+2021-07-03,8,N,2021-06-20,1,6.098379960679296,59.0,1
+2021-07-04,8,N,2021-06-20,1,6.098379960679296,58.0,1
+2021-07-05,8,N,2021-06-20,1,6.098379960679296,60.0,1
+2021-07-06,8,N,2021-06-20,1,6.098379960679296,61.0,1
+2021-07-07,8,N,2021-06-20,1,6.098379960679296,60.0,1
+2021-07-08,8,N,2021-06-20,1,6.098379960679296,59.0,1
+2021-07-09,8,N,2021-06-20,1,6.098379960679296,60.0,1
+2021-07-10,8,N,2021-06-20,1,6.098379960679296,57.0,1
+2021-07-11,8,N,2021-06-20,1,6.098379960679296,59.0,1
+2021-07-12,8,N,2021-06-20,1,6.098379960679296,60.0,1
+2021-07-13,8,N,2021-06-20,1,6.098379960679296,61.0,1
+2021-07-14,8,N,2021-06-20,1,6.098379960679296,61.0,1
+2021-07-15,8,N,2021-06-20,1,6.098379960679296,61.0,1
+2021-07-16,8,N,2021-06-20,1,6.098379960679296,59.0,1
+2021-07-17,8,N,2021-06-20,1,6.098379960679296,61.0,1
+2021-07-18,8,N,2021-06-20,1,6.098379960679296,60.0,1
+2021-07-19,8,N,2021-06-20,1,6.098379960679296,62.0,1
+2021-07-20,8,N,2021-06-20,1,6.098379960679296,61.0,1
+2021-07-21,8,N,2021-06-20,1,6.098379960679296,60.0,1
+2021-07-22,8,N,2021-06-20,1,6.098379960679296,62.0,1
+2021-07-23,8,N,2021-06-20,1,6.098379960679296,61.0,1
+2021-07-24,8,N,2021-06-20,1,6.098379960679296,60.0,1
+2021-07-25,8,N,2021-06-20,1,6.098379960679296,60.0,1
+2021-07-26,8,N,2021-06-20,1,6.098379960679296,62.0,1
+2021-07-27,8,N,2021-06-20,1,6.098379960679296,63.0,1
+2021-07-28,8,N,2021-06-20,1,6.098379960679296,59.0,1
+2021-07-29,8,N,2021-06-20,1,6.098379960679296,63.0,1
+2021-07-30,8,N,2021-06-20,1,6.098379960679296,61.0,1
+2021-07-31,8,N,2021-06-20,1,6.098379960679296,62.0,1
+2021-05-01,9,E,2021-05-15,1,0.0,16.0,0
+2021-05-02,9,E,2021-05-15,1,0.0,18.0,0
+2021-05-03,9,E,2021-05-15,1,0.0,18.0,0
+2021-05-04,9,E,2021-05-15,1,0.0,18.0,0
+2021-05-05,9,E,2021-05-15,1,0.0,17.0,0
+2021-05-06,9,E,2021-05-15,1,0.0,19.0,0
+2021-05-07,9,E,2021-05-15,1,0.0,19.0,0
+2021-05-08,9,E,2021-05-15,1,0.0,18.0,0
+2021-05-09,9,E,2021-05-15,1,0.0,21.0,0
+2021-05-10,9,E,2021-05-15,1,0.0,20.0,0
+2021-05-11,9,E,2021-05-15,1,0.0,21.0,0
+2021-05-12,9,E,2021-05-15,1,0.0,19.0,0
+2021-05-13,9,E,2021-05-15,1,0.0,20.0,0
+2021-05-14,9,E,2021-05-15,1,0.0,20.0,0
+2021-05-15,9,E,2021-05-15,1,0.0,21.0,1
+2021-05-16,9,E,2021-05-15,1,0.6614104999376984,22.0,1
+2021-05-17,9,E,2021-05-15,1,1.3228209998753968,24.0,1
+2021-05-18,9,E,2021-05-15,1,1.9842314998130952,25.0,1
+2021-05-19,9,E,2021-05-15,1,2.6456419997507936,25.0,1
+2021-05-20,9,E,2021-05-15,1,3.307052499688492,27.0,1
+2021-05-21,9,E,2021-05-15,1,3.307052499688492,25.0,1
+2021-05-22,9,E,2021-05-15,1,3.307052499688492,26.0,1
+2021-05-23,9,E,2021-05-15,1,3.307052499688492,26.0,1
+2021-05-24,9,E,2021-05-15,1,3.307052499688492,30.0,1
+2021-05-25,9,E,2021-05-15,1,3.307052499688492,27.0,1
+2021-05-26,9,E,2021-05-15,1,3.307052499688492,27.0,1
+2021-05-27,9,E,2021-05-15,1,3.307052499688492,28.0,1
+2021-05-28,9,E,2021-05-15,1,3.307052499688492,28.0,1
+2021-05-29,9,E,2021-05-15,1,3.307052499688492,30.0,1
+2021-05-30,9,E,2021-05-15,1,3.307052499688492,29.0,1
+2021-05-31,9,E,2021-05-15,1,3.307052499688492,31.0,1
+2021-06-01,9,E,2021-05-15,1,3.307052499688492,29.0,1
+2021-06-02,9,E,2021-05-15,1,3.307052499688492,31.0,1
+2021-06-03,9,E,2021-05-15,1,3.307052499688492,29.0,1
+2021-06-04,9,E,2021-05-15,1,3.307052499688492,30.0,1
+2021-06-05,9,E,2021-05-15,1,3.307052499688492,30.0,1
+2021-06-06,9,E,2021-05-15,1,3.307052499688492,31.0,1
+2021-06-07,9,E,2021-05-15,1,3.307052499688492,32.0,1
+2021-06-08,9,E,2021-05-15,1,3.3070524996884956,31.0,1
+2021-06-09,9,E,2021-05-15,1,3.3070524996884956,32.0,1
+2021-06-10,9,E,2021-05-15,1,3.3070524996884956,32.0,1
+2021-06-11,9,E,2021-05-15,1,3.3070524996884956,33.0,1
+2021-06-12,9,E,2021-05-15,1,3.3070524996884956,33.0,1
+2021-06-13,9,E,2021-05-15,1,3.3070524996884956,33.0,1
+2021-06-14,9,E,2021-05-15,1,3.3070524996884956,33.0,1
+2021-06-15,9,E,2021-05-15,1,3.3070524996884956,34.0,1
+2021-06-16,9,E,2021-05-15,1,3.3070524996884956,34.0,1
+2021-06-17,9,E,2021-05-15,1,3.3070524996884956,35.0,1
+2021-06-18,9,E,2021-05-15,1,3.3070524996884956,36.0,1
+2021-06-19,9,E,2021-05-15,1,3.3070524996884956,36.0,1
+2021-06-20,9,E,2021-05-15,1,3.3070524996884956,35.0,1
+2021-06-21,9,E,2021-05-15,1,3.3070524996884956,36.0,1
+2021-06-22,9,E,2021-05-15,1,3.3070524996884956,37.0,1
+2021-06-23,9,E,2021-05-15,1,3.3070524996884956,36.0,1
+2021-06-24,9,E,2021-05-15,1,3.3070524996884956,36.0,1
+2021-06-25,9,E,2021-05-15,1,3.3070524996884956,36.0,1
+2021-06-26,9,E,2021-05-15,1,3.3070524996884956,37.0,1
+2021-06-27,9,E,2021-05-15,1,3.3070524996884956,37.0,1
+2021-06-28,9,E,2021-05-15,1,3.3070524996884956,38.0,1
+2021-06-29,9,E,2021-05-15,1,3.3070524996884956,38.0,1
+2021-06-30,9,E,2021-05-15,1,3.3070524996884956,38.0,1
+2021-07-01,9,E,2021-05-15,1,3.3070524996884956,39.0,1
+2021-07-02,9,E,2021-05-15,1,3.3070524996884956,38.0,1
+2021-07-03,9,E,2021-05-15,1,3.3070524996884956,37.0,1
+2021-07-04,9,E,2021-05-15,1,3.3070524996884956,40.0,1
+2021-07-05,9,E,2021-05-15,1,3.3070524996884956,41.0,1
+2021-07-06,9,E,2021-05-15,1,3.3070524996884956,42.0,1
+2021-07-07,9,E,2021-05-15,1,3.3070524996884956,42.0,1
+2021-07-08,9,E,2021-05-15,1,3.3070524996884956,41.0,1
+2021-07-09,9,E,2021-05-15,1,3.3070524996884956,42.0,1
+2021-07-10,9,E,2021-05-15,1,3.3070524996884956,38.0,1
+2021-07-11,9,E,2021-05-15,1,3.3070524996884956,41.0,1
+2021-07-12,9,E,2021-05-15,1,3.3070524996884956,41.0,1
+2021-07-13,9,E,2021-05-15,1,3.3070524996884956,43.0,1
+2021-07-14,9,E,2021-05-15,1,3.3070524996884956,43.0,1
+2021-07-15,9,E,2021-05-15,1,3.3070524996884956,44.0,1
+2021-07-16,9,E,2021-05-15,1,3.3070524996884956,42.0,1
+2021-07-17,9,E,2021-05-15,1,3.3070524996884956,43.0,1
+2021-07-18,9,E,2021-05-15,1,3.3070524996884956,43.0,1
+2021-07-19,9,E,2021-05-15,1,3.3070524996884956,44.0,1
+2021-07-20,9,E,2021-05-15,1,3.3070524996884956,44.0,1
+2021-07-21,9,E,2021-05-15,1,3.3070524996884956,45.0,1
+2021-07-22,9,E,2021-05-15,1,3.3070524996884956,45.0,1
+2021-07-23,9,E,2021-05-15,1,3.3070524996884956,43.0,1
+2021-07-24,9,E,2021-05-15,1,3.3070524996884956,46.0,1
+2021-07-25,9,E,2021-05-15,1,3.3070524996884956,45.0,1
+2021-07-26,9,E,2021-05-15,1,3.3070524996884956,48.0,1
+2021-07-27,9,E,2021-05-15,1,3.3070524996884956,48.0,1
+2021-07-28,9,E,2021-05-15,1,3.3070524996884956,46.0,1
+2021-07-29,9,E,2021-05-15,1,3.3070524996884956,48.0,1
+2021-07-30,9,E,2021-05-15,1,3.3070524996884956,46.0,1
+2021-07-31,9,E,2021-05-15,1,3.3070524996884956,47.0,1
+2021-05-01,10,W,2021-06-20,1,0.0,28.0,0
+2021-05-02,10,W,2021-06-20,1,0.0,28.0,0
+2021-05-03,10,W,2021-06-20,1,0.0,29.0,0
+2021-05-04,10,W,2021-06-20,1,0.0,29.0,0
+2021-05-05,10,W,2021-06-20,1,0.0,30.0,0
+2021-05-06,10,W,2021-06-20,1,0.0,30.0,0
+2021-05-07,10,W,2021-06-20,1,0.0,29.0,0
+2021-05-08,10,W,2021-06-20,1,0.0,29.0,0
+2021-05-09,10,W,2021-06-20,1,0.0,31.0,0
+2021-05-10,10,W,2021-06-20,1,0.0,31.0,0
+2021-05-11,10,W,2021-06-20,1,0.0,30.0,0
+2021-05-12,10,W,2021-06-20,1,0.0,30.0,0
+2021-05-13,10,W,2021-06-20,1,0.0,30.0,0
+2021-05-14,10,W,2021-06-20,1,0.0,30.0,0
+2021-05-15,10,W,2021-06-20,1,0.0,31.0,0
+2021-05-16,10,W,2021-06-20,1,0.0,30.0,0
+2021-05-17,10,W,2021-06-20,1,0.0,33.0,0
+2021-05-18,10,W,2021-06-20,1,0.0,31.0,0
+2021-05-19,10,W,2021-06-20,1,0.0,31.0,0
+2021-05-20,10,W,2021-06-20,1,0.0,33.0,0
+2021-05-21,10,W,2021-06-20,1,0.0,33.0,0
+2021-05-22,10,W,2021-06-20,1,0.0,32.0,0
+2021-05-23,10,W,2021-06-20,1,0.0,34.0,0
+2021-05-24,10,W,2021-06-20,1,0.0,32.0,0
+2021-05-25,10,W,2021-06-20,1,0.0,34.0,0
+2021-05-26,10,W,2021-06-20,1,0.0,34.0,0
+2021-05-27,10,W,2021-06-20,1,0.0,32.0,0
+2021-05-28,10,W,2021-06-20,1,0.0,33.0,0
+2021-05-29,10,W,2021-06-20,1,0.0,34.0,0
+2021-05-30,10,W,2021-06-20,1,0.0,34.0,0
+2021-05-31,10,W,2021-06-20,1,0.0,35.0,0
+2021-06-01,10,W,2021-06-20,1,0.0,35.0,0
+2021-06-02,10,W,2021-06-20,1,0.0,35.0,0
+2021-06-03,10,W,2021-06-20,1,0.0,35.0,0
+2021-06-04,10,W,2021-06-20,1,0.0,34.0,0
+2021-06-05,10,W,2021-06-20,1,0.0,35.0,0
+2021-06-06,10,W,2021-06-20,1,0.0,35.0,0
+2021-06-07,10,W,2021-06-20,1,0.0,36.0,0
+2021-06-08,10,W,2021-06-20,1,0.0,36.0,0
+2021-06-09,10,W,2021-06-20,1,0.0,35.0,0
+2021-06-10,10,W,2021-06-20,1,0.0,35.0,0
+2021-06-11,10,W,2021-06-20,1,0.0,36.0,0
+2021-06-12,10,W,2021-06-20,1,0.0,36.0,0
+2021-06-13,10,W,2021-06-20,1,0.0,36.0,0
+2021-06-14,10,W,2021-06-20,1,0.0,37.0,0
+2021-06-15,10,W,2021-06-20,1,0.0,38.0,0
+2021-06-16,10,W,2021-06-20,1,0.0,38.0,0
+2021-06-17,10,W,2021-06-20,1,0.0,37.0,0
+2021-06-18,10,W,2021-06-20,1,0.0,39.0,0
+2021-06-19,10,W,2021-06-20,1,0.0,38.0,0
+2021-06-20,10,W,2021-06-20,1,0.0,38.0,1
+2021-06-21,10,W,2021-06-20,1,0.07202374008848977,38.0,1
+2021-06-22,10,W,2021-06-20,1,0.14404748017698665,40.0,1
+2021-06-23,10,W,2021-06-20,1,0.21607122026547643,40.0,1
+2021-06-24,10,W,2021-06-20,1,0.2880949603539662,38.0,1
+2021-06-25,10,W,2021-06-20,1,0.3601187004424631,40.0,1
+2021-06-26,10,W,2021-06-20,1,0.3601187004424631,39.0,1
+2021-06-27,10,W,2021-06-20,1,0.3601187004424631,39.0,1
+2021-06-28,10,W,2021-06-20,1,0.3601187004424631,40.0,1
+2021-06-29,10,W,2021-06-20,1,0.3601187004424631,41.0,1
+2021-06-30,10,W,2021-06-20,1,0.3601187004424631,41.0,1
+2021-07-01,10,W,2021-06-20,1,0.3601187004424631,41.0,1
+2021-07-02,10,W,2021-06-20,1,0.3601187004424631,40.0,1
+2021-07-03,10,W,2021-06-20,1,0.3601187004424631,39.0,1
+2021-07-04,10,W,2021-06-20,1,0.3601187004424631,41.0,1
+2021-07-05,10,W,2021-06-20,1,0.3601187004424631,43.0,1
+2021-07-06,10,W,2021-06-20,1,0.3601187004424631,43.0,1
+2021-07-07,10,W,2021-06-20,1,0.3601187004424631,42.0,1
+2021-07-08,10,W,2021-06-20,1,0.3601187004424631,41.0,1
+2021-07-09,10,W,2021-06-20,1,0.3601187004424631,41.0,1
+2021-07-10,10,W,2021-06-20,1,0.3601187004424631,41.0,1
+2021-07-11,10,W,2021-06-20,1,0.3601187004424631,42.0,1
+2021-07-12,10,W,2021-06-20,1,0.3601187004424631,43.0,1
+2021-07-13,10,W,2021-06-20,1,0.3601187004424631,42.0,1
+2021-07-14,10,W,2021-06-20,1,0.3601187004424631,44.0,1
+2021-07-15,10,W,2021-06-20,1,0.3601187004424631,45.0,1
+2021-07-16,10,W,2021-06-20,1,0.3601187004424631,42.0,1
+2021-07-17,10,W,2021-06-20,1,0.3601187004424631,45.0,1
+2021-07-18,10,W,2021-06-20,1,0.3601187004424631,45.0,1
+2021-07-19,10,W,2021-06-20,1,0.3601187004424631,45.0,1
+2021-07-20,10,W,2021-06-20,1,0.3601187004424631,44.0,1
+2021-07-21,10,W,2021-06-20,1,0.3601187004424631,45.0,1
+2021-07-22,10,W,2021-06-20,1,0.3601187004424631,45.0,1
+2021-07-23,10,W,2021-06-20,1,0.3601187004424631,46.0,1
+2021-07-24,10,W,2021-06-20,1,0.3601187004424631,45.0,1
+2021-07-25,10,W,2021-06-20,1,0.3601187004424631,44.0,1
+2021-07-26,10,W,2021-06-20,1,0.3601187004424631,47.0,1
+2021-07-27,10,W,2021-06-20,1,0.3601187004424631,47.0,1
+2021-07-28,10,W,2021-06-20,1,0.3601187004424631,47.0,1
+2021-07-29,10,W,2021-06-20,1,0.3601187004424631,46.0,1
+2021-07-30,10,W,2021-06-20,1,0.3601187004424631,44.0,1
+2021-07-31,10,W,2021-06-20,1,0.3601187004424631,46.0,1
+2021-05-01,11,E,2021-06-20,1,0.0,16.0,0
+2021-05-02,11,E,2021-06-20,1,0.0,19.0,0
+2021-05-03,11,E,2021-06-20,1,0.0,18.0,0
+2021-05-04,11,E,2021-06-20,1,0.0,19.0,0
+2021-05-05,11,E,2021-06-20,1,0.0,19.0,0
+2021-05-06,11,E,2021-06-20,1,0.0,19.0,0
+2021-05-07,11,E,2021-06-20,1,0.0,19.0,0
+2021-05-08,11,E,2021-06-20,1,0.0,20.0,0
+2021-05-09,11,E,2021-06-20,1,0.0,21.0,0
+2021-05-10,11,E,2021-06-20,1,0.0,22.0,0
+2021-05-11,11,E,2021-06-20,1,0.0,20.0,0
+2021-05-12,11,E,2021-06-20,1,0.0,20.0,0
+2021-05-13,11,E,2021-06-20,1,0.0,20.0,0
+2021-05-14,11,E,2021-06-20,1,0.0,20.0,0
+2021-05-15,11,E,2021-06-20,1,0.0,21.0,0
+2021-05-16,11,E,2021-06-20,1,0.0,20.0,0
+2021-05-17,11,E,2021-06-20,1,0.0,24.0,0
+2021-05-18,11,E,2021-06-20,1,0.0,23.0,0
+2021-05-19,11,E,2021-06-20,1,0.0,22.0,0
+2021-05-20,11,E,2021-06-20,1,0.0,23.0,0
+2021-05-21,11,E,2021-06-20,1,0.0,23.0,0
+2021-05-22,11,E,2021-06-20,1,0.0,24.0,0
+2021-05-23,11,E,2021-06-20,1,0.0,25.0,0
+2021-05-24,11,E,2021-06-20,1,0.0,25.0,0
+2021-05-25,11,E,2021-06-20,1,0.0,24.0,0
+2021-05-26,11,E,2021-06-20,1,0.0,24.0,0
+2021-05-27,11,E,2021-06-20,1,0.0,25.0,0
+2021-05-28,11,E,2021-06-20,1,0.0,25.0,0
+2021-05-29,11,E,2021-06-20,1,0.0,26.0,0
+2021-05-30,11,E,2021-06-20,1,0.0,26.0,0
+2021-05-31,11,E,2021-06-20,1,0.0,28.0,0
+2021-06-01,11,E,2021-06-20,1,0.0,27.0,0
+2021-06-02,11,E,2021-06-20,1,0.0,29.0,0
+2021-06-03,11,E,2021-06-20,1,0.0,25.0,0
+2021-06-04,11,E,2021-06-20,1,0.0,27.0,0
+2021-06-05,11,E,2021-06-20,1,0.0,29.0,0
+2021-06-06,11,E,2021-06-20,1,0.0,26.0,0
+2021-06-07,11,E,2021-06-20,1,0.0,29.0,0
+2021-06-08,11,E,2021-06-20,1,0.0,29.0,0
+2021-06-09,11,E,2021-06-20,1,0.0,30.0,0
+2021-06-10,11,E,2021-06-20,1,0.0,29.0,0
+2021-06-11,11,E,2021-06-20,1,0.0,30.0,0
+2021-06-12,11,E,2021-06-20,1,0.0,30.0,0
+2021-06-13,11,E,2021-06-20,1,0.0,30.0,0
+2021-06-14,11,E,2021-06-20,1,0.0,30.0,0
+2021-06-15,11,E,2021-06-20,1,0.0,32.0,0
+2021-06-16,11,E,2021-06-20,1,0.0,30.0,0
+2021-06-17,11,E,2021-06-20,1,0.0,32.0,0
+2021-06-18,11,E,2021-06-20,1,0.0,33.0,0
+2021-06-19,11,E,2021-06-20,1,0.0,33.0,0
+2021-06-20,11,E,2021-06-20,1,0.0,32.0,1
+2021-06-21,11,E,2021-06-20,1,0.09279806957873404,34.0,1
+2021-06-22,11,E,2021-06-20,1,0.1855961391574681,33.0,1
+2021-06-23,11,E,2021-06-20,1,0.27839420873620213,33.0,1
+2021-06-24,11,E,2021-06-20,1,0.3711922783149362,34.0,1
+2021-06-25,11,E,2021-06-20,1,0.4639903478936702,35.0,1
+2021-06-26,11,E,2021-06-20,1,0.4639903478936702,35.0,1
+2021-06-27,11,E,2021-06-20,1,0.4639903478936702,34.0,1
+2021-06-28,11,E,2021-06-20,1,0.4639903478936702,36.0,1
+2021-06-29,11,E,2021-06-20,1,0.4639903478936702,35.0,1
+2021-06-30,11,E,2021-06-20,1,0.4639903478936702,36.0,1
+2021-07-01,11,E,2021-06-20,1,0.4639903478936702,37.0,1
+2021-07-02,11,E,2021-06-20,1,0.4639903478936702,36.0,1
+2021-07-03,11,E,2021-06-20,1,0.4639903478936702,36.0,1
+2021-07-04,11,E,2021-06-20,1,0.4639903478936702,36.0,1
+2021-07-05,11,E,2021-06-20,1,0.4639903478936702,38.0,1
+2021-07-06,11,E,2021-06-20,1,0.4639903478936702,38.0,1
+2021-07-07,11,E,2021-06-20,1,0.4639903478936702,38.0,1
+2021-07-08,11,E,2021-06-20,1,0.4639903478936702,35.0,1
+2021-07-09,11,E,2021-06-20,1,0.4639903478936702,38.0,1
+2021-07-10,11,E,2021-06-20,1,0.4639903478936702,38.0,1
+2021-07-11,11,E,2021-06-20,1,0.4639903478936702,39.0,1
+2021-07-12,11,E,2021-06-20,1,0.4639903478936702,40.0,1
+2021-07-13,11,E,2021-06-20,1,0.4639903478936702,38.0,1
+2021-07-14,11,E,2021-06-20,1,0.4639903478936702,41.0,1
+2021-07-15,11,E,2021-06-20,1,0.4639903478936702,40.0,1
+2021-07-16,11,E,2021-06-20,1,0.4639903478936702,39.0,1
+2021-07-17,11,E,2021-06-20,1,0.4639903478936702,40.0,1
+2021-07-18,11,E,2021-06-20,1,0.4639903478936702,40.0,1
+2021-07-19,11,E,2021-06-20,1,0.4639903478936702,41.0,1
+2021-07-20,11,E,2021-06-20,1,0.4639903478936702,42.0,1
+2021-07-21,11,E,2021-06-20,1,0.4639903478936702,42.0,1
+2021-07-22,11,E,2021-06-20,1,0.4639903478936702,42.0,1
+2021-07-23,11,E,2021-06-20,1,0.4639903478936702,42.0,1
+2021-07-24,11,E,2021-06-20,1,0.4639903478936702,42.0,1
+2021-07-25,11,E,2021-06-20,1,0.4639903478936702,43.0,1
+2021-07-26,11,E,2021-06-20,1,0.4639903478936702,45.0,1
+2021-07-27,11,E,2021-06-20,1,0.4639903478936702,46.0,1
+2021-07-28,11,E,2021-06-20,1,0.4639903478936702,43.0,1
+2021-07-29,11,E,2021-06-20,1,0.4639903478936702,45.0,1
+2021-07-30,11,E,2021-06-20,1,0.4639903478936702,44.0,1
+2021-07-31,11,E,2021-06-20,1,0.4639903478936702,44.0,1
+2021-05-01,12,N,2100-01-01,0,0.0,43.0,0
+2021-05-02,12,N,2100-01-01,0,0.0,45.0,0
+2021-05-03,12,N,2100-01-01,0,0.0,45.0,0
+2021-05-04,12,N,2100-01-01,0,0.0,45.0,0
+2021-05-05,12,N,2100-01-01,0,0.0,43.0,0
+2021-05-06,12,N,2100-01-01,0,0.0,45.0,0
+2021-05-07,12,N,2100-01-01,0,0.0,44.0,0
+2021-05-08,12,N,2100-01-01,0,0.0,45.0,0
+2021-05-09,12,N,2100-01-01,0,0.0,45.0,0
+2021-05-10,12,N,2100-01-01,0,0.0,45.0,0
+2021-05-11,12,N,2100-01-01,0,0.0,45.0,0
+2021-05-12,12,N,2100-01-01,0,0.0,44.0,0
+2021-05-13,12,N,2100-01-01,0,0.0,44.0,0
+2021-05-14,12,N,2100-01-01,0,0.0,44.0,0
+2021-05-15,12,N,2100-01-01,0,0.0,44.0,0
+2021-05-16,12,N,2100-01-01,0,0.0,44.0,0
+2021-05-17,12,N,2100-01-01,0,0.0,45.0,0
+2021-05-18,12,N,2100-01-01,0,0.0,46.0,0
+2021-05-19,12,N,2100-01-01,0,0.0,45.0,0
+2021-05-20,12,N,2100-01-01,0,0.0,46.0,0
+2021-05-21,12,N,2100-01-01,0,0.0,46.0,0
+2021-05-22,12,N,2100-01-01,0,0.0,46.0,0
+2021-05-23,12,N,2100-01-01,0,0.0,45.0,0
+2021-05-24,12,N,2100-01-01,0,0.0,47.0,0
+2021-05-25,12,N,2100-01-01,0,0.0,46.0,0
+2021-05-26,12,N,2100-01-01,0,0.0,46.0,0
+2021-05-27,12,N,2100-01-01,0,0.0,45.0,0
+2021-05-28,12,N,2100-01-01,0,0.0,45.0,0
+2021-05-29,12,N,2100-01-01,0,0.0,47.0,0
+2021-05-30,12,N,2100-01-01,0,0.0,47.0,0
+2021-05-31,12,N,2100-01-01,0,0.0,46.0,0
+2021-06-01,12,N,2100-01-01,0,0.0,47.0,0
+2021-06-02,12,N,2100-01-01,0,0.0,48.0,0
+2021-06-03,12,N,2100-01-01,0,0.0,47.0,0
+2021-06-04,12,N,2100-01-01,0,0.0,46.0,0
+2021-06-05,12,N,2100-01-01,0,0.0,47.0,0
+2021-06-06,12,N,2100-01-01,0,0.0,47.0,0
+2021-06-07,12,N,2100-01-01,0,0.0,48.0,0
+2021-06-08,12,N,2100-01-01,0,0.0,47.0,0
+2021-06-09,12,N,2100-01-01,0,0.0,48.0,0
+2021-06-10,12,N,2100-01-01,0,0.0,48.0,0
+2021-06-11,12,N,2100-01-01,0,0.0,47.0,0
+2021-06-12,12,N,2100-01-01,0,0.0,46.0,0
+2021-06-13,12,N,2100-01-01,0,0.0,47.0,0
+2021-06-14,12,N,2100-01-01,0,0.0,49.0,0
+2021-06-15,12,N,2100-01-01,0,0.0,49.0,0
+2021-06-16,12,N,2100-01-01,0,0.0,49.0,0
+2021-06-17,12,N,2100-01-01,0,0.0,49.0,0
+2021-06-18,12,N,2100-01-01,0,0.0,49.0,0
+2021-06-19,12,N,2100-01-01,0,0.0,49.0,0
+2021-06-20,12,N,2100-01-01,0,0.0,48.0,0
+2021-06-21,12,N,2100-01-01,0,0.0,50.0,0
+2021-06-22,12,N,2100-01-01,0,0.0,49.0,0
+2021-06-23,12,N,2100-01-01,0,0.0,49.0,0
+2021-06-24,12,N,2100-01-01,0,0.0,49.0,0
+2021-06-25,12,N,2100-01-01,0,0.0,50.0,0
+2021-06-26,12,N,2100-01-01,0,0.0,49.0,0
+2021-06-27,12,N,2100-01-01,0,0.0,48.0,0
+2021-06-28,12,N,2100-01-01,0,0.0,48.0,0
+2021-06-29,12,N,2100-01-01,0,0.0,50.0,0
+2021-06-30,12,N,2100-01-01,0,0.0,49.0,0
+2021-07-01,12,N,2100-01-01,0,0.0,50.0,0
+2021-07-02,12,N,2100-01-01,0,0.0,48.0,0
+2021-07-03,12,N,2100-01-01,0,0.0,50.0,0
+2021-07-04,12,N,2100-01-01,0,0.0,49.0,0
+2021-07-05,12,N,2100-01-01,0,0.0,51.0,0
+2021-07-06,12,N,2100-01-01,0,0.0,51.0,0
+2021-07-07,12,N,2100-01-01,0,0.0,51.0,0
+2021-07-08,12,N,2100-01-01,0,0.0,48.0,0
+2021-07-09,12,N,2100-01-01,0,0.0,50.0,0
+2021-07-10,12,N,2100-01-01,0,0.0,49.0,0
+2021-07-11,12,N,2100-01-01,0,0.0,50.0,0
+2021-07-12,12,N,2100-01-01,0,0.0,51.0,0
+2021-07-13,12,N,2100-01-01,0,0.0,50.0,0
+2021-07-14,12,N,2100-01-01,0,0.0,52.0,0
+2021-07-15,12,N,2100-01-01,0,0.0,51.0,0
+2021-07-16,12,N,2100-01-01,0,0.0,51.0,0
+2021-07-17,12,N,2100-01-01,0,0.0,50.0,0
+2021-07-18,12,N,2100-01-01,0,0.0,51.0,0
+2021-07-19,12,N,2100-01-01,0,0.0,53.0,0
+2021-07-20,12,N,2100-01-01,0,0.0,52.0,0
+2021-07-21,12,N,2100-01-01,0,0.0,52.0,0
+2021-07-22,12,N,2100-01-01,0,0.0,52.0,0
+2021-07-23,12,N,2100-01-01,0,0.0,52.0,0
+2021-07-24,12,N,2100-01-01,0,0.0,52.0,0
+2021-07-25,12,N,2100-01-01,0,0.0,50.0,0
+2021-07-26,12,N,2100-01-01,0,0.0,54.0,0
+2021-07-27,12,N,2100-01-01,0,0.0,53.0,0
+2021-07-28,12,N,2100-01-01,0,0.0,53.0,0
+2021-07-29,12,N,2100-01-01,0,0.0,52.0,0
+2021-07-30,12,N,2100-01-01,0,0.0,52.0,0
+2021-07-31,12,N,2100-01-01,0,0.0,51.0,0
+2021-05-01,13,W,2021-06-04,1,0.0,27.0,0
+2021-05-02,13,W,2021-06-04,1,0.0,27.0,0
+2021-05-03,13,W,2021-06-04,1,0.0,29.0,0
+2021-05-04,13,W,2021-06-04,1,0.0,28.0,0
+2021-05-05,13,W,2021-06-04,1,0.0,29.0,0
+2021-05-06,13,W,2021-06-04,1,0.0,30.0,0
+2021-05-07,13,W,2021-06-04,1,0.0,30.0,0
+2021-05-08,13,W,2021-06-04,1,0.0,30.0,0
+2021-05-09,13,W,2021-06-04,1,0.0,29.0,0
+2021-05-10,13,W,2021-06-04,1,0.0,30.0,0
+2021-05-11,13,W,2021-06-04,1,0.0,30.0,0
+2021-05-12,13,W,2021-06-04,1,0.0,31.0,0
+2021-05-13,13,W,2021-06-04,1,0.0,29.0,0
+2021-05-14,13,W,2021-06-04,1,0.0,29.0,0
+2021-05-15,13,W,2021-06-04,1,0.0,29.0,0
+2021-05-16,13,W,2021-06-04,1,0.0,29.0,0
+2021-05-17,13,W,2021-06-04,1,0.0,32.0,0
+2021-05-18,13,W,2021-06-04,1,0.0,30.0,0
+2021-05-19,13,W,2021-06-04,1,0.0,30.0,0
+2021-05-20,13,W,2021-06-04,1,0.0,32.0,0
+2021-05-21,13,W,2021-06-04,1,0.0,32.0,0
+2021-05-22,13,W,2021-06-04,1,0.0,32.0,0
+2021-05-23,13,W,2021-06-04,1,0.0,32.0,0
+2021-05-24,13,W,2021-06-04,1,0.0,33.0,0
+2021-05-25,13,W,2021-06-04,1,0.0,32.0,0
+2021-05-26,13,W,2021-06-04,1,0.0,33.0,0
+2021-05-27,13,W,2021-06-04,1,0.0,33.0,0
+2021-05-28,13,W,2021-06-04,1,0.0,34.0,0
+2021-05-29,13,W,2021-06-04,1,0.0,33.0,0
+2021-05-30,13,W,2021-06-04,1,0.0,34.0,0
+2021-05-31,13,W,2021-06-04,1,0.0,33.0,0
+2021-06-01,13,W,2021-06-04,1,0.0,33.0,0
+2021-06-02,13,W,2021-06-04,1,0.0,36.0,0
+2021-06-03,13,W,2021-06-04,1,0.0,35.0,0
+2021-06-04,13,W,2021-06-04,1,0.0,34.0,1
+2021-06-05,13,W,2021-06-04,1,0.578696765257817,35.0,1
+2021-06-06,13,W,2021-06-04,1,1.1573935305156269,36.0,1
+2021-06-07,13,W,2021-06-04,1,1.7360902957734439,37.0,1
+2021-06-08,13,W,2021-06-04,1,2.314787061031261,38.0,1
+2021-06-09,13,W,2021-06-04,1,2.893483826289078,39.0,1
+2021-06-10,13,W,2021-06-04,1,2.893483826289078,39.0,1
+2021-06-11,13,W,2021-06-04,1,2.893483826289078,37.0,1
+2021-06-12,13,W,2021-06-04,1,2.893483826289078,38.0,1
+2021-06-13,13,W,2021-06-04,1,2.893483826289078,38.0,1
+2021-06-14,13,W,2021-06-04,1,2.893483826289078,40.0,1
+2021-06-15,13,W,2021-06-04,1,2.893483826289078,41.0,1
+2021-06-16,13,W,2021-06-04,1,2.893483826289078,40.0,1
+2021-06-17,13,W,2021-06-04,1,2.893483826289078,40.0,1
+2021-06-18,13,W,2021-06-04,1,2.893483826289078,40.0,1
+2021-06-19,13,W,2021-06-04,1,2.893483826289078,40.0,1
+2021-06-20,13,W,2021-06-04,1,2.893483826289078,41.0,1
+2021-06-21,13,W,2021-06-04,1,2.893483826289078,41.0,1
+2021-06-22,13,W,2021-06-04,1,2.893483826289078,42.0,1
+2021-06-23,13,W,2021-06-04,1,2.893483826289078,41.0,1
+2021-06-24,13,W,2021-06-04,1,2.893483826289078,41.0,1
+2021-06-25,13,W,2021-06-04,1,2.893483826289078,42.0,1
+2021-06-26,13,W,2021-06-04,1,2.893483826289078,40.0,1
+2021-06-27,13,W,2021-06-04,1,2.893483826289078,42.0,1
+2021-06-28,13,W,2021-06-04,1,2.893483826289078,42.0,1
+2021-06-29,13,W,2021-06-04,1,2.893483826289078,44.0,1
+2021-06-30,13,W,2021-06-04,1,2.893483826289078,42.0,1
+2021-07-01,13,W,2021-06-04,1,2.893483826289078,43.0,1
+2021-07-02,13,W,2021-06-04,1,2.893483826289078,43.0,1
+2021-07-03,13,W,2021-06-04,1,2.893483826289078,42.0,1
+2021-07-04,13,W,2021-06-04,1,2.893483826289078,43.0,1
+2021-07-05,13,W,2021-06-04,1,2.893483826289078,44.0,1
+2021-07-06,13,W,2021-06-04,1,2.893483826289078,44.0,1
+2021-07-07,13,W,2021-06-04,1,2.893483826289078,44.0,1
+2021-07-08,13,W,2021-06-04,1,2.893483826289078,44.0,1
+2021-07-09,13,W,2021-06-04,1,2.893483826289078,45.0,1
+2021-07-10,13,W,2021-06-04,1,2.893483826289078,43.0,1
+2021-07-11,13,W,2021-06-04,1,2.893483826289078,43.0,1
+2021-07-12,13,W,2021-06-04,1,2.893483826289078,46.0,1
+2021-07-13,13,W,2021-06-04,1,2.893483826289078,45.0,1
+2021-07-14,13,W,2021-06-04,1,2.893483826289078,47.0,1
+2021-07-15,13,W,2021-06-04,1,2.893483826289078,47.0,1
+2021-07-16,13,W,2021-06-04,1,2.893483826289078,44.0,1
+2021-07-17,13,W,2021-06-04,1,2.893483826289078,45.0,1
+2021-07-18,13,W,2021-06-04,1,2.893483826289078,46.0,1
+2021-07-19,13,W,2021-06-04,1,2.893483826289078,46.0,1
+2021-07-20,13,W,2021-06-04,1,2.893483826289078,48.0,1
+2021-07-21,13,W,2021-06-04,1,2.893483826289078,47.0,1
+2021-07-22,13,W,2021-06-04,1,2.893483826289078,46.0,1
+2021-07-23,13,W,2021-06-04,1,2.893483826289078,47.0,1
+2021-07-24,13,W,2021-06-04,1,2.893483826289078,47.0,1
+2021-07-25,13,W,2021-06-04,1,2.893483826289078,47.0,1
+2021-07-26,13,W,2021-06-04,1,2.893483826289078,50.0,1
+2021-07-27,13,W,2021-06-04,1,2.893483826289078,49.0,1
+2021-07-28,13,W,2021-06-04,1,2.893483826289078,48.0,1
+2021-07-29,13,W,2021-06-04,1,2.893483826289078,47.0,1
+2021-07-30,13,W,2021-06-04,1,2.893483826289078,47.0,1
+2021-07-31,13,W,2021-06-04,1,2.893483826289078,48.0,1
+2021-05-01,14,N,2021-05-15,1,0.0,43.0,0
+2021-05-02,14,N,2021-05-15,1,0.0,43.0,0
+2021-05-03,14,N,2021-05-15,1,0.0,42.0,0
+2021-05-04,14,N,2021-05-15,1,0.0,44.0,0
+2021-05-05,14,N,2021-05-15,1,0.0,42.0,0
+2021-05-06,14,N,2021-05-15,1,0.0,44.0,0
+2021-05-07,14,N,2021-05-15,1,0.0,42.0,0
+2021-05-08,14,N,2021-05-15,1,0.0,43.0,0
+2021-05-09,14,N,2021-05-15,1,0.0,45.0,0
+2021-05-10,14,N,2021-05-15,1,0.0,45.0,0
+2021-05-11,14,N,2021-05-15,1,0.0,45.0,0
+2021-05-12,14,N,2021-05-15,1,0.0,44.0,0
+2021-05-13,14,N,2021-05-15,1,0.0,43.0,0
+2021-05-14,14,N,2021-05-15,1,0.0,42.0,0
+2021-05-15,14,N,2021-05-15,1,0.0,44.0,1
+2021-05-16,14,N,2021-05-15,1,0.6649558646464016,44.0,1
+2021-05-17,14,N,2021-05-15,1,1.329911729292803,47.0,1
+2021-05-18,14,N,2021-05-15,1,1.9948675939392118,48.0,1
+2021-05-19,14,N,2021-05-15,1,2.6598234585856133,46.0,1
+2021-05-20,14,N,2021-05-15,1,3.324779323232015,48.0,1
+2021-05-21,14,N,2021-05-15,1,3.324779323232015,49.0,1
+2021-05-22,14,N,2021-05-15,1,3.324779323232015,48.0,1
+2021-05-23,14,N,2021-05-15,1,3.324779323232015,47.0,1
+2021-05-24,14,N,2021-05-15,1,3.324779323232015,50.0,1
+2021-05-25,14,N,2021-05-15,1,3.324779323232015,48.0,1
+2021-05-26,14,N,2021-05-15,1,3.324779323232015,49.0,1
+2021-05-27,14,N,2021-05-15,1,3.324779323232015,48.0,1
+2021-05-28,14,N,2021-05-15,1,3.324779323232015,46.0,1
+2021-05-29,14,N,2021-05-15,1,3.324779323232015,49.0,1
+2021-05-30,14,N,2021-05-15,1,3.324779323232015,49.0,1
+2021-05-31,14,N,2021-05-15,1,3.324779323232015,50.0,1
+2021-06-01,14,N,2021-05-15,1,3.324779323232015,49.0,1
+2021-06-02,14,N,2021-05-15,1,3.324779323232015,52.0,1
+2021-06-03,14,N,2021-05-15,1,3.324779323232015,50.0,1
+2021-06-04,14,N,2021-05-15,1,3.324779323232015,49.0,1
+2021-06-05,14,N,2021-05-15,1,3.324779323232015,51.0,1
+2021-06-06,14,N,2021-05-15,1,3.324779323232015,49.0,1
+2021-06-07,14,N,2021-05-15,1,3.324779323232015,50.0,1
+2021-06-08,14,N,2021-05-15,1,3.324779323232015,49.0,1
+2021-06-09,14,N,2021-05-15,1,3.324779323232015,51.0,1
+2021-06-10,14,N,2021-05-15,1,3.324779323232015,50.0,1
+2021-06-11,14,N,2021-05-15,1,3.324779323232015,49.0,1
+2021-06-12,14,N,2021-05-15,1,3.324779323232015,50.0,1
+2021-06-13,14,N,2021-05-15,1,3.324779323232015,51.0,1
+2021-06-14,14,N,2021-05-15,1,3.324779323232015,50.0,1
+2021-06-15,14,N,2021-05-15,1,3.324779323232015,50.0,1
+2021-06-16,14,N,2021-05-15,1,3.324779323232015,50.0,1
+2021-06-17,14,N,2021-05-15,1,3.324779323232015,50.0,1
+2021-06-18,14,N,2021-05-15,1,3.324779323232015,52.0,1
+2021-06-19,14,N,2021-05-15,1,3.324779323232015,53.0,1
+2021-06-20,14,N,2021-05-15,1,3.324779323232015,52.0,1
+2021-06-21,14,N,2021-05-15,1,3.324779323232015,51.0,1
+2021-06-22,14,N,2021-05-15,1,3.324779323232015,51.0,1
+2021-06-23,14,N,2021-05-15,1,3.324779323232015,50.0,1
+2021-06-24,14,N,2021-05-15,1,3.324779323232015,52.0,1
+2021-06-25,14,N,2021-05-15,1,3.324779323232015,53.0,1
+2021-06-26,14,N,2021-05-15,1,3.324779323232015,51.0,1
+2021-06-27,14,N,2021-05-15,1,3.324779323232015,50.0,1
+2021-06-28,14,N,2021-05-15,1,3.324779323232015,52.0,1
+2021-06-29,14,N,2021-05-15,1,3.324779323232015,52.0,1
+2021-06-30,14,N,2021-05-15,1,3.324779323232015,51.0,1
+2021-07-01,14,N,2021-05-15,1,3.324779323232015,52.0,1
+2021-07-02,14,N,2021-05-15,1,3.324779323232015,53.0,1
+2021-07-03,14,N,2021-05-15,1,3.324779323232015,50.0,1
+2021-07-04,14,N,2021-05-15,1,3.324779323232015,52.0,1
+2021-07-05,14,N,2021-05-15,1,3.324779323232015,52.0,1
+2021-07-06,14,N,2021-05-15,1,3.324779323232015,53.0,1
+2021-07-07,14,N,2021-05-15,1,3.324779323232015,53.0,1
+2021-07-08,14,N,2021-05-15,1,3.324779323232015,53.0,1
+2021-07-09,14,N,2021-05-15,1,3.324779323232015,54.0,1
+2021-07-10,14,N,2021-05-15,1,3.324779323232015,50.0,1
+2021-07-11,14,N,2021-05-15,1,3.324779323232015,52.0,1
+2021-07-12,14,N,2021-05-15,1,3.324779323232015,53.0,1
+2021-07-13,14,N,2021-05-15,1,3.324779323232015,53.0,1
+2021-07-14,14,N,2021-05-15,1,3.324779323232015,54.0,1
+2021-07-15,14,N,2021-05-15,1,3.324779323232015,55.0,1
+2021-07-16,14,N,2021-05-15,1,3.324779323232015,53.0,1
+2021-07-17,14,N,2021-05-15,1,3.324779323232015,55.0,1
+2021-07-18,14,N,2021-05-15,1,3.324779323232015,53.0,1
+2021-07-19,14,N,2021-05-15,1,3.324779323232015,56.0,1
+2021-07-20,14,N,2021-05-15,1,3.324779323232015,55.0,1
+2021-07-21,14,N,2021-05-15,1,3.324779323232015,55.0,1
+2021-07-22,14,N,2021-05-15,1,3.324779323232015,55.0,1
+2021-07-23,14,N,2021-05-15,1,3.324779323232015,54.0,1
+2021-07-24,14,N,2021-05-15,1,3.324779323232015,55.0,1
+2021-07-25,14,N,2021-05-15,1,3.324779323232015,54.0,1
+2021-07-26,14,N,2021-05-15,1,3.324779323232015,53.0,1
+2021-07-27,14,N,2021-05-15,1,3.324779323232015,55.0,1
+2021-07-28,14,N,2021-05-15,1,3.324779323232015,56.0,1
+2021-07-29,14,N,2021-05-15,1,3.324779323232015,56.0,1
+2021-07-30,14,N,2021-05-15,1,3.324779323232015,53.0,1
+2021-07-31,14,N,2021-05-15,1,3.324779323232015,55.0,1
+2021-05-01,15,S,2100-01-01,0,0.0,50.0,0
+2021-05-02,15,S,2100-01-01,0,0.0,49.0,0
+2021-05-03,15,S,2100-01-01,0,0.0,48.0,0
+2021-05-04,15,S,2100-01-01,0,0.0,48.0,0
+2021-05-05,15,S,2100-01-01,0,0.0,49.0,0
+2021-05-06,15,S,2100-01-01,0,0.0,49.0,0
+2021-05-07,15,S,2100-01-01,0,0.0,50.0,0
+2021-05-08,15,S,2100-01-01,0,0.0,49.0,0
+2021-05-09,15,S,2100-01-01,0,0.0,50.0,0
+2021-05-10,15,S,2100-01-01,0,0.0,51.0,0
+2021-05-11,15,S,2100-01-01,0,0.0,49.0,0
+2021-05-12,15,S,2100-01-01,0,0.0,49.0,0
+2021-05-13,15,S,2100-01-01,0,0.0,49.0,0
+2021-05-14,15,S,2100-01-01,0,0.0,48.0,0
+2021-05-15,15,S,2100-01-01,0,0.0,47.0,0
+2021-05-16,15,S,2100-01-01,0,0.0,48.0,0
+2021-05-17,15,S,2100-01-01,0,0.0,50.0,0
+2021-05-18,15,S,2100-01-01,0,0.0,48.0,0
+2021-05-19,15,S,2100-01-01,0,0.0,49.0,0
+2021-05-20,15,S,2100-01-01,0,0.0,49.0,0
+2021-05-21,15,S,2100-01-01,0,0.0,49.0,0
+2021-05-22,15,S,2100-01-01,0,0.0,48.0,0
+2021-05-23,15,S,2100-01-01,0,0.0,49.0,0
+2021-05-24,15,S,2100-01-01,0,0.0,51.0,0
+2021-05-25,15,S,2100-01-01,0,0.0,50.0,0
+2021-05-26,15,S,2100-01-01,0,0.0,49.0,0
+2021-05-27,15,S,2100-01-01,0,0.0,50.0,0
+2021-05-28,15,S,2100-01-01,0,0.0,49.0,0
+2021-05-29,15,S,2100-01-01,0,0.0,50.0,0
+2021-05-30,15,S,2100-01-01,0,0.0,50.0,0
+2021-05-31,15,S,2100-01-01,0,0.0,50.0,0
+2021-06-01,15,S,2100-01-01,0,0.0,49.0,0
+2021-06-02,15,S,2100-01-01,0,0.0,49.0,0
+2021-06-03,15,S,2100-01-01,0,0.0,50.0,0
+2021-06-04,15,S,2100-01-01,0,0.0,50.0,0
+2021-06-05,15,S,2100-01-01,0,0.0,48.0,0
+2021-06-06,15,S,2100-01-01,0,0.0,49.0,0
+2021-06-07,15,S,2100-01-01,0,0.0,48.0,0
+2021-06-08,15,S,2100-01-01,0,0.0,50.0,0
+2021-06-09,15,S,2100-01-01,0,0.0,49.0,0
+2021-06-10,15,S,2100-01-01,0,0.0,49.0,0
+2021-06-11,15,S,2100-01-01,0,0.0,47.0,0
+2021-06-12,15,S,2100-01-01,0,0.0,48.0,0
+2021-06-13,15,S,2100-01-01,0,0.0,49.0,0
+2021-06-14,15,S,2100-01-01,0,0.0,49.0,0
+2021-06-15,15,S,2100-01-01,0,0.0,48.0,0
+2021-06-16,15,S,2100-01-01,0,0.0,49.0,0
+2021-06-17,15,S,2100-01-01,0,0.0,49.0,0
+2021-06-18,15,S,2100-01-01,0,0.0,49.0,0
+2021-06-19,15,S,2100-01-01,0,0.0,50.0,0
+2021-06-20,15,S,2100-01-01,0,0.0,49.0,0
+2021-06-21,15,S,2100-01-01,0,0.0,50.0,0
+2021-06-22,15,S,2100-01-01,0,0.0,49.0,0
+2021-06-23,15,S,2100-01-01,0,0.0,49.0,0
+2021-06-24,15,S,2100-01-01,0,0.0,49.0,0
+2021-06-25,15,S,2100-01-01,0,0.0,48.0,0
+2021-06-26,15,S,2100-01-01,0,0.0,49.0,0
+2021-06-27,15,S,2100-01-01,0,0.0,49.0,0
+2021-06-28,15,S,2100-01-01,0,0.0,49.0,0
+2021-06-29,15,S,2100-01-01,0,0.0,50.0,0
+2021-06-30,15,S,2100-01-01,0,0.0,50.0,0
+2021-07-01,15,S,2100-01-01,0,0.0,49.0,0
+2021-07-02,15,S,2100-01-01,0,0.0,49.0,0
+2021-07-03,15,S,2100-01-01,0,0.0,49.0,0
+2021-07-04,15,S,2100-01-01,0,0.0,48.0,0
+2021-07-05,15,S,2100-01-01,0,0.0,49.0,0
+2021-07-06,15,S,2100-01-01,0,0.0,50.0,0
+2021-07-07,15,S,2100-01-01,0,0.0,48.0,0
+2021-07-08,15,S,2100-01-01,0,0.0,49.0,0
+2021-07-09,15,S,2100-01-01,0,0.0,47.0,0
+2021-07-10,15,S,2100-01-01,0,0.0,47.0,0
+2021-07-11,15,S,2100-01-01,0,0.0,47.0,0
+2021-07-12,15,S,2100-01-01,0,0.0,48.0,0
+2021-07-13,15,S,2100-01-01,0,0.0,49.0,0
+2021-07-14,15,S,2100-01-01,0,0.0,49.0,0
+2021-07-15,15,S,2100-01-01,0,0.0,50.0,0
+2021-07-16,15,S,2100-01-01,0,0.0,48.0,0
+2021-07-17,15,S,2100-01-01,0,0.0,49.0,0
+2021-07-18,15,S,2100-01-01,0,0.0,50.0,0
+2021-07-19,15,S,2100-01-01,0,0.0,49.0,0
+2021-07-20,15,S,2100-01-01,0,0.0,49.0,0
+2021-07-21,15,S,2100-01-01,0,0.0,49.0,0
+2021-07-22,15,S,2100-01-01,0,0.0,49.0,0
+2021-07-23,15,S,2100-01-01,0,0.0,49.0,0
+2021-07-24,15,S,2100-01-01,0,0.0,49.0,0
+2021-07-25,15,S,2100-01-01,0,0.0,47.0,0
+2021-07-26,15,S,2100-01-01,0,0.0,49.0,0
+2021-07-27,15,S,2100-01-01,0,0.0,50.0,0
+2021-07-28,15,S,2100-01-01,0,0.0,49.0,0
+2021-07-29,15,S,2100-01-01,0,0.0,49.0,0
+2021-07-30,15,S,2100-01-01,0,0.0,50.0,0
+2021-07-31,15,S,2100-01-01,0,0.0,48.0,0
+2021-05-01,16,N,2100-01-01,0,0.0,43.0,0
+2021-05-02,16,N,2100-01-01,0,0.0,42.0,0
+2021-05-03,16,N,2100-01-01,0,0.0,45.0,0
+2021-05-04,16,N,2100-01-01,0,0.0,43.0,0
+2021-05-05,16,N,2100-01-01,0,0.0,43.0,0
+2021-05-06,16,N,2100-01-01,0,0.0,44.0,0
+2021-05-07,16,N,2100-01-01,0,0.0,43.0,0
+2021-05-08,16,N,2100-01-01,0,0.0,43.0,0
+2021-05-09,16,N,2100-01-01,0,0.0,44.0,0
+2021-05-10,16,N,2100-01-01,0,0.0,45.0,0
+2021-05-11,16,N,2100-01-01,0,0.0,44.0,0
+2021-05-12,16,N,2100-01-01,0,0.0,44.0,0
+2021-05-13,16,N,2100-01-01,0,0.0,43.0,0
+2021-05-14,16,N,2100-01-01,0,0.0,43.0,0
+2021-05-15,16,N,2100-01-01,0,0.0,45.0,0
+2021-05-16,16,N,2100-01-01,0,0.0,44.0,0
+2021-05-17,16,N,2100-01-01,0,0.0,45.0,0
+2021-05-18,16,N,2100-01-01,0,0.0,44.0,0
+2021-05-19,16,N,2100-01-01,0,0.0,44.0,0
+2021-05-20,16,N,2100-01-01,0,0.0,44.0,0
+2021-05-21,16,N,2100-01-01,0,0.0,45.0,0
+2021-05-22,16,N,2100-01-01,0,0.0,45.0,0
+2021-05-23,16,N,2100-01-01,0,0.0,45.0,0
+2021-05-24,16,N,2100-01-01,0,0.0,45.0,0
+2021-05-25,16,N,2100-01-01,0,0.0,46.0,0
+2021-05-26,16,N,2100-01-01,0,0.0,46.0,0
+2021-05-27,16,N,2100-01-01,0,0.0,45.0,0
+2021-05-28,16,N,2100-01-01,0,0.0,47.0,0
+2021-05-29,16,N,2100-01-01,0,0.0,46.0,0
+2021-05-30,16,N,2100-01-01,0,0.0,46.0,0
+2021-05-31,16,N,2100-01-01,0,0.0,47.0,0
+2021-06-01,16,N,2100-01-01,0,0.0,47.0,0
+2021-06-02,16,N,2100-01-01,0,0.0,47.0,0
+2021-06-03,16,N,2100-01-01,0,0.0,47.0,0
+2021-06-04,16,N,2100-01-01,0,0.0,47.0,0
+2021-06-05,16,N,2100-01-01,0,0.0,46.0,0
+2021-06-06,16,N,2100-01-01,0,0.0,45.0,0
+2021-06-07,16,N,2100-01-01,0,0.0,46.0,0
+2021-06-08,16,N,2100-01-01,0,0.0,47.0,0
+2021-06-09,16,N,2100-01-01,0,0.0,48.0,0
+2021-06-10,16,N,2100-01-01,0,0.0,47.0,0
+2021-06-11,16,N,2100-01-01,0,0.0,46.0,0
+2021-06-12,16,N,2100-01-01,0,0.0,47.0,0
+2021-06-13,16,N,2100-01-01,0,0.0,47.0,0
+2021-06-14,16,N,2100-01-01,0,0.0,49.0,0
+2021-06-15,16,N,2100-01-01,0,0.0,48.0,0
+2021-06-16,16,N,2100-01-01,0,0.0,48.0,0
+2021-06-17,16,N,2100-01-01,0,0.0,47.0,0
+2021-06-18,16,N,2100-01-01,0,0.0,48.0,0
+2021-06-19,16,N,2100-01-01,0,0.0,49.0,0
+2021-06-20,16,N,2100-01-01,0,0.0,49.0,0
+2021-06-21,16,N,2100-01-01,0,0.0,48.0,0
+2021-06-22,16,N,2100-01-01,0,0.0,49.0,0
+2021-06-23,16,N,2100-01-01,0,0.0,47.0,0
+2021-06-24,16,N,2100-01-01,0,0.0,48.0,0
+2021-06-25,16,N,2100-01-01,0,0.0,49.0,0
+2021-06-26,16,N,2100-01-01,0,0.0,49.0,0
+2021-06-27,16,N,2100-01-01,0,0.0,49.0,0
+2021-06-28,16,N,2100-01-01,0,0.0,48.0,0
+2021-06-29,16,N,2100-01-01,0,0.0,49.0,0
+2021-06-30,16,N,2100-01-01,0,0.0,50.0,0
+2021-07-01,16,N,2100-01-01,0,0.0,49.0,0
+2021-07-02,16,N,2100-01-01,0,0.0,48.0,0
+2021-07-03,16,N,2100-01-01,0,0.0,48.0,0
+2021-07-04,16,N,2100-01-01,0,0.0,49.0,0
+2021-07-05,16,N,2100-01-01,0,0.0,50.0,0
+2021-07-06,16,N,2100-01-01,0,0.0,50.0,0
+2021-07-07,16,N,2100-01-01,0,0.0,50.0,0
+2021-07-08,16,N,2100-01-01,0,0.0,50.0,0
+2021-07-09,16,N,2100-01-01,0,0.0,50.0,0
+2021-07-10,16,N,2100-01-01,0,0.0,47.0,0
+2021-07-11,16,N,2100-01-01,0,0.0,50.0,0
+2021-07-12,16,N,2100-01-01,0,0.0,49.0,0
+2021-07-13,16,N,2100-01-01,0,0.0,50.0,0
+2021-07-14,16,N,2100-01-01,0,0.0,51.0,0
+2021-07-15,16,N,2100-01-01,0,0.0,51.0,0
+2021-07-16,16,N,2100-01-01,0,0.0,50.0,0
+2021-07-17,16,N,2100-01-01,0,0.0,51.0,0
+2021-07-18,16,N,2100-01-01,0,0.0,52.0,0
+2021-07-19,16,N,2100-01-01,0,0.0,50.0,0
+2021-07-20,16,N,2100-01-01,0,0.0,51.0,0
+2021-07-21,16,N,2100-01-01,0,0.0,52.0,0
+2021-07-22,16,N,2100-01-01,0,0.0,51.0,0
+2021-07-23,16,N,2100-01-01,0,0.0,51.0,0
+2021-07-24,16,N,2100-01-01,0,0.0,50.0,0
+2021-07-25,16,N,2100-01-01,0,0.0,49.0,0
+2021-07-26,16,N,2100-01-01,0,0.0,53.0,0
+2021-07-27,16,N,2100-01-01,0,0.0,52.0,0
+2021-07-28,16,N,2100-01-01,0,0.0,51.0,0
+2021-07-29,16,N,2100-01-01,0,0.0,52.0,0
+2021-07-30,16,N,2100-01-01,0,0.0,51.0,0
+2021-07-31,16,N,2100-01-01,0,0.0,51.0,0
+2021-05-01,17,W,2021-06-04,1,0.0,29.0,0
+2021-05-02,17,W,2021-06-04,1,0.0,29.0,0
+2021-05-03,17,W,2021-06-04,1,0.0,29.0,0
+2021-05-04,17,W,2021-06-04,1,0.0,29.0,0
+2021-05-05,17,W,2021-06-04,1,0.0,30.0,0
+2021-05-06,17,W,2021-06-04,1,0.0,30.0,0
+2021-05-07,17,W,2021-06-04,1,0.0,30.0,0
+2021-05-08,17,W,2021-06-04,1,0.0,29.0,0
+2021-05-09,17,W,2021-06-04,1,0.0,31.0,0
+2021-05-10,17,W,2021-06-04,1,0.0,30.0,0
+2021-05-11,17,W,2021-06-04,1,0.0,31.0,0
+2021-05-12,17,W,2021-06-04,1,0.0,29.0,0
+2021-05-13,17,W,2021-06-04,1,0.0,31.0,0
+2021-05-14,17,W,2021-06-04,1,0.0,30.0,0
+2021-05-15,17,W,2021-06-04,1,0.0,30.0,0
+2021-05-16,17,W,2021-06-04,1,0.0,30.0,0
+2021-05-17,17,W,2021-06-04,1,0.0,32.0,0
+2021-05-18,17,W,2021-06-04,1,0.0,32.0,0
+2021-05-19,17,W,2021-06-04,1,0.0,31.0,0
+2021-05-20,17,W,2021-06-04,1,0.0,32.0,0
+2021-05-21,17,W,2021-06-04,1,0.0,32.0,0
+2021-05-22,17,W,2021-06-04,1,0.0,31.0,0
+2021-05-23,17,W,2021-06-04,1,0.0,33.0,0
+2021-05-24,17,W,2021-06-04,1,0.0,34.0,0
+2021-05-25,17,W,2021-06-04,1,0.0,33.0,0
+2021-05-26,17,W,2021-06-04,1,0.0,33.0,0
+2021-05-27,17,W,2021-06-04,1,0.0,33.0,0
+2021-05-28,17,W,2021-06-04,1,0.0,32.0,0
+2021-05-29,17,W,2021-06-04,1,0.0,35.0,0
+2021-05-30,17,W,2021-06-04,1,0.0,33.0,0
+2021-05-31,17,W,2021-06-04,1,0.0,35.0,0
+2021-06-01,17,W,2021-06-04,1,0.0,36.0,0
+2021-06-02,17,W,2021-06-04,1,0.0,34.0,0
+2021-06-03,17,W,2021-06-04,1,0.0,36.0,0
+2021-06-04,17,W,2021-06-04,1,0.0,35.0,1
+2021-06-05,17,W,2021-06-04,1,0.1034057481554882,35.0,1
+2021-06-06,17,W,2021-06-04,1,0.2068114963109693,37.0,1
+2021-06-07,17,W,2021-06-04,1,0.3102172444664575,36.0,1
+2021-06-08,17,W,2021-06-04,1,0.4136229926219457,36.0,1
+2021-06-09,17,W,2021-06-04,1,0.5170287407774268,36.0,1
+2021-06-10,17,W,2021-06-04,1,0.5170287407774268,37.0,1
+2021-06-11,17,W,2021-06-04,1,0.5170287407774268,38.0,1
+2021-06-12,17,W,2021-06-04,1,0.5170287407774268,38.0,1
+2021-06-13,17,W,2021-06-04,1,0.5170287407774268,36.0,1
+2021-06-14,17,W,2021-06-04,1,0.5170287407774268,39.0,1
+2021-06-15,17,W,2021-06-04,1,0.5170287407774268,36.0,1
+2021-06-16,17,W,2021-06-04,1,0.5170287407774268,38.0,1
+2021-06-17,17,W,2021-06-04,1,0.5170287407774268,39.0,1
+2021-06-18,17,W,2021-06-04,1,0.5170287407774268,39.0,1
+2021-06-19,17,W,2021-06-04,1,0.5170287407774268,38.0,1
+2021-06-20,17,W,2021-06-04,1,0.5170287407774268,39.0,1
+2021-06-21,17,W,2021-06-04,1,0.5170287407774268,38.0,1
+2021-06-22,17,W,2021-06-04,1,0.5170287407774268,39.0,1
+2021-06-23,17,W,2021-06-04,1,0.5170287407774268,40.0,1
+2021-06-24,17,W,2021-06-04,1,0.5170287407774268,40.0,1
+2021-06-25,17,W,2021-06-04,1,0.5170287407774268,41.0,1
+2021-06-26,17,W,2021-06-04,1,0.5170287407774268,39.0,1
+2021-06-27,17,W,2021-06-04,1,0.5170287407774268,40.0,1
+2021-06-28,17,W,2021-06-04,1,0.5170287407774268,40.0,1
+2021-06-29,17,W,2021-06-04,1,0.5170287407774268,40.0,1
+2021-06-30,17,W,2021-06-04,1,0.5170287407774268,41.0,1
+2021-07-01,17,W,2021-06-04,1,0.5170287407774268,42.0,1
+2021-07-02,17,W,2021-06-04,1,0.5170287407774268,40.0,1
+2021-07-03,17,W,2021-06-04,1,0.5170287407774268,38.0,1
+2021-07-04,17,W,2021-06-04,1,0.5170287407774268,41.0,1
+2021-07-05,17,W,2021-06-04,1,0.5170287407774268,44.0,1
+2021-07-06,17,W,2021-06-04,1,0.5170287407774268,41.0,1
+2021-07-07,17,W,2021-06-04,1,0.5170287407774268,43.0,1
+2021-07-08,17,W,2021-06-04,1,0.5170287407774268,43.0,1
+2021-07-09,17,W,2021-06-04,1,0.5170287407774268,42.0,1
+2021-07-10,17,W,2021-06-04,1,0.5170287407774268,40.0,1
+2021-07-11,17,W,2021-06-04,1,0.5170287407774268,43.0,1
+2021-07-12,17,W,2021-06-04,1,0.5170287407774268,43.0,1
+2021-07-13,17,W,2021-06-04,1,0.5170287407774268,43.0,1
+2021-07-14,17,W,2021-06-04,1,0.5170287407774268,44.0,1
+2021-07-15,17,W,2021-06-04,1,0.5170287407774268,44.0,1
+2021-07-16,17,W,2021-06-04,1,0.5170287407774268,44.0,1
+2021-07-17,17,W,2021-06-04,1,0.5170287407774268,45.0,1
+2021-07-18,17,W,2021-06-04,1,0.5170287407774268,45.0,1
+2021-07-19,17,W,2021-06-04,1,0.5170287407774268,44.0,1
+2021-07-20,17,W,2021-06-04,1,0.5170287407774268,46.0,1
+2021-07-21,17,W,2021-06-04,1,0.5170287407774268,44.0,1
+2021-07-22,17,W,2021-06-04,1,0.5170287407774268,46.0,1
+2021-07-23,17,W,2021-06-04,1,0.5170287407774268,45.0,1
+2021-07-24,17,W,2021-06-04,1,0.5170287407774268,45.0,1
+2021-07-25,17,W,2021-06-04,1,0.5170287407774268,44.0,1
+2021-07-26,17,W,2021-06-04,1,0.5170287407774268,46.0,1
+2021-07-27,17,W,2021-06-04,1,0.5170287407774268,46.0,1
+2021-07-28,17,W,2021-06-04,1,0.5170287407774268,47.0,1
+2021-07-29,17,W,2021-06-04,1,0.5170287407774268,46.0,1
+2021-07-30,17,W,2021-06-04,1,0.5170287407774268,46.0,1
+2021-07-31,17,W,2021-06-04,1,0.5170287407774268,47.0,1
+2021-05-01,18,E,2100-01-01,0,0.0,15.0,0
+2021-05-02,18,E,2100-01-01,0,0.0,15.0,0
+2021-05-03,18,E,2100-01-01,0,0.0,17.0,0
+2021-05-04,18,E,2100-01-01,0,0.0,18.0,0
+2021-05-05,18,E,2100-01-01,0,0.0,18.0,0
+2021-05-06,18,E,2100-01-01,0,0.0,19.0,0
+2021-05-07,18,E,2100-01-01,0,0.0,19.0,0
+2021-05-08,18,E,2100-01-01,0,0.0,18.0,0
+2021-05-09,18,E,2100-01-01,0,0.0,20.0,0
+2021-05-10,18,E,2100-01-01,0,0.0,18.0,0
+2021-05-11,18,E,2100-01-01,0,0.0,21.0,0
+2021-05-12,18,E,2100-01-01,0,0.0,21.0,0
+2021-05-13,18,E,2100-01-01,0,0.0,20.0,0
+2021-05-14,18,E,2100-01-01,0,0.0,21.0,0
+2021-05-15,18,E,2100-01-01,0,0.0,21.0,0
+2021-05-16,18,E,2100-01-01,0,0.0,22.0,0
+2021-05-17,18,E,2100-01-01,0,0.0,24.0,0
+2021-05-18,18,E,2100-01-01,0,0.0,22.0,0
+2021-05-19,18,E,2100-01-01,0,0.0,21.0,0
+2021-05-20,18,E,2100-01-01,0,0.0,23.0,0
+2021-05-21,18,E,2100-01-01,0,0.0,20.0,0
+2021-05-22,18,E,2100-01-01,0,0.0,23.0,0
+2021-05-23,18,E,2100-01-01,0,0.0,25.0,0
+2021-05-24,18,E,2100-01-01,0,0.0,24.0,0
+2021-05-25,18,E,2100-01-01,0,0.0,23.0,0
+2021-05-26,18,E,2100-01-01,0,0.0,23.0,0
+2021-05-27,18,E,2100-01-01,0,0.0,23.0,0
+2021-05-28,18,E,2100-01-01,0,0.0,26.0,0
+2021-05-29,18,E,2100-01-01,0,0.0,25.0,0
+2021-05-30,18,E,2100-01-01,0,0.0,25.0,0
+2021-05-31,18,E,2100-01-01,0,0.0,26.0,0
+2021-06-01,18,E,2100-01-01,0,0.0,25.0,0
+2021-06-02,18,E,2100-01-01,0,0.0,26.0,0
+2021-06-03,18,E,2100-01-01,0,0.0,26.0,0
+2021-06-04,18,E,2100-01-01,0,0.0,26.0,0
+2021-06-05,18,E,2100-01-01,0,0.0,26.0,0
+2021-06-06,18,E,2100-01-01,0,0.0,28.0,0
+2021-06-07,18,E,2100-01-01,0,0.0,28.0,0
+2021-06-08,18,E,2100-01-01,0,0.0,28.0,0
+2021-06-09,18,E,2100-01-01,0,0.0,29.0,0
+2021-06-10,18,E,2100-01-01,0,0.0,30.0,0
+2021-06-11,18,E,2100-01-01,0,0.0,28.0,0
+2021-06-12,18,E,2100-01-01,0,0.0,29.0,0
+2021-06-13,18,E,2100-01-01,0,0.0,28.0,0
+2021-06-14,18,E,2100-01-01,0,0.0,30.0,0
+2021-06-15,18,E,2100-01-01,0,0.0,31.0,0
+2021-06-16,18,E,2100-01-01,0,0.0,31.0,0
+2021-06-17,18,E,2100-01-01,0,0.0,31.0,0
+2021-06-18,18,E,2100-01-01,0,0.0,31.0,0
+2021-06-19,18,E,2100-01-01,0,0.0,32.0,0
+2021-06-20,18,E,2100-01-01,0,0.0,32.0,0
+2021-06-21,18,E,2100-01-01,0,0.0,31.0,0
+2021-06-22,18,E,2100-01-01,0,0.0,33.0,0
+2021-06-23,18,E,2100-01-01,0,0.0,33.0,0
+2021-06-24,18,E,2100-01-01,0,0.0,33.0,0
+2021-06-25,18,E,2100-01-01,0,0.0,33.0,0
+2021-06-26,18,E,2100-01-01,0,0.0,33.0,0
+2021-06-27,18,E,2100-01-01,0,0.0,34.0,0
+2021-06-28,18,E,2100-01-01,0,0.0,33.0,0
+2021-06-29,18,E,2100-01-01,0,0.0,34.0,0
+2021-06-30,18,E,2100-01-01,0,0.0,34.0,0
+2021-07-01,18,E,2100-01-01,0,0.0,35.0,0
+2021-07-02,18,E,2100-01-01,0,0.0,35.0,0
+2021-07-03,18,E,2100-01-01,0,0.0,34.0,0
+2021-07-04,18,E,2100-01-01,0,0.0,36.0,0
+2021-07-05,18,E,2100-01-01,0,0.0,39.0,0
+2021-07-06,18,E,2100-01-01,0,0.0,37.0,0
+2021-07-07,18,E,2100-01-01,0,0.0,37.0,0
+2021-07-08,18,E,2100-01-01,0,0.0,37.0,0
+2021-07-09,18,E,2100-01-01,0,0.0,37.0,0
+2021-07-10,18,E,2100-01-01,0,0.0,36.0,0
+2021-07-11,18,E,2100-01-01,0,0.0,38.0,0
+2021-07-12,18,E,2100-01-01,0,0.0,38.0,0
+2021-07-13,18,E,2100-01-01,0,0.0,39.0,0
+2021-07-14,18,E,2100-01-01,0,0.0,39.0,0
+2021-07-15,18,E,2100-01-01,0,0.0,40.0,0
+2021-07-16,18,E,2100-01-01,0,0.0,39.0,0
+2021-07-17,18,E,2100-01-01,0,0.0,40.0,0
+2021-07-18,18,E,2100-01-01,0,0.0,40.0,0
+2021-07-19,18,E,2100-01-01,0,0.0,42.0,0
+2021-07-20,18,E,2100-01-01,0,0.0,41.0,0
+2021-07-21,18,E,2100-01-01,0,0.0,40.0,0
+2021-07-22,18,E,2100-01-01,0,0.0,40.0,0
+2021-07-23,18,E,2100-01-01,0,0.0,43.0,0
+2021-07-24,18,E,2100-01-01,0,0.0,41.0,0
+2021-07-25,18,E,2100-01-01,0,0.0,42.0,0
+2021-07-26,18,E,2100-01-01,0,0.0,43.0,0
+2021-07-27,18,E,2100-01-01,0,0.0,43.0,0
+2021-07-28,18,E,2100-01-01,0,0.0,43.0,0
+2021-07-29,18,E,2100-01-01,0,0.0,43.0,0
+2021-07-30,18,E,2100-01-01,0,0.0,43.0,0
+2021-07-31,18,E,2100-01-01,0,0.0,43.0,0
+2021-05-01,19,N,2021-05-15,1,0.0,45.0,0
+2021-05-02,19,N,2021-05-15,1,0.0,44.0,0
+2021-05-03,19,N,2021-05-15,1,0.0,44.0,0
+2021-05-04,19,N,2021-05-15,1,0.0,44.0,0
+2021-05-05,19,N,2021-05-15,1,0.0,44.0,0
+2021-05-06,19,N,2021-05-15,1,0.0,45.0,0
+2021-05-07,19,N,2021-05-15,1,0.0,43.0,0
+2021-05-08,19,N,2021-05-15,1,0.0,43.0,0
+2021-05-09,19,N,2021-05-15,1,0.0,46.0,0
+2021-05-10,19,N,2021-05-15,1,0.0,46.0,0
+2021-05-11,19,N,2021-05-15,1,0.0,45.0,0
+2021-05-12,19,N,2021-05-15,1,0.0,45.0,0
+2021-05-13,19,N,2021-05-15,1,0.0,44.0,0
+2021-05-14,19,N,2021-05-15,1,0.0,44.0,0
+2021-05-15,19,N,2021-05-15,1,0.0,44.0,1
+2021-05-16,19,N,2021-05-15,1,0.354319892617184,44.0,1
+2021-05-17,19,N,2021-05-15,1,0.708639785234368,48.0,1
+2021-05-18,19,N,2021-05-15,1,1.062959677851552,47.0,1
+2021-05-19,19,N,2021-05-15,1,1.417279570468736,47.0,1
+2021-05-20,19,N,2021-05-15,1,1.77159946308592,48.0,1
+2021-05-21,19,N,2021-05-15,1,1.77159946308592,46.0,1
+2021-05-22,19,N,2021-05-15,1,1.77159946308592,48.0,1
+2021-05-23,19,N,2021-05-15,1,1.77159946308592,48.0,1
+2021-05-24,19,N,2021-05-15,1,1.77159946308592,49.0,1
+2021-05-25,19,N,2021-05-15,1,1.77159946308592,47.0,1
+2021-05-26,19,N,2021-05-15,1,1.77159946308592,49.0,1
+2021-05-27,19,N,2021-05-15,1,1.77159946308592,48.0,1
+2021-05-28,19,N,2021-05-15,1,1.77159946308592,48.0,1
+2021-05-29,19,N,2021-05-15,1,1.77159946308592,49.0,1
+2021-05-30,19,N,2021-05-15,1,1.77159946308592,47.0,1
+2021-05-31,19,N,2021-05-15,1,1.77159946308592,49.0,1
+2021-06-01,19,N,2021-05-15,1,1.77159946308592,49.0,1
+2021-06-02,19,N,2021-05-15,1,1.77159946308592,50.0,1
+2021-06-03,19,N,2021-05-15,1,1.77159946308592,49.0,1
+2021-06-04,19,N,2021-05-15,1,1.77159946308592,48.0,1
+2021-06-05,19,N,2021-05-15,1,1.77159946308592,47.0,1
+2021-06-06,19,N,2021-05-15,1,1.77159946308592,47.0,1
+2021-06-07,19,N,2021-05-15,1,1.77159946308592,48.0,1
+2021-06-08,19,N,2021-05-15,1,1.77159946308592,50.0,1
+2021-06-09,19,N,2021-05-15,1,1.77159946308592,49.0,1
+2021-06-10,19,N,2021-05-15,1,1.77159946308592,49.0,1
+2021-06-11,19,N,2021-05-15,1,1.77159946308592,49.0,1
+2021-06-12,19,N,2021-05-15,1,1.77159946308592,49.0,1
+2021-06-13,19,N,2021-05-15,1,1.77159946308592,51.0,1
+2021-06-14,19,N,2021-05-15,1,1.77159946308592,50.0,1
+2021-06-15,19,N,2021-05-15,1,1.77159946308592,50.0,1
+2021-06-16,19,N,2021-05-15,1,1.77159946308592,49.0,1
+2021-06-17,19,N,2021-05-15,1,1.77159946308592,53.0,1
+2021-06-18,19,N,2021-05-15,1,1.77159946308592,51.0,1
+2021-06-19,19,N,2021-05-15,1,1.77159946308592,50.0,1
+2021-06-20,19,N,2021-05-15,1,1.77159946308592,49.0,1
+2021-06-21,19,N,2021-05-15,1,1.77159946308592,50.0,1
+2021-06-22,19,N,2021-05-15,1,1.77159946308592,51.0,1
+2021-06-23,19,N,2021-05-15,1,1.77159946308592,50.0,1
+2021-06-24,19,N,2021-05-15,1,1.77159946308592,51.0,1
+2021-06-25,19,N,2021-05-15,1,1.77159946308592,51.0,1
+2021-06-26,19,N,2021-05-15,1,1.77159946308592,50.0,1
+2021-06-27,19,N,2021-05-15,1,1.77159946308592,51.0,1
+2021-06-28,19,N,2021-05-15,1,1.77159946308592,51.0,1
+2021-06-29,19,N,2021-05-15,1,1.77159946308592,50.0,1
+2021-06-30,19,N,2021-05-15,1,1.77159946308592,52.0,1
+2021-07-01,19,N,2021-05-15,1,1.77159946308592,53.0,1
+2021-07-02,19,N,2021-05-15,1,1.77159946308592,52.0,1
+2021-07-03,19,N,2021-05-15,1,1.77159946308592,51.0,1
+2021-07-04,19,N,2021-05-15,1,1.77159946308592,52.0,1
+2021-07-05,19,N,2021-05-15,1,1.77159946308592,54.0,1
+2021-07-06,19,N,2021-05-15,1,1.77159946308592,52.0,1
+2021-07-07,19,N,2021-05-15,1,1.77159946308592,52.0,1
+2021-07-08,19,N,2021-05-15,1,1.77159946308592,51.0,1
+2021-07-09,19,N,2021-05-15,1,1.77159946308592,53.0,1
+2021-07-10,19,N,2021-05-15,1,1.77159946308592,51.0,1
+2021-07-11,19,N,2021-05-15,1,1.77159946308592,52.0,1
+2021-07-12,19,N,2021-05-15,1,1.77159946308592,53.0,1
+2021-07-13,19,N,2021-05-15,1,1.77159946308592,54.0,1
+2021-07-14,19,N,2021-05-15,1,1.77159946308592,54.0,1
+2021-07-15,19,N,2021-05-15,1,1.77159946308592,54.0,1
+2021-07-16,19,N,2021-05-15,1,1.77159946308592,53.0,1
+2021-07-17,19,N,2021-05-15,1,1.77159946308592,54.0,1
+2021-07-18,19,N,2021-05-15,1,1.77159946308592,53.0,1
+2021-07-19,19,N,2021-05-15,1,1.77159946308592,54.0,1
+2021-07-20,19,N,2021-05-15,1,1.77159946308592,53.0,1
+2021-07-21,19,N,2021-05-15,1,1.77159946308592,55.0,1
+2021-07-22,19,N,2021-05-15,1,1.77159946308592,54.0,1
+2021-07-23,19,N,2021-05-15,1,1.77159946308592,54.0,1
+2021-07-24,19,N,2021-05-15,1,1.77159946308592,54.0,1
+2021-07-25,19,N,2021-05-15,1,1.77159946308592,53.0,1
+2021-07-26,19,N,2021-05-15,1,1.77159946308592,55.0,1
+2021-07-27,19,N,2021-05-15,1,1.77159946308592,55.0,1
+2021-07-28,19,N,2021-05-15,1,1.77159946308592,56.0,1
+2021-07-29,19,N,2021-05-15,1,1.77159946308592,56.0,1
+2021-07-30,19,N,2021-05-15,1,1.77159946308592,55.0,1
+2021-07-31,19,N,2021-05-15,1,1.77159946308592,53.0,1
+2021-05-01,20,S,2100-01-01,0,0.0,48.0,0
+2021-05-02,20,S,2100-01-01,0,0.0,50.0,0
+2021-05-03,20,S,2100-01-01,0,0.0,50.0,0
+2021-05-04,20,S,2100-01-01,0,0.0,49.0,0
+2021-05-05,20,S,2100-01-01,0,0.0,49.0,0
+2021-05-06,20,S,2100-01-01,0,0.0,50.0,0
+2021-05-07,20,S,2100-01-01,0,0.0,49.0,0
+2021-05-08,20,S,2100-01-01,0,0.0,47.0,0
+2021-05-09,20,S,2100-01-01,0,0.0,50.0,0
+2021-05-10,20,S,2100-01-01,0,0.0,49.0,0
+2021-05-11,20,S,2100-01-01,0,0.0,48.0,0
+2021-05-12,20,S,2100-01-01,0,0.0,49.0,0
+2021-05-13,20,S,2100-01-01,0,0.0,48.0,0
+2021-05-14,20,S,2100-01-01,0,0.0,47.0,0
+2021-05-15,20,S,2100-01-01,0,0.0,49.0,0
+2021-05-16,20,S,2100-01-01,0,0.0,48.0,0
+2021-05-17,20,S,2100-01-01,0,0.0,51.0,0
+2021-05-18,20,S,2100-01-01,0,0.0,49.0,0
+2021-05-19,20,S,2100-01-01,0,0.0,48.0,0
+2021-05-20,20,S,2100-01-01,0,0.0,50.0,0
+2021-05-21,20,S,2100-01-01,0,0.0,49.0,0
+2021-05-22,20,S,2100-01-01,0,0.0,49.0,0
+2021-05-23,20,S,2100-01-01,0,0.0,49.0,0
+2021-05-24,20,S,2100-01-01,0,0.0,50.0,0
+2021-05-25,20,S,2100-01-01,0,0.0,50.0,0
+2021-05-26,20,S,2100-01-01,0,0.0,48.0,0
+2021-05-27,20,S,2100-01-01,0,0.0,47.0,0
+2021-05-28,20,S,2100-01-01,0,0.0,48.0,0
+2021-05-29,20,S,2100-01-01,0,0.0,50.0,0
+2021-05-30,20,S,2100-01-01,0,0.0,49.0,0
+2021-05-31,20,S,2100-01-01,0,0.0,50.0,0
+2021-06-01,20,S,2100-01-01,0,0.0,49.0,0
+2021-06-02,20,S,2100-01-01,0,0.0,49.0,0
+2021-06-03,20,S,2100-01-01,0,0.0,49.0,0
+2021-06-04,20,S,2100-01-01,0,0.0,47.0,0
+2021-06-05,20,S,2100-01-01,0,0.0,49.0,0
+2021-06-06,20,S,2100-01-01,0,0.0,48.0,0
+2021-06-07,20,S,2100-01-01,0,0.0,48.0,0
+2021-06-08,20,S,2100-01-01,0,0.0,49.0,0
+2021-06-09,20,S,2100-01-01,0,0.0,49.0,0
+2021-06-10,20,S,2100-01-01,0,0.0,48.0,0
+2021-06-11,20,S,2100-01-01,0,0.0,48.0,0
+2021-06-12,20,S,2100-01-01,0,0.0,48.0,0
+2021-06-13,20,S,2100-01-01,0,0.0,48.0,0
+2021-06-14,20,S,2100-01-01,0,0.0,49.0,0
+2021-06-15,20,S,2100-01-01,0,0.0,49.0,0
+2021-06-16,20,S,2100-01-01,0,0.0,49.0,0
+2021-06-17,20,S,2100-01-01,0,0.0,49.0,0
+2021-06-18,20,S,2100-01-01,0,0.0,48.0,0
+2021-06-19,20,S,2100-01-01,0,0.0,48.0,0
+2021-06-20,20,S,2100-01-01,0,0.0,48.0,0
+2021-06-21,20,S,2100-01-01,0,0.0,50.0,0
+2021-06-22,20,S,2100-01-01,0,0.0,50.0,0
+2021-06-23,20,S,2100-01-01,0,0.0,48.0,0
+2021-06-24,20,S,2100-01-01,0,0.0,48.0,0
+2021-06-25,20,S,2100-01-01,0,0.0,48.0,0
+2021-06-26,20,S,2100-01-01,0,0.0,48.0,0
+2021-06-27,20,S,2100-01-01,0,0.0,49.0,0
+2021-06-28,20,S,2100-01-01,0,0.0,48.0,0
+2021-06-29,20,S,2100-01-01,0,0.0,50.0,0
+2021-06-30,20,S,2100-01-01,0,0.0,49.0,0
+2021-07-01,20,S,2100-01-01,0,0.0,50.0,0
+2021-07-02,20,S,2100-01-01,0,0.0,47.0,0
+2021-07-03,20,S,2100-01-01,0,0.0,47.0,0
+2021-07-04,20,S,2100-01-01,0,0.0,47.0,0
+2021-07-05,20,S,2100-01-01,0,0.0,49.0,0
+2021-07-06,20,S,2100-01-01,0,0.0,50.0,0
+2021-07-07,20,S,2100-01-01,0,0.0,50.0,0
+2021-07-08,20,S,2100-01-01,0,0.0,49.0,0
+2021-07-09,20,S,2100-01-01,0,0.0,48.0,0
+2021-07-10,20,S,2100-01-01,0,0.0,47.0,0
+2021-07-11,20,S,2100-01-01,0,0.0,49.0,0
+2021-07-12,20,S,2100-01-01,0,0.0,48.0,0
+2021-07-13,20,S,2100-01-01,0,0.0,48.0,0
+2021-07-14,20,S,2100-01-01,0,0.0,48.0,0
+2021-07-15,20,S,2100-01-01,0,0.0,49.0,0
+2021-07-16,20,S,2100-01-01,0,0.0,47.0,0
+2021-07-17,20,S,2100-01-01,0,0.0,50.0,0
+2021-07-18,20,S,2100-01-01,0,0.0,50.0,0
+2021-07-19,20,S,2100-01-01,0,0.0,49.0,0
+2021-07-20,20,S,2100-01-01,0,0.0,51.0,0
+2021-07-21,20,S,2100-01-01,0,0.0,49.0,0
+2021-07-22,20,S,2100-01-01,0,0.0,49.0,0
+2021-07-23,20,S,2100-01-01,0,0.0,49.0,0
+2021-07-24,20,S,2100-01-01,0,0.0,49.0,0
+2021-07-25,20,S,2100-01-01,0,0.0,49.0,0
+2021-07-26,20,S,2100-01-01,0,0.0,48.0,0
+2021-07-27,20,S,2100-01-01,0,0.0,48.0,0
+2021-07-28,20,S,2100-01-01,0,0.0,48.0,0
+2021-07-29,20,S,2100-01-01,0,0.0,49.0,0
+2021-07-30,20,S,2100-01-01,0,0.0,47.0,0
+2021-07-31,20,S,2100-01-01,0,0.0,47.0,0
+2021-05-01,21,W,2021-05-15,1,0.0,23.0,0
+2021-05-02,21,W,2021-05-15,1,0.0,24.0,0
+2021-05-03,21,W,2021-05-15,1,0.0,26.0,0
+2021-05-04,21,W,2021-05-15,1,0.0,26.0,0
+2021-05-05,21,W,2021-05-15,1,0.0,26.0,0
+2021-05-06,21,W,2021-05-15,1,0.0,27.0,0
+2021-05-07,21,W,2021-05-15,1,0.0,25.0,0
+2021-05-08,21,W,2021-05-15,1,0.0,25.0,0
+2021-05-09,21,W,2021-05-15,1,0.0,25.0,0
+2021-05-10,21,W,2021-05-15,1,0.0,27.0,0
+2021-05-11,21,W,2021-05-15,1,0.0,25.0,0
+2021-05-12,21,W,2021-05-15,1,0.0,25.0,0
+2021-05-13,21,W,2021-05-15,1,0.0,25.0,0
+2021-05-14,21,W,2021-05-15,1,0.0,27.0,0
+2021-05-15,21,W,2021-05-15,1,0.0,27.0,1
+2021-05-16,21,W,2021-05-15,1,0.4287890502856051,28.0,1
+2021-05-17,21,W,2021-05-15,1,0.8575781005712102,30.0,1
+2021-05-18,21,W,2021-05-15,1,1.2863671508568117,29.0,1
+2021-05-19,21,W,2021-05-15,1,1.7151562011424168,29.0,1
+2021-05-20,21,W,2021-05-15,1,2.143945251428022,31.0,1
+2021-05-21,21,W,2021-05-15,1,2.143945251428022,31.0,1
+2021-05-22,21,W,2021-05-15,1,2.143945251428022,31.0,1
+2021-05-23,21,W,2021-05-15,1,2.143945251428022,31.0,1
+2021-05-24,21,W,2021-05-15,1,2.143945251428022,32.0,1
+2021-05-25,21,W,2021-05-15,1,2.143945251428022,32.0,1
+2021-05-26,21,W,2021-05-15,1,2.143945251428022,32.0,1
+2021-05-27,21,W,2021-05-15,1,2.143945251428022,31.0,1
+2021-05-28,21,W,2021-05-15,1,2.143945251428022,32.0,1
+2021-05-29,21,W,2021-05-15,1,2.143945251428022,32.0,1
+2021-05-30,21,W,2021-05-15,1,2.143945251428022,33.0,1
+2021-05-31,21,W,2021-05-15,1,2.143945251428022,33.0,1
+2021-06-01,21,W,2021-05-15,1,2.143945251428022,33.0,1
+2021-06-02,21,W,2021-05-15,1,2.143945251428022,35.0,1
+2021-06-03,21,W,2021-05-15,1,2.143945251428022,33.0,1
+2021-06-04,21,W,2021-05-15,1,2.143945251428022,33.0,1
+2021-06-05,21,W,2021-05-15,1,2.143945251428022,34.0,1
+2021-06-06,21,W,2021-05-15,1,2.143945251428022,32.0,1
+2021-06-07,21,W,2021-05-15,1,2.143945251428022,33.0,1
+2021-06-08,21,W,2021-05-15,1,2.143945251428022,34.0,1
+2021-06-09,21,W,2021-05-15,1,2.143945251428022,34.0,1
+2021-06-10,21,W,2021-05-15,1,2.143945251428022,35.0,1
+2021-06-11,21,W,2021-05-15,1,2.143945251428022,35.0,1
+2021-06-12,21,W,2021-05-15,1,2.143945251428022,35.0,1
+2021-06-13,21,W,2021-05-15,1,2.143945251428022,35.0,1
+2021-06-14,21,W,2021-05-15,1,2.143945251428022,36.0,1
+2021-06-15,21,W,2021-05-15,1,2.143945251428022,34.0,1
+2021-06-16,21,W,2021-05-15,1,2.143945251428022,35.0,1
+2021-06-17,21,W,2021-05-15,1,2.143945251428022,36.0,1
+2021-06-18,21,W,2021-05-15,1,2.143945251428022,36.0,1
+2021-06-19,21,W,2021-05-15,1,2.143945251428022,36.0,1
+2021-06-20,21,W,2021-05-15,1,2.143945251428022,38.0,1
+2021-06-21,21,W,2021-05-15,1,2.143945251428022,37.0,1
+2021-06-22,21,W,2021-05-15,1,2.143945251428022,37.0,1
+2021-06-23,21,W,2021-05-15,1,2.143945251428022,37.0,1
+2021-06-24,21,W,2021-05-15,1,2.143945251428022,36.0,1
+2021-06-25,21,W,2021-05-15,1,2.143945251428022,37.0,1
+2021-06-26,21,W,2021-05-15,1,2.143945251428022,36.0,1
+2021-06-27,21,W,2021-05-15,1,2.143945251428022,38.0,1
+2021-06-28,21,W,2021-05-15,1,2.143945251428022,37.0,1
+2021-06-29,21,W,2021-05-15,1,2.143945251428022,40.0,1
+2021-06-30,21,W,2021-05-15,1,2.143945251428022,38.0,1
+2021-07-01,21,W,2021-05-15,1,2.143945251428022,39.0,1
+2021-07-02,21,W,2021-05-15,1,2.143945251428022,37.0,1
+2021-07-03,21,W,2021-05-15,1,2.143945251428022,39.0,1
+2021-07-04,21,W,2021-05-15,1,2.143945251428022,39.0,1
+2021-07-05,21,W,2021-05-15,1,2.143945251428022,39.0,1
+2021-07-06,21,W,2021-05-15,1,2.143945251428022,41.0,1
+2021-07-07,21,W,2021-05-15,1,2.143945251428022,39.0,1
+2021-07-08,21,W,2021-05-15,1,2.143945251428022,39.0,1
+2021-07-09,21,W,2021-05-15,1,2.143945251428022,39.0,1
+2021-07-10,21,W,2021-05-15,1,2.143945251428022,39.0,1
+2021-07-11,21,W,2021-05-15,1,2.143945251428022,41.0,1
+2021-07-12,21,W,2021-05-15,1,2.143945251428022,42.0,1
+2021-07-13,21,W,2021-05-15,1,2.143945251428022,43.0,1
+2021-07-14,21,W,2021-05-15,1,2.143945251428022,42.0,1
+2021-07-15,21,W,2021-05-15,1,2.143945251428022,42.0,1
+2021-07-16,21,W,2021-05-15,1,2.143945251428022,40.0,1
+2021-07-17,21,W,2021-05-15,1,2.143945251428022,41.0,1
+2021-07-18,21,W,2021-05-15,1,2.143945251428022,43.0,1
+2021-07-19,21,W,2021-05-15,1,2.143945251428022,42.0,1
+2021-07-20,21,W,2021-05-15,1,2.143945251428022,42.0,1
+2021-07-21,21,W,2021-05-15,1,2.143945251428022,42.0,1
+2021-07-22,21,W,2021-05-15,1,2.143945251428022,42.0,1
+2021-07-23,21,W,2021-05-15,1,2.143945251428022,43.0,1
+2021-07-24,21,W,2021-05-15,1,2.143945251428022,42.0,1
+2021-07-25,21,W,2021-05-15,1,2.143945251428022,42.0,1
+2021-07-26,21,W,2021-05-15,1,2.143945251428022,44.0,1
+2021-07-27,21,W,2021-05-15,1,2.143945251428022,44.0,1
+2021-07-28,21,W,2021-05-15,1,2.143945251428022,45.0,1
+2021-07-29,21,W,2021-05-15,1,2.143945251428022,43.0,1
+2021-07-30,21,W,2021-05-15,1,2.143945251428022,43.0,1
+2021-07-31,21,W,2021-05-15,1,2.143945251428022,43.0,1
+2021-05-01,22,S,2100-01-01,0,0.0,50.0,0
+2021-05-02,22,S,2100-01-01,0,0.0,50.0,0
+2021-05-03,22,S,2100-01-01,0,0.0,52.0,0
+2021-05-04,22,S,2100-01-01,0,0.0,50.0,0
+2021-05-05,22,S,2100-01-01,0,0.0,50.0,0
+2021-05-06,22,S,2100-01-01,0,0.0,51.0,0
+2021-05-07,22,S,2100-01-01,0,0.0,50.0,0
+2021-05-08,22,S,2100-01-01,0,0.0,50.0,0
+2021-05-09,22,S,2100-01-01,0,0.0,50.0,0
+2021-05-10,22,S,2100-01-01,0,0.0,51.0,0
+2021-05-11,22,S,2100-01-01,0,0.0,49.0,0
+2021-05-12,22,S,2100-01-01,0,0.0,50.0,0
+2021-05-13,22,S,2100-01-01,0,0.0,50.0,0
+2021-05-14,22,S,2100-01-01,0,0.0,49.0,0
+2021-05-15,22,S,2100-01-01,0,0.0,51.0,0
+2021-05-16,22,S,2100-01-01,0,0.0,50.0,0
+2021-05-17,22,S,2100-01-01,0,0.0,50.0,0
+2021-05-18,22,S,2100-01-01,0,0.0,51.0,0
+2021-05-19,22,S,2100-01-01,0,0.0,50.0,0
+2021-05-20,22,S,2100-01-01,0,0.0,50.0,0
+2021-05-21,22,S,2100-01-01,0,0.0,49.0,0
+2021-05-22,22,S,2100-01-01,0,0.0,50.0,0
+2021-05-23,22,S,2100-01-01,0,0.0,50.0,0
+2021-05-24,22,S,2100-01-01,0,0.0,50.0,0
+2021-05-25,22,S,2100-01-01,0,0.0,50.0,0
+2021-05-26,22,S,2100-01-01,0,0.0,50.0,0
+2021-05-27,22,S,2100-01-01,0,0.0,50.0,0
+2021-05-28,22,S,2100-01-01,0,0.0,49.0,0
+2021-05-29,22,S,2100-01-01,0,0.0,50.0,0
+2021-05-30,22,S,2100-01-01,0,0.0,50.0,0
+2021-05-31,22,S,2100-01-01,0,0.0,51.0,0
+2021-06-01,22,S,2100-01-01,0,0.0,52.0,0
+2021-06-02,22,S,2100-01-01,0,0.0,50.0,0
+2021-06-03,22,S,2100-01-01,0,0.0,49.0,0
+2021-06-04,22,S,2100-01-01,0,0.0,51.0,0
+2021-06-05,22,S,2100-01-01,0,0.0,50.0,0
+2021-06-06,22,S,2100-01-01,0,0.0,50.0,0
+2021-06-07,22,S,2100-01-01,0,0.0,51.0,0
+2021-06-08,22,S,2100-01-01,0,0.0,50.0,0
+2021-06-09,22,S,2100-01-01,0,0.0,50.0,0
+2021-06-10,22,S,2100-01-01,0,0.0,50.0,0
+2021-06-11,22,S,2100-01-01,0,0.0,49.0,0
+2021-06-12,22,S,2100-01-01,0,0.0,49.0,0
+2021-06-13,22,S,2100-01-01,0,0.0,51.0,0
+2021-06-14,22,S,2100-01-01,0,0.0,50.0,0
+2021-06-15,22,S,2100-01-01,0,0.0,51.0,0
+2021-06-16,22,S,2100-01-01,0,0.0,50.0,0
+2021-06-17,22,S,2100-01-01,0,0.0,51.0,0
+2021-06-18,22,S,2100-01-01,0,0.0,49.0,0
+2021-06-19,22,S,2100-01-01,0,0.0,50.0,0
+2021-06-20,22,S,2100-01-01,0,0.0,50.0,0
+2021-06-21,22,S,2100-01-01,0,0.0,50.0,0
+2021-06-22,22,S,2100-01-01,0,0.0,51.0,0
+2021-06-23,22,S,2100-01-01,0,0.0,50.0,0
+2021-06-24,22,S,2100-01-01,0,0.0,49.0,0
+2021-06-25,22,S,2100-01-01,0,0.0,50.0,0
+2021-06-26,22,S,2100-01-01,0,0.0,51.0,0
+2021-06-27,22,S,2100-01-01,0,0.0,51.0,0
+2021-06-28,22,S,2100-01-01,0,0.0,50.0,0
+2021-06-29,22,S,2100-01-01,0,0.0,51.0,0
+2021-06-30,22,S,2100-01-01,0,0.0,50.0,0
+2021-07-01,22,S,2100-01-01,0,0.0,51.0,0
+2021-07-02,22,S,2100-01-01,0,0.0,50.0,0
+2021-07-03,22,S,2100-01-01,0,0.0,49.0,0
+2021-07-04,22,S,2100-01-01,0,0.0,49.0,0
+2021-07-05,22,S,2100-01-01,0,0.0,51.0,0
+2021-07-06,22,S,2100-01-01,0,0.0,52.0,0
+2021-07-07,22,S,2100-01-01,0,0.0,52.0,0
+2021-07-08,22,S,2100-01-01,0,0.0,49.0,0
+2021-07-09,22,S,2100-01-01,0,0.0,51.0,0
+2021-07-10,22,S,2100-01-01,0,0.0,48.0,0
+2021-07-11,22,S,2100-01-01,0,0.0,50.0,0
+2021-07-12,22,S,2100-01-01,0,0.0,50.0,0
+2021-07-13,22,S,2100-01-01,0,0.0,49.0,0
+2021-07-14,22,S,2100-01-01,0,0.0,51.0,0
+2021-07-15,22,S,2100-01-01,0,0.0,49.0,0
+2021-07-16,22,S,2100-01-01,0,0.0,51.0,0
+2021-07-17,22,S,2100-01-01,0,0.0,49.0,0
+2021-07-18,22,S,2100-01-01,0,0.0,51.0,0
+2021-07-19,22,S,2100-01-01,0,0.0,51.0,0
+2021-07-20,22,S,2100-01-01,0,0.0,50.0,0
+2021-07-21,22,S,2100-01-01,0,0.0,49.0,0
+2021-07-22,22,S,2100-01-01,0,0.0,49.0,0
+2021-07-23,22,S,2100-01-01,0,0.0,49.0,0
+2021-07-24,22,S,2100-01-01,0,0.0,50.0,0
+2021-07-25,22,S,2100-01-01,0,0.0,49.0,0
+2021-07-26,22,S,2100-01-01,0,0.0,50.0,0
+2021-07-27,22,S,2100-01-01,0,0.0,52.0,0
+2021-07-28,22,S,2100-01-01,0,0.0,50.0,0
+2021-07-29,22,S,2100-01-01,0,0.0,49.0,0
+2021-07-30,22,S,2100-01-01,0,0.0,49.0,0
+2021-07-31,22,S,2100-01-01,0,0.0,48.0,0
+2021-05-01,23,E,2100-01-01,0,0.0,15.0,0
+2021-05-02,23,E,2100-01-01,0,0.0,15.0,0
+2021-05-03,23,E,2100-01-01,0,0.0,15.0,0
+2021-05-04,23,E,2100-01-01,0,0.0,15.0,0
+2021-05-05,23,E,2100-01-01,0,0.0,16.0,0
+2021-05-06,23,E,2100-01-01,0,0.0,15.0,0
+2021-05-07,23,E,2100-01-01,0,0.0,16.0,0
+2021-05-08,23,E,2100-01-01,0,0.0,16.0,0
+2021-05-09,23,E,2100-01-01,0,0.0,16.0,0
+2021-05-10,23,E,2100-01-01,0,0.0,18.0,0
+2021-05-11,23,E,2100-01-01,0,0.0,17.0,0
+2021-05-12,23,E,2100-01-01,0,0.0,18.0,0
+2021-05-13,23,E,2100-01-01,0,0.0,18.0,0
+2021-05-14,23,E,2100-01-01,0,0.0,16.0,0
+2021-05-15,23,E,2100-01-01,0,0.0,18.0,0
+2021-05-16,23,E,2100-01-01,0,0.0,18.0,0
+2021-05-17,23,E,2100-01-01,0,0.0,21.0,0
+2021-05-18,23,E,2100-01-01,0,0.0,21.0,0
+2021-05-19,23,E,2100-01-01,0,0.0,20.0,0
+2021-05-20,23,E,2100-01-01,0,0.0,21.0,0
+2021-05-21,23,E,2100-01-01,0,0.0,21.0,0
+2021-05-22,23,E,2100-01-01,0,0.0,20.0,0
+2021-05-23,23,E,2100-01-01,0,0.0,22.0,0
+2021-05-24,23,E,2100-01-01,0,0.0,22.0,0
+2021-05-25,23,E,2100-01-01,0,0.0,22.0,0
+2021-05-26,23,E,2100-01-01,0,0.0,23.0,0
+2021-05-27,23,E,2100-01-01,0,0.0,23.0,0
+2021-05-28,23,E,2100-01-01,0,0.0,22.0,0
+2021-05-29,23,E,2100-01-01,0,0.0,25.0,0
+2021-05-30,23,E,2100-01-01,0,0.0,24.0,0
+2021-05-31,23,E,2100-01-01,0,0.0,24.0,0
+2021-06-01,23,E,2100-01-01,0,0.0,22.0,0
+2021-06-02,23,E,2100-01-01,0,0.0,25.0,0
+2021-06-03,23,E,2100-01-01,0,0.0,24.0,0
+2021-06-04,23,E,2100-01-01,0,0.0,24.0,0
+2021-06-05,23,E,2100-01-01,0,0.0,24.0,0
+2021-06-06,23,E,2100-01-01,0,0.0,25.0,0
+2021-06-07,23,E,2100-01-01,0,0.0,26.0,0
+2021-06-08,23,E,2100-01-01,0,0.0,25.0,0
+2021-06-09,23,E,2100-01-01,0,0.0,26.0,0
+2021-06-10,23,E,2100-01-01,0,0.0,26.0,0
+2021-06-11,23,E,2100-01-01,0,0.0,25.0,0
+2021-06-12,23,E,2100-01-01,0,0.0,26.0,0
+2021-06-13,23,E,2100-01-01,0,0.0,28.0,0
+2021-06-14,23,E,2100-01-01,0,0.0,28.0,0
+2021-06-15,23,E,2100-01-01,0,0.0,28.0,0
+2021-06-16,23,E,2100-01-01,0,0.0,28.0,0
+2021-06-17,23,E,2100-01-01,0,0.0,29.0,0
+2021-06-18,23,E,2100-01-01,0,0.0,28.0,0
+2021-06-19,23,E,2100-01-01,0,0.0,29.0,0
+2021-06-20,23,E,2100-01-01,0,0.0,29.0,0
+2021-06-21,23,E,2100-01-01,0,0.0,30.0,0
+2021-06-22,23,E,2100-01-01,0,0.0,32.0,0
+2021-06-23,23,E,2100-01-01,0,0.0,31.0,0
+2021-06-24,23,E,2100-01-01,0,0.0,31.0,0
+2021-06-25,23,E,2100-01-01,0,0.0,31.0,0
+2021-06-26,23,E,2100-01-01,0,0.0,31.0,0
+2021-06-27,23,E,2100-01-01,0,0.0,30.0,0
+2021-06-28,23,E,2100-01-01,0,0.0,32.0,0
+2021-06-29,23,E,2100-01-01,0,0.0,33.0,0
+2021-06-30,23,E,2100-01-01,0,0.0,31.0,0
+2021-07-01,23,E,2100-01-01,0,0.0,33.0,0
+2021-07-02,23,E,2100-01-01,0,0.0,33.0,0
+2021-07-03,23,E,2100-01-01,0,0.0,31.0,0
+2021-07-04,23,E,2100-01-01,0,0.0,33.0,0
+2021-07-05,23,E,2100-01-01,0,0.0,35.0,0
+2021-07-06,23,E,2100-01-01,0,0.0,36.0,0
+2021-07-07,23,E,2100-01-01,0,0.0,37.0,0
+2021-07-08,23,E,2100-01-01,0,0.0,35.0,0
+2021-07-09,23,E,2100-01-01,0,0.0,35.0,0
+2021-07-10,23,E,2100-01-01,0,0.0,33.0,0
+2021-07-11,23,E,2100-01-01,0,0.0,35.0,0
+2021-07-12,23,E,2100-01-01,0,0.0,37.0,0
+2021-07-13,23,E,2100-01-01,0,0.0,37.0,0
+2021-07-14,23,E,2100-01-01,0,0.0,36.0,0
+2021-07-15,23,E,2100-01-01,0,0.0,37.0,0
+2021-07-16,23,E,2100-01-01,0,0.0,36.0,0
+2021-07-17,23,E,2100-01-01,0,0.0,38.0,0
+2021-07-18,23,E,2100-01-01,0,0.0,37.0,0
+2021-07-19,23,E,2100-01-01,0,0.0,39.0,0
+2021-07-20,23,E,2100-01-01,0,0.0,37.0,0
+2021-07-21,23,E,2100-01-01,0,0.0,39.0,0
+2021-07-22,23,E,2100-01-01,0,0.0,39.0,0
+2021-07-23,23,E,2100-01-01,0,0.0,39.0,0
+2021-07-24,23,E,2100-01-01,0,0.0,38.0,0
+2021-07-25,23,E,2100-01-01,0,0.0,39.0,0
+2021-07-26,23,E,2100-01-01,0,0.0,40.0,0
+2021-07-27,23,E,2100-01-01,0,0.0,41.0,0
+2021-07-28,23,E,2100-01-01,0,0.0,41.0,0
+2021-07-29,23,E,2100-01-01,0,0.0,43.0,0
+2021-07-30,23,E,2100-01-01,0,0.0,41.0,0
+2021-07-31,23,E,2100-01-01,0,0.0,41.0,0
+2021-05-01,24,N,2021-05-15,1,0.0,43.0,0
+2021-05-02,24,N,2021-05-15,1,0.0,44.0,0
+2021-05-03,24,N,2021-05-15,1,0.0,43.0,0
+2021-05-04,24,N,2021-05-15,1,0.0,43.0,0
+2021-05-05,24,N,2021-05-15,1,0.0,43.0,0
+2021-05-06,24,N,2021-05-15,1,0.0,45.0,0
+2021-05-07,24,N,2021-05-15,1,0.0,46.0,0
+2021-05-08,24,N,2021-05-15,1,0.0,44.0,0
+2021-05-09,24,N,2021-05-15,1,0.0,44.0,0
+2021-05-10,24,N,2021-05-15,1,0.0,45.0,0
+2021-05-11,24,N,2021-05-15,1,0.0,43.0,0
+2021-05-12,24,N,2021-05-15,1,0.0,44.0,0
+2021-05-13,24,N,2021-05-15,1,0.0,43.0,0
+2021-05-14,24,N,2021-05-15,1,0.0,44.0,0
+2021-05-15,24,N,2021-05-15,1,0.0,43.0,1
+2021-05-16,24,N,2021-05-15,1,0.5786854163821928,44.0,1
+2021-05-17,24,N,2021-05-15,1,1.1573708327643786,48.0,1
+2021-05-18,24,N,2021-05-15,1,1.7360562491465714,45.0,1
+2021-05-19,24,N,2021-05-15,1,2.3147416655287643,47.0,1
+2021-05-20,24,N,2021-05-15,1,2.893427081910957,48.0,1
+2021-05-21,24,N,2021-05-15,1,2.893427081910957,50.0,1
+2021-05-22,24,N,2021-05-15,1,2.893427081910957,48.0,1
+2021-05-23,24,N,2021-05-15,1,2.893427081910957,47.0,1
+2021-05-24,24,N,2021-05-15,1,2.893427081910957,48.0,1
+2021-05-25,24,N,2021-05-15,1,2.893427081910957,48.0,1
+2021-05-26,24,N,2021-05-15,1,2.893427081910957,50.0,1
+2021-05-27,24,N,2021-05-15,1,2.893427081910957,49.0,1
+2021-05-28,24,N,2021-05-15,1,2.893427081910957,49.0,1
+2021-05-29,24,N,2021-05-15,1,2.893427081910957,49.0,1
+2021-05-30,24,N,2021-05-15,1,2.893427081910957,50.0,1
+2021-05-31,24,N,2021-05-15,1,2.893427081910957,50.0,1
+2021-06-01,24,N,2021-05-15,1,2.893427081910957,50.0,1
+2021-06-02,24,N,2021-05-15,1,2.893427081910957,50.0,1
+2021-06-03,24,N,2021-05-15,1,2.893427081910957,48.0,1
+2021-06-04,24,N,2021-05-15,1,2.893427081910957,50.0,1
+2021-06-05,24,N,2021-05-15,1,2.893427081910957,48.0,1
+2021-06-06,24,N,2021-05-15,1,2.893427081910957,51.0,1
+2021-06-07,24,N,2021-05-15,1,2.893427081910957,51.0,1
+2021-06-08,24,N,2021-05-15,1,2.893427081910957,50.0,1
+2021-06-09,24,N,2021-05-15,1,2.893427081910957,49.0,1
+2021-06-10,24,N,2021-05-15,1,2.893427081910957,51.0,1
+2021-06-11,24,N,2021-05-15,1,2.893427081910957,50.0,1
+2021-06-12,24,N,2021-05-15,1,2.893427081910957,51.0,1
+2021-06-13,24,N,2021-05-15,1,2.893427081910957,51.0,1
+2021-06-14,24,N,2021-05-15,1,2.893427081910957,50.0,1
+2021-06-15,24,N,2021-05-15,1,2.893427081910957,51.0,1
+2021-06-16,24,N,2021-05-15,1,2.893427081910957,51.0,1
+2021-06-17,24,N,2021-05-15,1,2.893427081910957,51.0,1
+2021-06-18,24,N,2021-05-15,1,2.893427081910957,51.0,1
+2021-06-19,24,N,2021-05-15,1,2.893427081910957,50.0,1
+2021-06-20,24,N,2021-05-15,1,2.893427081910957,51.0,1
+2021-06-21,24,N,2021-05-15,1,2.893427081910957,52.0,1
+2021-06-22,24,N,2021-05-15,1,2.893427081910957,51.0,1
+2021-06-23,24,N,2021-05-15,1,2.893427081910957,51.0,1
+2021-06-24,24,N,2021-05-15,1,2.893427081910957,52.0,1
+2021-06-25,24,N,2021-05-15,1,2.893427081910957,52.0,1
+2021-06-26,24,N,2021-05-15,1,2.893427081910957,51.0,1
+2021-06-27,24,N,2021-05-15,1,2.893427081910957,51.0,1
+2021-06-28,24,N,2021-05-15,1,2.893427081910957,51.0,1
+2021-06-29,24,N,2021-05-15,1,2.893427081910957,53.0,1
+2021-06-30,24,N,2021-05-15,1,2.893427081910957,51.0,1
+2021-07-01,24,N,2021-05-15,1,2.893427081910957,53.0,1
+2021-07-02,24,N,2021-05-15,1,2.893427081910957,52.0,1
+2021-07-03,24,N,2021-05-15,1,2.893427081910957,50.0,1
+2021-07-04,24,N,2021-05-15,1,2.893427081910957,52.0,1
+2021-07-05,24,N,2021-05-15,1,2.893427081910957,55.0,1
+2021-07-06,24,N,2021-05-15,1,2.893427081910957,53.0,1
+2021-07-07,24,N,2021-05-15,1,2.893427081910957,53.0,1
+2021-07-08,24,N,2021-05-15,1,2.893427081910957,53.0,1
+2021-07-09,24,N,2021-05-15,1,2.893427081910957,54.0,1
+2021-07-10,24,N,2021-05-15,1,2.893427081910957,51.0,1
+2021-07-11,24,N,2021-05-15,1,2.893427081910957,53.0,1
+2021-07-12,24,N,2021-05-15,1,2.893427081910957,53.0,1
+2021-07-13,24,N,2021-05-15,1,2.893427081910957,52.0,1
+2021-07-14,24,N,2021-05-15,1,2.893427081910957,55.0,1
+2021-07-15,24,N,2021-05-15,1,2.893427081910957,54.0,1
+2021-07-16,24,N,2021-05-15,1,2.893427081910957,54.0,1
+2021-07-17,24,N,2021-05-15,1,2.893427081910957,54.0,1
+2021-07-18,24,N,2021-05-15,1,2.893427081910957,56.0,1
+2021-07-19,24,N,2021-05-15,1,2.893427081910957,53.0,1
+2021-07-20,24,N,2021-05-15,1,2.893427081910957,54.0,1
+2021-07-21,24,N,2021-05-15,1,2.893427081910957,54.0,1
+2021-07-22,24,N,2021-05-15,1,2.893427081910957,55.0,1
+2021-07-23,24,N,2021-05-15,1,2.893427081910957,56.0,1
+2021-07-24,24,N,2021-05-15,1,2.893427081910957,54.0,1
+2021-07-25,24,N,2021-05-15,1,2.893427081910957,54.0,1
+2021-07-26,24,N,2021-05-15,1,2.893427081910957,57.0,1
+2021-07-27,24,N,2021-05-15,1,2.893427081910957,56.0,1
+2021-07-28,24,N,2021-05-15,1,2.893427081910957,55.0,1
+2021-07-29,24,N,2021-05-15,1,2.893427081910957,55.0,1
+2021-07-30,24,N,2021-05-15,1,2.893427081910957,53.0,1
+2021-07-31,24,N,2021-05-15,1,2.893427081910957,53.0,1
+2021-05-01,25,E,2021-06-04,1,0.0,12.0,0
+2021-05-02,25,E,2021-06-04,1,0.0,12.0,0
+2021-05-03,25,E,2021-06-04,1,0.0,12.0,0
+2021-05-04,25,E,2021-06-04,1,0.0,13.0,0
+2021-05-05,25,E,2021-06-04,1,0.0,12.0,0
+2021-05-06,25,E,2021-06-04,1,0.0,14.0,0
+2021-05-07,25,E,2021-06-04,1,0.0,14.0,0
+2021-05-08,25,E,2021-06-04,1,0.0,14.0,0
+2021-05-09,25,E,2021-06-04,1,0.0,16.0,0
+2021-05-10,25,E,2021-06-04,1,0.0,17.0,0
+2021-05-11,25,E,2021-06-04,1,0.0,16.0,0
+2021-05-12,25,E,2021-06-04,1,0.0,16.0,0
+2021-05-13,25,E,2021-06-04,1,0.0,14.0,0
+2021-05-14,25,E,2021-06-04,1,0.0,16.0,0
+2021-05-15,25,E,2021-06-04,1,0.0,15.0,0
+2021-05-16,25,E,2021-06-04,1,0.0,16.0,0
+2021-05-17,25,E,2021-06-04,1,0.0,18.0,0
+2021-05-18,25,E,2021-06-04,1,0.0,18.0,0
+2021-05-19,25,E,2021-06-04,1,0.0,17.0,0
+2021-05-20,25,E,2021-06-04,1,0.0,19.0,0
+2021-05-21,25,E,2021-06-04,1,0.0,18.0,0
+2021-05-22,25,E,2021-06-04,1,0.0,20.0,0
+2021-05-23,25,E,2021-06-04,1,0.0,18.0,0
+2021-05-24,25,E,2021-06-04,1,0.0,20.0,0
+2021-05-25,25,E,2021-06-04,1,0.0,20.0,0
+2021-05-26,25,E,2021-06-04,1,0.0,19.0,0
+2021-05-27,25,E,2021-06-04,1,0.0,20.0,0
+2021-05-28,25,E,2021-06-04,1,0.0,20.0,0
+2021-05-29,25,E,2021-06-04,1,0.0,21.0,0
+2021-05-30,25,E,2021-06-04,1,0.0,22.0,0
+2021-05-31,25,E,2021-06-04,1,0.0,23.0,0
+2021-06-01,25,E,2021-06-04,1,0.0,22.0,0
+2021-06-02,25,E,2021-06-04,1,0.0,23.0,0
+2021-06-03,25,E,2021-06-04,1,0.0,21.0,0
+2021-06-04,25,E,2021-06-04,1,0.0,22.0,1
+2021-06-05,25,E,2021-06-04,1,0.044844527382778665,21.0,1
+2021-06-06,25,E,2021-06-04,1,0.08968905476555733,23.0,1
+2021-06-07,25,E,2021-06-04,1,0.13453358214833244,24.0,1
+2021-06-08,25,E,2021-06-04,1,0.1793781095311111,24.0,1
+2021-06-09,25,E,2021-06-04,1,0.22422263691388977,24.0,1
+2021-06-10,25,E,2021-06-04,1,0.22422263691388977,25.0,1
+2021-06-11,25,E,2021-06-04,1,0.22422263691388977,25.0,1
+2021-06-12,25,E,2021-06-04,1,0.22422263691388977,24.0,1
+2021-06-13,25,E,2021-06-04,1,0.22422263691388977,26.0,1
+2021-06-14,25,E,2021-06-04,1,0.22422263691388977,26.0,1
+2021-06-15,25,E,2021-06-04,1,0.22422263691388977,26.0,1
+2021-06-16,25,E,2021-06-04,1,0.22422263691388977,27.0,1
+2021-06-17,25,E,2021-06-04,1,0.22422263691388977,27.0,1
+2021-06-18,25,E,2021-06-04,1,0.22422263691388977,27.0,1
+2021-06-19,25,E,2021-06-04,1,0.22422263691388977,27.0,1
+2021-06-20,25,E,2021-06-04,1,0.22422263691388977,28.0,1
+2021-06-21,25,E,2021-06-04,1,0.22422263691388977,28.0,1
+2021-06-22,25,E,2021-06-04,1,0.22422263691388977,30.0,1
+2021-06-23,25,E,2021-06-04,1,0.22422263691388977,29.0,1
+2021-06-24,25,E,2021-06-04,1,0.22422263691388977,31.0,1
+2021-06-25,25,E,2021-06-04,1,0.22422263691388977,30.0,1
+2021-06-26,25,E,2021-06-04,1,0.22422263691388977,30.0,1
+2021-06-27,25,E,2021-06-04,1,0.22422263691388977,30.0,1
+2021-06-28,25,E,2021-06-04,1,0.22422263691388977,30.0,1
+2021-06-29,25,E,2021-06-04,1,0.22422263691388977,31.0,1
+2021-06-30,25,E,2021-06-04,1,0.22422263691388977,30.0,1
+2021-07-01,25,E,2021-06-04,1,0.22422263691388977,31.0,1
+2021-07-02,25,E,2021-06-04,1,0.22422263691388977,31.0,1
+2021-07-03,25,E,2021-06-04,1,0.22422263691388977,30.0,1
+2021-07-04,25,E,2021-06-04,1,0.22422263691388977,31.0,1
+2021-07-05,25,E,2021-06-04,1,0.22422263691388622,32.0,1
+2021-07-06,25,E,2021-06-04,1,0.22422263691388622,33.0,1
+2021-07-07,25,E,2021-06-04,1,0.22422263691388622,33.0,1
+2021-07-08,25,E,2021-06-04,1,0.22422263691388622,34.0,1
+2021-07-09,25,E,2021-06-04,1,0.22422263691388622,34.0,1
+2021-07-10,25,E,2021-06-04,1,0.22422263691388622,33.0,1
+2021-07-11,25,E,2021-06-04,1,0.22422263691388622,34.0,1
+2021-07-12,25,E,2021-06-04,1,0.22422263691388622,34.0,1
+2021-07-13,25,E,2021-06-04,1,0.22422263691388622,34.0,1
+2021-07-14,25,E,2021-06-04,1,0.22422263691388622,35.0,1
+2021-07-15,25,E,2021-06-04,1,0.22422263691388622,36.0,1
+2021-07-16,25,E,2021-06-04,1,0.22422263691388622,36.0,1
+2021-07-17,25,E,2021-06-04,1,0.22422263691388622,37.0,1
+2021-07-18,25,E,2021-06-04,1,0.22422263691388622,36.0,1
+2021-07-19,25,E,2021-06-04,1,0.22422263691388622,36.0,1
+2021-07-20,25,E,2021-06-04,1,0.22422263691388622,35.0,1
+2021-07-21,25,E,2021-06-04,1,0.22422263691388622,38.0,1
+2021-07-22,25,E,2021-06-04,1,0.22422263691388622,36.0,1
+2021-07-23,25,E,2021-06-04,1,0.22422263691388622,37.0,1
+2021-07-24,25,E,2021-06-04,1,0.22422263691388622,38.0,1
+2021-07-25,25,E,2021-06-04,1,0.22422263691388622,38.0,1
+2021-07-26,25,E,2021-06-04,1,0.22422263691388622,38.0,1
+2021-07-27,25,E,2021-06-04,1,0.22422263691388622,39.0,1
+2021-07-28,25,E,2021-06-04,1,0.22422263691388622,40.0,1
+2021-07-29,25,E,2021-06-04,1,0.22422263691388622,39.0,1
+2021-07-30,25,E,2021-06-04,1,0.22422263691388622,37.0,1
+2021-07-31,25,E,2021-06-04,1,0.22422263691388622,40.0,1
+2021-05-01,26,W,2021-06-04,1,0.0,29.0,0
+2021-05-02,26,W,2021-06-04,1,0.0,29.0,0
+2021-05-03,26,W,2021-06-04,1,0.0,30.0,0
+2021-05-04,26,W,2021-06-04,1,0.0,32.0,0
+2021-05-05,26,W,2021-06-04,1,0.0,30.0,0
+2021-05-06,26,W,2021-06-04,1,0.0,31.0,0
+2021-05-07,26,W,2021-06-04,1,0.0,31.0,0
+2021-05-08,26,W,2021-06-04,1,0.0,30.0,0
+2021-05-09,26,W,2021-06-04,1,0.0,31.0,0
+2021-05-10,26,W,2021-06-04,1,0.0,33.0,0
+2021-05-11,26,W,2021-06-04,1,0.0,31.0,0
+2021-05-12,26,W,2021-06-04,1,0.0,33.0,0
+2021-05-13,26,W,2021-06-04,1,0.0,30.0,0
+2021-05-14,26,W,2021-06-04,1,0.0,31.0,0
+2021-05-15,26,W,2021-06-04,1,0.0,31.0,0
+2021-05-16,26,W,2021-06-04,1,0.0,32.0,0
+2021-05-17,26,W,2021-06-04,1,0.0,33.0,0
+2021-05-18,26,W,2021-06-04,1,0.0,33.0,0
+2021-05-19,26,W,2021-06-04,1,0.0,33.0,0
+2021-05-20,26,W,2021-06-04,1,0.0,33.0,0
+2021-05-21,26,W,2021-06-04,1,0.0,34.0,0
+2021-05-22,26,W,2021-06-04,1,0.0,34.0,0
+2021-05-23,26,W,2021-06-04,1,0.0,33.0,0
+2021-05-24,26,W,2021-06-04,1,0.0,34.0,0
+2021-05-25,26,W,2021-06-04,1,0.0,35.0,0
+2021-05-26,26,W,2021-06-04,1,0.0,35.0,0
+2021-05-27,26,W,2021-06-04,1,0.0,34.0,0
+2021-05-28,26,W,2021-06-04,1,0.0,33.0,0
+2021-05-29,26,W,2021-06-04,1,0.0,36.0,0
+2021-05-30,26,W,2021-06-04,1,0.0,34.0,0
+2021-05-31,26,W,2021-06-04,1,0.0,37.0,0
+2021-06-01,26,W,2021-06-04,1,0.0,36.0,0
+2021-06-02,26,W,2021-06-04,1,0.0,39.0,0
+2021-06-03,26,W,2021-06-04,1,0.0,37.0,0
+2021-06-04,26,W,2021-06-04,1,0.0,37.0,1
+2021-06-05,26,W,2021-06-04,1,0.0008376369058922251,37.0,1
+2021-06-06,26,W,2021-06-04,1,0.0016752738117773447,37.0,1
+2021-06-07,26,W,2021-06-04,1,0.0025129107176695697,37.0,1
+2021-06-08,26,W,2021-06-04,1,0.003350547623561795,37.0,1
+2021-06-09,26,W,2021-06-04,1,0.0041881845294469144,38.0,1
+2021-06-10,26,W,2021-06-04,1,0.0041881845294469144,38.0,1
+2021-06-11,26,W,2021-06-04,1,0.0041881845294469144,37.0,1
+2021-06-12,26,W,2021-06-04,1,0.0041881845294469144,36.0,1
+2021-06-13,26,W,2021-06-04,1,0.0041881845294469144,38.0,1
+2021-06-14,26,W,2021-06-04,1,0.0041881845294469144,39.0,1
+2021-06-15,26,W,2021-06-04,1,0.0041881845294469144,39.0,1
+2021-06-16,26,W,2021-06-04,1,0.0041881845294469144,39.0,1
+2021-06-17,26,W,2021-06-04,1,0.0041881845294469144,39.0,1
+2021-06-18,26,W,2021-06-04,1,0.0041881845294469144,40.0,1
+2021-06-19,26,W,2021-06-04,1,0.0041881845294469144,39.0,1
+2021-06-20,26,W,2021-06-04,1,0.0041881845294469144,40.0,1
+2021-06-21,26,W,2021-06-04,1,0.0041881845294469144,39.0,1
+2021-06-22,26,W,2021-06-04,1,0.0041881845294469144,42.0,1
+2021-06-23,26,W,2021-06-04,1,0.0041881845294469144,40.0,1
+2021-06-24,26,W,2021-06-04,1,0.0041881845294469144,40.0,1
+2021-06-25,26,W,2021-06-04,1,0.0041881845294469144,42.0,1
+2021-06-26,26,W,2021-06-04,1,0.0041881845294469144,39.0,1
+2021-06-27,26,W,2021-06-04,1,0.0041881845294469144,41.0,1
+2021-06-28,26,W,2021-06-04,1,0.0041881845294469144,41.0,1
+2021-06-29,26,W,2021-06-04,1,0.0041881845294469144,41.0,1
+2021-06-30,26,W,2021-06-04,1,0.0041881845294469144,40.0,1
+2021-07-01,26,W,2021-06-04,1,0.0041881845294469144,43.0,1
+2021-07-02,26,W,2021-06-04,1,0.0041881845294469144,42.0,1
+2021-07-03,26,W,2021-06-04,1,0.0041881845294469144,42.0,1
+2021-07-04,26,W,2021-06-04,1,0.0041881845294469144,42.0,1
+2021-07-05,26,W,2021-06-04,1,0.0041881845294469144,42.0,1
+2021-07-06,26,W,2021-06-04,1,0.0041881845294469144,42.0,1
+2021-07-07,26,W,2021-06-04,1,0.0041881845294469144,41.0,1
+2021-07-08,26,W,2021-06-04,1,0.0041881845294469144,43.0,1
+2021-07-09,26,W,2021-06-04,1,0.0041881845294469144,46.0,1
+2021-07-10,26,W,2021-06-04,1,0.0041881845294469144,41.0,1
+2021-07-11,26,W,2021-06-04,1,0.0041881845294469144,44.0,1
+2021-07-12,26,W,2021-06-04,1,0.0041881845294469144,45.0,1
+2021-07-13,26,W,2021-06-04,1,0.0041881845294469144,44.0,1
+2021-07-14,26,W,2021-06-04,1,0.0041881845294469144,44.0,1
+2021-07-15,26,W,2021-06-04,1,0.0041881845294469144,44.0,1
+2021-07-16,26,W,2021-06-04,1,0.0041881845294469144,43.0,1
+2021-07-17,26,W,2021-06-04,1,0.0041881845294469144,45.0,1
+2021-07-18,26,W,2021-06-04,1,0.0041881845294469144,45.0,1
+2021-07-19,26,W,2021-06-04,1,0.0041881845294469144,47.0,1
+2021-07-20,26,W,2021-06-04,1,0.0041881845294469144,46.0,1
+2021-07-21,26,W,2021-06-04,1,0.0041881845294469144,45.0,1
+2021-07-22,26,W,2021-06-04,1,0.0041881845294469144,46.0,1
+2021-07-23,26,W,2021-06-04,1,0.0041881845294469144,46.0,1
+2021-07-24,26,W,2021-06-04,1,0.0041881845294469144,46.0,1
+2021-07-25,26,W,2021-06-04,1,0.0041881845294469144,47.0,1
+2021-07-26,26,W,2021-06-04,1,0.0041881845294469144,48.0,1
+2021-07-27,26,W,2021-06-04,1,0.0041881845294469144,48.0,1
+2021-07-28,26,W,2021-06-04,1,0.0041881845294469144,46.0,1
+2021-07-29,26,W,2021-06-04,1,0.0041881845294469144,48.0,1
+2021-07-30,26,W,2021-06-04,1,0.0041881845294469144,49.0,1
+2021-07-31,26,W,2021-06-04,1,0.0041881845294469144,46.0,1
+2021-05-01,27,N,2021-06-04,1,0.0,45.0,0
+2021-05-02,27,N,2021-06-04,1,0.0,46.0,0
+2021-05-03,27,N,2021-06-04,1,0.0,46.0,0
+2021-05-04,27,N,2021-06-04,1,0.0,46.0,0
+2021-05-05,27,N,2021-06-04,1,0.0,45.0,0
+2021-05-06,27,N,2021-06-04,1,0.0,47.0,0
+2021-05-07,27,N,2021-06-04,1,0.0,46.0,0
+2021-05-08,27,N,2021-06-04,1,0.0,47.0,0
+2021-05-09,27,N,2021-06-04,1,0.0,47.0,0
+2021-05-10,27,N,2021-06-04,1,0.0,48.0,0
+2021-05-11,27,N,2021-06-04,1,0.0,47.0,0
+2021-05-12,27,N,2021-06-04,1,0.0,46.0,0
+2021-05-13,27,N,2021-06-04,1,0.0,45.0,0
+2021-05-14,27,N,2021-06-04,1,0.0,46.0,0
+2021-05-15,27,N,2021-06-04,1,0.0,47.0,0
+2021-05-16,27,N,2021-06-04,1,0.0,47.0,0
+2021-05-17,27,N,2021-06-04,1,0.0,48.0,0
+2021-05-18,27,N,2021-06-04,1,0.0,48.0,0
+2021-05-19,27,N,2021-06-04,1,0.0,48.0,0
+2021-05-20,27,N,2021-06-04,1,0.0,47.0,0
+2021-05-21,27,N,2021-06-04,1,0.0,47.0,0
+2021-05-22,27,N,2021-06-04,1,0.0,48.0,0
+2021-05-23,27,N,2021-06-04,1,0.0,48.0,0
+2021-05-24,27,N,2021-06-04,1,0.0,49.0,0
+2021-05-25,27,N,2021-06-04,1,0.0,49.0,0
+2021-05-26,27,N,2021-06-04,1,0.0,48.0,0
+2021-05-27,27,N,2021-06-04,1,0.0,48.0,0
+2021-05-28,27,N,2021-06-04,1,0.0,47.0,0
+2021-05-29,27,N,2021-06-04,1,0.0,48.0,0
+2021-05-30,27,N,2021-06-04,1,0.0,48.0,0
+2021-05-31,27,N,2021-06-04,1,0.0,49.0,0
+2021-06-01,27,N,2021-06-04,1,0.0,49.0,0
+2021-06-02,27,N,2021-06-04,1,0.0,50.0,0
+2021-06-03,27,N,2021-06-04,1,0.0,50.0,0
+2021-06-04,27,N,2021-06-04,1,0.0,49.0,1
+2021-06-05,27,N,2021-06-04,1,1.2187164932292092,50.0,1
+2021-06-06,27,N,2021-06-04,1,2.4374329864584183,51.0,1
+2021-06-07,27,N,2021-06-04,1,3.6561494796876275,52.0,1
+2021-06-08,27,N,2021-06-04,1,4.8748659729168295,53.0,1
+2021-06-09,27,N,2021-06-04,1,6.093582466146039,57.0,1
+2021-06-10,27,N,2021-06-04,1,6.093582466146039,55.0,1
+2021-06-11,27,N,2021-06-04,1,6.093582466146039,56.0,1
+2021-06-12,27,N,2021-06-04,1,6.093582466146039,55.0,1
+2021-06-13,27,N,2021-06-04,1,6.093582466146039,56.0,1
+2021-06-14,27,N,2021-06-04,1,6.093582466146039,56.0,1
+2021-06-15,27,N,2021-06-04,1,6.093582466146039,56.0,1
+2021-06-16,27,N,2021-06-04,1,6.093582466146039,55.0,1
+2021-06-17,27,N,2021-06-04,1,6.093582466146039,57.0,1
+2021-06-18,27,N,2021-06-04,1,6.093582466146039,57.0,1
+2021-06-19,27,N,2021-06-04,1,6.093582466146039,56.0,1
+2021-06-20,27,N,2021-06-04,1,6.093582466146039,56.0,1
+2021-06-21,27,N,2021-06-04,1,6.093582466146039,58.0,1
+2021-06-22,27,N,2021-06-04,1,6.093582466146039,59.0,1
+2021-06-23,27,N,2021-06-04,1,6.093582466146039,56.0,1
+2021-06-24,27,N,2021-06-04,1,6.093582466146039,57.0,1
+2021-06-25,27,N,2021-06-04,1,6.093582466146039,56.0,1
+2021-06-26,27,N,2021-06-04,1,6.093582466146039,57.0,1
+2021-06-27,27,N,2021-06-04,1,6.093582466146039,57.0,1
+2021-06-28,27,N,2021-06-04,1,6.093582466146039,58.0,1
+2021-06-29,27,N,2021-06-04,1,6.093582466146039,57.0,1
+2021-06-30,27,N,2021-06-04,1,6.093582466146039,56.0,1
+2021-07-01,27,N,2021-06-04,1,6.093582466146039,58.0,1
+2021-07-02,27,N,2021-06-04,1,6.093582466146039,57.0,1
+2021-07-03,27,N,2021-06-04,1,6.093582466146039,58.0,1
+2021-07-04,27,N,2021-06-04,1,6.093582466146039,58.0,1
+2021-07-05,27,N,2021-06-04,1,6.093582466146039,60.0,1
+2021-07-06,27,N,2021-06-04,1,6.093582466146039,59.0,1
+2021-07-07,27,N,2021-06-04,1,6.093582466146039,60.0,1
+2021-07-08,27,N,2021-06-04,1,6.093582466146039,58.0,1
+2021-07-09,27,N,2021-06-04,1,6.093582466146039,58.0,1
+2021-07-10,27,N,2021-06-04,1,6.093582466146039,56.0,1
+2021-07-11,27,N,2021-06-04,1,6.093582466146039,58.0,1
+2021-07-12,27,N,2021-06-04,1,6.093582466146039,58.0,1
+2021-07-13,27,N,2021-06-04,1,6.093582466146039,61.0,1
+2021-07-14,27,N,2021-06-04,1,6.093582466146039,59.0,1
+2021-07-15,27,N,2021-06-04,1,6.093582466146039,59.0,1
+2021-07-16,27,N,2021-06-04,1,6.093582466146039,59.0,1
+2021-07-17,27,N,2021-06-04,1,6.093582466146039,59.0,1
+2021-07-18,27,N,2021-06-04,1,6.093582466146039,59.0,1
+2021-07-19,27,N,2021-06-04,1,6.093582466146039,61.0,1
+2021-07-20,27,N,2021-06-04,1,6.093582466146039,60.0,1
+2021-07-21,27,N,2021-06-04,1,6.093582466146039,61.0,1
+2021-07-22,27,N,2021-06-04,1,6.093582466146039,60.0,1
+2021-07-23,27,N,2021-06-04,1,6.093582466146039,61.0,1
+2021-07-24,27,N,2021-06-04,1,6.093582466146039,60.0,1
+2021-07-25,27,N,2021-06-04,1,6.093582466146039,58.0,1
+2021-07-26,27,N,2021-06-04,1,6.093582466146039,60.0,1
+2021-07-27,27,N,2021-06-04,1,6.093582466146039,62.0,1
+2021-07-28,27,N,2021-06-04,1,6.093582466146039,60.0,1
+2021-07-29,27,N,2021-06-04,1,6.093582466146039,61.0,1
+2021-07-30,27,N,2021-06-04,1,6.093582466146039,61.0,1
+2021-07-31,27,N,2021-06-04,1,6.093582466146039,59.0,1
+2021-05-01,28,S,2021-06-04,1,0.0,48.0,0
+2021-05-02,28,S,2021-06-04,1,0.0,50.0,0
+2021-05-03,28,S,2021-06-04,1,0.0,50.0,0
+2021-05-04,28,S,2021-06-04,1,0.0,50.0,0
+2021-05-05,28,S,2021-06-04,1,0.0,50.0,0
+2021-05-06,28,S,2021-06-04,1,0.0,50.0,0
+2021-05-07,28,S,2021-06-04,1,0.0,49.0,0
+2021-05-08,28,S,2021-06-04,1,0.0,49.0,0
+2021-05-09,28,S,2021-06-04,1,0.0,50.0,0
+2021-05-10,28,S,2021-06-04,1,0.0,50.0,0
+2021-05-11,28,S,2021-06-04,1,0.0,51.0,0
+2021-05-12,28,S,2021-06-04,1,0.0,49.0,0
+2021-05-13,28,S,2021-06-04,1,0.0,48.0,0
+2021-05-14,28,S,2021-06-04,1,0.0,50.0,0
+2021-05-15,28,S,2021-06-04,1,0.0,49.0,0
+2021-05-16,28,S,2021-06-04,1,0.0,49.0,0
+2021-05-17,28,S,2021-06-04,1,0.0,52.0,0
+2021-05-18,28,S,2021-06-04,1,0.0,50.0,0
+2021-05-19,28,S,2021-06-04,1,0.0,49.0,0
+2021-05-20,28,S,2021-06-04,1,0.0,50.0,0
+2021-05-21,28,S,2021-06-04,1,0.0,50.0,0
+2021-05-22,28,S,2021-06-04,1,0.0,50.0,0
+2021-05-23,28,S,2021-06-04,1,0.0,51.0,0
+2021-05-24,28,S,2021-06-04,1,0.0,50.0,0
+2021-05-25,28,S,2021-06-04,1,0.0,50.0,0
+2021-05-26,28,S,2021-06-04,1,0.0,50.0,0
+2021-05-27,28,S,2021-06-04,1,0.0,48.0,0
+2021-05-28,28,S,2021-06-04,1,0.0,50.0,0
+2021-05-29,28,S,2021-06-04,1,0.0,50.0,0
+2021-05-30,28,S,2021-06-04,1,0.0,49.0,0
+2021-05-31,28,S,2021-06-04,1,0.0,52.0,0
+2021-06-01,28,S,2021-06-04,1,0.0,50.0,0
+2021-06-02,28,S,2021-06-04,1,0.0,50.0,0
+2021-06-03,28,S,2021-06-04,1,0.0,50.0,0
+2021-06-04,28,S,2021-06-04,1,0.0,48.0,1
+2021-06-05,28,S,2021-06-04,1,0.276186454708899,49.0,1
+2021-06-06,28,S,2021-06-04,1,0.5523729094178051,50.0,1
+2021-06-07,28,S,2021-06-04,1,0.8285593641267042,50.0,1
+2021-06-08,28,S,2021-06-04,1,1.1047458188356103,52.0,1
+2021-06-09,28,S,2021-06-04,1,1.3809322735445093,51.0,1
+2021-06-10,28,S,2021-06-04,1,1.3809322735445093,52.0,1
+2021-06-11,28,S,2021-06-04,1,1.3809322735445093,50.0,1
+2021-06-12,28,S,2021-06-04,1,1.3809322735445093,50.0,1
+2021-06-13,28,S,2021-06-04,1,1.3809322735445093,50.0,1
+2021-06-14,28,S,2021-06-04,1,1.3809322735445093,51.0,1
+2021-06-15,28,S,2021-06-04,1,1.3809322735445093,51.0,1
+2021-06-16,28,S,2021-06-04,1,1.3809322735445093,52.0,1
+2021-06-17,28,S,2021-06-04,1,1.3809322735445093,52.0,1
+2021-06-18,28,S,2021-06-04,1,1.3809322735445093,52.0,1
+2021-06-19,28,S,2021-06-04,1,1.3809322735445093,50.0,1
+2021-06-20,28,S,2021-06-04,1,1.3809322735445093,52.0,1
+2021-06-21,28,S,2021-06-04,1,1.3809322735445093,52.0,1
+2021-06-22,28,S,2021-06-04,1,1.3809322735445093,53.0,1
+2021-06-23,28,S,2021-06-04,1,1.3809322735445093,51.0,1
+2021-06-24,28,S,2021-06-04,1,1.3809322735445093,52.0,1
+2021-06-25,28,S,2021-06-04,1,1.3809322735445093,52.0,1
+2021-06-26,28,S,2021-06-04,1,1.3809322735445093,51.0,1
+2021-06-27,28,S,2021-06-04,1,1.3809322735445093,51.0,1
+2021-06-28,28,S,2021-06-04,1,1.3809322735445093,51.0,1
+2021-06-29,28,S,2021-06-04,1,1.3809322735445093,52.0,1
+2021-06-30,28,S,2021-06-04,1,1.3809322735445093,52.0,1
+2021-07-01,28,S,2021-06-04,1,1.3809322735445093,51.0,1
+2021-07-02,28,S,2021-06-04,1,1.3809322735445093,50.0,1
+2021-07-03,28,S,2021-06-04,1,1.3809322735445093,49.0,1
+2021-07-04,28,S,2021-06-04,1,1.3809322735445093,51.0,1
+2021-07-05,28,S,2021-06-04,1,1.3809322735445093,53.0,1
+2021-07-06,28,S,2021-06-04,1,1.3809322735445093,51.0,1
+2021-07-07,28,S,2021-06-04,1,1.3809322735445093,52.0,1
+2021-07-08,28,S,2021-06-04,1,1.3809322735445093,52.0,1
+2021-07-09,28,S,2021-06-04,1,1.3809322735445093,51.0,1
+2021-07-10,28,S,2021-06-04,1,1.3809322735445093,49.0,1
+2021-07-11,28,S,2021-06-04,1,1.3809322735445093,50.0,1
+2021-07-12,28,S,2021-06-04,1,1.3809322735445093,50.0,1
+2021-07-13,28,S,2021-06-04,1,1.3809322735445093,50.0,1
+2021-07-14,28,S,2021-06-04,1,1.3809322735445093,51.0,1
+2021-07-15,28,S,2021-06-04,1,1.3809322735445093,51.0,1
+2021-07-16,28,S,2021-06-04,1,1.3809322735445093,51.0,1
+2021-07-17,28,S,2021-06-04,1,1.3809322735445093,51.0,1
+2021-07-18,28,S,2021-06-04,1,1.3809322735445093,51.0,1
+2021-07-19,28,S,2021-06-04,1,1.3809322735445093,52.0,1
+2021-07-20,28,S,2021-06-04,1,1.3809322735445093,52.0,1
+2021-07-21,28,S,2021-06-04,1,1.3809322735445093,52.0,1
+2021-07-22,28,S,2021-06-04,1,1.3809322735445093,52.0,1
+2021-07-23,28,S,2021-06-04,1,1.3809322735445093,53.0,1
+2021-07-24,28,S,2021-06-04,1,1.3809322735445093,50.0,1
+2021-07-25,28,S,2021-06-04,1,1.3809322735445093,51.0,1
+2021-07-26,28,S,2021-06-04,1,1.3809322735445093,51.0,1
+2021-07-27,28,S,2021-06-04,1,1.3809322735445093,51.0,1
+2021-07-28,28,S,2021-06-04,1,1.3809322735445093,51.0,1
+2021-07-29,28,S,2021-06-04,1,1.3809322735445093,53.0,1
+2021-07-30,28,S,2021-06-04,1,1.3809322735445093,51.0,1
+2021-07-31,28,S,2021-06-04,1,1.3809322735445093,51.0,1
+2021-05-01,29,S,2100-01-01,0,0.0,52.0,0
+2021-05-02,29,S,2100-01-01,0,0.0,51.0,0
+2021-05-03,29,S,2100-01-01,0,0.0,52.0,0
+2021-05-04,29,S,2100-01-01,0,0.0,52.0,0
+2021-05-05,29,S,2100-01-01,0,0.0,52.0,0
+2021-05-06,29,S,2100-01-01,0,0.0,52.0,0
+2021-05-07,29,S,2100-01-01,0,0.0,52.0,0
+2021-05-08,29,S,2100-01-01,0,0.0,51.0,0
+2021-05-09,29,S,2100-01-01,0,0.0,52.0,0
+2021-05-10,29,S,2100-01-01,0,0.0,52.0,0
+2021-05-11,29,S,2100-01-01,0,0.0,53.0,0
+2021-05-12,29,S,2100-01-01,0,0.0,53.0,0
+2021-05-13,29,S,2100-01-01,0,0.0,50.0,0
+2021-05-14,29,S,2100-01-01,0,0.0,51.0,0
+2021-05-15,29,S,2100-01-01,0,0.0,53.0,0
+2021-05-16,29,S,2100-01-01,0,0.0,50.0,0
+2021-05-17,29,S,2100-01-01,0,0.0,54.0,0
+2021-05-18,29,S,2100-01-01,0,0.0,52.0,0
+2021-05-19,29,S,2100-01-01,0,0.0,51.0,0
+2021-05-20,29,S,2100-01-01,0,0.0,53.0,0
+2021-05-21,29,S,2100-01-01,0,0.0,52.0,0
+2021-05-22,29,S,2100-01-01,0,0.0,53.0,0
+2021-05-23,29,S,2100-01-01,0,0.0,52.0,0
+2021-05-24,29,S,2100-01-01,0,0.0,53.0,0
+2021-05-25,29,S,2100-01-01,0,0.0,53.0,0
+2021-05-26,29,S,2100-01-01,0,0.0,53.0,0
+2021-05-27,29,S,2100-01-01,0,0.0,52.0,0
+2021-05-28,29,S,2100-01-01,0,0.0,52.0,0
+2021-05-29,29,S,2100-01-01,0,0.0,52.0,0
+2021-05-30,29,S,2100-01-01,0,0.0,53.0,0
+2021-05-31,29,S,2100-01-01,0,0.0,53.0,0
+2021-06-01,29,S,2100-01-01,0,0.0,52.0,0
+2021-06-02,29,S,2100-01-01,0,0.0,52.0,0
+2021-06-03,29,S,2100-01-01,0,0.0,51.0,0
+2021-06-04,29,S,2100-01-01,0,0.0,52.0,0
+2021-06-05,29,S,2100-01-01,0,0.0,51.0,0
+2021-06-06,29,S,2100-01-01,0,0.0,51.0,0
+2021-06-07,29,S,2100-01-01,0,0.0,51.0,0
+2021-06-08,29,S,2100-01-01,0,0.0,52.0,0
+2021-06-09,29,S,2100-01-01,0,0.0,52.0,0
+2021-06-10,29,S,2100-01-01,0,0.0,50.0,0
+2021-06-11,29,S,2100-01-01,0,0.0,51.0,0
+2021-06-12,29,S,2100-01-01,0,0.0,52.0,0
+2021-06-13,29,S,2100-01-01,0,0.0,51.0,0
+2021-06-14,29,S,2100-01-01,0,0.0,52.0,0
+2021-06-15,29,S,2100-01-01,0,0.0,52.0,0
+2021-06-16,29,S,2100-01-01,0,0.0,51.0,0
+2021-06-17,29,S,2100-01-01,0,0.0,51.0,0
+2021-06-18,29,S,2100-01-01,0,0.0,52.0,0
+2021-06-19,29,S,2100-01-01,0,0.0,52.0,0
+2021-06-20,29,S,2100-01-01,0,0.0,52.0,0
+2021-06-21,29,S,2100-01-01,0,0.0,52.0,0
+2021-06-22,29,S,2100-01-01,0,0.0,53.0,0
+2021-06-23,29,S,2100-01-01,0,0.0,52.0,0
+2021-06-24,29,S,2100-01-01,0,0.0,51.0,0
+2021-06-25,29,S,2100-01-01,0,0.0,51.0,0
+2021-06-26,29,S,2100-01-01,0,0.0,51.0,0
+2021-06-27,29,S,2100-01-01,0,0.0,52.0,0
+2021-06-28,29,S,2100-01-01,0,0.0,51.0,0
+2021-06-29,29,S,2100-01-01,0,0.0,52.0,0
+2021-06-30,29,S,2100-01-01,0,0.0,53.0,0
+2021-07-01,29,S,2100-01-01,0,0.0,51.0,0
+2021-07-02,29,S,2100-01-01,0,0.0,52.0,0
+2021-07-03,29,S,2100-01-01,0,0.0,51.0,0
+2021-07-04,29,S,2100-01-01,0,0.0,52.0,0
+2021-07-05,29,S,2100-01-01,0,0.0,52.0,0
+2021-07-06,29,S,2100-01-01,0,0.0,52.0,0
+2021-07-07,29,S,2100-01-01,0,0.0,52.0,0
+2021-07-08,29,S,2100-01-01,0,0.0,52.0,0
+2021-07-09,29,S,2100-01-01,0,0.0,52.0,0
+2021-07-10,29,S,2100-01-01,0,0.0,49.0,0
+2021-07-11,29,S,2100-01-01,0,0.0,52.0,0
+2021-07-12,29,S,2100-01-01,0,0.0,51.0,0
+2021-07-13,29,S,2100-01-01,0,0.0,52.0,0
+2021-07-14,29,S,2100-01-01,0,0.0,53.0,0
+2021-07-15,29,S,2100-01-01,0,0.0,52.0,0
+2021-07-16,29,S,2100-01-01,0,0.0,54.0,0
+2021-07-17,29,S,2100-01-01,0,0.0,52.0,0
+2021-07-18,29,S,2100-01-01,0,0.0,52.0,0
+2021-07-19,29,S,2100-01-01,0,0.0,52.0,0
+2021-07-20,29,S,2100-01-01,0,0.0,53.0,0
+2021-07-21,29,S,2100-01-01,0,0.0,53.0,0
+2021-07-22,29,S,2100-01-01,0,0.0,53.0,0
+2021-07-23,29,S,2100-01-01,0,0.0,52.0,0
+2021-07-24,29,S,2100-01-01,0,0.0,52.0,0
+2021-07-25,29,S,2100-01-01,0,0.0,51.0,0
+2021-07-26,29,S,2100-01-01,0,0.0,52.0,0
+2021-07-27,29,S,2100-01-01,0,0.0,53.0,0
+2021-07-28,29,S,2100-01-01,0,0.0,51.0,0
+2021-07-29,29,S,2100-01-01,0,0.0,53.0,0
+2021-07-30,29,S,2100-01-01,0,0.0,51.0,0
+2021-07-31,29,S,2100-01-01,0,0.0,50.0,0
+2021-05-01,30,S,2021-05-15,1,0.0,53.0,0
+2021-05-02,30,S,2021-05-15,1,0.0,54.0,0
+2021-05-03,30,S,2021-05-15,1,0.0,55.0,0
+2021-05-04,30,S,2021-05-15,1,0.0,54.0,0
+2021-05-05,30,S,2021-05-15,1,0.0,53.0,0
+2021-05-06,30,S,2021-05-15,1,0.0,55.0,0
+2021-05-07,30,S,2021-05-15,1,0.0,53.0,0
+2021-05-08,30,S,2021-05-15,1,0.0,52.0,0
+2021-05-09,30,S,2021-05-15,1,0.0,53.0,0
+2021-05-10,30,S,2021-05-15,1,0.0,55.0,0
+2021-05-11,30,S,2021-05-15,1,0.0,56.0,0
+2021-05-12,30,S,2021-05-15,1,0.0,53.0,0
+2021-05-13,30,S,2021-05-15,1,0.0,53.0,0
+2021-05-14,30,S,2021-05-15,1,0.0,53.0,0
+2021-05-15,30,S,2021-05-15,1,0.0,53.0,1
+2021-05-16,30,S,2021-05-15,1,0.18358006426791462,54.0,1
+2021-05-17,30,S,2021-05-15,1,0.36716012853582924,56.0,1
+2021-05-18,30,S,2021-05-15,1,0.5507401928037368,53.0,1
+2021-05-19,30,S,2021-05-15,1,0.7343202570716514,54.0,1
+2021-05-20,30,S,2021-05-15,1,0.917900321339566,56.0,1
+2021-05-21,30,S,2021-05-15,1,0.917900321339566,55.0,1
+2021-05-22,30,S,2021-05-15,1,0.917900321339566,53.0,1
+2021-05-23,30,S,2021-05-15,1,0.917900321339566,54.0,1
+2021-05-24,30,S,2021-05-15,1,0.917900321339566,55.0,1
+2021-05-25,30,S,2021-05-15,1,0.917900321339566,55.0,1
+2021-05-26,30,S,2021-05-15,1,0.917900321339566,55.0,1
+2021-05-27,30,S,2021-05-15,1,0.917900321339566,55.0,1
+2021-05-28,30,S,2021-05-15,1,0.917900321339566,55.0,1
+2021-05-29,30,S,2021-05-15,1,0.917900321339566,55.0,1
+2021-05-30,30,S,2021-05-15,1,0.917900321339566,54.0,1
+2021-05-31,30,S,2021-05-15,1,0.917900321339566,54.0,1
+2021-06-01,30,S,2021-05-15,1,0.917900321339566,55.0,1
+2021-06-02,30,S,2021-05-15,1,0.917900321339566,54.0,1
+2021-06-03,30,S,2021-05-15,1,0.917900321339566,54.0,1
+2021-06-04,30,S,2021-05-15,1,0.917900321339566,54.0,1
+2021-06-05,30,S,2021-05-15,1,0.917900321339566,54.0,1
+2021-06-06,30,S,2021-05-15,1,0.917900321339566,55.0,1
+2021-06-07,30,S,2021-05-15,1,0.917900321339566,54.0,1
+2021-06-08,30,S,2021-05-15,1,0.917900321339566,54.0,1
+2021-06-09,30,S,2021-05-15,1,0.917900321339566,55.0,1
+2021-06-10,30,S,2021-05-15,1,0.917900321339566,54.0,1
+2021-06-11,30,S,2021-05-15,1,0.917900321339566,55.0,1
+2021-06-12,30,S,2021-05-15,1,0.917900321339566,54.0,1
+2021-06-13,30,S,2021-05-15,1,0.917900321339566,55.0,1
+2021-06-14,30,S,2021-05-15,1,0.917900321339566,55.0,1
+2021-06-15,30,S,2021-05-15,1,0.917900321339566,56.0,1
+2021-06-16,30,S,2021-05-15,1,0.917900321339566,54.0,1
+2021-06-17,30,S,2021-05-15,1,0.917900321339566,55.0,1
+2021-06-18,30,S,2021-05-15,1,0.917900321339566,54.0,1
+2021-06-19,30,S,2021-05-15,1,0.917900321339566,53.0,1
+2021-06-20,30,S,2021-05-15,1,0.917900321339566,54.0,1
+2021-06-21,30,S,2021-05-15,1,0.917900321339566,55.0,1
+2021-06-22,30,S,2021-05-15,1,0.917900321339566,55.0,1
+2021-06-23,30,S,2021-05-15,1,0.917900321339566,53.0,1
+2021-06-24,30,S,2021-05-15,1,0.917900321339566,53.0,1
+2021-06-25,30,S,2021-05-15,1,0.917900321339566,55.0,1
+2021-06-26,30,S,2021-05-15,1,0.917900321339566,53.0,1
+2021-06-27,30,S,2021-05-15,1,0.917900321339566,55.0,1
+2021-06-28,30,S,2021-05-15,1,0.917900321339566,54.0,1
+2021-06-29,30,S,2021-05-15,1,0.917900321339566,56.0,1
+2021-06-30,30,S,2021-05-15,1,0.917900321339566,56.0,1
+2021-07-01,30,S,2021-05-15,1,0.917900321339566,55.0,1
+2021-07-02,30,S,2021-05-15,1,0.917900321339566,54.0,1
+2021-07-03,30,S,2021-05-15,1,0.917900321339566,54.0,1
+2021-07-04,30,S,2021-05-15,1,0.917900321339566,54.0,1
+2021-07-05,30,S,2021-05-15,1,0.917900321339566,54.0,1
+2021-07-06,30,S,2021-05-15,1,0.917900321339566,54.0,1
+2021-07-07,30,S,2021-05-15,1,0.917900321339566,55.0,1
+2021-07-08,30,S,2021-05-15,1,0.917900321339566,53.0,1
+2021-07-09,30,S,2021-05-15,1,0.917900321339566,56.0,1
+2021-07-10,30,S,2021-05-15,1,0.917900321339566,54.0,1
+2021-07-11,30,S,2021-05-15,1,0.917900321339566,53.0,1
+2021-07-12,30,S,2021-05-15,1,0.917900321339566,53.0,1
+2021-07-13,30,S,2021-05-15,1,0.917900321339566,54.0,1
+2021-07-14,30,S,2021-05-15,1,0.917900321339566,55.0,1
+2021-07-15,30,S,2021-05-15,1,0.917900321339566,55.0,1
+2021-07-16,30,S,2021-05-15,1,0.917900321339566,54.0,1
+2021-07-17,30,S,2021-05-15,1,0.917900321339566,54.0,1
+2021-07-18,30,S,2021-05-15,1,0.917900321339566,55.0,1
+2021-07-19,30,S,2021-05-15,1,0.917900321339566,56.0,1
+2021-07-20,30,S,2021-05-15,1,0.917900321339566,55.0,1
+2021-07-21,30,S,2021-05-15,1,0.917900321339566,53.0,1
+2021-07-22,30,S,2021-05-15,1,0.917900321339566,53.0,1
+2021-07-23,30,S,2021-05-15,1,0.917900321339566,54.0,1
+2021-07-24,30,S,2021-05-15,1,0.917900321339566,55.0,1
+2021-07-25,30,S,2021-05-15,1,0.917900321339566,54.0,1
+2021-07-26,30,S,2021-05-15,1,0.917900321339566,55.0,1
+2021-07-27,30,S,2021-05-15,1,0.917900321339566,56.0,1
+2021-07-28,30,S,2021-05-15,1,0.917900321339566,53.0,1
+2021-07-29,30,S,2021-05-15,1,0.917900321339566,53.0,1
+2021-07-30,30,S,2021-05-15,1,0.917900321339566,54.0,1
+2021-07-31,30,S,2021-05-15,1,0.917900321339566,52.0,1
+2021-05-01,31,S,2100-01-01,0,0.0,49.0,0
+2021-05-02,31,S,2100-01-01,0,0.0,51.0,0
+2021-05-03,31,S,2100-01-01,0,0.0,51.0,0
+2021-05-04,31,S,2100-01-01,0,0.0,50.0,0
+2021-05-05,31,S,2100-01-01,0,0.0,50.0,0
+2021-05-06,31,S,2100-01-01,0,0.0,51.0,0
+2021-05-07,31,S,2100-01-01,0,0.0,49.0,0
+2021-05-08,31,S,2100-01-01,0,0.0,50.0,0
+2021-05-09,31,S,2100-01-01,0,0.0,52.0,0
+2021-05-10,31,S,2100-01-01,0,0.0,51.0,0
+2021-05-11,31,S,2100-01-01,0,0.0,51.0,0
+2021-05-12,31,S,2100-01-01,0,0.0,50.0,0
+2021-05-13,31,S,2100-01-01,0,0.0,48.0,0
+2021-05-14,31,S,2100-01-01,0,0.0,50.0,0
+2021-05-15,31,S,2100-01-01,0,0.0,50.0,0
+2021-05-16,31,S,2100-01-01,0,0.0,50.0,0
+2021-05-17,31,S,2100-01-01,0,0.0,52.0,0
+2021-05-18,31,S,2100-01-01,0,0.0,50.0,0
+2021-05-19,31,S,2100-01-01,0,0.0,50.0,0
+2021-05-20,31,S,2100-01-01,0,0.0,51.0,0
+2021-05-21,31,S,2100-01-01,0,0.0,50.0,0
+2021-05-22,31,S,2100-01-01,0,0.0,49.0,0
+2021-05-23,31,S,2100-01-01,0,0.0,51.0,0
+2021-05-24,31,S,2100-01-01,0,0.0,51.0,0
+2021-05-25,31,S,2100-01-01,0,0.0,51.0,0
+2021-05-26,31,S,2100-01-01,0,0.0,50.0,0
+2021-05-27,31,S,2100-01-01,0,0.0,51.0,0
+2021-05-28,31,S,2100-01-01,0,0.0,50.0,0
+2021-05-29,31,S,2100-01-01,0,0.0,50.0,0
+2021-05-30,31,S,2100-01-01,0,0.0,50.0,0
+2021-05-31,31,S,2100-01-01,0,0.0,50.0,0
+2021-06-01,31,S,2100-01-01,0,0.0,51.0,0
+2021-06-02,31,S,2100-01-01,0,0.0,51.0,0
+2021-06-03,31,S,2100-01-01,0,0.0,50.0,0
+2021-06-04,31,S,2100-01-01,0,0.0,49.0,0
+2021-06-05,31,S,2100-01-01,0,0.0,51.0,0
+2021-06-06,31,S,2100-01-01,0,0.0,50.0,0
+2021-06-07,31,S,2100-01-01,0,0.0,50.0,0
+2021-06-08,31,S,2100-01-01,0,0.0,51.0,0
+2021-06-09,31,S,2100-01-01,0,0.0,51.0,0
+2021-06-10,31,S,2100-01-01,0,0.0,50.0,0
+2021-06-11,31,S,2100-01-01,0,0.0,50.0,0
+2021-06-12,31,S,2100-01-01,0,0.0,50.0,0
+2021-06-13,31,S,2100-01-01,0,0.0,49.0,0
+2021-06-14,31,S,2100-01-01,0,0.0,50.0,0
+2021-06-15,31,S,2100-01-01,0,0.0,50.0,0
+2021-06-16,31,S,2100-01-01,0,0.0,50.0,0
+2021-06-17,31,S,2100-01-01,0,0.0,50.0,0
+2021-06-18,31,S,2100-01-01,0,0.0,51.0,0
+2021-06-19,31,S,2100-01-01,0,0.0,50.0,0
+2021-06-20,31,S,2100-01-01,0,0.0,49.0,0
+2021-06-21,31,S,2100-01-01,0,0.0,52.0,0
+2021-06-22,31,S,2100-01-01,0,0.0,51.0,0
+2021-06-23,31,S,2100-01-01,0,0.0,50.0,0
+2021-06-24,31,S,2100-01-01,0,0.0,49.0,0
+2021-06-25,31,S,2100-01-01,0,0.0,53.0,0
+2021-06-26,31,S,2100-01-01,0,0.0,50.0,0
+2021-06-27,31,S,2100-01-01,0,0.0,49.0,0
+2021-06-28,31,S,2100-01-01,0,0.0,50.0,0
+2021-06-29,31,S,2100-01-01,0,0.0,51.0,0
+2021-06-30,31,S,2100-01-01,0,0.0,49.0,0
+2021-07-01,31,S,2100-01-01,0,0.0,51.0,0
+2021-07-02,31,S,2100-01-01,0,0.0,50.0,0
+2021-07-03,31,S,2100-01-01,0,0.0,49.0,0
+2021-07-04,31,S,2100-01-01,0,0.0,50.0,0
+2021-07-05,31,S,2100-01-01,0,0.0,51.0,0
+2021-07-06,31,S,2100-01-01,0,0.0,52.0,0
+2021-07-07,31,S,2100-01-01,0,0.0,51.0,0
+2021-07-08,31,S,2100-01-01,0,0.0,51.0,0
+2021-07-09,31,S,2100-01-01,0,0.0,51.0,0
+2021-07-10,31,S,2100-01-01,0,0.0,50.0,0
+2021-07-11,31,S,2100-01-01,0,0.0,50.0,0
+2021-07-12,31,S,2100-01-01,0,0.0,52.0,0
+2021-07-13,31,S,2100-01-01,0,0.0,52.0,0
+2021-07-14,31,S,2100-01-01,0,0.0,51.0,0
+2021-07-15,31,S,2100-01-01,0,0.0,51.0,0
+2021-07-16,31,S,2100-01-01,0,0.0,51.0,0
+2021-07-17,31,S,2100-01-01,0,0.0,51.0,0
+2021-07-18,31,S,2100-01-01,0,0.0,48.0,0
+2021-07-19,31,S,2100-01-01,0,0.0,51.0,0
+2021-07-20,31,S,2100-01-01,0,0.0,51.0,0
+2021-07-21,31,S,2100-01-01,0,0.0,50.0,0
+2021-07-22,31,S,2100-01-01,0,0.0,51.0,0
+2021-07-23,31,S,2100-01-01,0,0.0,53.0,0
+2021-07-24,31,S,2100-01-01,0,0.0,52.0,0
+2021-07-25,31,S,2100-01-01,0,0.0,48.0,0
+2021-07-26,31,S,2100-01-01,0,0.0,50.0,0
+2021-07-27,31,S,2100-01-01,0,0.0,52.0,0
+2021-07-28,31,S,2100-01-01,0,0.0,49.0,0
+2021-07-29,31,S,2100-01-01,0,0.0,50.0,0
+2021-07-30,31,S,2100-01-01,0,0.0,49.0,0
+2021-07-31,31,S,2100-01-01,0,0.0,51.0,0
+2021-05-01,32,N,2100-01-01,0,0.0,40.0,0
+2021-05-02,32,N,2100-01-01,0,0.0,42.0,0
+2021-05-03,32,N,2100-01-01,0,0.0,41.0,0
+2021-05-04,32,N,2100-01-01,0,0.0,42.0,0
+2021-05-05,32,N,2100-01-01,0,0.0,41.0,0
+2021-05-06,32,N,2100-01-01,0,0.0,42.0,0
+2021-05-07,32,N,2100-01-01,0,0.0,41.0,0
+2021-05-08,32,N,2100-01-01,0,0.0,41.0,0
+2021-05-09,32,N,2100-01-01,0,0.0,41.0,0
+2021-05-10,32,N,2100-01-01,0,0.0,42.0,0
+2021-05-11,32,N,2100-01-01,0,0.0,43.0,0
+2021-05-12,32,N,2100-01-01,0,0.0,40.0,0
+2021-05-13,32,N,2100-01-01,0,0.0,40.0,0
+2021-05-14,32,N,2100-01-01,0,0.0,42.0,0
+2021-05-15,32,N,2100-01-01,0,0.0,42.0,0
+2021-05-16,32,N,2100-01-01,0,0.0,42.0,0
+2021-05-17,32,N,2100-01-01,0,0.0,44.0,0
+2021-05-18,32,N,2100-01-01,0,0.0,43.0,0
+2021-05-19,32,N,2100-01-01,0,0.0,42.0,0
+2021-05-20,32,N,2100-01-01,0,0.0,43.0,0
+2021-05-21,32,N,2100-01-01,0,0.0,42.0,0
+2021-05-22,32,N,2100-01-01,0,0.0,41.0,0
+2021-05-23,32,N,2100-01-01,0,0.0,42.0,0
+2021-05-24,32,N,2100-01-01,0,0.0,45.0,0
+2021-05-25,32,N,2100-01-01,0,0.0,45.0,0
+2021-05-26,32,N,2100-01-01,0,0.0,43.0,0
+2021-05-27,32,N,2100-01-01,0,0.0,43.0,0
+2021-05-28,32,N,2100-01-01,0,0.0,43.0,0
+2021-05-29,32,N,2100-01-01,0,0.0,44.0,0
+2021-05-30,32,N,2100-01-01,0,0.0,43.0,0
+2021-05-31,32,N,2100-01-01,0,0.0,45.0,0
+2021-06-01,32,N,2100-01-01,0,0.0,44.0,0
+2021-06-02,32,N,2100-01-01,0,0.0,45.0,0
+2021-06-03,32,N,2100-01-01,0,0.0,44.0,0
+2021-06-04,32,N,2100-01-01,0,0.0,46.0,0
+2021-06-05,32,N,2100-01-01,0,0.0,44.0,0
+2021-06-06,32,N,2100-01-01,0,0.0,44.0,0
+2021-06-07,32,N,2100-01-01,0,0.0,45.0,0
+2021-06-08,32,N,2100-01-01,0,0.0,44.0,0
+2021-06-09,32,N,2100-01-01,0,0.0,45.0,0
+2021-06-10,32,N,2100-01-01,0,0.0,45.0,0
+2021-06-11,32,N,2100-01-01,0,0.0,42.0,0
+2021-06-12,32,N,2100-01-01,0,0.0,43.0,0
+2021-06-13,32,N,2100-01-01,0,0.0,43.0,0
+2021-06-14,32,N,2100-01-01,0,0.0,45.0,0
+2021-06-15,32,N,2100-01-01,0,0.0,45.0,0
+2021-06-16,32,N,2100-01-01,0,0.0,45.0,0
+2021-06-17,32,N,2100-01-01,0,0.0,46.0,0
+2021-06-18,32,N,2100-01-01,0,0.0,47.0,0
+2021-06-19,32,N,2100-01-01,0,0.0,45.0,0
+2021-06-20,32,N,2100-01-01,0,0.0,45.0,0
+2021-06-21,32,N,2100-01-01,0,0.0,46.0,0
+2021-06-22,32,N,2100-01-01,0,0.0,45.0,0
+2021-06-23,32,N,2100-01-01,0,0.0,46.0,0
+2021-06-24,32,N,2100-01-01,0,0.0,45.0,0
+2021-06-25,32,N,2100-01-01,0,0.0,47.0,0
+2021-06-26,32,N,2100-01-01,0,0.0,46.0,0
+2021-06-27,32,N,2100-01-01,0,0.0,47.0,0
+2021-06-28,32,N,2100-01-01,0,0.0,47.0,0
+2021-06-29,32,N,2100-01-01,0,0.0,45.0,0
+2021-06-30,32,N,2100-01-01,0,0.0,46.0,0
+2021-07-01,32,N,2100-01-01,0,0.0,47.0,0
+2021-07-02,32,N,2100-01-01,0,0.0,46.0,0
+2021-07-03,32,N,2100-01-01,0,0.0,47.0,0
+2021-07-04,32,N,2100-01-01,0,0.0,47.0,0
+2021-07-05,32,N,2100-01-01,0,0.0,48.0,0
+2021-07-06,32,N,2100-01-01,0,0.0,48.0,0
+2021-07-07,32,N,2100-01-01,0,0.0,49.0,0
+2021-07-08,32,N,2100-01-01,0,0.0,47.0,0
+2021-07-09,32,N,2100-01-01,0,0.0,49.0,0
+2021-07-10,32,N,2100-01-01,0,0.0,46.0,0
+2021-07-11,32,N,2100-01-01,0,0.0,48.0,0
+2021-07-12,32,N,2100-01-01,0,0.0,47.0,0
+2021-07-13,32,N,2100-01-01,0,0.0,48.0,0
+2021-07-14,32,N,2100-01-01,0,0.0,48.0,0
+2021-07-15,32,N,2100-01-01,0,0.0,48.0,0
+2021-07-16,32,N,2100-01-01,0,0.0,47.0,0
+2021-07-17,32,N,2100-01-01,0,0.0,49.0,0
+2021-07-18,32,N,2100-01-01,0,0.0,48.0,0
+2021-07-19,32,N,2100-01-01,0,0.0,50.0,0
+2021-07-20,32,N,2100-01-01,0,0.0,50.0,0
+2021-07-21,32,N,2100-01-01,0,0.0,48.0,0
+2021-07-22,32,N,2100-01-01,0,0.0,50.0,0
+2021-07-23,32,N,2100-01-01,0,0.0,49.0,0
+2021-07-24,32,N,2100-01-01,0,0.0,50.0,0
+2021-07-25,32,N,2100-01-01,0,0.0,49.0,0
+2021-07-26,32,N,2100-01-01,0,0.0,50.0,0
+2021-07-27,32,N,2100-01-01,0,0.0,50.0,0
+2021-07-28,32,N,2100-01-01,0,0.0,49.0,0
+2021-07-29,32,N,2100-01-01,0,0.0,49.0,0
+2021-07-30,32,N,2100-01-01,0,0.0,49.0,0
+2021-07-31,32,N,2100-01-01,0,0.0,49.0,0
+2021-05-01,33,E,2021-05-15,1,0.0,18.0,0
+2021-05-02,33,E,2021-05-15,1,0.0,19.0,0
+2021-05-03,33,E,2021-05-15,1,0.0,20.0,0
+2021-05-04,33,E,2021-05-15,1,0.0,20.0,0
+2021-05-05,33,E,2021-05-15,1,0.0,19.0,0
+2021-05-06,33,E,2021-05-15,1,0.0,20.0,0
+2021-05-07,33,E,2021-05-15,1,0.0,19.0,0
+2021-05-08,33,E,2021-05-15,1,0.0,20.0,0
+2021-05-09,33,E,2021-05-15,1,0.0,21.0,0
+2021-05-10,33,E,2021-05-15,1,0.0,23.0,0
+2021-05-11,33,E,2021-05-15,1,0.0,24.0,0
+2021-05-12,33,E,2021-05-15,1,0.0,22.0,0
+2021-05-13,33,E,2021-05-15,1,0.0,23.0,0
+2021-05-14,33,E,2021-05-15,1,0.0,22.0,0
+2021-05-15,33,E,2021-05-15,1,0.0,23.0,1
+2021-05-16,33,E,2021-05-15,1,0.5881647119214257,24.0,1
+2021-05-17,33,E,2021-05-15,1,1.1763294238428479,25.0,1
+2021-05-18,33,E,2021-05-15,1,1.7644941357642736,26.0,1
+2021-05-19,33,E,2021-05-15,1,2.3526588476856958,26.0,1
+2021-05-20,33,E,2021-05-15,1,2.9408235596071215,28.0,1
+2021-05-21,33,E,2021-05-15,1,2.9408235596071215,27.0,1
+2021-05-22,33,E,2021-05-15,1,2.9408235596071215,29.0,1
+2021-05-23,33,E,2021-05-15,1,2.9408235596071215,29.0,1
+2021-05-24,33,E,2021-05-15,1,2.9408235596071215,29.0,1
+2021-05-25,33,E,2021-05-15,1,2.9408235596071215,28.0,1
+2021-05-26,33,E,2021-05-15,1,2.9408235596071215,29.0,1
+2021-05-27,33,E,2021-05-15,1,2.9408235596071215,30.0,1
+2021-05-28,33,E,2021-05-15,1,2.9408235596071215,31.0,1
+2021-05-29,33,E,2021-05-15,1,2.9408235596071215,31.0,1
+2021-05-30,33,E,2021-05-15,1,2.9408235596071215,30.0,1
+2021-05-31,33,E,2021-05-15,1,2.9408235596071215,31.0,1
+2021-06-01,33,E,2021-05-15,1,2.9408235596071215,32.0,1
+2021-06-02,33,E,2021-05-15,1,2.9408235596071215,31.0,1
+2021-06-03,33,E,2021-05-15,1,2.9408235596071215,30.0,1
+2021-06-04,33,E,2021-05-15,1,2.9408235596071215,33.0,1
+2021-06-05,33,E,2021-05-15,1,2.9408235596071215,32.0,1
+2021-06-06,33,E,2021-05-15,1,2.9408235596071215,31.0,1
+2021-06-07,33,E,2021-05-15,1,2.9408235596071215,32.0,1
+2021-06-08,33,E,2021-05-15,1,2.940823559607118,33.0,1
+2021-06-09,33,E,2021-05-15,1,2.940823559607118,34.0,1
+2021-06-10,33,E,2021-05-15,1,2.940823559607118,34.0,1
+2021-06-11,33,E,2021-05-15,1,2.940823559607118,33.0,1
+2021-06-12,33,E,2021-05-15,1,2.940823559607118,35.0,1
+2021-06-13,33,E,2021-05-15,1,2.940823559607118,34.0,1
+2021-06-14,33,E,2021-05-15,1,2.940823559607118,35.0,1
+2021-06-15,33,E,2021-05-15,1,2.940823559607118,35.0,1
+2021-06-16,33,E,2021-05-15,1,2.940823559607118,35.0,1
+2021-06-17,33,E,2021-05-15,1,2.940823559607118,36.0,1
+2021-06-18,33,E,2021-05-15,1,2.940823559607118,37.0,1
+2021-06-19,33,E,2021-05-15,1,2.940823559607118,36.0,1
+2021-06-20,33,E,2021-05-15,1,2.940823559607118,36.0,1
+2021-06-21,33,E,2021-05-15,1,2.940823559607118,38.0,1
+2021-06-22,33,E,2021-05-15,1,2.940823559607118,38.0,1
+2021-06-23,33,E,2021-05-15,1,2.940823559607118,38.0,1
+2021-06-24,33,E,2021-05-15,1,2.940823559607118,38.0,1
+2021-06-25,33,E,2021-05-15,1,2.940823559607118,39.0,1
+2021-06-26,33,E,2021-05-15,1,2.940823559607118,38.0,1
+2021-06-27,33,E,2021-05-15,1,2.940823559607118,39.0,1
+2021-06-28,33,E,2021-05-15,1,2.940823559607118,39.0,1
+2021-06-29,33,E,2021-05-15,1,2.940823559607118,40.0,1
+2021-06-30,33,E,2021-05-15,1,2.940823559607118,41.0,1
+2021-07-01,33,E,2021-05-15,1,2.940823559607118,41.0,1
+2021-07-02,33,E,2021-05-15,1,2.940823559607118,40.0,1
+2021-07-03,33,E,2021-05-15,1,2.940823559607118,39.0,1
+2021-07-04,33,E,2021-05-15,1,2.940823559607118,40.0,1
+2021-07-05,33,E,2021-05-15,1,2.940823559607118,43.0,1
+2021-07-06,33,E,2021-05-15,1,2.940823559607118,41.0,1
+2021-07-07,33,E,2021-05-15,1,2.940823559607118,42.0,1
+2021-07-08,33,E,2021-05-15,1,2.940823559607118,42.0,1
+2021-07-09,33,E,2021-05-15,1,2.940823559607118,44.0,1
+2021-07-10,33,E,2021-05-15,1,2.940823559607118,40.0,1
+2021-07-11,33,E,2021-05-15,1,2.940823559607118,44.0,1
+2021-07-12,33,E,2021-05-15,1,2.940823559607118,43.0,1
+2021-07-13,33,E,2021-05-15,1,2.940823559607118,43.0,1
+2021-07-14,33,E,2021-05-15,1,2.940823559607118,44.0,1
+2021-07-15,33,E,2021-05-15,1,2.940823559607118,44.0,1
+2021-07-16,33,E,2021-05-15,1,2.940823559607118,43.0,1
+2021-07-17,33,E,2021-05-15,1,2.940823559607118,46.0,1
+2021-07-18,33,E,2021-05-15,1,2.940823559607118,45.0,1
+2021-07-19,33,E,2021-05-15,1,2.940823559607118,46.0,1
+2021-07-20,33,E,2021-05-15,1,2.940823559607118,45.0,1
+2021-07-21,33,E,2021-05-15,1,2.940823559607118,46.0,1
+2021-07-22,33,E,2021-05-15,1,2.940823559607118,45.0,1
+2021-07-23,33,E,2021-05-15,1,2.940823559607118,47.0,1
+2021-07-24,33,E,2021-05-15,1,2.940823559607118,47.0,1
+2021-07-25,33,E,2021-05-15,1,2.940823559607118,45.0,1
+2021-07-26,33,E,2021-05-15,1,2.940823559607118,48.0,1
+2021-07-27,33,E,2021-05-15,1,2.940823559607118,48.0,1
+2021-07-28,33,E,2021-05-15,1,2.940823559607118,49.0,1
+2021-07-29,33,E,2021-05-15,1,2.940823559607118,47.0,1
+2021-07-30,33,E,2021-05-15,1,2.940823559607118,47.0,1
+2021-07-31,33,E,2021-05-15,1,2.940823559607118,48.0,1
+2021-05-01,34,E,2100-01-01,0,0.0,16.0,0
+2021-05-02,34,E,2100-01-01,0,0.0,16.0,0
+2021-05-03,34,E,2100-01-01,0,0.0,16.0,0
+2021-05-04,34,E,2100-01-01,0,0.0,17.0,0
+2021-05-05,34,E,2100-01-01,0,0.0,16.0,0
+2021-05-06,34,E,2100-01-01,0,0.0,17.0,0
+2021-05-07,34,E,2100-01-01,0,0.0,17.0,0
+2021-05-08,34,E,2100-01-01,0,0.0,17.0,0
+2021-05-09,34,E,2100-01-01,0,0.0,18.0,0
+2021-05-10,34,E,2100-01-01,0,0.0,19.0,0
+2021-05-11,34,E,2100-01-01,0,0.0,18.0,0
+2021-05-12,34,E,2100-01-01,0,0.0,17.0,0
+2021-05-13,34,E,2100-01-01,0,0.0,18.0,0
+2021-05-14,34,E,2100-01-01,0,0.0,17.0,0
+2021-05-15,34,E,2100-01-01,0,0.0,19.0,0
+2021-05-16,34,E,2100-01-01,0,0.0,20.0,0
+2021-05-17,34,E,2100-01-01,0,0.0,21.0,0
+2021-05-18,34,E,2100-01-01,0,0.0,22.0,0
+2021-05-19,34,E,2100-01-01,0,0.0,20.0,0
+2021-05-20,34,E,2100-01-01,0,0.0,21.0,0
+2021-05-21,34,E,2100-01-01,0,0.0,22.0,0
+2021-05-22,34,E,2100-01-01,0,0.0,21.0,0
+2021-05-23,34,E,2100-01-01,0,0.0,23.0,0
+2021-05-24,34,E,2100-01-01,0,0.0,22.0,0
+2021-05-25,34,E,2100-01-01,0,0.0,24.0,0
+2021-05-26,34,E,2100-01-01,0,0.0,23.0,0
+2021-05-27,34,E,2100-01-01,0,0.0,24.0,0
+2021-05-28,34,E,2100-01-01,0,0.0,23.0,0
+2021-05-29,34,E,2100-01-01,0,0.0,24.0,0
+2021-05-30,34,E,2100-01-01,0,0.0,24.0,0
+2021-05-31,34,E,2100-01-01,0,0.0,26.0,0
+2021-06-01,34,E,2100-01-01,0,0.0,25.0,0
+2021-06-02,34,E,2100-01-01,0,0.0,27.0,0
+2021-06-03,34,E,2100-01-01,0,0.0,26.0,0
+2021-06-04,34,E,2100-01-01,0,0.0,25.0,0
+2021-06-05,34,E,2100-01-01,0,0.0,26.0,0
+2021-06-06,34,E,2100-01-01,0,0.0,26.0,0
+2021-06-07,34,E,2100-01-01,0,0.0,25.0,0
+2021-06-08,34,E,2100-01-01,0,0.0,27.0,0
+2021-06-09,34,E,2100-01-01,0,0.0,28.0,0
+2021-06-10,34,E,2100-01-01,0,0.0,28.0,0
+2021-06-11,34,E,2100-01-01,0,0.0,26.0,0
+2021-06-12,34,E,2100-01-01,0,0.0,27.0,0
+2021-06-13,34,E,2100-01-01,0,0.0,28.0,0
+2021-06-14,34,E,2100-01-01,0,0.0,30.0,0
+2021-06-15,34,E,2100-01-01,0,0.0,29.0,0
+2021-06-16,34,E,2100-01-01,0,0.0,29.0,0
+2021-06-17,34,E,2100-01-01,0,0.0,31.0,0
+2021-06-18,34,E,2100-01-01,0,0.0,29.0,0
+2021-06-19,34,E,2100-01-01,0,0.0,30.0,0
+2021-06-20,34,E,2100-01-01,0,0.0,31.0,0
+2021-06-21,34,E,2100-01-01,0,0.0,31.0,0
+2021-06-22,34,E,2100-01-01,0,0.0,32.0,0
+2021-06-23,34,E,2100-01-01,0,0.0,30.0,0
+2021-06-24,34,E,2100-01-01,0,0.0,32.0,0
+2021-06-25,34,E,2100-01-01,0,0.0,32.0,0
+2021-06-26,34,E,2100-01-01,0,0.0,33.0,0
+2021-06-27,34,E,2100-01-01,0,0.0,32.0,0
+2021-06-28,34,E,2100-01-01,0,0.0,32.0,0
+2021-06-29,34,E,2100-01-01,0,0.0,33.0,0
+2021-06-30,34,E,2100-01-01,0,0.0,33.0,0
+2021-07-01,34,E,2100-01-01,0,0.0,34.0,0
+2021-07-02,34,E,2100-01-01,0,0.0,33.0,0
+2021-07-03,34,E,2100-01-01,0,0.0,33.0,0
+2021-07-04,34,E,2100-01-01,0,0.0,33.0,0
+2021-07-05,34,E,2100-01-01,0,0.0,34.0,0
+2021-07-06,34,E,2100-01-01,0,0.0,36.0,0
+2021-07-07,34,E,2100-01-01,0,0.0,37.0,0
+2021-07-08,34,E,2100-01-01,0,0.0,35.0,0
+2021-07-09,34,E,2100-01-01,0,0.0,36.0,0
+2021-07-10,34,E,2100-01-01,0,0.0,33.0,0
+2021-07-11,34,E,2100-01-01,0,0.0,37.0,0
+2021-07-12,34,E,2100-01-01,0,0.0,36.0,0
+2021-07-13,34,E,2100-01-01,0,0.0,38.0,0
+2021-07-14,34,E,2100-01-01,0,0.0,38.0,0
+2021-07-15,34,E,2100-01-01,0,0.0,38.0,0
+2021-07-16,34,E,2100-01-01,0,0.0,37.0,0
+2021-07-17,34,E,2100-01-01,0,0.0,38.0,0
+2021-07-18,34,E,2100-01-01,0,0.0,38.0,0
+2021-07-19,34,E,2100-01-01,0,0.0,38.0,0
+2021-07-20,34,E,2100-01-01,0,0.0,39.0,0
+2021-07-21,34,E,2100-01-01,0,0.0,38.0,0
+2021-07-22,34,E,2100-01-01,0,0.0,39.0,0
+2021-07-23,34,E,2100-01-01,0,0.0,40.0,0
+2021-07-24,34,E,2100-01-01,0,0.0,40.0,0
+2021-07-25,34,E,2100-01-01,0,0.0,40.0,0
+2021-07-26,34,E,2100-01-01,0,0.0,42.0,0
+2021-07-27,34,E,2100-01-01,0,0.0,44.0,0
+2021-07-28,34,E,2100-01-01,0,0.0,40.0,0
+2021-07-29,34,E,2100-01-01,0,0.0,42.0,0
+2021-07-30,34,E,2100-01-01,0,0.0,41.0,0
+2021-07-31,34,E,2100-01-01,0,0.0,43.0,0
+2021-05-01,35,W,2021-05-15,1,0.0,27.0,0
+2021-05-02,35,W,2021-05-15,1,0.0,29.0,0
+2021-05-03,35,W,2021-05-15,1,0.0,28.0,0
+2021-05-04,35,W,2021-05-15,1,0.0,27.0,0
+2021-05-05,35,W,2021-05-15,1,0.0,29.0,0
+2021-05-06,35,W,2021-05-15,1,0.0,28.0,0
+2021-05-07,35,W,2021-05-15,1,0.0,30.0,0
+2021-05-08,35,W,2021-05-15,1,0.0,28.0,0
+2021-05-09,35,W,2021-05-15,1,0.0,29.0,0
+2021-05-10,35,W,2021-05-15,1,0.0,29.0,0
+2021-05-11,35,W,2021-05-15,1,0.0,29.0,0
+2021-05-12,35,W,2021-05-15,1,0.0,29.0,0
+2021-05-13,35,W,2021-05-15,1,0.0,30.0,0
+2021-05-14,35,W,2021-05-15,1,0.0,30.0,0
+2021-05-15,35,W,2021-05-15,1,0.0,29.0,1
+2021-05-16,35,W,2021-05-15,1,0.7433583804599913,29.0,1
+2021-05-17,35,W,2021-05-15,1,1.4867167609199825,32.0,1
+2021-05-18,35,W,2021-05-15,1,2.23007514137997,33.0,1
+2021-05-19,35,W,2021-05-15,1,2.973433521839965,32.0,1
+2021-05-20,35,W,2021-05-15,1,3.7167919022999527,35.0,1
+2021-05-21,35,W,2021-05-15,1,3.7167919022999527,34.0,1
+2021-05-22,35,W,2021-05-15,1,3.7167919022999527,34.0,1
+2021-05-23,35,W,2021-05-15,1,3.7167919022999527,34.0,1
+2021-05-24,35,W,2021-05-15,1,3.7167919022999527,36.0,1
+2021-05-25,35,W,2021-05-15,1,3.7167919022999527,35.0,1
+2021-05-26,35,W,2021-05-15,1,3.7167919022999527,35.0,1
+2021-05-27,35,W,2021-05-15,1,3.7167919022999527,36.0,1
+2021-05-28,35,W,2021-05-15,1,3.7167919022999527,37.0,1
+2021-05-29,35,W,2021-05-15,1,3.7167919022999527,37.0,1
+2021-05-30,35,W,2021-05-15,1,3.7167919022999527,36.0,1
+2021-05-31,35,W,2021-05-15,1,3.7167919022999527,37.0,1
+2021-06-01,35,W,2021-05-15,1,3.7167919022999527,38.0,1
+2021-06-02,35,W,2021-05-15,1,3.7167919022999527,37.0,1
+2021-06-03,35,W,2021-05-15,1,3.7167919022999527,36.0,1
+2021-06-04,35,W,2021-05-15,1,3.7167919022999527,37.0,1
+2021-06-05,35,W,2021-05-15,1,3.7167919022999527,38.0,1
+2021-06-06,35,W,2021-05-15,1,3.7167919022999527,38.0,1
+2021-06-07,35,W,2021-05-15,1,3.7167919022999527,38.0,1
+2021-06-08,35,W,2021-05-15,1,3.7167919022999527,39.0,1
+2021-06-09,35,W,2021-05-15,1,3.7167919022999527,38.0,1
+2021-06-10,35,W,2021-05-15,1,3.7167919022999527,39.0,1
+2021-06-11,35,W,2021-05-15,1,3.7167919022999527,38.0,1
+2021-06-12,35,W,2021-05-15,1,3.7167919022999527,37.0,1
+2021-06-13,35,W,2021-05-15,1,3.7167919022999527,39.0,1
+2021-06-14,35,W,2021-05-15,1,3.7167919022999527,39.0,1
+2021-06-15,35,W,2021-05-15,1,3.7167919022999527,39.0,1
+2021-06-16,35,W,2021-05-15,1,3.7167919022999527,40.0,1
+2021-06-17,35,W,2021-05-15,1,3.7167919022999527,41.0,1
+2021-06-18,35,W,2021-05-15,1,3.7167919022999527,41.0,1
+2021-06-19,35,W,2021-05-15,1,3.7167919022999527,41.0,1
+2021-06-20,35,W,2021-05-15,1,3.7167919022999527,40.0,1
+2021-06-21,35,W,2021-05-15,1,3.7167919022999527,42.0,1
+2021-06-22,35,W,2021-05-15,1,3.7167919022999527,41.0,1
+2021-06-23,35,W,2021-05-15,1,3.7167919022999527,42.0,1
+2021-06-24,35,W,2021-05-15,1,3.7167919022999527,43.0,1
+2021-06-25,35,W,2021-05-15,1,3.7167919022999527,43.0,1
+2021-06-26,35,W,2021-05-15,1,3.7167919022999527,43.0,1
+2021-06-27,35,W,2021-05-15,1,3.7167919022999527,42.0,1
+2021-06-28,35,W,2021-05-15,1,3.7167919022999527,42.0,1
+2021-06-29,35,W,2021-05-15,1,3.7167919022999527,42.0,1
+2021-06-30,35,W,2021-05-15,1,3.7167919022999527,42.0,1
+2021-07-01,35,W,2021-05-15,1,3.7167919022999527,43.0,1
+2021-07-02,35,W,2021-05-15,1,3.7167919022999527,42.0,1
+2021-07-03,35,W,2021-05-15,1,3.7167919022999527,42.0,1
+2021-07-04,35,W,2021-05-15,1,3.7167919022999527,42.0,1
+2021-07-05,35,W,2021-05-15,1,3.7167919022999527,43.0,1
+2021-07-06,35,W,2021-05-15,1,3.7167919022999527,45.0,1
+2021-07-07,35,W,2021-05-15,1,3.7167919022999527,44.0,1
+2021-07-08,35,W,2021-05-15,1,3.7167919022999527,44.0,1
+2021-07-09,35,W,2021-05-15,1,3.7167919022999527,45.0,1
+2021-07-10,35,W,2021-05-15,1,3.7167919022999527,42.0,1
+2021-07-11,35,W,2021-05-15,1,3.7167919022999527,45.0,1
+2021-07-12,35,W,2021-05-15,1,3.7167919022999527,46.0,1
+2021-07-13,35,W,2021-05-15,1,3.7167919022999527,45.0,1
+2021-07-14,35,W,2021-05-15,1,3.7167919022999527,47.0,1
+2021-07-15,35,W,2021-05-15,1,3.7167919022999527,46.0,1
+2021-07-16,35,W,2021-05-15,1,3.7167919022999527,46.0,1
+2021-07-17,35,W,2021-05-15,1,3.7167919022999527,45.0,1
+2021-07-18,35,W,2021-05-15,1,3.7167919022999527,46.0,1
+2021-07-19,35,W,2021-05-15,1,3.7167919022999527,46.0,1
+2021-07-20,35,W,2021-05-15,1,3.7167919022999527,47.0,1
+2021-07-21,35,W,2021-05-15,1,3.7167919022999527,47.0,1
+2021-07-22,35,W,2021-05-15,1,3.7167919022999527,47.0,1
+2021-07-23,35,W,2021-05-15,1,3.7167919022999527,47.0,1
+2021-07-24,35,W,2021-05-15,1,3.7167919022999527,46.0,1
+2021-07-25,35,W,2021-05-15,1,3.7167919022999527,46.0,1
+2021-07-26,35,W,2021-05-15,1,3.7167919022999527,49.0,1
+2021-07-27,35,W,2021-05-15,1,3.7167919022999527,48.0,1
+2021-07-28,35,W,2021-05-15,1,3.7167919022999527,48.0,1
+2021-07-29,35,W,2021-05-15,1,3.7167919022999527,47.0,1
+2021-07-30,35,W,2021-05-15,1,3.7167919022999527,48.0,1
+2021-07-31,35,W,2021-05-15,1,3.7167919022999527,47.0,1
+2021-05-01,36,S,2100-01-01,0,0.0,52.0,0
+2021-05-02,36,S,2100-01-01,0,0.0,53.0,0
+2021-05-03,36,S,2100-01-01,0,0.0,52.0,0
+2021-05-04,36,S,2100-01-01,0,0.0,53.0,0
+2021-05-05,36,S,2100-01-01,0,0.0,53.0,0
+2021-05-06,36,S,2100-01-01,0,0.0,53.0,0
+2021-05-07,36,S,2100-01-01,0,0.0,51.0,0
+2021-05-08,36,S,2100-01-01,0,0.0,52.0,0
+2021-05-09,36,S,2100-01-01,0,0.0,52.0,0
+2021-05-10,36,S,2100-01-01,0,0.0,51.0,0
+2021-05-11,36,S,2100-01-01,0,0.0,51.0,0
+2021-05-12,36,S,2100-01-01,0,0.0,51.0,0
+2021-05-13,36,S,2100-01-01,0,0.0,51.0,0
+2021-05-14,36,S,2100-01-01,0,0.0,50.0,0
+2021-05-15,36,S,2100-01-01,0,0.0,51.0,0
+2021-05-16,36,S,2100-01-01,0,0.0,51.0,0
+2021-05-17,36,S,2100-01-01,0,0.0,54.0,0
+2021-05-18,36,S,2100-01-01,0,0.0,52.0,0
+2021-05-19,36,S,2100-01-01,0,0.0,51.0,0
+2021-05-20,36,S,2100-01-01,0,0.0,53.0,0
+2021-05-21,36,S,2100-01-01,0,0.0,51.0,0
+2021-05-22,36,S,2100-01-01,0,0.0,53.0,0
+2021-05-23,36,S,2100-01-01,0,0.0,53.0,0
+2021-05-24,36,S,2100-01-01,0,0.0,53.0,0
+2021-05-25,36,S,2100-01-01,0,0.0,54.0,0
+2021-05-26,36,S,2100-01-01,0,0.0,51.0,0
+2021-05-27,36,S,2100-01-01,0,0.0,53.0,0
+2021-05-28,36,S,2100-01-01,0,0.0,53.0,0
+2021-05-29,36,S,2100-01-01,0,0.0,52.0,0
+2021-05-30,36,S,2100-01-01,0,0.0,52.0,0
+2021-05-31,36,S,2100-01-01,0,0.0,52.0,0
+2021-06-01,36,S,2100-01-01,0,0.0,54.0,0
+2021-06-02,36,S,2100-01-01,0,0.0,53.0,0
+2021-06-03,36,S,2100-01-01,0,0.0,52.0,0
+2021-06-04,36,S,2100-01-01,0,0.0,53.0,0
+2021-06-05,36,S,2100-01-01,0,0.0,52.0,0
+2021-06-06,36,S,2100-01-01,0,0.0,51.0,0
+2021-06-07,36,S,2100-01-01,0,0.0,51.0,0
+2021-06-08,36,S,2100-01-01,0,0.0,52.0,0
+2021-06-09,36,S,2100-01-01,0,0.0,52.0,0
+2021-06-10,36,S,2100-01-01,0,0.0,53.0,0
+2021-06-11,36,S,2100-01-01,0,0.0,51.0,0
+2021-06-12,36,S,2100-01-01,0,0.0,51.0,0
+2021-06-13,36,S,2100-01-01,0,0.0,52.0,0
+2021-06-14,36,S,2100-01-01,0,0.0,53.0,0
+2021-06-15,36,S,2100-01-01,0,0.0,51.0,0
+2021-06-16,36,S,2100-01-01,0,0.0,53.0,0
+2021-06-17,36,S,2100-01-01,0,0.0,52.0,0
+2021-06-18,36,S,2100-01-01,0,0.0,52.0,0
+2021-06-19,36,S,2100-01-01,0,0.0,52.0,0
+2021-06-20,36,S,2100-01-01,0,0.0,53.0,0
+2021-06-21,36,S,2100-01-01,0,0.0,52.0,0
+2021-06-22,36,S,2100-01-01,0,0.0,53.0,0
+2021-06-23,36,S,2100-01-01,0,0.0,54.0,0
+2021-06-24,36,S,2100-01-01,0,0.0,53.0,0
+2021-06-25,36,S,2100-01-01,0,0.0,52.0,0
+2021-06-26,36,S,2100-01-01,0,0.0,53.0,0
+2021-06-27,36,S,2100-01-01,0,0.0,52.0,0
+2021-06-28,36,S,2100-01-01,0,0.0,52.0,0
+2021-06-29,36,S,2100-01-01,0,0.0,52.0,0
+2021-06-30,36,S,2100-01-01,0,0.0,53.0,0
+2021-07-01,36,S,2100-01-01,0,0.0,52.0,0
+2021-07-02,36,S,2100-01-01,0,0.0,52.0,0
+2021-07-03,36,S,2100-01-01,0,0.0,52.0,0
+2021-07-04,36,S,2100-01-01,0,0.0,52.0,0
+2021-07-05,36,S,2100-01-01,0,0.0,52.0,0
+2021-07-06,36,S,2100-01-01,0,0.0,53.0,0
+2021-07-07,36,S,2100-01-01,0,0.0,52.0,0
+2021-07-08,36,S,2100-01-01,0,0.0,52.0,0
+2021-07-09,36,S,2100-01-01,0,0.0,51.0,0
+2021-07-10,36,S,2100-01-01,0,0.0,51.0,0
+2021-07-11,36,S,2100-01-01,0,0.0,52.0,0
+2021-07-12,36,S,2100-01-01,0,0.0,52.0,0
+2021-07-13,36,S,2100-01-01,0,0.0,53.0,0
+2021-07-14,36,S,2100-01-01,0,0.0,51.0,0
+2021-07-15,36,S,2100-01-01,0,0.0,52.0,0
+2021-07-16,36,S,2100-01-01,0,0.0,51.0,0
+2021-07-17,36,S,2100-01-01,0,0.0,51.0,0
+2021-07-18,36,S,2100-01-01,0,0.0,52.0,0
+2021-07-19,36,S,2100-01-01,0,0.0,51.0,0
+2021-07-20,36,S,2100-01-01,0,0.0,53.0,0
+2021-07-21,36,S,2100-01-01,0,0.0,52.0,0
+2021-07-22,36,S,2100-01-01,0,0.0,52.0,0
+2021-07-23,36,S,2100-01-01,0,0.0,52.0,0
+2021-07-24,36,S,2100-01-01,0,0.0,53.0,0
+2021-07-25,36,S,2100-01-01,0,0.0,52.0,0
+2021-07-26,36,S,2100-01-01,0,0.0,52.0,0
+2021-07-27,36,S,2100-01-01,0,0.0,53.0,0
+2021-07-28,36,S,2100-01-01,0,0.0,51.0,0
+2021-07-29,36,S,2100-01-01,0,0.0,52.0,0
+2021-07-30,36,S,2100-01-01,0,0.0,51.0,0
+2021-07-31,36,S,2100-01-01,0,0.0,50.0,0
+2021-05-01,37,E,2021-06-04,1,0.0,18.0,0
+2021-05-02,37,E,2021-06-04,1,0.0,20.0,0
+2021-05-03,37,E,2021-06-04,1,0.0,21.0,0
+2021-05-04,37,E,2021-06-04,1,0.0,21.0,0
+2021-05-05,37,E,2021-06-04,1,0.0,21.0,0
+2021-05-06,37,E,2021-06-04,1,0.0,21.0,0
+2021-05-07,37,E,2021-06-04,1,0.0,21.0,0
+2021-05-08,37,E,2021-06-04,1,0.0,20.0,0
+2021-05-09,37,E,2021-06-04,1,0.0,22.0,0
+2021-05-10,37,E,2021-06-04,1,0.0,21.0,0
+2021-05-11,37,E,2021-06-04,1,0.0,21.0,0
+2021-05-12,37,E,2021-06-04,1,0.0,23.0,0
+2021-05-13,37,E,2021-06-04,1,0.0,22.0,0
+2021-05-14,37,E,2021-06-04,1,0.0,22.0,0
+2021-05-15,37,E,2021-06-04,1,0.0,22.0,0
+2021-05-16,37,E,2021-06-04,1,0.0,23.0,0
+2021-05-17,37,E,2021-06-04,1,0.0,25.0,0
+2021-05-18,37,E,2021-06-04,1,0.0,24.0,0
+2021-05-19,37,E,2021-06-04,1,0.0,23.0,0
+2021-05-20,37,E,2021-06-04,1,0.0,26.0,0
+2021-05-21,37,E,2021-06-04,1,0.0,24.0,0
+2021-05-22,37,E,2021-06-04,1,0.0,25.0,0
+2021-05-23,37,E,2021-06-04,1,0.0,26.0,0
+2021-05-24,37,E,2021-06-04,1,0.0,26.0,0
+2021-05-25,37,E,2021-06-04,1,0.0,27.0,0
+2021-05-26,37,E,2021-06-04,1,0.0,25.0,0
+2021-05-27,37,E,2021-06-04,1,0.0,28.0,0
+2021-05-28,37,E,2021-06-04,1,0.0,27.0,0
+2021-05-29,37,E,2021-06-04,1,0.0,27.0,0
+2021-05-30,37,E,2021-06-04,1,0.0,27.0,0
+2021-05-31,37,E,2021-06-04,1,0.0,28.0,0
+2021-06-01,37,E,2021-06-04,1,0.0,30.0,0
+2021-06-02,37,E,2021-06-04,1,0.0,31.0,0
+2021-06-03,37,E,2021-06-04,1,0.0,27.0,0
+2021-06-04,37,E,2021-06-04,1,0.0,29.0,1
+2021-06-05,37,E,2021-06-04,1,0.2624394742785974,28.0,1
+2021-06-06,37,E,2021-06-04,1,0.5248789485571947,29.0,1
+2021-06-07,37,E,2021-06-04,1,0.7873184228357886,30.0,1
+2021-06-08,37,E,2021-06-04,1,1.049757897114386,31.0,1
+2021-06-09,37,E,2021-06-04,1,1.3121973713929833,33.0,1
+2021-06-10,37,E,2021-06-04,1,1.3121973713929833,33.0,1
+2021-06-11,37,E,2021-06-04,1,1.3121973713929833,30.0,1
+2021-06-12,37,E,2021-06-04,1,1.3121973713929833,32.0,1
+2021-06-13,37,E,2021-06-04,1,1.3121973713929833,32.0,1
+2021-06-14,37,E,2021-06-04,1,1.3121973713929833,32.0,1
+2021-06-15,37,E,2021-06-04,1,1.3121973713929833,33.0,1
+2021-06-16,37,E,2021-06-04,1,1.3121973713929833,32.0,1
+2021-06-17,37,E,2021-06-04,1,1.3121973713929833,34.0,1
+2021-06-18,37,E,2021-06-04,1,1.3121973713929833,34.0,1
+2021-06-19,37,E,2021-06-04,1,1.3121973713929833,33.0,1
+2021-06-20,37,E,2021-06-04,1,1.3121973713929833,35.0,1
+2021-06-21,37,E,2021-06-04,1,1.3121973713929833,36.0,1
+2021-06-22,37,E,2021-06-04,1,1.3121973713929833,37.0,1
+2021-06-23,37,E,2021-06-04,1,1.3121973713929833,38.0,1
+2021-06-24,37,E,2021-06-04,1,1.3121973713929833,37.0,1
+2021-06-25,37,E,2021-06-04,1,1.3121973713929833,36.0,1
+2021-06-26,37,E,2021-06-04,1,1.3121973713929833,36.0,1
+2021-06-27,37,E,2021-06-04,1,1.3121973713929833,36.0,1
+2021-06-28,37,E,2021-06-04,1,1.3121973713929833,38.0,1
+2021-06-29,37,E,2021-06-04,1,1.3121973713929833,37.0,1
+2021-06-30,37,E,2021-06-04,1,1.3121973713929833,37.0,1
+2021-07-01,37,E,2021-06-04,1,1.3121973713929833,38.0,1
+2021-07-02,37,E,2021-06-04,1,1.3121973713929833,39.0,1
+2021-07-03,37,E,2021-06-04,1,1.3121973713929833,38.0,1
+2021-07-04,37,E,2021-06-04,1,1.3121973713929833,39.0,1
+2021-07-05,37,E,2021-06-04,1,1.3121973713929833,41.0,1
+2021-07-06,37,E,2021-06-04,1,1.3121973713929833,42.0,1
+2021-07-07,37,E,2021-06-04,1,1.3121973713929833,40.0,1
+2021-07-08,37,E,2021-06-04,1,1.3121973713929833,41.0,1
+2021-07-09,37,E,2021-06-04,1,1.3121973713929833,42.0,1
+2021-07-10,37,E,2021-06-04,1,1.3121973713929833,40.0,1
+2021-07-11,37,E,2021-06-04,1,1.3121973713929833,40.0,1
+2021-07-12,37,E,2021-06-04,1,1.3121973713929833,41.0,1
+2021-07-13,37,E,2021-06-04,1,1.3121973713929833,41.0,1
+2021-07-14,37,E,2021-06-04,1,1.3121973713929833,42.0,1
+2021-07-15,37,E,2021-06-04,1,1.3121973713929833,42.0,1
+2021-07-16,37,E,2021-06-04,1,1.3121973713929833,41.0,1
+2021-07-17,37,E,2021-06-04,1,1.3121973713929833,45.0,1
+2021-07-18,37,E,2021-06-04,1,1.3121973713929833,43.0,1
+2021-07-19,37,E,2021-06-04,1,1.3121973713929833,44.0,1
+2021-07-20,37,E,2021-06-04,1,1.3121973713929833,44.0,1
+2021-07-21,37,E,2021-06-04,1,1.3121973713929833,46.0,1
+2021-07-22,37,E,2021-06-04,1,1.3121973713929833,45.0,1
+2021-07-23,37,E,2021-06-04,1,1.3121973713929833,46.0,1
+2021-07-24,37,E,2021-06-04,1,1.3121973713929833,45.0,1
+2021-07-25,37,E,2021-06-04,1,1.3121973713929833,44.0,1
+2021-07-26,37,E,2021-06-04,1,1.3121973713929833,46.0,1
+2021-07-27,37,E,2021-06-04,1,1.3121973713929833,47.0,1
+2021-07-28,37,E,2021-06-04,1,1.3121973713929833,46.0,1
+2021-07-29,37,E,2021-06-04,1,1.3121973713929833,46.0,1
+2021-07-30,37,E,2021-06-04,1,1.3121973713929833,47.0,1
+2021-07-31,37,E,2021-06-04,1,1.3121973713929833,47.0,1
+2021-05-01,38,W,2100-01-01,0,0.0,24.0,0
+2021-05-02,38,W,2100-01-01,0,0.0,26.0,0
+2021-05-03,38,W,2100-01-01,0,0.0,26.0,0
+2021-05-04,38,W,2100-01-01,0,0.0,26.0,0
+2021-05-05,38,W,2100-01-01,0,0.0,27.0,0
+2021-05-06,38,W,2100-01-01,0,0.0,28.0,0
+2021-05-07,38,W,2100-01-01,0,0.0,26.0,0
+2021-05-08,38,W,2100-01-01,0,0.0,27.0,0
+2021-05-09,38,W,2100-01-01,0,0.0,26.0,0
+2021-05-10,38,W,2100-01-01,0,0.0,29.0,0
+2021-05-11,38,W,2100-01-01,0,0.0,28.0,0
+2021-05-12,38,W,2100-01-01,0,0.0,27.0,0
+2021-05-13,38,W,2100-01-01,0,0.0,28.0,0
+2021-05-14,38,W,2100-01-01,0,0.0,28.0,0
+2021-05-15,38,W,2100-01-01,0,0.0,28.0,0
+2021-05-16,38,W,2100-01-01,0,0.0,28.0,0
+2021-05-17,38,W,2100-01-01,0,0.0,29.0,0
+2021-05-18,38,W,2100-01-01,0,0.0,29.0,0
+2021-05-19,38,W,2100-01-01,0,0.0,28.0,0
+2021-05-20,38,W,2100-01-01,0,0.0,30.0,0
+2021-05-21,38,W,2100-01-01,0,0.0,29.0,0
+2021-05-22,38,W,2100-01-01,0,0.0,30.0,0
+2021-05-23,38,W,2100-01-01,0,0.0,31.0,0
+2021-05-24,38,W,2100-01-01,0,0.0,31.0,0
+2021-05-25,38,W,2100-01-01,0,0.0,31.0,0
+2021-05-26,38,W,2100-01-01,0,0.0,31.0,0
+2021-05-27,38,W,2100-01-01,0,0.0,30.0,0
+2021-05-28,38,W,2100-01-01,0,0.0,29.0,0
+2021-05-29,38,W,2100-01-01,0,0.0,31.0,0
+2021-05-30,38,W,2100-01-01,0,0.0,31.0,0
+2021-05-31,38,W,2100-01-01,0,0.0,32.0,0
+2021-06-01,38,W,2100-01-01,0,0.0,31.0,0
+2021-06-02,38,W,2100-01-01,0,0.0,33.0,0
+2021-06-03,38,W,2100-01-01,0,0.0,33.0,0
+2021-06-04,38,W,2100-01-01,0,0.0,32.0,0
+2021-06-05,38,W,2100-01-01,0,0.0,31.0,0
+2021-06-06,38,W,2100-01-01,0,0.0,32.0,0
+2021-06-07,38,W,2100-01-01,0,0.0,32.0,0
+2021-06-08,38,W,2100-01-01,0,0.0,31.0,0
+2021-06-09,38,W,2100-01-01,0,0.0,36.0,0
+2021-06-10,38,W,2100-01-01,0,0.0,33.0,0
+2021-06-11,38,W,2100-01-01,0,0.0,33.0,0
+2021-06-12,38,W,2100-01-01,0,0.0,34.0,0
+2021-06-13,38,W,2100-01-01,0,0.0,34.0,0
+2021-06-14,38,W,2100-01-01,0,0.0,35.0,0
+2021-06-15,38,W,2100-01-01,0,0.0,36.0,0
+2021-06-16,38,W,2100-01-01,0,0.0,34.0,0
+2021-06-17,38,W,2100-01-01,0,0.0,34.0,0
+2021-06-18,38,W,2100-01-01,0,0.0,34.0,0
+2021-06-19,38,W,2100-01-01,0,0.0,37.0,0
+2021-06-20,38,W,2100-01-01,0,0.0,34.0,0
+2021-06-21,38,W,2100-01-01,0,0.0,37.0,0
+2021-06-22,38,W,2100-01-01,0,0.0,36.0,0
+2021-06-23,38,W,2100-01-01,0,0.0,37.0,0
+2021-06-24,38,W,2100-01-01,0,0.0,37.0,0
+2021-06-25,38,W,2100-01-01,0,0.0,37.0,0
+2021-06-26,38,W,2100-01-01,0,0.0,36.0,0
+2021-06-27,38,W,2100-01-01,0,0.0,38.0,0
+2021-06-28,38,W,2100-01-01,0,0.0,37.0,0
+2021-06-29,38,W,2100-01-01,0,0.0,39.0,0
+2021-06-30,38,W,2100-01-01,0,0.0,37.0,0
+2021-07-01,38,W,2100-01-01,0,0.0,39.0,0
+2021-07-02,38,W,2100-01-01,0,0.0,38.0,0
+2021-07-03,38,W,2100-01-01,0,0.0,36.0,0
+2021-07-04,38,W,2100-01-01,0,0.0,38.0,0
+2021-07-05,38,W,2100-01-01,0,0.0,39.0,0
+2021-07-06,38,W,2100-01-01,0,0.0,39.0,0
+2021-07-07,38,W,2100-01-01,0,0.0,41.0,0
+2021-07-08,38,W,2100-01-01,0,0.0,38.0,0
+2021-07-09,38,W,2100-01-01,0,0.0,39.0,0
+2021-07-10,38,W,2100-01-01,0,0.0,38.0,0
+2021-07-11,38,W,2100-01-01,0,0.0,38.0,0
+2021-07-12,38,W,2100-01-01,0,0.0,39.0,0
+2021-07-13,38,W,2100-01-01,0,0.0,39.0,0
+2021-07-14,38,W,2100-01-01,0,0.0,42.0,0
+2021-07-15,38,W,2100-01-01,0,0.0,41.0,0
+2021-07-16,38,W,2100-01-01,0,0.0,40.0,0
+2021-07-17,38,W,2100-01-01,0,0.0,41.0,0
+2021-07-18,38,W,2100-01-01,0,0.0,40.0,0
+2021-07-19,38,W,2100-01-01,0,0.0,43.0,0
+2021-07-20,38,W,2100-01-01,0,0.0,43.0,0
+2021-07-21,38,W,2100-01-01,0,0.0,41.0,0
+2021-07-22,38,W,2100-01-01,0,0.0,42.0,0
+2021-07-23,38,W,2100-01-01,0,0.0,42.0,0
+2021-07-24,38,W,2100-01-01,0,0.0,42.0,0
+2021-07-25,38,W,2100-01-01,0,0.0,41.0,0
+2021-07-26,38,W,2100-01-01,0,0.0,42.0,0
+2021-07-27,38,W,2100-01-01,0,0.0,42.0,0
+2021-07-28,38,W,2100-01-01,0,0.0,42.0,0
+2021-07-29,38,W,2100-01-01,0,0.0,43.0,0
+2021-07-30,38,W,2100-01-01,0,0.0,42.0,0
+2021-07-31,38,W,2100-01-01,0,0.0,43.0,0
+2021-05-01,39,S,2100-01-01,0,0.0,52.0,0
+2021-05-02,39,S,2100-01-01,0,0.0,53.0,0
+2021-05-03,39,S,2100-01-01,0,0.0,52.0,0
+2021-05-04,39,S,2100-01-01,0,0.0,51.0,0
+2021-05-05,39,S,2100-01-01,0,0.0,53.0,0
+2021-05-06,39,S,2100-01-01,0,0.0,53.0,0
+2021-05-07,39,S,2100-01-01,0,0.0,53.0,0
+2021-05-08,39,S,2100-01-01,0,0.0,51.0,0
+2021-05-09,39,S,2100-01-01,0,0.0,52.0,0
+2021-05-10,39,S,2100-01-01,0,0.0,53.0,0
+2021-05-11,39,S,2100-01-01,0,0.0,51.0,0
+2021-05-12,39,S,2100-01-01,0,0.0,51.0,0
+2021-05-13,39,S,2100-01-01,0,0.0,51.0,0
+2021-05-14,39,S,2100-01-01,0,0.0,50.0,0
+2021-05-15,39,S,2100-01-01,0,0.0,52.0,0
+2021-05-16,39,S,2100-01-01,0,0.0,50.0,0
+2021-05-17,39,S,2100-01-01,0,0.0,53.0,0
+2021-05-18,39,S,2100-01-01,0,0.0,51.0,0
+2021-05-19,39,S,2100-01-01,0,0.0,51.0,0
+2021-05-20,39,S,2100-01-01,0,0.0,52.0,0
+2021-05-21,39,S,2100-01-01,0,0.0,52.0,0
+2021-05-22,39,S,2100-01-01,0,0.0,52.0,0
+2021-05-23,39,S,2100-01-01,0,0.0,52.0,0
+2021-05-24,39,S,2100-01-01,0,0.0,54.0,0
+2021-05-25,39,S,2100-01-01,0,0.0,53.0,0
+2021-05-26,39,S,2100-01-01,0,0.0,53.0,0
+2021-05-27,39,S,2100-01-01,0,0.0,52.0,0
+2021-05-28,39,S,2100-01-01,0,0.0,53.0,0
+2021-05-29,39,S,2100-01-01,0,0.0,53.0,0
+2021-05-30,39,S,2100-01-01,0,0.0,49.0,0
+2021-05-31,39,S,2100-01-01,0,0.0,53.0,0
+2021-06-01,39,S,2100-01-01,0,0.0,52.0,0
+2021-06-02,39,S,2100-01-01,0,0.0,53.0,0
+2021-06-03,39,S,2100-01-01,0,0.0,51.0,0
+2021-06-04,39,S,2100-01-01,0,0.0,51.0,0
+2021-06-05,39,S,2100-01-01,0,0.0,51.0,0
+2021-06-06,39,S,2100-01-01,0,0.0,53.0,0
+2021-06-07,39,S,2100-01-01,0,0.0,52.0,0
+2021-06-08,39,S,2100-01-01,0,0.0,51.0,0
+2021-06-09,39,S,2100-01-01,0,0.0,52.0,0
+2021-06-10,39,S,2100-01-01,0,0.0,51.0,0
+2021-06-11,39,S,2100-01-01,0,0.0,51.0,0
+2021-06-12,39,S,2100-01-01,0,0.0,51.0,0
+2021-06-13,39,S,2100-01-01,0,0.0,52.0,0
+2021-06-14,39,S,2100-01-01,0,0.0,52.0,0
+2021-06-15,39,S,2100-01-01,0,0.0,52.0,0
+2021-06-16,39,S,2100-01-01,0,0.0,52.0,0
+2021-06-17,39,S,2100-01-01,0,0.0,52.0,0
+2021-06-18,39,S,2100-01-01,0,0.0,52.0,0
+2021-06-19,39,S,2100-01-01,0,0.0,52.0,0
+2021-06-20,39,S,2100-01-01,0,0.0,53.0,0
+2021-06-21,39,S,2100-01-01,0,0.0,53.0,0
+2021-06-22,39,S,2100-01-01,0,0.0,53.0,0
+2021-06-23,39,S,2100-01-01,0,0.0,50.0,0
+2021-06-24,39,S,2100-01-01,0,0.0,52.0,0
+2021-06-25,39,S,2100-01-01,0,0.0,52.0,0
+2021-06-26,39,S,2100-01-01,0,0.0,51.0,0
+2021-06-27,39,S,2100-01-01,0,0.0,51.0,0
+2021-06-28,39,S,2100-01-01,0,0.0,52.0,0
+2021-06-29,39,S,2100-01-01,0,0.0,52.0,0
+2021-06-30,39,S,2100-01-01,0,0.0,52.0,0
+2021-07-01,39,S,2100-01-01,0,0.0,52.0,0
+2021-07-02,39,S,2100-01-01,0,0.0,52.0,0
+2021-07-03,39,S,2100-01-01,0,0.0,50.0,0
+2021-07-04,39,S,2100-01-01,0,0.0,51.0,0
+2021-07-05,39,S,2100-01-01,0,0.0,52.0,0
+2021-07-06,39,S,2100-01-01,0,0.0,51.0,0
+2021-07-07,39,S,2100-01-01,0,0.0,52.0,0
+2021-07-08,39,S,2100-01-01,0,0.0,51.0,0
+2021-07-09,39,S,2100-01-01,0,0.0,52.0,0
+2021-07-10,39,S,2100-01-01,0,0.0,51.0,0
+2021-07-11,39,S,2100-01-01,0,0.0,52.0,0
+2021-07-12,39,S,2100-01-01,0,0.0,52.0,0
+2021-07-13,39,S,2100-01-01,0,0.0,52.0,0
+2021-07-14,39,S,2100-01-01,0,0.0,52.0,0
+2021-07-15,39,S,2100-01-01,0,0.0,52.0,0
+2021-07-16,39,S,2100-01-01,0,0.0,50.0,0
+2021-07-17,39,S,2100-01-01,0,0.0,52.0,0
+2021-07-18,39,S,2100-01-01,0,0.0,52.0,0
+2021-07-19,39,S,2100-01-01,0,0.0,51.0,0
+2021-07-20,39,S,2100-01-01,0,0.0,52.0,0
+2021-07-21,39,S,2100-01-01,0,0.0,52.0,0
+2021-07-22,39,S,2100-01-01,0,0.0,51.0,0
+2021-07-23,39,S,2100-01-01,0,0.0,52.0,0
+2021-07-24,39,S,2100-01-01,0,0.0,50.0,0
+2021-07-25,39,S,2100-01-01,0,0.0,50.0,0
+2021-07-26,39,S,2100-01-01,0,0.0,54.0,0
+2021-07-27,39,S,2100-01-01,0,0.0,51.0,0
+2021-07-28,39,S,2100-01-01,0,0.0,53.0,0
+2021-07-29,39,S,2100-01-01,0,0.0,52.0,0
+2021-07-30,39,S,2100-01-01,0,0.0,52.0,0
+2021-07-31,39,S,2100-01-01,0,0.0,52.0,0
+2021-05-01,40,E,2021-06-20,1,0.0,19.0,0
+2021-05-02,40,E,2021-06-20,1,0.0,20.0,0
+2021-05-03,40,E,2021-06-20,1,0.0,20.0,0
+2021-05-04,40,E,2021-06-20,1,0.0,19.0,0
+2021-05-05,40,E,2021-06-20,1,0.0,20.0,0
+2021-05-06,40,E,2021-06-20,1,0.0,23.0,0
+2021-05-07,40,E,2021-06-20,1,0.0,21.0,0
+2021-05-08,40,E,2021-06-20,1,0.0,20.0,0
+2021-05-09,40,E,2021-06-20,1,0.0,22.0,0
+2021-05-10,40,E,2021-06-20,1,0.0,24.0,0
+2021-05-11,40,E,2021-06-20,1,0.0,22.0,0
+2021-05-12,40,E,2021-06-20,1,0.0,21.0,0
+2021-05-13,40,E,2021-06-20,1,0.0,22.0,0
+2021-05-14,40,E,2021-06-20,1,0.0,21.0,0
+2021-05-15,40,E,2021-06-20,1,0.0,23.0,0
+2021-05-16,40,E,2021-06-20,1,0.0,21.0,0
+2021-05-17,40,E,2021-06-20,1,0.0,24.0,0
+2021-05-18,40,E,2021-06-20,1,0.0,25.0,0
+2021-05-19,40,E,2021-06-20,1,0.0,25.0,0
+2021-05-20,40,E,2021-06-20,1,0.0,26.0,0
+2021-05-21,40,E,2021-06-20,1,0.0,25.0,0
+2021-05-22,40,E,2021-06-20,1,0.0,26.0,0
+2021-05-23,40,E,2021-06-20,1,0.0,25.0,0
+2021-05-24,40,E,2021-06-20,1,0.0,27.0,0
+2021-05-25,40,E,2021-06-20,1,0.0,28.0,0
+2021-05-26,40,E,2021-06-20,1,0.0,27.0,0
+2021-05-27,40,E,2021-06-20,1,0.0,27.0,0
+2021-05-28,40,E,2021-06-20,1,0.0,27.0,0
+2021-05-29,40,E,2021-06-20,1,0.0,28.0,0
+2021-05-30,40,E,2021-06-20,1,0.0,29.0,0
+2021-05-31,40,E,2021-06-20,1,0.0,28.0,0
+2021-06-01,40,E,2021-06-20,1,0.0,29.0,0
+2021-06-02,40,E,2021-06-20,1,0.0,30.0,0
+2021-06-03,40,E,2021-06-20,1,0.0,30.0,0
+2021-06-04,40,E,2021-06-20,1,0.0,28.0,0
+2021-06-05,40,E,2021-06-20,1,0.0,30.0,0
+2021-06-06,40,E,2021-06-20,1,0.0,30.0,0
+2021-06-07,40,E,2021-06-20,1,0.0,31.0,0
+2021-06-08,40,E,2021-06-20,1,0.0,33.0,0
+2021-06-09,40,E,2021-06-20,1,0.0,32.0,0
+2021-06-10,40,E,2021-06-20,1,0.0,31.0,0
+2021-06-11,40,E,2021-06-20,1,0.0,31.0,0
+2021-06-12,40,E,2021-06-20,1,0.0,31.0,0
+2021-06-13,40,E,2021-06-20,1,0.0,32.0,0
+2021-06-14,40,E,2021-06-20,1,0.0,32.0,0
+2021-06-15,40,E,2021-06-20,1,0.0,33.0,0
+2021-06-16,40,E,2021-06-20,1,0.0,33.0,0
+2021-06-17,40,E,2021-06-20,1,0.0,33.0,0
+2021-06-18,40,E,2021-06-20,1,0.0,34.0,0
+2021-06-19,40,E,2021-06-20,1,0.0,33.0,0
+2021-06-20,40,E,2021-06-20,1,0.0,32.0,1
+2021-06-21,40,E,2021-06-20,1,1.150219035938889,36.0,1
+2021-06-22,40,E,2021-06-20,1,2.300438071877778,38.0,1
+2021-06-23,40,E,2021-06-20,1,3.4506571078166672,40.0,1
+2021-06-24,40,E,2021-06-20,1,4.600876143755556,39.0,1
+2021-06-25,40,E,2021-06-20,1,5.751095179694445,42.0,1
+2021-06-26,40,E,2021-06-20,1,5.751095179694445,42.0,1
+2021-06-27,40,E,2021-06-20,1,5.751095179694445,42.0,1
+2021-06-28,40,E,2021-06-20,1,5.751095179694445,42.0,1
+2021-06-29,40,E,2021-06-20,1,5.751095179694445,44.0,1
+2021-06-30,40,E,2021-06-20,1,5.751095179694445,42.0,1
+2021-07-01,40,E,2021-06-20,1,5.751095179694445,44.0,1
+2021-07-02,40,E,2021-06-20,1,5.751095179694445,44.0,1
+2021-07-03,40,E,2021-06-20,1,5.751095179694445,42.0,1
+2021-07-04,40,E,2021-06-20,1,5.751095179694445,45.0,1
+2021-07-05,40,E,2021-06-20,1,5.751095179694445,45.0,1
+2021-07-06,40,E,2021-06-20,1,5.751095179694445,46.0,1
+2021-07-07,40,E,2021-06-20,1,5.751095179694445,47.0,1
+2021-07-08,40,E,2021-06-20,1,5.751095179694445,47.0,1
+2021-07-09,40,E,2021-06-20,1,5.751095179694445,47.0,1
+2021-07-10,40,E,2021-06-20,1,5.751095179694445,45.0,1
+2021-07-11,40,E,2021-06-20,1,5.751095179694445,46.0,1
+2021-07-12,40,E,2021-06-20,1,5.751095179694445,47.0,1
+2021-07-13,40,E,2021-06-20,1,5.751095179694445,47.0,1
+2021-07-14,40,E,2021-06-20,1,5.751095179694445,48.0,1
+2021-07-15,40,E,2021-06-20,1,5.751095179694445,47.0,1
+2021-07-16,40,E,2021-06-20,1,5.751095179694445,48.0,1
+2021-07-17,40,E,2021-06-20,1,5.751095179694445,48.0,1
+2021-07-18,40,E,2021-06-20,1,5.751095179694445,48.0,1
+2021-07-19,40,E,2021-06-20,1,5.751095179694445,49.0,1
+2021-07-20,40,E,2021-06-20,1,5.751095179694445,48.0,1
+2021-07-21,40,E,2021-06-20,1,5.751095179694445,48.0,1
+2021-07-22,40,E,2021-06-20,1,5.751095179694445,50.0,1
+2021-07-23,40,E,2021-06-20,1,5.751095179694445,51.0,1
+2021-07-24,40,E,2021-06-20,1,5.751095179694445,49.0,1
+2021-07-25,40,E,2021-06-20,1,5.751095179694445,50.0,1
+2021-07-26,40,E,2021-06-20,1,5.751095179694445,52.0,1
+2021-07-27,40,E,2021-06-20,1,5.751095179694445,51.0,1
+2021-07-28,40,E,2021-06-20,1,5.751095179694445,53.0,1
+2021-07-29,40,E,2021-06-20,1,5.751095179694445,52.0,1
+2021-07-30,40,E,2021-06-20,1,5.751095179694445,50.0,1
+2021-07-31,40,E,2021-06-20,1,5.751095179694445,53.0,1
+2021-05-01,41,S,2021-06-20,1,0.0,49.0,0
+2021-05-02,41,S,2021-06-20,1,0.0,49.0,0
+2021-05-03,41,S,2021-06-20,1,0.0,48.0,0
+2021-05-04,41,S,2021-06-20,1,0.0,49.0,0
+2021-05-05,41,S,2021-06-20,1,0.0,49.0,0
+2021-05-06,41,S,2021-06-20,1,0.0,49.0,0
+2021-05-07,41,S,2021-06-20,1,0.0,48.0,0
+2021-05-08,41,S,2021-06-20,1,0.0,48.0,0
+2021-05-09,41,S,2021-06-20,1,0.0,49.0,0
+2021-05-10,41,S,2021-06-20,1,0.0,50.0,0
+2021-05-11,41,S,2021-06-20,1,0.0,49.0,0
+2021-05-12,41,S,2021-06-20,1,0.0,49.0,0
+2021-05-13,41,S,2021-06-20,1,0.0,48.0,0
+2021-05-14,41,S,2021-06-20,1,0.0,47.0,0
+2021-05-15,41,S,2021-06-20,1,0.0,50.0,0
+2021-05-16,41,S,2021-06-20,1,0.0,49.0,0
+2021-05-17,41,S,2021-06-20,1,0.0,52.0,0
+2021-05-18,41,S,2021-06-20,1,0.0,51.0,0
+2021-05-19,41,S,2021-06-20,1,0.0,48.0,0
+2021-05-20,41,S,2021-06-20,1,0.0,51.0,0
+2021-05-21,41,S,2021-06-20,1,0.0,48.0,0
+2021-05-22,41,S,2021-06-20,1,0.0,48.0,0
+2021-05-23,41,S,2021-06-20,1,0.0,50.0,0
+2021-05-24,41,S,2021-06-20,1,0.0,50.0,0
+2021-05-25,41,S,2021-06-20,1,0.0,49.0,0
+2021-05-26,41,S,2021-06-20,1,0.0,48.0,0
+2021-05-27,41,S,2021-06-20,1,0.0,49.0,0
+2021-05-28,41,S,2021-06-20,1,0.0,49.0,0
+2021-05-29,41,S,2021-06-20,1,0.0,48.0,0
+2021-05-30,41,S,2021-06-20,1,0.0,49.0,0
+2021-05-31,41,S,2021-06-20,1,0.0,51.0,0
+2021-06-01,41,S,2021-06-20,1,0.0,49.0,0
+2021-06-02,41,S,2021-06-20,1,0.0,50.0,0
+2021-06-03,41,S,2021-06-20,1,0.0,49.0,0
+2021-06-04,41,S,2021-06-20,1,0.0,48.0,0
+2021-06-05,41,S,2021-06-20,1,0.0,50.0,0
+2021-06-06,41,S,2021-06-20,1,0.0,49.0,0
+2021-06-07,41,S,2021-06-20,1,0.0,49.0,0
+2021-06-08,41,S,2021-06-20,1,0.0,50.0,0
+2021-06-09,41,S,2021-06-20,1,0.0,49.0,0
+2021-06-10,41,S,2021-06-20,1,0.0,49.0,0
+2021-06-11,41,S,2021-06-20,1,0.0,49.0,0
+2021-06-12,41,S,2021-06-20,1,0.0,48.0,0
+2021-06-13,41,S,2021-06-20,1,0.0,50.0,0
+2021-06-14,41,S,2021-06-20,1,0.0,49.0,0
+2021-06-15,41,S,2021-06-20,1,0.0,49.0,0
+2021-06-16,41,S,2021-06-20,1,0.0,48.0,0
+2021-06-17,41,S,2021-06-20,1,0.0,50.0,0
+2021-06-18,41,S,2021-06-20,1,0.0,50.0,0
+2021-06-19,41,S,2021-06-20,1,0.0,50.0,0
+2021-06-20,41,S,2021-06-20,1,0.0,48.0,1
+2021-06-21,41,S,2021-06-20,1,0.9416711954674568,50.0,1
+2021-06-22,41,S,2021-06-20,1,1.8833423909349136,52.0,1
+2021-06-23,41,S,2021-06-20,1,2.8250135864023704,51.0,1
+2021-06-24,41,S,2021-06-20,1,3.7666847818698272,53.0,1
+2021-06-25,41,S,2021-06-20,1,4.708355977337277,55.0,1
+2021-06-26,41,S,2021-06-20,1,4.708355977337277,54.0,1
+2021-06-27,41,S,2021-06-20,1,4.708355977337277,54.0,1
+2021-06-28,41,S,2021-06-20,1,4.708355977337277,54.0,1
+2021-06-29,41,S,2021-06-20,1,4.708355977337277,56.0,1
+2021-06-30,41,S,2021-06-20,1,4.708355977337277,53.0,1
+2021-07-01,41,S,2021-06-20,1,4.708355977337277,55.0,1
+2021-07-02,41,S,2021-06-20,1,4.708355977337277,53.0,1
+2021-07-03,41,S,2021-06-20,1,4.708355977337277,53.0,1
+2021-07-04,41,S,2021-06-20,1,4.708355977337277,54.0,1
+2021-07-05,41,S,2021-06-20,1,4.708355977337277,55.0,1
+2021-07-06,41,S,2021-06-20,1,4.708355977337277,55.0,1
+2021-07-07,41,S,2021-06-20,1,4.708355977337277,54.0,1
+2021-07-08,41,S,2021-06-20,1,4.708355977337277,53.0,1
+2021-07-09,41,S,2021-06-20,1,4.708355977337277,53.0,1
+2021-07-10,41,S,2021-06-20,1,4.708355977337277,52.0,1
+2021-07-11,41,S,2021-06-20,1,4.708355977337277,53.0,1
+2021-07-12,41,S,2021-06-20,1,4.708355977337277,53.0,1
+2021-07-13,41,S,2021-06-20,1,4.708355977337277,53.0,1
+2021-07-14,41,S,2021-06-20,1,4.708355977337277,55.0,1
+2021-07-15,41,S,2021-06-20,1,4.708355977337277,54.0,1
+2021-07-16,41,S,2021-06-20,1,4.708355977337277,54.0,1
+2021-07-17,41,S,2021-06-20,1,4.708355977337277,53.0,1
+2021-07-18,41,S,2021-06-20,1,4.708355977337277,55.0,1
+2021-07-19,41,S,2021-06-20,1,4.708355977337277,53.0,1
+2021-07-20,41,S,2021-06-20,1,4.708355977337277,53.0,1
+2021-07-21,41,S,2021-06-20,1,4.708355977337277,53.0,1
+2021-07-22,41,S,2021-06-20,1,4.708355977337277,54.0,1
+2021-07-23,41,S,2021-06-20,1,4.708355977337277,53.0,1
+2021-07-24,41,S,2021-06-20,1,4.708355977337277,54.0,1
+2021-07-25,41,S,2021-06-20,1,4.708355977337277,52.0,1
+2021-07-26,41,S,2021-06-20,1,4.708355977337277,55.0,1
+2021-07-27,41,S,2021-06-20,1,4.708355977337277,55.0,1
+2021-07-28,41,S,2021-06-20,1,4.708355977337277,53.0,1
+2021-07-29,41,S,2021-06-20,1,4.708355977337277,56.0,1
+2021-07-30,41,S,2021-06-20,1,4.708355977337277,53.0,1
+2021-07-31,41,S,2021-06-20,1,4.708355977337277,51.0,1
+2021-05-01,42,N,2100-01-01,0,0.0,43.0,0
+2021-05-02,42,N,2100-01-01,0,0.0,42.0,0
+2021-05-03,42,N,2100-01-01,0,0.0,41.0,0
+2021-05-04,42,N,2100-01-01,0,0.0,41.0,0
+2021-05-05,42,N,2100-01-01,0,0.0,43.0,0
+2021-05-06,42,N,2100-01-01,0,0.0,43.0,0
+2021-05-07,42,N,2100-01-01,0,0.0,42.0,0
+2021-05-08,42,N,2100-01-01,0,0.0,40.0,0
+2021-05-09,42,N,2100-01-01,0,0.0,42.0,0
+2021-05-10,42,N,2100-01-01,0,0.0,43.0,0
+2021-05-11,42,N,2100-01-01,0,0.0,43.0,0
+2021-05-12,42,N,2100-01-01,0,0.0,42.0,0
+2021-05-13,42,N,2100-01-01,0,0.0,42.0,0
+2021-05-14,42,N,2100-01-01,0,0.0,42.0,0
+2021-05-15,42,N,2100-01-01,0,0.0,42.0,0
+2021-05-16,42,N,2100-01-01,0,0.0,42.0,0
+2021-05-17,42,N,2100-01-01,0,0.0,44.0,0
+2021-05-18,42,N,2100-01-01,0,0.0,44.0,0
+2021-05-19,42,N,2100-01-01,0,0.0,42.0,0
+2021-05-20,42,N,2100-01-01,0,0.0,45.0,0
+2021-05-21,42,N,2100-01-01,0,0.0,42.0,0
+2021-05-22,42,N,2100-01-01,0,0.0,43.0,0
+2021-05-23,42,N,2100-01-01,0,0.0,44.0,0
+2021-05-24,42,N,2100-01-01,0,0.0,45.0,0
+2021-05-25,42,N,2100-01-01,0,0.0,43.0,0
+2021-05-26,42,N,2100-01-01,0,0.0,45.0,0
+2021-05-27,42,N,2100-01-01,0,0.0,44.0,0
+2021-05-28,42,N,2100-01-01,0,0.0,45.0,0
+2021-05-29,42,N,2100-01-01,0,0.0,44.0,0
+2021-05-30,42,N,2100-01-01,0,0.0,45.0,0
+2021-05-31,42,N,2100-01-01,0,0.0,45.0,0
+2021-06-01,42,N,2100-01-01,0,0.0,45.0,0
+2021-06-02,42,N,2100-01-01,0,0.0,45.0,0
+2021-06-03,42,N,2100-01-01,0,0.0,44.0,0
+2021-06-04,42,N,2100-01-01,0,0.0,44.0,0
+2021-06-05,42,N,2100-01-01,0,0.0,45.0,0
+2021-06-06,42,N,2100-01-01,0,0.0,46.0,0
+2021-06-07,42,N,2100-01-01,0,0.0,45.0,0
+2021-06-08,42,N,2100-01-01,0,0.0,45.0,0
+2021-06-09,42,N,2100-01-01,0,0.0,45.0,0
+2021-06-10,42,N,2100-01-01,0,0.0,46.0,0
+2021-06-11,42,N,2100-01-01,0,0.0,46.0,0
+2021-06-12,42,N,2100-01-01,0,0.0,45.0,0
+2021-06-13,42,N,2100-01-01,0,0.0,45.0,0
+2021-06-14,42,N,2100-01-01,0,0.0,46.0,0
+2021-06-15,42,N,2100-01-01,0,0.0,46.0,0
+2021-06-16,42,N,2100-01-01,0,0.0,47.0,0
+2021-06-17,42,N,2100-01-01,0,0.0,47.0,0
+2021-06-18,42,N,2100-01-01,0,0.0,45.0,0
+2021-06-19,42,N,2100-01-01,0,0.0,46.0,0
+2021-06-20,42,N,2100-01-01,0,0.0,46.0,0
+2021-06-21,42,N,2100-01-01,0,0.0,47.0,0
+2021-06-22,42,N,2100-01-01,0,0.0,46.0,0
+2021-06-23,42,N,2100-01-01,0,0.0,48.0,0
+2021-06-24,42,N,2100-01-01,0,0.0,47.0,0
+2021-06-25,42,N,2100-01-01,0,0.0,48.0,0
+2021-06-26,42,N,2100-01-01,0,0.0,48.0,0
+2021-06-27,42,N,2100-01-01,0,0.0,47.0,0
+2021-06-28,42,N,2100-01-01,0,0.0,47.0,0
+2021-06-29,42,N,2100-01-01,0,0.0,48.0,0
+2021-06-30,42,N,2100-01-01,0,0.0,47.0,0
+2021-07-01,42,N,2100-01-01,0,0.0,48.0,0
+2021-07-02,42,N,2100-01-01,0,0.0,47.0,0
+2021-07-03,42,N,2100-01-01,0,0.0,47.0,0
+2021-07-04,42,N,2100-01-01,0,0.0,48.0,0
+2021-07-05,42,N,2100-01-01,0,0.0,48.0,0
+2021-07-06,42,N,2100-01-01,0,0.0,48.0,0
+2021-07-07,42,N,2100-01-01,0,0.0,49.0,0
+2021-07-08,42,N,2100-01-01,0,0.0,48.0,0
+2021-07-09,42,N,2100-01-01,0,0.0,47.0,0
+2021-07-10,42,N,2100-01-01,0,0.0,47.0,0
+2021-07-11,42,N,2100-01-01,0,0.0,49.0,0
+2021-07-12,42,N,2100-01-01,0,0.0,48.0,0
+2021-07-13,42,N,2100-01-01,0,0.0,46.0,0
+2021-07-14,42,N,2100-01-01,0,0.0,49.0,0
+2021-07-15,42,N,2100-01-01,0,0.0,48.0,0
+2021-07-16,42,N,2100-01-01,0,0.0,47.0,0
+2021-07-17,42,N,2100-01-01,0,0.0,48.0,0
+2021-07-18,42,N,2100-01-01,0,0.0,49.0,0
+2021-07-19,42,N,2100-01-01,0,0.0,51.0,0
+2021-07-20,42,N,2100-01-01,0,0.0,48.0,0
+2021-07-21,42,N,2100-01-01,0,0.0,49.0,0
+2021-07-22,42,N,2100-01-01,0,0.0,50.0,0
+2021-07-23,42,N,2100-01-01,0,0.0,50.0,0
+2021-07-24,42,N,2100-01-01,0,0.0,49.0,0
+2021-07-25,42,N,2100-01-01,0,0.0,49.0,0
+2021-07-26,42,N,2100-01-01,0,0.0,50.0,0
+2021-07-27,42,N,2100-01-01,0,0.0,51.0,0
+2021-07-28,42,N,2100-01-01,0,0.0,51.0,0
+2021-07-29,42,N,2100-01-01,0,0.0,50.0,0
+2021-07-30,42,N,2100-01-01,0,0.0,48.0,0
+2021-07-31,42,N,2100-01-01,0,0.0,51.0,0
+2021-05-01,43,S,2100-01-01,0,0.0,49.0,0
+2021-05-02,43,S,2100-01-01,0,0.0,50.0,0
+2021-05-03,43,S,2100-01-01,0,0.0,51.0,0
+2021-05-04,43,S,2100-01-01,0,0.0,49.0,0
+2021-05-05,43,S,2100-01-01,0,0.0,51.0,0
+2021-05-06,43,S,2100-01-01,0,0.0,50.0,0
+2021-05-07,43,S,2100-01-01,0,0.0,50.0,0
+2021-05-08,43,S,2100-01-01,0,0.0,48.0,0
+2021-05-09,43,S,2100-01-01,0,0.0,50.0,0
+2021-05-10,43,S,2100-01-01,0,0.0,51.0,0
+2021-05-11,43,S,2100-01-01,0,0.0,50.0,0
+2021-05-12,43,S,2100-01-01,0,0.0,48.0,0
+2021-05-13,43,S,2100-01-01,0,0.0,49.0,0
+2021-05-14,43,S,2100-01-01,0,0.0,48.0,0
+2021-05-15,43,S,2100-01-01,0,0.0,50.0,0
+2021-05-16,43,S,2100-01-01,0,0.0,49.0,0
+2021-05-17,43,S,2100-01-01,0,0.0,51.0,0
+2021-05-18,43,S,2100-01-01,0,0.0,51.0,0
+2021-05-19,43,S,2100-01-01,0,0.0,48.0,0
+2021-05-20,43,S,2100-01-01,0,0.0,50.0,0
+2021-05-21,43,S,2100-01-01,0,0.0,50.0,0
+2021-05-22,43,S,2100-01-01,0,0.0,49.0,0
+2021-05-23,43,S,2100-01-01,0,0.0,49.0,0
+2021-05-24,43,S,2100-01-01,0,0.0,51.0,0
+2021-05-25,43,S,2100-01-01,0,0.0,51.0,0
+2021-05-26,43,S,2100-01-01,0,0.0,50.0,0
+2021-05-27,43,S,2100-01-01,0,0.0,49.0,0
+2021-05-28,43,S,2100-01-01,0,0.0,50.0,0
+2021-05-29,43,S,2100-01-01,0,0.0,49.0,0
+2021-05-30,43,S,2100-01-01,0,0.0,49.0,0
+2021-05-31,43,S,2100-01-01,0,0.0,50.0,0
+2021-06-01,43,S,2100-01-01,0,0.0,50.0,0
+2021-06-02,43,S,2100-01-01,0,0.0,51.0,0
+2021-06-03,43,S,2100-01-01,0,0.0,48.0,0
+2021-06-04,43,S,2100-01-01,0,0.0,50.0,0
+2021-06-05,43,S,2100-01-01,0,0.0,50.0,0
+2021-06-06,43,S,2100-01-01,0,0.0,49.0,0
+2021-06-07,43,S,2100-01-01,0,0.0,50.0,0
+2021-06-08,43,S,2100-01-01,0,0.0,49.0,0
+2021-06-09,43,S,2100-01-01,0,0.0,50.0,0
+2021-06-10,43,S,2100-01-01,0,0.0,50.0,0
+2021-06-11,43,S,2100-01-01,0,0.0,49.0,0
+2021-06-12,43,S,2100-01-01,0,0.0,49.0,0
+2021-06-13,43,S,2100-01-01,0,0.0,49.0,0
+2021-06-14,43,S,2100-01-01,0,0.0,49.0,0
+2021-06-15,43,S,2100-01-01,0,0.0,50.0,0
+2021-06-16,43,S,2100-01-01,0,0.0,49.0,0
+2021-06-17,43,S,2100-01-01,0,0.0,51.0,0
+2021-06-18,43,S,2100-01-01,0,0.0,51.0,0
+2021-06-19,43,S,2100-01-01,0,0.0,50.0,0
+2021-06-20,43,S,2100-01-01,0,0.0,48.0,0
+2021-06-21,43,S,2100-01-01,0,0.0,49.0,0
+2021-06-22,43,S,2100-01-01,0,0.0,51.0,0
+2021-06-23,43,S,2100-01-01,0,0.0,48.0,0
+2021-06-24,43,S,2100-01-01,0,0.0,49.0,0
+2021-06-25,43,S,2100-01-01,0,0.0,50.0,0
+2021-06-26,43,S,2100-01-01,0,0.0,49.0,0
+2021-06-27,43,S,2100-01-01,0,0.0,48.0,0
+2021-06-28,43,S,2100-01-01,0,0.0,49.0,0
+2021-06-29,43,S,2100-01-01,0,0.0,51.0,0
+2021-06-30,43,S,2100-01-01,0,0.0,48.0,0
+2021-07-01,43,S,2100-01-01,0,0.0,49.0,0
+2021-07-02,43,S,2100-01-01,0,0.0,49.0,0
+2021-07-03,43,S,2100-01-01,0,0.0,48.0,0
+2021-07-04,43,S,2100-01-01,0,0.0,49.0,0
+2021-07-05,43,S,2100-01-01,0,0.0,51.0,0
+2021-07-06,43,S,2100-01-01,0,0.0,51.0,0
+2021-07-07,43,S,2100-01-01,0,0.0,51.0,0
+2021-07-08,43,S,2100-01-01,0,0.0,50.0,0
+2021-07-09,43,S,2100-01-01,0,0.0,49.0,0
+2021-07-10,43,S,2100-01-01,0,0.0,48.0,0
+2021-07-11,43,S,2100-01-01,0,0.0,49.0,0
+2021-07-12,43,S,2100-01-01,0,0.0,50.0,0
+2021-07-13,43,S,2100-01-01,0,0.0,48.0,0
+2021-07-14,43,S,2100-01-01,0,0.0,50.0,0
+2021-07-15,43,S,2100-01-01,0,0.0,51.0,0
+2021-07-16,43,S,2100-01-01,0,0.0,50.0,0
+2021-07-17,43,S,2100-01-01,0,0.0,49.0,0
+2021-07-18,43,S,2100-01-01,0,0.0,48.0,0
+2021-07-19,43,S,2100-01-01,0,0.0,50.0,0
+2021-07-20,43,S,2100-01-01,0,0.0,49.0,0
+2021-07-21,43,S,2100-01-01,0,0.0,48.0,0
+2021-07-22,43,S,2100-01-01,0,0.0,48.0,0
+2021-07-23,43,S,2100-01-01,0,0.0,50.0,0
+2021-07-24,43,S,2100-01-01,0,0.0,49.0,0
+2021-07-25,43,S,2100-01-01,0,0.0,47.0,0
+2021-07-26,43,S,2100-01-01,0,0.0,50.0,0
+2021-07-27,43,S,2100-01-01,0,0.0,51.0,0
+2021-07-28,43,S,2100-01-01,0,0.0,48.0,0
+2021-07-29,43,S,2100-01-01,0,0.0,49.0,0
+2021-07-30,43,S,2100-01-01,0,0.0,47.0,0
+2021-07-31,43,S,2100-01-01,0,0.0,47.0,0
+2021-05-01,44,E,2021-06-04,1,0.0,14.0,0
+2021-05-02,44,E,2021-06-04,1,0.0,16.0,0
+2021-05-03,44,E,2021-06-04,1,0.0,16.0,0
+2021-05-04,44,E,2021-06-04,1,0.0,17.0,0
+2021-05-05,44,E,2021-06-04,1,0.0,15.0,0
+2021-05-06,44,E,2021-06-04,1,0.0,18.0,0
+2021-05-07,44,E,2021-06-04,1,0.0,17.0,0
+2021-05-08,44,E,2021-06-04,1,0.0,17.0,0
+2021-05-09,44,E,2021-06-04,1,0.0,17.0,0
+2021-05-10,44,E,2021-06-04,1,0.0,19.0,0
+2021-05-11,44,E,2021-06-04,1,0.0,19.0,0
+2021-05-12,44,E,2021-06-04,1,0.0,17.0,0
+2021-05-13,44,E,2021-06-04,1,0.0,19.0,0
+2021-05-14,44,E,2021-06-04,1,0.0,18.0,0
+2021-05-15,44,E,2021-06-04,1,0.0,19.0,0
+2021-05-16,44,E,2021-06-04,1,0.0,19.0,0
+2021-05-17,44,E,2021-06-04,1,0.0,21.0,0
+2021-05-18,44,E,2021-06-04,1,0.0,21.0,0
+2021-05-19,44,E,2021-06-04,1,0.0,20.0,0
+2021-05-20,44,E,2021-06-04,1,0.0,22.0,0
+2021-05-21,44,E,2021-06-04,1,0.0,21.0,0
+2021-05-22,44,E,2021-06-04,1,0.0,20.0,0
+2021-05-23,44,E,2021-06-04,1,0.0,21.0,0
+2021-05-24,44,E,2021-06-04,1,0.0,23.0,0
+2021-05-25,44,E,2021-06-04,1,0.0,24.0,0
+2021-05-26,44,E,2021-06-04,1,0.0,25.0,0
+2021-05-27,44,E,2021-06-04,1,0.0,23.0,0
+2021-05-28,44,E,2021-06-04,1,0.0,22.0,0
+2021-05-29,44,E,2021-06-04,1,0.0,22.0,0
+2021-05-30,44,E,2021-06-04,1,0.0,22.0,0
+2021-05-31,44,E,2021-06-04,1,0.0,24.0,0
+2021-06-01,44,E,2021-06-04,1,0.0,23.0,0
+2021-06-02,44,E,2021-06-04,1,0.0,26.0,0
+2021-06-03,44,E,2021-06-04,1,0.0,25.0,0
+2021-06-04,44,E,2021-06-04,1,0.0,26.0,1
+2021-06-05,44,E,2021-06-04,1,0.09266345524206443,25.0,1
+2021-06-06,44,E,2021-06-04,1,0.1853269104841253,27.0,1
+2021-06-07,44,E,2021-06-04,1,0.27799036572618974,25.0,1
+2021-06-08,44,E,2021-06-04,1,0.37065382096825417,27.0,1
+2021-06-09,44,E,2021-06-04,1,0.4633172762103186,27.0,1
+2021-06-10,44,E,2021-06-04,1,0.4633172762103186,26.0,1
+2021-06-11,44,E,2021-06-04,1,0.4633172762103186,28.0,1
+2021-06-12,44,E,2021-06-04,1,0.4633172762103186,28.0,1
+2021-06-13,44,E,2021-06-04,1,0.4633172762103186,27.0,1
+2021-06-14,44,E,2021-06-04,1,0.4633172762103186,30.0,1
+2021-06-15,44,E,2021-06-04,1,0.4633172762103186,30.0,1
+2021-06-16,44,E,2021-06-04,1,0.4633172762103186,29.0,1
+2021-06-17,44,E,2021-06-04,1,0.4633172762103186,31.0,1
+2021-06-18,44,E,2021-06-04,1,0.4633172762103186,31.0,1
+2021-06-19,44,E,2021-06-04,1,0.4633172762103186,30.0,1
+2021-06-20,44,E,2021-06-04,1,0.4633172762103186,30.0,1
+2021-06-21,44,E,2021-06-04,1,0.4633172762103186,32.0,1
+2021-06-22,44,E,2021-06-04,1,0.4633172762103186,32.0,1
+2021-06-23,44,E,2021-06-04,1,0.4633172762103186,30.0,1
+2021-06-24,44,E,2021-06-04,1,0.4633172762103186,32.0,1
+2021-06-25,44,E,2021-06-04,1,0.4633172762103186,32.0,1
+2021-06-26,44,E,2021-06-04,1,0.4633172762103186,32.0,1
+2021-06-27,44,E,2021-06-04,1,0.4633172762103186,33.0,1
+2021-06-28,44,E,2021-06-04,1,0.4633172762103186,33.0,1
+2021-06-29,44,E,2021-06-04,1,0.4633172762103186,34.0,1
+2021-06-30,44,E,2021-06-04,1,0.4633172762103186,35.0,1
+2021-07-01,44,E,2021-06-04,1,0.4633172762103186,34.0,1
+2021-07-02,44,E,2021-06-04,1,0.4633172762103186,34.0,1
+2021-07-03,44,E,2021-06-04,1,0.4633172762103186,34.0,1
+2021-07-04,44,E,2021-06-04,1,0.4633172762103186,35.0,1
+2021-07-05,44,E,2021-06-04,1,0.4633172762103186,36.0,1
+2021-07-06,44,E,2021-06-04,1,0.4633172762103186,35.0,1
+2021-07-07,44,E,2021-06-04,1,0.4633172762103186,35.0,1
+2021-07-08,44,E,2021-06-04,1,0.4633172762103186,36.0,1
+2021-07-09,44,E,2021-06-04,1,0.4633172762103186,37.0,1
+2021-07-10,44,E,2021-06-04,1,0.4633172762103186,35.0,1
+2021-07-11,44,E,2021-06-04,1,0.4633172762103186,37.0,1
+2021-07-12,44,E,2021-06-04,1,0.4633172762103186,37.0,1
+2021-07-13,44,E,2021-06-04,1,0.4633172762103186,38.0,1
+2021-07-14,44,E,2021-06-04,1,0.4633172762103186,37.0,1
+2021-07-15,44,E,2021-06-04,1,0.4633172762103186,39.0,1
+2021-07-16,44,E,2021-06-04,1,0.4633172762103186,37.0,1
+2021-07-17,44,E,2021-06-04,1,0.4633172762103186,38.0,1
+2021-07-18,44,E,2021-06-04,1,0.4633172762103186,37.0,1
+2021-07-19,44,E,2021-06-04,1,0.4633172762103186,38.0,1
+2021-07-20,44,E,2021-06-04,1,0.4633172762103186,40.0,1
+2021-07-21,44,E,2021-06-04,1,0.4633172762103186,39.0,1
+2021-07-22,44,E,2021-06-04,1,0.4633172762103186,41.0,1
+2021-07-23,44,E,2021-06-04,1,0.4633172762103186,42.0,1
+2021-07-24,44,E,2021-06-04,1,0.4633172762103186,40.0,1
+2021-07-25,44,E,2021-06-04,1,0.4633172762103186,41.0,1
+2021-07-26,44,E,2021-06-04,1,0.4633172762103186,42.0,1
+2021-07-27,44,E,2021-06-04,1,0.4633172762103186,42.0,1
+2021-07-28,44,E,2021-06-04,1,0.4633172762103186,41.0,1
+2021-07-29,44,E,2021-06-04,1,0.4633172762103186,42.0,1
+2021-07-30,44,E,2021-06-04,1,0.4633172762103186,42.0,1
+2021-07-31,44,E,2021-06-04,1,0.4633172762103186,42.0,1
+2021-05-01,45,N,2021-06-04,1,0.0,42.0,0
+2021-05-02,45,N,2021-06-04,1,0.0,42.0,0
+2021-05-03,45,N,2021-06-04,1,0.0,45.0,0
+2021-05-04,45,N,2021-06-04,1,0.0,42.0,0
+2021-05-05,45,N,2021-06-04,1,0.0,44.0,0
+2021-05-06,45,N,2021-06-04,1,0.0,43.0,0
+2021-05-07,45,N,2021-06-04,1,0.0,43.0,0
+2021-05-08,45,N,2021-06-04,1,0.0,43.0,0
+2021-05-09,45,N,2021-06-04,1,0.0,44.0,0
+2021-05-10,45,N,2021-06-04,1,0.0,45.0,0
+2021-05-11,45,N,2021-06-04,1,0.0,44.0,0
+2021-05-12,45,N,2021-06-04,1,0.0,43.0,0
+2021-05-13,45,N,2021-06-04,1,0.0,43.0,0
+2021-05-14,45,N,2021-06-04,1,0.0,43.0,0
+2021-05-15,45,N,2021-06-04,1,0.0,45.0,0
+2021-05-16,45,N,2021-06-04,1,0.0,44.0,0
+2021-05-17,45,N,2021-06-04,1,0.0,46.0,0
+2021-05-18,45,N,2021-06-04,1,0.0,44.0,0
+2021-05-19,45,N,2021-06-04,1,0.0,44.0,0
+2021-05-20,45,N,2021-06-04,1,0.0,45.0,0
+2021-05-21,45,N,2021-06-04,1,0.0,43.0,0
+2021-05-22,45,N,2021-06-04,1,0.0,45.0,0
+2021-05-23,45,N,2021-06-04,1,0.0,46.0,0
+2021-05-24,45,N,2021-06-04,1,0.0,46.0,0
+2021-05-25,45,N,2021-06-04,1,0.0,47.0,0
+2021-05-26,45,N,2021-06-04,1,0.0,46.0,0
+2021-05-27,45,N,2021-06-04,1,0.0,45.0,0
+2021-05-28,45,N,2021-06-04,1,0.0,46.0,0
+2021-05-29,45,N,2021-06-04,1,0.0,47.0,0
+2021-05-30,45,N,2021-06-04,1,0.0,46.0,0
+2021-05-31,45,N,2021-06-04,1,0.0,47.0,0
+2021-06-01,45,N,2021-06-04,1,0.0,47.0,0
+2021-06-02,45,N,2021-06-04,1,0.0,48.0,0
+2021-06-03,45,N,2021-06-04,1,0.0,47.0,0
+2021-06-04,45,N,2021-06-04,1,0.0,46.0,1
+2021-06-05,45,N,2021-06-04,1,0.12670257898278692,46.0,1
+2021-06-06,45,N,2021-06-04,1,0.25340515796557384,46.0,1
+2021-06-07,45,N,2021-06-04,1,0.38010773694835365,45.0,1
+2021-06-08,45,N,2021-06-04,1,0.5068103159311406,48.0,1
+2021-06-09,45,N,2021-06-04,1,0.6335128949139275,48.0,1
+2021-06-10,45,N,2021-06-04,1,0.6335128949139275,47.0,1
+2021-06-11,45,N,2021-06-04,1,0.6335128949139275,48.0,1
+2021-06-12,45,N,2021-06-04,1,0.6335128949139275,47.0,1
+2021-06-13,45,N,2021-06-04,1,0.6335128949139275,49.0,1
+2021-06-14,45,N,2021-06-04,1,0.6335128949139275,50.0,1
+2021-06-15,45,N,2021-06-04,1,0.6335128949139275,48.0,1
+2021-06-16,45,N,2021-06-04,1,0.6335128949139275,48.0,1
+2021-06-17,45,N,2021-06-04,1,0.6335128949139275,50.0,1
+2021-06-18,45,N,2021-06-04,1,0.6335128949139275,50.0,1
+2021-06-19,45,N,2021-06-04,1,0.6335128949139275,49.0,1
+2021-06-20,45,N,2021-06-04,1,0.6335128949139275,49.0,1
+2021-06-21,45,N,2021-06-04,1,0.6335128949139275,49.0,1
+2021-06-22,45,N,2021-06-04,1,0.6335128949139275,49.0,1
+2021-06-23,45,N,2021-06-04,1,0.6335128949139275,49.0,1
+2021-06-24,45,N,2021-06-04,1,0.6335128949139275,48.0,1
+2021-06-25,45,N,2021-06-04,1,0.6335128949139275,50.0,1
+2021-06-26,45,N,2021-06-04,1,0.6335128949139275,50.0,1
+2021-06-27,45,N,2021-06-04,1,0.6335128949139275,51.0,1
+2021-06-28,45,N,2021-06-04,1,0.6335128949139275,50.0,1
+2021-06-29,45,N,2021-06-04,1,0.6335128949139275,49.0,1
+2021-06-30,45,N,2021-06-04,1,0.6335128949139275,50.0,1
+2021-07-01,45,N,2021-06-04,1,0.6335128949139275,49.0,1
+2021-07-02,45,N,2021-06-04,1,0.6335128949139275,50.0,1
+2021-07-03,45,N,2021-06-04,1,0.6335128949139275,48.0,1
+2021-07-04,45,N,2021-06-04,1,0.6335128949139275,49.0,1
+2021-07-05,45,N,2021-06-04,1,0.6335128949139275,51.0,1
+2021-07-06,45,N,2021-06-04,1,0.6335128949139275,51.0,1
+2021-07-07,45,N,2021-06-04,1,0.6335128949139275,50.0,1
+2021-07-08,45,N,2021-06-04,1,0.6335128949139275,50.0,1
+2021-07-09,45,N,2021-06-04,1,0.6335128949139275,50.0,1
+2021-07-10,45,N,2021-06-04,1,0.6335128949139275,48.0,1
+2021-07-11,45,N,2021-06-04,1,0.6335128949139275,51.0,1
+2021-07-12,45,N,2021-06-04,1,0.6335128949139275,50.0,1
+2021-07-13,45,N,2021-06-04,1,0.6335128949139275,49.0,1
+2021-07-14,45,N,2021-06-04,1,0.6335128949139275,51.0,1
+2021-07-15,45,N,2021-06-04,1,0.6335128949139275,53.0,1
+2021-07-16,45,N,2021-06-04,1,0.6335128949139275,50.0,1
+2021-07-17,45,N,2021-06-04,1,0.6335128949139275,51.0,1
+2021-07-18,45,N,2021-06-04,1,0.6335128949139275,51.0,1
+2021-07-19,45,N,2021-06-04,1,0.6335128949139275,52.0,1
+2021-07-20,45,N,2021-06-04,1,0.6335128949139275,51.0,1
+2021-07-21,45,N,2021-06-04,1,0.6335128949139275,51.0,1
+2021-07-22,45,N,2021-06-04,1,0.6335128949139275,51.0,1
+2021-07-23,45,N,2021-06-04,1,0.6335128949139275,52.0,1
+2021-07-24,45,N,2021-06-04,1,0.6335128949139275,52.0,1
+2021-07-25,45,N,2021-06-04,1,0.6335128949139275,51.0,1
+2021-07-26,45,N,2021-06-04,1,0.6335128949139275,53.0,1
+2021-07-27,45,N,2021-06-04,1,0.6335128949139275,52.0,1
+2021-07-28,45,N,2021-06-04,1,0.6335128949139275,51.0,1
+2021-07-29,45,N,2021-06-04,1,0.6335128949139275,52.0,1
+2021-07-30,45,N,2021-06-04,1,0.6335128949139275,52.0,1
+2021-07-31,45,N,2021-06-04,1,0.6335128949139275,52.0,1
+2021-05-01,46,E,2021-05-15,1,0.0,15.0,0
+2021-05-02,46,E,2021-05-15,1,0.0,18.0,0
+2021-05-03,46,E,2021-05-15,1,0.0,18.0,0
+2021-05-04,46,E,2021-05-15,1,0.0,16.0,0
+2021-05-05,46,E,2021-05-15,1,0.0,17.0,0
+2021-05-06,46,E,2021-05-15,1,0.0,19.0,0
+2021-05-07,46,E,2021-05-15,1,0.0,19.0,0
+2021-05-08,46,E,2021-05-15,1,0.0,18.0,0
+2021-05-09,46,E,2021-05-15,1,0.0,19.0,0
+2021-05-10,46,E,2021-05-15,1,0.0,20.0,0
+2021-05-11,46,E,2021-05-15,1,0.0,19.0,0
+2021-05-12,46,E,2021-05-15,1,0.0,20.0,0
+2021-05-13,46,E,2021-05-15,1,0.0,20.0,0
+2021-05-14,46,E,2021-05-15,1,0.0,19.0,0
+2021-05-15,46,E,2021-05-15,1,0.0,20.0,1
+2021-05-16,46,E,2021-05-15,1,0.26482980876259177,21.0,1
+2021-05-17,46,E,2021-05-15,1,0.5296596175251835,21.0,1
+2021-05-18,46,E,2021-05-15,1,0.7944894262877753,23.0,1
+2021-05-19,46,E,2021-05-15,1,1.059319235050367,23.0,1
+2021-05-20,46,E,2021-05-15,1,1.3241490438129588,22.0,1
+2021-05-21,46,E,2021-05-15,1,1.3241490438129588,23.0,1
+2021-05-22,46,E,2021-05-15,1,1.3241490438129588,22.0,1
+2021-05-23,46,E,2021-05-15,1,1.3241490438129588,25.0,1
+2021-05-24,46,E,2021-05-15,1,1.3241490438129588,26.0,1
+2021-05-25,46,E,2021-05-15,1,1.3241490438129588,24.0,1
+2021-05-26,46,E,2021-05-15,1,1.3241490438129588,25.0,1
+2021-05-27,46,E,2021-05-15,1,1.3241490438129588,24.0,1
+2021-05-28,46,E,2021-05-15,1,1.3241490438129588,26.0,1
+2021-05-29,46,E,2021-05-15,1,1.3241490438129588,25.0,1
+2021-05-30,46,E,2021-05-15,1,1.3241490438129588,25.0,1
+2021-05-31,46,E,2021-05-15,1,1.3241490438129588,28.0,1
+2021-06-01,46,E,2021-05-15,1,1.3241490438129588,29.0,1
+2021-06-02,46,E,2021-05-15,1,1.3241490438129588,28.0,1
+2021-06-03,46,E,2021-05-15,1,1.3241490438129588,27.0,1
+2021-06-04,46,E,2021-05-15,1,1.3241490438129588,27.0,1
+2021-06-05,46,E,2021-05-15,1,1.3241490438129588,28.0,1
+2021-06-06,46,E,2021-05-15,1,1.3241490438129588,28.0,1
+2021-06-07,46,E,2021-05-15,1,1.3241490438129588,28.0,1
+2021-06-08,46,E,2021-05-15,1,1.3241490438129588,29.0,1
+2021-06-09,46,E,2021-05-15,1,1.3241490438129588,29.0,1
+2021-06-10,46,E,2021-05-15,1,1.3241490438129588,29.0,1
+2021-06-11,46,E,2021-05-15,1,1.3241490438129588,30.0,1
+2021-06-12,46,E,2021-05-15,1,1.3241490438129588,29.0,1
+2021-06-13,46,E,2021-05-15,1,1.3241490438129588,31.0,1
+2021-06-14,46,E,2021-05-15,1,1.3241490438129588,30.0,1
+2021-06-15,46,E,2021-05-15,1,1.3241490438129588,31.0,1
+2021-06-16,46,E,2021-05-15,1,1.3241490438129588,32.0,1
+2021-06-17,46,E,2021-05-15,1,1.3241490438129588,32.0,1
+2021-06-18,46,E,2021-05-15,1,1.3241490438129588,33.0,1
+2021-06-19,46,E,2021-05-15,1,1.3241490438129588,32.0,1
+2021-06-20,46,E,2021-05-15,1,1.3241490438129588,31.0,1
+2021-06-21,46,E,2021-05-15,1,1.3241490438129588,33.0,1
+2021-06-22,46,E,2021-05-15,1,1.3241490438129588,34.0,1
+2021-06-23,46,E,2021-05-15,1,1.3241490438129588,35.0,1
+2021-06-24,46,E,2021-05-15,1,1.3241490438129588,33.0,1
+2021-06-25,46,E,2021-05-15,1,1.3241490438129588,35.0,1
+2021-06-26,46,E,2021-05-15,1,1.3241490438129588,34.0,1
+2021-06-27,46,E,2021-05-15,1,1.3241490438129588,33.0,1
+2021-06-28,46,E,2021-05-15,1,1.3241490438129588,35.0,1
+2021-06-29,46,E,2021-05-15,1,1.3241490438129588,35.0,1
+2021-06-30,46,E,2021-05-15,1,1.3241490438129588,36.0,1
+2021-07-01,46,E,2021-05-15,1,1.3241490438129588,35.0,1
+2021-07-02,46,E,2021-05-15,1,1.3241490438129588,36.0,1
+2021-07-03,46,E,2021-05-15,1,1.3241490438129588,35.0,1
+2021-07-04,46,E,2021-05-15,1,1.3241490438129588,36.0,1
+2021-07-05,46,E,2021-05-15,1,1.3241490438129588,38.0,1
+2021-07-06,46,E,2021-05-15,1,1.3241490438129588,38.0,1
+2021-07-07,46,E,2021-05-15,1,1.3241490438129588,39.0,1
+2021-07-08,46,E,2021-05-15,1,1.3241490438129588,37.0,1
+2021-07-09,46,E,2021-05-15,1,1.3241490438129588,38.0,1
+2021-07-10,46,E,2021-05-15,1,1.3241490438129588,35.0,1
+2021-07-11,46,E,2021-05-15,1,1.3241490438129588,38.0,1
+2021-07-12,46,E,2021-05-15,1,1.3241490438129588,38.0,1
+2021-07-13,46,E,2021-05-15,1,1.3241490438129588,39.0,1
+2021-07-14,46,E,2021-05-15,1,1.3241490438129588,40.0,1
+2021-07-15,46,E,2021-05-15,1,1.3241490438129588,40.0,1
+2021-07-16,46,E,2021-05-15,1,1.3241490438129588,39.0,1
+2021-07-17,46,E,2021-05-15,1,1.3241490438129588,39.0,1
+2021-07-18,46,E,2021-05-15,1,1.3241490438129588,41.0,1
+2021-07-19,46,E,2021-05-15,1,1.3241490438129588,41.0,1
+2021-07-20,46,E,2021-05-15,1,1.3241490438129588,42.0,1
+2021-07-21,46,E,2021-05-15,1,1.3241490438129588,41.0,1
+2021-07-22,46,E,2021-05-15,1,1.3241490438129588,42.0,1
+2021-07-23,46,E,2021-05-15,1,1.3241490438129588,42.0,1
+2021-07-24,46,E,2021-05-15,1,1.3241490438129588,42.0,1
+2021-07-25,46,E,2021-05-15,1,1.3241490438129588,41.0,1
+2021-07-26,46,E,2021-05-15,1,1.3241490438129588,45.0,1
+2021-07-27,46,E,2021-05-15,1,1.3241490438129588,45.0,1
+2021-07-28,46,E,2021-05-15,1,1.3241490438129588,43.0,1
+2021-07-29,46,E,2021-05-15,1,1.3241490438129588,46.0,1
+2021-07-30,46,E,2021-05-15,1,1.3241490438129588,44.0,1
+2021-07-31,46,E,2021-05-15,1,1.3241490438129588,43.0,1
+2021-05-01,47,S,2100-01-01,0,0.0,48.0,0
+2021-05-02,47,S,2100-01-01,0,0.0,49.0,0
+2021-05-03,47,S,2100-01-01,0,0.0,49.0,0
+2021-05-04,47,S,2100-01-01,0,0.0,49.0,0
+2021-05-05,47,S,2100-01-01,0,0.0,49.0,0
+2021-05-06,47,S,2100-01-01,0,0.0,48.0,0
+2021-05-07,47,S,2100-01-01,0,0.0,49.0,0
+2021-05-08,47,S,2100-01-01,0,0.0,48.0,0
+2021-05-09,47,S,2100-01-01,0,0.0,50.0,0
+2021-05-10,47,S,2100-01-01,0,0.0,50.0,0
+2021-05-11,47,S,2100-01-01,0,0.0,50.0,0
+2021-05-12,47,S,2100-01-01,0,0.0,49.0,0
+2021-05-13,47,S,2100-01-01,0,0.0,47.0,0
+2021-05-14,47,S,2100-01-01,0,0.0,48.0,0
+2021-05-15,47,S,2100-01-01,0,0.0,49.0,0
+2021-05-16,47,S,2100-01-01,0,0.0,48.0,0
+2021-05-17,47,S,2100-01-01,0,0.0,49.0,0
+2021-05-18,47,S,2100-01-01,0,0.0,49.0,0
+2021-05-19,47,S,2100-01-01,0,0.0,48.0,0
+2021-05-20,47,S,2100-01-01,0,0.0,48.0,0
+2021-05-21,47,S,2100-01-01,0,0.0,50.0,0
+2021-05-22,47,S,2100-01-01,0,0.0,50.0,0
+2021-05-23,47,S,2100-01-01,0,0.0,50.0,0
+2021-05-24,47,S,2100-01-01,0,0.0,48.0,0
+2021-05-25,47,S,2100-01-01,0,0.0,49.0,0
+2021-05-26,47,S,2100-01-01,0,0.0,49.0,0
+2021-05-27,47,S,2100-01-01,0,0.0,48.0,0
+2021-05-28,47,S,2100-01-01,0,0.0,50.0,0
+2021-05-29,47,S,2100-01-01,0,0.0,49.0,0
+2021-05-30,47,S,2100-01-01,0,0.0,48.0,0
+2021-05-31,47,S,2100-01-01,0,0.0,51.0,0
+2021-06-01,47,S,2100-01-01,0,0.0,50.0,0
+2021-06-02,47,S,2100-01-01,0,0.0,51.0,0
+2021-06-03,47,S,2100-01-01,0,0.0,48.0,0
+2021-06-04,47,S,2100-01-01,0,0.0,47.0,0
+2021-06-05,47,S,2100-01-01,0,0.0,47.0,0
+2021-06-06,47,S,2100-01-01,0,0.0,49.0,0
+2021-06-07,47,S,2100-01-01,0,0.0,48.0,0
+2021-06-08,47,S,2100-01-01,0,0.0,49.0,0
+2021-06-09,47,S,2100-01-01,0,0.0,50.0,0
+2021-06-10,47,S,2100-01-01,0,0.0,49.0,0
+2021-06-11,47,S,2100-01-01,0,0.0,48.0,0
+2021-06-12,47,S,2100-01-01,0,0.0,47.0,0
+2021-06-13,47,S,2100-01-01,0,0.0,49.0,0
+2021-06-14,47,S,2100-01-01,0,0.0,49.0,0
+2021-06-15,47,S,2100-01-01,0,0.0,48.0,0
+2021-06-16,47,S,2100-01-01,0,0.0,50.0,0
+2021-06-17,47,S,2100-01-01,0,0.0,50.0,0
+2021-06-18,47,S,2100-01-01,0,0.0,49.0,0
+2021-06-19,47,S,2100-01-01,0,0.0,48.0,0
+2021-06-20,47,S,2100-01-01,0,0.0,50.0,0
+2021-06-21,47,S,2100-01-01,0,0.0,50.0,0
+2021-06-22,47,S,2100-01-01,0,0.0,50.0,0
+2021-06-23,47,S,2100-01-01,0,0.0,48.0,0
+2021-06-24,47,S,2100-01-01,0,0.0,49.0,0
+2021-06-25,47,S,2100-01-01,0,0.0,48.0,0
+2021-06-26,47,S,2100-01-01,0,0.0,48.0,0
+2021-06-27,47,S,2100-01-01,0,0.0,50.0,0
+2021-06-28,47,S,2100-01-01,0,0.0,49.0,0
+2021-06-29,47,S,2100-01-01,0,0.0,49.0,0
+2021-06-30,47,S,2100-01-01,0,0.0,48.0,0
+2021-07-01,47,S,2100-01-01,0,0.0,48.0,0
+2021-07-02,47,S,2100-01-01,0,0.0,48.0,0
+2021-07-03,47,S,2100-01-01,0,0.0,48.0,0
+2021-07-04,47,S,2100-01-01,0,0.0,48.0,0
+2021-07-05,47,S,2100-01-01,0,0.0,49.0,0
+2021-07-06,47,S,2100-01-01,0,0.0,48.0,0
+2021-07-07,47,S,2100-01-01,0,0.0,48.0,0
+2021-07-08,47,S,2100-01-01,0,0.0,50.0,0
+2021-07-09,47,S,2100-01-01,0,0.0,49.0,0
+2021-07-10,47,S,2100-01-01,0,0.0,48.0,0
+2021-07-11,47,S,2100-01-01,0,0.0,47.0,0
+2021-07-12,47,S,2100-01-01,0,0.0,49.0,0
+2021-07-13,47,S,2100-01-01,0,0.0,50.0,0
+2021-07-14,47,S,2100-01-01,0,0.0,48.0,0
+2021-07-15,47,S,2100-01-01,0,0.0,48.0,0
+2021-07-16,47,S,2100-01-01,0,0.0,48.0,0
+2021-07-17,47,S,2100-01-01,0,0.0,49.0,0
+2021-07-18,47,S,2100-01-01,0,0.0,49.0,0
+2021-07-19,47,S,2100-01-01,0,0.0,49.0,0
+2021-07-20,47,S,2100-01-01,0,0.0,49.0,0
+2021-07-21,47,S,2100-01-01,0,0.0,49.0,0
+2021-07-22,47,S,2100-01-01,0,0.0,48.0,0
+2021-07-23,47,S,2100-01-01,0,0.0,49.0,0
+2021-07-24,47,S,2100-01-01,0,0.0,47.0,0
+2021-07-25,47,S,2100-01-01,0,0.0,48.0,0
+2021-07-26,47,S,2100-01-01,0,0.0,48.0,0
+2021-07-27,47,S,2100-01-01,0,0.0,49.0,0
+2021-07-28,47,S,2100-01-01,0,0.0,49.0,0
+2021-07-29,47,S,2100-01-01,0,0.0,48.0,0
+2021-07-30,47,S,2100-01-01,0,0.0,49.0,0
+2021-07-31,47,S,2100-01-01,0,0.0,48.0,0
+2021-05-01,48,S,2100-01-01,0,0.0,49.0,0
+2021-05-02,48,S,2100-01-01,0,0.0,48.0,0
+2021-05-03,48,S,2100-01-01,0,0.0,49.0,0
+2021-05-04,48,S,2100-01-01,0,0.0,50.0,0
+2021-05-05,48,S,2100-01-01,0,0.0,49.0,0
+2021-05-06,48,S,2100-01-01,0,0.0,50.0,0
+2021-05-07,48,S,2100-01-01,0,0.0,47.0,0
+2021-05-08,48,S,2100-01-01,0,0.0,49.0,0
+2021-05-09,48,S,2100-01-01,0,0.0,48.0,0
+2021-05-10,48,S,2100-01-01,0,0.0,49.0,0
+2021-05-11,48,S,2100-01-01,0,0.0,50.0,0
+2021-05-12,48,S,2100-01-01,0,0.0,49.0,0
+2021-05-13,48,S,2100-01-01,0,0.0,49.0,0
+2021-05-14,48,S,2100-01-01,0,0.0,47.0,0
+2021-05-15,48,S,2100-01-01,0,0.0,50.0,0
+2021-05-16,48,S,2100-01-01,0,0.0,48.0,0
+2021-05-17,48,S,2100-01-01,0,0.0,51.0,0
+2021-05-18,48,S,2100-01-01,0,0.0,50.0,0
+2021-05-19,48,S,2100-01-01,0,0.0,49.0,0
+2021-05-20,48,S,2100-01-01,0,0.0,50.0,0
+2021-05-21,48,S,2100-01-01,0,0.0,49.0,0
+2021-05-22,48,S,2100-01-01,0,0.0,49.0,0
+2021-05-23,48,S,2100-01-01,0,0.0,48.0,0
+2021-05-24,48,S,2100-01-01,0,0.0,50.0,0
+2021-05-25,48,S,2100-01-01,0,0.0,50.0,0
+2021-05-26,48,S,2100-01-01,0,0.0,49.0,0
+2021-05-27,48,S,2100-01-01,0,0.0,50.0,0
+2021-05-28,48,S,2100-01-01,0,0.0,50.0,0
+2021-05-29,48,S,2100-01-01,0,0.0,49.0,0
+2021-05-30,48,S,2100-01-01,0,0.0,49.0,0
+2021-05-31,48,S,2100-01-01,0,0.0,51.0,0
+2021-06-01,48,S,2100-01-01,0,0.0,50.0,0
+2021-06-02,48,S,2100-01-01,0,0.0,50.0,0
+2021-06-03,48,S,2100-01-01,0,0.0,49.0,0
+2021-06-04,48,S,2100-01-01,0,0.0,49.0,0
+2021-06-05,48,S,2100-01-01,0,0.0,50.0,0
+2021-06-06,48,S,2100-01-01,0,0.0,49.0,0
+2021-06-07,48,S,2100-01-01,0,0.0,49.0,0
+2021-06-08,48,S,2100-01-01,0,0.0,49.0,0
+2021-06-09,48,S,2100-01-01,0,0.0,49.0,0
+2021-06-10,48,S,2100-01-01,0,0.0,48.0,0
+2021-06-11,48,S,2100-01-01,0,0.0,49.0,0
+2021-06-12,48,S,2100-01-01,0,0.0,48.0,0
+2021-06-13,48,S,2100-01-01,0,0.0,49.0,0
+2021-06-14,48,S,2100-01-01,0,0.0,48.0,0
+2021-06-15,48,S,2100-01-01,0,0.0,50.0,0
+2021-06-16,48,S,2100-01-01,0,0.0,49.0,0
+2021-06-17,48,S,2100-01-01,0,0.0,50.0,0
+2021-06-18,48,S,2100-01-01,0,0.0,49.0,0
+2021-06-19,48,S,2100-01-01,0,0.0,50.0,0
+2021-06-20,48,S,2100-01-01,0,0.0,48.0,0
+2021-06-21,48,S,2100-01-01,0,0.0,48.0,0
+2021-06-22,48,S,2100-01-01,0,0.0,49.0,0
+2021-06-23,48,S,2100-01-01,0,0.0,49.0,0
+2021-06-24,48,S,2100-01-01,0,0.0,49.0,0
+2021-06-25,48,S,2100-01-01,0,0.0,49.0,0
+2021-06-26,48,S,2100-01-01,0,0.0,50.0,0
+2021-06-27,48,S,2100-01-01,0,0.0,49.0,0
+2021-06-28,48,S,2100-01-01,0,0.0,49.0,0
+2021-06-29,48,S,2100-01-01,0,0.0,49.0,0
+2021-06-30,48,S,2100-01-01,0,0.0,47.0,0
+2021-07-01,48,S,2100-01-01,0,0.0,50.0,0
+2021-07-02,48,S,2100-01-01,0,0.0,49.0,0
+2021-07-03,48,S,2100-01-01,0,0.0,47.0,0
+2021-07-04,48,S,2100-01-01,0,0.0,49.0,0
+2021-07-05,48,S,2100-01-01,0,0.0,50.0,0
+2021-07-06,48,S,2100-01-01,0,0.0,50.0,0
+2021-07-07,48,S,2100-01-01,0,0.0,49.0,0
+2021-07-08,48,S,2100-01-01,0,0.0,49.0,0
+2021-07-09,48,S,2100-01-01,0,0.0,50.0,0
+2021-07-10,48,S,2100-01-01,0,0.0,48.0,0
+2021-07-11,48,S,2100-01-01,0,0.0,49.0,0
+2021-07-12,48,S,2100-01-01,0,0.0,50.0,0
+2021-07-13,48,S,2100-01-01,0,0.0,49.0,0
+2021-07-14,48,S,2100-01-01,0,0.0,50.0,0
+2021-07-15,48,S,2100-01-01,0,0.0,49.0,0
+2021-07-16,48,S,2100-01-01,0,0.0,49.0,0
+2021-07-17,48,S,2100-01-01,0,0.0,48.0,0
+2021-07-18,48,S,2100-01-01,0,0.0,49.0,0
+2021-07-19,48,S,2100-01-01,0,0.0,50.0,0
+2021-07-20,48,S,2100-01-01,0,0.0,49.0,0
+2021-07-21,48,S,2100-01-01,0,0.0,48.0,0
+2021-07-22,48,S,2100-01-01,0,0.0,49.0,0
+2021-07-23,48,S,2100-01-01,0,0.0,49.0,0
+2021-07-24,48,S,2100-01-01,0,0.0,49.0,0
+2021-07-25,48,S,2100-01-01,0,0.0,48.0,0
+2021-07-26,48,S,2100-01-01,0,0.0,50.0,0
+2021-07-27,48,S,2100-01-01,0,0.0,51.0,0
+2021-07-28,48,S,2100-01-01,0,0.0,48.0,0
+2021-07-29,48,S,2100-01-01,0,0.0,50.0,0
+2021-07-30,48,S,2100-01-01,0,0.0,48.0,0
+2021-07-31,48,S,2100-01-01,0,0.0,48.0,0
+2021-05-01,49,S,2021-06-20,1,0.0,53.0,0
+2021-05-02,49,S,2021-06-20,1,0.0,52.0,0
+2021-05-03,49,S,2021-06-20,1,0.0,53.0,0
+2021-05-04,49,S,2021-06-20,1,0.0,52.0,0
+2021-05-05,49,S,2021-06-20,1,0.0,53.0,0
+2021-05-06,49,S,2021-06-20,1,0.0,53.0,0
+2021-05-07,49,S,2021-06-20,1,0.0,52.0,0
+2021-05-08,49,S,2021-06-20,1,0.0,51.0,0
+2021-05-09,49,S,2021-06-20,1,0.0,53.0,0
+2021-05-10,49,S,2021-06-20,1,0.0,54.0,0
+2021-05-11,49,S,2021-06-20,1,0.0,52.0,0
+2021-05-12,49,S,2021-06-20,1,0.0,53.0,0
+2021-05-13,49,S,2021-06-20,1,0.0,52.0,0
+2021-05-14,49,S,2021-06-20,1,0.0,52.0,0
+2021-05-15,49,S,2021-06-20,1,0.0,52.0,0
+2021-05-16,49,S,2021-06-20,1,0.0,50.0,0
+2021-05-17,49,S,2021-06-20,1,0.0,53.0,0
+2021-05-18,49,S,2021-06-20,1,0.0,53.0,0
+2021-05-19,49,S,2021-06-20,1,0.0,52.0,0
+2021-05-20,49,S,2021-06-20,1,0.0,52.0,0
+2021-05-21,49,S,2021-06-20,1,0.0,52.0,0
+2021-05-22,49,S,2021-06-20,1,0.0,51.0,0
+2021-05-23,49,S,2021-06-20,1,0.0,51.0,0
+2021-05-24,49,S,2021-06-20,1,0.0,53.0,0
+2021-05-25,49,S,2021-06-20,1,0.0,53.0,0
+2021-05-26,49,S,2021-06-20,1,0.0,52.0,0
+2021-05-27,49,S,2021-06-20,1,0.0,52.0,0
+2021-05-28,49,S,2021-06-20,1,0.0,52.0,0
+2021-05-29,49,S,2021-06-20,1,0.0,53.0,0
+2021-05-30,49,S,2021-06-20,1,0.0,51.0,0
+2021-05-31,49,S,2021-06-20,1,0.0,53.0,0
+2021-06-01,49,S,2021-06-20,1,0.0,53.0,0
+2021-06-02,49,S,2021-06-20,1,0.0,53.0,0
+2021-06-03,49,S,2021-06-20,1,0.0,53.0,0
+2021-06-04,49,S,2021-06-20,1,0.0,52.0,0
+2021-06-05,49,S,2021-06-20,1,0.0,53.0,0
+2021-06-06,49,S,2021-06-20,1,0.0,51.0,0
+2021-06-07,49,S,2021-06-20,1,0.0,54.0,0
+2021-06-08,49,S,2021-06-20,1,0.0,52.0,0
+2021-06-09,49,S,2021-06-20,1,0.0,53.0,0
+2021-06-10,49,S,2021-06-20,1,0.0,53.0,0
+2021-06-11,49,S,2021-06-20,1,0.0,52.0,0
+2021-06-12,49,S,2021-06-20,1,0.0,52.0,0
+2021-06-13,49,S,2021-06-20,1,0.0,52.0,0
+2021-06-14,49,S,2021-06-20,1,0.0,50.0,0
+2021-06-15,49,S,2021-06-20,1,0.0,51.0,0
+2021-06-16,49,S,2021-06-20,1,0.0,53.0,0
+2021-06-17,49,S,2021-06-20,1,0.0,52.0,0
+2021-06-18,49,S,2021-06-20,1,0.0,51.0,0
+2021-06-19,49,S,2021-06-20,1,0.0,51.0,0
+2021-06-20,49,S,2021-06-20,1,0.0,51.0,1
+2021-06-21,49,S,2021-06-20,1,0.25852574955195706,52.0,1
+2021-06-22,49,S,2021-06-20,1,0.517051499103907,53.0,1
+2021-06-23,49,S,2021-06-20,1,0.7755772486558641,54.0,1
+2021-06-24,49,S,2021-06-20,1,1.0341029982078211,53.0,1
+2021-06-25,49,S,2021-06-20,1,1.292628747759771,53.0,1
+2021-06-26,49,S,2021-06-20,1,1.292628747759771,54.0,1
+2021-06-27,49,S,2021-06-20,1,1.292628747759771,53.0,1
+2021-06-28,49,S,2021-06-20,1,1.292628747759771,54.0,1
+2021-06-29,49,S,2021-06-20,1,1.292628747759771,53.0,1
+2021-06-30,49,S,2021-06-20,1,1.292628747759771,54.0,1
+2021-07-01,49,S,2021-06-20,1,1.292628747759771,52.0,1
+2021-07-02,49,S,2021-06-20,1,1.292628747759771,53.0,1
+2021-07-03,49,S,2021-06-20,1,1.292628747759771,53.0,1
+2021-07-04,49,S,2021-06-20,1,1.292628747759771,54.0,1
+2021-07-05,49,S,2021-06-20,1,1.292628747759771,54.0,1
+2021-07-06,49,S,2021-06-20,1,1.292628747759771,54.0,1
+2021-07-07,49,S,2021-06-20,1,1.292628747759771,52.0,1
+2021-07-08,49,S,2021-06-20,1,1.292628747759771,52.0,1
+2021-07-09,49,S,2021-06-20,1,1.292628747759771,54.0,1
+2021-07-10,49,S,2021-06-20,1,1.292628747759771,53.0,1
+2021-07-11,49,S,2021-06-20,1,1.292628747759771,54.0,1
+2021-07-12,49,S,2021-06-20,1,1.292628747759771,53.0,1
+2021-07-13,49,S,2021-06-20,1,1.292628747759771,54.0,1
+2021-07-14,49,S,2021-06-20,1,1.292628747759771,54.0,1
+2021-07-15,49,S,2021-06-20,1,1.292628747759771,54.0,1
+2021-07-16,49,S,2021-06-20,1,1.292628747759771,53.0,1
+2021-07-17,49,S,2021-06-20,1,1.292628747759771,53.0,1
+2021-07-18,49,S,2021-06-20,1,1.292628747759771,52.0,1
+2021-07-19,49,S,2021-06-20,1,1.292628747759771,54.0,1
+2021-07-20,49,S,2021-06-20,1,1.292628747759771,54.0,1
+2021-07-21,49,S,2021-06-20,1,1.292628747759771,54.0,1
+2021-07-22,49,S,2021-06-20,1,1.292628747759771,53.0,1
+2021-07-23,49,S,2021-06-20,1,1.292628747759771,54.0,1
+2021-07-24,49,S,2021-06-20,1,1.292628747759771,53.0,1
+2021-07-25,49,S,2021-06-20,1,1.292628747759771,53.0,1
+2021-07-26,49,S,2021-06-20,1,1.292628747759771,54.0,1
+2021-07-27,49,S,2021-06-20,1,1.292628747759771,54.0,1
+2021-07-28,49,S,2021-06-20,1,1.292628747759771,53.0,1
+2021-07-29,49,S,2021-06-20,1,1.292628747759771,52.0,1
+2021-07-30,49,S,2021-06-20,1,1.292628747759771,52.0,1
+2021-07-31,49,S,2021-06-20,1,1.292628747759771,51.0,1
+2021-05-01,50,W,2100-01-01,0,0.0,27.0,0
+2021-05-02,50,W,2100-01-01,0,0.0,27.0,0
+2021-05-03,50,W,2100-01-01,0,0.0,28.0,0
+2021-05-04,50,W,2100-01-01,0,0.0,26.0,0
+2021-05-05,50,W,2100-01-01,0,0.0,28.0,0
+2021-05-06,50,W,2100-01-01,0,0.0,27.0,0
+2021-05-07,50,W,2100-01-01,0,0.0,28.0,0
+2021-05-08,50,W,2100-01-01,0,0.0,29.0,0
+2021-05-09,50,W,2100-01-01,0,0.0,28.0,0
+2021-05-10,50,W,2100-01-01,0,0.0,29.0,0
+2021-05-11,50,W,2100-01-01,0,0.0,28.0,0
+2021-05-12,50,W,2100-01-01,0,0.0,30.0,0
+2021-05-13,50,W,2100-01-01,0,0.0,28.0,0
+2021-05-14,50,W,2100-01-01,0,0.0,27.0,0
+2021-05-15,50,W,2100-01-01,0,0.0,28.0,0
+2021-05-16,50,W,2100-01-01,0,0.0,29.0,0
+2021-05-17,50,W,2100-01-01,0,0.0,32.0,0
+2021-05-18,50,W,2100-01-01,0,0.0,31.0,0
+2021-05-19,50,W,2100-01-01,0,0.0,30.0,0
+2021-05-20,50,W,2100-01-01,0,0.0,31.0,0
+2021-05-21,50,W,2100-01-01,0,0.0,30.0,0
+2021-05-22,50,W,2100-01-01,0,0.0,30.0,0
+2021-05-23,50,W,2100-01-01,0,0.0,31.0,0
+2021-05-24,50,W,2100-01-01,0,0.0,32.0,0
+2021-05-25,50,W,2100-01-01,0,0.0,32.0,0
+2021-05-26,50,W,2100-01-01,0,0.0,32.0,0
+2021-05-27,50,W,2100-01-01,0,0.0,32.0,0
+2021-05-28,50,W,2100-01-01,0,0.0,32.0,0
+2021-05-29,50,W,2100-01-01,0,0.0,31.0,0
+2021-05-30,50,W,2100-01-01,0,0.0,32.0,0
+2021-05-31,50,W,2100-01-01,0,0.0,34.0,0
+2021-06-01,50,W,2100-01-01,0,0.0,33.0,0
+2021-06-02,50,W,2100-01-01,0,0.0,34.0,0
+2021-06-03,50,W,2100-01-01,0,0.0,33.0,0
+2021-06-04,50,W,2100-01-01,0,0.0,34.0,0
+2021-06-05,50,W,2100-01-01,0,0.0,34.0,0
+2021-06-06,50,W,2100-01-01,0,0.0,34.0,0
+2021-06-07,50,W,2100-01-01,0,0.0,34.0,0
+2021-06-08,50,W,2100-01-01,0,0.0,34.0,0
+2021-06-09,50,W,2100-01-01,0,0.0,36.0,0
+2021-06-10,50,W,2100-01-01,0,0.0,35.0,0
+2021-06-11,50,W,2100-01-01,0,0.0,33.0,0
+2021-06-12,50,W,2100-01-01,0,0.0,34.0,0
+2021-06-13,50,W,2100-01-01,0,0.0,35.0,0
+2021-06-14,50,W,2100-01-01,0,0.0,35.0,0
+2021-06-15,50,W,2100-01-01,0,0.0,36.0,0
+2021-06-16,50,W,2100-01-01,0,0.0,36.0,0
+2021-06-17,50,W,2100-01-01,0,0.0,36.0,0
+2021-06-18,50,W,2100-01-01,0,0.0,38.0,0
+2021-06-19,50,W,2100-01-01,0,0.0,35.0,0
+2021-06-20,50,W,2100-01-01,0,0.0,37.0,0
+2021-06-21,50,W,2100-01-01,0,0.0,37.0,0
+2021-06-22,50,W,2100-01-01,0,0.0,39.0,0
+2021-06-23,50,W,2100-01-01,0,0.0,38.0,0
+2021-06-24,50,W,2100-01-01,0,0.0,37.0,0
+2021-06-25,50,W,2100-01-01,0,0.0,38.0,0
+2021-06-26,50,W,2100-01-01,0,0.0,37.0,0
+2021-06-27,50,W,2100-01-01,0,0.0,38.0,0
+2021-06-28,50,W,2100-01-01,0,0.0,38.0,0
+2021-06-29,50,W,2100-01-01,0,0.0,40.0,0
+2021-06-30,50,W,2100-01-01,0,0.0,39.0,0
+2021-07-01,50,W,2100-01-01,0,0.0,40.0,0
+2021-07-02,50,W,2100-01-01,0,0.0,40.0,0
+2021-07-03,50,W,2100-01-01,0,0.0,37.0,0
+2021-07-04,50,W,2100-01-01,0,0.0,39.0,0
+2021-07-05,50,W,2100-01-01,0,0.0,41.0,0
+2021-07-06,50,W,2100-01-01,0,0.0,42.0,0
+2021-07-07,50,W,2100-01-01,0,0.0,42.0,0
+2021-07-08,50,W,2100-01-01,0,0.0,39.0,0
+2021-07-09,50,W,2100-01-01,0,0.0,41.0,0
+2021-07-10,50,W,2100-01-01,0,0.0,39.0,0
+2021-07-11,50,W,2100-01-01,0,0.0,40.0,0
+2021-07-12,50,W,2100-01-01,0,0.0,41.0,0
+2021-07-13,50,W,2100-01-01,0,0.0,41.0,0
+2021-07-14,50,W,2100-01-01,0,0.0,42.0,0
+2021-07-15,50,W,2100-01-01,0,0.0,43.0,0
+2021-07-16,50,W,2100-01-01,0,0.0,41.0,0
+2021-07-17,50,W,2100-01-01,0,0.0,42.0,0
+2021-07-18,50,W,2100-01-01,0,0.0,42.0,0
+2021-07-19,50,W,2100-01-01,0,0.0,43.0,0
+2021-07-20,50,W,2100-01-01,0,0.0,44.0,0
+2021-07-21,50,W,2100-01-01,0,0.0,43.0,0
+2021-07-22,50,W,2100-01-01,0,0.0,44.0,0
+2021-07-23,50,W,2100-01-01,0,0.0,43.0,0
+2021-07-24,50,W,2100-01-01,0,0.0,42.0,0
+2021-07-25,50,W,2100-01-01,0,0.0,44.0,0
+2021-07-26,50,W,2100-01-01,0,0.0,44.0,0
+2021-07-27,50,W,2100-01-01,0,0.0,45.0,0
+2021-07-28,50,W,2100-01-01,0,0.0,46.0,0
+2021-07-29,50,W,2100-01-01,0,0.0,46.0,0
+2021-07-30,50,W,2100-01-01,0,0.0,45.0,0
+2021-07-31,50,W,2100-01-01,0,0.0,45.0,0
+2021-05-01,51,N,2100-01-01,0,0.0,45.0,0
+2021-05-02,51,N,2100-01-01,0,0.0,44.0,0
+2021-05-03,51,N,2100-01-01,0,0.0,46.0,0
+2021-05-04,51,N,2100-01-01,0,0.0,44.0,0
+2021-05-05,51,N,2100-01-01,0,0.0,45.0,0
+2021-05-06,51,N,2100-01-01,0,0.0,46.0,0
+2021-05-07,51,N,2100-01-01,0,0.0,45.0,0
+2021-05-08,51,N,2100-01-01,0,0.0,43.0,0
+2021-05-09,51,N,2100-01-01,0,0.0,45.0,0
+2021-05-10,51,N,2100-01-01,0,0.0,47.0,0
+2021-05-11,51,N,2100-01-01,0,0.0,44.0,0
+2021-05-12,51,N,2100-01-01,0,0.0,45.0,0
+2021-05-13,51,N,2100-01-01,0,0.0,44.0,0
+2021-05-14,51,N,2100-01-01,0,0.0,45.0,0
+2021-05-15,51,N,2100-01-01,0,0.0,45.0,0
+2021-05-16,51,N,2100-01-01,0,0.0,45.0,0
+2021-05-17,51,N,2100-01-01,0,0.0,46.0,0
+2021-05-18,51,N,2100-01-01,0,0.0,47.0,0
+2021-05-19,51,N,2100-01-01,0,0.0,45.0,0
+2021-05-20,51,N,2100-01-01,0,0.0,46.0,0
+2021-05-21,51,N,2100-01-01,0,0.0,47.0,0
+2021-05-22,51,N,2100-01-01,0,0.0,47.0,0
+2021-05-23,51,N,2100-01-01,0,0.0,46.0,0
+2021-05-24,51,N,2100-01-01,0,0.0,46.0,0
+2021-05-25,51,N,2100-01-01,0,0.0,46.0,0
+2021-05-26,51,N,2100-01-01,0,0.0,47.0,0
+2021-05-27,51,N,2100-01-01,0,0.0,46.0,0
+2021-05-28,51,N,2100-01-01,0,0.0,46.0,0
+2021-05-29,51,N,2100-01-01,0,0.0,46.0,0
+2021-05-30,51,N,2100-01-01,0,0.0,47.0,0
+2021-05-31,51,N,2100-01-01,0,0.0,47.0,0
+2021-06-01,51,N,2100-01-01,0,0.0,49.0,0
+2021-06-02,51,N,2100-01-01,0,0.0,48.0,0
+2021-06-03,51,N,2100-01-01,0,0.0,48.0,0
+2021-06-04,51,N,2100-01-01,0,0.0,47.0,0
+2021-06-05,51,N,2100-01-01,0,0.0,47.0,0
+2021-06-06,51,N,2100-01-01,0,0.0,48.0,0
+2021-06-07,51,N,2100-01-01,0,0.0,49.0,0
+2021-06-08,51,N,2100-01-01,0,0.0,48.0,0
+2021-06-09,51,N,2100-01-01,0,0.0,49.0,0
+2021-06-10,51,N,2100-01-01,0,0.0,49.0,0
+2021-06-11,51,N,2100-01-01,0,0.0,48.0,0
+2021-06-12,51,N,2100-01-01,0,0.0,48.0,0
+2021-06-13,51,N,2100-01-01,0,0.0,48.0,0
+2021-06-14,51,N,2100-01-01,0,0.0,50.0,0
+2021-06-15,51,N,2100-01-01,0,0.0,48.0,0
+2021-06-16,51,N,2100-01-01,0,0.0,48.0,0
+2021-06-17,51,N,2100-01-01,0,0.0,48.0,0
+2021-06-18,51,N,2100-01-01,0,0.0,50.0,0
+2021-06-19,51,N,2100-01-01,0,0.0,49.0,0
+2021-06-20,51,N,2100-01-01,0,0.0,48.0,0
+2021-06-21,51,N,2100-01-01,0,0.0,50.0,0
+2021-06-22,51,N,2100-01-01,0,0.0,51.0,0
+2021-06-23,51,N,2100-01-01,0,0.0,50.0,0
+2021-06-24,51,N,2100-01-01,0,0.0,51.0,0
+2021-06-25,51,N,2100-01-01,0,0.0,50.0,0
+2021-06-26,51,N,2100-01-01,0,0.0,49.0,0
+2021-06-27,51,N,2100-01-01,0,0.0,50.0,0
+2021-06-28,51,N,2100-01-01,0,0.0,51.0,0
+2021-06-29,51,N,2100-01-01,0,0.0,51.0,0
+2021-06-30,51,N,2100-01-01,0,0.0,50.0,0
+2021-07-01,51,N,2100-01-01,0,0.0,50.0,0
+2021-07-02,51,N,2100-01-01,0,0.0,50.0,0
+2021-07-03,51,N,2100-01-01,0,0.0,48.0,0
+2021-07-04,51,N,2100-01-01,0,0.0,50.0,0
+2021-07-05,51,N,2100-01-01,0,0.0,51.0,0
+2021-07-06,51,N,2100-01-01,0,0.0,50.0,0
+2021-07-07,51,N,2100-01-01,0,0.0,50.0,0
+2021-07-08,51,N,2100-01-01,0,0.0,52.0,0
+2021-07-09,51,N,2100-01-01,0,0.0,51.0,0
+2021-07-10,51,N,2100-01-01,0,0.0,49.0,0
+2021-07-11,51,N,2100-01-01,0,0.0,51.0,0
+2021-07-12,51,N,2100-01-01,0,0.0,51.0,0
+2021-07-13,51,N,2100-01-01,0,0.0,51.0,0
+2021-07-14,51,N,2100-01-01,0,0.0,51.0,0
+2021-07-15,51,N,2100-01-01,0,0.0,52.0,0
+2021-07-16,51,N,2100-01-01,0,0.0,52.0,0
+2021-07-17,51,N,2100-01-01,0,0.0,52.0,0
+2021-07-18,51,N,2100-01-01,0,0.0,53.0,0
+2021-07-19,51,N,2100-01-01,0,0.0,53.0,0
+2021-07-20,51,N,2100-01-01,0,0.0,53.0,0
+2021-07-21,51,N,2100-01-01,0,0.0,52.0,0
+2021-07-22,51,N,2100-01-01,0,0.0,53.0,0
+2021-07-23,51,N,2100-01-01,0,0.0,52.0,0
+2021-07-24,51,N,2100-01-01,0,0.0,51.0,0
+2021-07-25,51,N,2100-01-01,0,0.0,52.0,0
+2021-07-26,51,N,2100-01-01,0,0.0,55.0,0
+2021-07-27,51,N,2100-01-01,0,0.0,53.0,0
+2021-07-28,51,N,2100-01-01,0,0.0,54.0,0
+2021-07-29,51,N,2100-01-01,0,0.0,53.0,0
+2021-07-30,51,N,2100-01-01,0,0.0,52.0,0
+2021-07-31,51,N,2100-01-01,0,0.0,53.0,0
+2021-05-01,52,N,2100-01-01,0,0.0,43.0,0
+2021-05-02,52,N,2100-01-01,0,0.0,44.0,0
+2021-05-03,52,N,2100-01-01,0,0.0,44.0,0
+2021-05-04,52,N,2100-01-01,0,0.0,42.0,0
+2021-05-05,52,N,2100-01-01,0,0.0,43.0,0
+2021-05-06,52,N,2100-01-01,0,0.0,44.0,0
+2021-05-07,52,N,2100-01-01,0,0.0,43.0,0
+2021-05-08,52,N,2100-01-01,0,0.0,43.0,0
+2021-05-09,52,N,2100-01-01,0,0.0,44.0,0
+2021-05-10,52,N,2100-01-01,0,0.0,44.0,0
+2021-05-11,52,N,2100-01-01,0,0.0,46.0,0
+2021-05-12,52,N,2100-01-01,0,0.0,43.0,0
+2021-05-13,52,N,2100-01-01,0,0.0,43.0,0
+2021-05-14,52,N,2100-01-01,0,0.0,44.0,0
+2021-05-15,52,N,2100-01-01,0,0.0,44.0,0
+2021-05-16,52,N,2100-01-01,0,0.0,43.0,0
+2021-05-17,52,N,2100-01-01,0,0.0,46.0,0
+2021-05-18,52,N,2100-01-01,0,0.0,44.0,0
+2021-05-19,52,N,2100-01-01,0,0.0,45.0,0
+2021-05-20,52,N,2100-01-01,0,0.0,47.0,0
+2021-05-21,52,N,2100-01-01,0,0.0,45.0,0
+2021-05-22,52,N,2100-01-01,0,0.0,45.0,0
+2021-05-23,52,N,2100-01-01,0,0.0,45.0,0
+2021-05-24,52,N,2100-01-01,0,0.0,45.0,0
+2021-05-25,52,N,2100-01-01,0,0.0,47.0,0
+2021-05-26,52,N,2100-01-01,0,0.0,47.0,0
+2021-05-27,52,N,2100-01-01,0,0.0,45.0,0
+2021-05-28,52,N,2100-01-01,0,0.0,46.0,0
+2021-05-29,52,N,2100-01-01,0,0.0,47.0,0
+2021-05-30,52,N,2100-01-01,0,0.0,46.0,0
+2021-05-31,52,N,2100-01-01,0,0.0,47.0,0
+2021-06-01,52,N,2100-01-01,0,0.0,47.0,0
+2021-06-02,52,N,2100-01-01,0,0.0,47.0,0
+2021-06-03,52,N,2100-01-01,0,0.0,47.0,0
+2021-06-04,52,N,2100-01-01,0,0.0,47.0,0
+2021-06-05,52,N,2100-01-01,0,0.0,45.0,0
+2021-06-06,52,N,2100-01-01,0,0.0,47.0,0
+2021-06-07,52,N,2100-01-01,0,0.0,45.0,0
+2021-06-08,52,N,2100-01-01,0,0.0,47.0,0
+2021-06-09,52,N,2100-01-01,0,0.0,46.0,0
+2021-06-10,52,N,2100-01-01,0,0.0,46.0,0
+2021-06-11,52,N,2100-01-01,0,0.0,47.0,0
+2021-06-12,52,N,2100-01-01,0,0.0,49.0,0
+2021-06-13,52,N,2100-01-01,0,0.0,47.0,0
+2021-06-14,52,N,2100-01-01,0,0.0,49.0,0
+2021-06-15,52,N,2100-01-01,0,0.0,46.0,0
+2021-06-16,52,N,2100-01-01,0,0.0,47.0,0
+2021-06-17,52,N,2100-01-01,0,0.0,47.0,0
+2021-06-18,52,N,2100-01-01,0,0.0,47.0,0
+2021-06-19,52,N,2100-01-01,0,0.0,49.0,0
+2021-06-20,52,N,2100-01-01,0,0.0,47.0,0
+2021-06-21,52,N,2100-01-01,0,0.0,48.0,0
+2021-06-22,52,N,2100-01-01,0,0.0,49.0,0
+2021-06-23,52,N,2100-01-01,0,0.0,47.0,0
+2021-06-24,52,N,2100-01-01,0,0.0,49.0,0
+2021-06-25,52,N,2100-01-01,0,0.0,49.0,0
+2021-06-26,52,N,2100-01-01,0,0.0,48.0,0
+2021-06-27,52,N,2100-01-01,0,0.0,49.0,0
+2021-06-28,52,N,2100-01-01,0,0.0,49.0,0
+2021-06-29,52,N,2100-01-01,0,0.0,50.0,0
+2021-06-30,52,N,2100-01-01,0,0.0,49.0,0
+2021-07-01,52,N,2100-01-01,0,0.0,50.0,0
+2021-07-02,52,N,2100-01-01,0,0.0,49.0,0
+2021-07-03,52,N,2100-01-01,0,0.0,48.0,0
+2021-07-04,52,N,2100-01-01,0,0.0,48.0,0
+2021-07-05,52,N,2100-01-01,0,0.0,50.0,0
+2021-07-06,52,N,2100-01-01,0,0.0,49.0,0
+2021-07-07,52,N,2100-01-01,0,0.0,49.0,0
+2021-07-08,52,N,2100-01-01,0,0.0,50.0,0
+2021-07-09,52,N,2100-01-01,0,0.0,49.0,0
+2021-07-10,52,N,2100-01-01,0,0.0,48.0,0
+2021-07-11,52,N,2100-01-01,0,0.0,50.0,0
+2021-07-12,52,N,2100-01-01,0,0.0,52.0,0
+2021-07-13,52,N,2100-01-01,0,0.0,49.0,0
+2021-07-14,52,N,2100-01-01,0,0.0,51.0,0
+2021-07-15,52,N,2100-01-01,0,0.0,51.0,0
+2021-07-16,52,N,2100-01-01,0,0.0,50.0,0
+2021-07-17,52,N,2100-01-01,0,0.0,50.0,0
+2021-07-18,52,N,2100-01-01,0,0.0,51.0,0
+2021-07-19,52,N,2100-01-01,0,0.0,52.0,0
+2021-07-20,52,N,2100-01-01,0,0.0,51.0,0
+2021-07-21,52,N,2100-01-01,0,0.0,50.0,0
+2021-07-22,52,N,2100-01-01,0,0.0,52.0,0
+2021-07-23,52,N,2100-01-01,0,0.0,51.0,0
+2021-07-24,52,N,2100-01-01,0,0.0,51.0,0
+2021-07-25,52,N,2100-01-01,0,0.0,52.0,0
+2021-07-26,52,N,2100-01-01,0,0.0,54.0,0
+2021-07-27,52,N,2100-01-01,0,0.0,53.0,0
+2021-07-28,52,N,2100-01-01,0,0.0,52.0,0
+2021-07-29,52,N,2100-01-01,0,0.0,52.0,0
+2021-07-30,52,N,2100-01-01,0,0.0,50.0,0
+2021-07-31,52,N,2100-01-01,0,0.0,52.0,0
+2021-05-01,53,W,2021-06-04,1,0.0,29.0,0
+2021-05-02,53,W,2021-06-04,1,0.0,31.0,0
+2021-05-03,53,W,2021-06-04,1,0.0,29.0,0
+2021-05-04,53,W,2021-06-04,1,0.0,29.0,0
+2021-05-05,53,W,2021-06-04,1,0.0,30.0,0
+2021-05-06,53,W,2021-06-04,1,0.0,31.0,0
+2021-05-07,53,W,2021-06-04,1,0.0,30.0,0
+2021-05-08,53,W,2021-06-04,1,0.0,29.0,0
+2021-05-09,53,W,2021-06-04,1,0.0,32.0,0
+2021-05-10,53,W,2021-06-04,1,0.0,32.0,0
+2021-05-11,53,W,2021-06-04,1,0.0,32.0,0
+2021-05-12,53,W,2021-06-04,1,0.0,31.0,0
+2021-05-13,53,W,2021-06-04,1,0.0,31.0,0
+2021-05-14,53,W,2021-06-04,1,0.0,31.0,0
+2021-05-15,53,W,2021-06-04,1,0.0,31.0,0
+2021-05-16,53,W,2021-06-04,1,0.0,31.0,0
+2021-05-17,53,W,2021-06-04,1,0.0,32.0,0
+2021-05-18,53,W,2021-06-04,1,0.0,34.0,0
+2021-05-19,53,W,2021-06-04,1,0.0,33.0,0
+2021-05-20,53,W,2021-06-04,1,0.0,34.0,0
+2021-05-21,53,W,2021-06-04,1,0.0,32.0,0
+2021-05-22,53,W,2021-06-04,1,0.0,33.0,0
+2021-05-23,53,W,2021-06-04,1,0.0,34.0,0
+2021-05-24,53,W,2021-06-04,1,0.0,35.0,0
+2021-05-25,53,W,2021-06-04,1,0.0,33.0,0
+2021-05-26,53,W,2021-06-04,1,0.0,33.0,0
+2021-05-27,53,W,2021-06-04,1,0.0,34.0,0
+2021-05-28,53,W,2021-06-04,1,0.0,34.0,0
+2021-05-29,53,W,2021-06-04,1,0.0,34.0,0
+2021-05-30,53,W,2021-06-04,1,0.0,35.0,0
+2021-05-31,53,W,2021-06-04,1,0.0,35.0,0
+2021-06-01,53,W,2021-06-04,1,0.0,35.0,0
+2021-06-02,53,W,2021-06-04,1,0.0,36.0,0
+2021-06-03,53,W,2021-06-04,1,0.0,35.0,0
+2021-06-04,53,W,2021-06-04,1,0.0,35.0,1
+2021-06-05,53,W,2021-06-04,1,0.378361332715464,35.0,1
+2021-06-06,53,W,2021-06-04,1,0.756722665430928,38.0,1
+2021-06-07,53,W,2021-06-04,1,1.135083998146392,38.0,1
+2021-06-08,53,W,2021-06-04,1,1.513445330861856,38.0,1
+2021-06-09,53,W,2021-06-04,1,1.891806663577313,38.0,1
+2021-06-10,53,W,2021-06-04,1,1.891806663577313,39.0,1
+2021-06-11,53,W,2021-06-04,1,1.891806663577313,39.0,1
+2021-06-12,53,W,2021-06-04,1,1.891806663577313,38.0,1
+2021-06-13,53,W,2021-06-04,1,1.891806663577313,39.0,1
+2021-06-14,53,W,2021-06-04,1,1.891806663577313,39.0,1
+2021-06-15,53,W,2021-06-04,1,1.891806663577313,39.0,1
+2021-06-16,53,W,2021-06-04,1,1.891806663577313,39.0,1
+2021-06-17,53,W,2021-06-04,1,1.891806663577313,40.0,1
+2021-06-18,53,W,2021-06-04,1,1.891806663577313,41.0,1
+2021-06-19,53,W,2021-06-04,1,1.891806663577313,40.0,1
+2021-06-20,53,W,2021-06-04,1,1.891806663577313,41.0,1
+2021-06-21,53,W,2021-06-04,1,1.891806663577313,41.0,1
+2021-06-22,53,W,2021-06-04,1,1.891806663577313,42.0,1
+2021-06-23,53,W,2021-06-04,1,1.891806663577313,42.0,1
+2021-06-24,53,W,2021-06-04,1,1.891806663577313,42.0,1
+2021-06-25,53,W,2021-06-04,1,1.891806663577313,42.0,1
+2021-06-26,53,W,2021-06-04,1,1.891806663577313,42.0,1
+2021-06-27,53,W,2021-06-04,1,1.891806663577313,43.0,1
+2021-06-28,53,W,2021-06-04,1,1.891806663577313,42.0,1
+2021-06-29,53,W,2021-06-04,1,1.891806663577313,42.0,1
+2021-06-30,53,W,2021-06-04,1,1.891806663577313,43.0,1
+2021-07-01,53,W,2021-06-04,1,1.891806663577313,43.0,1
+2021-07-02,53,W,2021-06-04,1,1.891806663577313,44.0,1
+2021-07-03,53,W,2021-06-04,1,1.891806663577313,42.0,1
+2021-07-04,53,W,2021-06-04,1,1.891806663577313,43.0,1
+2021-07-05,53,W,2021-06-04,1,1.891806663577313,44.0,1
+2021-07-06,53,W,2021-06-04,1,1.891806663577313,45.0,1
+2021-07-07,53,W,2021-06-04,1,1.891806663577313,44.0,1
+2021-07-08,53,W,2021-06-04,1,1.891806663577313,44.0,1
+2021-07-09,53,W,2021-06-04,1,1.891806663577313,44.0,1
+2021-07-10,53,W,2021-06-04,1,1.891806663577313,42.0,1
+2021-07-11,53,W,2021-06-04,1,1.891806663577313,45.0,1
+2021-07-12,53,W,2021-06-04,1,1.891806663577313,45.0,1
+2021-07-13,53,W,2021-06-04,1,1.891806663577313,45.0,1
+2021-07-14,53,W,2021-06-04,1,1.891806663577313,45.0,1
+2021-07-15,53,W,2021-06-04,1,1.891806663577313,45.0,1
+2021-07-16,53,W,2021-06-04,1,1.891806663577313,46.0,1
+2021-07-17,53,W,2021-06-04,1,1.891806663577313,46.0,1
+2021-07-18,53,W,2021-06-04,1,1.891806663577313,46.0,1
+2021-07-19,53,W,2021-06-04,1,1.891806663577313,47.0,1
+2021-07-20,53,W,2021-06-04,1,1.891806663577313,47.0,1
+2021-07-21,53,W,2021-06-04,1,1.891806663577313,46.0,1
+2021-07-22,53,W,2021-06-04,1,1.891806663577313,48.0,1
+2021-07-23,53,W,2021-06-04,1,1.891806663577313,49.0,1
+2021-07-24,53,W,2021-06-04,1,1.891806663577313,47.0,1
+2021-07-25,53,W,2021-06-04,1,1.891806663577313,47.0,1
+2021-07-26,53,W,2021-06-04,1,1.891806663577313,48.0,1
+2021-07-27,53,W,2021-06-04,1,1.891806663577313,49.0,1
+2021-07-28,53,W,2021-06-04,1,1.891806663577313,48.0,1
+2021-07-29,53,W,2021-06-04,1,1.891806663577313,49.0,1
+2021-07-30,53,W,2021-06-04,1,1.891806663577313,47.0,1
+2021-07-31,53,W,2021-06-04,1,1.891806663577313,48.0,1
+2021-05-01,54,W,2021-05-15,1,0.0,26.0,0
+2021-05-02,54,W,2021-05-15,1,0.0,26.0,0
+2021-05-03,54,W,2021-05-15,1,0.0,27.0,0
+2021-05-04,54,W,2021-05-15,1,0.0,26.0,0
+2021-05-05,54,W,2021-05-15,1,0.0,26.0,0
+2021-05-06,54,W,2021-05-15,1,0.0,26.0,0
+2021-05-07,54,W,2021-05-15,1,0.0,24.0,0
+2021-05-08,54,W,2021-05-15,1,0.0,27.0,0
+2021-05-09,54,W,2021-05-15,1,0.0,27.0,0
+2021-05-10,54,W,2021-05-15,1,0.0,26.0,0
+2021-05-11,54,W,2021-05-15,1,0.0,27.0,0
+2021-05-12,54,W,2021-05-15,1,0.0,27.0,0
+2021-05-13,54,W,2021-05-15,1,0.0,28.0,0
+2021-05-14,54,W,2021-05-15,1,0.0,27.0,0
+2021-05-15,54,W,2021-05-15,1,0.0,26.0,1
+2021-05-16,54,W,2021-05-15,1,0.7522423336214672,29.0,1
+2021-05-17,54,W,2021-05-15,1,1.5044846672429344,31.0,1
+2021-05-18,54,W,2021-05-15,1,2.2567270008644016,31.0,1
+2021-05-19,54,W,2021-05-15,1,3.008969334485869,31.0,1
+2021-05-20,54,W,2021-05-15,1,3.761211668107336,33.0,1
+2021-05-21,54,W,2021-05-15,1,3.761211668107336,32.0,1
+2021-05-22,54,W,2021-05-15,1,3.761211668107336,32.0,1
+2021-05-23,54,W,2021-05-15,1,3.761211668107336,33.0,1
+2021-05-24,54,W,2021-05-15,1,3.761211668107336,34.0,1
+2021-05-25,54,W,2021-05-15,1,3.761211668107336,36.0,1
+2021-05-26,54,W,2021-05-15,1,3.761211668107336,33.0,1
+2021-05-27,54,W,2021-05-15,1,3.761211668107336,33.0,1
+2021-05-28,54,W,2021-05-15,1,3.761211668107336,34.0,1
+2021-05-29,54,W,2021-05-15,1,3.761211668107336,36.0,1
+2021-05-30,54,W,2021-05-15,1,3.761211668107336,35.0,1
+2021-05-31,54,W,2021-05-15,1,3.761211668107336,36.0,1
+2021-06-01,54,W,2021-05-15,1,3.761211668107336,35.0,1
+2021-06-02,54,W,2021-05-15,1,3.761211668107336,36.0,1
+2021-06-03,54,W,2021-05-15,1,3.761211668107336,36.0,1
+2021-06-04,54,W,2021-05-15,1,3.761211668107336,37.0,1
+2021-06-05,54,W,2021-05-15,1,3.761211668107336,36.0,1
+2021-06-06,54,W,2021-05-15,1,3.761211668107336,36.0,1
+2021-06-07,54,W,2021-05-15,1,3.761211668107336,36.0,1
+2021-06-08,54,W,2021-05-15,1,3.761211668107336,36.0,1
+2021-06-09,54,W,2021-05-15,1,3.761211668107336,38.0,1
+2021-06-10,54,W,2021-05-15,1,3.761211668107336,36.0,1
+2021-06-11,54,W,2021-05-15,1,3.761211668107336,36.0,1
+2021-06-12,54,W,2021-05-15,1,3.761211668107336,37.0,1
+2021-06-13,54,W,2021-05-15,1,3.761211668107336,36.0,1
+2021-06-14,54,W,2021-05-15,1,3.761211668107336,38.0,1
+2021-06-15,54,W,2021-05-15,1,3.761211668107336,39.0,1
+2021-06-16,54,W,2021-05-15,1,3.761211668107336,37.0,1
+2021-06-17,54,W,2021-05-15,1,3.761211668107336,39.0,1
+2021-06-18,54,W,2021-05-15,1,3.761211668107336,38.0,1
+2021-06-19,54,W,2021-05-15,1,3.761211668107336,39.0,1
+2021-06-20,54,W,2021-05-15,1,3.761211668107336,39.0,1
+2021-06-21,54,W,2021-05-15,1,3.761211668107336,39.0,1
+2021-06-22,54,W,2021-05-15,1,3.761211668107336,40.0,1
+2021-06-23,54,W,2021-05-15,1,3.761211668107336,39.0,1
+2021-06-24,54,W,2021-05-15,1,3.761211668107336,40.0,1
+2021-06-25,54,W,2021-05-15,1,3.761211668107336,39.0,1
+2021-06-26,54,W,2021-05-15,1,3.761211668107336,40.0,1
+2021-06-27,54,W,2021-05-15,1,3.761211668107336,40.0,1
+2021-06-28,54,W,2021-05-15,1,3.761211668107336,41.0,1
+2021-06-29,54,W,2021-05-15,1,3.761211668107336,42.0,1
+2021-06-30,54,W,2021-05-15,1,3.761211668107336,41.0,1
+2021-07-01,54,W,2021-05-15,1,3.761211668107336,42.0,1
+2021-07-02,54,W,2021-05-15,1,3.761211668107336,40.0,1
+2021-07-03,54,W,2021-05-15,1,3.761211668107336,39.0,1
+2021-07-04,54,W,2021-05-15,1,3.761211668107336,43.0,1
+2021-07-05,54,W,2021-05-15,1,3.761211668107336,43.0,1
+2021-07-06,54,W,2021-05-15,1,3.761211668107336,44.0,1
+2021-07-07,54,W,2021-05-15,1,3.761211668107336,44.0,1
+2021-07-08,54,W,2021-05-15,1,3.761211668107336,43.0,1
+2021-07-09,54,W,2021-05-15,1,3.761211668107336,42.0,1
+2021-07-10,54,W,2021-05-15,1,3.761211668107336,41.0,1
+2021-07-11,54,W,2021-05-15,1,3.761211668107336,42.0,1
+2021-07-12,54,W,2021-05-15,1,3.761211668107336,43.0,1
+2021-07-13,54,W,2021-05-15,1,3.761211668107336,43.0,1
+2021-07-14,54,W,2021-05-15,1,3.761211668107336,44.0,1
+2021-07-15,54,W,2021-05-15,1,3.761211668107336,44.0,1
+2021-07-16,54,W,2021-05-15,1,3.761211668107336,43.0,1
+2021-07-17,54,W,2021-05-15,1,3.761211668107336,44.0,1
+2021-07-18,54,W,2021-05-15,1,3.761211668107336,45.0,1
+2021-07-19,54,W,2021-05-15,1,3.761211668107336,44.0,1
+2021-07-20,54,W,2021-05-15,1,3.761211668107336,45.0,1
+2021-07-21,54,W,2021-05-15,1,3.761211668107336,44.0,1
+2021-07-22,54,W,2021-05-15,1,3.761211668107336,44.0,1
+2021-07-23,54,W,2021-05-15,1,3.761211668107336,45.0,1
+2021-07-24,54,W,2021-05-15,1,3.761211668107336,46.0,1
+2021-07-25,54,W,2021-05-15,1,3.761211668107336,45.0,1
+2021-07-26,54,W,2021-05-15,1,3.761211668107336,47.0,1
+2021-07-27,54,W,2021-05-15,1,3.761211668107336,46.0,1
+2021-07-28,54,W,2021-05-15,1,3.761211668107336,47.0,1
+2021-07-29,54,W,2021-05-15,1,3.761211668107336,48.0,1
+2021-07-30,54,W,2021-05-15,1,3.761211668107336,46.0,1
+2021-07-31,54,W,2021-05-15,1,3.761211668107336,46.0,1
+2021-05-01,55,E,2021-05-15,1,0.0,14.0,0
+2021-05-02,55,E,2021-05-15,1,0.0,15.0,0
+2021-05-03,55,E,2021-05-15,1,0.0,17.0,0
+2021-05-04,55,E,2021-05-15,1,0.0,15.0,0
+2021-05-05,55,E,2021-05-15,1,0.0,16.0,0
+2021-05-06,55,E,2021-05-15,1,0.0,17.0,0
+2021-05-07,55,E,2021-05-15,1,0.0,15.0,0
+2021-05-08,55,E,2021-05-15,1,0.0,17.0,0
+2021-05-09,55,E,2021-05-15,1,0.0,17.0,0
+2021-05-10,55,E,2021-05-15,1,0.0,19.0,0
+2021-05-11,55,E,2021-05-15,1,0.0,19.0,0
+2021-05-12,55,E,2021-05-15,1,0.0,18.0,0
+2021-05-13,55,E,2021-05-15,1,0.0,19.0,0
+2021-05-14,55,E,2021-05-15,1,0.0,18.0,0
+2021-05-15,55,E,2021-05-15,1,0.0,18.0,1
+2021-05-16,55,E,2021-05-15,1,1.1618935317934387,19.0,1
+2021-05-17,55,E,2021-05-15,1,2.323787063586881,23.0,1
+2021-05-18,55,E,2021-05-15,1,3.485680595380323,23.0,1
+2021-05-19,55,E,2021-05-15,1,4.647574127173762,23.0,1
+2021-05-20,55,E,2021-05-15,1,5.8094676589672005,26.0,1
+2021-05-21,55,E,2021-05-15,1,5.8094676589672005,25.0,1
+2021-05-22,55,E,2021-05-15,1,5.8094676589672005,25.0,1
+2021-05-23,55,E,2021-05-15,1,5.8094676589672005,26.0,1
+2021-05-24,55,E,2021-05-15,1,5.8094676589672005,28.0,1
+2021-05-25,55,E,2021-05-15,1,5.8094676589672005,26.0,1
+2021-05-26,55,E,2021-05-15,1,5.8094676589672005,27.0,1
+2021-05-27,55,E,2021-05-15,1,5.8094676589672005,29.0,1
+2021-05-28,55,E,2021-05-15,1,5.8094676589672005,30.0,1
+2021-05-29,55,E,2021-05-15,1,5.8094676589672005,29.0,1
+2021-05-30,55,E,2021-05-15,1,5.8094676589672005,28.0,1
+2021-05-31,55,E,2021-05-15,1,5.8094676589672005,29.0,1
+2021-06-01,55,E,2021-05-15,1,5.8094676589672005,31.0,1
+2021-06-02,55,E,2021-05-15,1,5.8094676589672005,31.0,1
+2021-06-03,55,E,2021-05-15,1,5.8094676589672005,30.0,1
+2021-06-04,55,E,2021-05-15,1,5.8094676589672005,31.0,1
+2021-06-05,55,E,2021-05-15,1,5.8094676589672005,31.0,1
+2021-06-06,55,E,2021-05-15,1,5.8094676589672005,31.0,1
+2021-06-07,55,E,2021-05-15,1,5.8094676589672005,30.0,1
+2021-06-08,55,E,2021-05-15,1,5.8094676589672005,30.0,1
+2021-06-09,55,E,2021-05-15,1,5.8094676589672005,33.0,1
+2021-06-10,55,E,2021-05-15,1,5.8094676589672005,32.0,1
+2021-06-11,55,E,2021-05-15,1,5.8094676589672005,32.0,1
+2021-06-12,55,E,2021-05-15,1,5.8094676589672005,33.0,1
+2021-06-13,55,E,2021-05-15,1,5.8094676589672005,33.0,1
+2021-06-14,55,E,2021-05-15,1,5.8094676589672005,33.0,1
+2021-06-15,55,E,2021-05-15,1,5.8094676589672005,35.0,1
+2021-06-16,55,E,2021-05-15,1,5.8094676589672005,34.0,1
+2021-06-17,55,E,2021-05-15,1,5.8094676589672005,34.0,1
+2021-06-18,55,E,2021-05-15,1,5.8094676589672005,34.0,1
+2021-06-19,55,E,2021-05-15,1,5.8094676589672005,34.0,1
+2021-06-20,55,E,2021-05-15,1,5.8094676589672005,36.0,1
+2021-06-21,55,E,2021-05-15,1,5.8094676589672005,35.0,1
+2021-06-22,55,E,2021-05-15,1,5.8094676589672005,36.0,1
+2021-06-23,55,E,2021-05-15,1,5.8094676589672005,38.0,1
+2021-06-24,55,E,2021-05-15,1,5.8094676589672005,38.0,1
+2021-06-25,55,E,2021-05-15,1,5.8094676589672005,37.0,1
+2021-06-26,55,E,2021-05-15,1,5.8094676589672005,38.0,1
+2021-06-27,55,E,2021-05-15,1,5.8094676589672005,37.0,1
+2021-06-28,55,E,2021-05-15,1,5.8094676589672005,37.0,1
+2021-06-29,55,E,2021-05-15,1,5.8094676589672005,39.0,1
+2021-06-30,55,E,2021-05-15,1,5.8094676589672005,38.0,1
+2021-07-01,55,E,2021-05-15,1,5.8094676589672005,39.0,1
+2021-07-02,55,E,2021-05-15,1,5.8094676589672005,40.0,1
+2021-07-03,55,E,2021-05-15,1,5.8094676589672005,39.0,1
+2021-07-04,55,E,2021-05-15,1,5.8094676589672005,39.0,1
+2021-07-05,55,E,2021-05-15,1,5.8094676589672005,41.0,1
+2021-07-06,55,E,2021-05-15,1,5.8094676589672005,42.0,1
+2021-07-07,55,E,2021-05-15,1,5.8094676589672005,42.0,1
+2021-07-08,55,E,2021-05-15,1,5.8094676589672005,40.0,1
+2021-07-09,55,E,2021-05-15,1,5.8094676589672005,42.0,1
+2021-07-10,55,E,2021-05-15,1,5.8094676589672005,40.0,1
+2021-07-11,55,E,2021-05-15,1,5.8094676589672005,39.0,1
+2021-07-12,55,E,2021-05-15,1,5.8094676589672005,41.0,1
+2021-07-13,55,E,2021-05-15,1,5.8094676589672005,42.0,1
+2021-07-14,55,E,2021-05-15,1,5.8094676589672005,43.0,1
+2021-07-15,55,E,2021-05-15,1,5.8094676589672005,44.0,1
+2021-07-16,55,E,2021-05-15,1,5.8094676589672005,43.0,1
+2021-07-17,55,E,2021-05-15,1,5.8094676589672005,43.0,1
+2021-07-18,55,E,2021-05-15,1,5.8094676589672005,44.0,1
+2021-07-19,55,E,2021-05-15,1,5.8094676589672005,46.0,1
+2021-07-20,55,E,2021-05-15,1,5.8094676589672005,46.0,1
+2021-07-21,55,E,2021-05-15,1,5.8094676589672005,45.0,1
+2021-07-22,55,E,2021-05-15,1,5.8094676589672005,45.0,1
+2021-07-23,55,E,2021-05-15,1,5.8094676589672005,46.0,1
+2021-07-24,55,E,2021-05-15,1,5.8094676589672005,45.0,1
+2021-07-25,55,E,2021-05-15,1,5.8094676589672005,45.0,1
+2021-07-26,55,E,2021-05-15,1,5.8094676589672005,48.0,1
+2021-07-27,55,E,2021-05-15,1,5.8094676589672005,46.0,1
+2021-07-28,55,E,2021-05-15,1,5.8094676589672005,48.0,1
+2021-07-29,55,E,2021-05-15,1,5.8094676589672005,47.0,1
+2021-07-30,55,E,2021-05-15,1,5.8094676589672005,46.0,1
+2021-07-31,55,E,2021-05-15,1,5.8094676589672005,46.0,1
+2021-05-01,56,W,2021-05-15,1,0.0,31.0,0
+2021-05-02,56,W,2021-05-15,1,0.0,32.0,0
+2021-05-03,56,W,2021-05-15,1,0.0,31.0,0
+2021-05-04,56,W,2021-05-15,1,0.0,30.0,0
+2021-05-05,56,W,2021-05-15,1,0.0,32.0,0
+2021-05-06,56,W,2021-05-15,1,0.0,32.0,0
+2021-05-07,56,W,2021-05-15,1,0.0,31.0,0
+2021-05-08,56,W,2021-05-15,1,0.0,32.0,0
+2021-05-09,56,W,2021-05-15,1,0.0,33.0,0
+2021-05-10,56,W,2021-05-15,1,0.0,33.0,0
+2021-05-11,56,W,2021-05-15,1,0.0,32.0,0
+2021-05-12,56,W,2021-05-15,1,0.0,33.0,0
+2021-05-13,56,W,2021-05-15,1,0.0,33.0,0
+2021-05-14,56,W,2021-05-15,1,0.0,34.0,0
+2021-05-15,56,W,2021-05-15,1,0.0,33.0,1
+2021-05-16,56,W,2021-05-15,1,0.1370448167104712,33.0,1
+2021-05-17,56,W,2021-05-15,1,0.2740896334209353,36.0,1
+2021-05-18,56,W,2021-05-15,1,0.4111344501314065,35.0,1
+2021-05-19,56,W,2021-05-15,1,0.5481792668418706,34.0,1
+2021-05-20,56,W,2021-05-15,1,0.6852240835523418,35.0,1
+2021-05-21,56,W,2021-05-15,1,0.6852240835523418,35.0,1
+2021-05-22,56,W,2021-05-15,1,0.6852240835523418,35.0,1
+2021-05-23,56,W,2021-05-15,1,0.6852240835523418,36.0,1
+2021-05-24,56,W,2021-05-15,1,0.6852240835523418,37.0,1
+2021-05-25,56,W,2021-05-15,1,0.6852240835523418,37.0,1
+2021-05-26,56,W,2021-05-15,1,0.6852240835523418,36.0,1
+2021-05-27,56,W,2021-05-15,1,0.6852240835523418,38.0,1
+2021-05-28,56,W,2021-05-15,1,0.6852240835523418,38.0,1
+2021-05-29,56,W,2021-05-15,1,0.6852240835523418,38.0,1
+2021-05-30,56,W,2021-05-15,1,0.6852240835523418,37.0,1
+2021-05-31,56,W,2021-05-15,1,0.6852240835523418,39.0,1
+2021-06-01,56,W,2021-05-15,1,0.6852240835523418,39.0,1
+2021-06-02,56,W,2021-05-15,1,0.6852240835523418,40.0,1
+2021-06-03,56,W,2021-05-15,1,0.6852240835523418,39.0,1
+2021-06-04,56,W,2021-05-15,1,0.6852240835523418,38.0,1
+2021-06-05,56,W,2021-05-15,1,0.6852240835523418,38.0,1
+2021-06-06,56,W,2021-05-15,1,0.6852240835523418,39.0,1
+2021-06-07,56,W,2021-05-15,1,0.6852240835523418,38.0,1
+2021-06-08,56,W,2021-05-15,1,0.6852240835523418,39.0,1
+2021-06-09,56,W,2021-05-15,1,0.6852240835523418,41.0,1
+2021-06-10,56,W,2021-05-15,1,0.6852240835523418,39.0,1
+2021-06-11,56,W,2021-05-15,1,0.6852240835523418,39.0,1
+2021-06-12,56,W,2021-05-15,1,0.6852240835523418,40.0,1
+2021-06-13,56,W,2021-05-15,1,0.6852240835523418,39.0,1
+2021-06-14,56,W,2021-05-15,1,0.6852240835523418,41.0,1
+2021-06-15,56,W,2021-05-15,1,0.6852240835523418,40.0,1
+2021-06-16,56,W,2021-05-15,1,0.6852240835523418,41.0,1
+2021-06-17,56,W,2021-05-15,1,0.6852240835523418,42.0,1
+2021-06-18,56,W,2021-05-15,1,0.6852240835523418,41.0,1
+2021-06-19,56,W,2021-05-15,1,0.6852240835523418,42.0,1
+2021-06-20,56,W,2021-05-15,1,0.6852240835523418,41.0,1
+2021-06-21,56,W,2021-05-15,1,0.6852240835523418,43.0,1
+2021-06-22,56,W,2021-05-15,1,0.6852240835523418,43.0,1
+2021-06-23,56,W,2021-05-15,1,0.6852240835523418,42.0,1
+2021-06-24,56,W,2021-05-15,1,0.6852240835523418,43.0,1
+2021-06-25,56,W,2021-05-15,1,0.6852240835523418,43.0,1
+2021-06-26,56,W,2021-05-15,1,0.6852240835523418,43.0,1
+2021-06-27,56,W,2021-05-15,1,0.6852240835523418,43.0,1
+2021-06-28,56,W,2021-05-15,1,0.6852240835523418,44.0,1
+2021-06-29,56,W,2021-05-15,1,0.6852240835523418,44.0,1
+2021-06-30,56,W,2021-05-15,1,0.6852240835523418,43.0,1
+2021-07-01,56,W,2021-05-15,1,0.6852240835523418,45.0,1
+2021-07-02,56,W,2021-05-15,1,0.6852240835523418,44.0,1
+2021-07-03,56,W,2021-05-15,1,0.6852240835523418,44.0,1
+2021-07-04,56,W,2021-05-15,1,0.6852240835523418,45.0,1
+2021-07-05,56,W,2021-05-15,1,0.6852240835523418,46.0,1
+2021-07-06,56,W,2021-05-15,1,0.6852240835523418,46.0,1
+2021-07-07,56,W,2021-05-15,1,0.6852240835523418,46.0,1
+2021-07-08,56,W,2021-05-15,1,0.6852240835523418,44.0,1
+2021-07-09,56,W,2021-05-15,1,0.6852240835523418,47.0,1
+2021-07-10,56,W,2021-05-15,1,0.6852240835523418,43.0,1
+2021-07-11,56,W,2021-05-15,1,0.6852240835523418,45.0,1
+2021-07-12,56,W,2021-05-15,1,0.6852240835523418,47.0,1
+2021-07-13,56,W,2021-05-15,1,0.6852240835523418,47.0,1
+2021-07-14,56,W,2021-05-15,1,0.6852240835523418,47.0,1
+2021-07-15,56,W,2021-05-15,1,0.6852240835523418,47.0,1
+2021-07-16,56,W,2021-05-15,1,0.6852240835523418,47.0,1
+2021-07-17,56,W,2021-05-15,1,0.6852240835523418,48.0,1
+2021-07-18,56,W,2021-05-15,1,0.6852240835523418,48.0,1
+2021-07-19,56,W,2021-05-15,1,0.6852240835523418,48.0,1
+2021-07-20,56,W,2021-05-15,1,0.6852240835523418,48.0,1
+2021-07-21,56,W,2021-05-15,1,0.6852240835523418,49.0,1
+2021-07-22,56,W,2021-05-15,1,0.6852240835523418,50.0,1
+2021-07-23,56,W,2021-05-15,1,0.6852240835523418,49.0,1
+2021-07-24,56,W,2021-05-15,1,0.6852240835523418,49.0,1
+2021-07-25,56,W,2021-05-15,1,0.6852240835523418,48.0,1
+2021-07-26,56,W,2021-05-15,1,0.6852240835523418,50.0,1
+2021-07-27,56,W,2021-05-15,1,0.6852240835523418,49.0,1
+2021-07-28,56,W,2021-05-15,1,0.6852240835523418,50.0,1
+2021-07-29,56,W,2021-05-15,1,0.6852240835523418,49.0,1
+2021-07-30,56,W,2021-05-15,1,0.6852240835523418,49.0,1
+2021-07-31,56,W,2021-05-15,1,0.6852240835523418,49.0,1
+2021-05-01,57,N,2021-05-15,1,0.0,43.0,0
+2021-05-02,57,N,2021-05-15,1,0.0,46.0,0
+2021-05-03,57,N,2021-05-15,1,0.0,45.0,0
+2021-05-04,57,N,2021-05-15,1,0.0,45.0,0
+2021-05-05,57,N,2021-05-15,1,0.0,45.0,0
+2021-05-06,57,N,2021-05-15,1,0.0,44.0,0
+2021-05-07,57,N,2021-05-15,1,0.0,45.0,0
+2021-05-08,57,N,2021-05-15,1,0.0,44.0,0
+2021-05-09,57,N,2021-05-15,1,0.0,44.0,0
+2021-05-10,57,N,2021-05-15,1,0.0,46.0,0
+2021-05-11,57,N,2021-05-15,1,0.0,46.0,0
+2021-05-12,57,N,2021-05-15,1,0.0,46.0,0
+2021-05-13,57,N,2021-05-15,1,0.0,46.0,0
+2021-05-14,57,N,2021-05-15,1,0.0,45.0,0
+2021-05-15,57,N,2021-05-15,1,0.0,44.0,1
+2021-05-16,57,N,2021-05-15,1,0.5193760269151539,46.0,1
+2021-05-17,57,N,2021-05-15,1,1.038752053830315,48.0,1
+2021-05-18,57,N,2021-05-15,1,1.558128080745469,47.0,1
+2021-05-19,57,N,2021-05-15,1,2.07750410766063,48.0,1
+2021-05-20,57,N,2021-05-15,1,2.596880134575784,50.0,1
+2021-05-21,57,N,2021-05-15,1,2.596880134575784,48.0,1
+2021-05-22,57,N,2021-05-15,1,2.596880134575784,49.0,1
+2021-05-23,57,N,2021-05-15,1,2.596880134575784,50.0,1
+2021-05-24,57,N,2021-05-15,1,2.596880134575784,49.0,1
+2021-05-25,57,N,2021-05-15,1,2.596880134575784,51.0,1
+2021-05-26,57,N,2021-05-15,1,2.596880134575784,49.0,1
+2021-05-27,57,N,2021-05-15,1,2.596880134575784,48.0,1
+2021-05-28,57,N,2021-05-15,1,2.596880134575784,50.0,1
+2021-05-29,57,N,2021-05-15,1,2.596880134575784,49.0,1
+2021-05-30,57,N,2021-05-15,1,2.596880134575784,50.0,1
+2021-05-31,57,N,2021-05-15,1,2.596880134575784,50.0,1
+2021-06-01,57,N,2021-05-15,1,2.596880134575784,51.0,1
+2021-06-02,57,N,2021-05-15,1,2.596880134575784,50.0,1
+2021-06-03,57,N,2021-05-15,1,2.596880134575784,49.0,1
+2021-06-04,57,N,2021-05-15,1,2.596880134575784,50.0,1
+2021-06-05,57,N,2021-05-15,1,2.596880134575784,51.0,1
+2021-06-06,57,N,2021-05-15,1,2.596880134575784,50.0,1
+2021-06-07,57,N,2021-05-15,1,2.596880134575784,51.0,1
+2021-06-08,57,N,2021-05-15,1,2.596880134575784,50.0,1
+2021-06-09,57,N,2021-05-15,1,2.596880134575784,50.0,1
+2021-06-10,57,N,2021-05-15,1,2.596880134575784,50.0,1
+2021-06-11,57,N,2021-05-15,1,2.596880134575784,51.0,1
+2021-06-12,57,N,2021-05-15,1,2.596880134575784,52.0,1
+2021-06-13,57,N,2021-05-15,1,2.596880134575784,51.0,1
+2021-06-14,57,N,2021-05-15,1,2.596880134575784,51.0,1
+2021-06-15,57,N,2021-05-15,1,2.596880134575784,52.0,1
+2021-06-16,57,N,2021-05-15,1,2.596880134575784,51.0,1
+2021-06-17,57,N,2021-05-15,1,2.596880134575784,52.0,1
+2021-06-18,57,N,2021-05-15,1,2.596880134575784,52.0,1
+2021-06-19,57,N,2021-05-15,1,2.596880134575784,50.0,1
+2021-06-20,57,N,2021-05-15,1,2.596880134575784,51.0,1
+2021-06-21,57,N,2021-05-15,1,2.596880134575784,52.0,1
+2021-06-22,57,N,2021-05-15,1,2.596880134575784,53.0,1
+2021-06-23,57,N,2021-05-15,1,2.596880134575784,51.0,1
+2021-06-24,57,N,2021-05-15,1,2.596880134575784,51.0,1
+2021-06-25,57,N,2021-05-15,1,2.596880134575784,51.0,1
+2021-06-26,57,N,2021-05-15,1,2.596880134575784,51.0,1
+2021-06-27,57,N,2021-05-15,1,2.596880134575784,53.0,1
+2021-06-28,57,N,2021-05-15,1,2.596880134575784,53.0,1
+2021-06-29,57,N,2021-05-15,1,2.596880134575784,54.0,1
+2021-06-30,57,N,2021-05-15,1,2.596880134575784,52.0,1
+2021-07-01,57,N,2021-05-15,1,2.596880134575784,53.0,1
+2021-07-02,57,N,2021-05-15,1,2.596880134575784,53.0,1
+2021-07-03,57,N,2021-05-15,1,2.596880134575784,51.0,1
+2021-07-04,57,N,2021-05-15,1,2.596880134575784,54.0,1
+2021-07-05,57,N,2021-05-15,1,2.596880134575784,54.0,1
+2021-07-06,57,N,2021-05-15,1,2.596880134575784,53.0,1
+2021-07-07,57,N,2021-05-15,1,2.596880134575784,53.0,1
+2021-07-08,57,N,2021-05-15,1,2.596880134575784,54.0,1
+2021-07-09,57,N,2021-05-15,1,2.596880134575784,52.0,1
+2021-07-10,57,N,2021-05-15,1,2.596880134575784,52.0,1
+2021-07-11,57,N,2021-05-15,1,2.596880134575784,54.0,1
+2021-07-12,57,N,2021-05-15,1,2.596880134575784,55.0,1
+2021-07-13,57,N,2021-05-15,1,2.596880134575784,53.0,1
+2021-07-14,57,N,2021-05-15,1,2.596880134575784,55.0,1
+2021-07-15,57,N,2021-05-15,1,2.596880134575784,55.0,1
+2021-07-16,57,N,2021-05-15,1,2.596880134575784,53.0,1
+2021-07-17,57,N,2021-05-15,1,2.596880134575784,54.0,1
+2021-07-18,57,N,2021-05-15,1,2.596880134575784,56.0,1
+2021-07-19,57,N,2021-05-15,1,2.596880134575784,56.0,1
+2021-07-20,57,N,2021-05-15,1,2.596880134575784,55.0,1
+2021-07-21,57,N,2021-05-15,1,2.596880134575784,54.0,1
+2021-07-22,57,N,2021-05-15,1,2.596880134575784,55.0,1
+2021-07-23,57,N,2021-05-15,1,2.596880134575784,56.0,1
+2021-07-24,57,N,2021-05-15,1,2.596880134575784,55.0,1
+2021-07-25,57,N,2021-05-15,1,2.596880134575784,53.0,1
+2021-07-26,57,N,2021-05-15,1,2.596880134575784,56.0,1
+2021-07-27,57,N,2021-05-15,1,2.596880134575784,56.0,1
+2021-07-28,57,N,2021-05-15,1,2.596880134575784,55.0,1
+2021-07-29,57,N,2021-05-15,1,2.596880134575784,56.0,1
+2021-07-30,57,N,2021-05-15,1,2.596880134575784,54.0,1
+2021-07-31,57,N,2021-05-15,1,2.596880134575784,54.0,1
+2021-05-01,58,S,2100-01-01,0,0.0,53.0,0
+2021-05-02,58,S,2100-01-01,0,0.0,53.0,0
+2021-05-03,58,S,2100-01-01,0,0.0,51.0,0
+2021-05-04,58,S,2100-01-01,0,0.0,52.0,0
+2021-05-05,58,S,2100-01-01,0,0.0,51.0,0
+2021-05-06,58,S,2100-01-01,0,0.0,52.0,0
+2021-05-07,58,S,2100-01-01,0,0.0,52.0,0
+2021-05-08,58,S,2100-01-01,0,0.0,51.0,0
+2021-05-09,58,S,2100-01-01,0,0.0,51.0,0
+2021-05-10,58,S,2100-01-01,0,0.0,52.0,0
+2021-05-11,58,S,2100-01-01,0,0.0,53.0,0
+2021-05-12,58,S,2100-01-01,0,0.0,51.0,0
+2021-05-13,58,S,2100-01-01,0,0.0,51.0,0
+2021-05-14,58,S,2100-01-01,0,0.0,51.0,0
+2021-05-15,58,S,2100-01-01,0,0.0,51.0,0
+2021-05-16,58,S,2100-01-01,0,0.0,51.0,0
+2021-05-17,58,S,2100-01-01,0,0.0,53.0,0
+2021-05-18,58,S,2100-01-01,0,0.0,52.0,0
+2021-05-19,58,S,2100-01-01,0,0.0,51.0,0
+2021-05-20,58,S,2100-01-01,0,0.0,51.0,0
+2021-05-21,58,S,2100-01-01,0,0.0,53.0,0
+2021-05-22,58,S,2100-01-01,0,0.0,52.0,0
+2021-05-23,58,S,2100-01-01,0,0.0,52.0,0
+2021-05-24,58,S,2100-01-01,0,0.0,53.0,0
+2021-05-25,58,S,2100-01-01,0,0.0,54.0,0
+2021-05-26,58,S,2100-01-01,0,0.0,50.0,0
+2021-05-27,58,S,2100-01-01,0,0.0,52.0,0
+2021-05-28,58,S,2100-01-01,0,0.0,52.0,0
+2021-05-29,58,S,2100-01-01,0,0.0,52.0,0
+2021-05-30,58,S,2100-01-01,0,0.0,52.0,0
+2021-05-31,58,S,2100-01-01,0,0.0,53.0,0
+2021-06-01,58,S,2100-01-01,0,0.0,52.0,0
+2021-06-02,58,S,2100-01-01,0,0.0,53.0,0
+2021-06-03,58,S,2100-01-01,0,0.0,53.0,0
+2021-06-04,58,S,2100-01-01,0,0.0,52.0,0
+2021-06-05,58,S,2100-01-01,0,0.0,50.0,0
+2021-06-06,58,S,2100-01-01,0,0.0,54.0,0
+2021-06-07,58,S,2100-01-01,0,0.0,52.0,0
+2021-06-08,58,S,2100-01-01,0,0.0,52.0,0
+2021-06-09,58,S,2100-01-01,0,0.0,52.0,0
+2021-06-10,58,S,2100-01-01,0,0.0,51.0,0
+2021-06-11,58,S,2100-01-01,0,0.0,52.0,0
+2021-06-12,58,S,2100-01-01,0,0.0,50.0,0
+2021-06-13,58,S,2100-01-01,0,0.0,53.0,0
+2021-06-14,58,S,2100-01-01,0,0.0,52.0,0
+2021-06-15,58,S,2100-01-01,0,0.0,52.0,0
+2021-06-16,58,S,2100-01-01,0,0.0,52.0,0
+2021-06-17,58,S,2100-01-01,0,0.0,52.0,0
+2021-06-18,58,S,2100-01-01,0,0.0,52.0,0
+2021-06-19,58,S,2100-01-01,0,0.0,52.0,0
+2021-06-20,58,S,2100-01-01,0,0.0,53.0,0
+2021-06-21,58,S,2100-01-01,0,0.0,52.0,0
+2021-06-22,58,S,2100-01-01,0,0.0,52.0,0
+2021-06-23,58,S,2100-01-01,0,0.0,51.0,0
+2021-06-24,58,S,2100-01-01,0,0.0,52.0,0
+2021-06-25,58,S,2100-01-01,0,0.0,52.0,0
+2021-06-26,58,S,2100-01-01,0,0.0,52.0,0
+2021-06-27,58,S,2100-01-01,0,0.0,53.0,0
+2021-06-28,58,S,2100-01-01,0,0.0,52.0,0
+2021-06-29,58,S,2100-01-01,0,0.0,52.0,0
+2021-06-30,58,S,2100-01-01,0,0.0,51.0,0
+2021-07-01,58,S,2100-01-01,0,0.0,52.0,0
+2021-07-02,58,S,2100-01-01,0,0.0,53.0,0
+2021-07-03,58,S,2100-01-01,0,0.0,51.0,0
+2021-07-04,58,S,2100-01-01,0,0.0,52.0,0
+2021-07-05,58,S,2100-01-01,0,0.0,52.0,0
+2021-07-06,58,S,2100-01-01,0,0.0,53.0,0
+2021-07-07,58,S,2100-01-01,0,0.0,52.0,0
+2021-07-08,58,S,2100-01-01,0,0.0,52.0,0
+2021-07-09,58,S,2100-01-01,0,0.0,51.0,0
+2021-07-10,58,S,2100-01-01,0,0.0,50.0,0
+2021-07-11,58,S,2100-01-01,0,0.0,52.0,0
+2021-07-12,58,S,2100-01-01,0,0.0,52.0,0
+2021-07-13,58,S,2100-01-01,0,0.0,54.0,0
+2021-07-14,58,S,2100-01-01,0,0.0,51.0,0
+2021-07-15,58,S,2100-01-01,0,0.0,51.0,0
+2021-07-16,58,S,2100-01-01,0,0.0,51.0,0
+2021-07-17,58,S,2100-01-01,0,0.0,52.0,0
+2021-07-18,58,S,2100-01-01,0,0.0,53.0,0
+2021-07-19,58,S,2100-01-01,0,0.0,52.0,0
+2021-07-20,58,S,2100-01-01,0,0.0,52.0,0
+2021-07-21,58,S,2100-01-01,0,0.0,52.0,0
+2021-07-22,58,S,2100-01-01,0,0.0,52.0,0
+2021-07-23,58,S,2100-01-01,0,0.0,52.0,0
+2021-07-24,58,S,2100-01-01,0,0.0,52.0,0
+2021-07-25,58,S,2100-01-01,0,0.0,52.0,0
+2021-07-26,58,S,2100-01-01,0,0.0,52.0,0
+2021-07-27,58,S,2100-01-01,0,0.0,54.0,0
+2021-07-28,58,S,2100-01-01,0,0.0,52.0,0
+2021-07-29,58,S,2100-01-01,0,0.0,52.0,0
+2021-07-30,58,S,2100-01-01,0,0.0,51.0,0
+2021-07-31,58,S,2100-01-01,0,0.0,51.0,0
+2021-05-01,59,S,2100-01-01,0,0.0,51.0,0
+2021-05-02,59,S,2100-01-01,0,0.0,51.0,0
+2021-05-03,59,S,2100-01-01,0,0.0,51.0,0
+2021-05-04,59,S,2100-01-01,0,0.0,51.0,0
+2021-05-05,59,S,2100-01-01,0,0.0,52.0,0
+2021-05-06,59,S,2100-01-01,0,0.0,52.0,0
+2021-05-07,59,S,2100-01-01,0,0.0,51.0,0
+2021-05-08,59,S,2100-01-01,0,0.0,50.0,0
+2021-05-09,59,S,2100-01-01,0,0.0,51.0,0
+2021-05-10,59,S,2100-01-01,0,0.0,53.0,0
+2021-05-11,59,S,2100-01-01,0,0.0,51.0,0
+2021-05-12,59,S,2100-01-01,0,0.0,49.0,0
+2021-05-13,59,S,2100-01-01,0,0.0,52.0,0
+2021-05-14,59,S,2100-01-01,0,0.0,49.0,0
+2021-05-15,59,S,2100-01-01,0,0.0,50.0,0
+2021-05-16,59,S,2100-01-01,0,0.0,49.0,0
+2021-05-17,59,S,2100-01-01,0,0.0,52.0,0
+2021-05-18,59,S,2100-01-01,0,0.0,50.0,0
+2021-05-19,59,S,2100-01-01,0,0.0,51.0,0
+2021-05-20,59,S,2100-01-01,0,0.0,52.0,0
+2021-05-21,59,S,2100-01-01,0,0.0,51.0,0
+2021-05-22,59,S,2100-01-01,0,0.0,52.0,0
+2021-05-23,59,S,2100-01-01,0,0.0,51.0,0
+2021-05-24,59,S,2100-01-01,0,0.0,51.0,0
+2021-05-25,59,S,2100-01-01,0,0.0,53.0,0
+2021-05-26,59,S,2100-01-01,0,0.0,50.0,0
+2021-05-27,59,S,2100-01-01,0,0.0,51.0,0
+2021-05-28,59,S,2100-01-01,0,0.0,50.0,0
+2021-05-29,59,S,2100-01-01,0,0.0,51.0,0
+2021-05-30,59,S,2100-01-01,0,0.0,51.0,0
+2021-05-31,59,S,2100-01-01,0,0.0,52.0,0
+2021-06-01,59,S,2100-01-01,0,0.0,52.0,0
+2021-06-02,59,S,2100-01-01,0,0.0,51.0,0
+2021-06-03,59,S,2100-01-01,0,0.0,51.0,0
+2021-06-04,59,S,2100-01-01,0,0.0,51.0,0
+2021-06-05,59,S,2100-01-01,0,0.0,49.0,0
+2021-06-06,59,S,2100-01-01,0,0.0,51.0,0
+2021-06-07,59,S,2100-01-01,0,0.0,51.0,0
+2021-06-08,59,S,2100-01-01,0,0.0,53.0,0
+2021-06-09,59,S,2100-01-01,0,0.0,51.0,0
+2021-06-10,59,S,2100-01-01,0,0.0,51.0,0
+2021-06-11,59,S,2100-01-01,0,0.0,50.0,0
+2021-06-12,59,S,2100-01-01,0,0.0,51.0,0
+2021-06-13,59,S,2100-01-01,0,0.0,50.0,0
+2021-06-14,59,S,2100-01-01,0,0.0,51.0,0
+2021-06-15,59,S,2100-01-01,0,0.0,51.0,0
+2021-06-16,59,S,2100-01-01,0,0.0,52.0,0
+2021-06-17,59,S,2100-01-01,0,0.0,52.0,0
+2021-06-18,59,S,2100-01-01,0,0.0,51.0,0
+2021-06-19,59,S,2100-01-01,0,0.0,50.0,0
+2021-06-20,59,S,2100-01-01,0,0.0,51.0,0
+2021-06-21,59,S,2100-01-01,0,0.0,52.0,0
+2021-06-22,59,S,2100-01-01,0,0.0,53.0,0
+2021-06-23,59,S,2100-01-01,0,0.0,51.0,0
+2021-06-24,59,S,2100-01-01,0,0.0,51.0,0
+2021-06-25,59,S,2100-01-01,0,0.0,52.0,0
+2021-06-26,59,S,2100-01-01,0,0.0,51.0,0
+2021-06-27,59,S,2100-01-01,0,0.0,52.0,0
+2021-06-28,59,S,2100-01-01,0,0.0,50.0,0
+2021-06-29,59,S,2100-01-01,0,0.0,52.0,0
+2021-06-30,59,S,2100-01-01,0,0.0,51.0,0
+2021-07-01,59,S,2100-01-01,0,0.0,52.0,0
+2021-07-02,59,S,2100-01-01,0,0.0,53.0,0
+2021-07-03,59,S,2100-01-01,0,0.0,51.0,0
+2021-07-04,59,S,2100-01-01,0,0.0,50.0,0
+2021-07-05,59,S,2100-01-01,0,0.0,50.0,0
+2021-07-06,59,S,2100-01-01,0,0.0,53.0,0
+2021-07-07,59,S,2100-01-01,0,0.0,52.0,0
+2021-07-08,59,S,2100-01-01,0,0.0,52.0,0
+2021-07-09,59,S,2100-01-01,0,0.0,52.0,0
+2021-07-10,59,S,2100-01-01,0,0.0,48.0,0
+2021-07-11,59,S,2100-01-01,0,0.0,52.0,0
+2021-07-12,59,S,2100-01-01,0,0.0,51.0,0
+2021-07-13,59,S,2100-01-01,0,0.0,51.0,0
+2021-07-14,59,S,2100-01-01,0,0.0,52.0,0
+2021-07-15,59,S,2100-01-01,0,0.0,52.0,0
+2021-07-16,59,S,2100-01-01,0,0.0,51.0,0
+2021-07-17,59,S,2100-01-01,0,0.0,52.0,0
+2021-07-18,59,S,2100-01-01,0,0.0,51.0,0
+2021-07-19,59,S,2100-01-01,0,0.0,51.0,0
+2021-07-20,59,S,2100-01-01,0,0.0,52.0,0
+2021-07-21,59,S,2100-01-01,0,0.0,51.0,0
+2021-07-22,59,S,2100-01-01,0,0.0,52.0,0
+2021-07-23,59,S,2100-01-01,0,0.0,52.0,0
+2021-07-24,59,S,2100-01-01,0,0.0,51.0,0
+2021-07-25,59,S,2100-01-01,0,0.0,50.0,0
+2021-07-26,59,S,2100-01-01,0,0.0,52.0,0
+2021-07-27,59,S,2100-01-01,0,0.0,53.0,0
+2021-07-28,59,S,2100-01-01,0,0.0,53.0,0
+2021-07-29,59,S,2100-01-01,0,0.0,52.0,0
+2021-07-30,59,S,2100-01-01,0,0.0,50.0,0
+2021-07-31,59,S,2100-01-01,0,0.0,50.0,0
+2021-05-01,60,E,2021-06-20,1,0.0,16.0,0
+2021-05-02,60,E,2021-06-20,1,0.0,18.0,0
+2021-05-03,60,E,2021-06-20,1,0.0,16.0,0
+2021-05-04,60,E,2021-06-20,1,0.0,17.0,0
+2021-05-05,60,E,2021-06-20,1,0.0,17.0,0
+2021-05-06,60,E,2021-06-20,1,0.0,19.0,0
+2021-05-07,60,E,2021-06-20,1,0.0,18.0,0
+2021-05-08,60,E,2021-06-20,1,0.0,17.0,0
+2021-05-09,60,E,2021-06-20,1,0.0,20.0,0
+2021-05-10,60,E,2021-06-20,1,0.0,21.0,0
+2021-05-11,60,E,2021-06-20,1,0.0,19.0,0
+2021-05-12,60,E,2021-06-20,1,0.0,19.0,0
+2021-05-13,60,E,2021-06-20,1,0.0,19.0,0
+2021-05-14,60,E,2021-06-20,1,0.0,19.0,0
+2021-05-15,60,E,2021-06-20,1,0.0,20.0,0
+2021-05-16,60,E,2021-06-20,1,0.0,20.0,0
+2021-05-17,60,E,2021-06-20,1,0.0,21.0,0
+2021-05-18,60,E,2021-06-20,1,0.0,21.0,0
+2021-05-19,60,E,2021-06-20,1,0.0,21.0,0
+2021-05-20,60,E,2021-06-20,1,0.0,23.0,0
+2021-05-21,60,E,2021-06-20,1,0.0,21.0,0
+2021-05-22,60,E,2021-06-20,1,0.0,22.0,0
+2021-05-23,60,E,2021-06-20,1,0.0,24.0,0
+2021-05-24,60,E,2021-06-20,1,0.0,24.0,0
+2021-05-25,60,E,2021-06-20,1,0.0,25.0,0
+2021-05-26,60,E,2021-06-20,1,0.0,23.0,0
+2021-05-27,60,E,2021-06-20,1,0.0,24.0,0
+2021-05-28,60,E,2021-06-20,1,0.0,23.0,0
+2021-05-29,60,E,2021-06-20,1,0.0,25.0,0
+2021-05-30,60,E,2021-06-20,1,0.0,24.0,0
+2021-05-31,60,E,2021-06-20,1,0.0,26.0,0
+2021-06-01,60,E,2021-06-20,1,0.0,26.0,0
+2021-06-02,60,E,2021-06-20,1,0.0,28.0,0
+2021-06-03,60,E,2021-06-20,1,0.0,25.0,0
+2021-06-04,60,E,2021-06-20,1,0.0,26.0,0
+2021-06-05,60,E,2021-06-20,1,0.0,25.0,0
+2021-06-06,60,E,2021-06-20,1,0.0,27.0,0
+2021-06-07,60,E,2021-06-20,1,0.0,26.0,0
+2021-06-08,60,E,2021-06-20,1,0.0,27.0,0
+2021-06-09,60,E,2021-06-20,1,0.0,28.0,0
+2021-06-10,60,E,2021-06-20,1,0.0,29.0,0
+2021-06-11,60,E,2021-06-20,1,0.0,27.0,0
+2021-06-12,60,E,2021-06-20,1,0.0,29.0,0
+2021-06-13,60,E,2021-06-20,1,0.0,30.0,0
+2021-06-14,60,E,2021-06-20,1,0.0,30.0,0
+2021-06-15,60,E,2021-06-20,1,0.0,31.0,0
+2021-06-16,60,E,2021-06-20,1,0.0,30.0,0
+2021-06-17,60,E,2021-06-20,1,0.0,30.0,0
+2021-06-18,60,E,2021-06-20,1,0.0,31.0,0
+2021-06-19,60,E,2021-06-20,1,0.0,31.0,0
+2021-06-20,60,E,2021-06-20,1,0.0,30.0,1
+2021-06-21,60,E,2021-06-20,1,0.026429660801703392,33.0,1
+2021-06-22,60,E,2021-06-20,1,0.05285932160339968,33.0,1
+2021-06-23,60,E,2021-06-20,1,0.07928898240510307,31.0,1
+2021-06-24,60,E,2021-06-20,1,0.10571864320680646,31.0,1
+2021-06-25,60,E,2021-06-20,1,0.13214830400850275,33.0,1
+2021-06-26,60,E,2021-06-20,1,0.13214830400850275,34.0,1
+2021-06-27,60,E,2021-06-20,1,0.13214830400850275,33.0,1
+2021-06-28,60,E,2021-06-20,1,0.13214830400850275,34.0,1
+2021-06-29,60,E,2021-06-20,1,0.13214830400850275,37.0,1
+2021-06-30,60,E,2021-06-20,1,0.13214830400850275,34.0,1
+2021-07-01,60,E,2021-06-20,1,0.13214830400850275,35.0,1
+2021-07-02,60,E,2021-06-20,1,0.13214830400850275,35.0,1
+2021-07-03,60,E,2021-06-20,1,0.13214830400850275,33.0,1
+2021-07-04,60,E,2021-06-20,1,0.13214830400850275,35.0,1
+2021-07-05,60,E,2021-06-20,1,0.13214830400850275,37.0,1
+2021-07-06,60,E,2021-06-20,1,0.13214830400850275,37.0,1
+2021-07-07,60,E,2021-06-20,1,0.13214830400850275,37.0,1
+2021-07-08,60,E,2021-06-20,1,0.13214830400850275,36.0,1
+2021-07-09,60,E,2021-06-20,1,0.13214830400850275,37.0,1
+2021-07-10,60,E,2021-06-20,1,0.13214830400850275,37.0,1
+2021-07-11,60,E,2021-06-20,1,0.13214830400850275,37.0,1
+2021-07-12,60,E,2021-06-20,1,0.13214830400850275,39.0,1
+2021-07-13,60,E,2021-06-20,1,0.13214830400850275,38.0,1
+2021-07-14,60,E,2021-06-20,1,0.13214830400850275,40.0,1
+2021-07-15,60,E,2021-06-20,1,0.13214830400850275,40.0,1
+2021-07-16,60,E,2021-06-20,1,0.13214830400850275,40.0,1
+2021-07-17,60,E,2021-06-20,1,0.13214830400850275,39.0,1
+2021-07-18,60,E,2021-06-20,1,0.13214830400850275,39.0,1
+2021-07-19,60,E,2021-06-20,1,0.13214830400850275,41.0,1
+2021-07-20,60,E,2021-06-20,1,0.13214830400850275,40.0,1
+2021-07-21,60,E,2021-06-20,1,0.13214830400850275,40.0,1
+2021-07-22,60,E,2021-06-20,1,0.13214830400850275,40.0,1
+2021-07-23,60,E,2021-06-20,1,0.13214830400850275,42.0,1
+2021-07-24,60,E,2021-06-20,1,0.13214830400850275,42.0,1
+2021-07-25,60,E,2021-06-20,1,0.13214830400850275,42.0,1
+2021-07-26,60,E,2021-06-20,1,0.13214830400850275,43.0,1
+2021-07-27,60,E,2021-06-20,1,0.13214830400850275,43.0,1
+2021-07-28,60,E,2021-06-20,1,0.13214830400850275,43.0,1
+2021-07-29,60,E,2021-06-20,1,0.13214830400850275,42.0,1
+2021-07-30,60,E,2021-06-20,1,0.13214830400850275,42.0,1
+2021-07-31,60,E,2021-06-20,1,0.13214830400850275,43.0,1
+2021-05-01,61,W,2021-06-04,1,0.0,28.0,0
+2021-05-02,61,W,2021-06-04,1,0.0,29.0,0
+2021-05-03,61,W,2021-06-04,1,0.0,28.0,0
+2021-05-04,61,W,2021-06-04,1,0.0,29.0,0
+2021-05-05,61,W,2021-06-04,1,0.0,29.0,0
+2021-05-06,61,W,2021-06-04,1,0.0,31.0,0
+2021-05-07,61,W,2021-06-04,1,0.0,28.0,0
+2021-05-08,61,W,2021-06-04,1,0.0,29.0,0
+2021-05-09,61,W,2021-06-04,1,0.0,30.0,0
+2021-05-10,61,W,2021-06-04,1,0.0,30.0,0
+2021-05-11,61,W,2021-06-04,1,0.0,30.0,0
+2021-05-12,61,W,2021-06-04,1,0.0,29.0,0
+2021-05-13,61,W,2021-06-04,1,0.0,29.0,0
+2021-05-14,61,W,2021-06-04,1,0.0,30.0,0
+2021-05-15,61,W,2021-06-04,1,0.0,30.0,0
+2021-05-16,61,W,2021-06-04,1,0.0,31.0,0
+2021-05-17,61,W,2021-06-04,1,0.0,32.0,0
+2021-05-18,61,W,2021-06-04,1,0.0,32.0,0
+2021-05-19,61,W,2021-06-04,1,0.0,31.0,0
+2021-05-20,61,W,2021-06-04,1,0.0,31.0,0
+2021-05-21,61,W,2021-06-04,1,0.0,31.0,0
+2021-05-22,61,W,2021-06-04,1,0.0,31.0,0
+2021-05-23,61,W,2021-06-04,1,0.0,30.0,0
+2021-05-24,61,W,2021-06-04,1,0.0,32.0,0
+2021-05-25,61,W,2021-06-04,1,0.0,33.0,0
+2021-05-26,61,W,2021-06-04,1,0.0,33.0,0
+2021-05-27,61,W,2021-06-04,1,0.0,32.0,0
+2021-05-28,61,W,2021-06-04,1,0.0,33.0,0
+2021-05-29,61,W,2021-06-04,1,0.0,34.0,0
+2021-05-30,61,W,2021-06-04,1,0.0,32.0,0
+2021-05-31,61,W,2021-06-04,1,0.0,36.0,0
+2021-06-01,61,W,2021-06-04,1,0.0,34.0,0
+2021-06-02,61,W,2021-06-04,1,0.0,34.0,0
+2021-06-03,61,W,2021-06-04,1,0.0,33.0,0
+2021-06-04,61,W,2021-06-04,1,0.0,33.0,1
+2021-06-05,61,W,2021-06-04,1,0.5287954448333849,34.0,1
+2021-06-06,61,W,2021-06-04,1,1.0575908896667698,35.0,1
+2021-06-07,61,W,2021-06-04,1,1.5863863345001548,36.0,1
+2021-06-08,61,W,2021-06-04,1,2.1151817793335397,36.0,1
+2021-06-09,61,W,2021-06-04,1,2.6439772241669317,38.0,1
+2021-06-10,61,W,2021-06-04,1,2.6439772241669317,38.0,1
+2021-06-11,61,W,2021-06-04,1,2.6439772241669317,38.0,1
+2021-06-12,61,W,2021-06-04,1,2.6439772241669317,36.0,1
+2021-06-13,61,W,2021-06-04,1,2.6439772241669317,38.0,1
+2021-06-14,61,W,2021-06-04,1,2.6439772241669317,39.0,1
+2021-06-15,61,W,2021-06-04,1,2.6439772241669317,38.0,1
+2021-06-16,61,W,2021-06-04,1,2.6439772241669317,39.0,1
+2021-06-17,61,W,2021-06-04,1,2.6439772241669317,40.0,1
+2021-06-18,61,W,2021-06-04,1,2.6439772241669317,41.0,1
+2021-06-19,61,W,2021-06-04,1,2.6439772241669317,40.0,1
+2021-06-20,61,W,2021-06-04,1,2.6439772241669317,40.0,1
+2021-06-21,61,W,2021-06-04,1,2.6439772241669317,40.0,1
+2021-06-22,61,W,2021-06-04,1,2.6439772241669317,41.0,1
+2021-06-23,61,W,2021-06-04,1,2.6439772241669317,40.0,1
+2021-06-24,61,W,2021-06-04,1,2.6439772241669317,41.0,1
+2021-06-25,61,W,2021-06-04,1,2.6439772241669317,41.0,1
+2021-06-26,61,W,2021-06-04,1,2.6439772241669317,40.0,1
+2021-06-27,61,W,2021-06-04,1,2.6439772241669317,41.0,1
+2021-06-28,61,W,2021-06-04,1,2.6439772241669317,41.0,1
+2021-06-29,61,W,2021-06-04,1,2.6439772241669317,41.0,1
+2021-06-30,61,W,2021-06-04,1,2.6439772241669317,41.0,1
+2021-07-01,61,W,2021-06-04,1,2.6439772241669317,43.0,1
+2021-07-02,61,W,2021-06-04,1,2.6439772241669317,41.0,1
+2021-07-03,61,W,2021-06-04,1,2.6439772241669317,41.0,1
+2021-07-04,61,W,2021-06-04,1,2.6439772241669317,42.0,1
+2021-07-05,61,W,2021-06-04,1,2.6439772241669317,43.0,1
+2021-07-06,61,W,2021-06-04,1,2.6439772241669317,43.0,1
+2021-07-07,61,W,2021-06-04,1,2.6439772241669317,43.0,1
+2021-07-08,61,W,2021-06-04,1,2.6439772241669317,42.0,1
+2021-07-09,61,W,2021-06-04,1,2.6439772241669317,44.0,1
+2021-07-10,61,W,2021-06-04,1,2.6439772241669317,41.0,1
+2021-07-11,61,W,2021-06-04,1,2.6439772241669317,43.0,1
+2021-07-12,61,W,2021-06-04,1,2.6439772241669317,43.0,1
+2021-07-13,61,W,2021-06-04,1,2.6439772241669317,43.0,1
+2021-07-14,61,W,2021-06-04,1,2.6439772241669317,43.0,1
+2021-07-15,61,W,2021-06-04,1,2.6439772241669317,44.0,1
+2021-07-16,61,W,2021-06-04,1,2.6439772241669317,44.0,1
+2021-07-17,61,W,2021-06-04,1,2.6439772241669317,44.0,1
+2021-07-18,61,W,2021-06-04,1,2.6439772241669317,45.0,1
+2021-07-19,61,W,2021-06-04,1,2.6439772241669317,45.0,1
+2021-07-20,61,W,2021-06-04,1,2.6439772241669317,46.0,1
+2021-07-21,61,W,2021-06-04,1,2.6439772241669317,45.0,1
+2021-07-22,61,W,2021-06-04,1,2.6439772241669317,46.0,1
+2021-07-23,61,W,2021-06-04,1,2.6439772241669317,46.0,1
+2021-07-24,61,W,2021-06-04,1,2.6439772241669317,46.0,1
+2021-07-25,61,W,2021-06-04,1,2.6439772241669317,46.0,1
+2021-07-26,61,W,2021-06-04,1,2.6439772241669317,47.0,1
+2021-07-27,61,W,2021-06-04,1,2.6439772241669317,48.0,1
+2021-07-28,61,W,2021-06-04,1,2.6439772241669317,47.0,1
+2021-07-29,61,W,2021-06-04,1,2.6439772241669317,47.0,1
+2021-07-30,61,W,2021-06-04,1,2.6439772241669317,47.0,1
+2021-07-31,61,W,2021-06-04,1,2.6439772241669317,46.0,1
+2021-05-01,62,N,2021-06-20,1,0.0,51.0,0
+2021-05-02,62,N,2021-06-20,1,0.0,51.0,0
+2021-05-03,62,N,2021-06-20,1,0.0,51.0,0
+2021-05-04,62,N,2021-06-20,1,0.0,52.0,0
+2021-05-05,62,N,2021-06-20,1,0.0,51.0,0
+2021-05-06,62,N,2021-06-20,1,0.0,51.0,0
+2021-05-07,62,N,2021-06-20,1,0.0,52.0,0
+2021-05-08,62,N,2021-06-20,1,0.0,51.0,0
+2021-05-09,62,N,2021-06-20,1,0.0,51.0,0
+2021-05-10,62,N,2021-06-20,1,0.0,52.0,0
+2021-05-11,62,N,2021-06-20,1,0.0,51.0,0
+2021-05-12,62,N,2021-06-20,1,0.0,51.0,0
+2021-05-13,62,N,2021-06-20,1,0.0,52.0,0
+2021-05-14,62,N,2021-06-20,1,0.0,51.0,0
+2021-05-15,62,N,2021-06-20,1,0.0,51.0,0
+2021-05-16,62,N,2021-06-20,1,0.0,50.0,0
+2021-05-17,62,N,2021-06-20,1,0.0,53.0,0
+2021-05-18,62,N,2021-06-20,1,0.0,53.0,0
+2021-05-19,62,N,2021-06-20,1,0.0,51.0,0
+2021-05-20,62,N,2021-06-20,1,0.0,54.0,0
+2021-05-21,62,N,2021-06-20,1,0.0,51.0,0
+2021-05-22,62,N,2021-06-20,1,0.0,53.0,0
+2021-05-23,62,N,2021-06-20,1,0.0,53.0,0
+2021-05-24,62,N,2021-06-20,1,0.0,54.0,0
+2021-05-25,62,N,2021-06-20,1,0.0,54.0,0
+2021-05-26,62,N,2021-06-20,1,0.0,54.0,0
+2021-05-27,62,N,2021-06-20,1,0.0,53.0,0
+2021-05-28,62,N,2021-06-20,1,0.0,52.0,0
+2021-05-29,62,N,2021-06-20,1,0.0,54.0,0
+2021-05-30,62,N,2021-06-20,1,0.0,53.0,0
+2021-05-31,62,N,2021-06-20,1,0.0,55.0,0
+2021-06-01,62,N,2021-06-20,1,0.0,53.0,0
+2021-06-02,62,N,2021-06-20,1,0.0,56.0,0
+2021-06-03,62,N,2021-06-20,1,0.0,54.0,0
+2021-06-04,62,N,2021-06-20,1,0.0,53.0,0
+2021-06-05,62,N,2021-06-20,1,0.0,53.0,0
+2021-06-06,62,N,2021-06-20,1,0.0,55.0,0
+2021-06-07,62,N,2021-06-20,1,0.0,54.0,0
+2021-06-08,62,N,2021-06-20,1,0.0,53.0,0
+2021-06-09,62,N,2021-06-20,1,0.0,55.0,0
+2021-06-10,62,N,2021-06-20,1,0.0,55.0,0
+2021-06-11,62,N,2021-06-20,1,0.0,54.0,0
+2021-06-12,62,N,2021-06-20,1,0.0,53.0,0
+2021-06-13,62,N,2021-06-20,1,0.0,55.0,0
+2021-06-14,62,N,2021-06-20,1,0.0,55.0,0
+2021-06-15,62,N,2021-06-20,1,0.0,54.0,0
+2021-06-16,62,N,2021-06-20,1,0.0,55.0,0
+2021-06-17,62,N,2021-06-20,1,0.0,56.0,0
+2021-06-18,62,N,2021-06-20,1,0.0,56.0,0
+2021-06-19,62,N,2021-06-20,1,0.0,54.0,0
+2021-06-20,62,N,2021-06-20,1,0.0,56.0,1
+2021-06-21,62,N,2021-06-20,1,2.0893126686852455,58.0,1
+2021-06-22,62,N,2021-06-20,1,4.178625337370491,61.0,1
+2021-06-23,62,N,2021-06-20,1,6.267938006055729,63.0,1
+2021-06-24,62,N,2021-06-20,1,8.357250674740982,65.0,1
+2021-06-25,62,N,2021-06-20,1,10.44656334342622,66.0,1
+2021-06-26,62,N,2021-06-20,1,10.44656334342622,67.0,1
+2021-06-27,62,N,2021-06-20,1,10.44656334342622,67.0,1
+2021-06-28,62,N,2021-06-20,1,10.44656334342622,66.0,1
+2021-06-29,62,N,2021-06-20,1,10.44656334342622,67.0,1
+2021-06-30,62,N,2021-06-20,1,10.44656334342622,67.0,1
+2021-07-01,62,N,2021-06-20,1,10.44656334342622,66.0,1
+2021-07-02,62,N,2021-06-20,1,10.44656334342622,67.0,1
+2021-07-03,62,N,2021-06-20,1,10.44656334342622,66.0,1
+2021-07-04,62,N,2021-06-20,1,10.44656334342622,66.0,1
+2021-07-05,62,N,2021-06-20,1,10.44656334342622,69.0,1
+2021-07-06,62,N,2021-06-20,1,10.44656334342622,68.0,1
+2021-07-07,62,N,2021-06-20,1,10.44656334342622,67.0,1
+2021-07-08,62,N,2021-06-20,1,10.44656334342622,67.0,1
+2021-07-09,62,N,2021-06-20,1,10.44656334342622,67.0,1
+2021-07-10,62,N,2021-06-20,1,10.44656334342622,68.0,1
+2021-07-11,62,N,2021-06-20,1,10.44656334342622,67.0,1
+2021-07-12,62,N,2021-06-20,1,10.44656334342622,70.0,1
+2021-07-13,62,N,2021-06-20,1,10.44656334342622,67.0,1
+2021-07-14,62,N,2021-06-20,1,10.44656334342622,71.0,1
+2021-07-15,62,N,2021-06-20,1,10.44656334342622,68.0,1
+2021-07-16,62,N,2021-06-20,1,10.44656334342622,68.0,1
+2021-07-17,62,N,2021-06-20,1,10.44656334342622,68.0,1
+2021-07-18,62,N,2021-06-20,1,10.44656334342622,69.0,1
+2021-07-19,62,N,2021-06-20,1,10.44656334342622,69.0,1
+2021-07-20,62,N,2021-06-20,1,10.44656334342622,70.0,1
+2021-07-21,62,N,2021-06-20,1,10.44656334342622,69.0,1
+2021-07-22,62,N,2021-06-20,1,10.44656334342622,69.0,1
+2021-07-23,62,N,2021-06-20,1,10.44656334342622,69.0,1
+2021-07-24,62,N,2021-06-20,1,10.44656334342622,70.0,1
+2021-07-25,62,N,2021-06-20,1,10.44656334342622,68.0,1
+2021-07-26,62,N,2021-06-20,1,10.44656334342622,72.0,1
+2021-07-27,62,N,2021-06-20,1,10.44656334342622,70.0,1
+2021-07-28,62,N,2021-06-20,1,10.44656334342622,71.0,1
+2021-07-29,62,N,2021-06-20,1,10.44656334342622,69.0,1
+2021-07-30,62,N,2021-06-20,1,10.44656334342622,71.0,1
+2021-07-31,62,N,2021-06-20,1,10.44656334342622,70.0,1
+2021-05-01,63,S,2100-01-01,0,0.0,50.0,0
+2021-05-02,63,S,2100-01-01,0,0.0,49.0,0
+2021-05-03,63,S,2100-01-01,0,0.0,49.0,0
+2021-05-04,63,S,2100-01-01,0,0.0,49.0,0
+2021-05-05,63,S,2100-01-01,0,0.0,49.0,0
+2021-05-06,63,S,2100-01-01,0,0.0,50.0,0
+2021-05-07,63,S,2100-01-01,0,0.0,50.0,0
+2021-05-08,63,S,2100-01-01,0,0.0,49.0,0
+2021-05-09,63,S,2100-01-01,0,0.0,50.0,0
+2021-05-10,63,S,2100-01-01,0,0.0,52.0,0
+2021-05-11,63,S,2100-01-01,0,0.0,50.0,0
+2021-05-12,63,S,2100-01-01,0,0.0,49.0,0
+2021-05-13,63,S,2100-01-01,0,0.0,49.0,0
+2021-05-14,63,S,2100-01-01,0,0.0,49.0,0
+2021-05-15,63,S,2100-01-01,0,0.0,48.0,0
+2021-05-16,63,S,2100-01-01,0,0.0,49.0,0
+2021-05-17,63,S,2100-01-01,0,0.0,53.0,0
+2021-05-18,63,S,2100-01-01,0,0.0,50.0,0
+2021-05-19,63,S,2100-01-01,0,0.0,50.0,0
+2021-05-20,63,S,2100-01-01,0,0.0,50.0,0
+2021-05-21,63,S,2100-01-01,0,0.0,50.0,0
+2021-05-22,63,S,2100-01-01,0,0.0,49.0,0
+2021-05-23,63,S,2100-01-01,0,0.0,50.0,0
+2021-05-24,63,S,2100-01-01,0,0.0,51.0,0
+2021-05-25,63,S,2100-01-01,0,0.0,51.0,0
+2021-05-26,63,S,2100-01-01,0,0.0,50.0,0
+2021-05-27,63,S,2100-01-01,0,0.0,49.0,0
+2021-05-28,63,S,2100-01-01,0,0.0,50.0,0
+2021-05-29,63,S,2100-01-01,0,0.0,50.0,0
+2021-05-30,63,S,2100-01-01,0,0.0,50.0,0
+2021-05-31,63,S,2100-01-01,0,0.0,50.0,0
+2021-06-01,63,S,2100-01-01,0,0.0,49.0,0
+2021-06-02,63,S,2100-01-01,0,0.0,52.0,0
+2021-06-03,63,S,2100-01-01,0,0.0,52.0,0
+2021-06-04,63,S,2100-01-01,0,0.0,49.0,0
+2021-06-05,63,S,2100-01-01,0,0.0,49.0,0
+2021-06-06,63,S,2100-01-01,0,0.0,51.0,0
+2021-06-07,63,S,2100-01-01,0,0.0,50.0,0
+2021-06-08,63,S,2100-01-01,0,0.0,51.0,0
+2021-06-09,63,S,2100-01-01,0,0.0,50.0,0
+2021-06-10,63,S,2100-01-01,0,0.0,50.0,0
+2021-06-11,63,S,2100-01-01,0,0.0,49.0,0
+2021-06-12,63,S,2100-01-01,0,0.0,49.0,0
+2021-06-13,63,S,2100-01-01,0,0.0,48.0,0
+2021-06-14,63,S,2100-01-01,0,0.0,50.0,0
+2021-06-15,63,S,2100-01-01,0,0.0,50.0,0
+2021-06-16,63,S,2100-01-01,0,0.0,50.0,0
+2021-06-17,63,S,2100-01-01,0,0.0,50.0,0
+2021-06-18,63,S,2100-01-01,0,0.0,50.0,0
+2021-06-19,63,S,2100-01-01,0,0.0,50.0,0
+2021-06-20,63,S,2100-01-01,0,0.0,50.0,0
+2021-06-21,63,S,2100-01-01,0,0.0,50.0,0
+2021-06-22,63,S,2100-01-01,0,0.0,50.0,0
+2021-06-23,63,S,2100-01-01,0,0.0,49.0,0
+2021-06-24,63,S,2100-01-01,0,0.0,50.0,0
+2021-06-25,63,S,2100-01-01,0,0.0,50.0,0
+2021-06-26,63,S,2100-01-01,0,0.0,50.0,0
+2021-06-27,63,S,2100-01-01,0,0.0,50.0,0
+2021-06-28,63,S,2100-01-01,0,0.0,50.0,0
+2021-06-29,63,S,2100-01-01,0,0.0,50.0,0
+2021-06-30,63,S,2100-01-01,0,0.0,49.0,0
+2021-07-01,63,S,2100-01-01,0,0.0,50.0,0
+2021-07-02,63,S,2100-01-01,0,0.0,48.0,0
+2021-07-03,63,S,2100-01-01,0,0.0,47.0,0
+2021-07-04,63,S,2100-01-01,0,0.0,48.0,0
+2021-07-05,63,S,2100-01-01,0,0.0,50.0,0
+2021-07-06,63,S,2100-01-01,0,0.0,50.0,0
+2021-07-07,63,S,2100-01-01,0,0.0,50.0,0
+2021-07-08,63,S,2100-01-01,0,0.0,48.0,0
+2021-07-09,63,S,2100-01-01,0,0.0,51.0,0
+2021-07-10,63,S,2100-01-01,0,0.0,48.0,0
+2021-07-11,63,S,2100-01-01,0,0.0,49.0,0
+2021-07-12,63,S,2100-01-01,0,0.0,50.0,0
+2021-07-13,63,S,2100-01-01,0,0.0,51.0,0
+2021-07-14,63,S,2100-01-01,0,0.0,50.0,0
+2021-07-15,63,S,2100-01-01,0,0.0,47.0,0
+2021-07-16,63,S,2100-01-01,0,0.0,49.0,0
+2021-07-17,63,S,2100-01-01,0,0.0,49.0,0
+2021-07-18,63,S,2100-01-01,0,0.0,48.0,0
+2021-07-19,63,S,2100-01-01,0,0.0,49.0,0
+2021-07-20,63,S,2100-01-01,0,0.0,48.0,0
+2021-07-21,63,S,2100-01-01,0,0.0,50.0,0
+2021-07-22,63,S,2100-01-01,0,0.0,49.0,0
+2021-07-23,63,S,2100-01-01,0,0.0,51.0,0
+2021-07-24,63,S,2100-01-01,0,0.0,49.0,0
+2021-07-25,63,S,2100-01-01,0,0.0,49.0,0
+2021-07-26,63,S,2100-01-01,0,0.0,50.0,0
+2021-07-27,63,S,2100-01-01,0,0.0,48.0,0
+2021-07-28,63,S,2100-01-01,0,0.0,50.0,0
+2021-07-29,63,S,2100-01-01,0,0.0,50.0,0
+2021-07-30,63,S,2100-01-01,0,0.0,50.0,0
+2021-07-31,63,S,2100-01-01,0,0.0,49.0,0
+2021-05-01,64,E,2021-06-04,1,0.0,15.0,0
+2021-05-02,64,E,2021-06-04,1,0.0,15.0,0
+2021-05-03,64,E,2021-06-04,1,0.0,16.0,0
+2021-05-04,64,E,2021-06-04,1,0.0,17.0,0
+2021-05-05,64,E,2021-06-04,1,0.0,14.0,0
+2021-05-06,64,E,2021-06-04,1,0.0,17.0,0
+2021-05-07,64,E,2021-06-04,1,0.0,16.0,0
+2021-05-08,64,E,2021-06-04,1,0.0,17.0,0
+2021-05-09,64,E,2021-06-04,1,0.0,18.0,0
+2021-05-10,64,E,2021-06-04,1,0.0,19.0,0
+2021-05-11,64,E,2021-06-04,1,0.0,19.0,0
+2021-05-12,64,E,2021-06-04,1,0.0,18.0,0
+2021-05-13,64,E,2021-06-04,1,0.0,18.0,0
+2021-05-14,64,E,2021-06-04,1,0.0,18.0,0
+2021-05-15,64,E,2021-06-04,1,0.0,18.0,0
+2021-05-16,64,E,2021-06-04,1,0.0,18.0,0
+2021-05-17,64,E,2021-06-04,1,0.0,22.0,0
+2021-05-18,64,E,2021-06-04,1,0.0,20.0,0
+2021-05-19,64,E,2021-06-04,1,0.0,21.0,0
+2021-05-20,64,E,2021-06-04,1,0.0,21.0,0
+2021-05-21,64,E,2021-06-04,1,0.0,21.0,0
+2021-05-22,64,E,2021-06-04,1,0.0,23.0,0
+2021-05-23,64,E,2021-06-04,1,0.0,22.0,0
+2021-05-24,64,E,2021-06-04,1,0.0,23.0,0
+2021-05-25,64,E,2021-06-04,1,0.0,23.0,0
+2021-05-26,64,E,2021-06-04,1,0.0,23.0,0
+2021-05-27,64,E,2021-06-04,1,0.0,22.0,0
+2021-05-28,64,E,2021-06-04,1,0.0,22.0,0
+2021-05-29,64,E,2021-06-04,1,0.0,24.0,0
+2021-05-30,64,E,2021-06-04,1,0.0,24.0,0
+2021-05-31,64,E,2021-06-04,1,0.0,25.0,0
+2021-06-01,64,E,2021-06-04,1,0.0,26.0,0
+2021-06-02,64,E,2021-06-04,1,0.0,26.0,0
+2021-06-03,64,E,2021-06-04,1,0.0,26.0,0
+2021-06-04,64,E,2021-06-04,1,0.0,26.0,1
+2021-06-05,64,E,2021-06-04,1,0.09395185559331054,24.0,1
+2021-06-06,64,E,2021-06-04,1,0.18790371118662108,27.0,1
+2021-06-07,64,E,2021-06-04,1,0.2818555667799316,25.0,1
+2021-06-08,64,E,2021-06-04,1,0.3758074223732386,28.0,1
+2021-06-09,64,E,2021-06-04,1,0.46975927796654915,27.0,1
+2021-06-10,64,E,2021-06-04,1,0.46975927796654915,28.0,1
+2021-06-11,64,E,2021-06-04,1,0.46975927796654915,28.0,1
+2021-06-12,64,E,2021-06-04,1,0.46975927796654915,28.0,1
+2021-06-13,64,E,2021-06-04,1,0.46975927796654915,29.0,1
+2021-06-14,64,E,2021-06-04,1,0.46975927796654915,30.0,1
+2021-06-15,64,E,2021-06-04,1,0.46975927796654915,29.0,1
+2021-06-16,64,E,2021-06-04,1,0.46975927796654915,30.0,1
+2021-06-17,64,E,2021-06-04,1,0.46975927796654915,31.0,1
+2021-06-18,64,E,2021-06-04,1,0.46975927796654915,30.0,1
+2021-06-19,64,E,2021-06-04,1,0.46975927796654915,31.0,1
+2021-06-20,64,E,2021-06-04,1,0.46975927796654915,30.0,1
+2021-06-21,64,E,2021-06-04,1,0.46975927796654915,32.0,1
+2021-06-22,64,E,2021-06-04,1,0.4697592779665527,32.0,1
+2021-06-23,64,E,2021-06-04,1,0.46975927796654915,32.0,1
+2021-06-24,64,E,2021-06-04,1,0.4697592779665527,32.0,1
+2021-06-25,64,E,2021-06-04,1,0.4697592779665527,33.0,1
+2021-06-26,64,E,2021-06-04,1,0.4697592779665527,32.0,1
+2021-06-27,64,E,2021-06-04,1,0.4697592779665527,32.0,1
+2021-06-28,64,E,2021-06-04,1,0.4697592779665527,33.0,1
+2021-06-29,64,E,2021-06-04,1,0.4697592779665527,36.0,1
+2021-06-30,64,E,2021-06-04,1,0.4697592779665527,33.0,1
+2021-07-01,64,E,2021-06-04,1,0.4697592779665527,34.0,1
+2021-07-02,64,E,2021-06-04,1,0.4697592779665527,33.0,1
+2021-07-03,64,E,2021-06-04,1,0.4697592779665527,34.0,1
+2021-07-04,64,E,2021-06-04,1,0.4697592779665527,35.0,1
+2021-07-05,64,E,2021-06-04,1,0.4697592779665527,35.0,1
+2021-07-06,64,E,2021-06-04,1,0.4697592779665527,37.0,1
+2021-07-07,64,E,2021-06-04,1,0.4697592779665527,37.0,1
+2021-07-08,64,E,2021-06-04,1,0.4697592779665527,37.0,1
+2021-07-09,64,E,2021-06-04,1,0.4697592779665527,37.0,1
+2021-07-10,64,E,2021-06-04,1,0.4697592779665527,35.0,1
+2021-07-11,64,E,2021-06-04,1,0.4697592779665527,37.0,1
+2021-07-12,64,E,2021-06-04,1,0.4697592779665527,37.0,1
+2021-07-13,64,E,2021-06-04,1,0.4697592779665527,38.0,1
+2021-07-14,64,E,2021-06-04,1,0.4697592779665527,38.0,1
+2021-07-15,64,E,2021-06-04,1,0.4697592779665527,39.0,1
+2021-07-16,64,E,2021-06-04,1,0.4697592779665527,38.0,1
+2021-07-17,64,E,2021-06-04,1,0.4697592779665527,39.0,1
+2021-07-18,64,E,2021-06-04,1,0.4697592779665527,41.0,1
+2021-07-19,64,E,2021-06-04,1,0.4697592779665527,40.0,1
+2021-07-20,64,E,2021-06-04,1,0.4697592779665527,39.0,1
+2021-07-21,64,E,2021-06-04,1,0.4697592779665527,41.0,1
+2021-07-22,64,E,2021-06-04,1,0.4697592779665527,41.0,1
+2021-07-23,64,E,2021-06-04,1,0.4697592779665527,40.0,1
+2021-07-24,64,E,2021-06-04,1,0.4697592779665527,40.0,1
+2021-07-25,64,E,2021-06-04,1,0.4697592779665527,40.0,1
+2021-07-26,64,E,2021-06-04,1,0.4697592779665527,44.0,1
+2021-07-27,64,E,2021-06-04,1,0.4697592779665527,43.0,1
+2021-07-28,64,E,2021-06-04,1,0.4697592779665527,43.0,1
+2021-07-29,64,E,2021-06-04,1,0.4697592779665527,42.0,1
+2021-07-30,64,E,2021-06-04,1,0.4697592779665527,41.0,1
+2021-07-31,64,E,2021-06-04,1,0.4697592779665527,42.0,1
+2021-05-01,65,W,2021-06-20,1,0.0,22.0,0
+2021-05-02,65,W,2021-06-20,1,0.0,22.0,0
+2021-05-03,65,W,2021-06-20,1,0.0,22.0,0
+2021-05-04,65,W,2021-06-20,1,0.0,23.0,0
+2021-05-05,65,W,2021-06-20,1,0.0,24.0,0
+2021-05-06,65,W,2021-06-20,1,0.0,24.0,0
+2021-05-07,65,W,2021-06-20,1,0.0,22.0,0
+2021-05-08,65,W,2021-06-20,1,0.0,22.0,0
+2021-05-09,65,W,2021-06-20,1,0.0,23.0,0
+2021-05-10,65,W,2021-06-20,1,0.0,26.0,0
+2021-05-11,65,W,2021-06-20,1,0.0,25.0,0
+2021-05-12,65,W,2021-06-20,1,0.0,24.0,0
+2021-05-13,65,W,2021-06-20,1,0.0,25.0,0
+2021-05-14,65,W,2021-06-20,1,0.0,23.0,0
+2021-05-15,65,W,2021-06-20,1,0.0,25.0,0
+2021-05-16,65,W,2021-06-20,1,0.0,24.0,0
+2021-05-17,65,W,2021-06-20,1,0.0,26.0,0
+2021-05-18,65,W,2021-06-20,1,0.0,25.0,0
+2021-05-19,65,W,2021-06-20,1,0.0,27.0,0
+2021-05-20,65,W,2021-06-20,1,0.0,27.0,0
+2021-05-21,65,W,2021-06-20,1,0.0,27.0,0
+2021-05-22,65,W,2021-06-20,1,0.0,27.0,0
+2021-05-23,65,W,2021-06-20,1,0.0,26.0,0
+2021-05-24,65,W,2021-06-20,1,0.0,28.0,0
+2021-05-25,65,W,2021-06-20,1,0.0,29.0,0
+2021-05-26,65,W,2021-06-20,1,0.0,28.0,0
+2021-05-27,65,W,2021-06-20,1,0.0,26.0,0
+2021-05-28,65,W,2021-06-20,1,0.0,27.0,0
+2021-05-29,65,W,2021-06-20,1,0.0,28.0,0
+2021-05-30,65,W,2021-06-20,1,0.0,27.0,0
+2021-05-31,65,W,2021-06-20,1,0.0,30.0,0
+2021-06-01,65,W,2021-06-20,1,0.0,29.0,0
+2021-06-02,65,W,2021-06-20,1,0.0,29.0,0
+2021-06-03,65,W,2021-06-20,1,0.0,29.0,0
+2021-06-04,65,W,2021-06-20,1,0.0,29.0,0
+2021-06-05,65,W,2021-06-20,1,0.0,29.0,0
+2021-06-06,65,W,2021-06-20,1,0.0,29.0,0
+2021-06-07,65,W,2021-06-20,1,0.0,30.0,0
+2021-06-08,65,W,2021-06-20,1,0.0,30.0,0
+2021-06-09,65,W,2021-06-20,1,0.0,31.0,0
+2021-06-10,65,W,2021-06-20,1,0.0,32.0,0
+2021-06-11,65,W,2021-06-20,1,0.0,31.0,0
+2021-06-12,65,W,2021-06-20,1,0.0,31.0,0
+2021-06-13,65,W,2021-06-20,1,0.0,30.0,0
+2021-06-14,65,W,2021-06-20,1,0.0,32.0,0
+2021-06-15,65,W,2021-06-20,1,0.0,33.0,0
+2021-06-16,65,W,2021-06-20,1,0.0,32.0,0
+2021-06-17,65,W,2021-06-20,1,0.0,33.0,0
+2021-06-18,65,W,2021-06-20,1,0.0,32.0,0
+2021-06-19,65,W,2021-06-20,1,0.0,31.0,0
+2021-06-20,65,W,2021-06-20,1,0.0,33.0,1
+2021-06-21,65,W,2021-06-20,1,0.36119542265210214,34.0,1
+2021-06-22,65,W,2021-06-20,1,0.7223908453041972,34.0,1
+2021-06-23,65,W,2021-06-20,1,1.0835862679562993,35.0,1
+2021-06-24,65,W,2021-06-20,1,1.4447816906084014,35.0,1
+2021-06-25,65,W,2021-06-20,1,1.8059771132604965,36.0,1
+2021-06-26,65,W,2021-06-20,1,1.8059771132604965,34.0,1
+2021-06-27,65,W,2021-06-20,1,1.8059771132604965,36.0,1
+2021-06-28,65,W,2021-06-20,1,1.8059771132604965,37.0,1
+2021-06-29,65,W,2021-06-20,1,1.8059771132604965,38.0,1
+2021-06-30,65,W,2021-06-20,1,1.8059771132604965,37.0,1
+2021-07-01,65,W,2021-06-20,1,1.8059771132604965,37.0,1
+2021-07-02,65,W,2021-06-20,1,1.8059771132604965,38.0,1
+2021-07-03,65,W,2021-06-20,1,1.8059771132604965,36.0,1
+2021-07-04,65,W,2021-06-20,1,1.8059771132604965,38.0,1
+2021-07-05,65,W,2021-06-20,1,1.8059771132604965,38.0,1
+2021-07-06,65,W,2021-06-20,1,1.8059771132604965,38.0,1
+2021-07-07,65,W,2021-06-20,1,1.8059771132604965,39.0,1
+2021-07-08,65,W,2021-06-20,1,1.8059771132604965,38.0,1
+2021-07-09,65,W,2021-06-20,1,1.8059771132604965,39.0,1
+2021-07-10,65,W,2021-06-20,1,1.8059771132604965,37.0,1
+2021-07-11,65,W,2021-06-20,1,1.8059771132604965,38.0,1
+2021-07-12,65,W,2021-06-20,1,1.8059771132604965,39.0,1
+2021-07-13,65,W,2021-06-20,1,1.8059771132604965,38.0,1
+2021-07-14,65,W,2021-06-20,1,1.8059771132604965,40.0,1
+2021-07-15,65,W,2021-06-20,1,1.8059771132604965,40.0,1
+2021-07-16,65,W,2021-06-20,1,1.8059771132604965,39.0,1
+2021-07-17,65,W,2021-06-20,1,1.8059771132604965,39.0,1
+2021-07-18,65,W,2021-06-20,1,1.8059771132604965,40.0,1
+2021-07-19,65,W,2021-06-20,1,1.8059771132604965,40.0,1
+2021-07-20,65,W,2021-06-20,1,1.8059771132604965,40.0,1
+2021-07-21,65,W,2021-06-20,1,1.8059771132604965,39.0,1
+2021-07-22,65,W,2021-06-20,1,1.8059771132604965,41.0,1
+2021-07-23,65,W,2021-06-20,1,1.8059771132604965,41.0,1
+2021-07-24,65,W,2021-06-20,1,1.8059771132604965,41.0,1
+2021-07-25,65,W,2021-06-20,1,1.8059771132604965,40.0,1
+2021-07-26,65,W,2021-06-20,1,1.8059771132604965,43.0,1
+2021-07-27,65,W,2021-06-20,1,1.8059771132604965,43.0,1
+2021-07-28,65,W,2021-06-20,1,1.8059771132604965,41.0,1
+2021-07-29,65,W,2021-06-20,1,1.8059771132604965,42.0,1
+2021-07-30,65,W,2021-06-20,1,1.8059771132604965,42.0,1
+2021-07-31,65,W,2021-06-20,1,1.8059771132604965,41.0,1
+2021-05-01,66,W,2100-01-01,0,0.0,28.0,0
+2021-05-02,66,W,2100-01-01,0,0.0,29.0,0
+2021-05-03,66,W,2100-01-01,0,0.0,30.0,0
+2021-05-04,66,W,2100-01-01,0,0.0,30.0,0
+2021-05-05,66,W,2100-01-01,0,0.0,28.0,0
+2021-05-06,66,W,2100-01-01,0,0.0,29.0,0
+2021-05-07,66,W,2100-01-01,0,0.0,30.0,0
+2021-05-08,66,W,2100-01-01,0,0.0,30.0,0
+2021-05-09,66,W,2100-01-01,0,0.0,30.0,0
+2021-05-10,66,W,2100-01-01,0,0.0,32.0,0
+2021-05-11,66,W,2100-01-01,0,0.0,31.0,0
+2021-05-12,66,W,2100-01-01,0,0.0,30.0,0
+2021-05-13,66,W,2100-01-01,0,0.0,30.0,0
+2021-05-14,66,W,2100-01-01,0,0.0,29.0,0
+2021-05-15,66,W,2100-01-01,0,0.0,32.0,0
+2021-05-16,66,W,2100-01-01,0,0.0,31.0,0
+2021-05-17,66,W,2100-01-01,0,0.0,33.0,0
+2021-05-18,66,W,2100-01-01,0,0.0,32.0,0
+2021-05-19,66,W,2100-01-01,0,0.0,33.0,0
+2021-05-20,66,W,2100-01-01,0,0.0,34.0,0
+2021-05-21,66,W,2100-01-01,0,0.0,32.0,0
+2021-05-22,66,W,2100-01-01,0,0.0,33.0,0
+2021-05-23,66,W,2100-01-01,0,0.0,34.0,0
+2021-05-24,66,W,2100-01-01,0,0.0,34.0,0
+2021-05-25,66,W,2100-01-01,0,0.0,33.0,0
+2021-05-26,66,W,2100-01-01,0,0.0,34.0,0
+2021-05-27,66,W,2100-01-01,0,0.0,33.0,0
+2021-05-28,66,W,2100-01-01,0,0.0,34.0,0
+2021-05-29,66,W,2100-01-01,0,0.0,35.0,0
+2021-05-30,66,W,2100-01-01,0,0.0,34.0,0
+2021-05-31,66,W,2100-01-01,0,0.0,35.0,0
+2021-06-01,66,W,2100-01-01,0,0.0,35.0,0
+2021-06-02,66,W,2100-01-01,0,0.0,36.0,0
+2021-06-03,66,W,2100-01-01,0,0.0,35.0,0
+2021-06-04,66,W,2100-01-01,0,0.0,35.0,0
+2021-06-05,66,W,2100-01-01,0,0.0,34.0,0
+2021-06-06,66,W,2100-01-01,0,0.0,35.0,0
+2021-06-07,66,W,2100-01-01,0,0.0,37.0,0
+2021-06-08,66,W,2100-01-01,0,0.0,37.0,0
+2021-06-09,66,W,2100-01-01,0,0.0,38.0,0
+2021-06-10,66,W,2100-01-01,0,0.0,37.0,0
+2021-06-11,66,W,2100-01-01,0,0.0,35.0,0
+2021-06-12,66,W,2100-01-01,0,0.0,37.0,0
+2021-06-13,66,W,2100-01-01,0,0.0,38.0,0
+2021-06-14,66,W,2100-01-01,0,0.0,37.0,0
+2021-06-15,66,W,2100-01-01,0,0.0,40.0,0
+2021-06-16,66,W,2100-01-01,0,0.0,38.0,0
+2021-06-17,66,W,2100-01-01,0,0.0,39.0,0
+2021-06-18,66,W,2100-01-01,0,0.0,37.0,0
+2021-06-19,66,W,2100-01-01,0,0.0,39.0,0
+2021-06-20,66,W,2100-01-01,0,0.0,39.0,0
+2021-06-21,66,W,2100-01-01,0,0.0,39.0,0
+2021-06-22,66,W,2100-01-01,0,0.0,40.0,0
+2021-06-23,66,W,2100-01-01,0,0.0,39.0,0
+2021-06-24,66,W,2100-01-01,0,0.0,38.0,0
+2021-06-25,66,W,2100-01-01,0,0.0,41.0,0
+2021-06-26,66,W,2100-01-01,0,0.0,39.0,0
+2021-06-27,66,W,2100-01-01,0,0.0,39.0,0
+2021-06-28,66,W,2100-01-01,0,0.0,41.0,0
+2021-06-29,66,W,2100-01-01,0,0.0,41.0,0
+2021-06-30,66,W,2100-01-01,0,0.0,41.0,0
+2021-07-01,66,W,2100-01-01,0,0.0,40.0,0
+2021-07-02,66,W,2100-01-01,0,0.0,40.0,0
+2021-07-03,66,W,2100-01-01,0,0.0,40.0,0
+2021-07-04,66,W,2100-01-01,0,0.0,41.0,0
+2021-07-05,66,W,2100-01-01,0,0.0,43.0,0
+2021-07-06,66,W,2100-01-01,0,0.0,42.0,0
+2021-07-07,66,W,2100-01-01,0,0.0,42.0,0
+2021-07-08,66,W,2100-01-01,0,0.0,43.0,0
+2021-07-09,66,W,2100-01-01,0,0.0,43.0,0
+2021-07-10,66,W,2100-01-01,0,0.0,41.0,0
+2021-07-11,66,W,2100-01-01,0,0.0,41.0,0
+2021-07-12,66,W,2100-01-01,0,0.0,44.0,0
+2021-07-13,66,W,2100-01-01,0,0.0,43.0,0
+2021-07-14,66,W,2100-01-01,0,0.0,46.0,0
+2021-07-15,66,W,2100-01-01,0,0.0,45.0,0
+2021-07-16,66,W,2100-01-01,0,0.0,43.0,0
+2021-07-17,66,W,2100-01-01,0,0.0,44.0,0
+2021-07-18,66,W,2100-01-01,0,0.0,43.0,0
+2021-07-19,66,W,2100-01-01,0,0.0,45.0,0
+2021-07-20,66,W,2100-01-01,0,0.0,46.0,0
+2021-07-21,66,W,2100-01-01,0,0.0,45.0,0
+2021-07-22,66,W,2100-01-01,0,0.0,46.0,0
+2021-07-23,66,W,2100-01-01,0,0.0,45.0,0
+2021-07-24,66,W,2100-01-01,0,0.0,46.0,0
+2021-07-25,66,W,2100-01-01,0,0.0,45.0,0
+2021-07-26,66,W,2100-01-01,0,0.0,48.0,0
+2021-07-27,66,W,2100-01-01,0,0.0,46.0,0
+2021-07-28,66,W,2100-01-01,0,0.0,46.0,0
+2021-07-29,66,W,2100-01-01,0,0.0,46.0,0
+2021-07-30,66,W,2100-01-01,0,0.0,47.0,0
+2021-07-31,66,W,2100-01-01,0,0.0,45.0,0
+2021-05-01,67,W,2021-06-20,1,0.0,26.0,0
+2021-05-02,67,W,2021-06-20,1,0.0,28.0,0
+2021-05-03,67,W,2021-06-20,1,0.0,28.0,0
+2021-05-04,67,W,2021-06-20,1,0.0,27.0,0
+2021-05-05,67,W,2021-06-20,1,0.0,28.0,0
+2021-05-06,67,W,2021-06-20,1,0.0,28.0,0
+2021-05-07,67,W,2021-06-20,1,0.0,27.0,0
+2021-05-08,67,W,2021-06-20,1,0.0,27.0,0
+2021-05-09,67,W,2021-06-20,1,0.0,29.0,0
+2021-05-10,67,W,2021-06-20,1,0.0,30.0,0
+2021-05-11,67,W,2021-06-20,1,0.0,29.0,0
+2021-05-12,67,W,2021-06-20,1,0.0,28.0,0
+2021-05-13,67,W,2021-06-20,1,0.0,28.0,0
+2021-05-14,67,W,2021-06-20,1,0.0,28.0,0
+2021-05-15,67,W,2021-06-20,1,0.0,29.0,0
+2021-05-16,67,W,2021-06-20,1,0.0,29.0,0
+2021-05-17,67,W,2021-06-20,1,0.0,30.0,0
+2021-05-18,67,W,2021-06-20,1,0.0,29.0,0
+2021-05-19,67,W,2021-06-20,1,0.0,28.0,0
+2021-05-20,67,W,2021-06-20,1,0.0,32.0,0
+2021-05-21,67,W,2021-06-20,1,0.0,29.0,0
+2021-05-22,67,W,2021-06-20,1,0.0,31.0,0
+2021-05-23,67,W,2021-06-20,1,0.0,31.0,0
+2021-05-24,67,W,2021-06-20,1,0.0,31.0,0
+2021-05-25,67,W,2021-06-20,1,0.0,32.0,0
+2021-05-26,67,W,2021-06-20,1,0.0,31.0,0
+2021-05-27,67,W,2021-06-20,1,0.0,31.0,0
+2021-05-28,67,W,2021-06-20,1,0.0,32.0,0
+2021-05-29,67,W,2021-06-20,1,0.0,32.0,0
+2021-05-30,67,W,2021-06-20,1,0.0,31.0,0
+2021-05-31,67,W,2021-06-20,1,0.0,33.0,0
+2021-06-01,67,W,2021-06-20,1,0.0,33.0,0
+2021-06-02,67,W,2021-06-20,1,0.0,33.0,0
+2021-06-03,67,W,2021-06-20,1,0.0,33.0,0
+2021-06-04,67,W,2021-06-20,1,0.0,34.0,0
+2021-06-05,67,W,2021-06-20,1,0.0,32.0,0
+2021-06-06,67,W,2021-06-20,1,0.0,33.0,0
+2021-06-07,67,W,2021-06-20,1,0.0,33.0,0
+2021-06-08,67,W,2021-06-20,1,0.0,35.0,0
+2021-06-09,67,W,2021-06-20,1,0.0,33.0,0
+2021-06-10,67,W,2021-06-20,1,0.0,35.0,0
+2021-06-11,67,W,2021-06-20,1,0.0,33.0,0
+2021-06-12,67,W,2021-06-20,1,0.0,35.0,0
+2021-06-13,67,W,2021-06-20,1,0.0,36.0,0
+2021-06-14,67,W,2021-06-20,1,0.0,35.0,0
+2021-06-15,67,W,2021-06-20,1,0.0,34.0,0
+2021-06-16,67,W,2021-06-20,1,0.0,35.0,0
+2021-06-17,67,W,2021-06-20,1,0.0,36.0,0
+2021-06-18,67,W,2021-06-20,1,0.0,35.0,0
+2021-06-19,67,W,2021-06-20,1,0.0,36.0,0
+2021-06-20,67,W,2021-06-20,1,0.0,36.0,1
+2021-06-21,67,W,2021-06-20,1,0.44113576896332063,37.0,1
+2021-06-22,67,W,2021-06-20,1,0.8822715379266413,38.0,1
+2021-06-23,67,W,2021-06-20,1,1.3234073068899619,38.0,1
+2021-06-24,67,W,2021-06-20,1,1.7645430758532825,38.0,1
+2021-06-25,67,W,2021-06-20,1,2.205678844816603,41.0,1
+2021-06-26,67,W,2021-06-20,1,2.205678844816603,38.0,1
+2021-06-27,67,W,2021-06-20,1,2.205678844816603,42.0,1
+2021-06-28,67,W,2021-06-20,1,2.205678844816603,38.0,1
+2021-06-29,67,W,2021-06-20,1,2.205678844816603,42.0,1
+2021-06-30,67,W,2021-06-20,1,2.205678844816603,41.0,1
+2021-07-01,67,W,2021-06-20,1,2.205678844816603,41.0,1
+2021-07-02,67,W,2021-06-20,1,2.205678844816603,39.0,1
+2021-07-03,67,W,2021-06-20,1,2.205678844816603,40.0,1
+2021-07-04,67,W,2021-06-20,1,2.205678844816603,41.0,1
+2021-07-05,67,W,2021-06-20,1,2.205678844816603,42.0,1
+2021-07-06,67,W,2021-06-20,1,2.205678844816603,42.0,1
+2021-07-07,67,W,2021-06-20,1,2.205678844816603,43.0,1
+2021-07-08,67,W,2021-06-20,1,2.205678844816603,42.0,1
+2021-07-09,67,W,2021-06-20,1,2.205678844816603,43.0,1
+2021-07-10,67,W,2021-06-20,1,2.205678844816603,41.0,1
+2021-07-11,67,W,2021-06-20,1,2.205678844816603,41.0,1
+2021-07-12,67,W,2021-06-20,1,2.205678844816603,43.0,1
+2021-07-13,67,W,2021-06-20,1,2.205678844816603,44.0,1
+2021-07-14,67,W,2021-06-20,1,2.205678844816603,44.0,1
+2021-07-15,67,W,2021-06-20,1,2.205678844816603,43.0,1
+2021-07-16,67,W,2021-06-20,1,2.205678844816603,43.0,1
+2021-07-17,67,W,2021-06-20,1,2.205678844816603,43.0,1
+2021-07-18,67,W,2021-06-20,1,2.205678844816603,45.0,1
+2021-07-19,67,W,2021-06-20,1,2.205678844816603,44.0,1
+2021-07-20,67,W,2021-06-20,1,2.205678844816603,44.0,1
+2021-07-21,67,W,2021-06-20,1,2.205678844816603,44.0,1
+2021-07-22,67,W,2021-06-20,1,2.205678844816603,46.0,1
+2021-07-23,67,W,2021-06-20,1,2.205678844816603,45.0,1
+2021-07-24,67,W,2021-06-20,1,2.205678844816603,45.0,1
+2021-07-25,67,W,2021-06-20,1,2.205678844816603,44.0,1
+2021-07-26,67,W,2021-06-20,1,2.205678844816603,46.0,1
+2021-07-27,67,W,2021-06-20,1,2.205678844816603,45.0,1
+2021-07-28,67,W,2021-06-20,1,2.205678844816603,45.0,1
+2021-07-29,67,W,2021-06-20,1,2.205678844816603,46.0,1
+2021-07-30,67,W,2021-06-20,1,2.205678844816603,45.0,1
+2021-07-31,67,W,2021-06-20,1,2.205678844816603,46.0,1
+2021-05-01,68,W,2021-06-20,1,0.0,26.0,0
+2021-05-02,68,W,2021-06-20,1,0.0,28.0,0
+2021-05-03,68,W,2021-06-20,1,0.0,28.0,0
+2021-05-04,68,W,2021-06-20,1,0.0,29.0,0
+2021-05-05,68,W,2021-06-20,1,0.0,28.0,0
+2021-05-06,68,W,2021-06-20,1,0.0,28.0,0
+2021-05-07,68,W,2021-06-20,1,0.0,28.0,0
+2021-05-08,68,W,2021-06-20,1,0.0,28.0,0
+2021-05-09,68,W,2021-06-20,1,0.0,28.0,0
+2021-05-10,68,W,2021-06-20,1,0.0,30.0,0
+2021-05-11,68,W,2021-06-20,1,0.0,30.0,0
+2021-05-12,68,W,2021-06-20,1,0.0,30.0,0
+2021-05-13,68,W,2021-06-20,1,0.0,27.0,0
+2021-05-14,68,W,2021-06-20,1,0.0,29.0,0
+2021-05-15,68,W,2021-06-20,1,0.0,30.0,0
+2021-05-16,68,W,2021-06-20,1,0.0,30.0,0
+2021-05-17,68,W,2021-06-20,1,0.0,32.0,0
+2021-05-18,68,W,2021-06-20,1,0.0,30.0,0
+2021-05-19,68,W,2021-06-20,1,0.0,30.0,0
+2021-05-20,68,W,2021-06-20,1,0.0,32.0,0
+2021-05-21,68,W,2021-06-20,1,0.0,32.0,0
+2021-05-22,68,W,2021-06-20,1,0.0,30.0,0
+2021-05-23,68,W,2021-06-20,1,0.0,32.0,0
+2021-05-24,68,W,2021-06-20,1,0.0,32.0,0
+2021-05-25,68,W,2021-06-20,1,0.0,34.0,0
+2021-05-26,68,W,2021-06-20,1,0.0,33.0,0
+2021-05-27,68,W,2021-06-20,1,0.0,32.0,0
+2021-05-28,68,W,2021-06-20,1,0.0,33.0,0
+2021-05-29,68,W,2021-06-20,1,0.0,32.0,0
+2021-05-30,68,W,2021-06-20,1,0.0,33.0,0
+2021-05-31,68,W,2021-06-20,1,0.0,34.0,0
+2021-06-01,68,W,2021-06-20,1,0.0,33.0,0
+2021-06-02,68,W,2021-06-20,1,0.0,35.0,0
+2021-06-03,68,W,2021-06-20,1,0.0,34.0,0
+2021-06-04,68,W,2021-06-20,1,0.0,35.0,0
+2021-06-05,68,W,2021-06-20,1,0.0,35.0,0
+2021-06-06,68,W,2021-06-20,1,0.0,35.0,0
+2021-06-07,68,W,2021-06-20,1,0.0,34.0,0
+2021-06-08,68,W,2021-06-20,1,0.0,35.0,0
+2021-06-09,68,W,2021-06-20,1,0.0,35.0,0
+2021-06-10,68,W,2021-06-20,1,0.0,34.0,0
+2021-06-11,68,W,2021-06-20,1,0.0,36.0,0
+2021-06-12,68,W,2021-06-20,1,0.0,34.0,0
+2021-06-13,68,W,2021-06-20,1,0.0,36.0,0
+2021-06-14,68,W,2021-06-20,1,0.0,35.0,0
+2021-06-15,68,W,2021-06-20,1,0.0,36.0,0
+2021-06-16,68,W,2021-06-20,1,0.0,36.0,0
+2021-06-17,68,W,2021-06-20,1,0.0,37.0,0
+2021-06-18,68,W,2021-06-20,1,0.0,36.0,0
+2021-06-19,68,W,2021-06-20,1,0.0,35.0,0
+2021-06-20,68,W,2021-06-20,1,0.0,37.0,1
+2021-06-21,68,W,2021-06-20,1,0.07579248668302796,39.0,1
+2021-06-22,68,W,2021-06-20,1,0.15158497336605592,38.0,1
+2021-06-23,68,W,2021-06-20,1,0.22737746004908388,38.0,1
+2021-06-24,68,W,2021-06-20,1,0.30316994673211894,38.0,1
+2021-06-25,68,W,2021-06-20,1,0.3789624334151469,39.0,1
+2021-06-26,68,W,2021-06-20,1,0.3789624334151469,39.0,1
+2021-06-27,68,W,2021-06-20,1,0.3789624334151469,40.0,1
+2021-06-28,68,W,2021-06-20,1,0.3789624334151469,40.0,1
+2021-06-29,68,W,2021-06-20,1,0.3789624334151469,40.0,1
+2021-06-30,68,W,2021-06-20,1,0.3789624334151469,39.0,1
+2021-07-01,68,W,2021-06-20,1,0.3789624334151469,40.0,1
+2021-07-02,68,W,2021-06-20,1,0.3789624334151469,40.0,1
+2021-07-03,68,W,2021-06-20,1,0.3789624334151469,39.0,1
+2021-07-04,68,W,2021-06-20,1,0.3789624334151469,39.0,1
+2021-07-05,68,W,2021-06-20,1,0.3789624334151469,41.0,1
+2021-07-06,68,W,2021-06-20,1,0.3789624334151469,42.0,1
+2021-07-07,68,W,2021-06-20,1,0.3789624334151469,42.0,1
+2021-07-08,68,W,2021-06-20,1,0.3789624334151469,42.0,1
+2021-07-09,68,W,2021-06-20,1,0.3789624334151469,42.0,1
+2021-07-10,68,W,2021-06-20,1,0.3789624334151469,41.0,1
+2021-07-11,68,W,2021-06-20,1,0.3789624334151469,41.0,1
+2021-07-12,68,W,2021-06-20,1,0.3789624334151469,43.0,1
+2021-07-13,68,W,2021-06-20,1,0.3789624334151469,42.0,1
+2021-07-14,68,W,2021-06-20,1,0.3789624334151469,43.0,1
+2021-07-15,68,W,2021-06-20,1,0.3789624334151469,44.0,1
+2021-07-16,68,W,2021-06-20,1,0.3789624334151469,41.0,1
+2021-07-17,68,W,2021-06-20,1,0.3789624334151469,42.0,1
+2021-07-18,68,W,2021-06-20,1,0.3789624334151469,43.0,1
+2021-07-19,68,W,2021-06-20,1,0.3789624334151469,46.0,1
+2021-07-20,68,W,2021-06-20,1,0.3789624334151469,43.0,1
+2021-07-21,68,W,2021-06-20,1,0.3789624334151469,44.0,1
+2021-07-22,68,W,2021-06-20,1,0.3789624334151469,44.0,1
+2021-07-23,68,W,2021-06-20,1,0.3789624334151469,44.0,1
+2021-07-24,68,W,2021-06-20,1,0.3789624334151469,45.0,1
+2021-07-25,68,W,2021-06-20,1,0.3789624334151469,43.0,1
+2021-07-26,68,W,2021-06-20,1,0.3789624334151469,46.0,1
+2021-07-27,68,W,2021-06-20,1,0.3789624334151469,44.0,1
+2021-07-28,68,W,2021-06-20,1,0.3789624334151469,45.0,1
+2021-07-29,68,W,2021-06-20,1,0.3789624334151469,47.0,1
+2021-07-30,68,W,2021-06-20,1,0.3789624334151469,46.0,1
+2021-07-31,68,W,2021-06-20,1,0.3789624334151469,45.0,1
+2021-05-01,69,N,2021-06-04,1,0.0,43.0,0
+2021-05-02,69,N,2021-06-04,1,0.0,44.0,0
+2021-05-03,69,N,2021-06-04,1,0.0,43.0,0
+2021-05-04,69,N,2021-06-04,1,0.0,43.0,0
+2021-05-05,69,N,2021-06-04,1,0.0,42.0,0
+2021-05-06,69,N,2021-06-04,1,0.0,44.0,0
+2021-05-07,69,N,2021-06-04,1,0.0,43.0,0
+2021-05-08,69,N,2021-06-04,1,0.0,43.0,0
+2021-05-09,69,N,2021-06-04,1,0.0,44.0,0
+2021-05-10,69,N,2021-06-04,1,0.0,44.0,0
+2021-05-11,69,N,2021-06-04,1,0.0,44.0,0
+2021-05-12,69,N,2021-06-04,1,0.0,43.0,0
+2021-05-13,69,N,2021-06-04,1,0.0,42.0,0
+2021-05-14,69,N,2021-06-04,1,0.0,43.0,0
+2021-05-15,69,N,2021-06-04,1,0.0,43.0,0
+2021-05-16,69,N,2021-06-04,1,0.0,44.0,0
+2021-05-17,69,N,2021-06-04,1,0.0,46.0,0
+2021-05-18,69,N,2021-06-04,1,0.0,43.0,0
+2021-05-19,69,N,2021-06-04,1,0.0,45.0,0
+2021-05-20,69,N,2021-06-04,1,0.0,44.0,0
+2021-05-21,69,N,2021-06-04,1,0.0,44.0,0
+2021-05-22,69,N,2021-06-04,1,0.0,43.0,0
+2021-05-23,69,N,2021-06-04,1,0.0,46.0,0
+2021-05-24,69,N,2021-06-04,1,0.0,45.0,0
+2021-05-25,69,N,2021-06-04,1,0.0,44.0,0
+2021-05-26,69,N,2021-06-04,1,0.0,44.0,0
+2021-05-27,69,N,2021-06-04,1,0.0,45.0,0
+2021-05-28,69,N,2021-06-04,1,0.0,45.0,0
+2021-05-29,69,N,2021-06-04,1,0.0,45.0,0
+2021-05-30,69,N,2021-06-04,1,0.0,45.0,0
+2021-05-31,69,N,2021-06-04,1,0.0,45.0,0
+2021-06-01,69,N,2021-06-04,1,0.0,47.0,0
+2021-06-02,69,N,2021-06-04,1,0.0,47.0,0
+2021-06-03,69,N,2021-06-04,1,0.0,47.0,0
+2021-06-04,69,N,2021-06-04,1,0.0,45.0,1
+2021-06-05,69,N,2021-06-04,1,0.9159176684241785,46.0,1
+2021-06-06,69,N,2021-06-04,1,1.83183533684835,49.0,1
+2021-06-07,69,N,2021-06-04,1,2.7477530052725285,48.0,1
+2021-06-08,69,N,2021-06-04,1,3.6636706736967,50.0,1
+2021-06-09,69,N,2021-06-04,1,4.5795883421208785,50.0,1
+2021-06-10,69,N,2021-06-04,1,4.5795883421208785,51.0,1
+2021-06-11,69,N,2021-06-04,1,4.5795883421208785,51.0,1
+2021-06-12,69,N,2021-06-04,1,4.5795883421208785,50.0,1
+2021-06-13,69,N,2021-06-04,1,4.5795883421208785,51.0,1
+2021-06-14,69,N,2021-06-04,1,4.5795883421208785,52.0,1
+2021-06-15,69,N,2021-06-04,1,4.5795883421208785,53.0,1
+2021-06-16,69,N,2021-06-04,1,4.5795883421208785,51.0,1
+2021-06-17,69,N,2021-06-04,1,4.5795883421208785,51.0,1
+2021-06-18,69,N,2021-06-04,1,4.5795883421208785,52.0,1
+2021-06-19,69,N,2021-06-04,1,4.5795883421208785,51.0,1
+2021-06-20,69,N,2021-06-04,1,4.5795883421208785,52.0,1
+2021-06-21,69,N,2021-06-04,1,4.5795883421208785,54.0,1
+2021-06-22,69,N,2021-06-04,1,4.5795883421208785,52.0,1
+2021-06-23,69,N,2021-06-04,1,4.5795883421208785,53.0,1
+2021-06-24,69,N,2021-06-04,1,4.5795883421208785,52.0,1
+2021-06-25,69,N,2021-06-04,1,4.5795883421208785,53.0,1
+2021-06-26,69,N,2021-06-04,1,4.5795883421208785,52.0,1
+2021-06-27,69,N,2021-06-04,1,4.5795883421208785,53.0,1
+2021-06-28,69,N,2021-06-04,1,4.5795883421208785,53.0,1
+2021-06-29,69,N,2021-06-04,1,4.5795883421208785,54.0,1
+2021-06-30,69,N,2021-06-04,1,4.5795883421208785,53.0,1
+2021-07-01,69,N,2021-06-04,1,4.5795883421208785,54.0,1
+2021-07-02,69,N,2021-06-04,1,4.5795883421208785,52.0,1
+2021-07-03,69,N,2021-06-04,1,4.5795883421208785,52.0,1
+2021-07-04,69,N,2021-06-04,1,4.5795883421208785,53.0,1
+2021-07-05,69,N,2021-06-04,1,4.5795883421208785,54.0,1
+2021-07-06,69,N,2021-06-04,1,4.5795883421208785,54.0,1
+2021-07-07,69,N,2021-06-04,1,4.5795883421208785,56.0,1
+2021-07-08,69,N,2021-06-04,1,4.5795883421208785,53.0,1
+2021-07-09,69,N,2021-06-04,1,4.5795883421208785,54.0,1
+2021-07-10,69,N,2021-06-04,1,4.5795883421208785,54.0,1
+2021-07-11,69,N,2021-06-04,1,4.5795883421208785,55.0,1
+2021-07-12,69,N,2021-06-04,1,4.5795883421208785,55.0,1
+2021-07-13,69,N,2021-06-04,1,4.5795883421208785,54.0,1
+2021-07-14,69,N,2021-06-04,1,4.5795883421208785,56.0,1
+2021-07-15,69,N,2021-06-04,1,4.5795883421208785,54.0,1
+2021-07-16,69,N,2021-06-04,1,4.5795883421208785,53.0,1
+2021-07-17,69,N,2021-06-04,1,4.5795883421208785,55.0,1
+2021-07-18,69,N,2021-06-04,1,4.5795883421208785,55.0,1
+2021-07-19,69,N,2021-06-04,1,4.5795883421208785,56.0,1
+2021-07-20,69,N,2021-06-04,1,4.5795883421208785,55.0,1
+2021-07-21,69,N,2021-06-04,1,4.5795883421208785,54.0,1
+2021-07-22,69,N,2021-06-04,1,4.5795883421208785,57.0,1
+2021-07-23,69,N,2021-06-04,1,4.5795883421208785,56.0,1
+2021-07-24,69,N,2021-06-04,1,4.5795883421208785,54.0,1
+2021-07-25,69,N,2021-06-04,1,4.5795883421208785,55.0,1
+2021-07-26,69,N,2021-06-04,1,4.5795883421208785,57.0,1
+2021-07-27,69,N,2021-06-04,1,4.5795883421208785,57.0,1
+2021-07-28,69,N,2021-06-04,1,4.5795883421208785,55.0,1
+2021-07-29,69,N,2021-06-04,1,4.5795883421208785,55.0,1
+2021-07-30,69,N,2021-06-04,1,4.5795883421208785,55.0,1
+2021-07-31,69,N,2021-06-04,1,4.5795883421208785,55.0,1
+2021-05-01,70,W,2021-06-04,1,0.0,28.0,0
+2021-05-02,70,W,2021-06-04,1,0.0,30.0,0
+2021-05-03,70,W,2021-06-04,1,0.0,27.0,0
+2021-05-04,70,W,2021-06-04,1,0.0,29.0,0
+2021-05-05,70,W,2021-06-04,1,0.0,28.0,0
+2021-05-06,70,W,2021-06-04,1,0.0,29.0,0
+2021-05-07,70,W,2021-06-04,1,0.0,29.0,0
+2021-05-08,70,W,2021-06-04,1,0.0,29.0,0
+2021-05-09,70,W,2021-06-04,1,0.0,29.0,0
+2021-05-10,70,W,2021-06-04,1,0.0,30.0,0
+2021-05-11,70,W,2021-06-04,1,0.0,30.0,0
+2021-05-12,70,W,2021-06-04,1,0.0,31.0,0
+2021-05-13,70,W,2021-06-04,1,0.0,29.0,0
+2021-05-14,70,W,2021-06-04,1,0.0,29.0,0
+2021-05-15,70,W,2021-06-04,1,0.0,30.0,0
+2021-05-16,70,W,2021-06-04,1,0.0,30.0,0
+2021-05-17,70,W,2021-06-04,1,0.0,33.0,0
+2021-05-18,70,W,2021-06-04,1,0.0,30.0,0
+2021-05-19,70,W,2021-06-04,1,0.0,32.0,0
+2021-05-20,70,W,2021-06-04,1,0.0,31.0,0
+2021-05-21,70,W,2021-06-04,1,0.0,31.0,0
+2021-05-22,70,W,2021-06-04,1,0.0,32.0,0
+2021-05-23,70,W,2021-06-04,1,0.0,31.0,0
+2021-05-24,70,W,2021-06-04,1,0.0,32.0,0
+2021-05-25,70,W,2021-06-04,1,0.0,33.0,0
+2021-05-26,70,W,2021-06-04,1,0.0,32.0,0
+2021-05-27,70,W,2021-06-04,1,0.0,33.0,0
+2021-05-28,70,W,2021-06-04,1,0.0,31.0,0
+2021-05-29,70,W,2021-06-04,1,0.0,33.0,0
+2021-05-30,70,W,2021-06-04,1,0.0,32.0,0
+2021-05-31,70,W,2021-06-04,1,0.0,33.0,0
+2021-06-01,70,W,2021-06-04,1,0.0,32.0,0
+2021-06-02,70,W,2021-06-04,1,0.0,35.0,0
+2021-06-03,70,W,2021-06-04,1,0.0,33.0,0
+2021-06-04,70,W,2021-06-04,1,0.0,34.0,1
+2021-06-05,70,W,2021-06-04,1,0.38807851884620703,35.0,1
+2021-06-06,70,W,2021-06-04,1,0.776157037692407,35.0,1
+2021-06-07,70,W,2021-06-04,1,1.164235556538614,35.0,1
+2021-06-08,70,W,2021-06-04,1,1.552314075384821,37.0,1
+2021-06-09,70,W,2021-06-04,1,1.940392594231021,38.0,1
+2021-06-10,70,W,2021-06-04,1,1.940392594231021,37.0,1
+2021-06-11,70,W,2021-06-04,1,1.940392594231021,36.0,1
+2021-06-12,70,W,2021-06-04,1,1.940392594231021,36.0,1
+2021-06-13,70,W,2021-06-04,1,1.940392594231021,37.0,1
+2021-06-14,70,W,2021-06-04,1,1.940392594231021,38.0,1
+2021-06-15,70,W,2021-06-04,1,1.940392594231021,39.0,1
+2021-06-16,70,W,2021-06-04,1,1.940392594231021,38.0,1
+2021-06-17,70,W,2021-06-04,1,1.940392594231021,39.0,1
+2021-06-18,70,W,2021-06-04,1,1.940392594231021,38.0,1
+2021-06-19,70,W,2021-06-04,1,1.940392594231021,38.0,1
+2021-06-20,70,W,2021-06-04,1,1.940392594231021,39.0,1
+2021-06-21,70,W,2021-06-04,1,1.940392594231021,40.0,1
+2021-06-22,70,W,2021-06-04,1,1.940392594231021,40.0,1
+2021-06-23,70,W,2021-06-04,1,1.940392594231021,40.0,1
+2021-06-24,70,W,2021-06-04,1,1.940392594231021,40.0,1
+2021-06-25,70,W,2021-06-04,1,1.940392594231021,40.0,1
+2021-06-26,70,W,2021-06-04,1,1.940392594231021,41.0,1
+2021-06-27,70,W,2021-06-04,1,1.940392594231021,40.0,1
+2021-06-28,70,W,2021-06-04,1,1.940392594231021,41.0,1
+2021-06-29,70,W,2021-06-04,1,1.940392594231021,42.0,1
+2021-06-30,70,W,2021-06-04,1,1.940392594231021,41.0,1
+2021-07-01,70,W,2021-06-04,1,1.940392594231021,43.0,1
+2021-07-02,70,W,2021-06-04,1,1.940392594231021,41.0,1
+2021-07-03,70,W,2021-06-04,1,1.940392594231021,40.0,1
+2021-07-04,70,W,2021-06-04,1,1.940392594231021,43.0,1
+2021-07-05,70,W,2021-06-04,1,1.940392594231021,44.0,1
+2021-07-06,70,W,2021-06-04,1,1.940392594231021,43.0,1
+2021-07-07,70,W,2021-06-04,1,1.940392594231021,43.0,1
+2021-07-08,70,W,2021-06-04,1,1.940392594231021,43.0,1
+2021-07-09,70,W,2021-06-04,1,1.940392594231021,43.0,1
+2021-07-10,70,W,2021-06-04,1,1.940392594231021,41.0,1
+2021-07-11,70,W,2021-06-04,1,1.940392594231021,44.0,1
+2021-07-12,70,W,2021-06-04,1,1.940392594231021,44.0,1
+2021-07-13,70,W,2021-06-04,1,1.940392594231021,43.0,1
+2021-07-14,70,W,2021-06-04,1,1.940392594231021,45.0,1
+2021-07-15,70,W,2021-06-04,1,1.940392594231021,43.0,1
+2021-07-16,70,W,2021-06-04,1,1.940392594231021,44.0,1
+2021-07-17,70,W,2021-06-04,1,1.940392594231021,44.0,1
+2021-07-18,70,W,2021-06-04,1,1.940392594231021,45.0,1
+2021-07-19,70,W,2021-06-04,1,1.940392594231021,45.0,1
+2021-07-20,70,W,2021-06-04,1,1.940392594231021,46.0,1
+2021-07-21,70,W,2021-06-04,1,1.940392594231021,46.0,1
+2021-07-22,70,W,2021-06-04,1,1.940392594231021,46.0,1
+2021-07-23,70,W,2021-06-04,1,1.940392594231021,45.0,1
+2021-07-24,70,W,2021-06-04,1,1.940392594231021,45.0,1
+2021-07-25,70,W,2021-06-04,1,1.940392594231021,46.0,1
+2021-07-26,70,W,2021-06-04,1,1.940392594231021,47.0,1
+2021-07-27,70,W,2021-06-04,1,1.940392594231021,46.0,1
+2021-07-28,70,W,2021-06-04,1,1.940392594231021,47.0,1
+2021-07-29,70,W,2021-06-04,1,1.940392594231021,48.0,1
+2021-07-30,70,W,2021-06-04,1,1.940392594231021,46.0,1
+2021-07-31,70,W,2021-06-04,1,1.940392594231021,46.0,1
+2021-05-01,71,S,2021-05-15,1,0.0,51.0,0
+2021-05-02,71,S,2021-05-15,1,0.0,51.0,0
+2021-05-03,71,S,2021-05-15,1,0.0,51.0,0
+2021-05-04,71,S,2021-05-15,1,0.0,52.0,0
+2021-05-05,71,S,2021-05-15,1,0.0,51.0,0
+2021-05-06,71,S,2021-05-15,1,0.0,52.0,0
+2021-05-07,71,S,2021-05-15,1,0.0,51.0,0
+2021-05-08,71,S,2021-05-15,1,0.0,49.0,0
+2021-05-09,71,S,2021-05-15,1,0.0,52.0,0
+2021-05-10,71,S,2021-05-15,1,0.0,51.0,0
+2021-05-11,71,S,2021-05-15,1,0.0,51.0,0
+2021-05-12,71,S,2021-05-15,1,0.0,51.0,0
+2021-05-13,71,S,2021-05-15,1,0.0,50.0,0
+2021-05-14,71,S,2021-05-15,1,0.0,49.0,0
+2021-05-15,71,S,2021-05-15,1,0.0,49.0,1
+2021-05-16,71,S,2021-05-15,1,0.017818528720439986,51.0,1
+2021-05-17,71,S,2021-05-15,1,0.03563705744087997,53.0,1
+2021-05-18,71,S,2021-05-15,1,0.05345558616131285,51.0,1
+2021-05-19,71,S,2021-05-15,1,0.07127411488175284,49.0,1
+2021-05-20,71,S,2021-05-15,1,0.08909264360219282,51.0,1
+2021-05-21,71,S,2021-05-15,1,0.08909264360219282,52.0,1
+2021-05-22,71,S,2021-05-15,1,0.08909264360219282,51.0,1
+2021-05-23,71,S,2021-05-15,1,0.08909264360219282,51.0,1
+2021-05-24,71,S,2021-05-15,1,0.08909264360219282,53.0,1
+2021-05-25,71,S,2021-05-15,1,0.08909264360219282,52.0,1
+2021-05-26,71,S,2021-05-15,1,0.08909264360219282,53.0,1
+2021-05-27,71,S,2021-05-15,1,0.08909264360219282,50.0,1
+2021-05-28,71,S,2021-05-15,1,0.08909264360219282,51.0,1
+2021-05-29,71,S,2021-05-15,1,0.08909264360219282,50.0,1
+2021-05-30,71,S,2021-05-15,1,0.08909264360219282,51.0,1
+2021-05-31,71,S,2021-05-15,1,0.08909264360219282,53.0,1
+2021-06-01,71,S,2021-05-15,1,0.08909264360219282,52.0,1
+2021-06-02,71,S,2021-05-15,1,0.08909264360219282,52.0,1
+2021-06-03,71,S,2021-05-15,1,0.08909264360219282,51.0,1
+2021-06-04,71,S,2021-05-15,1,0.08909264360219282,52.0,1
+2021-06-05,71,S,2021-05-15,1,0.08909264360219282,51.0,1
+2021-06-06,71,S,2021-05-15,1,0.08909264360219282,51.0,1
+2021-06-07,71,S,2021-05-15,1,0.08909264360219282,51.0,1
+2021-06-08,71,S,2021-05-15,1,0.08909264360219282,51.0,1
+2021-06-09,71,S,2021-05-15,1,0.08909264360219282,50.0,1
+2021-06-10,71,S,2021-05-15,1,0.08909264360219282,50.0,1
+2021-06-11,71,S,2021-05-15,1,0.08909264360219282,50.0,1
+2021-06-12,71,S,2021-05-15,1,0.08909264360219282,50.0,1
+2021-06-13,71,S,2021-05-15,1,0.08909264360219282,50.0,1
+2021-06-14,71,S,2021-05-15,1,0.08909264360219282,52.0,1
+2021-06-15,71,S,2021-05-15,1,0.08909264360219282,50.0,1
+2021-06-16,71,S,2021-05-15,1,0.08909264360219282,52.0,1
+2021-06-17,71,S,2021-05-15,1,0.08909264360219282,52.0,1
+2021-06-18,71,S,2021-05-15,1,0.08909264360219282,50.0,1
+2021-06-19,71,S,2021-05-15,1,0.08909264360219282,53.0,1
+2021-06-20,71,S,2021-05-15,1,0.08909264360219282,51.0,1
+2021-06-21,71,S,2021-05-15,1,0.08909264360219282,50.0,1
+2021-06-22,71,S,2021-05-15,1,0.08909264360219282,51.0,1
+2021-06-23,71,S,2021-05-15,1,0.08909264360219282,51.0,1
+2021-06-24,71,S,2021-05-15,1,0.08909264360219282,51.0,1
+2021-06-25,71,S,2021-05-15,1,0.08909264360219282,51.0,1
+2021-06-26,71,S,2021-05-15,1,0.08909264360219282,50.0,1
+2021-06-27,71,S,2021-05-15,1,0.08909264360219282,52.0,1
+2021-06-28,71,S,2021-05-15,1,0.08909264360219282,51.0,1
+2021-06-29,71,S,2021-05-15,1,0.08909264360219282,51.0,1
+2021-06-30,71,S,2021-05-15,1,0.08909264360219282,52.0,1
+2021-07-01,71,S,2021-05-15,1,0.08909264360219282,51.0,1
+2021-07-02,71,S,2021-05-15,1,0.08909264360219282,51.0,1
+2021-07-03,71,S,2021-05-15,1,0.08909264360219282,50.0,1
+2021-07-04,71,S,2021-05-15,1,0.08909264360219282,48.0,1
+2021-07-05,71,S,2021-05-15,1,0.08909264360219282,51.0,1
+2021-07-06,71,S,2021-05-15,1,0.08909264360219282,53.0,1
+2021-07-07,71,S,2021-05-15,1,0.08909264360219282,51.0,1
+2021-07-08,71,S,2021-05-15,1,0.08909264360219282,52.0,1
+2021-07-09,71,S,2021-05-15,1,0.08909264360219282,51.0,1
+2021-07-10,71,S,2021-05-15,1,0.08909264360219282,49.0,1
+2021-07-11,71,S,2021-05-15,1,0.08909264360219282,50.0,1
+2021-07-12,71,S,2021-05-15,1,0.08909264360219282,51.0,1
+2021-07-13,71,S,2021-05-15,1,0.08909264360219282,51.0,1
+2021-07-14,71,S,2021-05-15,1,0.08909264360219282,50.0,1
+2021-07-15,71,S,2021-05-15,1,0.08909264360219282,51.0,1
+2021-07-16,71,S,2021-05-15,1,0.08909264360219282,50.0,1
+2021-07-17,71,S,2021-05-15,1,0.08909264360219282,52.0,1
+2021-07-18,71,S,2021-05-15,1,0.08909264360219282,52.0,1
+2021-07-19,71,S,2021-05-15,1,0.08909264360219282,51.0,1
+2021-07-20,71,S,2021-05-15,1,0.08909264360219282,51.0,1
+2021-07-21,71,S,2021-05-15,1,0.08909264360219282,51.0,1
+2021-07-22,71,S,2021-05-15,1,0.08909264360219282,50.0,1
+2021-07-23,71,S,2021-05-15,1,0.08909264360219282,52.0,1
+2021-07-24,71,S,2021-05-15,1,0.08909264360219282,50.0,1
+2021-07-25,71,S,2021-05-15,1,0.08909264360219282,50.0,1
+2021-07-26,71,S,2021-05-15,1,0.08909264360219282,53.0,1
+2021-07-27,71,S,2021-05-15,1,0.08909264360219282,52.0,1
+2021-07-28,71,S,2021-05-15,1,0.08909264360219282,50.0,1
+2021-07-29,71,S,2021-05-15,1,0.08909264360219282,51.0,1
+2021-07-30,71,S,2021-05-15,1,0.08909264360219282,50.0,1
+2021-07-31,71,S,2021-05-15,1,0.08909264360219282,50.0,1
+2021-05-01,72,E,2021-05-15,1,0.0,14.0,0
+2021-05-02,72,E,2021-05-15,1,0.0,18.0,0
+2021-05-03,72,E,2021-05-15,1,0.0,16.0,0
+2021-05-04,72,E,2021-05-15,1,0.0,16.0,0
+2021-05-05,72,E,2021-05-15,1,0.0,17.0,0
+2021-05-06,72,E,2021-05-15,1,0.0,17.0,0
+2021-05-07,72,E,2021-05-15,1,0.0,17.0,0
+2021-05-08,72,E,2021-05-15,1,0.0,16.0,0
+2021-05-09,72,E,2021-05-15,1,0.0,18.0,0
+2021-05-10,72,E,2021-05-15,1,0.0,19.0,0
+2021-05-11,72,E,2021-05-15,1,0.0,19.0,0
+2021-05-12,72,E,2021-05-15,1,0.0,18.0,0
+2021-05-13,72,E,2021-05-15,1,0.0,18.0,0
+2021-05-14,72,E,2021-05-15,1,0.0,17.0,0
+2021-05-15,72,E,2021-05-15,1,0.0,17.0,1
+2021-05-16,72,E,2021-05-15,1,0.4608572101776467,19.0,1
+2021-05-17,72,E,2021-05-15,1,0.9217144203552934,21.0,1
+2021-05-18,72,E,2021-05-15,1,1.38257163053294,23.0,1
+2021-05-19,72,E,2021-05-15,1,1.8434288407105868,23.0,1
+2021-05-20,72,E,2021-05-15,1,2.3042860508882335,24.0,1
+2021-05-21,72,E,2021-05-15,1,2.3042860508882335,22.0,1
+2021-05-22,72,E,2021-05-15,1,2.3042860508882335,23.0,1
+2021-05-23,72,E,2021-05-15,1,2.3042860508882335,24.0,1
+2021-05-24,72,E,2021-05-15,1,2.3042860508882335,26.0,1
+2021-05-25,72,E,2021-05-15,1,2.3042860508882335,25.0,1
+2021-05-26,72,E,2021-05-15,1,2.3042860508882335,26.0,1
+2021-05-27,72,E,2021-05-15,1,2.3042860508882335,25.0,1
+2021-05-28,72,E,2021-05-15,1,2.3042860508882335,25.0,1
+2021-05-29,72,E,2021-05-15,1,2.3042860508882335,26.0,1
+2021-05-30,72,E,2021-05-15,1,2.3042860508882335,27.0,1
+2021-05-31,72,E,2021-05-15,1,2.3042860508882335,27.0,1
+2021-06-01,72,E,2021-05-15,1,2.3042860508882335,27.0,1
+2021-06-02,72,E,2021-05-15,1,2.3042860508882335,27.0,1
+2021-06-03,72,E,2021-05-15,1,2.3042860508882335,28.0,1
+2021-06-04,72,E,2021-05-15,1,2.3042860508882335,28.0,1
+2021-06-05,72,E,2021-05-15,1,2.3042860508882335,27.0,1
+2021-06-06,72,E,2021-05-15,1,2.3042860508882335,28.0,1
+2021-06-07,72,E,2021-05-15,1,2.3042860508882335,29.0,1
+2021-06-08,72,E,2021-05-15,1,2.3042860508882335,30.0,1
+2021-06-09,72,E,2021-05-15,1,2.3042860508882335,27.0,1
+2021-06-10,72,E,2021-05-15,1,2.3042860508882335,30.0,1
+2021-06-11,72,E,2021-05-15,1,2.3042860508882335,30.0,1
+2021-06-12,72,E,2021-05-15,1,2.3042860508882335,30.0,1
+2021-06-13,72,E,2021-05-15,1,2.3042860508882335,30.0,1
+2021-06-14,72,E,2021-05-15,1,2.3042860508882335,31.0,1
+2021-06-15,72,E,2021-05-15,1,2.3042860508882335,32.0,1
+2021-06-16,72,E,2021-05-15,1,2.3042860508882335,30.0,1
+2021-06-17,72,E,2021-05-15,1,2.30428605088823,33.0,1
+2021-06-18,72,E,2021-05-15,1,2.30428605088823,33.0,1
+2021-06-19,72,E,2021-05-15,1,2.30428605088823,32.0,1
+2021-06-20,72,E,2021-05-15,1,2.30428605088823,33.0,1
+2021-06-21,72,E,2021-05-15,1,2.30428605088823,32.0,1
+2021-06-22,72,E,2021-05-15,1,2.30428605088823,35.0,1
+2021-06-23,72,E,2021-05-15,1,2.30428605088823,34.0,1
+2021-06-24,72,E,2021-05-15,1,2.30428605088823,34.0,1
+2021-06-25,72,E,2021-05-15,1,2.30428605088823,35.0,1
+2021-06-26,72,E,2021-05-15,1,2.30428605088823,34.0,1
+2021-06-27,72,E,2021-05-15,1,2.30428605088823,33.0,1
+2021-06-28,72,E,2021-05-15,1,2.30428605088823,36.0,1
+2021-06-29,72,E,2021-05-15,1,2.30428605088823,37.0,1
+2021-06-30,72,E,2021-05-15,1,2.30428605088823,36.0,1
+2021-07-01,72,E,2021-05-15,1,2.30428605088823,36.0,1
+2021-07-02,72,E,2021-05-15,1,2.30428605088823,36.0,1
+2021-07-03,72,E,2021-05-15,1,2.30428605088823,34.0,1
+2021-07-04,72,E,2021-05-15,1,2.30428605088823,39.0,1
+2021-07-05,72,E,2021-05-15,1,2.30428605088823,38.0,1
+2021-07-06,72,E,2021-05-15,1,2.30428605088823,39.0,1
+2021-07-07,72,E,2021-05-15,1,2.30428605088823,38.0,1
+2021-07-08,72,E,2021-05-15,1,2.30428605088823,38.0,1
+2021-07-09,72,E,2021-05-15,1,2.30428605088823,38.0,1
+2021-07-10,72,E,2021-05-15,1,2.30428605088823,37.0,1
+2021-07-11,72,E,2021-05-15,1,2.30428605088823,39.0,1
+2021-07-12,72,E,2021-05-15,1,2.30428605088823,39.0,1
+2021-07-13,72,E,2021-05-15,1,2.30428605088823,40.0,1
+2021-07-14,72,E,2021-05-15,1,2.30428605088823,39.0,1
+2021-07-15,72,E,2021-05-15,1,2.30428605088823,40.0,1
+2021-07-16,72,E,2021-05-15,1,2.30428605088823,40.0,1
+2021-07-17,72,E,2021-05-15,1,2.30428605088823,40.0,1
+2021-07-18,72,E,2021-05-15,1,2.30428605088823,39.0,1
+2021-07-19,72,E,2021-05-15,1,2.30428605088823,41.0,1
+2021-07-20,72,E,2021-05-15,1,2.30428605088823,42.0,1
+2021-07-21,72,E,2021-05-15,1,2.30428605088823,40.0,1
+2021-07-22,72,E,2021-05-15,1,2.30428605088823,43.0,1
+2021-07-23,72,E,2021-05-15,1,2.30428605088823,43.0,1
+2021-07-24,72,E,2021-05-15,1,2.30428605088823,44.0,1
+2021-07-25,72,E,2021-05-15,1,2.30428605088823,42.0,1
+2021-07-26,72,E,2021-05-15,1,2.30428605088823,44.0,1
+2021-07-27,72,E,2021-05-15,1,2.30428605088823,43.0,1
+2021-07-28,72,E,2021-05-15,1,2.30428605088823,44.0,1
+2021-07-29,72,E,2021-05-15,1,2.30428605088823,44.0,1
+2021-07-30,72,E,2021-05-15,1,2.30428605088823,42.0,1
+2021-07-31,72,E,2021-05-15,1,2.30428605088823,44.0,1
+2021-05-01,73,E,2021-05-15,1,0.0,16.0,0
+2021-05-02,73,E,2021-05-15,1,0.0,15.0,0
+2021-05-03,73,E,2021-05-15,1,0.0,17.0,0
+2021-05-04,73,E,2021-05-15,1,0.0,15.0,0
+2021-05-05,73,E,2021-05-15,1,0.0,16.0,0
+2021-05-06,73,E,2021-05-15,1,0.0,16.0,0
+2021-05-07,73,E,2021-05-15,1,0.0,17.0,0
+2021-05-08,73,E,2021-05-15,1,0.0,17.0,0
+2021-05-09,73,E,2021-05-15,1,0.0,18.0,0
+2021-05-10,73,E,2021-05-15,1,0.0,18.0,0
+2021-05-11,73,E,2021-05-15,1,0.0,19.0,0
+2021-05-12,73,E,2021-05-15,1,0.0,18.0,0
+2021-05-13,73,E,2021-05-15,1,0.0,18.0,0
+2021-05-14,73,E,2021-05-15,1,0.0,19.0,0
+2021-05-15,73,E,2021-05-15,1,0.0,20.0,1
+2021-05-16,73,E,2021-05-15,1,0.08730422035024432,20.0,1
+2021-05-17,73,E,2021-05-15,1,0.1746084407004851,20.0,1
+2021-05-18,73,E,2021-05-15,1,0.2619126610507294,22.0,1
+2021-05-19,73,E,2021-05-15,1,0.3492168814009702,20.0,1
+2021-05-20,73,E,2021-05-15,1,0.4365211017512145,22.0,1
+2021-05-21,73,E,2021-05-15,1,0.4365211017512145,21.0,1
+2021-05-22,73,E,2021-05-15,1,0.4365211017512145,21.0,1
+2021-05-23,73,E,2021-05-15,1,0.4365211017512145,22.0,1
+2021-05-24,73,E,2021-05-15,1,0.4365211017512145,24.0,1
+2021-05-25,73,E,2021-05-15,1,0.4365211017512145,23.0,1
+2021-05-26,73,E,2021-05-15,1,0.4365211017512145,24.0,1
+2021-05-27,73,E,2021-05-15,1,0.4365211017512145,24.0,1
+2021-05-28,73,E,2021-05-15,1,0.4365211017512145,24.0,1
+2021-05-29,73,E,2021-05-15,1,0.4365211017512145,26.0,1
+2021-05-30,73,E,2021-05-15,1,0.4365211017512145,25.0,1
+2021-05-31,73,E,2021-05-15,1,0.4365211017512145,25.0,1
+2021-06-01,73,E,2021-05-15,1,0.4365211017512145,25.0,1
+2021-06-02,73,E,2021-05-15,1,0.4365211017512145,26.0,1
+2021-06-03,73,E,2021-05-15,1,0.4365211017512145,26.0,1
+2021-06-04,73,E,2021-05-15,1,0.4365211017512145,26.0,1
+2021-06-05,73,E,2021-05-15,1,0.4365211017512145,25.0,1
+2021-06-06,73,E,2021-05-15,1,0.4365211017512145,26.0,1
+2021-06-07,73,E,2021-05-15,1,0.4365211017512145,27.0,1
+2021-06-08,73,E,2021-05-15,1,0.4365211017512145,28.0,1
+2021-06-09,73,E,2021-05-15,1,0.4365211017512145,29.0,1
+2021-06-10,73,E,2021-05-15,1,0.4365211017512145,26.0,1
+2021-06-11,73,E,2021-05-15,1,0.4365211017512145,28.0,1
+2021-06-12,73,E,2021-05-15,1,0.4365211017512145,28.0,1
+2021-06-13,73,E,2021-05-15,1,0.4365211017512145,29.0,1
+2021-06-14,73,E,2021-05-15,1,0.4365211017512145,31.0,1
+2021-06-15,73,E,2021-05-15,1,0.4365211017512145,29.0,1
+2021-06-16,73,E,2021-05-15,1,0.4365211017512145,28.0,1
+2021-06-17,73,E,2021-05-15,1,0.4365211017512145,29.0,1
+2021-06-18,73,E,2021-05-15,1,0.4365211017512145,30.0,1
+2021-06-19,73,E,2021-05-15,1,0.4365211017512145,31.0,1
+2021-06-20,73,E,2021-05-15,1,0.4365211017512145,30.0,1
+2021-06-21,73,E,2021-05-15,1,0.4365211017512145,33.0,1
+2021-06-22,73,E,2021-05-15,1,0.43652110175121095,32.0,1
+2021-06-23,73,E,2021-05-15,1,0.4365211017512145,31.0,1
+2021-06-24,73,E,2021-05-15,1,0.43652110175121095,32.0,1
+2021-06-25,73,E,2021-05-15,1,0.43652110175121095,32.0,1
+2021-06-26,73,E,2021-05-15,1,0.43652110175121095,33.0,1
+2021-06-27,73,E,2021-05-15,1,0.43652110175121095,33.0,1
+2021-06-28,73,E,2021-05-15,1,0.43652110175121095,33.0,1
+2021-06-29,73,E,2021-05-15,1,0.43652110175121095,34.0,1
+2021-06-30,73,E,2021-05-15,1,0.43652110175121095,33.0,1
+2021-07-01,73,E,2021-05-15,1,0.43652110175121095,34.0,1
+2021-07-02,73,E,2021-05-15,1,0.43652110175121095,34.0,1
+2021-07-03,73,E,2021-05-15,1,0.43652110175121095,34.0,1
+2021-07-04,73,E,2021-05-15,1,0.43652110175121095,34.0,1
+2021-07-05,73,E,2021-05-15,1,0.43652110175121095,37.0,1
+2021-07-06,73,E,2021-05-15,1,0.43652110175121095,38.0,1
+2021-07-07,73,E,2021-05-15,1,0.43652110175121095,37.0,1
+2021-07-08,73,E,2021-05-15,1,0.43652110175121095,37.0,1
+2021-07-09,73,E,2021-05-15,1,0.43652110175121095,37.0,1
+2021-07-10,73,E,2021-05-15,1,0.43652110175121095,36.0,1
+2021-07-11,73,E,2021-05-15,1,0.43652110175121095,36.0,1
+2021-07-12,73,E,2021-05-15,1,0.43652110175121095,38.0,1
+2021-07-13,73,E,2021-05-15,1,0.43652110175121095,37.0,1
+2021-07-14,73,E,2021-05-15,1,0.43652110175121095,38.0,1
+2021-07-15,73,E,2021-05-15,1,0.43652110175121095,39.0,1
+2021-07-16,73,E,2021-05-15,1,0.43652110175121095,38.0,1
+2021-07-17,73,E,2021-05-15,1,0.43652110175121095,39.0,1
+2021-07-18,73,E,2021-05-15,1,0.43652110175121095,40.0,1
+2021-07-19,73,E,2021-05-15,1,0.43652110175121095,40.0,1
+2021-07-20,73,E,2021-05-15,1,0.43652110175121095,39.0,1
+2021-07-21,73,E,2021-05-15,1,0.43652110175121095,39.0,1
+2021-07-22,73,E,2021-05-15,1,0.43652110175121095,40.0,1
+2021-07-23,73,E,2021-05-15,1,0.43652110175121095,41.0,1
+2021-07-24,73,E,2021-05-15,1,0.43652110175121095,41.0,1
+2021-07-25,73,E,2021-05-15,1,0.43652110175121095,41.0,1
+2021-07-26,73,E,2021-05-15,1,0.43652110175121095,41.0,1
+2021-07-27,73,E,2021-05-15,1,0.43652110175121095,43.0,1
+2021-07-28,73,E,2021-05-15,1,0.43652110175121095,42.0,1
+2021-07-29,73,E,2021-05-15,1,0.43652110175121095,42.0,1
+2021-07-30,73,E,2021-05-15,1,0.43652110175121095,40.0,1
+2021-07-31,73,E,2021-05-15,1,0.43652110175121095,42.0,1
+2021-05-01,74,E,2021-06-04,1,0.0,15.0,0
+2021-05-02,74,E,2021-06-04,1,0.0,15.0,0
+2021-05-03,74,E,2021-06-04,1,0.0,14.0,0
+2021-05-04,74,E,2021-06-04,1,0.0,16.0,0
+2021-05-05,74,E,2021-06-04,1,0.0,15.0,0
+2021-05-06,74,E,2021-06-04,1,0.0,17.0,0
+2021-05-07,74,E,2021-06-04,1,0.0,18.0,0
+2021-05-08,74,E,2021-06-04,1,0.0,17.0,0
+2021-05-09,74,E,2021-06-04,1,0.0,18.0,0
+2021-05-10,74,E,2021-06-04,1,0.0,19.0,0
+2021-05-11,74,E,2021-06-04,1,0.0,18.0,0
+2021-05-12,74,E,2021-06-04,1,0.0,17.0,0
+2021-05-13,74,E,2021-06-04,1,0.0,18.0,0
+2021-05-14,74,E,2021-06-04,1,0.0,19.0,0
+2021-05-15,74,E,2021-06-04,1,0.0,19.0,0
+2021-05-16,74,E,2021-06-04,1,0.0,19.0,0
+2021-05-17,74,E,2021-06-04,1,0.0,21.0,0
+2021-05-18,74,E,2021-06-04,1,0.0,21.0,0
+2021-05-19,74,E,2021-06-04,1,0.0,20.0,0
+2021-05-20,74,E,2021-06-04,1,0.0,21.0,0
+2021-05-21,74,E,2021-06-04,1,0.0,20.0,0
+2021-05-22,74,E,2021-06-04,1,0.0,21.0,0
+2021-05-23,74,E,2021-06-04,1,0.0,21.0,0
+2021-05-24,74,E,2021-06-04,1,0.0,23.0,0
+2021-05-25,74,E,2021-06-04,1,0.0,23.0,0
+2021-05-26,74,E,2021-06-04,1,0.0,22.0,0
+2021-05-27,74,E,2021-06-04,1,0.0,22.0,0
+2021-05-28,74,E,2021-06-04,1,0.0,22.0,0
+2021-05-29,74,E,2021-06-04,1,0.0,23.0,0
+2021-05-30,74,E,2021-06-04,1,0.0,23.0,0
+2021-05-31,74,E,2021-06-04,1,0.0,24.0,0
+2021-06-01,74,E,2021-06-04,1,0.0,25.0,0
+2021-06-02,74,E,2021-06-04,1,0.0,26.0,0
+2021-06-03,74,E,2021-06-04,1,0.0,25.0,0
+2021-06-04,74,E,2021-06-04,1,0.0,25.0,1
+2021-06-05,74,E,2021-06-04,1,0.011088598352834822,25.0,1
+2021-06-06,74,E,2021-06-04,1,0.02217719670566609,26.0,1
+2021-06-07,74,E,2021-06-04,1,0.03326579505850091,27.0,1
+2021-06-08,74,E,2021-06-04,1,0.044354393411335735,26.0,1
+2021-06-09,74,E,2021-06-04,1,0.055442991764167004,27.0,1
+2021-06-10,74,E,2021-06-04,1,0.055442991764167004,27.0,1
+2021-06-11,74,E,2021-06-04,1,0.055442991764167004,27.0,1
+2021-06-12,74,E,2021-06-04,1,0.055442991764167004,26.0,1
+2021-06-13,74,E,2021-06-04,1,0.055442991764167004,27.0,1
+2021-06-14,74,E,2021-06-04,1,0.055442991764167004,29.0,1
+2021-06-15,74,E,2021-06-04,1,0.055442991764167004,28.0,1
+2021-06-16,74,E,2021-06-04,1,0.055442991764167004,30.0,1
+2021-06-17,74,E,2021-06-04,1,0.055442991764167004,29.0,1
+2021-06-18,74,E,2021-06-04,1,0.055442991764167004,30.0,1
+2021-06-19,74,E,2021-06-04,1,0.055442991764167004,30.0,1
+2021-06-20,74,E,2021-06-04,1,0.055442991764167004,30.0,1
+2021-06-21,74,E,2021-06-04,1,0.055442991764167004,32.0,1
+2021-06-22,74,E,2021-06-04,1,0.055442991764167004,31.0,1
+2021-06-23,74,E,2021-06-04,1,0.055442991764167004,31.0,1
+2021-06-24,74,E,2021-06-04,1,0.055442991764167004,32.0,1
+2021-06-25,74,E,2021-06-04,1,0.055442991764167004,31.0,1
+2021-06-26,74,E,2021-06-04,1,0.055442991764167004,32.0,1
+2021-06-27,74,E,2021-06-04,1,0.055442991764167004,32.0,1
+2021-06-28,74,E,2021-06-04,1,0.055442991764167004,33.0,1
+2021-06-29,74,E,2021-06-04,1,0.055442991764167004,32.0,1
+2021-06-30,74,E,2021-06-04,1,0.055442991764167004,33.0,1
+2021-07-01,74,E,2021-06-04,1,0.055442991764167004,35.0,1
+2021-07-02,74,E,2021-06-04,1,0.055442991764167004,32.0,1
+2021-07-03,74,E,2021-06-04,1,0.055442991764167004,33.0,1
+2021-07-04,74,E,2021-06-04,1,0.055442991764167004,34.0,1
+2021-07-05,74,E,2021-06-04,1,0.055442991764167004,35.0,1
+2021-07-06,74,E,2021-06-04,1,0.055442991764167004,35.0,1
+2021-07-07,74,E,2021-06-04,1,0.055442991764167004,35.0,1
+2021-07-08,74,E,2021-06-04,1,0.055442991764167004,35.0,1
+2021-07-09,74,E,2021-06-04,1,0.055442991764167004,35.0,1
+2021-07-10,74,E,2021-06-04,1,0.055442991764167004,34.0,1
+2021-07-11,74,E,2021-06-04,1,0.055442991764167004,35.0,1
+2021-07-12,74,E,2021-06-04,1,0.055442991764167004,37.0,1
+2021-07-13,74,E,2021-06-04,1,0.055442991764167004,36.0,1
+2021-07-14,74,E,2021-06-04,1,0.055442991764167004,38.0,1
+2021-07-15,74,E,2021-06-04,1,0.055442991764167004,39.0,1
+2021-07-16,74,E,2021-06-04,1,0.055442991764167004,37.0,1
+2021-07-17,74,E,2021-06-04,1,0.055442991764167004,37.0,1
+2021-07-18,74,E,2021-06-04,1,0.055442991764167004,38.0,1
+2021-07-19,74,E,2021-06-04,1,0.055442991764167004,39.0,1
+2021-07-20,74,E,2021-06-04,1,0.055442991764167004,38.0,1
+2021-07-21,74,E,2021-06-04,1,0.055442991764167004,39.0,1
+2021-07-22,74,E,2021-06-04,1,0.055442991764167004,41.0,1
+2021-07-23,74,E,2021-06-04,1,0.055442991764167004,40.0,1
+2021-07-24,74,E,2021-06-04,1,0.055442991764167004,39.0,1
+2021-07-25,74,E,2021-06-04,1,0.055442991764167004,40.0,1
+2021-07-26,74,E,2021-06-04,1,0.055442991764167004,42.0,1
+2021-07-27,74,E,2021-06-04,1,0.055442991764167004,42.0,1
+2021-07-28,74,E,2021-06-04,1,0.055442991764167004,40.0,1
+2021-07-29,74,E,2021-06-04,1,0.055442991764167004,43.0,1
+2021-07-30,74,E,2021-06-04,1,0.055442991764167004,39.0,1
+2021-07-31,74,E,2021-06-04,1,0.055442991764167004,42.0,1
+2021-05-01,75,N,2100-01-01,0,0.0,42.0,0
+2021-05-02,75,N,2100-01-01,0,0.0,44.0,0
+2021-05-03,75,N,2100-01-01,0,0.0,42.0,0
+2021-05-04,75,N,2100-01-01,0,0.0,42.0,0
+2021-05-05,75,N,2100-01-01,0,0.0,43.0,0
+2021-05-06,75,N,2100-01-01,0,0.0,43.0,0
+2021-05-07,75,N,2100-01-01,0,0.0,43.0,0
+2021-05-08,75,N,2100-01-01,0,0.0,41.0,0
+2021-05-09,75,N,2100-01-01,0,0.0,43.0,0
+2021-05-10,75,N,2100-01-01,0,0.0,44.0,0
+2021-05-11,75,N,2100-01-01,0,0.0,43.0,0
+2021-05-12,75,N,2100-01-01,0,0.0,42.0,0
+2021-05-13,75,N,2100-01-01,0,0.0,42.0,0
+2021-05-14,75,N,2100-01-01,0,0.0,41.0,0
+2021-05-15,75,N,2100-01-01,0,0.0,43.0,0
+2021-05-16,75,N,2100-01-01,0,0.0,43.0,0
+2021-05-17,75,N,2100-01-01,0,0.0,45.0,0
+2021-05-18,75,N,2100-01-01,0,0.0,44.0,0
+2021-05-19,75,N,2100-01-01,0,0.0,43.0,0
+2021-05-20,75,N,2100-01-01,0,0.0,45.0,0
+2021-05-21,75,N,2100-01-01,0,0.0,44.0,0
+2021-05-22,75,N,2100-01-01,0,0.0,44.0,0
+2021-05-23,75,N,2100-01-01,0,0.0,43.0,0
+2021-05-24,75,N,2100-01-01,0,0.0,44.0,0
+2021-05-25,75,N,2100-01-01,0,0.0,44.0,0
+2021-05-26,75,N,2100-01-01,0,0.0,45.0,0
+2021-05-27,75,N,2100-01-01,0,0.0,43.0,0
+2021-05-28,75,N,2100-01-01,0,0.0,45.0,0
+2021-05-29,75,N,2100-01-01,0,0.0,45.0,0
+2021-05-30,75,N,2100-01-01,0,0.0,45.0,0
+2021-05-31,75,N,2100-01-01,0,0.0,46.0,0
+2021-06-01,75,N,2100-01-01,0,0.0,46.0,0
+2021-06-02,75,N,2100-01-01,0,0.0,46.0,0
+2021-06-03,75,N,2100-01-01,0,0.0,45.0,0
+2021-06-04,75,N,2100-01-01,0,0.0,46.0,0
+2021-06-05,75,N,2100-01-01,0,0.0,44.0,0
+2021-06-06,75,N,2100-01-01,0,0.0,45.0,0
+2021-06-07,75,N,2100-01-01,0,0.0,45.0,0
+2021-06-08,75,N,2100-01-01,0,0.0,46.0,0
+2021-06-09,75,N,2100-01-01,0,0.0,46.0,0
+2021-06-10,75,N,2100-01-01,0,0.0,47.0,0
+2021-06-11,75,N,2100-01-01,0,0.0,45.0,0
+2021-06-12,75,N,2100-01-01,0,0.0,46.0,0
+2021-06-13,75,N,2100-01-01,0,0.0,46.0,0
+2021-06-14,75,N,2100-01-01,0,0.0,48.0,0
+2021-06-15,75,N,2100-01-01,0,0.0,46.0,0
+2021-06-16,75,N,2100-01-01,0,0.0,47.0,0
+2021-06-17,75,N,2100-01-01,0,0.0,48.0,0
+2021-06-18,75,N,2100-01-01,0,0.0,48.0,0
+2021-06-19,75,N,2100-01-01,0,0.0,47.0,0
+2021-06-20,75,N,2100-01-01,0,0.0,47.0,0
+2021-06-21,75,N,2100-01-01,0,0.0,47.0,0
+2021-06-22,75,N,2100-01-01,0,0.0,48.0,0
+2021-06-23,75,N,2100-01-01,0,0.0,46.0,0
+2021-06-24,75,N,2100-01-01,0,0.0,46.0,0
+2021-06-25,75,N,2100-01-01,0,0.0,48.0,0
+2021-06-26,75,N,2100-01-01,0,0.0,46.0,0
+2021-06-27,75,N,2100-01-01,0,0.0,48.0,0
+2021-06-28,75,N,2100-01-01,0,0.0,47.0,0
+2021-06-29,75,N,2100-01-01,0,0.0,49.0,0
+2021-06-30,75,N,2100-01-01,0,0.0,48.0,0
+2021-07-01,75,N,2100-01-01,0,0.0,48.0,0
+2021-07-02,75,N,2100-01-01,0,0.0,49.0,0
+2021-07-03,75,N,2100-01-01,0,0.0,47.0,0
+2021-07-04,75,N,2100-01-01,0,0.0,49.0,0
+2021-07-05,75,N,2100-01-01,0,0.0,48.0,0
+2021-07-06,75,N,2100-01-01,0,0.0,48.0,0
+2021-07-07,75,N,2100-01-01,0,0.0,50.0,0
+2021-07-08,75,N,2100-01-01,0,0.0,49.0,0
+2021-07-09,75,N,2100-01-01,0,0.0,49.0,0
+2021-07-10,75,N,2100-01-01,0,0.0,46.0,0
+2021-07-11,75,N,2100-01-01,0,0.0,49.0,0
+2021-07-12,75,N,2100-01-01,0,0.0,49.0,0
+2021-07-13,75,N,2100-01-01,0,0.0,49.0,0
+2021-07-14,75,N,2100-01-01,0,0.0,49.0,0
+2021-07-15,75,N,2100-01-01,0,0.0,49.0,0
+2021-07-16,75,N,2100-01-01,0,0.0,49.0,0
+2021-07-17,75,N,2100-01-01,0,0.0,50.0,0
+2021-07-18,75,N,2100-01-01,0,0.0,51.0,0
+2021-07-19,75,N,2100-01-01,0,0.0,49.0,0
+2021-07-20,75,N,2100-01-01,0,0.0,50.0,0
+2021-07-21,75,N,2100-01-01,0,0.0,50.0,0
+2021-07-22,75,N,2100-01-01,0,0.0,49.0,0
+2021-07-23,75,N,2100-01-01,0,0.0,50.0,0
+2021-07-24,75,N,2100-01-01,0,0.0,49.0,0
+2021-07-25,75,N,2100-01-01,0,0.0,50.0,0
+2021-07-26,75,N,2100-01-01,0,0.0,50.0,0
+2021-07-27,75,N,2100-01-01,0,0.0,50.0,0
+2021-07-28,75,N,2100-01-01,0,0.0,52.0,0
+2021-07-29,75,N,2100-01-01,0,0.0,51.0,0
+2021-07-30,75,N,2100-01-01,0,0.0,49.0,0
+2021-07-31,75,N,2100-01-01,0,0.0,50.0,0
+2021-05-01,76,S,2100-01-01,0,0.0,52.0,0
+2021-05-02,76,S,2100-01-01,0,0.0,52.0,0
+2021-05-03,76,S,2100-01-01,0,0.0,53.0,0
+2021-05-04,76,S,2100-01-01,0,0.0,53.0,0
+2021-05-05,76,S,2100-01-01,0,0.0,52.0,0
+2021-05-06,76,S,2100-01-01,0,0.0,54.0,0
+2021-05-07,76,S,2100-01-01,0,0.0,54.0,0
+2021-05-08,76,S,2100-01-01,0,0.0,53.0,0
+2021-05-09,76,S,2100-01-01,0,0.0,52.0,0
+2021-05-10,76,S,2100-01-01,0,0.0,54.0,0
+2021-05-11,76,S,2100-01-01,0,0.0,52.0,0
+2021-05-12,76,S,2100-01-01,0,0.0,53.0,0
+2021-05-13,76,S,2100-01-01,0,0.0,50.0,0
+2021-05-14,76,S,2100-01-01,0,0.0,52.0,0
+2021-05-15,76,S,2100-01-01,0,0.0,53.0,0
+2021-05-16,76,S,2100-01-01,0,0.0,52.0,0
+2021-05-17,76,S,2100-01-01,0,0.0,54.0,0
+2021-05-18,76,S,2100-01-01,0,0.0,52.0,0
+2021-05-19,76,S,2100-01-01,0,0.0,53.0,0
+2021-05-20,76,S,2100-01-01,0,0.0,54.0,0
+2021-05-21,76,S,2100-01-01,0,0.0,53.0,0
+2021-05-22,76,S,2100-01-01,0,0.0,54.0,0
+2021-05-23,76,S,2100-01-01,0,0.0,53.0,0
+2021-05-24,76,S,2100-01-01,0,0.0,54.0,0
+2021-05-25,76,S,2100-01-01,0,0.0,54.0,0
+2021-05-26,76,S,2100-01-01,0,0.0,53.0,0
+2021-05-27,76,S,2100-01-01,0,0.0,54.0,0
+2021-05-28,76,S,2100-01-01,0,0.0,52.0,0
+2021-05-29,76,S,2100-01-01,0,0.0,52.0,0
+2021-05-30,76,S,2100-01-01,0,0.0,53.0,0
+2021-05-31,76,S,2100-01-01,0,0.0,54.0,0
+2021-06-01,76,S,2100-01-01,0,0.0,53.0,0
+2021-06-02,76,S,2100-01-01,0,0.0,54.0,0
+2021-06-03,76,S,2100-01-01,0,0.0,52.0,0
+2021-06-04,76,S,2100-01-01,0,0.0,54.0,0
+2021-06-05,76,S,2100-01-01,0,0.0,54.0,0
+2021-06-06,76,S,2100-01-01,0,0.0,53.0,0
+2021-06-07,76,S,2100-01-01,0,0.0,53.0,0
+2021-06-08,76,S,2100-01-01,0,0.0,53.0,0
+2021-06-09,76,S,2100-01-01,0,0.0,53.0,0
+2021-06-10,76,S,2100-01-01,0,0.0,53.0,0
+2021-06-11,76,S,2100-01-01,0,0.0,52.0,0
+2021-06-12,76,S,2100-01-01,0,0.0,52.0,0
+2021-06-13,76,S,2100-01-01,0,0.0,52.0,0
+2021-06-14,76,S,2100-01-01,0,0.0,54.0,0
+2021-06-15,76,S,2100-01-01,0,0.0,53.0,0
+2021-06-16,76,S,2100-01-01,0,0.0,53.0,0
+2021-06-17,76,S,2100-01-01,0,0.0,54.0,0
+2021-06-18,76,S,2100-01-01,0,0.0,52.0,0
+2021-06-19,76,S,2100-01-01,0,0.0,52.0,0
+2021-06-20,76,S,2100-01-01,0,0.0,54.0,0
+2021-06-21,76,S,2100-01-01,0,0.0,53.0,0
+2021-06-22,76,S,2100-01-01,0,0.0,54.0,0
+2021-06-23,76,S,2100-01-01,0,0.0,53.0,0
+2021-06-24,76,S,2100-01-01,0,0.0,53.0,0
+2021-06-25,76,S,2100-01-01,0,0.0,53.0,0
+2021-06-26,76,S,2100-01-01,0,0.0,52.0,0
+2021-06-27,76,S,2100-01-01,0,0.0,54.0,0
+2021-06-28,76,S,2100-01-01,0,0.0,53.0,0
+2021-06-29,76,S,2100-01-01,0,0.0,55.0,0
+2021-06-30,76,S,2100-01-01,0,0.0,52.0,0
+2021-07-01,76,S,2100-01-01,0,0.0,53.0,0
+2021-07-02,76,S,2100-01-01,0,0.0,52.0,0
+2021-07-03,76,S,2100-01-01,0,0.0,51.0,0
+2021-07-04,76,S,2100-01-01,0,0.0,53.0,0
+2021-07-05,76,S,2100-01-01,0,0.0,54.0,0
+2021-07-06,76,S,2100-01-01,0,0.0,55.0,0
+2021-07-07,76,S,2100-01-01,0,0.0,52.0,0
+2021-07-08,76,S,2100-01-01,0,0.0,53.0,0
+2021-07-09,76,S,2100-01-01,0,0.0,53.0,0
+2021-07-10,76,S,2100-01-01,0,0.0,52.0,0
+2021-07-11,76,S,2100-01-01,0,0.0,52.0,0
+2021-07-12,76,S,2100-01-01,0,0.0,53.0,0
+2021-07-13,76,S,2100-01-01,0,0.0,53.0,0
+2021-07-14,76,S,2100-01-01,0,0.0,52.0,0
+2021-07-15,76,S,2100-01-01,0,0.0,54.0,0
+2021-07-16,76,S,2100-01-01,0,0.0,54.0,0
+2021-07-17,76,S,2100-01-01,0,0.0,53.0,0
+2021-07-18,76,S,2100-01-01,0,0.0,54.0,0
+2021-07-19,76,S,2100-01-01,0,0.0,53.0,0
+2021-07-20,76,S,2100-01-01,0,0.0,52.0,0
+2021-07-21,76,S,2100-01-01,0,0.0,53.0,0
+2021-07-22,76,S,2100-01-01,0,0.0,53.0,0
+2021-07-23,76,S,2100-01-01,0,0.0,53.0,0
+2021-07-24,76,S,2100-01-01,0,0.0,54.0,0
+2021-07-25,76,S,2100-01-01,0,0.0,52.0,0
+2021-07-26,76,S,2100-01-01,0,0.0,53.0,0
+2021-07-27,76,S,2100-01-01,0,0.0,55.0,0
+2021-07-28,76,S,2100-01-01,0,0.0,53.0,0
+2021-07-29,76,S,2100-01-01,0,0.0,55.0,0
+2021-07-30,76,S,2100-01-01,0,0.0,52.0,0
+2021-07-31,76,S,2100-01-01,0,0.0,52.0,0
+2021-05-01,77,W,2100-01-01,0,0.0,27.0,0
+2021-05-02,77,W,2100-01-01,0,0.0,27.0,0
+2021-05-03,77,W,2100-01-01,0,0.0,29.0,0
+2021-05-04,77,W,2100-01-01,0,0.0,29.0,0
+2021-05-05,77,W,2100-01-01,0,0.0,29.0,0
+2021-05-06,77,W,2100-01-01,0,0.0,30.0,0
+2021-05-07,77,W,2100-01-01,0,0.0,29.0,0
+2021-05-08,77,W,2100-01-01,0,0.0,29.0,0
+2021-05-09,77,W,2100-01-01,0,0.0,31.0,0
+2021-05-10,77,W,2100-01-01,0,0.0,31.0,0
+2021-05-11,77,W,2100-01-01,0,0.0,31.0,0
+2021-05-12,77,W,2100-01-01,0,0.0,31.0,0
+2021-05-13,77,W,2100-01-01,0,0.0,31.0,0
+2021-05-14,77,W,2100-01-01,0,0.0,30.0,0
+2021-05-15,77,W,2100-01-01,0,0.0,31.0,0
+2021-05-16,77,W,2100-01-01,0,0.0,31.0,0
+2021-05-17,77,W,2100-01-01,0,0.0,33.0,0
+2021-05-18,77,W,2100-01-01,0,0.0,31.0,0
+2021-05-19,77,W,2100-01-01,0,0.0,30.0,0
+2021-05-20,77,W,2100-01-01,0,0.0,32.0,0
+2021-05-21,77,W,2100-01-01,0,0.0,33.0,0
+2021-05-22,77,W,2100-01-01,0,0.0,32.0,0
+2021-05-23,77,W,2100-01-01,0,0.0,34.0,0
+2021-05-24,77,W,2100-01-01,0,0.0,33.0,0
+2021-05-25,77,W,2100-01-01,0,0.0,33.0,0
+2021-05-26,77,W,2100-01-01,0,0.0,33.0,0
+2021-05-27,77,W,2100-01-01,0,0.0,33.0,0
+2021-05-28,77,W,2100-01-01,0,0.0,35.0,0
+2021-05-29,77,W,2100-01-01,0,0.0,34.0,0
+2021-05-30,77,W,2100-01-01,0,0.0,34.0,0
+2021-05-31,77,W,2100-01-01,0,0.0,37.0,0
+2021-06-01,77,W,2100-01-01,0,0.0,34.0,0
+2021-06-02,77,W,2100-01-01,0,0.0,35.0,0
+2021-06-03,77,W,2100-01-01,0,0.0,35.0,0
+2021-06-04,77,W,2100-01-01,0,0.0,35.0,0
+2021-06-05,77,W,2100-01-01,0,0.0,35.0,0
+2021-06-06,77,W,2100-01-01,0,0.0,36.0,0
+2021-06-07,77,W,2100-01-01,0,0.0,37.0,0
+2021-06-08,77,W,2100-01-01,0,0.0,37.0,0
+2021-06-09,77,W,2100-01-01,0,0.0,36.0,0
+2021-06-10,77,W,2100-01-01,0,0.0,37.0,0
+2021-06-11,77,W,2100-01-01,0,0.0,37.0,0
+2021-06-12,77,W,2100-01-01,0,0.0,36.0,0
+2021-06-13,77,W,2100-01-01,0,0.0,35.0,0
+2021-06-14,77,W,2100-01-01,0,0.0,37.0,0
+2021-06-15,77,W,2100-01-01,0,0.0,38.0,0
+2021-06-16,77,W,2100-01-01,0,0.0,37.0,0
+2021-06-17,77,W,2100-01-01,0,0.0,38.0,0
+2021-06-18,77,W,2100-01-01,0,0.0,38.0,0
+2021-06-19,77,W,2100-01-01,0,0.0,38.0,0
+2021-06-20,77,W,2100-01-01,0,0.0,38.0,0
+2021-06-21,77,W,2100-01-01,0,0.0,40.0,0
+2021-06-22,77,W,2100-01-01,0,0.0,40.0,0
+2021-06-23,77,W,2100-01-01,0,0.0,38.0,0
+2021-06-24,77,W,2100-01-01,0,0.0,39.0,0
+2021-06-25,77,W,2100-01-01,0,0.0,40.0,0
+2021-06-26,77,W,2100-01-01,0,0.0,40.0,0
+2021-06-27,77,W,2100-01-01,0,0.0,38.0,0
+2021-06-28,77,W,2100-01-01,0,0.0,40.0,0
+2021-06-29,77,W,2100-01-01,0,0.0,39.0,0
+2021-06-30,77,W,2100-01-01,0,0.0,40.0,0
+2021-07-01,77,W,2100-01-01,0,0.0,42.0,0
+2021-07-02,77,W,2100-01-01,0,0.0,40.0,0
+2021-07-03,77,W,2100-01-01,0,0.0,38.0,0
+2021-07-04,77,W,2100-01-01,0,0.0,42.0,0
+2021-07-05,77,W,2100-01-01,0,0.0,42.0,0
+2021-07-06,77,W,2100-01-01,0,0.0,42.0,0
+2021-07-07,77,W,2100-01-01,0,0.0,42.0,0
+2021-07-08,77,W,2100-01-01,0,0.0,42.0,0
+2021-07-09,77,W,2100-01-01,0,0.0,41.0,0
+2021-07-10,77,W,2100-01-01,0,0.0,39.0,0
+2021-07-11,77,W,2100-01-01,0,0.0,42.0,0
+2021-07-12,77,W,2100-01-01,0,0.0,44.0,0
+2021-07-13,77,W,2100-01-01,0,0.0,42.0,0
+2021-07-14,77,W,2100-01-01,0,0.0,43.0,0
+2021-07-15,77,W,2100-01-01,0,0.0,43.0,0
+2021-07-16,77,W,2100-01-01,0,0.0,44.0,0
+2021-07-17,77,W,2100-01-01,0,0.0,45.0,0
+2021-07-18,77,W,2100-01-01,0,0.0,43.0,0
+2021-07-19,77,W,2100-01-01,0,0.0,44.0,0
+2021-07-20,77,W,2100-01-01,0,0.0,44.0,0
+2021-07-21,77,W,2100-01-01,0,0.0,44.0,0
+2021-07-22,77,W,2100-01-01,0,0.0,45.0,0
+2021-07-23,77,W,2100-01-01,0,0.0,45.0,0
+2021-07-24,77,W,2100-01-01,0,0.0,46.0,0
+2021-07-25,77,W,2100-01-01,0,0.0,43.0,0
+2021-07-26,77,W,2100-01-01,0,0.0,46.0,0
+2021-07-27,77,W,2100-01-01,0,0.0,47.0,0
+2021-07-28,77,W,2100-01-01,0,0.0,46.0,0
+2021-07-29,77,W,2100-01-01,0,0.0,46.0,0
+2021-07-30,77,W,2100-01-01,0,0.0,46.0,0
+2021-07-31,77,W,2100-01-01,0,0.0,44.0,0
+2021-05-01,78,S,2100-01-01,0,0.0,51.0,0
+2021-05-02,78,S,2100-01-01,0,0.0,52.0,0
+2021-05-03,78,S,2100-01-01,0,0.0,54.0,0
+2021-05-04,78,S,2100-01-01,0,0.0,52.0,0
+2021-05-05,78,S,2100-01-01,0,0.0,52.0,0
+2021-05-06,78,S,2100-01-01,0,0.0,53.0,0
+2021-05-07,78,S,2100-01-01,0,0.0,51.0,0
+2021-05-08,78,S,2100-01-01,0,0.0,52.0,0
+2021-05-09,78,S,2100-01-01,0,0.0,53.0,0
+2021-05-10,78,S,2100-01-01,0,0.0,53.0,0
+2021-05-11,78,S,2100-01-01,0,0.0,52.0,0
+2021-05-12,78,S,2100-01-01,0,0.0,52.0,0
+2021-05-13,78,S,2100-01-01,0,0.0,53.0,0
+2021-05-14,78,S,2100-01-01,0,0.0,51.0,0
+2021-05-15,78,S,2100-01-01,0,0.0,51.0,0
+2021-05-16,78,S,2100-01-01,0,0.0,52.0,0
+2021-05-17,78,S,2100-01-01,0,0.0,53.0,0
+2021-05-18,78,S,2100-01-01,0,0.0,54.0,0
+2021-05-19,78,S,2100-01-01,0,0.0,52.0,0
+2021-05-20,78,S,2100-01-01,0,0.0,52.0,0
+2021-05-21,78,S,2100-01-01,0,0.0,52.0,0
+2021-05-22,78,S,2100-01-01,0,0.0,51.0,0
+2021-05-23,78,S,2100-01-01,0,0.0,52.0,0
+2021-05-24,78,S,2100-01-01,0,0.0,52.0,0
+2021-05-25,78,S,2100-01-01,0,0.0,53.0,0
+2021-05-26,78,S,2100-01-01,0,0.0,52.0,0
+2021-05-27,78,S,2100-01-01,0,0.0,51.0,0
+2021-05-28,78,S,2100-01-01,0,0.0,51.0,0
+2021-05-29,78,S,2100-01-01,0,0.0,51.0,0
+2021-05-30,78,S,2100-01-01,0,0.0,51.0,0
+2021-05-31,78,S,2100-01-01,0,0.0,53.0,0
+2021-06-01,78,S,2100-01-01,0,0.0,53.0,0
+2021-06-02,78,S,2100-01-01,0,0.0,52.0,0
+2021-06-03,78,S,2100-01-01,0,0.0,52.0,0
+2021-06-04,78,S,2100-01-01,0,0.0,51.0,0
+2021-06-05,78,S,2100-01-01,0,0.0,52.0,0
+2021-06-06,78,S,2100-01-01,0,0.0,53.0,0
+2021-06-07,78,S,2100-01-01,0,0.0,54.0,0
+2021-06-08,78,S,2100-01-01,0,0.0,51.0,0
+2021-06-09,78,S,2100-01-01,0,0.0,51.0,0
+2021-06-10,78,S,2100-01-01,0,0.0,51.0,0
+2021-06-11,78,S,2100-01-01,0,0.0,53.0,0
+2021-06-12,78,S,2100-01-01,0,0.0,53.0,0
+2021-06-13,78,S,2100-01-01,0,0.0,53.0,0
+2021-06-14,78,S,2100-01-01,0,0.0,52.0,0
+2021-06-15,78,S,2100-01-01,0,0.0,53.0,0
+2021-06-16,78,S,2100-01-01,0,0.0,52.0,0
+2021-06-17,78,S,2100-01-01,0,0.0,52.0,0
+2021-06-18,78,S,2100-01-01,0,0.0,51.0,0
+2021-06-19,78,S,2100-01-01,0,0.0,52.0,0
+2021-06-20,78,S,2100-01-01,0,0.0,51.0,0
+2021-06-21,78,S,2100-01-01,0,0.0,53.0,0
+2021-06-22,78,S,2100-01-01,0,0.0,54.0,0
+2021-06-23,78,S,2100-01-01,0,0.0,53.0,0
+2021-06-24,78,S,2100-01-01,0,0.0,52.0,0
+2021-06-25,78,S,2100-01-01,0,0.0,52.0,0
+2021-06-26,78,S,2100-01-01,0,0.0,51.0,0
+2021-06-27,78,S,2100-01-01,0,0.0,52.0,0
+2021-06-28,78,S,2100-01-01,0,0.0,52.0,0
+2021-06-29,78,S,2100-01-01,0,0.0,53.0,0
+2021-06-30,78,S,2100-01-01,0,0.0,53.0,0
+2021-07-01,78,S,2100-01-01,0,0.0,53.0,0
+2021-07-02,78,S,2100-01-01,0,0.0,51.0,0
+2021-07-03,78,S,2100-01-01,0,0.0,51.0,0
+2021-07-04,78,S,2100-01-01,0,0.0,51.0,0
+2021-07-05,78,S,2100-01-01,0,0.0,53.0,0
+2021-07-06,78,S,2100-01-01,0,0.0,54.0,0
+2021-07-07,78,S,2100-01-01,0,0.0,53.0,0
+2021-07-08,78,S,2100-01-01,0,0.0,51.0,0
+2021-07-09,78,S,2100-01-01,0,0.0,52.0,0
+2021-07-10,78,S,2100-01-01,0,0.0,52.0,0
+2021-07-11,78,S,2100-01-01,0,0.0,52.0,0
+2021-07-12,78,S,2100-01-01,0,0.0,51.0,0
+2021-07-13,78,S,2100-01-01,0,0.0,52.0,0
+2021-07-14,78,S,2100-01-01,0,0.0,53.0,0
+2021-07-15,78,S,2100-01-01,0,0.0,54.0,0
+2021-07-16,78,S,2100-01-01,0,0.0,52.0,0
+2021-07-17,78,S,2100-01-01,0,0.0,51.0,0
+2021-07-18,78,S,2100-01-01,0,0.0,51.0,0
+2021-07-19,78,S,2100-01-01,0,0.0,53.0,0
+2021-07-20,78,S,2100-01-01,0,0.0,53.0,0
+2021-07-21,78,S,2100-01-01,0,0.0,51.0,0
+2021-07-22,78,S,2100-01-01,0,0.0,52.0,0
+2021-07-23,78,S,2100-01-01,0,0.0,52.0,0
+2021-07-24,78,S,2100-01-01,0,0.0,52.0,0
+2021-07-25,78,S,2100-01-01,0,0.0,52.0,0
+2021-07-26,78,S,2100-01-01,0,0.0,53.0,0
+2021-07-27,78,S,2100-01-01,0,0.0,53.0,0
+2021-07-28,78,S,2100-01-01,0,0.0,52.0,0
+2021-07-29,78,S,2100-01-01,0,0.0,54.0,0
+2021-07-30,78,S,2100-01-01,0,0.0,51.0,0
+2021-07-31,78,S,2100-01-01,0,0.0,51.0,0
+2021-05-01,79,W,2100-01-01,0,0.0,26.0,0
+2021-05-02,79,W,2100-01-01,0,0.0,27.0,0
+2021-05-03,79,W,2100-01-01,0,0.0,27.0,0
+2021-05-04,79,W,2100-01-01,0,0.0,25.0,0
+2021-05-05,79,W,2100-01-01,0,0.0,27.0,0
+2021-05-06,79,W,2100-01-01,0,0.0,28.0,0
+2021-05-07,79,W,2100-01-01,0,0.0,26.0,0
+2021-05-08,79,W,2100-01-01,0,0.0,26.0,0
+2021-05-09,79,W,2100-01-01,0,0.0,27.0,0
+2021-05-10,79,W,2100-01-01,0,0.0,28.0,0
+2021-05-11,79,W,2100-01-01,0,0.0,26.0,0
+2021-05-12,79,W,2100-01-01,0,0.0,28.0,0
+2021-05-13,79,W,2100-01-01,0,0.0,27.0,0
+2021-05-14,79,W,2100-01-01,0,0.0,27.0,0
+2021-05-15,79,W,2100-01-01,0,0.0,27.0,0
+2021-05-16,79,W,2100-01-01,0,0.0,26.0,0
+2021-05-17,79,W,2100-01-01,0,0.0,29.0,0
+2021-05-18,79,W,2100-01-01,0,0.0,30.0,0
+2021-05-19,79,W,2100-01-01,0,0.0,28.0,0
+2021-05-20,79,W,2100-01-01,0,0.0,30.0,0
+2021-05-21,79,W,2100-01-01,0,0.0,29.0,0
+2021-05-22,79,W,2100-01-01,0,0.0,29.0,0
+2021-05-23,79,W,2100-01-01,0,0.0,29.0,0
+2021-05-24,79,W,2100-01-01,0,0.0,29.0,0
+2021-05-25,79,W,2100-01-01,0,0.0,31.0,0
+2021-05-26,79,W,2100-01-01,0,0.0,30.0,0
+2021-05-27,79,W,2100-01-01,0,0.0,30.0,0
+2021-05-28,79,W,2100-01-01,0,0.0,30.0,0
+2021-05-29,79,W,2100-01-01,0,0.0,31.0,0
+2021-05-30,79,W,2100-01-01,0,0.0,30.0,0
+2021-05-31,79,W,2100-01-01,0,0.0,32.0,0
+2021-06-01,79,W,2100-01-01,0,0.0,32.0,0
+2021-06-02,79,W,2100-01-01,0,0.0,32.0,0
+2021-06-03,79,W,2100-01-01,0,0.0,31.0,0
+2021-06-04,79,W,2100-01-01,0,0.0,30.0,0
+2021-06-05,79,W,2100-01-01,0,0.0,33.0,0
+2021-06-06,79,W,2100-01-01,0,0.0,32.0,0
+2021-06-07,79,W,2100-01-01,0,0.0,32.0,0
+2021-06-08,79,W,2100-01-01,0,0.0,32.0,0
+2021-06-09,79,W,2100-01-01,0,0.0,33.0,0
+2021-06-10,79,W,2100-01-01,0,0.0,32.0,0
+2021-06-11,79,W,2100-01-01,0,0.0,33.0,0
+2021-06-12,79,W,2100-01-01,0,0.0,33.0,0
+2021-06-13,79,W,2100-01-01,0,0.0,33.0,0
+2021-06-14,79,W,2100-01-01,0,0.0,34.0,0
+2021-06-15,79,W,2100-01-01,0,0.0,35.0,0
+2021-06-16,79,W,2100-01-01,0,0.0,34.0,0
+2021-06-17,79,W,2100-01-01,0,0.0,34.0,0
+2021-06-18,79,W,2100-01-01,0,0.0,35.0,0
+2021-06-19,79,W,2100-01-01,0,0.0,36.0,0
+2021-06-20,79,W,2100-01-01,0,0.0,35.0,0
+2021-06-21,79,W,2100-01-01,0,0.0,35.0,0
+2021-06-22,79,W,2100-01-01,0,0.0,36.0,0
+2021-06-23,79,W,2100-01-01,0,0.0,36.0,0
+2021-06-24,79,W,2100-01-01,0,0.0,37.0,0
+2021-06-25,79,W,2100-01-01,0,0.0,36.0,0
+2021-06-26,79,W,2100-01-01,0,0.0,37.0,0
+2021-06-27,79,W,2100-01-01,0,0.0,37.0,0
+2021-06-28,79,W,2100-01-01,0,0.0,37.0,0
+2021-06-29,79,W,2100-01-01,0,0.0,36.0,0
+2021-06-30,79,W,2100-01-01,0,0.0,37.0,0
+2021-07-01,79,W,2100-01-01,0,0.0,38.0,0
+2021-07-02,79,W,2100-01-01,0,0.0,37.0,0
+2021-07-03,79,W,2100-01-01,0,0.0,35.0,0
+2021-07-04,79,W,2100-01-01,0,0.0,38.0,0
+2021-07-05,79,W,2100-01-01,0,0.0,38.0,0
+2021-07-06,79,W,2100-01-01,0,0.0,38.0,0
+2021-07-07,79,W,2100-01-01,0,0.0,39.0,0
+2021-07-08,79,W,2100-01-01,0,0.0,38.0,0
+2021-07-09,79,W,2100-01-01,0,0.0,38.0,0
+2021-07-10,79,W,2100-01-01,0,0.0,37.0,0
+2021-07-11,79,W,2100-01-01,0,0.0,41.0,0
+2021-07-12,79,W,2100-01-01,0,0.0,39.0,0
+2021-07-13,79,W,2100-01-01,0,0.0,39.0,0
+2021-07-14,79,W,2100-01-01,0,0.0,40.0,0
+2021-07-15,79,W,2100-01-01,0,0.0,40.0,0
+2021-07-16,79,W,2100-01-01,0,0.0,39.0,0
+2021-07-17,79,W,2100-01-01,0,0.0,40.0,0
+2021-07-18,79,W,2100-01-01,0,0.0,41.0,0
+2021-07-19,79,W,2100-01-01,0,0.0,40.0,0
+2021-07-20,79,W,2100-01-01,0,0.0,42.0,0
+2021-07-21,79,W,2100-01-01,0,0.0,40.0,0
+2021-07-22,79,W,2100-01-01,0,0.0,43.0,0
+2021-07-23,79,W,2100-01-01,0,0.0,43.0,0
+2021-07-24,79,W,2100-01-01,0,0.0,42.0,0
+2021-07-25,79,W,2100-01-01,0,0.0,41.0,0
+2021-07-26,79,W,2100-01-01,0,0.0,43.0,0
+2021-07-27,79,W,2100-01-01,0,0.0,44.0,0
+2021-07-28,79,W,2100-01-01,0,0.0,41.0,0
+2021-07-29,79,W,2100-01-01,0,0.0,43.0,0
+2021-07-30,79,W,2100-01-01,0,0.0,41.0,0
+2021-07-31,79,W,2100-01-01,0,0.0,42.0,0
+2021-05-01,80,N,2021-06-20,1,0.0,47.0,0
+2021-05-02,80,N,2021-06-20,1,0.0,46.0,0
+2021-05-03,80,N,2021-06-20,1,0.0,46.0,0
+2021-05-04,80,N,2021-06-20,1,0.0,47.0,0
+2021-05-05,80,N,2021-06-20,1,0.0,45.0,0
+2021-05-06,80,N,2021-06-20,1,0.0,46.0,0
+2021-05-07,80,N,2021-06-20,1,0.0,47.0,0
+2021-05-08,80,N,2021-06-20,1,0.0,45.0,0
+2021-05-09,80,N,2021-06-20,1,0.0,47.0,0
+2021-05-10,80,N,2021-06-20,1,0.0,48.0,0
+2021-05-11,80,N,2021-06-20,1,0.0,47.0,0
+2021-05-12,80,N,2021-06-20,1,0.0,47.0,0
+2021-05-13,80,N,2021-06-20,1,0.0,46.0,0
+2021-05-14,80,N,2021-06-20,1,0.0,46.0,0
+2021-05-15,80,N,2021-06-20,1,0.0,47.0,0
+2021-05-16,80,N,2021-06-20,1,0.0,47.0,0
+2021-05-17,80,N,2021-06-20,1,0.0,48.0,0
+2021-05-18,80,N,2021-06-20,1,0.0,47.0,0
+2021-05-19,80,N,2021-06-20,1,0.0,48.0,0
+2021-05-20,80,N,2021-06-20,1,0.0,49.0,0
+2021-05-21,80,N,2021-06-20,1,0.0,48.0,0
+2021-05-22,80,N,2021-06-20,1,0.0,47.0,0
+2021-05-23,80,N,2021-06-20,1,0.0,50.0,0
+2021-05-24,80,N,2021-06-20,1,0.0,50.0,0
+2021-05-25,80,N,2021-06-20,1,0.0,48.0,0
+2021-05-26,80,N,2021-06-20,1,0.0,49.0,0
+2021-05-27,80,N,2021-06-20,1,0.0,48.0,0
+2021-05-28,80,N,2021-06-20,1,0.0,50.0,0
+2021-05-29,80,N,2021-06-20,1,0.0,49.0,0
+2021-05-30,80,N,2021-06-20,1,0.0,48.0,0
+2021-05-31,80,N,2021-06-20,1,0.0,49.0,0
+2021-06-01,80,N,2021-06-20,1,0.0,49.0,0
+2021-06-02,80,N,2021-06-20,1,0.0,50.0,0
+2021-06-03,80,N,2021-06-20,1,0.0,48.0,0
+2021-06-04,80,N,2021-06-20,1,0.0,47.0,0
+2021-06-05,80,N,2021-06-20,1,0.0,49.0,0
+2021-06-06,80,N,2021-06-20,1,0.0,48.0,0
+2021-06-07,80,N,2021-06-20,1,0.0,49.0,0
+2021-06-08,80,N,2021-06-20,1,0.0,48.0,0
+2021-06-09,80,N,2021-06-20,1,0.0,50.0,0
+2021-06-10,80,N,2021-06-20,1,0.0,50.0,0
+2021-06-11,80,N,2021-06-20,1,0.0,48.0,0
+2021-06-12,80,N,2021-06-20,1,0.0,48.0,0
+2021-06-13,80,N,2021-06-20,1,0.0,50.0,0
+2021-06-14,80,N,2021-06-20,1,0.0,52.0,0
+2021-06-15,80,N,2021-06-20,1,0.0,49.0,0
+2021-06-16,80,N,2021-06-20,1,0.0,50.0,0
+2021-06-17,80,N,2021-06-20,1,0.0,49.0,0
+2021-06-18,80,N,2021-06-20,1,0.0,51.0,0
+2021-06-19,80,N,2021-06-20,1,0.0,51.0,0
+2021-06-20,80,N,2021-06-20,1,0.0,51.0,1
+2021-06-21,80,N,2021-06-20,1,0.49525351373315374,51.0,1
+2021-06-22,80,N,2021-06-20,1,0.9905070274663146,54.0,1
+2021-06-23,80,N,2021-06-20,1,1.4857605411994683,53.0,1
+2021-06-24,80,N,2021-06-20,1,1.9810140549326292,54.0,1
+2021-06-25,80,N,2021-06-20,1,2.476267568665783,54.0,1
+2021-06-26,80,N,2021-06-20,1,2.476267568665783,54.0,1
+2021-06-27,80,N,2021-06-20,1,2.476267568665783,57.0,1
+2021-06-28,80,N,2021-06-20,1,2.476267568665783,53.0,1
+2021-06-29,80,N,2021-06-20,1,2.476267568665783,54.0,1
+2021-06-30,80,N,2021-06-20,1,2.476267568665783,54.0,1
+2021-07-01,80,N,2021-06-20,1,2.476267568665783,54.0,1
+2021-07-02,80,N,2021-06-20,1,2.476267568665783,55.0,1
+2021-07-03,80,N,2021-06-20,1,2.476267568665783,54.0,1
+2021-07-04,80,N,2021-06-20,1,2.476267568665783,53.0,1
+2021-07-05,80,N,2021-06-20,1,2.476267568665783,55.0,1
+2021-07-06,80,N,2021-06-20,1,2.476267568665783,54.0,1
+2021-07-07,80,N,2021-06-20,1,2.476267568665783,54.0,1
+2021-07-08,80,N,2021-06-20,1,2.476267568665783,56.0,1
+2021-07-09,80,N,2021-06-20,1,2.476267568665783,56.0,1
+2021-07-10,80,N,2021-06-20,1,2.476267568665783,53.0,1
+2021-07-11,80,N,2021-06-20,1,2.476267568665783,55.0,1
+2021-07-12,80,N,2021-06-20,1,2.476267568665783,56.0,1
+2021-07-13,80,N,2021-06-20,1,2.476267568665783,56.0,1
+2021-07-14,80,N,2021-06-20,1,2.476267568665783,58.0,1
+2021-07-15,80,N,2021-06-20,1,2.476267568665783,57.0,1
+2021-07-16,80,N,2021-06-20,1,2.476267568665783,57.0,1
+2021-07-17,80,N,2021-06-20,1,2.476267568665783,57.0,1
+2021-07-18,80,N,2021-06-20,1,2.476267568665783,55.0,1
+2021-07-19,80,N,2021-06-20,1,2.476267568665783,55.0,1
+2021-07-20,80,N,2021-06-20,1,2.476267568665783,57.0,1
+2021-07-21,80,N,2021-06-20,1,2.476267568665783,57.0,1
+2021-07-22,80,N,2021-06-20,1,2.476267568665783,56.0,1
+2021-07-23,80,N,2021-06-20,1,2.476267568665783,56.0,1
+2021-07-24,80,N,2021-06-20,1,2.476267568665783,56.0,1
+2021-07-25,80,N,2021-06-20,1,2.476267568665783,55.0,1
+2021-07-26,80,N,2021-06-20,1,2.476267568665783,58.0,1
+2021-07-27,80,N,2021-06-20,1,2.476267568665783,58.0,1
+2021-07-28,80,N,2021-06-20,1,2.476267568665783,58.0,1
+2021-07-29,80,N,2021-06-20,1,2.476267568665783,57.0,1
+2021-07-30,80,N,2021-06-20,1,2.476267568665783,56.0,1
+2021-07-31,80,N,2021-06-20,1,2.476267568665783,57.0,1
+2021-05-01,81,E,2021-05-15,1,0.0,18.0,0
+2021-05-02,81,E,2021-05-15,1,0.0,19.0,0
+2021-05-03,81,E,2021-05-15,1,0.0,19.0,0
+2021-05-04,81,E,2021-05-15,1,0.0,18.0,0
+2021-05-05,81,E,2021-05-15,1,0.0,18.0,0
+2021-05-06,81,E,2021-05-15,1,0.0,20.0,0
+2021-05-07,81,E,2021-05-15,1,0.0,20.0,0
+2021-05-08,81,E,2021-05-15,1,0.0,21.0,0
+2021-05-09,81,E,2021-05-15,1,0.0,19.0,0
+2021-05-10,81,E,2021-05-15,1,0.0,21.0,0
+2021-05-11,81,E,2021-05-15,1,0.0,22.0,0
+2021-05-12,81,E,2021-05-15,1,0.0,21.0,0
+2021-05-13,81,E,2021-05-15,1,0.0,20.0,0
+2021-05-14,81,E,2021-05-15,1,0.0,21.0,0
+2021-05-15,81,E,2021-05-15,1,0.0,22.0,1
+2021-05-16,81,E,2021-05-15,1,0.13954903838466137,21.0,1
+2021-05-17,81,E,2021-05-15,1,0.27909807676932274,24.0,1
+2021-05-18,81,E,2021-05-15,1,0.41864711515398767,23.0,1
+2021-05-19,81,E,2021-05-15,1,0.558196153538649,24.0,1
+2021-05-20,81,E,2021-05-15,1,0.6977451919233104,25.0,1
+2021-05-21,81,E,2021-05-15,1,0.6977451919233104,24.0,1
+2021-05-22,81,E,2021-05-15,1,0.6977451919233104,24.0,1
+2021-05-23,81,E,2021-05-15,1,0.6977451919233104,24.0,1
+2021-05-24,81,E,2021-05-15,1,0.6977451919233104,25.0,1
+2021-05-25,81,E,2021-05-15,1,0.6977451919233104,25.0,1
+2021-05-26,81,E,2021-05-15,1,0.6977451919233104,25.0,1
+2021-05-27,81,E,2021-05-15,1,0.6977451919233104,26.0,1
+2021-05-28,81,E,2021-05-15,1,0.6977451919233104,27.0,1
+2021-05-29,81,E,2021-05-15,1,0.6977451919233104,26.0,1
+2021-05-30,81,E,2021-05-15,1,0.6977451919233104,27.0,1
+2021-05-31,81,E,2021-05-15,1,0.6977451919233104,28.0,1
+2021-06-01,81,E,2021-05-15,1,0.6977451919233104,28.0,1
+2021-06-02,81,E,2021-05-15,1,0.6977451919233104,28.0,1
+2021-06-03,81,E,2021-05-15,1,0.6977451919233104,28.0,1
+2021-06-04,81,E,2021-05-15,1,0.6977451919233104,29.0,1
+2021-06-05,81,E,2021-05-15,1,0.6977451919233104,28.0,1
+2021-06-06,81,E,2021-05-15,1,0.6977451919233104,29.0,1
+2021-06-07,81,E,2021-05-15,1,0.6977451919233104,29.0,1
+2021-06-08,81,E,2021-05-15,1,0.6977451919233104,30.0,1
+2021-06-09,81,E,2021-05-15,1,0.6977451919233104,30.0,1
+2021-06-10,81,E,2021-05-15,1,0.6977451919233104,31.0,1
+2021-06-11,81,E,2021-05-15,1,0.6977451919233104,29.0,1
+2021-06-12,81,E,2021-05-15,1,0.6977451919233104,30.0,1
+2021-06-13,81,E,2021-05-15,1,0.6977451919233104,30.0,1
+2021-06-14,81,E,2021-05-15,1,0.6977451919233104,31.0,1
+2021-06-15,81,E,2021-05-15,1,0.6977451919233104,33.0,1
+2021-06-16,81,E,2021-05-15,1,0.6977451919233104,32.0,1
+2021-06-17,81,E,2021-05-15,1,0.6977451919233104,34.0,1
+2021-06-18,81,E,2021-05-15,1,0.6977451919233104,33.0,1
+2021-06-19,81,E,2021-05-15,1,0.6977451919233104,31.0,1
+2021-06-20,81,E,2021-05-15,1,0.6977451919233104,34.0,1
+2021-06-21,81,E,2021-05-15,1,0.6977451919233104,35.0,1
+2021-06-22,81,E,2021-05-15,1,0.6977451919233104,35.0,1
+2021-06-23,81,E,2021-05-15,1,0.6977451919233104,34.0,1
+2021-06-24,81,E,2021-05-15,1,0.6977451919233104,34.0,1
+2021-06-25,81,E,2021-05-15,1,0.6977451919233104,35.0,1
+2021-06-26,81,E,2021-05-15,1,0.6977451919233104,36.0,1
+2021-06-27,81,E,2021-05-15,1,0.6977451919233104,35.0,1
+2021-06-28,81,E,2021-05-15,1,0.6977451919233104,35.0,1
+2021-06-29,81,E,2021-05-15,1,0.6977451919233104,37.0,1
+2021-06-30,81,E,2021-05-15,1,0.6977451919233104,37.0,1
+2021-07-01,81,E,2021-05-15,1,0.6977451919233104,36.0,1
+2021-07-02,81,E,2021-05-15,1,0.6977451919233104,38.0,1
+2021-07-03,81,E,2021-05-15,1,0.6977451919233104,35.0,1
+2021-07-04,81,E,2021-05-15,1,0.6977451919233104,39.0,1
+2021-07-05,81,E,2021-05-15,1,0.6977451919233104,39.0,1
+2021-07-06,81,E,2021-05-15,1,0.6977451919233104,39.0,1
+2021-07-07,81,E,2021-05-15,1,0.6977451919233104,39.0,1
+2021-07-08,81,E,2021-05-15,1,0.6977451919233104,39.0,1
+2021-07-09,81,E,2021-05-15,1,0.6977451919233104,38.0,1
+2021-07-10,81,E,2021-05-15,1,0.6977451919233104,36.0,1
+2021-07-11,81,E,2021-05-15,1,0.6977451919233104,39.0,1
+2021-07-12,81,E,2021-05-15,1,0.6977451919233104,40.0,1
+2021-07-13,81,E,2021-05-15,1,0.6977451919233104,40.0,1
+2021-07-14,81,E,2021-05-15,1,0.6977451919233104,39.0,1
+2021-07-15,81,E,2021-05-15,1,0.6977451919233104,40.0,1
+2021-07-16,81,E,2021-05-15,1,0.6977451919233104,41.0,1
+2021-07-17,81,E,2021-05-15,1,0.6977451919233104,42.0,1
+2021-07-18,81,E,2021-05-15,1,0.6977451919233104,42.0,1
+2021-07-19,81,E,2021-05-15,1,0.6977451919233104,42.0,1
+2021-07-20,81,E,2021-05-15,1,0.6977451919233104,42.0,1
+2021-07-21,81,E,2021-05-15,1,0.6977451919233104,43.0,1
+2021-07-22,81,E,2021-05-15,1,0.6977451919233104,43.0,1
+2021-07-23,81,E,2021-05-15,1,0.6977451919233104,44.0,1
+2021-07-24,81,E,2021-05-15,1,0.6977451919233104,45.0,1
+2021-07-25,81,E,2021-05-15,1,0.6977451919233104,43.0,1
+2021-07-26,81,E,2021-05-15,1,0.6977451919233104,45.0,1
+2021-07-27,81,E,2021-05-15,1,0.6977451919233104,45.0,1
+2021-07-28,81,E,2021-05-15,1,0.6977451919233104,44.0,1
+2021-07-29,81,E,2021-05-15,1,0.6977451919233104,44.0,1
+2021-07-30,81,E,2021-05-15,1,0.6977451919233104,46.0,1
+2021-07-31,81,E,2021-05-15,1,0.6977451919233104,45.0,1
+2021-05-01,82,W,2100-01-01,0,0.0,24.0,0
+2021-05-02,82,W,2100-01-01,0,0.0,25.0,0
+2021-05-03,82,W,2100-01-01,0,0.0,27.0,0
+2021-05-04,82,W,2100-01-01,0,0.0,25.0,0
+2021-05-05,82,W,2100-01-01,0,0.0,25.0,0
+2021-05-06,82,W,2100-01-01,0,0.0,26.0,0
+2021-05-07,82,W,2100-01-01,0,0.0,28.0,0
+2021-05-08,82,W,2100-01-01,0,0.0,27.0,0
+2021-05-09,82,W,2100-01-01,0,0.0,28.0,0
+2021-05-10,82,W,2100-01-01,0,0.0,28.0,0
+2021-05-11,82,W,2100-01-01,0,0.0,28.0,0
+2021-05-12,82,W,2100-01-01,0,0.0,27.0,0
+2021-05-13,82,W,2100-01-01,0,0.0,27.0,0
+2021-05-14,82,W,2100-01-01,0,0.0,27.0,0
+2021-05-15,82,W,2100-01-01,0,0.0,28.0,0
+2021-05-16,82,W,2100-01-01,0,0.0,28.0,0
+2021-05-17,82,W,2100-01-01,0,0.0,30.0,0
+2021-05-18,82,W,2100-01-01,0,0.0,29.0,0
+2021-05-19,82,W,2100-01-01,0,0.0,28.0,0
+2021-05-20,82,W,2100-01-01,0,0.0,30.0,0
+2021-05-21,82,W,2100-01-01,0,0.0,29.0,0
+2021-05-22,82,W,2100-01-01,0,0.0,29.0,0
+2021-05-23,82,W,2100-01-01,0,0.0,31.0,0
+2021-05-24,82,W,2100-01-01,0,0.0,31.0,0
+2021-05-25,82,W,2100-01-01,0,0.0,31.0,0
+2021-05-26,82,W,2100-01-01,0,0.0,31.0,0
+2021-05-27,82,W,2100-01-01,0,0.0,30.0,0
+2021-05-28,82,W,2100-01-01,0,0.0,31.0,0
+2021-05-29,82,W,2100-01-01,0,0.0,31.0,0
+2021-05-30,82,W,2100-01-01,0,0.0,31.0,0
+2021-05-31,82,W,2100-01-01,0,0.0,32.0,0
+2021-06-01,82,W,2100-01-01,0,0.0,32.0,0
+2021-06-02,82,W,2100-01-01,0,0.0,32.0,0
+2021-06-03,82,W,2100-01-01,0,0.0,31.0,0
+2021-06-04,82,W,2100-01-01,0,0.0,31.0,0
+2021-06-05,82,W,2100-01-01,0,0.0,31.0,0
+2021-06-06,82,W,2100-01-01,0,0.0,32.0,0
+2021-06-07,82,W,2100-01-01,0,0.0,32.0,0
+2021-06-08,82,W,2100-01-01,0,0.0,32.0,0
+2021-06-09,82,W,2100-01-01,0,0.0,34.0,0
+2021-06-10,82,W,2100-01-01,0,0.0,33.0,0
+2021-06-11,82,W,2100-01-01,0,0.0,35.0,0
+2021-06-12,82,W,2100-01-01,0,0.0,34.0,0
+2021-06-13,82,W,2100-01-01,0,0.0,33.0,0
+2021-06-14,82,W,2100-01-01,0,0.0,34.0,0
+2021-06-15,82,W,2100-01-01,0,0.0,36.0,0
+2021-06-16,82,W,2100-01-01,0,0.0,32.0,0
+2021-06-17,82,W,2100-01-01,0,0.0,35.0,0
+2021-06-18,82,W,2100-01-01,0,0.0,36.0,0
+2021-06-19,82,W,2100-01-01,0,0.0,36.0,0
+2021-06-20,82,W,2100-01-01,0,0.0,35.0,0
+2021-06-21,82,W,2100-01-01,0,0.0,37.0,0
+2021-06-22,82,W,2100-01-01,0,0.0,36.0,0
+2021-06-23,82,W,2100-01-01,0,0.0,36.0,0
+2021-06-24,82,W,2100-01-01,0,0.0,36.0,0
+2021-06-25,82,W,2100-01-01,0,0.0,37.0,0
+2021-06-26,82,W,2100-01-01,0,0.0,37.0,0
+2021-06-27,82,W,2100-01-01,0,0.0,37.0,0
+2021-06-28,82,W,2100-01-01,0,0.0,37.0,0
+2021-06-29,82,W,2100-01-01,0,0.0,39.0,0
+2021-06-30,82,W,2100-01-01,0,0.0,36.0,0
+2021-07-01,82,W,2100-01-01,0,0.0,38.0,0
+2021-07-02,82,W,2100-01-01,0,0.0,39.0,0
+2021-07-03,82,W,2100-01-01,0,0.0,37.0,0
+2021-07-04,82,W,2100-01-01,0,0.0,38.0,0
+2021-07-05,82,W,2100-01-01,0,0.0,39.0,0
+2021-07-06,82,W,2100-01-01,0,0.0,39.0,0
+2021-07-07,82,W,2100-01-01,0,0.0,39.0,0
+2021-07-08,82,W,2100-01-01,0,0.0,39.0,0
+2021-07-09,82,W,2100-01-01,0,0.0,40.0,0
+2021-07-10,82,W,2100-01-01,0,0.0,38.0,0
+2021-07-11,82,W,2100-01-01,0,0.0,39.0,0
+2021-07-12,82,W,2100-01-01,0,0.0,41.0,0
+2021-07-13,82,W,2100-01-01,0,0.0,40.0,0
+2021-07-14,82,W,2100-01-01,0,0.0,41.0,0
+2021-07-15,82,W,2100-01-01,0,0.0,41.0,0
+2021-07-16,82,W,2100-01-01,0,0.0,40.0,0
+2021-07-17,82,W,2100-01-01,0,0.0,41.0,0
+2021-07-18,82,W,2100-01-01,0,0.0,41.0,0
+2021-07-19,82,W,2100-01-01,0,0.0,41.0,0
+2021-07-20,82,W,2100-01-01,0,0.0,41.0,0
+2021-07-21,82,W,2100-01-01,0,0.0,40.0,0
+2021-07-22,82,W,2100-01-01,0,0.0,42.0,0
+2021-07-23,82,W,2100-01-01,0,0.0,40.0,0
+2021-07-24,82,W,2100-01-01,0,0.0,43.0,0
+2021-07-25,82,W,2100-01-01,0,0.0,42.0,0
+2021-07-26,82,W,2100-01-01,0,0.0,43.0,0
+2021-07-27,82,W,2100-01-01,0,0.0,43.0,0
+2021-07-28,82,W,2100-01-01,0,0.0,43.0,0
+2021-07-29,82,W,2100-01-01,0,0.0,44.0,0
+2021-07-30,82,W,2100-01-01,0,0.0,43.0,0
+2021-07-31,82,W,2100-01-01,0,0.0,42.0,0
+2021-05-01,83,S,2100-01-01,0,0.0,53.0,0
+2021-05-02,83,S,2100-01-01,0,0.0,55.0,0
+2021-05-03,83,S,2100-01-01,0,0.0,55.0,0
+2021-05-04,83,S,2100-01-01,0,0.0,53.0,0
+2021-05-05,83,S,2100-01-01,0,0.0,53.0,0
+2021-05-06,83,S,2100-01-01,0,0.0,54.0,0
+2021-05-07,83,S,2100-01-01,0,0.0,53.0,0
+2021-05-08,83,S,2100-01-01,0,0.0,53.0,0
+2021-05-09,83,S,2100-01-01,0,0.0,54.0,0
+2021-05-10,83,S,2100-01-01,0,0.0,54.0,0
+2021-05-11,83,S,2100-01-01,0,0.0,55.0,0
+2021-05-12,83,S,2100-01-01,0,0.0,52.0,0
+2021-05-13,83,S,2100-01-01,0,0.0,53.0,0
+2021-05-14,83,S,2100-01-01,0,0.0,54.0,0
+2021-05-15,83,S,2100-01-01,0,0.0,52.0,0
+2021-05-16,83,S,2100-01-01,0,0.0,53.0,0
+2021-05-17,83,S,2100-01-01,0,0.0,55.0,0
+2021-05-18,83,S,2100-01-01,0,0.0,53.0,0
+2021-05-19,83,S,2100-01-01,0,0.0,55.0,0
+2021-05-20,83,S,2100-01-01,0,0.0,53.0,0
+2021-05-21,83,S,2100-01-01,0,0.0,54.0,0
+2021-05-22,83,S,2100-01-01,0,0.0,54.0,0
+2021-05-23,83,S,2100-01-01,0,0.0,54.0,0
+2021-05-24,83,S,2100-01-01,0,0.0,54.0,0
+2021-05-25,83,S,2100-01-01,0,0.0,53.0,0
+2021-05-26,83,S,2100-01-01,0,0.0,53.0,0
+2021-05-27,83,S,2100-01-01,0,0.0,54.0,0
+2021-05-28,83,S,2100-01-01,0,0.0,53.0,0
+2021-05-29,83,S,2100-01-01,0,0.0,52.0,0
+2021-05-30,83,S,2100-01-01,0,0.0,53.0,0
+2021-05-31,83,S,2100-01-01,0,0.0,54.0,0
+2021-06-01,83,S,2100-01-01,0,0.0,54.0,0
+2021-06-02,83,S,2100-01-01,0,0.0,53.0,0
+2021-06-03,83,S,2100-01-01,0,0.0,55.0,0
+2021-06-04,83,S,2100-01-01,0,0.0,54.0,0
+2021-06-05,83,S,2100-01-01,0,0.0,52.0,0
+2021-06-06,83,S,2100-01-01,0,0.0,52.0,0
+2021-06-07,83,S,2100-01-01,0,0.0,53.0,0
+2021-06-08,83,S,2100-01-01,0,0.0,55.0,0
+2021-06-09,83,S,2100-01-01,0,0.0,55.0,0
+2021-06-10,83,S,2100-01-01,0,0.0,53.0,0
+2021-06-11,83,S,2100-01-01,0,0.0,53.0,0
+2021-06-12,83,S,2100-01-01,0,0.0,54.0,0
+2021-06-13,83,S,2100-01-01,0,0.0,53.0,0
+2021-06-14,83,S,2100-01-01,0,0.0,53.0,0
+2021-06-15,83,S,2100-01-01,0,0.0,54.0,0
+2021-06-16,83,S,2100-01-01,0,0.0,52.0,0
+2021-06-17,83,S,2100-01-01,0,0.0,53.0,0
+2021-06-18,83,S,2100-01-01,0,0.0,54.0,0
+2021-06-19,83,S,2100-01-01,0,0.0,54.0,0
+2021-06-20,83,S,2100-01-01,0,0.0,53.0,0
+2021-06-21,83,S,2100-01-01,0,0.0,54.0,0
+2021-06-22,83,S,2100-01-01,0,0.0,55.0,0
+2021-06-23,83,S,2100-01-01,0,0.0,54.0,0
+2021-06-24,83,S,2100-01-01,0,0.0,52.0,0
+2021-06-25,83,S,2100-01-01,0,0.0,53.0,0
+2021-06-26,83,S,2100-01-01,0,0.0,53.0,0
+2021-06-27,83,S,2100-01-01,0,0.0,52.0,0
+2021-06-28,83,S,2100-01-01,0,0.0,52.0,0
+2021-06-29,83,S,2100-01-01,0,0.0,53.0,0
+2021-06-30,83,S,2100-01-01,0,0.0,54.0,0
+2021-07-01,83,S,2100-01-01,0,0.0,53.0,0
+2021-07-02,83,S,2100-01-01,0,0.0,53.0,0
+2021-07-03,83,S,2100-01-01,0,0.0,53.0,0
+2021-07-04,83,S,2100-01-01,0,0.0,53.0,0
+2021-07-05,83,S,2100-01-01,0,0.0,54.0,0
+2021-07-06,83,S,2100-01-01,0,0.0,53.0,0
+2021-07-07,83,S,2100-01-01,0,0.0,53.0,0
+2021-07-08,83,S,2100-01-01,0,0.0,54.0,0
+2021-07-09,83,S,2100-01-01,0,0.0,54.0,0
+2021-07-10,83,S,2100-01-01,0,0.0,52.0,0
+2021-07-11,83,S,2100-01-01,0,0.0,53.0,0
+2021-07-12,83,S,2100-01-01,0,0.0,54.0,0
+2021-07-13,83,S,2100-01-01,0,0.0,54.0,0
+2021-07-14,83,S,2100-01-01,0,0.0,53.0,0
+2021-07-15,83,S,2100-01-01,0,0.0,55.0,0
+2021-07-16,83,S,2100-01-01,0,0.0,53.0,0
+2021-07-17,83,S,2100-01-01,0,0.0,55.0,0
+2021-07-18,83,S,2100-01-01,0,0.0,54.0,0
+2021-07-19,83,S,2100-01-01,0,0.0,54.0,0
+2021-07-20,83,S,2100-01-01,0,0.0,55.0,0
+2021-07-21,83,S,2100-01-01,0,0.0,54.0,0
+2021-07-22,83,S,2100-01-01,0,0.0,54.0,0
+2021-07-23,83,S,2100-01-01,0,0.0,53.0,0
+2021-07-24,83,S,2100-01-01,0,0.0,53.0,0
+2021-07-25,83,S,2100-01-01,0,0.0,52.0,0
+2021-07-26,83,S,2100-01-01,0,0.0,54.0,0
+2021-07-27,83,S,2100-01-01,0,0.0,55.0,0
+2021-07-28,83,S,2100-01-01,0,0.0,53.0,0
+2021-07-29,83,S,2100-01-01,0,0.0,54.0,0
+2021-07-30,83,S,2100-01-01,0,0.0,54.0,0
+2021-07-31,83,S,2100-01-01,0,0.0,54.0,0
+2021-05-01,84,W,2100-01-01,0,0.0,25.0,0
+2021-05-02,84,W,2100-01-01,0,0.0,27.0,0
+2021-05-03,84,W,2100-01-01,0,0.0,27.0,0
+2021-05-04,84,W,2100-01-01,0,0.0,26.0,0
+2021-05-05,84,W,2100-01-01,0,0.0,27.0,0
+2021-05-06,84,W,2100-01-01,0,0.0,28.0,0
+2021-05-07,84,W,2100-01-01,0,0.0,28.0,0
+2021-05-08,84,W,2100-01-01,0,0.0,26.0,0
+2021-05-09,84,W,2100-01-01,0,0.0,27.0,0
+2021-05-10,84,W,2100-01-01,0,0.0,29.0,0
+2021-05-11,84,W,2100-01-01,0,0.0,26.0,0
+2021-05-12,84,W,2100-01-01,0,0.0,27.0,0
+2021-05-13,84,W,2100-01-01,0,0.0,27.0,0
+2021-05-14,84,W,2100-01-01,0,0.0,27.0,0
+2021-05-15,84,W,2100-01-01,0,0.0,27.0,0
+2021-05-16,84,W,2100-01-01,0,0.0,26.0,0
+2021-05-17,84,W,2100-01-01,0,0.0,29.0,0
+2021-05-18,84,W,2100-01-01,0,0.0,29.0,0
+2021-05-19,84,W,2100-01-01,0,0.0,29.0,0
+2021-05-20,84,W,2100-01-01,0,0.0,28.0,0
+2021-05-21,84,W,2100-01-01,0,0.0,30.0,0
+2021-05-22,84,W,2100-01-01,0,0.0,29.0,0
+2021-05-23,84,W,2100-01-01,0,0.0,30.0,0
+2021-05-24,84,W,2100-01-01,0,0.0,31.0,0
+2021-05-25,84,W,2100-01-01,0,0.0,30.0,0
+2021-05-26,84,W,2100-01-01,0,0.0,30.0,0
+2021-05-27,84,W,2100-01-01,0,0.0,29.0,0
+2021-05-28,84,W,2100-01-01,0,0.0,31.0,0
+2021-05-29,84,W,2100-01-01,0,0.0,31.0,0
+2021-05-30,84,W,2100-01-01,0,0.0,32.0,0
+2021-05-31,84,W,2100-01-01,0,0.0,32.0,0
+2021-06-01,84,W,2100-01-01,0,0.0,33.0,0
+2021-06-02,84,W,2100-01-01,0,0.0,32.0,0
+2021-06-03,84,W,2100-01-01,0,0.0,33.0,0
+2021-06-04,84,W,2100-01-01,0,0.0,32.0,0
+2021-06-05,84,W,2100-01-01,0,0.0,32.0,0
+2021-06-06,84,W,2100-01-01,0,0.0,32.0,0
+2021-06-07,84,W,2100-01-01,0,0.0,33.0,0
+2021-06-08,84,W,2100-01-01,0,0.0,34.0,0
+2021-06-09,84,W,2100-01-01,0,0.0,34.0,0
+2021-06-10,84,W,2100-01-01,0,0.0,34.0,0
+2021-06-11,84,W,2100-01-01,0,0.0,34.0,0
+2021-06-12,84,W,2100-01-01,0,0.0,33.0,0
+2021-06-13,84,W,2100-01-01,0,0.0,33.0,0
+2021-06-14,84,W,2100-01-01,0,0.0,35.0,0
+2021-06-15,84,W,2100-01-01,0,0.0,35.0,0
+2021-06-16,84,W,2100-01-01,0,0.0,34.0,0
+2021-06-17,84,W,2100-01-01,0,0.0,34.0,0
+2021-06-18,84,W,2100-01-01,0,0.0,34.0,0
+2021-06-19,84,W,2100-01-01,0,0.0,34.0,0
+2021-06-20,84,W,2100-01-01,0,0.0,34.0,0
+2021-06-21,84,W,2100-01-01,0,0.0,36.0,0
+2021-06-22,84,W,2100-01-01,0,0.0,35.0,0
+2021-06-23,84,W,2100-01-01,0,0.0,35.0,0
+2021-06-24,84,W,2100-01-01,0,0.0,36.0,0
+2021-06-25,84,W,2100-01-01,0,0.0,36.0,0
+2021-06-26,84,W,2100-01-01,0,0.0,35.0,0
+2021-06-27,84,W,2100-01-01,0,0.0,35.0,0
+2021-06-28,84,W,2100-01-01,0,0.0,36.0,0
+2021-06-29,84,W,2100-01-01,0,0.0,37.0,0
+2021-06-30,84,W,2100-01-01,0,0.0,38.0,0
+2021-07-01,84,W,2100-01-01,0,0.0,38.0,0
+2021-07-02,84,W,2100-01-01,0,0.0,36.0,0
+2021-07-03,84,W,2100-01-01,0,0.0,36.0,0
+2021-07-04,84,W,2100-01-01,0,0.0,37.0,0
+2021-07-05,84,W,2100-01-01,0,0.0,40.0,0
+2021-07-06,84,W,2100-01-01,0,0.0,39.0,0
+2021-07-07,84,W,2100-01-01,0,0.0,39.0,0
+2021-07-08,84,W,2100-01-01,0,0.0,38.0,0
+2021-07-09,84,W,2100-01-01,0,0.0,38.0,0
+2021-07-10,84,W,2100-01-01,0,0.0,36.0,0
+2021-07-11,84,W,2100-01-01,0,0.0,39.0,0
+2021-07-12,84,W,2100-01-01,0,0.0,39.0,0
+2021-07-13,84,W,2100-01-01,0,0.0,41.0,0
+2021-07-14,84,W,2100-01-01,0,0.0,40.0,0
+2021-07-15,84,W,2100-01-01,0,0.0,40.0,0
+2021-07-16,84,W,2100-01-01,0,0.0,40.0,0
+2021-07-17,84,W,2100-01-01,0,0.0,41.0,0
+2021-07-18,84,W,2100-01-01,0,0.0,40.0,0
+2021-07-19,84,W,2100-01-01,0,0.0,40.0,0
+2021-07-20,84,W,2100-01-01,0,0.0,40.0,0
+2021-07-21,84,W,2100-01-01,0,0.0,41.0,0
+2021-07-22,84,W,2100-01-01,0,0.0,41.0,0
+2021-07-23,84,W,2100-01-01,0,0.0,42.0,0
+2021-07-24,84,W,2100-01-01,0,0.0,43.0,0
+2021-07-25,84,W,2100-01-01,0,0.0,41.0,0
+2021-07-26,84,W,2100-01-01,0,0.0,43.0,0
+2021-07-27,84,W,2100-01-01,0,0.0,43.0,0
+2021-07-28,84,W,2100-01-01,0,0.0,42.0,0
+2021-07-29,84,W,2100-01-01,0,0.0,42.0,0
+2021-07-30,84,W,2100-01-01,0,0.0,43.0,0
+2021-07-31,84,W,2100-01-01,0,0.0,43.0,0
+2021-05-01,85,W,2021-06-04,1,0.0,22.0,0
+2021-05-02,85,W,2021-06-04,1,0.0,25.0,0
+2021-05-03,85,W,2021-06-04,1,0.0,25.0,0
+2021-05-04,85,W,2021-06-04,1,0.0,24.0,0
+2021-05-05,85,W,2021-06-04,1,0.0,25.0,0
+2021-05-06,85,W,2021-06-04,1,0.0,24.0,0
+2021-05-07,85,W,2021-06-04,1,0.0,25.0,0
+2021-05-08,85,W,2021-06-04,1,0.0,25.0,0
+2021-05-09,85,W,2021-06-04,1,0.0,27.0,0
+2021-05-10,85,W,2021-06-04,1,0.0,26.0,0
+2021-05-11,85,W,2021-06-04,1,0.0,26.0,0
+2021-05-12,85,W,2021-06-04,1,0.0,26.0,0
+2021-05-13,85,W,2021-06-04,1,0.0,26.0,0
+2021-05-14,85,W,2021-06-04,1,0.0,25.0,0
+2021-05-15,85,W,2021-06-04,1,0.0,26.0,0
+2021-05-16,85,W,2021-06-04,1,0.0,26.0,0
+2021-05-17,85,W,2021-06-04,1,0.0,27.0,0
+2021-05-18,85,W,2021-06-04,1,0.0,28.0,0
+2021-05-19,85,W,2021-06-04,1,0.0,27.0,0
+2021-05-20,85,W,2021-06-04,1,0.0,28.0,0
+2021-05-21,85,W,2021-06-04,1,0.0,28.0,0
+2021-05-22,85,W,2021-06-04,1,0.0,28.0,0
+2021-05-23,85,W,2021-06-04,1,0.0,29.0,0
+2021-05-24,85,W,2021-06-04,1,0.0,29.0,0
+2021-05-25,85,W,2021-06-04,1,0.0,30.0,0
+2021-05-26,85,W,2021-06-04,1,0.0,29.0,0
+2021-05-27,85,W,2021-06-04,1,0.0,28.0,0
+2021-05-28,85,W,2021-06-04,1,0.0,29.0,0
+2021-05-29,85,W,2021-06-04,1,0.0,30.0,0
+2021-05-30,85,W,2021-06-04,1,0.0,28.0,0
+2021-05-31,85,W,2021-06-04,1,0.0,31.0,0
+2021-06-01,85,W,2021-06-04,1,0.0,31.0,0
+2021-06-02,85,W,2021-06-04,1,0.0,32.0,0
+2021-06-03,85,W,2021-06-04,1,0.0,30.0,0
+2021-06-04,85,W,2021-06-04,1,0.0,32.0,1
+2021-06-05,85,W,2021-06-04,1,0.2929884200843027,30.0,1
+2021-06-06,85,W,2021-06-04,1,0.5859768401686019,30.0,1
+2021-06-07,85,W,2021-06-04,1,0.8789652602529046,32.0,1
+2021-06-08,85,W,2021-06-04,1,1.1719536803372037,32.0,1
+2021-06-09,85,W,2021-06-04,1,1.46494210042151,33.0,1
+2021-06-10,85,W,2021-06-04,1,1.46494210042151,35.0,1
+2021-06-11,85,W,2021-06-04,1,1.46494210042151,32.0,1
+2021-06-12,85,W,2021-06-04,1,1.46494210042151,32.0,1
+2021-06-13,85,W,2021-06-04,1,1.46494210042151,34.0,1
+2021-06-14,85,W,2021-06-04,1,1.46494210042151,35.0,1
+2021-06-15,85,W,2021-06-04,1,1.46494210042151,35.0,1
+2021-06-16,85,W,2021-06-04,1,1.46494210042151,33.0,1
+2021-06-17,85,W,2021-06-04,1,1.46494210042151,34.0,1
+2021-06-18,85,W,2021-06-04,1,1.46494210042151,36.0,1
+2021-06-19,85,W,2021-06-04,1,1.46494210042151,35.0,1
+2021-06-20,85,W,2021-06-04,1,1.46494210042151,36.0,1
+2021-06-21,85,W,2021-06-04,1,1.46494210042151,35.0,1
+2021-06-22,85,W,2021-06-04,1,1.46494210042151,36.0,1
+2021-06-23,85,W,2021-06-04,1,1.46494210042151,36.0,1
+2021-06-24,85,W,2021-06-04,1,1.46494210042151,37.0,1
+2021-06-25,85,W,2021-06-04,1,1.46494210042151,37.0,1
+2021-06-26,85,W,2021-06-04,1,1.46494210042151,37.0,1
+2021-06-27,85,W,2021-06-04,1,1.46494210042151,38.0,1
+2021-06-28,85,W,2021-06-04,1,1.46494210042151,36.0,1
+2021-06-29,85,W,2021-06-04,1,1.46494210042151,37.0,1
+2021-06-30,85,W,2021-06-04,1,1.46494210042151,38.0,1
+2021-07-01,85,W,2021-06-04,1,1.46494210042151,36.0,1
+2021-07-02,85,W,2021-06-04,1,1.46494210042151,38.0,1
+2021-07-03,85,W,2021-06-04,1,1.46494210042151,35.0,1
+2021-07-04,85,W,2021-06-04,1,1.46494210042151,38.0,1
+2021-07-05,85,W,2021-06-04,1,1.46494210042151,39.0,1
+2021-07-06,85,W,2021-06-04,1,1.46494210042151,40.0,1
+2021-07-07,85,W,2021-06-04,1,1.46494210042151,40.0,1
+2021-07-08,85,W,2021-06-04,1,1.46494210042151,38.0,1
+2021-07-09,85,W,2021-06-04,1,1.46494210042151,40.0,1
+2021-07-10,85,W,2021-06-04,1,1.46494210042151,38.0,1
+2021-07-11,85,W,2021-06-04,1,1.46494210042151,37.0,1
+2021-07-12,85,W,2021-06-04,1,1.46494210042151,41.0,1
+2021-07-13,85,W,2021-06-04,1,1.46494210042151,39.0,1
+2021-07-14,85,W,2021-06-04,1,1.46494210042151,40.0,1
+2021-07-15,85,W,2021-06-04,1,1.46494210042151,40.0,1
+2021-07-16,85,W,2021-06-04,1,1.46494210042151,40.0,1
+2021-07-17,85,W,2021-06-04,1,1.46494210042151,38.0,1
+2021-07-18,85,W,2021-06-04,1,1.46494210042151,40.0,1
+2021-07-19,85,W,2021-06-04,1,1.46494210042151,41.0,1
+2021-07-20,85,W,2021-06-04,1,1.46494210042151,41.0,1
+2021-07-21,85,W,2021-06-04,1,1.46494210042151,40.0,1
+2021-07-22,85,W,2021-06-04,1,1.46494210042151,41.0,1
+2021-07-23,85,W,2021-06-04,1,1.46494210042151,42.0,1
+2021-07-24,85,W,2021-06-04,1,1.46494210042151,41.0,1
+2021-07-25,85,W,2021-06-04,1,1.46494210042151,42.0,1
+2021-07-26,85,W,2021-06-04,1,1.46494210042151,43.0,1
+2021-07-27,85,W,2021-06-04,1,1.46494210042151,43.0,1
+2021-07-28,85,W,2021-06-04,1,1.46494210042151,43.0,1
+2021-07-29,85,W,2021-06-04,1,1.46494210042151,42.0,1
+2021-07-30,85,W,2021-06-04,1,1.46494210042151,41.0,1
+2021-07-31,85,W,2021-06-04,1,1.46494210042151,43.0,1
+2021-05-01,86,E,2021-06-04,1,0.0,18.0,0
+2021-05-02,86,E,2021-06-04,1,0.0,19.0,0
+2021-05-03,86,E,2021-06-04,1,0.0,19.0,0
+2021-05-04,86,E,2021-06-04,1,0.0,18.0,0
+2021-05-05,86,E,2021-06-04,1,0.0,18.0,0
+2021-05-06,86,E,2021-06-04,1,0.0,20.0,0
+2021-05-07,86,E,2021-06-04,1,0.0,18.0,0
+2021-05-08,86,E,2021-06-04,1,0.0,19.0,0
+2021-05-09,86,E,2021-06-04,1,0.0,20.0,0
+2021-05-10,86,E,2021-06-04,1,0.0,20.0,0
+2021-05-11,86,E,2021-06-04,1,0.0,21.0,0
+2021-05-12,86,E,2021-06-04,1,0.0,21.0,0
+2021-05-13,86,E,2021-06-04,1,0.0,23.0,0
+2021-05-14,86,E,2021-06-04,1,0.0,21.0,0
+2021-05-15,86,E,2021-06-04,1,0.0,21.0,0
+2021-05-16,86,E,2021-06-04,1,0.0,22.0,0
+2021-05-17,86,E,2021-06-04,1,0.0,24.0,0
+2021-05-18,86,E,2021-06-04,1,0.0,23.0,0
+2021-05-19,86,E,2021-06-04,1,0.0,24.0,0
+2021-05-20,86,E,2021-06-04,1,0.0,25.0,0
+2021-05-21,86,E,2021-06-04,1,0.0,24.0,0
+2021-05-22,86,E,2021-06-04,1,0.0,24.0,0
+2021-05-23,86,E,2021-06-04,1,0.0,24.0,0
+2021-05-24,86,E,2021-06-04,1,0.0,25.0,0
+2021-05-25,86,E,2021-06-04,1,0.0,24.0,0
+2021-05-26,86,E,2021-06-04,1,0.0,25.0,0
+2021-05-27,86,E,2021-06-04,1,0.0,25.0,0
+2021-05-28,86,E,2021-06-04,1,0.0,26.0,0
+2021-05-29,86,E,2021-06-04,1,0.0,27.0,0
+2021-05-30,86,E,2021-06-04,1,0.0,26.0,0
+2021-05-31,86,E,2021-06-04,1,0.0,27.0,0
+2021-06-01,86,E,2021-06-04,1,0.0,27.0,0
+2021-06-02,86,E,2021-06-04,1,0.0,27.0,0
+2021-06-03,86,E,2021-06-04,1,0.0,27.0,0
+2021-06-04,86,E,2021-06-04,1,0.0,26.0,1
+2021-06-05,86,E,2021-06-04,1,0.47407989865869027,29.0,1
+2021-06-06,86,E,2021-06-04,1,0.9481597973173805,29.0,1
+2021-06-07,86,E,2021-06-04,1,1.4222396959760744,29.0,1
+2021-06-08,86,E,2021-06-04,1,1.8963195946347646,31.0,1
+2021-06-09,86,E,2021-06-04,1,2.370399493293455,33.0,1
+2021-06-10,86,E,2021-06-04,1,2.370399493293455,31.0,1
+2021-06-11,86,E,2021-06-04,1,2.370399493293455,32.0,1
+2021-06-12,86,E,2021-06-04,1,2.370399493293455,32.0,1
+2021-06-13,86,E,2021-06-04,1,2.370399493293455,32.0,1
+2021-06-14,86,E,2021-06-04,1,2.370399493293455,34.0,1
+2021-06-15,86,E,2021-06-04,1,2.370399493293455,34.0,1
+2021-06-16,86,E,2021-06-04,1,2.370399493293455,33.0,1
+2021-06-17,86,E,2021-06-04,1,2.370399493293455,35.0,1
+2021-06-18,86,E,2021-06-04,1,2.370399493293455,35.0,1
+2021-06-19,86,E,2021-06-04,1,2.370399493293455,35.0,1
+2021-06-20,86,E,2021-06-04,1,2.370399493293455,35.0,1
+2021-06-21,86,E,2021-06-04,1,2.370399493293455,35.0,1
+2021-06-22,86,E,2021-06-04,1,2.370399493293455,37.0,1
+2021-06-23,86,E,2021-06-04,1,2.370399493293455,36.0,1
+2021-06-24,86,E,2021-06-04,1,2.370399493293455,37.0,1
+2021-06-25,86,E,2021-06-04,1,2.370399493293455,38.0,1
+2021-06-26,86,E,2021-06-04,1,2.370399493293455,36.0,1
+2021-06-27,86,E,2021-06-04,1,2.370399493293455,38.0,1
+2021-06-28,86,E,2021-06-04,1,2.370399493293455,38.0,1
+2021-06-29,86,E,2021-06-04,1,2.370399493293455,38.0,1
+2021-06-30,86,E,2021-06-04,1,2.370399493293455,36.0,1
+2021-07-01,86,E,2021-06-04,1,2.370399493293455,38.0,1
+2021-07-02,86,E,2021-06-04,1,2.370399493293455,39.0,1
+2021-07-03,86,E,2021-06-04,1,2.370399493293455,38.0,1
+2021-07-04,86,E,2021-06-04,1,2.370399493293455,38.0,1
+2021-07-05,86,E,2021-06-04,1,2.370399493293455,41.0,1
+2021-07-06,86,E,2021-06-04,1,2.370399493293455,41.0,1
+2021-07-07,86,E,2021-06-04,1,2.370399493293455,42.0,1
+2021-07-08,86,E,2021-06-04,1,2.370399493293455,41.0,1
+2021-07-09,86,E,2021-06-04,1,2.370399493293455,42.0,1
+2021-07-10,86,E,2021-06-04,1,2.370399493293455,40.0,1
+2021-07-11,86,E,2021-06-04,1,2.370399493293455,41.0,1
+2021-07-12,86,E,2021-06-04,1,2.370399493293455,41.0,1
+2021-07-13,86,E,2021-06-04,1,2.370399493293455,42.0,1
+2021-07-14,86,E,2021-06-04,1,2.370399493293455,42.0,1
+2021-07-15,86,E,2021-06-04,1,2.370399493293455,43.0,1
+2021-07-16,86,E,2021-06-04,1,2.370399493293455,44.0,1
+2021-07-17,86,E,2021-06-04,1,2.370399493293455,43.0,1
+2021-07-18,86,E,2021-06-04,1,2.370399493293455,44.0,1
+2021-07-19,86,E,2021-06-04,1,2.370399493293455,45.0,1
+2021-07-20,86,E,2021-06-04,1,2.370399493293455,46.0,1
+2021-07-21,86,E,2021-06-04,1,2.370399493293455,45.0,1
+2021-07-22,86,E,2021-06-04,1,2.370399493293455,44.0,1
+2021-07-23,86,E,2021-06-04,1,2.370399493293455,45.0,1
+2021-07-24,86,E,2021-06-04,1,2.370399493293455,44.0,1
+2021-07-25,86,E,2021-06-04,1,2.370399493293455,43.0,1
+2021-07-26,86,E,2021-06-04,1,2.370399493293455,47.0,1
+2021-07-27,86,E,2021-06-04,1,2.370399493293455,46.0,1
+2021-07-28,86,E,2021-06-04,1,2.370399493293455,46.0,1
+2021-07-29,86,E,2021-06-04,1,2.370399493293455,46.0,1
+2021-07-30,86,E,2021-06-04,1,2.370399493293455,46.0,1
+2021-07-31,86,E,2021-06-04,1,2.370399493293455,46.0,1
+2021-05-01,87,S,2100-01-01,0,0.0,50.0,0
+2021-05-02,87,S,2100-01-01,0,0.0,51.0,0
+2021-05-03,87,S,2100-01-01,0,0.0,51.0,0
+2021-05-04,87,S,2100-01-01,0,0.0,51.0,0
+2021-05-05,87,S,2100-01-01,0,0.0,50.0,0
+2021-05-06,87,S,2100-01-01,0,0.0,51.0,0
+2021-05-07,87,S,2100-01-01,0,0.0,49.0,0
+2021-05-08,87,S,2100-01-01,0,0.0,50.0,0
+2021-05-09,87,S,2100-01-01,0,0.0,51.0,0
+2021-05-10,87,S,2100-01-01,0,0.0,51.0,0
+2021-05-11,87,S,2100-01-01,0,0.0,51.0,0
+2021-05-12,87,S,2100-01-01,0,0.0,51.0,0
+2021-05-13,87,S,2100-01-01,0,0.0,49.0,0
+2021-05-14,87,S,2100-01-01,0,0.0,49.0,0
+2021-05-15,87,S,2100-01-01,0,0.0,50.0,0
+2021-05-16,87,S,2100-01-01,0,0.0,51.0,0
+2021-05-17,87,S,2100-01-01,0,0.0,52.0,0
+2021-05-18,87,S,2100-01-01,0,0.0,51.0,0
+2021-05-19,87,S,2100-01-01,0,0.0,51.0,0
+2021-05-20,87,S,2100-01-01,0,0.0,52.0,0
+2021-05-21,87,S,2100-01-01,0,0.0,51.0,0
+2021-05-22,87,S,2100-01-01,0,0.0,50.0,0
+2021-05-23,87,S,2100-01-01,0,0.0,49.0,0
+2021-05-24,87,S,2100-01-01,0,0.0,52.0,0
+2021-05-25,87,S,2100-01-01,0,0.0,51.0,0
+2021-05-26,87,S,2100-01-01,0,0.0,50.0,0
+2021-05-27,87,S,2100-01-01,0,0.0,49.0,0
+2021-05-28,87,S,2100-01-01,0,0.0,49.0,0
+2021-05-29,87,S,2100-01-01,0,0.0,50.0,0
+2021-05-30,87,S,2100-01-01,0,0.0,49.0,0
+2021-05-31,87,S,2100-01-01,0,0.0,52.0,0
+2021-06-01,87,S,2100-01-01,0,0.0,52.0,0
+2021-06-02,87,S,2100-01-01,0,0.0,51.0,0
+2021-06-03,87,S,2100-01-01,0,0.0,49.0,0
+2021-06-04,87,S,2100-01-01,0,0.0,50.0,0
+2021-06-05,87,S,2100-01-01,0,0.0,52.0,0
+2021-06-06,87,S,2100-01-01,0,0.0,50.0,0
+2021-06-07,87,S,2100-01-01,0,0.0,50.0,0
+2021-06-08,87,S,2100-01-01,0,0.0,49.0,0
+2021-06-09,87,S,2100-01-01,0,0.0,49.0,0
+2021-06-10,87,S,2100-01-01,0,0.0,51.0,0
+2021-06-11,87,S,2100-01-01,0,0.0,50.0,0
+2021-06-12,87,S,2100-01-01,0,0.0,49.0,0
+2021-06-13,87,S,2100-01-01,0,0.0,50.0,0
+2021-06-14,87,S,2100-01-01,0,0.0,50.0,0
+2021-06-15,87,S,2100-01-01,0,0.0,50.0,0
+2021-06-16,87,S,2100-01-01,0,0.0,51.0,0
+2021-06-17,87,S,2100-01-01,0,0.0,50.0,0
+2021-06-18,87,S,2100-01-01,0,0.0,51.0,0
+2021-06-19,87,S,2100-01-01,0,0.0,50.0,0
+2021-06-20,87,S,2100-01-01,0,0.0,49.0,0
+2021-06-21,87,S,2100-01-01,0,0.0,49.0,0
+2021-06-22,87,S,2100-01-01,0,0.0,51.0,0
+2021-06-23,87,S,2100-01-01,0,0.0,49.0,0
+2021-06-24,87,S,2100-01-01,0,0.0,49.0,0
+2021-06-25,87,S,2100-01-01,0,0.0,50.0,0
+2021-06-26,87,S,2100-01-01,0,0.0,51.0,0
+2021-06-27,87,S,2100-01-01,0,0.0,50.0,0
+2021-06-28,87,S,2100-01-01,0,0.0,50.0,0
+2021-06-29,87,S,2100-01-01,0,0.0,51.0,0
+2021-06-30,87,S,2100-01-01,0,0.0,50.0,0
+2021-07-01,87,S,2100-01-01,0,0.0,51.0,0
+2021-07-02,87,S,2100-01-01,0,0.0,51.0,0
+2021-07-03,87,S,2100-01-01,0,0.0,49.0,0
+2021-07-04,87,S,2100-01-01,0,0.0,51.0,0
+2021-07-05,87,S,2100-01-01,0,0.0,51.0,0
+2021-07-06,87,S,2100-01-01,0,0.0,51.0,0
+2021-07-07,87,S,2100-01-01,0,0.0,51.0,0
+2021-07-08,87,S,2100-01-01,0,0.0,50.0,0
+2021-07-09,87,S,2100-01-01,0,0.0,51.0,0
+2021-07-10,87,S,2100-01-01,0,0.0,49.0,0
+2021-07-11,87,S,2100-01-01,0,0.0,51.0,0
+2021-07-12,87,S,2100-01-01,0,0.0,50.0,0
+2021-07-13,87,S,2100-01-01,0,0.0,50.0,0
+2021-07-14,87,S,2100-01-01,0,0.0,52.0,0
+2021-07-15,87,S,2100-01-01,0,0.0,49.0,0
+2021-07-16,87,S,2100-01-01,0,0.0,50.0,0
+2021-07-17,87,S,2100-01-01,0,0.0,50.0,0
+2021-07-18,87,S,2100-01-01,0,0.0,50.0,0
+2021-07-19,87,S,2100-01-01,0,0.0,50.0,0
+2021-07-20,87,S,2100-01-01,0,0.0,50.0,0
+2021-07-21,87,S,2100-01-01,0,0.0,49.0,0
+2021-07-22,87,S,2100-01-01,0,0.0,52.0,0
+2021-07-23,87,S,2100-01-01,0,0.0,50.0,0
+2021-07-24,87,S,2100-01-01,0,0.0,51.0,0
+2021-07-25,87,S,2100-01-01,0,0.0,49.0,0
+2021-07-26,87,S,2100-01-01,0,0.0,51.0,0
+2021-07-27,87,S,2100-01-01,0,0.0,51.0,0
+2021-07-28,87,S,2100-01-01,0,0.0,51.0,0
+2021-07-29,87,S,2100-01-01,0,0.0,51.0,0
+2021-07-30,87,S,2100-01-01,0,0.0,50.0,0
+2021-07-31,87,S,2100-01-01,0,0.0,49.0,0
+2021-05-01,88,E,2100-01-01,0,0.0,15.0,0
+2021-05-02,88,E,2100-01-01,0,0.0,18.0,0
+2021-05-03,88,E,2100-01-01,0,0.0,16.0,0
+2021-05-04,88,E,2100-01-01,0,0.0,17.0,0
+2021-05-05,88,E,2100-01-01,0,0.0,18.0,0
+2021-05-06,88,E,2100-01-01,0,0.0,18.0,0
+2021-05-07,88,E,2100-01-01,0,0.0,17.0,0
+2021-05-08,88,E,2100-01-01,0,0.0,18.0,0
+2021-05-09,88,E,2100-01-01,0,0.0,19.0,0
+2021-05-10,88,E,2100-01-01,0,0.0,21.0,0
+2021-05-11,88,E,2100-01-01,0,0.0,20.0,0
+2021-05-12,88,E,2100-01-01,0,0.0,18.0,0
+2021-05-13,88,E,2100-01-01,0,0.0,20.0,0
+2021-05-14,88,E,2100-01-01,0,0.0,20.0,0
+2021-05-15,88,E,2100-01-01,0,0.0,19.0,0
+2021-05-16,88,E,2100-01-01,0,0.0,20.0,0
+2021-05-17,88,E,2100-01-01,0,0.0,23.0,0
+2021-05-18,88,E,2100-01-01,0,0.0,21.0,0
+2021-05-19,88,E,2100-01-01,0,0.0,21.0,0
+2021-05-20,88,E,2100-01-01,0,0.0,23.0,0
+2021-05-21,88,E,2100-01-01,0,0.0,21.0,0
+2021-05-22,88,E,2100-01-01,0,0.0,23.0,0
+2021-05-23,88,E,2100-01-01,0,0.0,23.0,0
+2021-05-24,88,E,2100-01-01,0,0.0,24.0,0
+2021-05-25,88,E,2100-01-01,0,0.0,23.0,0
+2021-05-26,88,E,2100-01-01,0,0.0,24.0,0
+2021-05-27,88,E,2100-01-01,0,0.0,24.0,0
+2021-05-28,88,E,2100-01-01,0,0.0,23.0,0
+2021-05-29,88,E,2100-01-01,0,0.0,25.0,0
+2021-05-30,88,E,2100-01-01,0,0.0,25.0,0
+2021-05-31,88,E,2100-01-01,0,0.0,27.0,0
+2021-06-01,88,E,2100-01-01,0,0.0,26.0,0
+2021-06-02,88,E,2100-01-01,0,0.0,27.0,0
+2021-06-03,88,E,2100-01-01,0,0.0,26.0,0
+2021-06-04,88,E,2100-01-01,0,0.0,27.0,0
+2021-06-05,88,E,2100-01-01,0,0.0,26.0,0
+2021-06-06,88,E,2100-01-01,0,0.0,27.0,0
+2021-06-07,88,E,2100-01-01,0,0.0,27.0,0
+2021-06-08,88,E,2100-01-01,0,0.0,27.0,0
+2021-06-09,88,E,2100-01-01,0,0.0,28.0,0
+2021-06-10,88,E,2100-01-01,0,0.0,27.0,0
+2021-06-11,88,E,2100-01-01,0,0.0,29.0,0
+2021-06-12,88,E,2100-01-01,0,0.0,28.0,0
+2021-06-13,88,E,2100-01-01,0,0.0,28.0,0
+2021-06-14,88,E,2100-01-01,0,0.0,30.0,0
+2021-06-15,88,E,2100-01-01,0,0.0,29.0,0
+2021-06-16,88,E,2100-01-01,0,0.0,29.0,0
+2021-06-17,88,E,2100-01-01,0,0.0,31.0,0
+2021-06-18,88,E,2100-01-01,0,0.0,33.0,0
+2021-06-19,88,E,2100-01-01,0,0.0,31.0,0
+2021-06-20,88,E,2100-01-01,0,0.0,32.0,0
+2021-06-21,88,E,2100-01-01,0,0.0,31.0,0
+2021-06-22,88,E,2100-01-01,0,0.0,33.0,0
+2021-06-23,88,E,2100-01-01,0,0.0,31.0,0
+2021-06-24,88,E,2100-01-01,0,0.0,34.0,0
+2021-06-25,88,E,2100-01-01,0,0.0,32.0,0
+2021-06-26,88,E,2100-01-01,0,0.0,34.0,0
+2021-06-27,88,E,2100-01-01,0,0.0,33.0,0
+2021-06-28,88,E,2100-01-01,0,0.0,32.0,0
+2021-06-29,88,E,2100-01-01,0,0.0,34.0,0
+2021-06-30,88,E,2100-01-01,0,0.0,34.0,0
+2021-07-01,88,E,2100-01-01,0,0.0,34.0,0
+2021-07-02,88,E,2100-01-01,0,0.0,35.0,0
+2021-07-03,88,E,2100-01-01,0,0.0,35.0,0
+2021-07-04,88,E,2100-01-01,0,0.0,36.0,0
+2021-07-05,88,E,2100-01-01,0,0.0,38.0,0
+2021-07-06,88,E,2100-01-01,0,0.0,36.0,0
+2021-07-07,88,E,2100-01-01,0,0.0,36.0,0
+2021-07-08,88,E,2100-01-01,0,0.0,37.0,0
+2021-07-09,88,E,2100-01-01,0,0.0,38.0,0
+2021-07-10,88,E,2100-01-01,0,0.0,37.0,0
+2021-07-11,88,E,2100-01-01,0,0.0,37.0,0
+2021-07-12,88,E,2100-01-01,0,0.0,38.0,0
+2021-07-13,88,E,2100-01-01,0,0.0,38.0,0
+2021-07-14,88,E,2100-01-01,0,0.0,41.0,0
+2021-07-15,88,E,2100-01-01,0,0.0,40.0,0
+2021-07-16,88,E,2100-01-01,0,0.0,39.0,0
+2021-07-17,88,E,2100-01-01,0,0.0,39.0,0
+2021-07-18,88,E,2100-01-01,0,0.0,39.0,0
+2021-07-19,88,E,2100-01-01,0,0.0,41.0,0
+2021-07-20,88,E,2100-01-01,0,0.0,40.0,0
+2021-07-21,88,E,2100-01-01,0,0.0,42.0,0
+2021-07-22,88,E,2100-01-01,0,0.0,42.0,0
+2021-07-23,88,E,2100-01-01,0,0.0,41.0,0
+2021-07-24,88,E,2100-01-01,0,0.0,42.0,0
+2021-07-25,88,E,2100-01-01,0,0.0,43.0,0
+2021-07-26,88,E,2100-01-01,0,0.0,42.0,0
+2021-07-27,88,E,2100-01-01,0,0.0,43.0,0
+2021-07-28,88,E,2100-01-01,0,0.0,43.0,0
+2021-07-29,88,E,2100-01-01,0,0.0,44.0,0
+2021-07-30,88,E,2100-01-01,0,0.0,43.0,0
+2021-07-31,88,E,2100-01-01,0,0.0,43.0,0
+2021-05-01,89,E,2021-05-15,1,0.0,14.0,0
+2021-05-02,89,E,2021-05-15,1,0.0,13.0,0
+2021-05-03,89,E,2021-05-15,1,0.0,15.0,0
+2021-05-04,89,E,2021-05-15,1,0.0,15.0,0
+2021-05-05,89,E,2021-05-15,1,0.0,15.0,0
+2021-05-06,89,E,2021-05-15,1,0.0,16.0,0
+2021-05-07,89,E,2021-05-15,1,0.0,17.0,0
+2021-05-08,89,E,2021-05-15,1,0.0,15.0,0
+2021-05-09,89,E,2021-05-15,1,0.0,15.0,0
+2021-05-10,89,E,2021-05-15,1,0.0,18.0,0
+2021-05-11,89,E,2021-05-15,1,0.0,17.0,0
+2021-05-12,89,E,2021-05-15,1,0.0,18.0,0
+2021-05-13,89,E,2021-05-15,1,0.0,17.0,0
+2021-05-14,89,E,2021-05-15,1,0.0,17.0,0
+2021-05-15,89,E,2021-05-15,1,0.0,18.0,1
+2021-05-16,89,E,2021-05-15,1,0.33170405980651907,17.0,1
+2021-05-17,89,E,2021-05-15,1,0.6634081196130381,21.0,1
+2021-05-18,89,E,2021-05-15,1,0.9951121794195572,19.0,1
+2021-05-19,89,E,2021-05-15,1,1.3268162392260763,20.0,1
+2021-05-20,89,E,2021-05-15,1,1.6585202990325953,21.0,1
+2021-05-21,89,E,2021-05-15,1,1.6585202990325953,21.0,1
+2021-05-22,89,E,2021-05-15,1,1.6585202990325953,21.0,1
+2021-05-23,89,E,2021-05-15,1,1.6585202990325953,23.0,1
+2021-05-24,89,E,2021-05-15,1,1.6585202990325953,23.0,1
+2021-05-25,89,E,2021-05-15,1,1.6585202990325953,23.0,1
+2021-05-26,89,E,2021-05-15,1,1.6585202990325953,23.0,1
+2021-05-27,89,E,2021-05-15,1,1.6585202990325953,23.0,1
+2021-05-28,89,E,2021-05-15,1,1.6585202990325953,24.0,1
+2021-05-29,89,E,2021-05-15,1,1.6585202990325953,25.0,1
+2021-05-30,89,E,2021-05-15,1,1.6585202990325953,23.0,1
+2021-05-31,89,E,2021-05-15,1,1.6585202990325953,26.0,1
+2021-06-01,89,E,2021-05-15,1,1.6585202990325953,25.0,1
+2021-06-02,89,E,2021-05-15,1,1.6585202990325953,25.0,1
+2021-06-03,89,E,2021-05-15,1,1.6585202990325953,27.0,1
+2021-06-04,89,E,2021-05-15,1,1.6585202990325953,25.0,1
+2021-06-05,89,E,2021-05-15,1,1.6585202990325953,26.0,1
+2021-06-06,89,E,2021-05-15,1,1.6585202990325953,26.0,1
+2021-06-07,89,E,2021-05-15,1,1.6585202990325953,27.0,1
+2021-06-08,89,E,2021-05-15,1,1.6585202990325953,26.0,1
+2021-06-09,89,E,2021-05-15,1,1.6585202990325953,29.0,1
+2021-06-10,89,E,2021-05-15,1,1.6585202990325953,28.0,1
+2021-06-11,89,E,2021-05-15,1,1.6585202990325953,27.0,1
+2021-06-12,89,E,2021-05-15,1,1.6585202990325953,29.0,1
+2021-06-13,89,E,2021-05-15,1,1.6585202990325953,28.0,1
+2021-06-14,89,E,2021-05-15,1,1.6585202990325953,29.0,1
+2021-06-15,89,E,2021-05-15,1,1.6585202990325953,29.0,1
+2021-06-16,89,E,2021-05-15,1,1.6585202990325953,30.0,1
+2021-06-17,89,E,2021-05-15,1,1.6585202990325953,30.0,1
+2021-06-18,89,E,2021-05-15,1,1.6585202990325953,30.0,1
+2021-06-19,89,E,2021-05-15,1,1.6585202990325953,31.0,1
+2021-06-20,89,E,2021-05-15,1,1.6585202990325953,31.0,1
+2021-06-21,89,E,2021-05-15,1,1.6585202990325953,32.0,1
+2021-06-22,89,E,2021-05-15,1,1.6585202990325953,32.0,1
+2021-06-23,89,E,2021-05-15,1,1.6585202990325953,32.0,1
+2021-06-24,89,E,2021-05-15,1,1.6585202990325953,31.0,1
+2021-06-25,89,E,2021-05-15,1,1.6585202990325953,33.0,1
+2021-06-26,89,E,2021-05-15,1,1.6585202990325953,31.0,1
+2021-06-27,89,E,2021-05-15,1,1.6585202990325953,33.0,1
+2021-06-28,89,E,2021-05-15,1,1.6585202990325953,31.0,1
+2021-06-29,89,E,2021-05-15,1,1.6585202990325953,34.0,1
+2021-06-30,89,E,2021-05-15,1,1.6585202990325953,34.0,1
+2021-07-01,89,E,2021-05-15,1,1.6585202990325953,35.0,1
+2021-07-02,89,E,2021-05-15,1,1.6585202990325953,35.0,1
+2021-07-03,89,E,2021-05-15,1,1.6585202990325953,31.0,1
+2021-07-04,89,E,2021-05-15,1,1.6585202990325953,35.0,1
+2021-07-05,89,E,2021-05-15,1,1.6585202990325953,35.0,1
+2021-07-06,89,E,2021-05-15,1,1.6585202990325953,37.0,1
+2021-07-07,89,E,2021-05-15,1,1.6585202990325953,36.0,1
+2021-07-08,89,E,2021-05-15,1,1.6585202990325953,36.0,1
+2021-07-09,89,E,2021-05-15,1,1.6585202990325953,36.0,1
+2021-07-10,89,E,2021-05-15,1,1.6585202990325953,34.0,1
+2021-07-11,89,E,2021-05-15,1,1.6585202990325953,37.0,1
+2021-07-12,89,E,2021-05-15,1,1.6585202990325953,38.0,1
+2021-07-13,89,E,2021-05-15,1,1.6585202990325953,37.0,1
+2021-07-14,89,E,2021-05-15,1,1.6585202990325953,39.0,1
+2021-07-15,89,E,2021-05-15,1,1.6585202990325953,39.0,1
+2021-07-16,89,E,2021-05-15,1,1.6585202990325953,38.0,1
+2021-07-17,89,E,2021-05-15,1,1.6585202990325953,38.0,1
+2021-07-18,89,E,2021-05-15,1,1.6585202990325953,38.0,1
+2021-07-19,89,E,2021-05-15,1,1.6585202990325953,39.0,1
+2021-07-20,89,E,2021-05-15,1,1.6585202990325953,39.0,1
+2021-07-21,89,E,2021-05-15,1,1.6585202990325953,40.0,1
+2021-07-22,89,E,2021-05-15,1,1.6585202990325953,42.0,1
+2021-07-23,89,E,2021-05-15,1,1.6585202990325953,41.0,1
+2021-07-24,89,E,2021-05-15,1,1.6585202990325953,39.0,1
+2021-07-25,89,E,2021-05-15,1,1.6585202990325953,40.0,1
+2021-07-26,89,E,2021-05-15,1,1.6585202990325953,42.0,1
+2021-07-27,89,E,2021-05-15,1,1.6585202990325953,44.0,1
+2021-07-28,89,E,2021-05-15,1,1.6585202990325953,43.0,1
+2021-07-29,89,E,2021-05-15,1,1.6585202990325953,44.0,1
+2021-07-30,89,E,2021-05-15,1,1.6585202990325953,42.0,1
+2021-07-31,89,E,2021-05-15,1,1.6585202990325953,42.0,1
+2021-05-01,90,W,2021-06-04,1,0.0,26.0,0
+2021-05-02,90,W,2021-06-04,1,0.0,25.0,0
+2021-05-03,90,W,2021-06-04,1,0.0,26.0,0
+2021-05-04,90,W,2021-06-04,1,0.0,26.0,0
+2021-05-05,90,W,2021-06-04,1,0.0,27.0,0
+2021-05-06,90,W,2021-06-04,1,0.0,26.0,0
+2021-05-07,90,W,2021-06-04,1,0.0,27.0,0
+2021-05-08,90,W,2021-06-04,1,0.0,25.0,0
+2021-05-09,90,W,2021-06-04,1,0.0,27.0,0
+2021-05-10,90,W,2021-06-04,1,0.0,28.0,0
+2021-05-11,90,W,2021-06-04,1,0.0,29.0,0
+2021-05-12,90,W,2021-06-04,1,0.0,28.0,0
+2021-05-13,90,W,2021-06-04,1,0.0,27.0,0
+2021-05-14,90,W,2021-06-04,1,0.0,26.0,0
+2021-05-15,90,W,2021-06-04,1,0.0,27.0,0
+2021-05-16,90,W,2021-06-04,1,0.0,27.0,0
+2021-05-17,90,W,2021-06-04,1,0.0,29.0,0
+2021-05-18,90,W,2021-06-04,1,0.0,29.0,0
+2021-05-19,90,W,2021-06-04,1,0.0,27.0,0
+2021-05-20,90,W,2021-06-04,1,0.0,29.0,0
+2021-05-21,90,W,2021-06-04,1,0.0,29.0,0
+2021-05-22,90,W,2021-06-04,1,0.0,28.0,0
+2021-05-23,90,W,2021-06-04,1,0.0,29.0,0
+2021-05-24,90,W,2021-06-04,1,0.0,29.0,0
+2021-05-25,90,W,2021-06-04,1,0.0,30.0,0
+2021-05-26,90,W,2021-06-04,1,0.0,30.0,0
+2021-05-27,90,W,2021-06-04,1,0.0,29.0,0
+2021-05-28,90,W,2021-06-04,1,0.0,30.0,0
+2021-05-29,90,W,2021-06-04,1,0.0,30.0,0
+2021-05-30,90,W,2021-06-04,1,0.0,31.0,0
+2021-05-31,90,W,2021-06-04,1,0.0,32.0,0
+2021-06-01,90,W,2021-06-04,1,0.0,32.0,0
+2021-06-02,90,W,2021-06-04,1,0.0,32.0,0
+2021-06-03,90,W,2021-06-04,1,0.0,31.0,0
+2021-06-04,90,W,2021-06-04,1,0.0,31.0,1
+2021-06-05,90,W,2021-06-04,1,0.871009367214544,31.0,1
+2021-06-06,90,W,2021-06-04,1,1.742018734429088,33.0,1
+2021-06-07,90,W,2021-06-04,1,2.6130281016436356,33.0,1
+2021-06-08,90,W,2021-06-04,1,3.484037468858176,37.0,1
+2021-06-09,90,W,2021-06-04,1,4.355046836072724,35.0,1
+2021-06-10,90,W,2021-06-04,1,4.355046836072724,39.0,1
+2021-06-11,90,W,2021-06-04,1,4.355046836072724,38.0,1
+2021-06-12,90,W,2021-06-04,1,4.355046836072724,37.0,1
+2021-06-13,90,W,2021-06-04,1,4.355046836072724,38.0,1
+2021-06-14,90,W,2021-06-04,1,4.355046836072724,38.0,1
+2021-06-15,90,W,2021-06-04,1,4.355046836072724,38.0,1
+2021-06-16,90,W,2021-06-04,1,4.355046836072724,39.0,1
+2021-06-17,90,W,2021-06-04,1,4.355046836072724,39.0,1
+2021-06-18,90,W,2021-06-04,1,4.355046836072724,39.0,1
+2021-06-19,90,W,2021-06-04,1,4.355046836072724,39.0,1
+2021-06-20,90,W,2021-06-04,1,4.355046836072724,39.0,1
+2021-06-21,90,W,2021-06-04,1,4.355046836072724,39.0,1
+2021-06-22,90,W,2021-06-04,1,4.355046836072724,41.0,1
+2021-06-23,90,W,2021-06-04,1,4.355046836072724,40.0,1
+2021-06-24,90,W,2021-06-04,1,4.355046836072724,40.0,1
+2021-06-25,90,W,2021-06-04,1,4.355046836072724,41.0,1
+2021-06-26,90,W,2021-06-04,1,4.355046836072724,40.0,1
+2021-06-27,90,W,2021-06-04,1,4.355046836072724,40.0,1
+2021-06-28,90,W,2021-06-04,1,4.355046836072724,43.0,1
+2021-06-29,90,W,2021-06-04,1,4.355046836072724,41.0,1
+2021-06-30,90,W,2021-06-04,1,4.355046836072724,42.0,1
+2021-07-01,90,W,2021-06-04,1,4.355046836072724,41.0,1
+2021-07-02,90,W,2021-06-04,1,4.355046836072724,41.0,1
+2021-07-03,90,W,2021-06-04,1,4.355046836072724,40.0,1
+2021-07-04,90,W,2021-06-04,1,4.355046836072724,40.0,1
+2021-07-05,90,W,2021-06-04,1,4.355046836072724,42.0,1
+2021-07-06,90,W,2021-06-04,1,4.355046836072724,44.0,1
+2021-07-07,90,W,2021-06-04,1,4.355046836072724,43.0,1
+2021-07-08,90,W,2021-06-04,1,4.355046836072724,41.0,1
+2021-07-09,90,W,2021-06-04,1,4.355046836072724,42.0,1
+2021-07-10,90,W,2021-06-04,1,4.355046836072724,41.0,1
+2021-07-11,90,W,2021-06-04,1,4.355046836072724,43.0,1
+2021-07-12,90,W,2021-06-04,1,4.355046836072724,43.0,1
+2021-07-13,90,W,2021-06-04,1,4.355046836072724,44.0,1
+2021-07-14,90,W,2021-06-04,1,4.355046836072724,44.0,1
+2021-07-15,90,W,2021-06-04,1,4.355046836072724,44.0,1
+2021-07-16,90,W,2021-06-04,1,4.355046836072724,44.0,1
+2021-07-17,90,W,2021-06-04,1,4.355046836072724,43.0,1
+2021-07-18,90,W,2021-06-04,1,4.355046836072724,45.0,1
+2021-07-19,90,W,2021-06-04,1,4.355046836072724,45.0,1
+2021-07-20,90,W,2021-06-04,1,4.355046836072724,46.0,1
+2021-07-21,90,W,2021-06-04,1,4.355046836072724,45.0,1
+2021-07-22,90,W,2021-06-04,1,4.355046836072724,46.0,1
+2021-07-23,90,W,2021-06-04,1,4.355046836072724,46.0,1
+2021-07-24,90,W,2021-06-04,1,4.355046836072724,46.0,1
+2021-07-25,90,W,2021-06-04,1,4.355046836072724,46.0,1
+2021-07-26,90,W,2021-06-04,1,4.355046836072724,47.0,1
+2021-07-27,90,W,2021-06-04,1,4.355046836072724,47.0,1
+2021-07-28,90,W,2021-06-04,1,4.355046836072724,45.0,1
+2021-07-29,90,W,2021-06-04,1,4.355046836072724,45.0,1
+2021-07-30,90,W,2021-06-04,1,4.355046836072724,47.0,1
+2021-07-31,90,W,2021-06-04,1,4.355046836072724,46.0,1
+2021-05-01,91,E,2021-06-20,1,0.0,19.0,0
+2021-05-02,91,E,2021-06-20,1,0.0,19.0,0
+2021-05-03,91,E,2021-06-20,1,0.0,20.0,0
+2021-05-04,91,E,2021-06-20,1,0.0,20.0,0
+2021-05-05,91,E,2021-06-20,1,0.0,19.0,0
+2021-05-06,91,E,2021-06-20,1,0.0,20.0,0
+2021-05-07,91,E,2021-06-20,1,0.0,20.0,0
+2021-05-08,91,E,2021-06-20,1,0.0,19.0,0
+2021-05-09,91,E,2021-06-20,1,0.0,19.0,0
+2021-05-10,91,E,2021-06-20,1,0.0,21.0,0
+2021-05-11,91,E,2021-06-20,1,0.0,21.0,0
+2021-05-12,91,E,2021-06-20,1,0.0,21.0,0
+2021-05-13,91,E,2021-06-20,1,0.0,20.0,0
+2021-05-14,91,E,2021-06-20,1,0.0,20.0,0
+2021-05-15,91,E,2021-06-20,1,0.0,23.0,0
+2021-05-16,91,E,2021-06-20,1,0.0,21.0,0
+2021-05-17,91,E,2021-06-20,1,0.0,23.0,0
+2021-05-18,91,E,2021-06-20,1,0.0,24.0,0
+2021-05-19,91,E,2021-06-20,1,0.0,23.0,0
+2021-05-20,91,E,2021-06-20,1,0.0,23.0,0
+2021-05-21,91,E,2021-06-20,1,0.0,24.0,0
+2021-05-22,91,E,2021-06-20,1,0.0,24.0,0
+2021-05-23,91,E,2021-06-20,1,0.0,25.0,0
+2021-05-24,91,E,2021-06-20,1,0.0,25.0,0
+2021-05-25,91,E,2021-06-20,1,0.0,26.0,0
+2021-05-26,91,E,2021-06-20,1,0.0,27.0,0
+2021-05-27,91,E,2021-06-20,1,0.0,26.0,0
+2021-05-28,91,E,2021-06-20,1,0.0,28.0,0
+2021-05-29,91,E,2021-06-20,1,0.0,25.0,0
+2021-05-30,91,E,2021-06-20,1,0.0,27.0,0
+2021-05-31,91,E,2021-06-20,1,0.0,28.0,0
+2021-06-01,91,E,2021-06-20,1,0.0,28.0,0
+2021-06-02,91,E,2021-06-20,1,0.0,28.0,0
+2021-06-03,91,E,2021-06-20,1,0.0,29.0,0
+2021-06-04,91,E,2021-06-20,1,0.0,27.0,0
+2021-06-05,91,E,2021-06-20,1,0.0,29.0,0
+2021-06-06,91,E,2021-06-20,1,0.0,27.0,0
+2021-06-07,91,E,2021-06-20,1,0.0,29.0,0
+2021-06-08,91,E,2021-06-20,1,0.0,29.0,0
+2021-06-09,91,E,2021-06-20,1,0.0,29.0,0
+2021-06-10,91,E,2021-06-20,1,0.0,31.0,0
+2021-06-11,91,E,2021-06-20,1,0.0,31.0,0
+2021-06-12,91,E,2021-06-20,1,0.0,30.0,0
+2021-06-13,91,E,2021-06-20,1,0.0,29.0,0
+2021-06-14,91,E,2021-06-20,1,0.0,30.0,0
+2021-06-15,91,E,2021-06-20,1,0.0,34.0,0
+2021-06-16,91,E,2021-06-20,1,0.0,34.0,0
+2021-06-17,91,E,2021-06-20,1,0.0,33.0,0
+2021-06-18,91,E,2021-06-20,1,0.0,33.0,0
+2021-06-19,91,E,2021-06-20,1,0.0,34.0,0
+2021-06-20,91,E,2021-06-20,1,0.0,33.0,1
+2021-06-21,91,E,2021-06-20,1,0.5502619145655459,34.0,1
+2021-06-22,91,E,2021-06-20,1,1.1005238291310917,35.0,1
+2021-06-23,91,E,2021-06-20,1,1.6507857436966376,36.0,1
+2021-06-24,91,E,2021-06-20,1,2.2010476582621834,38.0,1
+2021-06-25,91,E,2021-06-20,1,2.7513095728277293,37.0,1
+2021-06-26,91,E,2021-06-20,1,2.7513095728277293,36.0,1
+2021-06-27,91,E,2021-06-20,1,2.7513095728277293,37.0,1
+2021-06-28,91,E,2021-06-20,1,2.7513095728277293,38.0,1
+2021-06-29,91,E,2021-06-20,1,2.7513095728277293,38.0,1
+2021-06-30,91,E,2021-06-20,1,2.7513095728277293,38.0,1
+2021-07-01,91,E,2021-06-20,1,2.7513095728277293,39.0,1
+2021-07-02,91,E,2021-06-20,1,2.7513095728277293,39.0,1
+2021-07-03,91,E,2021-06-20,1,2.7513095728277293,38.0,1
+2021-07-04,91,E,2021-06-20,1,2.7513095728277293,40.0,1
+2021-07-05,91,E,2021-06-20,1,2.7513095728277293,40.0,1
+2021-07-06,91,E,2021-06-20,1,2.7513095728277293,41.0,1
+2021-07-07,91,E,2021-06-20,1,2.7513095728277293,41.0,1
+2021-07-08,91,E,2021-06-20,1,2.7513095728277293,40.0,1
+2021-07-09,91,E,2021-06-20,1,2.7513095728277293,42.0,1
+2021-07-10,91,E,2021-06-20,1,2.7513095728277293,40.0,1
+2021-07-11,91,E,2021-06-20,1,2.7513095728277293,41.0,1
+2021-07-12,91,E,2021-06-20,1,2.7513095728277293,42.0,1
+2021-07-13,91,E,2021-06-20,1,2.7513095728277293,42.0,1
+2021-07-14,91,E,2021-06-20,1,2.7513095728277293,44.0,1
+2021-07-15,91,E,2021-06-20,1,2.7513095728277293,43.0,1
+2021-07-16,91,E,2021-06-20,1,2.7513095728277293,43.0,1
+2021-07-17,91,E,2021-06-20,1,2.7513095728277293,43.0,1
+2021-07-18,91,E,2021-06-20,1,2.7513095728277293,44.0,1
+2021-07-19,91,E,2021-06-20,1,2.7513095728277293,45.0,1
+2021-07-20,91,E,2021-06-20,1,2.7513095728277293,45.0,1
+2021-07-21,91,E,2021-06-20,1,2.7513095728277293,44.0,1
+2021-07-22,91,E,2021-06-20,1,2.7513095728277293,46.0,1
+2021-07-23,91,E,2021-06-20,1,2.7513095728277293,45.0,1
+2021-07-24,91,E,2021-06-20,1,2.7513095728277293,45.0,1
+2021-07-25,91,E,2021-06-20,1,2.7513095728277293,44.0,1
+2021-07-26,91,E,2021-06-20,1,2.7513095728277293,47.0,1
+2021-07-27,91,E,2021-06-20,1,2.7513095728277293,48.0,1
+2021-07-28,91,E,2021-06-20,1,2.7513095728277293,46.0,1
+2021-07-29,91,E,2021-06-20,1,2.7513095728277293,47.0,1
+2021-07-30,91,E,2021-06-20,1,2.7513095728277293,47.0,1
+2021-07-31,91,E,2021-06-20,1,2.7513095728277293,47.0,1
+2021-05-01,92,N,2021-05-15,1,0.0,41.0,0
+2021-05-02,92,N,2021-05-15,1,0.0,41.0,0
+2021-05-03,92,N,2021-05-15,1,0.0,41.0,0
+2021-05-04,92,N,2021-05-15,1,0.0,41.0,0
+2021-05-05,92,N,2021-05-15,1,0.0,41.0,0
+2021-05-06,92,N,2021-05-15,1,0.0,42.0,0
+2021-05-07,92,N,2021-05-15,1,0.0,41.0,0
+2021-05-08,92,N,2021-05-15,1,0.0,41.0,0
+2021-05-09,92,N,2021-05-15,1,0.0,42.0,0
+2021-05-10,92,N,2021-05-15,1,0.0,43.0,0
+2021-05-11,92,N,2021-05-15,1,0.0,42.0,0
+2021-05-12,92,N,2021-05-15,1,0.0,40.0,0
+2021-05-13,92,N,2021-05-15,1,0.0,42.0,0
+2021-05-14,92,N,2021-05-15,1,0.0,40.0,0
+2021-05-15,92,N,2021-05-15,1,0.0,42.0,1
+2021-05-16,92,N,2021-05-15,1,0.09408238376619238,41.0,1
+2021-05-17,92,N,2021-05-15,1,0.18816476753238476,43.0,1
+2021-05-18,92,N,2021-05-15,1,0.28224715129858424,43.0,1
+2021-05-19,92,N,2021-05-15,1,0.3763295350647766,43.0,1
+2021-05-20,92,N,2021-05-15,1,0.470411918830969,44.0,1
+2021-05-21,92,N,2021-05-15,1,0.470411918830969,42.0,1
+2021-05-22,92,N,2021-05-15,1,0.470411918830969,43.0,1
+2021-05-23,92,N,2021-05-15,1,0.470411918830969,44.0,1
+2021-05-24,92,N,2021-05-15,1,0.470411918830969,45.0,1
+2021-05-25,92,N,2021-05-15,1,0.470411918830969,44.0,1
+2021-05-26,92,N,2021-05-15,1,0.470411918830969,43.0,1
+2021-05-27,92,N,2021-05-15,1,0.470411918830969,44.0,1
+2021-05-28,92,N,2021-05-15,1,0.470411918830969,44.0,1
+2021-05-29,92,N,2021-05-15,1,0.470411918830969,44.0,1
+2021-05-30,92,N,2021-05-15,1,0.470411918830969,43.0,1
+2021-05-31,92,N,2021-05-15,1,0.470411918830969,44.0,1
+2021-06-01,92,N,2021-05-15,1,0.470411918830969,44.0,1
+2021-06-02,92,N,2021-05-15,1,0.470411918830969,47.0,1
+2021-06-03,92,N,2021-05-15,1,0.470411918830969,45.0,1
+2021-06-04,92,N,2021-05-15,1,0.470411918830969,45.0,1
+2021-06-05,92,N,2021-05-15,1,0.470411918830969,46.0,1
+2021-06-06,92,N,2021-05-15,1,0.470411918830969,43.0,1
+2021-06-07,92,N,2021-05-15,1,0.470411918830969,46.0,1
+2021-06-08,92,N,2021-05-15,1,0.470411918830969,45.0,1
+2021-06-09,92,N,2021-05-15,1,0.470411918830969,44.0,1
+2021-06-10,92,N,2021-05-15,1,0.470411918830969,45.0,1
+2021-06-11,92,N,2021-05-15,1,0.470411918830969,43.0,1
+2021-06-12,92,N,2021-05-15,1,0.470411918830969,45.0,1
+2021-06-13,92,N,2021-05-15,1,0.470411918830969,46.0,1
+2021-06-14,92,N,2021-05-15,1,0.470411918830969,46.0,1
+2021-06-15,92,N,2021-05-15,1,0.470411918830969,45.0,1
+2021-06-16,92,N,2021-05-15,1,0.470411918830969,46.0,1
+2021-06-17,92,N,2021-05-15,1,0.470411918830969,47.0,1
+2021-06-18,92,N,2021-05-15,1,0.470411918830969,46.0,1
+2021-06-19,92,N,2021-05-15,1,0.470411918830969,46.0,1
+2021-06-20,92,N,2021-05-15,1,0.470411918830969,46.0,1
+2021-06-21,92,N,2021-05-15,1,0.470411918830969,45.0,1
+2021-06-22,92,N,2021-05-15,1,0.470411918830969,48.0,1
+2021-06-23,92,N,2021-05-15,1,0.470411918830969,47.0,1
+2021-06-24,92,N,2021-05-15,1,0.470411918830969,46.0,1
+2021-06-25,92,N,2021-05-15,1,0.470411918830969,46.0,1
+2021-06-26,92,N,2021-05-15,1,0.470411918830969,46.0,1
+2021-06-27,92,N,2021-05-15,1,0.470411918830969,46.0,1
+2021-06-28,92,N,2021-05-15,1,0.470411918830969,47.0,1
+2021-06-29,92,N,2021-05-15,1,0.470411918830969,48.0,1
+2021-06-30,92,N,2021-05-15,1,0.470411918830969,46.0,1
+2021-07-01,92,N,2021-05-15,1,0.470411918830969,47.0,1
+2021-07-02,92,N,2021-05-15,1,0.470411918830969,46.0,1
+2021-07-03,92,N,2021-05-15,1,0.470411918830969,46.0,1
+2021-07-04,92,N,2021-05-15,1,0.470411918830969,47.0,1
+2021-07-05,92,N,2021-05-15,1,0.470411918830969,48.0,1
+2021-07-06,92,N,2021-05-15,1,0.470411918830969,49.0,1
+2021-07-07,92,N,2021-05-15,1,0.470411918830969,49.0,1
+2021-07-08,92,N,2021-05-15,1,0.470411918830969,47.0,1
+2021-07-09,92,N,2021-05-15,1,0.470411918830969,48.0,1
+2021-07-10,92,N,2021-05-15,1,0.470411918830969,47.0,1
+2021-07-11,92,N,2021-05-15,1,0.470411918830969,48.0,1
+2021-07-12,92,N,2021-05-15,1,0.470411918830969,48.0,1
+2021-07-13,92,N,2021-05-15,1,0.470411918830969,48.0,1
+2021-07-14,92,N,2021-05-15,1,0.470411918830969,50.0,1
+2021-07-15,92,N,2021-05-15,1,0.470411918830969,48.0,1
+2021-07-16,92,N,2021-05-15,1,0.470411918830969,49.0,1
+2021-07-17,92,N,2021-05-15,1,0.470411918830969,48.0,1
+2021-07-18,92,N,2021-05-15,1,0.470411918830969,49.0,1
+2021-07-19,92,N,2021-05-15,1,0.470411918830969,49.0,1
+2021-07-20,92,N,2021-05-15,1,0.470411918830969,50.0,1
+2021-07-21,92,N,2021-05-15,1,0.470411918830969,49.0,1
+2021-07-22,92,N,2021-05-15,1,0.470411918830969,51.0,1
+2021-07-23,92,N,2021-05-15,1,0.470411918830969,49.0,1
+2021-07-24,92,N,2021-05-15,1,0.470411918830969,50.0,1
+2021-07-25,92,N,2021-05-15,1,0.470411918830969,49.0,1
+2021-07-26,92,N,2021-05-15,1,0.470411918830969,52.0,1
+2021-07-27,92,N,2021-05-15,1,0.470411918830969,50.0,1
+2021-07-28,92,N,2021-05-15,1,0.470411918830969,49.0,1
+2021-07-29,92,N,2021-05-15,1,0.470411918830969,50.0,1
+2021-07-30,92,N,2021-05-15,1,0.470411918830969,48.0,1
+2021-07-31,92,N,2021-05-15,1,0.470411918830969,49.0,1
+2021-05-01,93,E,2100-01-01,0,0.0,12.0,0
+2021-05-02,93,E,2100-01-01,0,0.0,12.0,0
+2021-05-03,93,E,2100-01-01,0,0.0,12.0,0
+2021-05-04,93,E,2100-01-01,0,0.0,11.0,0
+2021-05-05,93,E,2100-01-01,0,0.0,11.0,0
+2021-05-06,93,E,2100-01-01,0,0.0,14.0,0
+2021-05-07,93,E,2100-01-01,0,0.0,13.0,0
+2021-05-08,93,E,2100-01-01,0,0.0,12.0,0
+2021-05-09,93,E,2100-01-01,0,0.0,14.0,0
+2021-05-10,93,E,2100-01-01,0,0.0,15.0,0
+2021-05-11,93,E,2100-01-01,0,0.0,14.0,0
+2021-05-12,93,E,2100-01-01,0,0.0,15.0,0
+2021-05-13,93,E,2100-01-01,0,0.0,13.0,0
+2021-05-14,93,E,2100-01-01,0,0.0,14.0,0
+2021-05-15,93,E,2100-01-01,0,0.0,15.0,0
+2021-05-16,93,E,2100-01-01,0,0.0,14.0,0
+2021-05-17,93,E,2100-01-01,0,0.0,16.0,0
+2021-05-18,93,E,2100-01-01,0,0.0,18.0,0
+2021-05-19,93,E,2100-01-01,0,0.0,15.0,0
+2021-05-20,93,E,2100-01-01,0,0.0,18.0,0
+2021-05-21,93,E,2100-01-01,0,0.0,17.0,0
+2021-05-22,93,E,2100-01-01,0,0.0,17.0,0
+2021-05-23,93,E,2100-01-01,0,0.0,19.0,0
+2021-05-24,93,E,2100-01-01,0,0.0,19.0,0
+2021-05-25,93,E,2100-01-01,0,0.0,20.0,0
+2021-05-26,93,E,2100-01-01,0,0.0,20.0,0
+2021-05-27,93,E,2100-01-01,0,0.0,20.0,0
+2021-05-28,93,E,2100-01-01,0,0.0,19.0,0
+2021-05-29,93,E,2100-01-01,0,0.0,19.0,0
+2021-05-30,93,E,2100-01-01,0,0.0,20.0,0
+2021-05-31,93,E,2100-01-01,0,0.0,21.0,0
+2021-06-01,93,E,2100-01-01,0,0.0,21.0,0
+2021-06-02,93,E,2100-01-01,0,0.0,21.0,0
+2021-06-03,93,E,2100-01-01,0,0.0,21.0,0
+2021-06-04,93,E,2100-01-01,0,0.0,22.0,0
+2021-06-05,93,E,2100-01-01,0,0.0,21.0,0
+2021-06-06,93,E,2100-01-01,0,0.0,22.0,0
+2021-06-07,93,E,2100-01-01,0,0.0,22.0,0
+2021-06-08,93,E,2100-01-01,0,0.0,23.0,0
+2021-06-09,93,E,2100-01-01,0,0.0,24.0,0
+2021-06-10,93,E,2100-01-01,0,0.0,23.0,0
+2021-06-11,93,E,2100-01-01,0,0.0,23.0,0
+2021-06-12,93,E,2100-01-01,0,0.0,23.0,0
+2021-06-13,93,E,2100-01-01,0,0.0,23.0,0
+2021-06-14,93,E,2100-01-01,0,0.0,24.0,0
+2021-06-15,93,E,2100-01-01,0,0.0,25.0,0
+2021-06-16,93,E,2100-01-01,0,0.0,24.0,0
+2021-06-17,93,E,2100-01-01,0,0.0,27.0,0
+2021-06-18,93,E,2100-01-01,0,0.0,27.0,0
+2021-06-19,93,E,2100-01-01,0,0.0,26.0,0
+2021-06-20,93,E,2100-01-01,0,0.0,26.0,0
+2021-06-21,93,E,2100-01-01,0,0.0,26.0,0
+2021-06-22,93,E,2100-01-01,0,0.0,30.0,0
+2021-06-23,93,E,2100-01-01,0,0.0,28.0,0
+2021-06-24,93,E,2100-01-01,0,0.0,27.0,0
+2021-06-25,93,E,2100-01-01,0,0.0,28.0,0
+2021-06-26,93,E,2100-01-01,0,0.0,27.0,0
+2021-06-27,93,E,2100-01-01,0,0.0,28.0,0
+2021-06-28,93,E,2100-01-01,0,0.0,29.0,0
+2021-06-29,93,E,2100-01-01,0,0.0,29.0,0
+2021-06-30,93,E,2100-01-01,0,0.0,28.0,0
+2021-07-01,93,E,2100-01-01,0,0.0,29.0,0
+2021-07-02,93,E,2100-01-01,0,0.0,30.0,0
+2021-07-03,93,E,2100-01-01,0,0.0,30.0,0
+2021-07-04,93,E,2100-01-01,0,0.0,30.0,0
+2021-07-05,93,E,2100-01-01,0,0.0,31.0,0
+2021-07-06,93,E,2100-01-01,0,0.0,31.0,0
+2021-07-07,93,E,2100-01-01,0,0.0,32.0,0
+2021-07-08,93,E,2100-01-01,0,0.0,31.0,0
+2021-07-09,93,E,2100-01-01,0,0.0,32.0,0
+2021-07-10,93,E,2100-01-01,0,0.0,31.0,0
+2021-07-11,93,E,2100-01-01,0,0.0,33.0,0
+2021-07-12,93,E,2100-01-01,0,0.0,33.0,0
+2021-07-13,93,E,2100-01-01,0,0.0,32.0,0
+2021-07-14,93,E,2100-01-01,0,0.0,35.0,0
+2021-07-15,93,E,2100-01-01,0,0.0,34.0,0
+2021-07-16,93,E,2100-01-01,0,0.0,33.0,0
+2021-07-17,93,E,2100-01-01,0,0.0,33.0,0
+2021-07-18,93,E,2100-01-01,0,0.0,35.0,0
+2021-07-19,93,E,2100-01-01,0,0.0,35.0,0
+2021-07-20,93,E,2100-01-01,0,0.0,35.0,0
+2021-07-21,93,E,2100-01-01,0,0.0,35.0,0
+2021-07-22,93,E,2100-01-01,0,0.0,36.0,0
+2021-07-23,93,E,2100-01-01,0,0.0,35.0,0
+2021-07-24,93,E,2100-01-01,0,0.0,35.0,0
+2021-07-25,93,E,2100-01-01,0,0.0,35.0,0
+2021-07-26,93,E,2100-01-01,0,0.0,38.0,0
+2021-07-27,93,E,2100-01-01,0,0.0,38.0,0
+2021-07-28,93,E,2100-01-01,0,0.0,38.0,0
+2021-07-29,93,E,2100-01-01,0,0.0,38.0,0
+2021-07-30,93,E,2100-01-01,0,0.0,38.0,0
+2021-07-31,93,E,2100-01-01,0,0.0,39.0,0
+2021-05-01,94,W,2021-06-04,1,0.0,23.0,0
+2021-05-02,94,W,2021-06-04,1,0.0,24.0,0
+2021-05-03,94,W,2021-06-04,1,0.0,26.0,0
+2021-05-04,94,W,2021-06-04,1,0.0,23.0,0
+2021-05-05,94,W,2021-06-04,1,0.0,23.0,0
+2021-05-06,94,W,2021-06-04,1,0.0,24.0,0
+2021-05-07,94,W,2021-06-04,1,0.0,25.0,0
+2021-05-08,94,W,2021-06-04,1,0.0,25.0,0
+2021-05-09,94,W,2021-06-04,1,0.0,24.0,0
+2021-05-10,94,W,2021-06-04,1,0.0,25.0,0
+2021-05-11,94,W,2021-06-04,1,0.0,28.0,0
+2021-05-12,94,W,2021-06-04,1,0.0,26.0,0
+2021-05-13,94,W,2021-06-04,1,0.0,25.0,0
+2021-05-14,94,W,2021-06-04,1,0.0,25.0,0
+2021-05-15,94,W,2021-06-04,1,0.0,27.0,0
+2021-05-16,94,W,2021-06-04,1,0.0,26.0,0
+2021-05-17,94,W,2021-06-04,1,0.0,27.0,0
+2021-05-18,94,W,2021-06-04,1,0.0,27.0,0
+2021-05-19,94,W,2021-06-04,1,0.0,27.0,0
+2021-05-20,94,W,2021-06-04,1,0.0,28.0,0
+2021-05-21,94,W,2021-06-04,1,0.0,27.0,0
+2021-05-22,94,W,2021-06-04,1,0.0,29.0,0
+2021-05-23,94,W,2021-06-04,1,0.0,27.0,0
+2021-05-24,94,W,2021-06-04,1,0.0,30.0,0
+2021-05-25,94,W,2021-06-04,1,0.0,29.0,0
+2021-05-26,94,W,2021-06-04,1,0.0,30.0,0
+2021-05-27,94,W,2021-06-04,1,0.0,28.0,0
+2021-05-28,94,W,2021-06-04,1,0.0,30.0,0
+2021-05-29,94,W,2021-06-04,1,0.0,29.0,0
+2021-05-30,94,W,2021-06-04,1,0.0,29.0,0
+2021-05-31,94,W,2021-06-04,1,0.0,29.0,0
+2021-06-01,94,W,2021-06-04,1,0.0,28.0,0
+2021-06-02,94,W,2021-06-04,1,0.0,31.0,0
+2021-06-03,94,W,2021-06-04,1,0.0,29.0,0
+2021-06-04,94,W,2021-06-04,1,0.0,30.0,1
+2021-06-05,94,W,2021-06-04,1,0.2968347212597884,30.0,1
+2021-06-06,94,W,2021-06-04,1,0.5936694425195732,31.0,1
+2021-06-07,94,W,2021-06-04,1,0.8905041637793616,32.0,1
+2021-06-08,94,W,2021-06-04,1,1.1873388850391464,33.0,1
+2021-06-09,94,W,2021-06-04,1,1.4841736062989312,33.0,1
+2021-06-10,94,W,2021-06-04,1,1.4841736062989312,34.0,1
+2021-06-11,94,W,2021-06-04,1,1.4841736062989312,32.0,1
+2021-06-12,94,W,2021-06-04,1,1.4841736062989312,31.0,1
+2021-06-13,94,W,2021-06-04,1,1.4841736062989312,34.0,1
+2021-06-14,94,W,2021-06-04,1,1.4841736062989312,34.0,1
+2021-06-15,94,W,2021-06-04,1,1.4841736062989312,35.0,1
+2021-06-16,94,W,2021-06-04,1,1.4841736062989312,34.0,1
+2021-06-17,94,W,2021-06-04,1,1.4841736062989312,34.0,1
+2021-06-18,94,W,2021-06-04,1,1.4841736062989312,33.0,1
+2021-06-19,94,W,2021-06-04,1,1.4841736062989312,35.0,1
+2021-06-20,94,W,2021-06-04,1,1.4841736062989312,36.0,1
+2021-06-21,94,W,2021-06-04,1,1.4841736062989312,36.0,1
+2021-06-22,94,W,2021-06-04,1,1.4841736062989312,37.0,1
+2021-06-23,94,W,2021-06-04,1,1.4841736062989312,35.0,1
+2021-06-24,94,W,2021-06-04,1,1.4841736062989312,36.0,1
+2021-06-25,94,W,2021-06-04,1,1.4841736062989312,36.0,1
+2021-06-26,94,W,2021-06-04,1,1.4841736062989312,36.0,1
+2021-06-27,94,W,2021-06-04,1,1.4841736062989312,36.0,1
+2021-06-28,94,W,2021-06-04,1,1.4841736062989312,37.0,1
+2021-06-29,94,W,2021-06-04,1,1.4841736062989312,38.0,1
+2021-06-30,94,W,2021-06-04,1,1.4841736062989312,36.0,1
+2021-07-01,94,W,2021-06-04,1,1.4841736062989312,37.0,1
+2021-07-02,94,W,2021-06-04,1,1.4841736062989312,37.0,1
+2021-07-03,94,W,2021-06-04,1,1.4841736062989312,37.0,1
+2021-07-04,94,W,2021-06-04,1,1.4841736062989312,38.0,1
+2021-07-05,94,W,2021-06-04,1,1.4841736062989312,39.0,1
+2021-07-06,94,W,2021-06-04,1,1.4841736062989312,38.0,1
+2021-07-07,94,W,2021-06-04,1,1.4841736062989312,38.0,1
+2021-07-08,94,W,2021-06-04,1,1.4841736062989312,39.0,1
+2021-07-09,94,W,2021-06-04,1,1.4841736062989312,40.0,1
+2021-07-10,94,W,2021-06-04,1,1.4841736062989312,37.0,1
+2021-07-11,94,W,2021-06-04,1,1.4841736062989312,39.0,1
+2021-07-12,94,W,2021-06-04,1,1.4841736062989312,40.0,1
+2021-07-13,94,W,2021-06-04,1,1.4841736062989312,39.0,1
+2021-07-14,94,W,2021-06-04,1,1.4841736062989312,41.0,1
+2021-07-15,94,W,2021-06-04,1,1.4841736062989312,40.0,1
+2021-07-16,94,W,2021-06-04,1,1.4841736062989312,40.0,1
+2021-07-17,94,W,2021-06-04,1,1.4841736062989312,42.0,1
+2021-07-18,94,W,2021-06-04,1,1.4841736062989312,41.0,1
+2021-07-19,94,W,2021-06-04,1,1.4841736062989312,41.0,1
+2021-07-20,94,W,2021-06-04,1,1.4841736062989312,40.0,1
+2021-07-21,94,W,2021-06-04,1,1.4841736062989312,41.0,1
+2021-07-22,94,W,2021-06-04,1,1.4841736062989312,43.0,1
+2021-07-23,94,W,2021-06-04,1,1.4841736062989312,42.0,1
+2021-07-24,94,W,2021-06-04,1,1.4841736062989312,41.0,1
+2021-07-25,94,W,2021-06-04,1,1.4841736062989312,42.0,1
+2021-07-26,94,W,2021-06-04,1,1.4841736062989312,43.0,1
+2021-07-27,94,W,2021-06-04,1,1.4841736062989312,43.0,1
+2021-07-28,94,W,2021-06-04,1,1.4841736062989312,43.0,1
+2021-07-29,94,W,2021-06-04,1,1.4841736062989312,41.0,1
+2021-07-30,94,W,2021-06-04,1,1.4841736062989312,41.0,1
+2021-07-31,94,W,2021-06-04,1,1.4841736062989312,42.0,1
+2021-05-01,95,N,2021-05-15,1,0.0,38.0,0
+2021-05-02,95,N,2021-05-15,1,0.0,37.0,0
+2021-05-03,95,N,2021-05-15,1,0.0,38.0,0
+2021-05-04,95,N,2021-05-15,1,0.0,39.0,0
+2021-05-05,95,N,2021-05-15,1,0.0,37.0,0
+2021-05-06,95,N,2021-05-15,1,0.0,40.0,0
+2021-05-07,95,N,2021-05-15,1,0.0,39.0,0
+2021-05-08,95,N,2021-05-15,1,0.0,38.0,0
+2021-05-09,95,N,2021-05-15,1,0.0,39.0,0
+2021-05-10,95,N,2021-05-15,1,0.0,39.0,0
+2021-05-11,95,N,2021-05-15,1,0.0,39.0,0
+2021-05-12,95,N,2021-05-15,1,0.0,39.0,0
+2021-05-13,95,N,2021-05-15,1,0.0,38.0,0
+2021-05-14,95,N,2021-05-15,1,0.0,37.0,0
+2021-05-15,95,N,2021-05-15,1,0.0,40.0,1
+2021-05-16,95,N,2021-05-15,1,0.5860635099075893,40.0,1
+2021-05-17,95,N,2021-05-15,1,1.1721270198151785,42.0,1
+2021-05-18,95,N,2021-05-15,1,1.7581905297227678,42.0,1
+2021-05-19,95,N,2021-05-15,1,2.344254039630357,41.0,1
+2021-05-20,95,N,2021-05-15,1,2.9303175495379534,44.0,1
+2021-05-21,95,N,2021-05-15,1,2.9303175495379534,43.0,1
+2021-05-22,95,N,2021-05-15,1,2.9303175495379534,43.0,1
+2021-05-23,95,N,2021-05-15,1,2.9303175495379534,42.0,1
+2021-05-24,95,N,2021-05-15,1,2.9303175495379534,44.0,1
+2021-05-25,95,N,2021-05-15,1,2.9303175495379534,45.0,1
+2021-05-26,95,N,2021-05-15,1,2.9303175495379534,43.0,1
+2021-05-27,95,N,2021-05-15,1,2.9303175495379534,43.0,1
+2021-05-28,95,N,2021-05-15,1,2.9303175495379534,43.0,1
+2021-05-29,95,N,2021-05-15,1,2.9303175495379534,43.0,1
+2021-05-30,95,N,2021-05-15,1,2.9303175495379534,44.0,1
+2021-05-31,95,N,2021-05-15,1,2.9303175495379534,45.0,1
+2021-06-01,95,N,2021-05-15,1,2.9303175495379534,43.0,1
+2021-06-02,95,N,2021-05-15,1,2.9303175495379534,44.0,1
+2021-06-03,95,N,2021-05-15,1,2.9303175495379534,44.0,1
+2021-06-04,95,N,2021-05-15,1,2.9303175495379534,44.0,1
+2021-06-05,95,N,2021-05-15,1,2.9303175495379534,44.0,1
+2021-06-06,95,N,2021-05-15,1,2.9303175495379534,44.0,1
+2021-06-07,95,N,2021-05-15,1,2.9303175495379534,44.0,1
+2021-06-08,95,N,2021-05-15,1,2.9303175495379534,44.0,1
+2021-06-09,95,N,2021-05-15,1,2.9303175495379534,45.0,1
+2021-06-10,95,N,2021-05-15,1,2.9303175495379534,45.0,1
+2021-06-11,95,N,2021-05-15,1,2.9303175495379534,45.0,1
+2021-06-12,95,N,2021-05-15,1,2.9303175495379534,44.0,1
+2021-06-13,95,N,2021-05-15,1,2.9303175495379534,44.0,1
+2021-06-14,95,N,2021-05-15,1,2.9303175495379534,45.0,1
+2021-06-15,95,N,2021-05-15,1,2.9303175495379534,45.0,1
+2021-06-16,95,N,2021-05-15,1,2.9303175495379534,45.0,1
+2021-06-17,95,N,2021-05-15,1,2.9303175495379534,46.0,1
+2021-06-18,95,N,2021-05-15,1,2.9303175495379534,47.0,1
+2021-06-19,95,N,2021-05-15,1,2.9303175495379534,47.0,1
+2021-06-20,95,N,2021-05-15,1,2.9303175495379534,46.0,1
+2021-06-21,95,N,2021-05-15,1,2.9303175495379534,46.0,1
+2021-06-22,95,N,2021-05-15,1,2.9303175495379534,47.0,1
+2021-06-23,95,N,2021-05-15,1,2.9303175495379534,46.0,1
+2021-06-24,95,N,2021-05-15,1,2.9303175495379534,46.0,1
+2021-06-25,95,N,2021-05-15,1,2.9303175495379534,47.0,1
+2021-06-26,95,N,2021-05-15,1,2.9303175495379534,46.0,1
+2021-06-27,95,N,2021-05-15,1,2.9303175495379534,46.0,1
+2021-06-28,95,N,2021-05-15,1,2.9303175495379534,47.0,1
+2021-06-29,95,N,2021-05-15,1,2.9303175495379534,46.0,1
+2021-06-30,95,N,2021-05-15,1,2.9303175495379534,47.0,1
+2021-07-01,95,N,2021-05-15,1,2.9303175495379534,46.0,1
+2021-07-02,95,N,2021-05-15,1,2.9303175495379534,46.0,1
+2021-07-03,95,N,2021-05-15,1,2.9303175495379534,45.0,1
+2021-07-04,95,N,2021-05-15,1,2.9303175495379534,46.0,1
+2021-07-05,95,N,2021-05-15,1,2.9303175495379534,48.0,1
+2021-07-06,95,N,2021-05-15,1,2.9303175495379534,49.0,1
+2021-07-07,95,N,2021-05-15,1,2.9303175495379534,48.0,1
+2021-07-08,95,N,2021-05-15,1,2.9303175495379534,47.0,1
+2021-07-09,95,N,2021-05-15,1,2.9303175495379534,46.0,1
+2021-07-10,95,N,2021-05-15,1,2.9303175495379534,45.0,1
+2021-07-11,95,N,2021-05-15,1,2.9303175495379534,47.0,1
+2021-07-12,95,N,2021-05-15,1,2.9303175495379534,48.0,1
+2021-07-13,95,N,2021-05-15,1,2.9303175495379534,49.0,1
+2021-07-14,95,N,2021-05-15,1,2.9303175495379534,49.0,1
+2021-07-15,95,N,2021-05-15,1,2.9303175495379534,50.0,1
+2021-07-16,95,N,2021-05-15,1,2.9303175495379534,48.0,1
+2021-07-17,95,N,2021-05-15,1,2.9303175495379534,50.0,1
+2021-07-18,95,N,2021-05-15,1,2.9303175495379534,48.0,1
+2021-07-19,95,N,2021-05-15,1,2.9303175495379534,49.0,1
+2021-07-20,95,N,2021-05-15,1,2.9303175495379534,49.0,1
+2021-07-21,95,N,2021-05-15,1,2.9303175495379534,49.0,1
+2021-07-22,95,N,2021-05-15,1,2.9303175495379534,49.0,1
+2021-07-23,95,N,2021-05-15,1,2.9303175495379534,49.0,1
+2021-07-24,95,N,2021-05-15,1,2.9303175495379534,50.0,1
+2021-07-25,95,N,2021-05-15,1,2.9303175495379534,49.0,1
+2021-07-26,95,N,2021-05-15,1,2.9303175495379534,51.0,1
+2021-07-27,95,N,2021-05-15,1,2.9303175495379534,52.0,1
+2021-07-28,95,N,2021-05-15,1,2.9303175495379534,50.0,1
+2021-07-29,95,N,2021-05-15,1,2.9303175495379534,50.0,1
+2021-07-30,95,N,2021-05-15,1,2.9303175495379534,49.0,1
+2021-07-31,95,N,2021-05-15,1,2.9303175495379534,48.0,1
+2021-05-01,96,E,2021-05-15,1,0.0,12.0,0
+2021-05-02,96,E,2021-05-15,1,0.0,13.0,0
+2021-05-03,96,E,2021-05-15,1,0.0,13.0,0
+2021-05-04,96,E,2021-05-15,1,0.0,14.0,0
+2021-05-05,96,E,2021-05-15,1,0.0,14.0,0
+2021-05-06,96,E,2021-05-15,1,0.0,15.0,0
+2021-05-07,96,E,2021-05-15,1,0.0,16.0,0
+2021-05-08,96,E,2021-05-15,1,0.0,14.0,0
+2021-05-09,96,E,2021-05-15,1,0.0,16.0,0
+2021-05-10,96,E,2021-05-15,1,0.0,17.0,0
+2021-05-11,96,E,2021-05-15,1,0.0,17.0,0
+2021-05-12,96,E,2021-05-15,1,0.0,15.0,0
+2021-05-13,96,E,2021-05-15,1,0.0,16.0,0
+2021-05-14,96,E,2021-05-15,1,0.0,16.0,0
+2021-05-15,96,E,2021-05-15,1,0.0,17.0,1
+2021-05-16,96,E,2021-05-15,1,0.3857323380632103,17.0,1
+2021-05-17,96,E,2021-05-15,1,0.7714646761264206,20.0,1
+2021-05-18,96,E,2021-05-15,1,1.1571970141896308,21.0,1
+2021-05-19,96,E,2021-05-15,1,1.5429293522528447,20.0,1
+2021-05-20,96,E,2021-05-15,1,1.928661690316055,21.0,1
+2021-05-21,96,E,2021-05-15,1,1.928661690316055,21.0,1
+2021-05-22,96,E,2021-05-15,1,1.928661690316055,21.0,1
+2021-05-23,96,E,2021-05-15,1,1.928661690316055,22.0,1
+2021-05-24,96,E,2021-05-15,1,1.928661690316055,23.0,1
+2021-05-25,96,E,2021-05-15,1,1.928661690316055,23.0,1
+2021-05-26,96,E,2021-05-15,1,1.928661690316055,23.0,1
+2021-05-27,96,E,2021-05-15,1,1.928661690316055,24.0,1
+2021-05-28,96,E,2021-05-15,1,1.928661690316055,23.0,1
+2021-05-29,96,E,2021-05-15,1,1.928661690316055,24.0,1
+2021-05-30,96,E,2021-05-15,1,1.928661690316055,25.0,1
+2021-05-31,96,E,2021-05-15,1,1.928661690316055,24.0,1
+2021-06-01,96,E,2021-05-15,1,1.928661690316055,24.0,1
+2021-06-02,96,E,2021-05-15,1,1.928661690316055,27.0,1
+2021-06-03,96,E,2021-05-15,1,1.928661690316055,24.0,1
+2021-06-04,96,E,2021-05-15,1,1.928661690316055,25.0,1
+2021-06-05,96,E,2021-05-15,1,1.928661690316055,25.0,1
+2021-06-06,96,E,2021-05-15,1,1.928661690316055,26.0,1
+2021-06-07,96,E,2021-05-15,1,1.928661690316055,26.0,1
+2021-06-08,96,E,2021-05-15,1,1.928661690316055,26.0,1
+2021-06-09,96,E,2021-05-15,1,1.928661690316055,27.0,1
+2021-06-10,96,E,2021-05-15,1,1.928661690316055,26.0,1
+2021-06-11,96,E,2021-05-15,1,1.928661690316055,26.0,1
+2021-06-12,96,E,2021-05-15,1,1.928661690316055,28.0,1
+2021-06-13,96,E,2021-05-15,1,1.928661690316055,28.0,1
+2021-06-14,96,E,2021-05-15,1,1.928661690316055,30.0,1
+2021-06-15,96,E,2021-05-15,1,1.928661690316055,28.0,1
+2021-06-16,96,E,2021-05-15,1,1.928661690316055,29.0,1
+2021-06-17,96,E,2021-05-15,1,1.928661690316055,30.0,1
+2021-06-18,96,E,2021-05-15,1,1.928661690316055,29.0,1
+2021-06-19,96,E,2021-05-15,1,1.928661690316055,28.0,1
+2021-06-20,96,E,2021-05-15,1,1.928661690316055,29.0,1
+2021-06-21,96,E,2021-05-15,1,1.928661690316055,32.0,1
+2021-06-22,96,E,2021-05-15,1,1.928661690316055,32.0,1
+2021-06-23,96,E,2021-05-15,1,1.928661690316055,31.0,1
+2021-06-24,96,E,2021-05-15,1,1.928661690316055,32.0,1
+2021-06-25,96,E,2021-05-15,1,1.928661690316055,32.0,1
+2021-06-26,96,E,2021-05-15,1,1.928661690316055,31.0,1
+2021-06-27,96,E,2021-05-15,1,1.928661690316055,32.0,1
+2021-06-28,96,E,2021-05-15,1,1.928661690316055,32.0,1
+2021-06-29,96,E,2021-05-15,1,1.928661690316055,33.0,1
+2021-06-30,96,E,2021-05-15,1,1.928661690316055,35.0,1
+2021-07-01,96,E,2021-05-15,1,1.928661690316055,34.0,1
+2021-07-02,96,E,2021-05-15,1,1.928661690316055,35.0,1
+2021-07-03,96,E,2021-05-15,1,1.928661690316055,33.0,1
+2021-07-04,96,E,2021-05-15,1,1.928661690316055,34.0,1
+2021-07-05,96,E,2021-05-15,1,1.928661690316055,35.0,1
+2021-07-06,96,E,2021-05-15,1,1.928661690316055,35.0,1
+2021-07-07,96,E,2021-05-15,1,1.928661690316055,37.0,1
+2021-07-08,96,E,2021-05-15,1,1.928661690316055,35.0,1
+2021-07-09,96,E,2021-05-15,1,1.928661690316055,37.0,1
+2021-07-10,96,E,2021-05-15,1,1.928661690316055,34.0,1
+2021-07-11,96,E,2021-05-15,1,1.928661690316055,36.0,1
+2021-07-12,96,E,2021-05-15,1,1.928661690316055,37.0,1
+2021-07-13,96,E,2021-05-15,1,1.928661690316055,37.0,1
+2021-07-14,96,E,2021-05-15,1,1.928661690316055,39.0,1
+2021-07-15,96,E,2021-05-15,1,1.928661690316055,37.0,1
+2021-07-16,96,E,2021-05-15,1,1.928661690316055,37.0,1
+2021-07-17,96,E,2021-05-15,1,1.928661690316055,38.0,1
+2021-07-18,96,E,2021-05-15,1,1.928661690316055,39.0,1
+2021-07-19,96,E,2021-05-15,1,1.928661690316055,39.0,1
+2021-07-20,96,E,2021-05-15,1,1.928661690316055,39.0,1
+2021-07-21,96,E,2021-05-15,1,1.928661690316055,40.0,1
+2021-07-22,96,E,2021-05-15,1,1.928661690316055,39.0,1
+2021-07-23,96,E,2021-05-15,1,1.928661690316055,40.0,1
+2021-07-24,96,E,2021-05-15,1,1.928661690316055,40.0,1
+2021-07-25,96,E,2021-05-15,1,1.928661690316055,38.0,1
+2021-07-26,96,E,2021-05-15,1,1.928661690316055,42.0,1
+2021-07-27,96,E,2021-05-15,1,1.928661690316055,42.0,1
+2021-07-28,96,E,2021-05-15,1,1.928661690316055,42.0,1
+2021-07-29,96,E,2021-05-15,1,1.928661690316055,43.0,1
+2021-07-30,96,E,2021-05-15,1,1.928661690316055,41.0,1
+2021-07-31,96,E,2021-05-15,1,1.928661690316055,41.0,1
+2021-05-01,97,N,2021-05-15,1,0.0,40.0,0
+2021-05-02,97,N,2021-05-15,1,0.0,40.0,0
+2021-05-03,97,N,2021-05-15,1,0.0,40.0,0
+2021-05-04,97,N,2021-05-15,1,0.0,38.0,0
+2021-05-05,97,N,2021-05-15,1,0.0,39.0,0
+2021-05-06,97,N,2021-05-15,1,0.0,40.0,0
+2021-05-07,97,N,2021-05-15,1,0.0,39.0,0
+2021-05-08,97,N,2021-05-15,1,0.0,39.0,0
+2021-05-09,97,N,2021-05-15,1,0.0,42.0,0
+2021-05-10,97,N,2021-05-15,1,0.0,42.0,0
+2021-05-11,97,N,2021-05-15,1,0.0,40.0,0
+2021-05-12,97,N,2021-05-15,1,0.0,40.0,0
+2021-05-13,97,N,2021-05-15,1,0.0,39.0,0
+2021-05-14,97,N,2021-05-15,1,0.0,39.0,0
+2021-05-15,97,N,2021-05-15,1,0.0,41.0,1
+2021-05-16,97,N,2021-05-15,1,0.2783196906917951,40.0,1
+2021-05-17,97,N,2021-05-15,1,0.5566393813835901,43.0,1
+2021-05-18,97,N,2021-05-15,1,0.8349590720753852,42.0,1
+2021-05-19,97,N,2021-05-15,1,1.1132787627671732,42.0,1
+2021-05-20,97,N,2021-05-15,1,1.3915984534589683,43.0,1
+2021-05-21,97,N,2021-05-15,1,1.3915984534589683,43.0,1
+2021-05-22,97,N,2021-05-15,1,1.3915984534589683,43.0,1
+2021-05-23,97,N,2021-05-15,1,1.3915984534589683,41.0,1
+2021-05-24,97,N,2021-05-15,1,1.3915984534589683,43.0,1
+2021-05-25,97,N,2021-05-15,1,1.3915984534589683,43.0,1
+2021-05-26,97,N,2021-05-15,1,1.3915984534589683,43.0,1
+2021-05-27,97,N,2021-05-15,1,1.3915984534589683,43.0,1
+2021-05-28,97,N,2021-05-15,1,1.3915984534589683,44.0,1
+2021-05-29,97,N,2021-05-15,1,1.3915984534589683,43.0,1
+2021-05-30,97,N,2021-05-15,1,1.3915984534589683,43.0,1
+2021-05-31,97,N,2021-05-15,1,1.3915984534589683,45.0,1
+2021-06-01,97,N,2021-05-15,1,1.3915984534589683,46.0,1
+2021-06-02,97,N,2021-05-15,1,1.3915984534589683,46.0,1
+2021-06-03,97,N,2021-05-15,1,1.3915984534589683,44.0,1
+2021-06-04,97,N,2021-05-15,1,1.3915984534589683,44.0,1
+2021-06-05,97,N,2021-05-15,1,1.3915984534589683,44.0,1
+2021-06-06,97,N,2021-05-15,1,1.3915984534589683,44.0,1
+2021-06-07,97,N,2021-05-15,1,1.3915984534589683,44.0,1
+2021-06-08,97,N,2021-05-15,1,1.3915984534589683,46.0,1
+2021-06-09,97,N,2021-05-15,1,1.3915984534589683,45.0,1
+2021-06-10,97,N,2021-05-15,1,1.3915984534589683,45.0,1
+2021-06-11,97,N,2021-05-15,1,1.3915984534589683,45.0,1
+2021-06-12,97,N,2021-05-15,1,1.3915984534589683,43.0,1
+2021-06-13,97,N,2021-05-15,1,1.3915984534589683,44.0,1
+2021-06-14,97,N,2021-05-15,1,1.3915984534589683,45.0,1
+2021-06-15,97,N,2021-05-15,1,1.3915984534589683,44.0,1
+2021-06-16,97,N,2021-05-15,1,1.3915984534589683,45.0,1
+2021-06-17,97,N,2021-05-15,1,1.3915984534589683,45.0,1
+2021-06-18,97,N,2021-05-15,1,1.3915984534589683,45.0,1
+2021-06-19,97,N,2021-05-15,1,1.3915984534589683,46.0,1
+2021-06-20,97,N,2021-05-15,1,1.3915984534589683,45.0,1
+2021-06-21,97,N,2021-05-15,1,1.3915984534589683,45.0,1
+2021-06-22,97,N,2021-05-15,1,1.3915984534589683,48.0,1
+2021-06-23,97,N,2021-05-15,1,1.3915984534589683,45.0,1
+2021-06-24,97,N,2021-05-15,1,1.3915984534589683,44.0,1
+2021-06-25,97,N,2021-05-15,1,1.3915984534589683,47.0,1
+2021-06-26,97,N,2021-05-15,1,1.3915984534589683,45.0,1
+2021-06-27,97,N,2021-05-15,1,1.3915984534589683,47.0,1
+2021-06-28,97,N,2021-05-15,1,1.3915984534589683,46.0,1
+2021-06-29,97,N,2021-05-15,1,1.3915984534589683,48.0,1
+2021-06-30,97,N,2021-05-15,1,1.3915984534589683,45.0,1
+2021-07-01,97,N,2021-05-15,1,1.3915984534589683,48.0,1
+2021-07-02,97,N,2021-05-15,1,1.3915984534589683,46.0,1
+2021-07-03,97,N,2021-05-15,1,1.3915984534589683,46.0,1
+2021-07-04,97,N,2021-05-15,1,1.3915984534589683,46.0,1
+2021-07-05,97,N,2021-05-15,1,1.3915984534589683,48.0,1
+2021-07-06,97,N,2021-05-15,1,1.3915984534589683,47.0,1
+2021-07-07,97,N,2021-05-15,1,1.3915984534589683,47.0,1
+2021-07-08,97,N,2021-05-15,1,1.3915984534589683,48.0,1
+2021-07-09,97,N,2021-05-15,1,1.3915984534589683,47.0,1
+2021-07-10,97,N,2021-05-15,1,1.3915984534589683,45.0,1
+2021-07-11,97,N,2021-05-15,1,1.3915984534589683,48.0,1
+2021-07-12,97,N,2021-05-15,1,1.3915984534589683,46.0,1
+2021-07-13,97,N,2021-05-15,1,1.3915984534589683,49.0,1
+2021-07-14,97,N,2021-05-15,1,1.3915984534589683,49.0,1
+2021-07-15,97,N,2021-05-15,1,1.3915984534589683,47.0,1
+2021-07-16,97,N,2021-05-15,1,1.3915984534589683,48.0,1
+2021-07-17,97,N,2021-05-15,1,1.3915984534589683,49.0,1
+2021-07-18,97,N,2021-05-15,1,1.3915984534589683,49.0,1
+2021-07-19,97,N,2021-05-15,1,1.3915984534589683,48.0,1
+2021-07-20,97,N,2021-05-15,1,1.3915984534589683,49.0,1
+2021-07-21,97,N,2021-05-15,1,1.3915984534589683,50.0,1
+2021-07-22,97,N,2021-05-15,1,1.3915984534589683,48.0,1
+2021-07-23,97,N,2021-05-15,1,1.3915984534589683,48.0,1
+2021-07-24,97,N,2021-05-15,1,1.3915984534589683,48.0,1
+2021-07-25,97,N,2021-05-15,1,1.3915984534589683,48.0,1
+2021-07-26,97,N,2021-05-15,1,1.3915984534589683,48.0,1
+2021-07-27,97,N,2021-05-15,1,1.3915984534589683,49.0,1
+2021-07-28,97,N,2021-05-15,1,1.3915984534589683,50.0,1
+2021-07-29,97,N,2021-05-15,1,1.3915984534589683,51.0,1
+2021-07-30,97,N,2021-05-15,1,1.3915984534589683,49.0,1
+2021-07-31,97,N,2021-05-15,1,1.3915984534589683,48.0,1
+2021-05-01,98,W,2021-06-04,1,0.0,26.0,0
+2021-05-02,98,W,2021-06-04,1,0.0,29.0,0
+2021-05-03,98,W,2021-06-04,1,0.0,29.0,0
+2021-05-04,98,W,2021-06-04,1,0.0,28.0,0
+2021-05-05,98,W,2021-06-04,1,0.0,28.0,0
+2021-05-06,98,W,2021-06-04,1,0.0,29.0,0
+2021-05-07,98,W,2021-06-04,1,0.0,28.0,0
+2021-05-08,98,W,2021-06-04,1,0.0,27.0,0
+2021-05-09,98,W,2021-06-04,1,0.0,29.0,0
+2021-05-10,98,W,2021-06-04,1,0.0,31.0,0
+2021-05-11,98,W,2021-06-04,1,0.0,30.0,0
+2021-05-12,98,W,2021-06-04,1,0.0,29.0,0
+2021-05-13,98,W,2021-06-04,1,0.0,29.0,0
+2021-05-14,98,W,2021-06-04,1,0.0,28.0,0
+2021-05-15,98,W,2021-06-04,1,0.0,30.0,0
+2021-05-16,98,W,2021-06-04,1,0.0,28.0,0
+2021-05-17,98,W,2021-06-04,1,0.0,31.0,0
+2021-05-18,98,W,2021-06-04,1,0.0,32.0,0
+2021-05-19,98,W,2021-06-04,1,0.0,30.0,0
+2021-05-20,98,W,2021-06-04,1,0.0,33.0,0
+2021-05-21,98,W,2021-06-04,1,0.0,31.0,0
+2021-05-22,98,W,2021-06-04,1,0.0,31.0,0
+2021-05-23,98,W,2021-06-04,1,0.0,32.0,0
+2021-05-24,98,W,2021-06-04,1,0.0,32.0,0
+2021-05-25,98,W,2021-06-04,1,0.0,33.0,0
+2021-05-26,98,W,2021-06-04,1,0.0,31.0,0
+2021-05-27,98,W,2021-06-04,1,0.0,33.0,0
+2021-05-28,98,W,2021-06-04,1,0.0,33.0,0
+2021-05-29,98,W,2021-06-04,1,0.0,32.0,0
+2021-05-30,98,W,2021-06-04,1,0.0,33.0,0
+2021-05-31,98,W,2021-06-04,1,0.0,34.0,0
+2021-06-01,98,W,2021-06-04,1,0.0,34.0,0
+2021-06-02,98,W,2021-06-04,1,0.0,35.0,0
+2021-06-03,98,W,2021-06-04,1,0.0,34.0,0
+2021-06-04,98,W,2021-06-04,1,0.0,34.0,1
+2021-06-05,98,W,2021-06-04,1,0.36365191295382715,34.0,1
+2021-06-06,98,W,2021-06-04,1,0.7273038259076543,36.0,1
+2021-06-07,98,W,2021-06-04,1,1.0909557388614814,34.0,1
+2021-06-08,98,W,2021-06-04,1,1.4546076518153086,36.0,1
+2021-06-09,98,W,2021-06-04,1,1.8182595647691357,39.0,1
+2021-06-10,98,W,2021-06-04,1,1.8182595647691357,38.0,1
+2021-06-11,98,W,2021-06-04,1,1.8182595647691357,36.0,1
+2021-06-12,98,W,2021-06-04,1,1.8182595647691357,36.0,1
+2021-06-13,98,W,2021-06-04,1,1.8182595647691357,38.0,1
+2021-06-14,98,W,2021-06-04,1,1.8182595647691357,38.0,1
+2021-06-15,98,W,2021-06-04,1,1.8182595647691357,39.0,1
+2021-06-16,98,W,2021-06-04,1,1.8182595647691357,38.0,1
+2021-06-17,98,W,2021-06-04,1,1.8182595647691357,38.0,1
+2021-06-18,98,W,2021-06-04,1,1.8182595647691357,38.0,1
+2021-06-19,98,W,2021-06-04,1,1.8182595647691357,38.0,1
+2021-06-20,98,W,2021-06-04,1,1.8182595647691357,39.0,1
+2021-06-21,98,W,2021-06-04,1,1.8182595647691357,39.0,1
+2021-06-22,98,W,2021-06-04,1,1.8182595647691357,41.0,1
+2021-06-23,98,W,2021-06-04,1,1.8182595647691357,39.0,1
+2021-06-24,98,W,2021-06-04,1,1.8182595647691357,41.0,1
+2021-06-25,98,W,2021-06-04,1,1.8182595647691357,39.0,1
+2021-06-26,98,W,2021-06-04,1,1.8182595647691357,40.0,1
+2021-06-27,98,W,2021-06-04,1,1.8182595647691357,41.0,1
+2021-06-28,98,W,2021-06-04,1,1.8182595647691357,40.0,1
+2021-06-29,98,W,2021-06-04,1,1.8182595647691357,43.0,1
+2021-06-30,98,W,2021-06-04,1,1.8182595647691357,40.0,1
+2021-07-01,98,W,2021-06-04,1,1.8182595647691357,42.0,1
+2021-07-02,98,W,2021-06-04,1,1.8182595647691357,40.0,1
+2021-07-03,98,W,2021-06-04,1,1.8182595647691357,42.0,1
+2021-07-04,98,W,2021-06-04,1,1.8182595647691357,41.0,1
+2021-07-05,98,W,2021-06-04,1,1.8182595647691357,43.0,1
+2021-07-06,98,W,2021-06-04,1,1.8182595647691357,43.0,1
+2021-07-07,98,W,2021-06-04,1,1.8182595647691357,44.0,1
+2021-07-08,98,W,2021-06-04,1,1.8182595647691357,42.0,1
+2021-07-09,98,W,2021-06-04,1,1.8182595647691357,43.0,1
+2021-07-10,98,W,2021-06-04,1,1.8182595647691357,42.0,1
+2021-07-11,98,W,2021-06-04,1,1.8182595647691357,42.0,1
+2021-07-12,98,W,2021-06-04,1,1.8182595647691357,45.0,1
+2021-07-13,98,W,2021-06-04,1,1.8182595647691357,44.0,1
+2021-07-14,98,W,2021-06-04,1,1.8182595647691357,45.0,1
+2021-07-15,98,W,2021-06-04,1,1.8182595647691357,45.0,1
+2021-07-16,98,W,2021-06-04,1,1.8182595647691357,43.0,1
+2021-07-17,98,W,2021-06-04,1,1.8182595647691357,45.0,1
+2021-07-18,98,W,2021-06-04,1,1.8182595647691357,44.0,1
+2021-07-19,98,W,2021-06-04,1,1.8182595647691357,46.0,1
+2021-07-20,98,W,2021-06-04,1,1.8182595647691357,45.0,1
+2021-07-21,98,W,2021-06-04,1,1.8182595647691357,45.0,1
+2021-07-22,98,W,2021-06-04,1,1.8182595647691357,45.0,1
+2021-07-23,98,W,2021-06-04,1,1.8182595647691357,46.0,1
+2021-07-24,98,W,2021-06-04,1,1.8182595647691357,45.0,1
+2021-07-25,98,W,2021-06-04,1,1.8182595647691357,45.0,1
+2021-07-26,98,W,2021-06-04,1,1.8182595647691357,47.0,1
+2021-07-27,98,W,2021-06-04,1,1.8182595647691357,47.0,1
+2021-07-28,98,W,2021-06-04,1,1.8182595647691357,47.0,1
+2021-07-29,98,W,2021-06-04,1,1.8182595647691357,47.0,1
+2021-07-30,98,W,2021-06-04,1,1.8182595647691357,47.0,1
+2021-07-31,98,W,2021-06-04,1,1.8182595647691357,46.0,1
+2021-05-01,99,S,2100-01-01,0,0.0,48.0,0
+2021-05-02,99,S,2100-01-01,0,0.0,47.0,0
+2021-05-03,99,S,2100-01-01,0,0.0,46.0,0
+2021-05-04,99,S,2100-01-01,0,0.0,46.0,0
+2021-05-05,99,S,2100-01-01,0,0.0,46.0,0
+2021-05-06,99,S,2100-01-01,0,0.0,47.0,0
+2021-05-07,99,S,2100-01-01,0,0.0,46.0,0
+2021-05-08,99,S,2100-01-01,0,0.0,44.0,0
+2021-05-09,99,S,2100-01-01,0,0.0,45.0,0
+2021-05-10,99,S,2100-01-01,0,0.0,47.0,0
+2021-05-11,99,S,2100-01-01,0,0.0,46.0,0
+2021-05-12,99,S,2100-01-01,0,0.0,46.0,0
+2021-05-13,99,S,2100-01-01,0,0.0,44.0,0
+2021-05-14,99,S,2100-01-01,0,0.0,44.0,0
+2021-05-15,99,S,2100-01-01,0,0.0,46.0,0
+2021-05-16,99,S,2100-01-01,0,0.0,46.0,0
+2021-05-17,99,S,2100-01-01,0,0.0,47.0,0
+2021-05-18,99,S,2100-01-01,0,0.0,46.0,0
+2021-05-19,99,S,2100-01-01,0,0.0,44.0,0
+2021-05-20,99,S,2100-01-01,0,0.0,46.0,0
+2021-05-21,99,S,2100-01-01,0,0.0,46.0,0
+2021-05-22,99,S,2100-01-01,0,0.0,47.0,0
+2021-05-23,99,S,2100-01-01,0,0.0,45.0,0
+2021-05-24,99,S,2100-01-01,0,0.0,47.0,0
+2021-05-25,99,S,2100-01-01,0,0.0,46.0,0
+2021-05-26,99,S,2100-01-01,0,0.0,48.0,0
+2021-05-27,99,S,2100-01-01,0,0.0,45.0,0
+2021-05-28,99,S,2100-01-01,0,0.0,46.0,0
+2021-05-29,99,S,2100-01-01,0,0.0,46.0,0
+2021-05-30,99,S,2100-01-01,0,0.0,45.0,0
+2021-05-31,99,S,2100-01-01,0,0.0,47.0,0
+2021-06-01,99,S,2100-01-01,0,0.0,46.0,0
+2021-06-02,99,S,2100-01-01,0,0.0,47.0,0
+2021-06-03,99,S,2100-01-01,0,0.0,47.0,0
+2021-06-04,99,S,2100-01-01,0,0.0,46.0,0
+2021-06-05,99,S,2100-01-01,0,0.0,44.0,0
+2021-06-06,99,S,2100-01-01,0,0.0,46.0,0
+2021-06-07,99,S,2100-01-01,0,0.0,46.0,0
+2021-06-08,99,S,2100-01-01,0,0.0,45.0,0
+2021-06-09,99,S,2100-01-01,0,0.0,45.0,0
+2021-06-10,99,S,2100-01-01,0,0.0,47.0,0
+2021-06-11,99,S,2100-01-01,0,0.0,45.0,0
+2021-06-12,99,S,2100-01-01,0,0.0,46.0,0
+2021-06-13,99,S,2100-01-01,0,0.0,46.0,0
+2021-06-14,99,S,2100-01-01,0,0.0,45.0,0
+2021-06-15,99,S,2100-01-01,0,0.0,46.0,0
+2021-06-16,99,S,2100-01-01,0,0.0,47.0,0
+2021-06-17,99,S,2100-01-01,0,0.0,45.0,0
+2021-06-18,99,S,2100-01-01,0,0.0,46.0,0
+2021-06-19,99,S,2100-01-01,0,0.0,47.0,0
+2021-06-20,99,S,2100-01-01,0,0.0,46.0,0
+2021-06-21,99,S,2100-01-01,0,0.0,46.0,0
+2021-06-22,99,S,2100-01-01,0,0.0,47.0,0
+2021-06-23,99,S,2100-01-01,0,0.0,46.0,0
+2021-06-24,99,S,2100-01-01,0,0.0,48.0,0
+2021-06-25,99,S,2100-01-01,0,0.0,46.0,0
+2021-06-26,99,S,2100-01-01,0,0.0,46.0,0
+2021-06-27,99,S,2100-01-01,0,0.0,46.0,0
+2021-06-28,99,S,2100-01-01,0,0.0,46.0,0
+2021-06-29,99,S,2100-01-01,0,0.0,47.0,0
+2021-06-30,99,S,2100-01-01,0,0.0,47.0,0
+2021-07-01,99,S,2100-01-01,0,0.0,46.0,0
+2021-07-02,99,S,2100-01-01,0,0.0,45.0,0
+2021-07-03,99,S,2100-01-01,0,0.0,46.0,0
+2021-07-04,99,S,2100-01-01,0,0.0,47.0,0
+2021-07-05,99,S,2100-01-01,0,0.0,47.0,0
+2021-07-06,99,S,2100-01-01,0,0.0,47.0,0
+2021-07-07,99,S,2100-01-01,0,0.0,46.0,0
+2021-07-08,99,S,2100-01-01,0,0.0,47.0,0
+2021-07-09,99,S,2100-01-01,0,0.0,45.0,0
+2021-07-10,99,S,2100-01-01,0,0.0,44.0,0
+2021-07-11,99,S,2100-01-01,0,0.0,45.0,0
+2021-07-12,99,S,2100-01-01,0,0.0,45.0,0
+2021-07-13,99,S,2100-01-01,0,0.0,46.0,0
+2021-07-14,99,S,2100-01-01,0,0.0,48.0,0
+2021-07-15,99,S,2100-01-01,0,0.0,46.0,0
+2021-07-16,99,S,2100-01-01,0,0.0,45.0,0
+2021-07-17,99,S,2100-01-01,0,0.0,45.0,0
+2021-07-18,99,S,2100-01-01,0,0.0,46.0,0
+2021-07-19,99,S,2100-01-01,0,0.0,45.0,0
+2021-07-20,99,S,2100-01-01,0,0.0,46.0,0
+2021-07-21,99,S,2100-01-01,0,0.0,46.0,0
+2021-07-22,99,S,2100-01-01,0,0.0,45.0,0
+2021-07-23,99,S,2100-01-01,0,0.0,46.0,0
+2021-07-24,99,S,2100-01-01,0,0.0,47.0,0
+2021-07-25,99,S,2100-01-01,0,0.0,46.0,0
+2021-07-26,99,S,2100-01-01,0,0.0,46.0,0
+2021-07-27,99,S,2100-01-01,0,0.0,48.0,0
+2021-07-28,99,S,2100-01-01,0,0.0,46.0,0
+2021-07-29,99,S,2100-01-01,0,0.0,47.0,0
+2021-07-30,99,S,2100-01-01,0,0.0,44.0,0
+2021-07-31,99,S,2100-01-01,0,0.0,44.0,0
+2021-05-01,100,S,2021-05-15,1,0.0,49.0,0
+2021-05-02,100,S,2021-05-15,1,0.0,50.0,0
+2021-05-03,100,S,2021-05-15,1,0.0,49.0,0
+2021-05-04,100,S,2021-05-15,1,0.0,50.0,0
+2021-05-05,100,S,2021-05-15,1,0.0,49.0,0
+2021-05-06,100,S,2021-05-15,1,0.0,50.0,0
+2021-05-07,100,S,2021-05-15,1,0.0,48.0,0
+2021-05-08,100,S,2021-05-15,1,0.0,49.0,0
+2021-05-09,100,S,2021-05-15,1,0.0,49.0,0
+2021-05-10,100,S,2021-05-15,1,0.0,50.0,0
+2021-05-11,100,S,2021-05-15,1,0.0,48.0,0
+2021-05-12,100,S,2021-05-15,1,0.0,49.0,0
+2021-05-13,100,S,2021-05-15,1,0.0,51.0,0
+2021-05-14,100,S,2021-05-15,1,0.0,49.0,0
+2021-05-15,100,S,2021-05-15,1,0.0,49.0,1
+2021-05-16,100,S,2021-05-15,1,0.30808023222790837,50.0,1
+2021-05-17,100,S,2021-05-15,1,0.6161604644558167,51.0,1
+2021-05-18,100,S,2021-05-15,1,0.924240696683718,51.0,1
+2021-05-19,100,S,2021-05-15,1,1.2323209289116264,51.0,1
+2021-05-20,100,S,2021-05-15,1,1.5404011611395347,53.0,1
+2021-05-21,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-05-22,100,S,2021-05-15,1,1.5404011611395347,49.0,1
+2021-05-23,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-05-24,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-05-25,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-05-26,100,S,2021-05-15,1,1.5404011611395347,52.0,1
+2021-05-27,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-05-28,100,S,2021-05-15,1,1.5404011611395347,52.0,1
+2021-05-29,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-05-30,100,S,2021-05-15,1,1.5404011611395347,50.0,1
+2021-05-31,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-06-01,100,S,2021-05-15,1,1.5404011611395347,52.0,1
+2021-06-02,100,S,2021-05-15,1,1.5404011611395347,52.0,1
+2021-06-03,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-06-04,100,S,2021-05-15,1,1.5404011611395347,50.0,1
+2021-06-05,100,S,2021-05-15,1,1.5404011611395347,50.0,1
+2021-06-06,100,S,2021-05-15,1,1.5404011611395347,50.0,1
+2021-06-07,100,S,2021-05-15,1,1.5404011611395347,50.0,1
+2021-06-08,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-06-09,100,S,2021-05-15,1,1.5404011611395347,52.0,1
+2021-06-10,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-06-11,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-06-12,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-06-13,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-06-14,100,S,2021-05-15,1,1.5404011611395347,49.0,1
+2021-06-15,100,S,2021-05-15,1,1.5404011611395347,50.0,1
+2021-06-16,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-06-17,100,S,2021-05-15,1,1.5404011611395347,52.0,1
+2021-06-18,100,S,2021-05-15,1,1.5404011611395347,50.0,1
+2021-06-19,100,S,2021-05-15,1,1.5404011611395347,50.0,1
+2021-06-20,100,S,2021-05-15,1,1.5404011611395347,52.0,1
+2021-06-21,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-06-22,100,S,2021-05-15,1,1.5404011611395347,52.0,1
+2021-06-23,100,S,2021-05-15,1,1.5404011611395347,49.0,1
+2021-06-24,100,S,2021-05-15,1,1.5404011611395347,50.0,1
+2021-06-25,100,S,2021-05-15,1,1.5404011611395347,52.0,1
+2021-06-26,100,S,2021-05-15,1,1.5404011611395347,49.0,1
+2021-06-27,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-06-28,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-06-29,100,S,2021-05-15,1,1.5404011611395347,52.0,1
+2021-06-30,100,S,2021-05-15,1,1.5404011611395347,50.0,1
+2021-07-01,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-07-02,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-07-03,100,S,2021-05-15,1,1.5404011611395347,50.0,1
+2021-07-04,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-07-05,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-07-06,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-07-07,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-07-08,100,S,2021-05-15,1,1.5404011611395347,50.0,1
+2021-07-09,100,S,2021-05-15,1,1.5404011611395347,50.0,1
+2021-07-10,100,S,2021-05-15,1,1.5404011611395347,50.0,1
+2021-07-11,100,S,2021-05-15,1,1.5404011611395347,49.0,1
+2021-07-12,100,S,2021-05-15,1,1.5404011611395347,50.0,1
+2021-07-13,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-07-14,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-07-15,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-07-16,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-07-17,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-07-18,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-07-19,100,S,2021-05-15,1,1.5404011611395347,52.0,1
+2021-07-20,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-07-21,100,S,2021-05-15,1,1.5404011611395347,50.0,1
+2021-07-22,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-07-23,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-07-24,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-07-25,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-07-26,100,S,2021-05-15,1,1.5404011611395347,52.0,1
+2021-07-27,100,S,2021-05-15,1,1.5404011611395347,52.0,1
+2021-07-28,100,S,2021-05-15,1,1.5404011611395347,50.0,1
+2021-07-29,100,S,2021-05-15,1,1.5404011611395347,49.0,1
+2021-07-30,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-07-31,100,S,2021-05-15,1,1.5404011611395347,51.0,1
+2021-05-01,101,N,2021-06-20,1,0.0,49.0,0
+2021-05-02,101,N,2021-06-20,1,0.0,49.0,0
+2021-05-03,101,N,2021-06-20,1,0.0,50.0,0
+2021-05-04,101,N,2021-06-20,1,0.0,49.0,0
+2021-05-05,101,N,2021-06-20,1,0.0,48.0,0
+2021-05-06,101,N,2021-06-20,1,0.0,48.0,0
+2021-05-07,101,N,2021-06-20,1,0.0,49.0,0
+2021-05-08,101,N,2021-06-20,1,0.0,48.0,0
+2021-05-09,101,N,2021-06-20,1,0.0,48.0,0
+2021-05-10,101,N,2021-06-20,1,0.0,51.0,0
+2021-05-11,101,N,2021-06-20,1,0.0,49.0,0
+2021-05-12,101,N,2021-06-20,1,0.0,48.0,0
+2021-05-13,101,N,2021-06-20,1,0.0,49.0,0
+2021-05-14,101,N,2021-06-20,1,0.0,48.0,0
+2021-05-15,101,N,2021-06-20,1,0.0,50.0,0
+2021-05-16,101,N,2021-06-20,1,0.0,49.0,0
+2021-05-17,101,N,2021-06-20,1,0.0,49.0,0
+2021-05-18,101,N,2021-06-20,1,0.0,49.0,0
+2021-05-19,101,N,2021-06-20,1,0.0,49.0,0
+2021-05-20,101,N,2021-06-20,1,0.0,51.0,0
+2021-05-21,101,N,2021-06-20,1,0.0,50.0,0
+2021-05-22,101,N,2021-06-20,1,0.0,50.0,0
+2021-05-23,101,N,2021-06-20,1,0.0,50.0,0
+2021-05-24,101,N,2021-06-20,1,0.0,50.0,0
+2021-05-25,101,N,2021-06-20,1,0.0,51.0,0
+2021-05-26,101,N,2021-06-20,1,0.0,52.0,0
+2021-05-27,101,N,2021-06-20,1,0.0,50.0,0
+2021-05-28,101,N,2021-06-20,1,0.0,51.0,0
+2021-05-29,101,N,2021-06-20,1,0.0,50.0,0
+2021-05-30,101,N,2021-06-20,1,0.0,51.0,0
+2021-05-31,101,N,2021-06-20,1,0.0,52.0,0
+2021-06-01,101,N,2021-06-20,1,0.0,52.0,0
+2021-06-02,101,N,2021-06-20,1,0.0,52.0,0
+2021-06-03,101,N,2021-06-20,1,0.0,52.0,0
+2021-06-04,101,N,2021-06-20,1,0.0,50.0,0
+2021-06-05,101,N,2021-06-20,1,0.0,50.0,0
+2021-06-06,101,N,2021-06-20,1,0.0,51.0,0
+2021-06-07,101,N,2021-06-20,1,0.0,50.0,0
+2021-06-08,101,N,2021-06-20,1,0.0,51.0,0
+2021-06-09,101,N,2021-06-20,1,0.0,53.0,0
+2021-06-10,101,N,2021-06-20,1,0.0,52.0,0
+2021-06-11,101,N,2021-06-20,1,0.0,52.0,0
+2021-06-12,101,N,2021-06-20,1,0.0,52.0,0
+2021-06-13,101,N,2021-06-20,1,0.0,51.0,0
+2021-06-14,101,N,2021-06-20,1,0.0,52.0,0
+2021-06-15,101,N,2021-06-20,1,0.0,52.0,0
+2021-06-16,101,N,2021-06-20,1,0.0,53.0,0
+2021-06-17,101,N,2021-06-20,1,0.0,54.0,0
+2021-06-18,101,N,2021-06-20,1,0.0,53.0,0
+2021-06-19,101,N,2021-06-20,1,0.0,52.0,0
+2021-06-20,101,N,2021-06-20,1,0.0,53.0,1
+2021-06-21,101,N,2021-06-20,1,0.912144529040269,54.0,1
+2021-06-22,101,N,2021-06-20,1,1.824289058080538,56.0,1
+2021-06-23,101,N,2021-06-20,1,2.7364335871208,56.0,1
+2021-06-24,101,N,2021-06-20,1,3.648578116161069,55.0,1
+2021-06-25,101,N,2021-06-20,1,4.560722645201338,59.0,1
+2021-06-26,101,N,2021-06-20,1,4.560722645201338,58.0,1
+2021-06-27,101,N,2021-06-20,1,4.560722645201338,59.0,1
+2021-06-28,101,N,2021-06-20,1,4.560722645201338,59.0,1
+2021-06-29,101,N,2021-06-20,1,4.560722645201338,59.0,1
+2021-06-30,101,N,2021-06-20,1,4.560722645201338,58.0,1
+2021-07-01,101,N,2021-06-20,1,4.560722645201338,61.0,1
+2021-07-02,101,N,2021-06-20,1,4.560722645201338,58.0,1
+2021-07-03,101,N,2021-06-20,1,4.560722645201338,57.0,1
+2021-07-04,101,N,2021-06-20,1,4.560722645201338,58.0,1
+2021-07-05,101,N,2021-06-20,1,4.560722645201338,59.0,1
+2021-07-06,101,N,2021-06-20,1,4.560722645201338,60.0,1
+2021-07-07,101,N,2021-06-20,1,4.560722645201338,60.0,1
+2021-07-08,101,N,2021-06-20,1,4.560722645201338,59.0,1
+2021-07-09,101,N,2021-06-20,1,4.560722645201338,60.0,1
+2021-07-10,101,N,2021-06-20,1,4.560722645201338,58.0,1
+2021-07-11,101,N,2021-06-20,1,4.560722645201338,60.0,1
+2021-07-12,101,N,2021-06-20,1,4.560722645201338,60.0,1
+2021-07-13,101,N,2021-06-20,1,4.560722645201338,60.0,1
+2021-07-14,101,N,2021-06-20,1,4.560722645201338,61.0,1
+2021-07-15,101,N,2021-06-20,1,4.560722645201338,61.0,1
+2021-07-16,101,N,2021-06-20,1,4.560722645201338,61.0,1
+2021-07-17,101,N,2021-06-20,1,4.560722645201338,60.0,1
+2021-07-18,101,N,2021-06-20,1,4.560722645201338,60.0,1
+2021-07-19,101,N,2021-06-20,1,4.560722645201338,60.0,1
+2021-07-20,101,N,2021-06-20,1,4.560722645201338,60.0,1
+2021-07-21,101,N,2021-06-20,1,4.560722645201338,61.0,1
+2021-07-22,101,N,2021-06-20,1,4.560722645201338,61.0,1
+2021-07-23,101,N,2021-06-20,1,4.560722645201338,62.0,1
+2021-07-24,101,N,2021-06-20,1,4.560722645201338,60.0,1
+2021-07-25,101,N,2021-06-20,1,4.560722645201338,59.0,1
+2021-07-26,101,N,2021-06-20,1,4.560722645201338,63.0,1
+2021-07-27,101,N,2021-06-20,1,4.560722645201338,62.0,1
+2021-07-28,101,N,2021-06-20,1,4.560722645201338,61.0,1
+2021-07-29,101,N,2021-06-20,1,4.560722645201338,61.0,1
+2021-07-30,101,N,2021-06-20,1,4.560722645201338,60.0,1
+2021-07-31,101,N,2021-06-20,1,4.560722645201338,61.0,1
+2021-05-01,102,S,2100-01-01,0,0.0,53.0,0
+2021-05-02,102,S,2100-01-01,0,0.0,51.0,0
+2021-05-03,102,S,2100-01-01,0,0.0,51.0,0
+2021-05-04,102,S,2100-01-01,0,0.0,51.0,0
+2021-05-05,102,S,2100-01-01,0,0.0,50.0,0
+2021-05-06,102,S,2100-01-01,0,0.0,52.0,0
+2021-05-07,102,S,2100-01-01,0,0.0,50.0,0
+2021-05-08,102,S,2100-01-01,0,0.0,50.0,0
+2021-05-09,102,S,2100-01-01,0,0.0,52.0,0
+2021-05-10,102,S,2100-01-01,0,0.0,52.0,0
+2021-05-11,102,S,2100-01-01,0,0.0,50.0,0
+2021-05-12,102,S,2100-01-01,0,0.0,51.0,0
+2021-05-13,102,S,2100-01-01,0,0.0,49.0,0
+2021-05-14,102,S,2100-01-01,0,0.0,49.0,0
+2021-05-15,102,S,2100-01-01,0,0.0,51.0,0
+2021-05-16,102,S,2100-01-01,0,0.0,51.0,0
+2021-05-17,102,S,2100-01-01,0,0.0,52.0,0
+2021-05-18,102,S,2100-01-01,0,0.0,53.0,0
+2021-05-19,102,S,2100-01-01,0,0.0,51.0,0
+2021-05-20,102,S,2100-01-01,0,0.0,53.0,0
+2021-05-21,102,S,2100-01-01,0,0.0,52.0,0
+2021-05-22,102,S,2100-01-01,0,0.0,52.0,0
+2021-05-23,102,S,2100-01-01,0,0.0,52.0,0
+2021-05-24,102,S,2100-01-01,0,0.0,50.0,0
+2021-05-25,102,S,2100-01-01,0,0.0,52.0,0
+2021-05-26,102,S,2100-01-01,0,0.0,51.0,0
+2021-05-27,102,S,2100-01-01,0,0.0,51.0,0
+2021-05-28,102,S,2100-01-01,0,0.0,51.0,0
+2021-05-29,102,S,2100-01-01,0,0.0,51.0,0
+2021-05-30,102,S,2100-01-01,0,0.0,52.0,0
+2021-05-31,102,S,2100-01-01,0,0.0,53.0,0
+2021-06-01,102,S,2100-01-01,0,0.0,53.0,0
+2021-06-02,102,S,2100-01-01,0,0.0,53.0,0
+2021-06-03,102,S,2100-01-01,0,0.0,52.0,0
+2021-06-04,102,S,2100-01-01,0,0.0,50.0,0
+2021-06-05,102,S,2100-01-01,0,0.0,51.0,0
+2021-06-06,102,S,2100-01-01,0,0.0,50.0,0
+2021-06-07,102,S,2100-01-01,0,0.0,51.0,0
+2021-06-08,102,S,2100-01-01,0,0.0,52.0,0
+2021-06-09,102,S,2100-01-01,0,0.0,51.0,0
+2021-06-10,102,S,2100-01-01,0,0.0,51.0,0
+2021-06-11,102,S,2100-01-01,0,0.0,50.0,0
+2021-06-12,102,S,2100-01-01,0,0.0,50.0,0
+2021-06-13,102,S,2100-01-01,0,0.0,51.0,0
+2021-06-14,102,S,2100-01-01,0,0.0,52.0,0
+2021-06-15,102,S,2100-01-01,0,0.0,50.0,0
+2021-06-16,102,S,2100-01-01,0,0.0,51.0,0
+2021-06-17,102,S,2100-01-01,0,0.0,52.0,0
+2021-06-18,102,S,2100-01-01,0,0.0,50.0,0
+2021-06-19,102,S,2100-01-01,0,0.0,50.0,0
+2021-06-20,102,S,2100-01-01,0,0.0,50.0,0
+2021-06-21,102,S,2100-01-01,0,0.0,52.0,0
+2021-06-22,102,S,2100-01-01,0,0.0,52.0,0
+2021-06-23,102,S,2100-01-01,0,0.0,52.0,0
+2021-06-24,102,S,2100-01-01,0,0.0,52.0,0
+2021-06-25,102,S,2100-01-01,0,0.0,51.0,0
+2021-06-26,102,S,2100-01-01,0,0.0,51.0,0
+2021-06-27,102,S,2100-01-01,0,0.0,50.0,0
+2021-06-28,102,S,2100-01-01,0,0.0,51.0,0
+2021-06-29,102,S,2100-01-01,0,0.0,52.0,0
+2021-06-30,102,S,2100-01-01,0,0.0,52.0,0
+2021-07-01,102,S,2100-01-01,0,0.0,50.0,0
+2021-07-02,102,S,2100-01-01,0,0.0,50.0,0
+2021-07-03,102,S,2100-01-01,0,0.0,50.0,0
+2021-07-04,102,S,2100-01-01,0,0.0,50.0,0
+2021-07-05,102,S,2100-01-01,0,0.0,51.0,0
+2021-07-06,102,S,2100-01-01,0,0.0,52.0,0
+2021-07-07,102,S,2100-01-01,0,0.0,53.0,0
+2021-07-08,102,S,2100-01-01,0,0.0,51.0,0
+2021-07-09,102,S,2100-01-01,0,0.0,51.0,0
+2021-07-10,102,S,2100-01-01,0,0.0,49.0,0
+2021-07-11,102,S,2100-01-01,0,0.0,50.0,0
+2021-07-12,102,S,2100-01-01,0,0.0,53.0,0
+2021-07-13,102,S,2100-01-01,0,0.0,52.0,0
+2021-07-14,102,S,2100-01-01,0,0.0,52.0,0
+2021-07-15,102,S,2100-01-01,0,0.0,52.0,0
+2021-07-16,102,S,2100-01-01,0,0.0,51.0,0
+2021-07-17,102,S,2100-01-01,0,0.0,51.0,0
+2021-07-18,102,S,2100-01-01,0,0.0,51.0,0
+2021-07-19,102,S,2100-01-01,0,0.0,52.0,0
+2021-07-20,102,S,2100-01-01,0,0.0,51.0,0
+2021-07-21,102,S,2100-01-01,0,0.0,50.0,0
+2021-07-22,102,S,2100-01-01,0,0.0,50.0,0
+2021-07-23,102,S,2100-01-01,0,0.0,51.0,0
+2021-07-24,102,S,2100-01-01,0,0.0,51.0,0
+2021-07-25,102,S,2100-01-01,0,0.0,50.0,0
+2021-07-26,102,S,2100-01-01,0,0.0,52.0,0
+2021-07-27,102,S,2100-01-01,0,0.0,52.0,0
+2021-07-28,102,S,2100-01-01,0,0.0,53.0,0
+2021-07-29,102,S,2100-01-01,0,0.0,52.0,0
+2021-07-30,102,S,2100-01-01,0,0.0,51.0,0
+2021-07-31,102,S,2100-01-01,0,0.0,50.0,0
+2021-05-01,103,W,2100-01-01,0,0.0,26.0,0
+2021-05-02,103,W,2100-01-01,0,0.0,26.0,0
+2021-05-03,103,W,2100-01-01,0,0.0,27.0,0
+2021-05-04,103,W,2100-01-01,0,0.0,27.0,0
+2021-05-05,103,W,2100-01-01,0,0.0,28.0,0
+2021-05-06,103,W,2100-01-01,0,0.0,30.0,0
+2021-05-07,103,W,2100-01-01,0,0.0,28.0,0
+2021-05-08,103,W,2100-01-01,0,0.0,27.0,0
+2021-05-09,103,W,2100-01-01,0,0.0,28.0,0
+2021-05-10,103,W,2100-01-01,0,0.0,30.0,0
+2021-05-11,103,W,2100-01-01,0,0.0,29.0,0
+2021-05-12,103,W,2100-01-01,0,0.0,30.0,0
+2021-05-13,103,W,2100-01-01,0,0.0,28.0,0
+2021-05-14,103,W,2100-01-01,0,0.0,27.0,0
+2021-05-15,103,W,2100-01-01,0,0.0,29.0,0
+2021-05-16,103,W,2100-01-01,0,0.0,29.0,0
+2021-05-17,103,W,2100-01-01,0,0.0,30.0,0
+2021-05-18,103,W,2100-01-01,0,0.0,30.0,0
+2021-05-19,103,W,2100-01-01,0,0.0,30.0,0
+2021-05-20,103,W,2100-01-01,0,0.0,31.0,0
+2021-05-21,103,W,2100-01-01,0,0.0,29.0,0
+2021-05-22,103,W,2100-01-01,0,0.0,31.0,0
+2021-05-23,103,W,2100-01-01,0,0.0,31.0,0
+2021-05-24,103,W,2100-01-01,0,0.0,32.0,0
+2021-05-25,103,W,2100-01-01,0,0.0,33.0,0
+2021-05-26,103,W,2100-01-01,0,0.0,32.0,0
+2021-05-27,103,W,2100-01-01,0,0.0,30.0,0
+2021-05-28,103,W,2100-01-01,0,0.0,32.0,0
+2021-05-29,103,W,2100-01-01,0,0.0,32.0,0
+2021-05-30,103,W,2100-01-01,0,0.0,32.0,0
+2021-05-31,103,W,2100-01-01,0,0.0,34.0,0
+2021-06-01,103,W,2100-01-01,0,0.0,32.0,0
+2021-06-02,103,W,2100-01-01,0,0.0,33.0,0
+2021-06-03,103,W,2100-01-01,0,0.0,33.0,0
+2021-06-04,103,W,2100-01-01,0,0.0,33.0,0
+2021-06-05,103,W,2100-01-01,0,0.0,34.0,0
+2021-06-06,103,W,2100-01-01,0,0.0,34.0,0
+2021-06-07,103,W,2100-01-01,0,0.0,33.0,0
+2021-06-08,103,W,2100-01-01,0,0.0,34.0,0
+2021-06-09,103,W,2100-01-01,0,0.0,35.0,0
+2021-06-10,103,W,2100-01-01,0,0.0,35.0,0
+2021-06-11,103,W,2100-01-01,0,0.0,34.0,0
+2021-06-12,103,W,2100-01-01,0,0.0,34.0,0
+2021-06-13,103,W,2100-01-01,0,0.0,35.0,0
+2021-06-14,103,W,2100-01-01,0,0.0,37.0,0
+2021-06-15,103,W,2100-01-01,0,0.0,36.0,0
+2021-06-16,103,W,2100-01-01,0,0.0,34.0,0
+2021-06-17,103,W,2100-01-01,0,0.0,36.0,0
+2021-06-18,103,W,2100-01-01,0,0.0,35.0,0
+2021-06-19,103,W,2100-01-01,0,0.0,37.0,0
+2021-06-20,103,W,2100-01-01,0,0.0,37.0,0
+2021-06-21,103,W,2100-01-01,0,0.0,37.0,0
+2021-06-22,103,W,2100-01-01,0,0.0,39.0,0
+2021-06-23,103,W,2100-01-01,0,0.0,37.0,0
+2021-06-24,103,W,2100-01-01,0,0.0,38.0,0
+2021-06-25,103,W,2100-01-01,0,0.0,38.0,0
+2021-06-26,103,W,2100-01-01,0,0.0,38.0,0
+2021-06-27,103,W,2100-01-01,0,0.0,37.0,0
+2021-06-28,103,W,2100-01-01,0,0.0,38.0,0
+2021-06-29,103,W,2100-01-01,0,0.0,38.0,0
+2021-06-30,103,W,2100-01-01,0,0.0,38.0,0
+2021-07-01,103,W,2100-01-01,0,0.0,39.0,0
+2021-07-02,103,W,2100-01-01,0,0.0,39.0,0
+2021-07-03,103,W,2100-01-01,0,0.0,38.0,0
+2021-07-04,103,W,2100-01-01,0,0.0,39.0,0
+2021-07-05,103,W,2100-01-01,0,0.0,40.0,0
+2021-07-06,103,W,2100-01-01,0,0.0,39.0,0
+2021-07-07,103,W,2100-01-01,0,0.0,40.0,0
+2021-07-08,103,W,2100-01-01,0,0.0,40.0,0
+2021-07-09,103,W,2100-01-01,0,0.0,42.0,0
+2021-07-10,103,W,2100-01-01,0,0.0,39.0,0
+2021-07-11,103,W,2100-01-01,0,0.0,41.0,0
+2021-07-12,103,W,2100-01-01,0,0.0,40.0,0
+2021-07-13,103,W,2100-01-01,0,0.0,40.0,0
+2021-07-14,103,W,2100-01-01,0,0.0,42.0,0
+2021-07-15,103,W,2100-01-01,0,0.0,42.0,0
+2021-07-16,103,W,2100-01-01,0,0.0,40.0,0
+2021-07-17,103,W,2100-01-01,0,0.0,41.0,0
+2021-07-18,103,W,2100-01-01,0,0.0,43.0,0
+2021-07-19,103,W,2100-01-01,0,0.0,43.0,0
+2021-07-20,103,W,2100-01-01,0,0.0,42.0,0
+2021-07-21,103,W,2100-01-01,0,0.0,43.0,0
+2021-07-22,103,W,2100-01-01,0,0.0,44.0,0
+2021-07-23,103,W,2100-01-01,0,0.0,44.0,0
+2021-07-24,103,W,2100-01-01,0,0.0,42.0,0
+2021-07-25,103,W,2100-01-01,0,0.0,42.0,0
+2021-07-26,103,W,2100-01-01,0,0.0,43.0,0
+2021-07-27,103,W,2100-01-01,0,0.0,45.0,0
+2021-07-28,103,W,2100-01-01,0,0.0,44.0,0
+2021-07-29,103,W,2100-01-01,0,0.0,43.0,0
+2021-07-30,103,W,2100-01-01,0,0.0,44.0,0
+2021-07-31,103,W,2100-01-01,0,0.0,44.0,0
+2021-05-01,104,N,2021-06-04,1,0.0,39.0,0
+2021-05-02,104,N,2021-06-04,1,0.0,42.0,0
+2021-05-03,104,N,2021-06-04,1,0.0,41.0,0
+2021-05-04,104,N,2021-06-04,1,0.0,40.0,0
+2021-05-05,104,N,2021-06-04,1,0.0,41.0,0
+2021-05-06,104,N,2021-06-04,1,0.0,40.0,0
+2021-05-07,104,N,2021-06-04,1,0.0,41.0,0
+2021-05-08,104,N,2021-06-04,1,0.0,41.0,0
+2021-05-09,104,N,2021-06-04,1,0.0,42.0,0
+2021-05-10,104,N,2021-06-04,1,0.0,44.0,0
+2021-05-11,104,N,2021-06-04,1,0.0,41.0,0
+2021-05-12,104,N,2021-06-04,1,0.0,41.0,0
+2021-05-13,104,N,2021-06-04,1,0.0,41.0,0
+2021-05-14,104,N,2021-06-04,1,0.0,41.0,0
+2021-05-15,104,N,2021-06-04,1,0.0,40.0,0
+2021-05-16,104,N,2021-06-04,1,0.0,42.0,0
+2021-05-17,104,N,2021-06-04,1,0.0,43.0,0
+2021-05-18,104,N,2021-06-04,1,0.0,42.0,0
+2021-05-19,104,N,2021-06-04,1,0.0,40.0,0
+2021-05-20,104,N,2021-06-04,1,0.0,44.0,0
+2021-05-21,104,N,2021-06-04,1,0.0,42.0,0
+2021-05-22,104,N,2021-06-04,1,0.0,42.0,0
+2021-05-23,104,N,2021-06-04,1,0.0,41.0,0
+2021-05-24,104,N,2021-06-04,1,0.0,44.0,0
+2021-05-25,104,N,2021-06-04,1,0.0,43.0,0
+2021-05-26,104,N,2021-06-04,1,0.0,43.0,0
+2021-05-27,104,N,2021-06-04,1,0.0,42.0,0
+2021-05-28,104,N,2021-06-04,1,0.0,44.0,0
+2021-05-29,104,N,2021-06-04,1,0.0,44.0,0
+2021-05-30,104,N,2021-06-04,1,0.0,43.0,0
+2021-05-31,104,N,2021-06-04,1,0.0,45.0,0
+2021-06-01,104,N,2021-06-04,1,0.0,44.0,0
+2021-06-02,104,N,2021-06-04,1,0.0,43.0,0
+2021-06-03,104,N,2021-06-04,1,0.0,42.0,0
+2021-06-04,104,N,2021-06-04,1,0.0,43.0,1
+2021-06-05,104,N,2021-06-04,1,0.5618132157867706,43.0,1
+2021-06-06,104,N,2021-06-04,1,1.123626431573534,45.0,1
+2021-06-07,104,N,2021-06-04,1,1.6854396473603046,46.0,1
+2021-06-08,104,N,2021-06-04,1,2.247252863147075,48.0,1
+2021-06-09,104,N,2021-06-04,1,2.8090660789338386,47.0,1
+2021-06-10,104,N,2021-06-04,1,2.8090660789338386,47.0,1
+2021-06-11,104,N,2021-06-04,1,2.8090660789338386,46.0,1
+2021-06-12,104,N,2021-06-04,1,2.8090660789338386,47.0,1
+2021-06-13,104,N,2021-06-04,1,2.8090660789338386,46.0,1
+2021-06-14,104,N,2021-06-04,1,2.8090660789338386,48.0,1
+2021-06-15,104,N,2021-06-04,1,2.8090660789338386,47.0,1
+2021-06-16,104,N,2021-06-04,1,2.8090660789338386,47.0,1
+2021-06-17,104,N,2021-06-04,1,2.8090660789338386,48.0,1
+2021-06-18,104,N,2021-06-04,1,2.8090660789338386,47.0,1
+2021-06-19,104,N,2021-06-04,1,2.8090660789338386,49.0,1
+2021-06-20,104,N,2021-06-04,1,2.8090660789338386,49.0,1
+2021-06-21,104,N,2021-06-04,1,2.8090660789338386,50.0,1
+2021-06-22,104,N,2021-06-04,1,2.8090660789338386,50.0,1
+2021-06-23,104,N,2021-06-04,1,2.8090660789338386,49.0,1
+2021-06-24,104,N,2021-06-04,1,2.8090660789338386,50.0,1
+2021-06-25,104,N,2021-06-04,1,2.8090660789338386,49.0,1
+2021-06-26,104,N,2021-06-04,1,2.8090660789338386,47.0,1
+2021-06-27,104,N,2021-06-04,1,2.8090660789338386,47.0,1
+2021-06-28,104,N,2021-06-04,1,2.8090660789338386,51.0,1
+2021-06-29,104,N,2021-06-04,1,2.8090660789338386,50.0,1
+2021-06-30,104,N,2021-06-04,1,2.8090660789338386,48.0,1
+2021-07-01,104,N,2021-06-04,1,2.8090660789338386,49.0,1
+2021-07-02,104,N,2021-06-04,1,2.8090660789338386,50.0,1
+2021-07-03,104,N,2021-06-04,1,2.8090660789338386,48.0,1
+2021-07-04,104,N,2021-06-04,1,2.8090660789338386,49.0,1
+2021-07-05,104,N,2021-06-04,1,2.8090660789338386,50.0,1
+2021-07-06,104,N,2021-06-04,1,2.8090660789338386,50.0,1
+2021-07-07,104,N,2021-06-04,1,2.8090660789338386,50.0,1
+2021-07-08,104,N,2021-06-04,1,2.8090660789338386,50.0,1
+2021-07-09,104,N,2021-06-04,1,2.8090660789338386,50.0,1
+2021-07-10,104,N,2021-06-04,1,2.8090660789338386,48.0,1
+2021-07-11,104,N,2021-06-04,1,2.8090660789338386,50.0,1
+2021-07-12,104,N,2021-06-04,1,2.8090660789338386,51.0,1
+2021-07-13,104,N,2021-06-04,1,2.8090660789338386,50.0,1
+2021-07-14,104,N,2021-06-04,1,2.8090660789338386,50.0,1
+2021-07-15,104,N,2021-06-04,1,2.8090660789338386,51.0,1
+2021-07-16,104,N,2021-06-04,1,2.8090660789338386,50.0,1
+2021-07-17,104,N,2021-06-04,1,2.8090660789338386,50.0,1
+2021-07-18,104,N,2021-06-04,1,2.8090660789338386,50.0,1
+2021-07-19,104,N,2021-06-04,1,2.8090660789338386,52.0,1
+2021-07-20,104,N,2021-06-04,1,2.8090660789338386,51.0,1
+2021-07-21,104,N,2021-06-04,1,2.8090660789338386,50.0,1
+2021-07-22,104,N,2021-06-04,1,2.8090660789338386,52.0,1
+2021-07-23,104,N,2021-06-04,1,2.8090660789338386,52.0,1
+2021-07-24,104,N,2021-06-04,1,2.8090660789338386,51.0,1
+2021-07-25,104,N,2021-06-04,1,2.8090660789338386,50.0,1
+2021-07-26,104,N,2021-06-04,1,2.8090660789338386,52.0,1
+2021-07-27,104,N,2021-06-04,1,2.8090660789338386,52.0,1
+2021-07-28,104,N,2021-06-04,1,2.8090660789338386,51.0,1
+2021-07-29,104,N,2021-06-04,1,2.8090660789338386,52.0,1
+2021-07-30,104,N,2021-06-04,1,2.8090660789338386,50.0,1
+2021-07-31,104,N,2021-06-04,1,2.8090660789338386,52.0,1
+2021-05-01,105,N,2100-01-01,0,0.0,41.0,0
+2021-05-02,105,N,2100-01-01,0,0.0,42.0,0
+2021-05-03,105,N,2100-01-01,0,0.0,44.0,0
+2021-05-04,105,N,2100-01-01,0,0.0,43.0,0
+2021-05-05,105,N,2100-01-01,0,0.0,42.0,0
+2021-05-06,105,N,2100-01-01,0,0.0,43.0,0
+2021-05-07,105,N,2100-01-01,0,0.0,42.0,0
+2021-05-08,105,N,2100-01-01,0,0.0,42.0,0
+2021-05-09,105,N,2100-01-01,0,0.0,44.0,0
+2021-05-10,105,N,2100-01-01,0,0.0,45.0,0
+2021-05-11,105,N,2100-01-01,0,0.0,42.0,0
+2021-05-12,105,N,2100-01-01,0,0.0,42.0,0
+2021-05-13,105,N,2100-01-01,0,0.0,42.0,0
+2021-05-14,105,N,2100-01-01,0,0.0,43.0,0
+2021-05-15,105,N,2100-01-01,0,0.0,44.0,0
+2021-05-16,105,N,2100-01-01,0,0.0,44.0,0
+2021-05-17,105,N,2100-01-01,0,0.0,45.0,0
+2021-05-18,105,N,2100-01-01,0,0.0,44.0,0
+2021-05-19,105,N,2100-01-01,0,0.0,43.0,0
+2021-05-20,105,N,2100-01-01,0,0.0,43.0,0
+2021-05-21,105,N,2100-01-01,0,0.0,46.0,0
+2021-05-22,105,N,2100-01-01,0,0.0,44.0,0
+2021-05-23,105,N,2100-01-01,0,0.0,45.0,0
+2021-05-24,105,N,2100-01-01,0,0.0,46.0,0
+2021-05-25,105,N,2100-01-01,0,0.0,45.0,0
+2021-05-26,105,N,2100-01-01,0,0.0,45.0,0
+2021-05-27,105,N,2100-01-01,0,0.0,43.0,0
+2021-05-28,105,N,2100-01-01,0,0.0,47.0,0
+2021-05-29,105,N,2100-01-01,0,0.0,45.0,0
+2021-05-30,105,N,2100-01-01,0,0.0,46.0,0
+2021-05-31,105,N,2100-01-01,0,0.0,45.0,0
+2021-06-01,105,N,2100-01-01,0,0.0,46.0,0
+2021-06-02,105,N,2100-01-01,0,0.0,46.0,0
+2021-06-03,105,N,2100-01-01,0,0.0,44.0,0
+2021-06-04,105,N,2100-01-01,0,0.0,44.0,0
+2021-06-05,105,N,2100-01-01,0,0.0,43.0,0
+2021-06-06,105,N,2100-01-01,0,0.0,45.0,0
+2021-06-07,105,N,2100-01-01,0,0.0,45.0,0
+2021-06-08,105,N,2100-01-01,0,0.0,45.0,0
+2021-06-09,105,N,2100-01-01,0,0.0,46.0,0
+2021-06-10,105,N,2100-01-01,0,0.0,46.0,0
+2021-06-11,105,N,2100-01-01,0,0.0,46.0,0
+2021-06-12,105,N,2100-01-01,0,0.0,45.0,0
+2021-06-13,105,N,2100-01-01,0,0.0,47.0,0
+2021-06-14,105,N,2100-01-01,0,0.0,47.0,0
+2021-06-15,105,N,2100-01-01,0,0.0,47.0,0
+2021-06-16,105,N,2100-01-01,0,0.0,47.0,0
+2021-06-17,105,N,2100-01-01,0,0.0,48.0,0
+2021-06-18,105,N,2100-01-01,0,0.0,46.0,0
+2021-06-19,105,N,2100-01-01,0,0.0,46.0,0
+2021-06-20,105,N,2100-01-01,0,0.0,46.0,0
+2021-06-21,105,N,2100-01-01,0,0.0,47.0,0
+2021-06-22,105,N,2100-01-01,0,0.0,48.0,0
+2021-06-23,105,N,2100-01-01,0,0.0,48.0,0
+2021-06-24,105,N,2100-01-01,0,0.0,47.0,0
+2021-06-25,105,N,2100-01-01,0,0.0,49.0,0
+2021-06-26,105,N,2100-01-01,0,0.0,47.0,0
+2021-06-27,105,N,2100-01-01,0,0.0,47.0,0
+2021-06-28,105,N,2100-01-01,0,0.0,49.0,0
+2021-06-29,105,N,2100-01-01,0,0.0,49.0,0
+2021-06-30,105,N,2100-01-01,0,0.0,48.0,0
+2021-07-01,105,N,2100-01-01,0,0.0,48.0,0
+2021-07-02,105,N,2100-01-01,0,0.0,49.0,0
+2021-07-03,105,N,2100-01-01,0,0.0,46.0,0
+2021-07-04,105,N,2100-01-01,0,0.0,49.0,0
+2021-07-05,105,N,2100-01-01,0,0.0,50.0,0
+2021-07-06,105,N,2100-01-01,0,0.0,49.0,0
+2021-07-07,105,N,2100-01-01,0,0.0,50.0,0
+2021-07-08,105,N,2100-01-01,0,0.0,49.0,0
+2021-07-09,105,N,2100-01-01,0,0.0,49.0,0
+2021-07-10,105,N,2100-01-01,0,0.0,47.0,0
+2021-07-11,105,N,2100-01-01,0,0.0,49.0,0
+2021-07-12,105,N,2100-01-01,0,0.0,49.0,0
+2021-07-13,105,N,2100-01-01,0,0.0,48.0,0
+2021-07-14,105,N,2100-01-01,0,0.0,50.0,0
+2021-07-15,105,N,2100-01-01,0,0.0,51.0,0
+2021-07-16,105,N,2100-01-01,0,0.0,48.0,0
+2021-07-17,105,N,2100-01-01,0,0.0,50.0,0
+2021-07-18,105,N,2100-01-01,0,0.0,51.0,0
+2021-07-19,105,N,2100-01-01,0,0.0,50.0,0
+2021-07-20,105,N,2100-01-01,0,0.0,51.0,0
+2021-07-21,105,N,2100-01-01,0,0.0,51.0,0
+2021-07-22,105,N,2100-01-01,0,0.0,50.0,0
+2021-07-23,105,N,2100-01-01,0,0.0,49.0,0
+2021-07-24,105,N,2100-01-01,0,0.0,50.0,0
+2021-07-25,105,N,2100-01-01,0,0.0,49.0,0
+2021-07-26,105,N,2100-01-01,0,0.0,51.0,0
+2021-07-27,105,N,2100-01-01,0,0.0,51.0,0
+2021-07-28,105,N,2100-01-01,0,0.0,51.0,0
+2021-07-29,105,N,2100-01-01,0,0.0,50.0,0
+2021-07-30,105,N,2100-01-01,0,0.0,52.0,0
+2021-07-31,105,N,2100-01-01,0,0.0,50.0,0
+2021-05-01,106,E,2021-06-20,1,0.0,15.0,0
+2021-05-02,106,E,2021-06-20,1,0.0,15.0,0
+2021-05-03,106,E,2021-06-20,1,0.0,18.0,0
+2021-05-04,106,E,2021-06-20,1,0.0,16.0,0
+2021-05-05,106,E,2021-06-20,1,0.0,18.0,0
+2021-05-06,106,E,2021-06-20,1,0.0,19.0,0
+2021-05-07,106,E,2021-06-20,1,0.0,16.0,0
+2021-05-08,106,E,2021-06-20,1,0.0,17.0,0
+2021-05-09,106,E,2021-06-20,1,0.0,17.0,0
+2021-05-10,106,E,2021-06-20,1,0.0,18.0,0
+2021-05-11,106,E,2021-06-20,1,0.0,18.0,0
+2021-05-12,106,E,2021-06-20,1,0.0,19.0,0
+2021-05-13,106,E,2021-06-20,1,0.0,18.0,0
+2021-05-14,106,E,2021-06-20,1,0.0,17.0,0
+2021-05-15,106,E,2021-06-20,1,0.0,19.0,0
+2021-05-16,106,E,2021-06-20,1,0.0,20.0,0
+2021-05-17,106,E,2021-06-20,1,0.0,22.0,0
+2021-05-18,106,E,2021-06-20,1,0.0,20.0,0
+2021-05-19,106,E,2021-06-20,1,0.0,20.0,0
+2021-05-20,106,E,2021-06-20,1,0.0,22.0,0
+2021-05-21,106,E,2021-06-20,1,0.0,21.0,0
+2021-05-22,106,E,2021-06-20,1,0.0,23.0,0
+2021-05-23,106,E,2021-06-20,1,0.0,22.0,0
+2021-05-24,106,E,2021-06-20,1,0.0,22.0,0
+2021-05-25,106,E,2021-06-20,1,0.0,24.0,0
+2021-05-26,106,E,2021-06-20,1,0.0,24.0,0
+2021-05-27,106,E,2021-06-20,1,0.0,24.0,0
+2021-05-28,106,E,2021-06-20,1,0.0,25.0,0
+2021-05-29,106,E,2021-06-20,1,0.0,24.0,0
+2021-05-30,106,E,2021-06-20,1,0.0,25.0,0
+2021-05-31,106,E,2021-06-20,1,0.0,24.0,0
+2021-06-01,106,E,2021-06-20,1,0.0,25.0,0
+2021-06-02,106,E,2021-06-20,1,0.0,27.0,0
+2021-06-03,106,E,2021-06-20,1,0.0,25.0,0
+2021-06-04,106,E,2021-06-20,1,0.0,25.0,0
+2021-06-05,106,E,2021-06-20,1,0.0,26.0,0
+2021-06-06,106,E,2021-06-20,1,0.0,26.0,0
+2021-06-07,106,E,2021-06-20,1,0.0,27.0,0
+2021-06-08,106,E,2021-06-20,1,0.0,26.0,0
+2021-06-09,106,E,2021-06-20,1,0.0,27.0,0
+2021-06-10,106,E,2021-06-20,1,0.0,26.0,0
+2021-06-11,106,E,2021-06-20,1,0.0,28.0,0
+2021-06-12,106,E,2021-06-20,1,0.0,27.0,0
+2021-06-13,106,E,2021-06-20,1,0.0,28.0,0
+2021-06-14,106,E,2021-06-20,1,0.0,30.0,0
+2021-06-15,106,E,2021-06-20,1,0.0,29.0,0
+2021-06-16,106,E,2021-06-20,1,0.0,30.0,0
+2021-06-17,106,E,2021-06-20,1,0.0,30.0,0
+2021-06-18,106,E,2021-06-20,1,0.0,30.0,0
+2021-06-19,106,E,2021-06-20,1,0.0,31.0,0
+2021-06-20,106,E,2021-06-20,1,0.0,32.0,1
+2021-06-21,106,E,2021-06-20,1,0.19462979369388833,32.0,1
+2021-06-22,106,E,2021-06-20,1,0.38925958738777666,33.0,1
+2021-06-23,106,E,2021-06-20,1,0.5838893810816614,31.0,1
+2021-06-24,106,E,2021-06-20,1,0.7785191747755533,33.0,1
+2021-06-25,106,E,2021-06-20,1,0.9731489684694381,33.0,1
+2021-06-26,106,E,2021-06-20,1,0.9731489684694381,33.0,1
+2021-06-27,106,E,2021-06-20,1,0.9731489684694381,32.0,1
+2021-06-28,106,E,2021-06-20,1,0.9731489684694381,34.0,1
+2021-06-29,106,E,2021-06-20,1,0.9731489684694381,35.0,1
+2021-06-30,106,E,2021-06-20,1,0.9731489684694381,34.0,1
+2021-07-01,106,E,2021-06-20,1,0.9731489684694381,34.0,1
+2021-07-02,106,E,2021-06-20,1,0.9731489684694381,34.0,1
+2021-07-03,106,E,2021-06-20,1,0.9731489684694381,34.0,1
+2021-07-04,106,E,2021-06-20,1,0.9731489684694381,34.0,1
+2021-07-05,106,E,2021-06-20,1,0.9731489684694381,37.0,1
+2021-07-06,106,E,2021-06-20,1,0.9731489684694381,35.0,1
+2021-07-07,106,E,2021-06-20,1,0.9731489684694381,38.0,1
+2021-07-08,106,E,2021-06-20,1,0.9731489684694381,37.0,1
+2021-07-09,106,E,2021-06-20,1,0.9731489684694381,38.0,1
+2021-07-10,106,E,2021-06-20,1,0.9731489684694381,37.0,1
+2021-07-11,106,E,2021-06-20,1,0.9731489684694381,37.0,1
+2021-07-12,106,E,2021-06-20,1,0.9731489684694381,36.0,1
+2021-07-13,106,E,2021-06-20,1,0.9731489684694381,39.0,1
+2021-07-14,106,E,2021-06-20,1,0.9731489684694381,39.0,1
+2021-07-15,106,E,2021-06-20,1,0.9731489684694381,39.0,1
+2021-07-16,106,E,2021-06-20,1,0.9731489684694381,39.0,1
+2021-07-17,106,E,2021-06-20,1,0.9731489684694381,39.0,1
+2021-07-18,106,E,2021-06-20,1,0.9731489684694381,39.0,1
+2021-07-19,106,E,2021-06-20,1,0.9731489684694381,39.0,1
+2021-07-20,106,E,2021-06-20,1,0.9731489684694381,41.0,1
+2021-07-21,106,E,2021-06-20,1,0.9731489684694381,42.0,1
+2021-07-22,106,E,2021-06-20,1,0.9731489684694381,41.0,1
+2021-07-23,106,E,2021-06-20,1,0.9731489684694381,41.0,1
+2021-07-24,106,E,2021-06-20,1,0.9731489684694381,42.0,1
+2021-07-25,106,E,2021-06-20,1,0.9731489684694381,40.0,1
+2021-07-26,106,E,2021-06-20,1,0.9731489684694381,43.0,1
+2021-07-27,106,E,2021-06-20,1,0.9731489684694381,44.0,1
+2021-07-28,106,E,2021-06-20,1,0.9731489684694381,43.0,1
+2021-07-29,106,E,2021-06-20,1,0.9731489684694381,43.0,1
+2021-07-30,106,E,2021-06-20,1,0.9731489684694381,43.0,1
+2021-07-31,106,E,2021-06-20,1,0.9731489684694381,42.0,1
+2021-05-01,107,S,2021-05-15,1,0.0,49.0,0
+2021-05-02,107,S,2021-05-15,1,0.0,49.0,0
+2021-05-03,107,S,2021-05-15,1,0.0,50.0,0
+2021-05-04,107,S,2021-05-15,1,0.0,49.0,0
+2021-05-05,107,S,2021-05-15,1,0.0,47.0,0
+2021-05-06,107,S,2021-05-15,1,0.0,50.0,0
+2021-05-07,107,S,2021-05-15,1,0.0,48.0,0
+2021-05-08,107,S,2021-05-15,1,0.0,48.0,0
+2021-05-09,107,S,2021-05-15,1,0.0,48.0,0
+2021-05-10,107,S,2021-05-15,1,0.0,49.0,0
+2021-05-11,107,S,2021-05-15,1,0.0,47.0,0
+2021-05-12,107,S,2021-05-15,1,0.0,48.0,0
+2021-05-13,107,S,2021-05-15,1,0.0,48.0,0
+2021-05-14,107,S,2021-05-15,1,0.0,48.0,0
+2021-05-15,107,S,2021-05-15,1,0.0,49.0,1
+2021-05-16,107,S,2021-05-15,1,0.131401599603457,49.0,1
+2021-05-17,107,S,2021-05-15,1,0.26280319920690687,51.0,1
+2021-05-18,107,S,2021-05-15,1,0.39420479881036385,48.0,1
+2021-05-19,107,S,2021-05-15,1,0.5256063984138208,50.0,1
+2021-05-20,107,S,2021-05-15,1,0.6570079980172707,50.0,1
+2021-05-21,107,S,2021-05-15,1,0.6570079980172707,50.0,1
+2021-05-22,107,S,2021-05-15,1,0.6570079980172707,50.0,1
+2021-05-23,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-05-24,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-05-25,107,S,2021-05-15,1,0.6570079980172707,50.0,1
+2021-05-26,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-05-27,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-05-28,107,S,2021-05-15,1,0.6570079980172707,48.0,1
+2021-05-29,107,S,2021-05-15,1,0.6570079980172707,50.0,1
+2021-05-30,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-05-31,107,S,2021-05-15,1,0.6570079980172707,50.0,1
+2021-06-01,107,S,2021-05-15,1,0.6570079980172707,50.0,1
+2021-06-02,107,S,2021-05-15,1,0.6570079980172707,50.0,1
+2021-06-03,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-06-04,107,S,2021-05-15,1,0.6570079980172707,50.0,1
+2021-06-05,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-06-06,107,S,2021-05-15,1,0.6570079980172707,48.0,1
+2021-06-07,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-06-08,107,S,2021-05-15,1,0.6570079980172707,48.0,1
+2021-06-09,107,S,2021-05-15,1,0.6570079980172707,50.0,1
+2021-06-10,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-06-11,107,S,2021-05-15,1,0.6570079980172707,48.0,1
+2021-06-12,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-06-13,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-06-14,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-06-15,107,S,2021-05-15,1,0.6570079980172707,50.0,1
+2021-06-16,107,S,2021-05-15,1,0.6570079980172707,50.0,1
+2021-06-17,107,S,2021-05-15,1,0.6570079980172707,50.0,1
+2021-06-18,107,S,2021-05-15,1,0.6570079980172707,48.0,1
+2021-06-19,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-06-20,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-06-21,107,S,2021-05-15,1,0.6570079980172707,50.0,1
+2021-06-22,107,S,2021-05-15,1,0.6570079980172707,50.0,1
+2021-06-23,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-06-24,107,S,2021-05-15,1,0.6570079980172707,48.0,1
+2021-06-25,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-06-26,107,S,2021-05-15,1,0.6570079980172707,50.0,1
+2021-06-27,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-06-28,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-06-29,107,S,2021-05-15,1,0.6570079980172707,51.0,1
+2021-06-30,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-07-01,107,S,2021-05-15,1,0.6570079980172707,50.0,1
+2021-07-02,107,S,2021-05-15,1,0.6570079980172707,48.0,1
+2021-07-03,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-07-04,107,S,2021-05-15,1,0.6570079980172707,50.0,1
+2021-07-05,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-07-06,107,S,2021-05-15,1,0.6570079980172707,50.0,1
+2021-07-07,107,S,2021-05-15,1,0.6570079980172707,50.0,1
+2021-07-08,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-07-09,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-07-10,107,S,2021-05-15,1,0.6570079980172707,48.0,1
+2021-07-11,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-07-12,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-07-13,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-07-14,107,S,2021-05-15,1,0.6570079980172707,48.0,1
+2021-07-15,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-07-16,107,S,2021-05-15,1,0.6570079980172707,48.0,1
+2021-07-17,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-07-18,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-07-19,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-07-20,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-07-21,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-07-22,107,S,2021-05-15,1,0.6570079980172707,48.0,1
+2021-07-23,107,S,2021-05-15,1,0.6570079980172707,48.0,1
+2021-07-24,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-07-25,107,S,2021-05-15,1,0.6570079980172707,48.0,1
+2021-07-26,107,S,2021-05-15,1,0.6570079980172707,50.0,1
+2021-07-27,107,S,2021-05-15,1,0.6570079980172707,50.0,1
+2021-07-28,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-07-29,107,S,2021-05-15,1,0.6570079980172707,49.0,1
+2021-07-30,107,S,2021-05-15,1,0.6570079980172707,48.0,1
+2021-07-31,107,S,2021-05-15,1,0.6570079980172707,48.0,1
+2021-05-01,108,N,2021-06-20,1,0.0,44.0,0
+2021-05-02,108,N,2021-06-20,1,0.0,43.0,0
+2021-05-03,108,N,2021-06-20,1,0.0,45.0,0
+2021-05-04,108,N,2021-06-20,1,0.0,44.0,0
+2021-05-05,108,N,2021-06-20,1,0.0,45.0,0
+2021-05-06,108,N,2021-06-20,1,0.0,45.0,0
+2021-05-07,108,N,2021-06-20,1,0.0,43.0,0
+2021-05-08,108,N,2021-06-20,1,0.0,45.0,0
+2021-05-09,108,N,2021-06-20,1,0.0,46.0,0
+2021-05-10,108,N,2021-06-20,1,0.0,46.0,0
+2021-05-11,108,N,2021-06-20,1,0.0,46.0,0
+2021-05-12,108,N,2021-06-20,1,0.0,45.0,0
+2021-05-13,108,N,2021-06-20,1,0.0,44.0,0
+2021-05-14,108,N,2021-06-20,1,0.0,44.0,0
+2021-05-15,108,N,2021-06-20,1,0.0,45.0,0
+2021-05-16,108,N,2021-06-20,1,0.0,45.0,0
+2021-05-17,108,N,2021-06-20,1,0.0,46.0,0
+2021-05-18,108,N,2021-06-20,1,0.0,47.0,0
+2021-05-19,108,N,2021-06-20,1,0.0,45.0,0
+2021-05-20,108,N,2021-06-20,1,0.0,47.0,0
+2021-05-21,108,N,2021-06-20,1,0.0,46.0,0
+2021-05-22,108,N,2021-06-20,1,0.0,46.0,0
+2021-05-23,108,N,2021-06-20,1,0.0,47.0,0
+2021-05-24,108,N,2021-06-20,1,0.0,48.0,0
+2021-05-25,108,N,2021-06-20,1,0.0,48.0,0
+2021-05-26,108,N,2021-06-20,1,0.0,45.0,0
+2021-05-27,108,N,2021-06-20,1,0.0,46.0,0
+2021-05-28,108,N,2021-06-20,1,0.0,47.0,0
+2021-05-29,108,N,2021-06-20,1,0.0,45.0,0
+2021-05-30,108,N,2021-06-20,1,0.0,46.0,0
+2021-05-31,108,N,2021-06-20,1,0.0,47.0,0
+2021-06-01,108,N,2021-06-20,1,0.0,47.0,0
+2021-06-02,108,N,2021-06-20,1,0.0,46.0,0
+2021-06-03,108,N,2021-06-20,1,0.0,48.0,0
+2021-06-04,108,N,2021-06-20,1,0.0,46.0,0
+2021-06-05,108,N,2021-06-20,1,0.0,47.0,0
+2021-06-06,108,N,2021-06-20,1,0.0,46.0,0
+2021-06-07,108,N,2021-06-20,1,0.0,47.0,0
+2021-06-08,108,N,2021-06-20,1,0.0,48.0,0
+2021-06-09,108,N,2021-06-20,1,0.0,47.0,0
+2021-06-10,108,N,2021-06-20,1,0.0,47.0,0
+2021-06-11,108,N,2021-06-20,1,0.0,46.0,0
+2021-06-12,108,N,2021-06-20,1,0.0,47.0,0
+2021-06-13,108,N,2021-06-20,1,0.0,47.0,0
+2021-06-14,108,N,2021-06-20,1,0.0,48.0,0
+2021-06-15,108,N,2021-06-20,1,0.0,48.0,0
+2021-06-16,108,N,2021-06-20,1,0.0,48.0,0
+2021-06-17,108,N,2021-06-20,1,0.0,50.0,0
+2021-06-18,108,N,2021-06-20,1,0.0,48.0,0
+2021-06-19,108,N,2021-06-20,1,0.0,48.0,0
+2021-06-20,108,N,2021-06-20,1,0.0,50.0,1
+2021-06-21,108,N,2021-06-20,1,0.42878063514640985,50.0,1
+2021-06-22,108,N,2021-06-20,1,0.8575612702928126,50.0,1
+2021-06-23,108,N,2021-06-20,1,1.2863419054392224,52.0,1
+2021-06-24,108,N,2021-06-20,1,1.7151225405856252,52.0,1
+2021-06-25,108,N,2021-06-20,1,2.143903175732035,52.0,1
+2021-06-26,108,N,2021-06-20,1,2.143903175732035,52.0,1
+2021-06-27,108,N,2021-06-20,1,2.143903175732035,51.0,1
+2021-06-28,108,N,2021-06-20,1,2.143903175732035,51.0,1
+2021-06-29,108,N,2021-06-20,1,2.143903175732035,53.0,1
+2021-06-30,108,N,2021-06-20,1,2.143903175732035,52.0,1
+2021-07-01,108,N,2021-06-20,1,2.143903175732035,53.0,1
+2021-07-02,108,N,2021-06-20,1,2.143903175732035,53.0,1
+2021-07-03,108,N,2021-06-20,1,2.143903175732035,51.0,1
+2021-07-04,108,N,2021-06-20,1,2.143903175732035,52.0,1
+2021-07-05,108,N,2021-06-20,1,2.143903175732035,53.0,1
+2021-07-06,108,N,2021-06-20,1,2.143903175732035,54.0,1
+2021-07-07,108,N,2021-06-20,1,2.143903175732035,53.0,1
+2021-07-08,108,N,2021-06-20,1,2.143903175732035,52.0,1
+2021-07-09,108,N,2021-06-20,1,2.143903175732035,54.0,1
+2021-07-10,108,N,2021-06-20,1,2.143903175732035,50.0,1
+2021-07-11,108,N,2021-06-20,1,2.143903175732035,52.0,1
+2021-07-12,108,N,2021-06-20,1,2.143903175732035,53.0,1
+2021-07-13,108,N,2021-06-20,1,2.143903175732035,55.0,1
+2021-07-14,108,N,2021-06-20,1,2.143903175732035,54.0,1
+2021-07-15,108,N,2021-06-20,1,2.143903175732035,52.0,1
+2021-07-16,108,N,2021-06-20,1,2.143903175732035,52.0,1
+2021-07-17,108,N,2021-06-20,1,2.143903175732035,52.0,1
+2021-07-18,108,N,2021-06-20,1,2.143903175732035,54.0,1
+2021-07-19,108,N,2021-06-20,1,2.143903175732035,54.0,1
+2021-07-20,108,N,2021-06-20,1,2.143903175732035,54.0,1
+2021-07-21,108,N,2021-06-20,1,2.143903175732035,54.0,1
+2021-07-22,108,N,2021-06-20,1,2.143903175732035,54.0,1
+2021-07-23,108,N,2021-06-20,1,2.143903175732035,53.0,1
+2021-07-24,108,N,2021-06-20,1,2.143903175732035,55.0,1
+2021-07-25,108,N,2021-06-20,1,2.143903175732035,53.0,1
+2021-07-26,108,N,2021-06-20,1,2.143903175732035,56.0,1
+2021-07-27,108,N,2021-06-20,1,2.143903175732035,56.0,1
+2021-07-28,108,N,2021-06-20,1,2.143903175732035,53.0,1
+2021-07-29,108,N,2021-06-20,1,2.143903175732035,54.0,1
+2021-07-30,108,N,2021-06-20,1,2.143903175732035,55.0,1
+2021-07-31,108,N,2021-06-20,1,2.143903175732035,54.0,1
+2021-05-01,109,N,2021-06-20,1,0.0,46.0,0
+2021-05-02,109,N,2021-06-20,1,0.0,45.0,0
+2021-05-03,109,N,2021-06-20,1,0.0,46.0,0
+2021-05-04,109,N,2021-06-20,1,0.0,47.0,0
+2021-05-05,109,N,2021-06-20,1,0.0,45.0,0
+2021-05-06,109,N,2021-06-20,1,0.0,48.0,0
+2021-05-07,109,N,2021-06-20,1,0.0,46.0,0
+2021-05-08,109,N,2021-06-20,1,0.0,45.0,0
+2021-05-09,109,N,2021-06-20,1,0.0,47.0,0
+2021-05-10,109,N,2021-06-20,1,0.0,47.0,0
+2021-05-11,109,N,2021-06-20,1,0.0,47.0,0
+2021-05-12,109,N,2021-06-20,1,0.0,47.0,0
+2021-05-13,109,N,2021-06-20,1,0.0,45.0,0
+2021-05-14,109,N,2021-06-20,1,0.0,46.0,0
+2021-05-15,109,N,2021-06-20,1,0.0,47.0,0
+2021-05-16,109,N,2021-06-20,1,0.0,46.0,0
+2021-05-17,109,N,2021-06-20,1,0.0,48.0,0
+2021-05-18,109,N,2021-06-20,1,0.0,48.0,0
+2021-05-19,109,N,2021-06-20,1,0.0,47.0,0
+2021-05-20,109,N,2021-06-20,1,0.0,48.0,0
+2021-05-21,109,N,2021-06-20,1,0.0,49.0,0
+2021-05-22,109,N,2021-06-20,1,0.0,48.0,0
+2021-05-23,109,N,2021-06-20,1,0.0,49.0,0
+2021-05-24,109,N,2021-06-20,1,0.0,49.0,0
+2021-05-25,109,N,2021-06-20,1,0.0,48.0,0
+2021-05-26,109,N,2021-06-20,1,0.0,49.0,0
+2021-05-27,109,N,2021-06-20,1,0.0,47.0,0
+2021-05-28,109,N,2021-06-20,1,0.0,47.0,0
+2021-05-29,109,N,2021-06-20,1,0.0,50.0,0
+2021-05-30,109,N,2021-06-20,1,0.0,48.0,0
+2021-05-31,109,N,2021-06-20,1,0.0,50.0,0
+2021-06-01,109,N,2021-06-20,1,0.0,50.0,0
+2021-06-02,109,N,2021-06-20,1,0.0,51.0,0
+2021-06-03,109,N,2021-06-20,1,0.0,49.0,0
+2021-06-04,109,N,2021-06-20,1,0.0,49.0,0
+2021-06-05,109,N,2021-06-20,1,0.0,48.0,0
+2021-06-06,109,N,2021-06-20,1,0.0,49.0,0
+2021-06-07,109,N,2021-06-20,1,0.0,49.0,0
+2021-06-08,109,N,2021-06-20,1,0.0,50.0,0
+2021-06-09,109,N,2021-06-20,1,0.0,51.0,0
+2021-06-10,109,N,2021-06-20,1,0.0,50.0,0
+2021-06-11,109,N,2021-06-20,1,0.0,49.0,0
+2021-06-12,109,N,2021-06-20,1,0.0,50.0,0
+2021-06-13,109,N,2021-06-20,1,0.0,50.0,0
+2021-06-14,109,N,2021-06-20,1,0.0,51.0,0
+2021-06-15,109,N,2021-06-20,1,0.0,51.0,0
+2021-06-16,109,N,2021-06-20,1,0.0,51.0,0
+2021-06-17,109,N,2021-06-20,1,0.0,52.0,0
+2021-06-18,109,N,2021-06-20,1,0.0,50.0,0
+2021-06-19,109,N,2021-06-20,1,0.0,51.0,0
+2021-06-20,109,N,2021-06-20,1,0.0,51.0,1
+2021-06-21,109,N,2021-06-20,1,0.1567560413999658,51.0,1
+2021-06-22,109,N,2021-06-20,1,0.3135120827999316,52.0,1
+2021-06-23,109,N,2021-06-20,1,0.4702681241998974,53.0,1
+2021-06-24,109,N,2021-06-20,1,0.6270241655998632,53.0,1
+2021-06-25,109,N,2021-06-20,1,0.783780206999829,52.0,1
+2021-06-26,109,N,2021-06-20,1,0.783780206999829,51.0,1
+2021-06-27,109,N,2021-06-20,1,0.783780206999829,51.0,1
+2021-06-28,109,N,2021-06-20,1,0.783780206999829,54.0,1
+2021-06-29,109,N,2021-06-20,1,0.783780206999829,52.0,1
+2021-06-30,109,N,2021-06-20,1,0.783780206999829,53.0,1
+2021-07-01,109,N,2021-06-20,1,0.783780206999829,53.0,1
+2021-07-02,109,N,2021-06-20,1,0.783780206999829,53.0,1
+2021-07-03,109,N,2021-06-20,1,0.783780206999829,52.0,1
+2021-07-04,109,N,2021-06-20,1,0.783780206999829,53.0,1
+2021-07-05,109,N,2021-06-20,1,0.783780206999829,54.0,1
+2021-07-06,109,N,2021-06-20,1,0.783780206999829,54.0,1
+2021-07-07,109,N,2021-06-20,1,0.783780206999829,54.0,1
+2021-07-08,109,N,2021-06-20,1,0.783780206999829,53.0,1
+2021-07-09,109,N,2021-06-20,1,0.783780206999829,54.0,1
+2021-07-10,109,N,2021-06-20,1,0.783780206999829,51.0,1
+2021-07-11,109,N,2021-06-20,1,0.783780206999829,53.0,1
+2021-07-12,109,N,2021-06-20,1,0.783780206999829,54.0,1
+2021-07-13,109,N,2021-06-20,1,0.783780206999829,53.0,1
+2021-07-14,109,N,2021-06-20,1,0.783780206999829,55.0,1
+2021-07-15,109,N,2021-06-20,1,0.783780206999829,55.0,1
+2021-07-16,109,N,2021-06-20,1,0.783780206999829,53.0,1
+2021-07-17,109,N,2021-06-20,1,0.783780206999829,56.0,1
+2021-07-18,109,N,2021-06-20,1,0.783780206999829,54.0,1
+2021-07-19,109,N,2021-06-20,1,0.783780206999829,54.0,1
+2021-07-20,109,N,2021-06-20,1,0.783780206999829,55.0,1
+2021-07-21,109,N,2021-06-20,1,0.783780206999829,56.0,1
+2021-07-22,109,N,2021-06-20,1,0.783780206999829,55.0,1
+2021-07-23,109,N,2021-06-20,1,0.783780206999829,54.0,1
+2021-07-24,109,N,2021-06-20,1,0.783780206999829,55.0,1
+2021-07-25,109,N,2021-06-20,1,0.783780206999829,54.0,1
+2021-07-26,109,N,2021-06-20,1,0.783780206999829,55.0,1
+2021-07-27,109,N,2021-06-20,1,0.783780206999829,54.0,1
+2021-07-28,109,N,2021-06-20,1,0.783780206999829,58.0,1
+2021-07-29,109,N,2021-06-20,1,0.783780206999829,56.0,1
+2021-07-30,109,N,2021-06-20,1,0.783780206999829,55.0,1
+2021-07-31,109,N,2021-06-20,1,0.783780206999829,54.0,1
+2021-05-01,110,S,2100-01-01,0,0.0,49.0,0
+2021-05-02,110,S,2100-01-01,0,0.0,51.0,0
+2021-05-03,110,S,2100-01-01,0,0.0,50.0,0
+2021-05-04,110,S,2100-01-01,0,0.0,49.0,0
+2021-05-05,110,S,2100-01-01,0,0.0,51.0,0
+2021-05-06,110,S,2100-01-01,0,0.0,50.0,0
+2021-05-07,110,S,2100-01-01,0,0.0,50.0,0
+2021-05-08,110,S,2100-01-01,0,0.0,49.0,0
+2021-05-09,110,S,2100-01-01,0,0.0,50.0,0
+2021-05-10,110,S,2100-01-01,0,0.0,51.0,0
+2021-05-11,110,S,2100-01-01,0,0.0,51.0,0
+2021-05-12,110,S,2100-01-01,0,0.0,50.0,0
+2021-05-13,110,S,2100-01-01,0,0.0,49.0,0
+2021-05-14,110,S,2100-01-01,0,0.0,49.0,0
+2021-05-15,110,S,2100-01-01,0,0.0,50.0,0
+2021-05-16,110,S,2100-01-01,0,0.0,48.0,0
+2021-05-17,110,S,2100-01-01,0,0.0,51.0,0
+2021-05-18,110,S,2100-01-01,0,0.0,51.0,0
+2021-05-19,110,S,2100-01-01,0,0.0,49.0,0
+2021-05-20,110,S,2100-01-01,0,0.0,49.0,0
+2021-05-21,110,S,2100-01-01,0,0.0,50.0,0
+2021-05-22,110,S,2100-01-01,0,0.0,49.0,0
+2021-05-23,110,S,2100-01-01,0,0.0,50.0,0
+2021-05-24,110,S,2100-01-01,0,0.0,49.0,0
+2021-05-25,110,S,2100-01-01,0,0.0,51.0,0
+2021-05-26,110,S,2100-01-01,0,0.0,51.0,0
+2021-05-27,110,S,2100-01-01,0,0.0,48.0,0
+2021-05-28,110,S,2100-01-01,0,0.0,49.0,0
+2021-05-29,110,S,2100-01-01,0,0.0,52.0,0
+2021-05-30,110,S,2100-01-01,0,0.0,49.0,0
+2021-05-31,110,S,2100-01-01,0,0.0,51.0,0
+2021-06-01,110,S,2100-01-01,0,0.0,52.0,0
+2021-06-02,110,S,2100-01-01,0,0.0,50.0,0
+2021-06-03,110,S,2100-01-01,0,0.0,49.0,0
+2021-06-04,110,S,2100-01-01,0,0.0,49.0,0
+2021-06-05,110,S,2100-01-01,0,0.0,49.0,0
+2021-06-06,110,S,2100-01-01,0,0.0,49.0,0
+2021-06-07,110,S,2100-01-01,0,0.0,50.0,0
+2021-06-08,110,S,2100-01-01,0,0.0,52.0,0
+2021-06-09,110,S,2100-01-01,0,0.0,51.0,0
+2021-06-10,110,S,2100-01-01,0,0.0,50.0,0
+2021-06-11,110,S,2100-01-01,0,0.0,48.0,0
+2021-06-12,110,S,2100-01-01,0,0.0,51.0,0
+2021-06-13,110,S,2100-01-01,0,0.0,50.0,0
+2021-06-14,110,S,2100-01-01,0,0.0,49.0,0
+2021-06-15,110,S,2100-01-01,0,0.0,50.0,0
+2021-06-16,110,S,2100-01-01,0,0.0,51.0,0
+2021-06-17,110,S,2100-01-01,0,0.0,50.0,0
+2021-06-18,110,S,2100-01-01,0,0.0,51.0,0
+2021-06-19,110,S,2100-01-01,0,0.0,50.0,0
+2021-06-20,110,S,2100-01-01,0,0.0,50.0,0
+2021-06-21,110,S,2100-01-01,0,0.0,50.0,0
+2021-06-22,110,S,2100-01-01,0,0.0,49.0,0
+2021-06-23,110,S,2100-01-01,0,0.0,51.0,0
+2021-06-24,110,S,2100-01-01,0,0.0,50.0,0
+2021-06-25,110,S,2100-01-01,0,0.0,51.0,0
+2021-06-26,110,S,2100-01-01,0,0.0,49.0,0
+2021-06-27,110,S,2100-01-01,0,0.0,50.0,0
+2021-06-28,110,S,2100-01-01,0,0.0,51.0,0
+2021-06-29,110,S,2100-01-01,0,0.0,50.0,0
+2021-06-30,110,S,2100-01-01,0,0.0,51.0,0
+2021-07-01,110,S,2100-01-01,0,0.0,50.0,0
+2021-07-02,110,S,2100-01-01,0,0.0,49.0,0
+2021-07-03,110,S,2100-01-01,0,0.0,48.0,0
+2021-07-04,110,S,2100-01-01,0,0.0,48.0,0
+2021-07-05,110,S,2100-01-01,0,0.0,50.0,0
+2021-07-06,110,S,2100-01-01,0,0.0,49.0,0
+2021-07-07,110,S,2100-01-01,0,0.0,49.0,0
+2021-07-08,110,S,2100-01-01,0,0.0,50.0,0
+2021-07-09,110,S,2100-01-01,0,0.0,49.0,0
+2021-07-10,110,S,2100-01-01,0,0.0,49.0,0
+2021-07-11,110,S,2100-01-01,0,0.0,49.0,0
+2021-07-12,110,S,2100-01-01,0,0.0,50.0,0
+2021-07-13,110,S,2100-01-01,0,0.0,50.0,0
+2021-07-14,110,S,2100-01-01,0,0.0,50.0,0
+2021-07-15,110,S,2100-01-01,0,0.0,51.0,0
+2021-07-16,110,S,2100-01-01,0,0.0,50.0,0
+2021-07-17,110,S,2100-01-01,0,0.0,50.0,0
+2021-07-18,110,S,2100-01-01,0,0.0,50.0,0
+2021-07-19,110,S,2100-01-01,0,0.0,48.0,0
+2021-07-20,110,S,2100-01-01,0,0.0,51.0,0
+2021-07-21,110,S,2100-01-01,0,0.0,50.0,0
+2021-07-22,110,S,2100-01-01,0,0.0,50.0,0
+2021-07-23,110,S,2100-01-01,0,0.0,51.0,0
+2021-07-24,110,S,2100-01-01,0,0.0,50.0,0
+2021-07-25,110,S,2100-01-01,0,0.0,48.0,0
+2021-07-26,110,S,2100-01-01,0,0.0,50.0,0
+2021-07-27,110,S,2100-01-01,0,0.0,50.0,0
+2021-07-28,110,S,2100-01-01,0,0.0,49.0,0
+2021-07-29,110,S,2100-01-01,0,0.0,50.0,0
+2021-07-30,110,S,2100-01-01,0,0.0,49.0,0
+2021-07-31,110,S,2100-01-01,0,0.0,49.0,0
+2021-05-01,111,S,2100-01-01,0,0.0,49.0,0
+2021-05-02,111,S,2100-01-01,0,0.0,50.0,0
+2021-05-03,111,S,2100-01-01,0,0.0,50.0,0
+2021-05-04,111,S,2100-01-01,0,0.0,50.0,0
+2021-05-05,111,S,2100-01-01,0,0.0,50.0,0
+2021-05-06,111,S,2100-01-01,0,0.0,51.0,0
+2021-05-07,111,S,2100-01-01,0,0.0,50.0,0
+2021-05-08,111,S,2100-01-01,0,0.0,49.0,0
+2021-05-09,111,S,2100-01-01,0,0.0,50.0,0
+2021-05-10,111,S,2100-01-01,0,0.0,51.0,0
+2021-05-11,111,S,2100-01-01,0,0.0,49.0,0
+2021-05-12,111,S,2100-01-01,0,0.0,50.0,0
+2021-05-13,111,S,2100-01-01,0,0.0,48.0,0
+2021-05-14,111,S,2100-01-01,0,0.0,49.0,0
+2021-05-15,111,S,2100-01-01,0,0.0,49.0,0
+2021-05-16,111,S,2100-01-01,0,0.0,48.0,0
+2021-05-17,111,S,2100-01-01,0,0.0,51.0,0
+2021-05-18,111,S,2100-01-01,0,0.0,49.0,0
+2021-05-19,111,S,2100-01-01,0,0.0,49.0,0
+2021-05-20,111,S,2100-01-01,0,0.0,50.0,0
+2021-05-21,111,S,2100-01-01,0,0.0,50.0,0
+2021-05-22,111,S,2100-01-01,0,0.0,50.0,0
+2021-05-23,111,S,2100-01-01,0,0.0,52.0,0
+2021-05-24,111,S,2100-01-01,0,0.0,50.0,0
+2021-05-25,111,S,2100-01-01,0,0.0,51.0,0
+2021-05-26,111,S,2100-01-01,0,0.0,49.0,0
+2021-05-27,111,S,2100-01-01,0,0.0,51.0,0
+2021-05-28,111,S,2100-01-01,0,0.0,51.0,0
+2021-05-29,111,S,2100-01-01,0,0.0,50.0,0
+2021-05-30,111,S,2100-01-01,0,0.0,51.0,0
+2021-05-31,111,S,2100-01-01,0,0.0,51.0,0
+2021-06-01,111,S,2100-01-01,0,0.0,51.0,0
+2021-06-02,111,S,2100-01-01,0,0.0,51.0,0
+2021-06-03,111,S,2100-01-01,0,0.0,49.0,0
+2021-06-04,111,S,2100-01-01,0,0.0,50.0,0
+2021-06-05,111,S,2100-01-01,0,0.0,50.0,0
+2021-06-06,111,S,2100-01-01,0,0.0,50.0,0
+2021-06-07,111,S,2100-01-01,0,0.0,50.0,0
+2021-06-08,111,S,2100-01-01,0,0.0,51.0,0
+2021-06-09,111,S,2100-01-01,0,0.0,51.0,0
+2021-06-10,111,S,2100-01-01,0,0.0,51.0,0
+2021-06-11,111,S,2100-01-01,0,0.0,49.0,0
+2021-06-12,111,S,2100-01-01,0,0.0,48.0,0
+2021-06-13,111,S,2100-01-01,0,0.0,49.0,0
+2021-06-14,111,S,2100-01-01,0,0.0,50.0,0
+2021-06-15,111,S,2100-01-01,0,0.0,50.0,0
+2021-06-16,111,S,2100-01-01,0,0.0,49.0,0
+2021-06-17,111,S,2100-01-01,0,0.0,50.0,0
+2021-06-18,111,S,2100-01-01,0,0.0,50.0,0
+2021-06-19,111,S,2100-01-01,0,0.0,49.0,0
+2021-06-20,111,S,2100-01-01,0,0.0,51.0,0
+2021-06-21,111,S,2100-01-01,0,0.0,49.0,0
+2021-06-22,111,S,2100-01-01,0,0.0,52.0,0
+2021-06-23,111,S,2100-01-01,0,0.0,52.0,0
+2021-06-24,111,S,2100-01-01,0,0.0,50.0,0
+2021-06-25,111,S,2100-01-01,0,0.0,50.0,0
+2021-06-26,111,S,2100-01-01,0,0.0,50.0,0
+2021-06-27,111,S,2100-01-01,0,0.0,50.0,0
+2021-06-28,111,S,2100-01-01,0,0.0,50.0,0
+2021-06-29,111,S,2100-01-01,0,0.0,51.0,0
+2021-06-30,111,S,2100-01-01,0,0.0,49.0,0
+2021-07-01,111,S,2100-01-01,0,0.0,51.0,0
+2021-07-02,111,S,2100-01-01,0,0.0,49.0,0
+2021-07-03,111,S,2100-01-01,0,0.0,49.0,0
+2021-07-04,111,S,2100-01-01,0,0.0,50.0,0
+2021-07-05,111,S,2100-01-01,0,0.0,52.0,0
+2021-07-06,111,S,2100-01-01,0,0.0,51.0,0
+2021-07-07,111,S,2100-01-01,0,0.0,51.0,0
+2021-07-08,111,S,2100-01-01,0,0.0,50.0,0
+2021-07-09,111,S,2100-01-01,0,0.0,51.0,0
+2021-07-10,111,S,2100-01-01,0,0.0,48.0,0
+2021-07-11,111,S,2100-01-01,0,0.0,50.0,0
+2021-07-12,111,S,2100-01-01,0,0.0,51.0,0
+2021-07-13,111,S,2100-01-01,0,0.0,50.0,0
+2021-07-14,111,S,2100-01-01,0,0.0,51.0,0
+2021-07-15,111,S,2100-01-01,0,0.0,49.0,0
+2021-07-16,111,S,2100-01-01,0,0.0,49.0,0
+2021-07-17,111,S,2100-01-01,0,0.0,49.0,0
+2021-07-18,111,S,2100-01-01,0,0.0,51.0,0
+2021-07-19,111,S,2100-01-01,0,0.0,50.0,0
+2021-07-20,111,S,2100-01-01,0,0.0,50.0,0
+2021-07-21,111,S,2100-01-01,0,0.0,50.0,0
+2021-07-22,111,S,2100-01-01,0,0.0,50.0,0
+2021-07-23,111,S,2100-01-01,0,0.0,49.0,0
+2021-07-24,111,S,2100-01-01,0,0.0,50.0,0
+2021-07-25,111,S,2100-01-01,0,0.0,49.0,0
+2021-07-26,111,S,2100-01-01,0,0.0,51.0,0
+2021-07-27,111,S,2100-01-01,0,0.0,51.0,0
+2021-07-28,111,S,2100-01-01,0,0.0,52.0,0
+2021-07-29,111,S,2100-01-01,0,0.0,50.0,0
+2021-07-30,111,S,2100-01-01,0,0.0,48.0,0
+2021-07-31,111,S,2100-01-01,0,0.0,49.0,0
+2021-05-01,112,E,2021-06-04,1,0.0,12.0,0
+2021-05-02,112,E,2021-06-04,1,0.0,12.0,0
+2021-05-03,112,E,2021-06-04,1,0.0,12.0,0
+2021-05-04,112,E,2021-06-04,1,0.0,11.0,0
+2021-05-05,112,E,2021-06-04,1,0.0,12.0,0
+2021-05-06,112,E,2021-06-04,1,0.0,14.0,0
+2021-05-07,112,E,2021-06-04,1,0.0,14.0,0
+2021-05-08,112,E,2021-06-04,1,0.0,13.0,0
+2021-05-09,112,E,2021-06-04,1,0.0,15.0,0
+2021-05-10,112,E,2021-06-04,1,0.0,15.0,0
+2021-05-11,112,E,2021-06-04,1,0.0,15.0,0
+2021-05-12,112,E,2021-06-04,1,0.0,14.0,0
+2021-05-13,112,E,2021-06-04,1,0.0,14.0,0
+2021-05-14,112,E,2021-06-04,1,0.0,13.0,0
+2021-05-15,112,E,2021-06-04,1,0.0,14.0,0
+2021-05-16,112,E,2021-06-04,1,0.0,14.0,0
+2021-05-17,112,E,2021-06-04,1,0.0,17.0,0
+2021-05-18,112,E,2021-06-04,1,0.0,17.0,0
+2021-05-19,112,E,2021-06-04,1,0.0,17.0,0
+2021-05-20,112,E,2021-06-04,1,0.0,17.0,0
+2021-05-21,112,E,2021-06-04,1,0.0,16.0,0
+2021-05-22,112,E,2021-06-04,1,0.0,17.0,0
+2021-05-23,112,E,2021-06-04,1,0.0,19.0,0
+2021-05-24,112,E,2021-06-04,1,0.0,19.0,0
+2021-05-25,112,E,2021-06-04,1,0.0,18.0,0
+2021-05-26,112,E,2021-06-04,1,0.0,18.0,0
+2021-05-27,112,E,2021-06-04,1,0.0,18.0,0
+2021-05-28,112,E,2021-06-04,1,0.0,19.0,0
+2021-05-29,112,E,2021-06-04,1,0.0,21.0,0
+2021-05-30,112,E,2021-06-04,1,0.0,20.0,0
+2021-05-31,112,E,2021-06-04,1,0.0,21.0,0
+2021-06-01,112,E,2021-06-04,1,0.0,20.0,0
+2021-06-02,112,E,2021-06-04,1,0.0,23.0,0
+2021-06-03,112,E,2021-06-04,1,0.0,21.0,0
+2021-06-04,112,E,2021-06-04,1,0.0,21.0,1
+2021-06-05,112,E,2021-06-04,1,0.5973109441930333,22.0,1
+2021-06-06,112,E,2021-06-04,1,1.194621888386063,23.0,1
+2021-06-07,112,E,2021-06-04,1,1.7919328325790964,24.0,1
+2021-06-08,112,E,2021-06-04,1,2.3892437767721297,26.0,1
+2021-06-09,112,E,2021-06-04,1,2.9865547209651595,25.0,1
+2021-06-10,112,E,2021-06-04,1,2.9865547209651595,26.0,1
+2021-06-11,112,E,2021-06-04,1,2.9865547209651595,25.0,1
+2021-06-12,112,E,2021-06-04,1,2.9865547209651595,25.0,1
+2021-06-13,112,E,2021-06-04,1,2.9865547209651595,27.0,1
+2021-06-14,112,E,2021-06-04,1,2.9865547209651595,27.0,1
+2021-06-15,112,E,2021-06-04,1,2.9865547209651595,28.0,1
+2021-06-16,112,E,2021-06-04,1,2.9865547209651595,28.0,1
+2021-06-17,112,E,2021-06-04,1,2.9865547209651595,29.0,1
+2021-06-18,112,E,2021-06-04,1,2.9865547209651595,31.0,1
+2021-06-19,112,E,2021-06-04,1,2.9865547209651595,29.0,1
+2021-06-20,112,E,2021-06-04,1,2.9865547209651595,30.0,1
+2021-06-21,112,E,2021-06-04,1,2.9865547209651595,31.0,1
+2021-06-22,112,E,2021-06-04,1,2.9865547209651595,30.0,1
+2021-06-23,112,E,2021-06-04,1,2.9865547209651595,30.0,1
+2021-06-24,112,E,2021-06-04,1,2.9865547209651595,31.0,1
+2021-06-25,112,E,2021-06-04,1,2.9865547209651595,30.0,1
+2021-06-26,112,E,2021-06-04,1,2.9865547209651595,31.0,1
+2021-06-27,112,E,2021-06-04,1,2.9865547209651595,31.0,1
+2021-06-28,112,E,2021-06-04,1,2.9865547209651595,31.0,1
+2021-06-29,112,E,2021-06-04,1,2.9865547209651595,34.0,1
+2021-06-30,112,E,2021-06-04,1,2.9865547209651595,32.0,1
+2021-07-01,112,E,2021-06-04,1,2.9865547209651595,33.0,1
+2021-07-02,112,E,2021-06-04,1,2.9865547209651595,33.0,1
+2021-07-03,112,E,2021-06-04,1,2.9865547209651595,31.0,1
+2021-07-04,112,E,2021-06-04,1,2.9865547209651595,34.0,1
+2021-07-05,112,E,2021-06-04,1,2.9865547209651595,34.0,1
+2021-07-06,112,E,2021-06-04,1,2.9865547209651595,36.0,1
+2021-07-07,112,E,2021-06-04,1,2.9865547209651595,34.0,1
+2021-07-08,112,E,2021-06-04,1,2.9865547209651595,36.0,1
+2021-07-09,112,E,2021-06-04,1,2.9865547209651595,34.0,1
+2021-07-10,112,E,2021-06-04,1,2.9865547209651595,34.0,1
+2021-07-11,112,E,2021-06-04,1,2.9865547209651595,35.0,1
+2021-07-12,112,E,2021-06-04,1,2.9865547209651595,37.0,1
+2021-07-13,112,E,2021-06-04,1,2.9865547209651595,35.0,1
+2021-07-14,112,E,2021-06-04,1,2.9865547209651595,37.0,1
+2021-07-15,112,E,2021-06-04,1,2.9865547209651595,37.0,1
+2021-07-16,112,E,2021-06-04,1,2.9865547209651595,39.0,1
+2021-07-17,112,E,2021-06-04,1,2.9865547209651595,37.0,1
+2021-07-18,112,E,2021-06-04,1,2.9865547209651595,39.0,1
+2021-07-19,112,E,2021-06-04,1,2.9865547209651595,39.0,1
+2021-07-20,112,E,2021-06-04,1,2.9865547209651595,37.0,1
+2021-07-21,112,E,2021-06-04,1,2.9865547209651595,40.0,1
+2021-07-22,112,E,2021-06-04,1,2.9865547209651595,39.0,1
+2021-07-23,112,E,2021-06-04,1,2.9865547209651595,39.0,1
+2021-07-24,112,E,2021-06-04,1,2.9865547209651595,38.0,1
+2021-07-25,112,E,2021-06-04,1,2.9865547209651595,38.0,1
+2021-07-26,112,E,2021-06-04,1,2.9865547209651595,42.0,1
+2021-07-27,112,E,2021-06-04,1,2.9865547209651595,42.0,1
+2021-07-28,112,E,2021-06-04,1,2.9865547209651595,41.0,1
+2021-07-29,112,E,2021-06-04,1,2.9865547209651595,41.0,1
+2021-07-30,112,E,2021-06-04,1,2.9865547209651595,39.0,1
+2021-07-31,112,E,2021-06-04,1,2.9865547209651595,41.0,1
+2021-05-01,113,N,2100-01-01,0,0.0,39.0,0
+2021-05-02,113,N,2100-01-01,0,0.0,40.0,0
+2021-05-03,113,N,2100-01-01,0,0.0,40.0,0
+2021-05-04,113,N,2100-01-01,0,0.0,41.0,0
+2021-05-05,113,N,2100-01-01,0,0.0,40.0,0
+2021-05-06,113,N,2100-01-01,0,0.0,41.0,0
+2021-05-07,113,N,2100-01-01,0,0.0,40.0,0
+2021-05-08,113,N,2100-01-01,0,0.0,41.0,0
+2021-05-09,113,N,2100-01-01,0,0.0,42.0,0
+2021-05-10,113,N,2100-01-01,0,0.0,42.0,0
+2021-05-11,113,N,2100-01-01,0,0.0,40.0,0
+2021-05-12,113,N,2100-01-01,0,0.0,41.0,0
+2021-05-13,113,N,2100-01-01,0,0.0,39.0,0
+2021-05-14,113,N,2100-01-01,0,0.0,39.0,0
+2021-05-15,113,N,2100-01-01,0,0.0,40.0,0
+2021-05-16,113,N,2100-01-01,0,0.0,41.0,0
+2021-05-17,113,N,2100-01-01,0,0.0,43.0,0
+2021-05-18,113,N,2100-01-01,0,0.0,42.0,0
+2021-05-19,113,N,2100-01-01,0,0.0,41.0,0
+2021-05-20,113,N,2100-01-01,0,0.0,42.0,0
+2021-05-21,113,N,2100-01-01,0,0.0,41.0,0
+2021-05-22,113,N,2100-01-01,0,0.0,42.0,0
+2021-05-23,113,N,2100-01-01,0,0.0,41.0,0
+2021-05-24,113,N,2100-01-01,0,0.0,42.0,0
+2021-05-25,113,N,2100-01-01,0,0.0,41.0,0
+2021-05-26,113,N,2100-01-01,0,0.0,44.0,0
+2021-05-27,113,N,2100-01-01,0,0.0,41.0,0
+2021-05-28,113,N,2100-01-01,0,0.0,42.0,0
+2021-05-29,113,N,2100-01-01,0,0.0,43.0,0
+2021-05-30,113,N,2100-01-01,0,0.0,41.0,0
+2021-05-31,113,N,2100-01-01,0,0.0,43.0,0
+2021-06-01,113,N,2100-01-01,0,0.0,44.0,0
+2021-06-02,113,N,2100-01-01,0,0.0,45.0,0
+2021-06-03,113,N,2100-01-01,0,0.0,44.0,0
+2021-06-04,113,N,2100-01-01,0,0.0,42.0,0
+2021-06-05,113,N,2100-01-01,0,0.0,43.0,0
+2021-06-06,113,N,2100-01-01,0,0.0,44.0,0
+2021-06-07,113,N,2100-01-01,0,0.0,43.0,0
+2021-06-08,113,N,2100-01-01,0,0.0,45.0,0
+2021-06-09,113,N,2100-01-01,0,0.0,44.0,0
+2021-06-10,113,N,2100-01-01,0,0.0,44.0,0
+2021-06-11,113,N,2100-01-01,0,0.0,44.0,0
+2021-06-12,113,N,2100-01-01,0,0.0,43.0,0
+2021-06-13,113,N,2100-01-01,0,0.0,45.0,0
+2021-06-14,113,N,2100-01-01,0,0.0,44.0,0
+2021-06-15,113,N,2100-01-01,0,0.0,44.0,0
+2021-06-16,113,N,2100-01-01,0,0.0,44.0,0
+2021-06-17,113,N,2100-01-01,0,0.0,44.0,0
+2021-06-18,113,N,2100-01-01,0,0.0,46.0,0
+2021-06-19,113,N,2100-01-01,0,0.0,45.0,0
+2021-06-20,113,N,2100-01-01,0,0.0,44.0,0
+2021-06-21,113,N,2100-01-01,0,0.0,44.0,0
+2021-06-22,113,N,2100-01-01,0,0.0,46.0,0
+2021-06-23,113,N,2100-01-01,0,0.0,45.0,0
+2021-06-24,113,N,2100-01-01,0,0.0,45.0,0
+2021-06-25,113,N,2100-01-01,0,0.0,46.0,0
+2021-06-26,113,N,2100-01-01,0,0.0,45.0,0
+2021-06-27,113,N,2100-01-01,0,0.0,45.0,0
+2021-06-28,113,N,2100-01-01,0,0.0,46.0,0
+2021-06-29,113,N,2100-01-01,0,0.0,46.0,0
+2021-06-30,113,N,2100-01-01,0,0.0,45.0,0
+2021-07-01,113,N,2100-01-01,0,0.0,46.0,0
+2021-07-02,113,N,2100-01-01,0,0.0,46.0,0
+2021-07-03,113,N,2100-01-01,0,0.0,46.0,0
+2021-07-04,113,N,2100-01-01,0,0.0,45.0,0
+2021-07-05,113,N,2100-01-01,0,0.0,46.0,0
+2021-07-06,113,N,2100-01-01,0,0.0,46.0,0
+2021-07-07,113,N,2100-01-01,0,0.0,47.0,0
+2021-07-08,113,N,2100-01-01,0,0.0,46.0,0
+2021-07-09,113,N,2100-01-01,0,0.0,47.0,0
+2021-07-10,113,N,2100-01-01,0,0.0,44.0,0
+2021-07-11,113,N,2100-01-01,0,0.0,45.0,0
+2021-07-12,113,N,2100-01-01,0,0.0,47.0,0
+2021-07-13,113,N,2100-01-01,0,0.0,47.0,0
+2021-07-14,113,N,2100-01-01,0,0.0,50.0,0
+2021-07-15,113,N,2100-01-01,0,0.0,48.0,0
+2021-07-16,113,N,2100-01-01,0,0.0,48.0,0
+2021-07-17,113,N,2100-01-01,0,0.0,47.0,0
+2021-07-18,113,N,2100-01-01,0,0.0,48.0,0
+2021-07-19,113,N,2100-01-01,0,0.0,49.0,0
+2021-07-20,113,N,2100-01-01,0,0.0,48.0,0
+2021-07-21,113,N,2100-01-01,0,0.0,48.0,0
+2021-07-22,113,N,2100-01-01,0,0.0,47.0,0
+2021-07-23,113,N,2100-01-01,0,0.0,48.0,0
+2021-07-24,113,N,2100-01-01,0,0.0,48.0,0
+2021-07-25,113,N,2100-01-01,0,0.0,47.0,0
+2021-07-26,113,N,2100-01-01,0,0.0,50.0,0
+2021-07-27,113,N,2100-01-01,0,0.0,49.0,0
+2021-07-28,113,N,2100-01-01,0,0.0,47.0,0
+2021-07-29,113,N,2100-01-01,0,0.0,47.0,0
+2021-07-30,113,N,2100-01-01,0,0.0,49.0,0
+2021-07-31,113,N,2100-01-01,0,0.0,49.0,0
+2021-05-01,114,W,2021-05-15,1,0.0,29.0,0
+2021-05-02,114,W,2021-05-15,1,0.0,31.0,0
+2021-05-03,114,W,2021-05-15,1,0.0,30.0,0
+2021-05-04,114,W,2021-05-15,1,0.0,30.0,0
+2021-05-05,114,W,2021-05-15,1,0.0,30.0,0
+2021-05-06,114,W,2021-05-15,1,0.0,31.0,0
+2021-05-07,114,W,2021-05-15,1,0.0,31.0,0
+2021-05-08,114,W,2021-05-15,1,0.0,30.0,0
+2021-05-09,114,W,2021-05-15,1,0.0,31.0,0
+2021-05-10,114,W,2021-05-15,1,0.0,32.0,0
+2021-05-11,114,W,2021-05-15,1,0.0,32.0,0
+2021-05-12,114,W,2021-05-15,1,0.0,31.0,0
+2021-05-13,114,W,2021-05-15,1,0.0,31.0,0
+2021-05-14,114,W,2021-05-15,1,0.0,32.0,0
+2021-05-15,114,W,2021-05-15,1,0.0,31.0,1
+2021-05-16,114,W,2021-05-15,1,0.7216673054943215,32.0,1
+2021-05-17,114,W,2021-05-15,1,1.4433346109886358,36.0,1
+2021-05-18,114,W,2021-05-15,1,2.1650019164829573,35.0,1
+2021-05-19,114,W,2021-05-15,1,2.8866692219772716,35.0,1
+2021-05-20,114,W,2021-05-15,1,3.608336527471593,37.0,1
+2021-05-21,114,W,2021-05-15,1,3.608336527471593,37.0,1
+2021-05-22,114,W,2021-05-15,1,3.608336527471593,37.0,1
+2021-05-23,114,W,2021-05-15,1,3.608336527471593,38.0,1
+2021-05-24,114,W,2021-05-15,1,3.608336527471593,38.0,1
+2021-05-25,114,W,2021-05-15,1,3.608336527471593,40.0,1
+2021-05-26,114,W,2021-05-15,1,3.608336527471593,39.0,1
+2021-05-27,114,W,2021-05-15,1,3.608336527471593,38.0,1
+2021-05-28,114,W,2021-05-15,1,3.608336527471593,38.0,1
+2021-05-29,114,W,2021-05-15,1,3.608336527471593,39.0,1
+2021-05-30,114,W,2021-05-15,1,3.608336527471593,40.0,1
+2021-05-31,114,W,2021-05-15,1,3.608336527471593,40.0,1
+2021-06-01,114,W,2021-05-15,1,3.608336527471593,39.0,1
+2021-06-02,114,W,2021-05-15,1,3.608336527471593,41.0,1
+2021-06-03,114,W,2021-05-15,1,3.608336527471593,39.0,1
+2021-06-04,114,W,2021-05-15,1,3.608336527471593,40.0,1
+2021-06-05,114,W,2021-05-15,1,3.608336527471593,39.0,1
+2021-06-06,114,W,2021-05-15,1,3.608336527471593,38.0,1
+2021-06-07,114,W,2021-05-15,1,3.608336527471593,42.0,1
+2021-06-08,114,W,2021-05-15,1,3.608336527471593,41.0,1
+2021-06-09,114,W,2021-05-15,1,3.608336527471593,43.0,1
+2021-06-10,114,W,2021-05-15,1,3.608336527471593,42.0,1
+2021-06-11,114,W,2021-05-15,1,3.608336527471593,42.0,1
+2021-06-12,114,W,2021-05-15,1,3.608336527471593,41.0,1
+2021-06-13,114,W,2021-05-15,1,3.608336527471593,42.0,1
+2021-06-14,114,W,2021-05-15,1,3.608336527471593,43.0,1
+2021-06-15,114,W,2021-05-15,1,3.608336527471593,43.0,1
+2021-06-16,114,W,2021-05-15,1,3.608336527471593,43.0,1
+2021-06-17,114,W,2021-05-15,1,3.608336527471593,43.0,1
+2021-06-18,114,W,2021-05-15,1,3.608336527471593,43.0,1
+2021-06-19,114,W,2021-05-15,1,3.608336527471593,41.0,1
+2021-06-20,114,W,2021-05-15,1,3.608336527471593,42.0,1
+2021-06-21,114,W,2021-05-15,1,3.608336527471593,44.0,1
+2021-06-22,114,W,2021-05-15,1,3.608336527471593,45.0,1
+2021-06-23,114,W,2021-05-15,1,3.608336527471593,44.0,1
+2021-06-24,114,W,2021-05-15,1,3.608336527471593,43.0,1
+2021-06-25,114,W,2021-05-15,1,3.608336527471593,46.0,1
+2021-06-26,114,W,2021-05-15,1,3.608336527471593,44.0,1
+2021-06-27,114,W,2021-05-15,1,3.608336527471593,44.0,1
+2021-06-28,114,W,2021-05-15,1,3.608336527471593,43.0,1
+2021-06-29,114,W,2021-05-15,1,3.608336527471593,45.0,1
+2021-06-30,114,W,2021-05-15,1,3.608336527471593,44.0,1
+2021-07-01,114,W,2021-05-15,1,3.608336527471593,45.0,1
+2021-07-02,114,W,2021-05-15,1,3.608336527471593,46.0,1
+2021-07-03,114,W,2021-05-15,1,3.608336527471593,46.0,1
+2021-07-04,114,W,2021-05-15,1,3.608336527471593,46.0,1
+2021-07-05,114,W,2021-05-15,1,3.608336527471593,46.0,1
+2021-07-06,114,W,2021-05-15,1,3.608336527471593,48.0,1
+2021-07-07,114,W,2021-05-15,1,3.608336527471593,45.0,1
+2021-07-08,114,W,2021-05-15,1,3.608336527471593,45.0,1
+2021-07-09,114,W,2021-05-15,1,3.608336527471593,47.0,1
+2021-07-10,114,W,2021-05-15,1,3.608336527471593,46.0,1
+2021-07-11,114,W,2021-05-15,1,3.608336527471593,47.0,1
+2021-07-12,114,W,2021-05-15,1,3.608336527471593,48.0,1
+2021-07-13,114,W,2021-05-15,1,3.608336527471593,47.0,1
+2021-07-14,114,W,2021-05-15,1,3.608336527471593,48.0,1
+2021-07-15,114,W,2021-05-15,1,3.608336527471593,49.0,1
+2021-07-16,114,W,2021-05-15,1,3.608336527471593,47.0,1
+2021-07-17,114,W,2021-05-15,1,3.608336527471593,50.0,1
+2021-07-18,114,W,2021-05-15,1,3.608336527471593,49.0,1
+2021-07-19,114,W,2021-05-15,1,3.608336527471593,49.0,1
+2021-07-20,114,W,2021-05-15,1,3.608336527471593,49.0,1
+2021-07-21,114,W,2021-05-15,1,3.608336527471593,50.0,1
+2021-07-22,114,W,2021-05-15,1,3.608336527471593,49.0,1
+2021-07-23,114,W,2021-05-15,1,3.608336527471593,50.0,1
+2021-07-24,114,W,2021-05-15,1,3.608336527471593,49.0,1
+2021-07-25,114,W,2021-05-15,1,3.608336527471593,48.0,1
+2021-07-26,114,W,2021-05-15,1,3.608336527471593,50.0,1
+2021-07-27,114,W,2021-05-15,1,3.608336527471593,52.0,1
+2021-07-28,114,W,2021-05-15,1,3.608336527471593,51.0,1
+2021-07-29,114,W,2021-05-15,1,3.608336527471593,52.0,1
+2021-07-30,114,W,2021-05-15,1,3.608336527471593,51.0,1
+2021-07-31,114,W,2021-05-15,1,3.608336527471593,50.0,1
+2021-05-01,115,E,2021-05-15,1,0.0,14.0,0
+2021-05-02,115,E,2021-05-15,1,0.0,14.0,0
+2021-05-03,115,E,2021-05-15,1,0.0,16.0,0
+2021-05-04,115,E,2021-05-15,1,0.0,15.0,0
+2021-05-05,115,E,2021-05-15,1,0.0,15.0,0
+2021-05-06,115,E,2021-05-15,1,0.0,15.0,0
+2021-05-07,115,E,2021-05-15,1,0.0,15.0,0
+2021-05-08,115,E,2021-05-15,1,0.0,16.0,0
+2021-05-09,115,E,2021-05-15,1,0.0,17.0,0
+2021-05-10,115,E,2021-05-15,1,0.0,19.0,0
+2021-05-11,115,E,2021-05-15,1,0.0,16.0,0
+2021-05-12,115,E,2021-05-15,1,0.0,18.0,0
+2021-05-13,115,E,2021-05-15,1,0.0,17.0,0
+2021-05-14,115,E,2021-05-15,1,0.0,17.0,0
+2021-05-15,115,E,2021-05-15,1,0.0,17.0,1
+2021-05-16,115,E,2021-05-15,1,0.225462532470317,18.0,1
+2021-05-17,115,E,2021-05-15,1,0.450925064940634,21.0,1
+2021-05-18,115,E,2021-05-15,1,0.676387597410951,21.0,1
+2021-05-19,115,E,2021-05-15,1,0.901850129881268,21.0,1
+2021-05-20,115,E,2021-05-15,1,1.127312662351585,20.0,1
+2021-05-21,115,E,2021-05-15,1,1.127312662351585,21.0,1
+2021-05-22,115,E,2021-05-15,1,1.127312662351585,22.0,1
+2021-05-23,115,E,2021-05-15,1,1.127312662351585,22.0,1
+2021-05-24,115,E,2021-05-15,1,1.127312662351585,23.0,1
+2021-05-25,115,E,2021-05-15,1,1.127312662351585,24.0,1
+2021-05-26,115,E,2021-05-15,1,1.127312662351585,24.0,1
+2021-05-27,115,E,2021-05-15,1,1.127312662351585,22.0,1
+2021-05-28,115,E,2021-05-15,1,1.127312662351585,23.0,1
+2021-05-29,115,E,2021-05-15,1,1.127312662351585,23.0,1
+2021-05-30,115,E,2021-05-15,1,1.127312662351585,23.0,1
+2021-05-31,115,E,2021-05-15,1,1.127312662351585,24.0,1
+2021-06-01,115,E,2021-05-15,1,1.127312662351585,27.0,1
+2021-06-02,115,E,2021-05-15,1,1.127312662351585,27.0,1
+2021-06-03,115,E,2021-05-15,1,1.127312662351585,25.0,1
+2021-06-04,115,E,2021-05-15,1,1.127312662351585,25.0,1
+2021-06-05,115,E,2021-05-15,1,1.127312662351585,26.0,1
+2021-06-06,115,E,2021-05-15,1,1.127312662351585,26.0,1
+2021-06-07,115,E,2021-05-15,1,1.127312662351585,27.0,1
+2021-06-08,115,E,2021-05-15,1,1.127312662351585,28.0,1
+2021-06-09,115,E,2021-05-15,1,1.127312662351585,28.0,1
+2021-06-10,115,E,2021-05-15,1,1.127312662351585,28.0,1
+2021-06-11,115,E,2021-05-15,1,1.127312662351585,27.0,1
+2021-06-12,115,E,2021-05-15,1,1.127312662351585,27.0,1
+2021-06-13,115,E,2021-05-15,1,1.127312662351585,28.0,1
+2021-06-14,115,E,2021-05-15,1,1.127312662351585,29.0,1
+2021-06-15,115,E,2021-05-15,1,1.127312662351585,29.0,1
+2021-06-16,115,E,2021-05-15,1,1.127312662351585,30.0,1
+2021-06-17,115,E,2021-05-15,1,1.127312662351585,29.0,1
+2021-06-18,115,E,2021-05-15,1,1.127312662351585,32.0,1
+2021-06-19,115,E,2021-05-15,1,1.127312662351585,30.0,1
+2021-06-20,115,E,2021-05-15,1,1.127312662351585,30.0,1
+2021-06-21,115,E,2021-05-15,1,1.127312662351585,32.0,1
+2021-06-22,115,E,2021-05-15,1,1.127312662351585,31.0,1
+2021-06-23,115,E,2021-05-15,1,1.127312662351585,31.0,1
+2021-06-24,115,E,2021-05-15,1,1.127312662351585,32.0,1
+2021-06-25,115,E,2021-05-15,1,1.127312662351585,32.0,1
+2021-06-26,115,E,2021-05-15,1,1.127312662351585,32.0,1
+2021-06-27,115,E,2021-05-15,1,1.127312662351585,32.0,1
+2021-06-28,115,E,2021-05-15,1,1.127312662351585,33.0,1
+2021-06-29,115,E,2021-05-15,1,1.127312662351585,33.0,1
+2021-06-30,115,E,2021-05-15,1,1.127312662351585,33.0,1
+2021-07-01,115,E,2021-05-15,1,1.127312662351585,35.0,1
+2021-07-02,115,E,2021-05-15,1,1.127312662351585,33.0,1
+2021-07-03,115,E,2021-05-15,1,1.127312662351585,33.0,1
+2021-07-04,115,E,2021-05-15,1,1.127312662351585,35.0,1
+2021-07-05,115,E,2021-05-15,1,1.127312662351585,35.0,1
+2021-07-06,115,E,2021-05-15,1,1.127312662351585,35.0,1
+2021-07-07,115,E,2021-05-15,1,1.127312662351585,36.0,1
+2021-07-08,115,E,2021-05-15,1,1.127312662351585,35.0,1
+2021-07-09,115,E,2021-05-15,1,1.127312662351585,35.0,1
+2021-07-10,115,E,2021-05-15,1,1.127312662351585,34.0,1
+2021-07-11,115,E,2021-05-15,1,1.127312662351585,36.0,1
+2021-07-12,115,E,2021-05-15,1,1.127312662351585,37.0,1
+2021-07-13,115,E,2021-05-15,1,1.127312662351585,37.0,1
+2021-07-14,115,E,2021-05-15,1,1.127312662351585,38.0,1
+2021-07-15,115,E,2021-05-15,1,1.127312662351585,38.0,1
+2021-07-16,115,E,2021-05-15,1,1.127312662351585,37.0,1
+2021-07-17,115,E,2021-05-15,1,1.127312662351585,38.0,1
+2021-07-18,115,E,2021-05-15,1,1.127312662351585,39.0,1
+2021-07-19,115,E,2021-05-15,1,1.127312662351585,38.0,1
+2021-07-20,115,E,2021-05-15,1,1.127312662351585,39.0,1
+2021-07-21,115,E,2021-05-15,1,1.127312662351585,38.0,1
+2021-07-22,115,E,2021-05-15,1,1.127312662351585,40.0,1
+2021-07-23,115,E,2021-05-15,1,1.127312662351585,39.0,1
+2021-07-24,115,E,2021-05-15,1,1.127312662351585,41.0,1
+2021-07-25,115,E,2021-05-15,1,1.127312662351585,40.0,1
+2021-07-26,115,E,2021-05-15,1,1.127312662351585,42.0,1
+2021-07-27,115,E,2021-05-15,1,1.127312662351585,42.0,1
+2021-07-28,115,E,2021-05-15,1,1.127312662351585,40.0,1
+2021-07-29,115,E,2021-05-15,1,1.127312662351585,42.0,1
+2021-07-30,115,E,2021-05-15,1,1.127312662351585,41.0,1
+2021-07-31,115,E,2021-05-15,1,1.127312662351585,41.0,1
+2021-05-01,116,E,2021-05-15,1,0.0,13.0,0
+2021-05-02,116,E,2021-05-15,1,0.0,15.0,0
+2021-05-03,116,E,2021-05-15,1,0.0,15.0,0
+2021-05-04,116,E,2021-05-15,1,0.0,14.0,0
+2021-05-05,116,E,2021-05-15,1,0.0,14.0,0
+2021-05-06,116,E,2021-05-15,1,0.0,16.0,0
+2021-05-07,116,E,2021-05-15,1,0.0,15.0,0
+2021-05-08,116,E,2021-05-15,1,0.0,14.0,0
+2021-05-09,116,E,2021-05-15,1,0.0,16.0,0
+2021-05-10,116,E,2021-05-15,1,0.0,17.0,0
+2021-05-11,116,E,2021-05-15,1,0.0,18.0,0
+2021-05-12,116,E,2021-05-15,1,0.0,17.0,0
+2021-05-13,116,E,2021-05-15,1,0.0,16.0,0
+2021-05-14,116,E,2021-05-15,1,0.0,17.0,0
+2021-05-15,116,E,2021-05-15,1,0.0,18.0,1
+2021-05-16,116,E,2021-05-15,1,0.3922937864244389,18.0,1
+2021-05-17,116,E,2021-05-15,1,0.7845875728488743,21.0,1
+2021-05-18,116,E,2021-05-15,1,1.1768813592733132,20.0,1
+2021-05-19,116,E,2021-05-15,1,1.5691751456977485,19.0,1
+2021-05-20,116,E,2021-05-15,1,1.9614689321221874,23.0,1
+2021-05-21,116,E,2021-05-15,1,1.9614689321221874,21.0,1
+2021-05-22,116,E,2021-05-15,1,1.9614689321221874,22.0,1
+2021-05-23,116,E,2021-05-15,1,1.9614689321221874,22.0,1
+2021-05-24,116,E,2021-05-15,1,1.9614689321221874,23.0,1
+2021-05-25,116,E,2021-05-15,1,1.9614689321221874,22.0,1
+2021-05-26,116,E,2021-05-15,1,1.9614689321221874,23.0,1
+2021-05-27,116,E,2021-05-15,1,1.9614689321221874,23.0,1
+2021-05-28,116,E,2021-05-15,1,1.9614689321221874,22.0,1
+2021-05-29,116,E,2021-05-15,1,1.9614689321221874,24.0,1
+2021-05-30,116,E,2021-05-15,1,1.9614689321221874,23.0,1
+2021-05-31,116,E,2021-05-15,1,1.9614689321221874,25.0,1
+2021-06-01,116,E,2021-05-15,1,1.9614689321221874,25.0,1
+2021-06-02,116,E,2021-05-15,1,1.9614689321221874,26.0,1
+2021-06-03,116,E,2021-05-15,1,1.9614689321221874,25.0,1
+2021-06-04,116,E,2021-05-15,1,1.9614689321221874,24.0,1
+2021-06-05,116,E,2021-05-15,1,1.9614689321221874,27.0,1
+2021-06-06,116,E,2021-05-15,1,1.9614689321221874,27.0,1
+2021-06-07,116,E,2021-05-15,1,1.9614689321221874,27.0,1
+2021-06-08,116,E,2021-05-15,1,1.9614689321221874,28.0,1
+2021-06-09,116,E,2021-05-15,1,1.9614689321221874,28.0,1
+2021-06-10,116,E,2021-05-15,1,1.9614689321221874,29.0,1
+2021-06-11,116,E,2021-05-15,1,1.9614689321221874,28.0,1
+2021-06-12,116,E,2021-05-15,1,1.9614689321221874,27.0,1
+2021-06-13,116,E,2021-05-15,1,1.9614689321221874,28.0,1
+2021-06-14,116,E,2021-05-15,1,1.9614689321221874,28.0,1
+2021-06-15,116,E,2021-05-15,1,1.9614689321221874,29.0,1
+2021-06-16,116,E,2021-05-15,1,1.9614689321221874,27.0,1
+2021-06-17,116,E,2021-05-15,1,1.9614689321221874,31.0,1
+2021-06-18,116,E,2021-05-15,1,1.9614689321221874,31.0,1
+2021-06-19,116,E,2021-05-15,1,1.9614689321221874,30.0,1
+2021-06-20,116,E,2021-05-15,1,1.9614689321221874,32.0,1
+2021-06-21,116,E,2021-05-15,1,1.9614689321221874,32.0,1
+2021-06-22,116,E,2021-05-15,1,1.9614689321221874,31.0,1
+2021-06-23,116,E,2021-05-15,1,1.9614689321221874,32.0,1
+2021-06-24,116,E,2021-05-15,1,1.9614689321221874,32.0,1
+2021-06-25,116,E,2021-05-15,1,1.9614689321221874,33.0,1
+2021-06-26,116,E,2021-05-15,1,1.9614689321221874,32.0,1
+2021-06-27,116,E,2021-05-15,1,1.9614689321221874,33.0,1
+2021-06-28,116,E,2021-05-15,1,1.9614689321221874,32.0,1
+2021-06-29,116,E,2021-05-15,1,1.9614689321221874,33.0,1
+2021-06-30,116,E,2021-05-15,1,1.9614689321221874,32.0,1
+2021-07-01,116,E,2021-05-15,1,1.9614689321221874,34.0,1
+2021-07-02,116,E,2021-05-15,1,1.9614689321221874,34.0,1
+2021-07-03,116,E,2021-05-15,1,1.9614689321221874,32.0,1
+2021-07-04,116,E,2021-05-15,1,1.9614689321221874,34.0,1
+2021-07-05,116,E,2021-05-15,1,1.9614689321221874,37.0,1
+2021-07-06,116,E,2021-05-15,1,1.9614689321221874,37.0,1
+2021-07-07,116,E,2021-05-15,1,1.9614689321221874,37.0,1
+2021-07-08,116,E,2021-05-15,1,1.9614689321221874,36.0,1
+2021-07-09,116,E,2021-05-15,1,1.9614689321221874,36.0,1
+2021-07-10,116,E,2021-05-15,1,1.9614689321221874,36.0,1
+2021-07-11,116,E,2021-05-15,1,1.9614689321221874,35.0,1
+2021-07-12,116,E,2021-05-15,1,1.9614689321221874,38.0,1
+2021-07-13,116,E,2021-05-15,1,1.9614689321221874,37.0,1
+2021-07-14,116,E,2021-05-15,1,1.9614689321221874,38.0,1
+2021-07-15,116,E,2021-05-15,1,1.9614689321221874,37.0,1
+2021-07-16,116,E,2021-05-15,1,1.9614689321221874,37.0,1
+2021-07-17,116,E,2021-05-15,1,1.9614689321221874,39.0,1
+2021-07-18,116,E,2021-05-15,1,1.9614689321221874,39.0,1
+2021-07-19,116,E,2021-05-15,1,1.9614689321221874,39.0,1
+2021-07-20,116,E,2021-05-15,1,1.9614689321221874,40.0,1
+2021-07-21,116,E,2021-05-15,1,1.9614689321221874,40.0,1
+2021-07-22,116,E,2021-05-15,1,1.9614689321221874,39.0,1
+2021-07-23,116,E,2021-05-15,1,1.9614689321221874,43.0,1
+2021-07-24,116,E,2021-05-15,1,1.9614689321221874,40.0,1
+2021-07-25,116,E,2021-05-15,1,1.9614689321221874,41.0,1
+2021-07-26,116,E,2021-05-15,1,1.9614689321221874,41.0,1
+2021-07-27,116,E,2021-05-15,1,1.9614689321221874,42.0,1
+2021-07-28,116,E,2021-05-15,1,1.9614689321221874,42.0,1
+2021-07-29,116,E,2021-05-15,1,1.9614689321221874,43.0,1
+2021-07-30,116,E,2021-05-15,1,1.9614689321221874,42.0,1
+2021-07-31,116,E,2021-05-15,1,1.9614689321221874,42.0,1
+2021-05-01,117,E,2021-06-04,1,0.0,14.0,0
+2021-05-02,117,E,2021-06-04,1,0.0,16.0,0
+2021-05-03,117,E,2021-06-04,1,0.0,14.0,0
+2021-05-04,117,E,2021-06-04,1,0.0,15.0,0
+2021-05-05,117,E,2021-06-04,1,0.0,15.0,0
+2021-05-06,117,E,2021-06-04,1,0.0,17.0,0
+2021-05-07,117,E,2021-06-04,1,0.0,15.0,0
+2021-05-08,117,E,2021-06-04,1,0.0,15.0,0
+2021-05-09,117,E,2021-06-04,1,0.0,17.0,0
+2021-05-10,117,E,2021-06-04,1,0.0,18.0,0
+2021-05-11,117,E,2021-06-04,1,0.0,18.0,0
+2021-05-12,117,E,2021-06-04,1,0.0,17.0,0
+2021-05-13,117,E,2021-06-04,1,0.0,16.0,0
+2021-05-14,117,E,2021-06-04,1,0.0,18.0,0
+2021-05-15,117,E,2021-06-04,1,0.0,19.0,0
+2021-05-16,117,E,2021-06-04,1,0.0,17.0,0
+2021-05-17,117,E,2021-06-04,1,0.0,20.0,0
+2021-05-18,117,E,2021-06-04,1,0.0,19.0,0
+2021-05-19,117,E,2021-06-04,1,0.0,19.0,0
+2021-05-20,117,E,2021-06-04,1,0.0,20.0,0
+2021-05-21,117,E,2021-06-04,1,0.0,21.0,0
+2021-05-22,117,E,2021-06-04,1,0.0,19.0,0
+2021-05-23,117,E,2021-06-04,1,0.0,21.0,0
+2021-05-24,117,E,2021-06-04,1,0.0,21.0,0
+2021-05-25,117,E,2021-06-04,1,0.0,23.0,0
+2021-05-26,117,E,2021-06-04,1,0.0,22.0,0
+2021-05-27,117,E,2021-06-04,1,0.0,21.0,0
+2021-05-28,117,E,2021-06-04,1,0.0,23.0,0
+2021-05-29,117,E,2021-06-04,1,0.0,21.0,0
+2021-05-30,117,E,2021-06-04,1,0.0,23.0,0
+2021-05-31,117,E,2021-06-04,1,0.0,24.0,0
+2021-06-01,117,E,2021-06-04,1,0.0,24.0,0
+2021-06-02,117,E,2021-06-04,1,0.0,24.0,0
+2021-06-03,117,E,2021-06-04,1,0.0,24.0,0
+2021-06-04,117,E,2021-06-04,1,0.0,23.0,1
+2021-06-05,117,E,2021-06-04,1,0.3233443263905862,24.0,1
+2021-06-06,117,E,2021-06-04,1,0.6466886527811724,26.0,1
+2021-06-07,117,E,2021-06-04,1,0.9700329791717621,25.0,1
+2021-06-08,117,E,2021-06-04,1,1.2933773055623483,26.0,1
+2021-06-09,117,E,2021-06-04,1,1.6167216319529345,27.0,1
+2021-06-10,117,E,2021-06-04,1,1.6167216319529345,28.0,1
+2021-06-11,117,E,2021-06-04,1,1.6167216319529345,28.0,1
+2021-06-12,117,E,2021-06-04,1,1.6167216319529345,28.0,1
+2021-06-13,117,E,2021-06-04,1,1.6167216319529345,29.0,1
+2021-06-14,117,E,2021-06-04,1,1.6167216319529345,30.0,1
+2021-06-15,117,E,2021-06-04,1,1.6167216319529345,28.0,1
+2021-06-16,117,E,2021-06-04,1,1.6167216319529345,29.0,1
+2021-06-17,117,E,2021-06-04,1,1.6167216319529345,30.0,1
+2021-06-18,117,E,2021-06-04,1,1.6167216319529345,31.0,1
+2021-06-19,117,E,2021-06-04,1,1.6167216319529345,31.0,1
+2021-06-20,117,E,2021-06-04,1,1.6167216319529345,31.0,1
+2021-06-21,117,E,2021-06-04,1,1.6167216319529345,32.0,1
+2021-06-22,117,E,2021-06-04,1,1.6167216319529345,31.0,1
+2021-06-23,117,E,2021-06-04,1,1.6167216319529345,32.0,1
+2021-06-24,117,E,2021-06-04,1,1.6167216319529345,31.0,1
+2021-06-25,117,E,2021-06-04,1,1.6167216319529345,33.0,1
+2021-06-26,117,E,2021-06-04,1,1.6167216319529345,32.0,1
+2021-06-27,117,E,2021-06-04,1,1.6167216319529345,33.0,1
+2021-06-28,117,E,2021-06-04,1,1.6167216319529345,33.0,1
+2021-06-29,117,E,2021-06-04,1,1.6167216319529345,33.0,1
+2021-06-30,117,E,2021-06-04,1,1.6167216319529345,34.0,1
+2021-07-01,117,E,2021-06-04,1,1.6167216319529345,34.0,1
+2021-07-02,117,E,2021-06-04,1,1.6167216319529345,33.0,1
+2021-07-03,117,E,2021-06-04,1,1.6167216319529345,33.0,1
+2021-07-04,117,E,2021-06-04,1,1.6167216319529345,34.0,1
+2021-07-05,117,E,2021-06-04,1,1.6167216319529345,35.0,1
+2021-07-06,117,E,2021-06-04,1,1.6167216319529345,36.0,1
+2021-07-07,117,E,2021-06-04,1,1.6167216319529345,36.0,1
+2021-07-08,117,E,2021-06-04,1,1.6167216319529345,37.0,1
+2021-07-09,117,E,2021-06-04,1,1.6167216319529345,36.0,1
+2021-07-10,117,E,2021-06-04,1,1.6167216319529345,34.0,1
+2021-07-11,117,E,2021-06-04,1,1.6167216319529345,36.0,1
+2021-07-12,117,E,2021-06-04,1,1.6167216319529345,38.0,1
+2021-07-13,117,E,2021-06-04,1,1.6167216319529345,38.0,1
+2021-07-14,117,E,2021-06-04,1,1.6167216319529345,40.0,1
+2021-07-15,117,E,2021-06-04,1,1.6167216319529345,38.0,1
+2021-07-16,117,E,2021-06-04,1,1.6167216319529345,38.0,1
+2021-07-17,117,E,2021-06-04,1,1.6167216319529345,39.0,1
+2021-07-18,117,E,2021-06-04,1,1.6167216319529345,39.0,1
+2021-07-19,117,E,2021-06-04,1,1.6167216319529345,39.0,1
+2021-07-20,117,E,2021-06-04,1,1.6167216319529345,40.0,1
+2021-07-21,117,E,2021-06-04,1,1.6167216319529345,39.0,1
+2021-07-22,117,E,2021-06-04,1,1.6167216319529345,41.0,1
+2021-07-23,117,E,2021-06-04,1,1.6167216319529345,40.0,1
+2021-07-24,117,E,2021-06-04,1,1.6167216319529345,40.0,1
+2021-07-25,117,E,2021-06-04,1,1.6167216319529345,40.0,1
+2021-07-26,117,E,2021-06-04,1,1.6167216319529345,41.0,1
+2021-07-27,117,E,2021-06-04,1,1.6167216319529345,42.0,1
+2021-07-28,117,E,2021-06-04,1,1.6167216319529345,42.0,1
+2021-07-29,117,E,2021-06-04,1,1.6167216319529345,42.0,1
+2021-07-30,117,E,2021-06-04,1,1.6167216319529345,41.0,1
+2021-07-31,117,E,2021-06-04,1,1.6167216319529345,42.0,1
+2021-05-01,118,N,2021-06-20,1,0.0,43.0,0
+2021-05-02,118,N,2021-06-20,1,0.0,44.0,0
+2021-05-03,118,N,2021-06-20,1,0.0,44.0,0
+2021-05-04,118,N,2021-06-20,1,0.0,44.0,0
+2021-05-05,118,N,2021-06-20,1,0.0,44.0,0
+2021-05-06,118,N,2021-06-20,1,0.0,44.0,0
+2021-05-07,118,N,2021-06-20,1,0.0,44.0,0
+2021-05-08,118,N,2021-06-20,1,0.0,43.0,0
+2021-05-09,118,N,2021-06-20,1,0.0,45.0,0
+2021-05-10,118,N,2021-06-20,1,0.0,44.0,0
+2021-05-11,118,N,2021-06-20,1,0.0,43.0,0
+2021-05-12,118,N,2021-06-20,1,0.0,43.0,0
+2021-05-13,118,N,2021-06-20,1,0.0,45.0,0
+2021-05-14,118,N,2021-06-20,1,0.0,44.0,0
+2021-05-15,118,N,2021-06-20,1,0.0,43.0,0
+2021-05-16,118,N,2021-06-20,1,0.0,44.0,0
+2021-05-17,118,N,2021-06-20,1,0.0,47.0,0
+2021-05-18,118,N,2021-06-20,1,0.0,46.0,0
+2021-05-19,118,N,2021-06-20,1,0.0,45.0,0
+2021-05-20,118,N,2021-06-20,1,0.0,46.0,0
+2021-05-21,118,N,2021-06-20,1,0.0,46.0,0
+2021-05-22,118,N,2021-06-20,1,0.0,45.0,0
+2021-05-23,118,N,2021-06-20,1,0.0,46.0,0
+2021-05-24,118,N,2021-06-20,1,0.0,46.0,0
+2021-05-25,118,N,2021-06-20,1,0.0,46.0,0
+2021-05-26,118,N,2021-06-20,1,0.0,45.0,0
+2021-05-27,118,N,2021-06-20,1,0.0,44.0,0
+2021-05-28,118,N,2021-06-20,1,0.0,45.0,0
+2021-05-29,118,N,2021-06-20,1,0.0,46.0,0
+2021-05-30,118,N,2021-06-20,1,0.0,46.0,0
+2021-05-31,118,N,2021-06-20,1,0.0,47.0,0
+2021-06-01,118,N,2021-06-20,1,0.0,47.0,0
+2021-06-02,118,N,2021-06-20,1,0.0,48.0,0
+2021-06-03,118,N,2021-06-20,1,0.0,46.0,0
+2021-06-04,118,N,2021-06-20,1,0.0,45.0,0
+2021-06-05,118,N,2021-06-20,1,0.0,46.0,0
+2021-06-06,118,N,2021-06-20,1,0.0,47.0,0
+2021-06-07,118,N,2021-06-20,1,0.0,47.0,0
+2021-06-08,118,N,2021-06-20,1,0.0,47.0,0
+2021-06-09,118,N,2021-06-20,1,0.0,48.0,0
+2021-06-10,118,N,2021-06-20,1,0.0,47.0,0
+2021-06-11,118,N,2021-06-20,1,0.0,47.0,0
+2021-06-12,118,N,2021-06-20,1,0.0,48.0,0
+2021-06-13,118,N,2021-06-20,1,0.0,46.0,0
+2021-06-14,118,N,2021-06-20,1,0.0,48.0,0
+2021-06-15,118,N,2021-06-20,1,0.0,47.0,0
+2021-06-16,118,N,2021-06-20,1,0.0,48.0,0
+2021-06-17,118,N,2021-06-20,1,0.0,47.0,0
+2021-06-18,118,N,2021-06-20,1,0.0,48.0,0
+2021-06-19,118,N,2021-06-20,1,0.0,47.0,0
+2021-06-20,118,N,2021-06-20,1,0.0,48.0,1
+2021-06-21,118,N,2021-06-20,1,1.4864388690315096,51.0,1
+2021-06-22,118,N,2021-06-20,1,2.972877738063012,52.0,1
+2021-06-23,118,N,2021-06-20,1,4.459316607094522,54.0,1
+2021-06-24,118,N,2021-06-20,1,5.945755476126024,55.0,1
+2021-06-25,118,N,2021-06-20,1,7.432194345157534,57.0,1
+2021-06-26,118,N,2021-06-20,1,7.432194345157534,58.0,1
+2021-06-27,118,N,2021-06-20,1,7.432194345157534,56.0,1
+2021-06-28,118,N,2021-06-20,1,7.432194345157534,57.0,1
+2021-06-29,118,N,2021-06-20,1,7.432194345157534,57.0,1
+2021-06-30,118,N,2021-06-20,1,7.432194345157534,55.0,1
+2021-07-01,118,N,2021-06-20,1,7.432194345157534,58.0,1
+2021-07-02,118,N,2021-06-20,1,7.432194345157534,57.0,1
+2021-07-03,118,N,2021-06-20,1,7.432194345157534,56.0,1
+2021-07-04,118,N,2021-06-20,1,7.432194345157534,57.0,1
+2021-07-05,118,N,2021-06-20,1,7.432194345157534,57.0,1
+2021-07-06,118,N,2021-06-20,1,7.432194345157534,57.0,1
+2021-07-07,118,N,2021-06-20,1,7.432194345157534,59.0,1
+2021-07-08,118,N,2021-06-20,1,7.432194345157534,58.0,1
+2021-07-09,118,N,2021-06-20,1,7.432194345157534,58.0,1
+2021-07-10,118,N,2021-06-20,1,7.432194345157534,57.0,1
+2021-07-11,118,N,2021-06-20,1,7.432194345157534,57.0,1
+2021-07-12,118,N,2021-06-20,1,7.432194345157534,58.0,1
+2021-07-13,118,N,2021-06-20,1,7.432194345157534,56.0,1
+2021-07-14,118,N,2021-06-20,1,7.432194345157534,58.0,1
+2021-07-15,118,N,2021-06-20,1,7.432194345157534,58.0,1
+2021-07-16,118,N,2021-06-20,1,7.432194345157534,58.0,1
+2021-07-17,118,N,2021-06-20,1,7.432194345157534,59.0,1
+2021-07-18,118,N,2021-06-20,1,7.432194345157534,59.0,1
+2021-07-19,118,N,2021-06-20,1,7.432194345157534,59.0,1
+2021-07-20,118,N,2021-06-20,1,7.432194345157534,59.0,1
+2021-07-21,118,N,2021-06-20,1,7.432194345157534,58.0,1
+2021-07-22,118,N,2021-06-20,1,7.432194345157534,59.0,1
+2021-07-23,118,N,2021-06-20,1,7.432194345157534,59.0,1
+2021-07-24,118,N,2021-06-20,1,7.432194345157534,59.0,1
+2021-07-25,118,N,2021-06-20,1,7.432194345157534,60.0,1
+2021-07-26,118,N,2021-06-20,1,7.432194345157534,61.0,1
+2021-07-27,118,N,2021-06-20,1,7.432194345157534,61.0,1
+2021-07-28,118,N,2021-06-20,1,7.432194345157534,59.0,1
+2021-07-29,118,N,2021-06-20,1,7.432194345157534,59.0,1
+2021-07-30,118,N,2021-06-20,1,7.432194345157534,58.0,1
+2021-07-31,118,N,2021-06-20,1,7.432194345157534,59.0,1
+2021-05-01,119,N,2021-06-04,1,0.0,42.0,0
+2021-05-02,119,N,2021-06-04,1,0.0,42.0,0
+2021-05-03,119,N,2021-06-04,1,0.0,42.0,0
+2021-05-04,119,N,2021-06-04,1,0.0,40.0,0
+2021-05-05,119,N,2021-06-04,1,0.0,41.0,0
+2021-05-06,119,N,2021-06-04,1,0.0,41.0,0
+2021-05-07,119,N,2021-06-04,1,0.0,41.0,0
+2021-05-08,119,N,2021-06-04,1,0.0,41.0,0
+2021-05-09,119,N,2021-06-04,1,0.0,43.0,0
+2021-05-10,119,N,2021-06-04,1,0.0,43.0,0
+2021-05-11,119,N,2021-06-04,1,0.0,42.0,0
+2021-05-12,119,N,2021-06-04,1,0.0,43.0,0
+2021-05-13,119,N,2021-06-04,1,0.0,42.0,0
+2021-05-14,119,N,2021-06-04,1,0.0,41.0,0
+2021-05-15,119,N,2021-06-04,1,0.0,42.0,0
+2021-05-16,119,N,2021-06-04,1,0.0,41.0,0
+2021-05-17,119,N,2021-06-04,1,0.0,43.0,0
+2021-05-18,119,N,2021-06-04,1,0.0,44.0,0
+2021-05-19,119,N,2021-06-04,1,0.0,43.0,0
+2021-05-20,119,N,2021-06-04,1,0.0,44.0,0
+2021-05-21,119,N,2021-06-04,1,0.0,44.0,0
+2021-05-22,119,N,2021-06-04,1,0.0,43.0,0
+2021-05-23,119,N,2021-06-04,1,0.0,43.0,0
+2021-05-24,119,N,2021-06-04,1,0.0,43.0,0
+2021-05-25,119,N,2021-06-04,1,0.0,43.0,0
+2021-05-26,119,N,2021-06-04,1,0.0,44.0,0
+2021-05-27,119,N,2021-06-04,1,0.0,43.0,0
+2021-05-28,119,N,2021-06-04,1,0.0,44.0,0
+2021-05-29,119,N,2021-06-04,1,0.0,44.0,0
+2021-05-30,119,N,2021-06-04,1,0.0,45.0,0
+2021-05-31,119,N,2021-06-04,1,0.0,45.0,0
+2021-06-01,119,N,2021-06-04,1,0.0,45.0,0
+2021-06-02,119,N,2021-06-04,1,0.0,44.0,0
+2021-06-03,119,N,2021-06-04,1,0.0,45.0,0
+2021-06-04,119,N,2021-06-04,1,0.0,43.0,1
+2021-06-05,119,N,2021-06-04,1,0.5633740947902695,45.0,1
+2021-06-06,119,N,2021-06-04,1,1.126748189580539,46.0,1
+2021-06-07,119,N,2021-06-04,1,1.6901222843708084,45.0,1
+2021-06-08,119,N,2021-06-04,1,2.253496379161078,47.0,1
+2021-06-09,119,N,2021-06-04,1,2.8168704739513473,48.0,1
+2021-06-10,119,N,2021-06-04,1,2.8168704739513473,47.0,1
+2021-06-11,119,N,2021-06-04,1,2.8168704739513473,48.0,1
+2021-06-12,119,N,2021-06-04,1,2.8168704739513473,47.0,1
+2021-06-13,119,N,2021-06-04,1,2.8168704739513473,48.0,1
+2021-06-14,119,N,2021-06-04,1,2.8168704739513473,48.0,1
+2021-06-15,119,N,2021-06-04,1,2.8168704739513473,48.0,1
+2021-06-16,119,N,2021-06-04,1,2.8168704739513473,48.0,1
+2021-06-17,119,N,2021-06-04,1,2.8168704739513473,48.0,1
+2021-06-18,119,N,2021-06-04,1,2.8168704739513473,48.0,1
+2021-06-19,119,N,2021-06-04,1,2.8168704739513473,49.0,1
+2021-06-20,119,N,2021-06-04,1,2.8168704739513473,49.0,1
+2021-06-21,119,N,2021-06-04,1,2.8168704739513473,49.0,1
+2021-06-22,119,N,2021-06-04,1,2.8168704739513473,49.0,1
+2021-06-23,119,N,2021-06-04,1,2.8168704739513473,50.0,1
+2021-06-24,119,N,2021-06-04,1,2.8168704739513473,50.0,1
+2021-06-25,119,N,2021-06-04,1,2.8168704739513473,49.0,1
+2021-06-26,119,N,2021-06-04,1,2.8168704739513473,48.0,1
+2021-06-27,119,N,2021-06-04,1,2.8168704739513473,50.0,1
+2021-06-28,119,N,2021-06-04,1,2.8168704739513473,50.0,1
+2021-06-29,119,N,2021-06-04,1,2.8168704739513473,50.0,1
+2021-06-30,119,N,2021-06-04,1,2.8168704739513473,50.0,1
+2021-07-01,119,N,2021-06-04,1,2.8168704739513473,50.0,1
+2021-07-02,119,N,2021-06-04,1,2.8168704739513473,50.0,1
+2021-07-03,119,N,2021-06-04,1,2.8168704739513473,48.0,1
+2021-07-04,119,N,2021-06-04,1,2.8168704739513473,50.0,1
+2021-07-05,119,N,2021-06-04,1,2.8168704739513473,51.0,1
+2021-07-06,119,N,2021-06-04,1,2.8168704739513473,50.0,1
+2021-07-07,119,N,2021-06-04,1,2.8168704739513473,51.0,1
+2021-07-08,119,N,2021-06-04,1,2.8168704739513473,50.0,1
+2021-07-09,119,N,2021-06-04,1,2.8168704739513473,52.0,1
+2021-07-10,119,N,2021-06-04,1,2.8168704739513473,49.0,1
+2021-07-11,119,N,2021-06-04,1,2.8168704739513473,50.0,1
+2021-07-12,119,N,2021-06-04,1,2.8168704739513473,50.0,1
+2021-07-13,119,N,2021-06-04,1,2.8168704739513473,51.0,1
+2021-07-14,119,N,2021-06-04,1,2.8168704739513473,52.0,1
+2021-07-15,119,N,2021-06-04,1,2.8168704739513473,52.0,1
+2021-07-16,119,N,2021-06-04,1,2.8168704739513473,51.0,1
+2021-07-17,119,N,2021-06-04,1,2.8168704739513473,52.0,1
+2021-07-18,119,N,2021-06-04,1,2.8168704739513473,52.0,1
+2021-07-19,119,N,2021-06-04,1,2.8168704739513473,52.0,1
+2021-07-20,119,N,2021-06-04,1,2.8168704739513473,50.0,1
+2021-07-21,119,N,2021-06-04,1,2.8168704739513473,52.0,1
+2021-07-22,119,N,2021-06-04,1,2.8168704739513473,51.0,1
+2021-07-23,119,N,2021-06-04,1,2.8168704739513473,52.0,1
+2021-07-24,119,N,2021-06-04,1,2.8168704739513473,52.0,1
+2021-07-25,119,N,2021-06-04,1,2.8168704739513473,51.0,1
+2021-07-26,119,N,2021-06-04,1,2.8168704739513473,52.0,1
+2021-07-27,119,N,2021-06-04,1,2.8168704739513473,52.0,1
+2021-07-28,119,N,2021-06-04,1,2.8168704739513473,52.0,1
+2021-07-29,119,N,2021-06-04,1,2.8168704739513473,54.0,1
+2021-07-30,119,N,2021-06-04,1,2.8168704739513473,53.0,1
+2021-07-31,119,N,2021-06-04,1,2.8168704739513473,53.0,1
+2021-05-01,120,E,2100-01-01,0,0.0,14.0,0
+2021-05-02,120,E,2100-01-01,0,0.0,16.0,0
+2021-05-03,120,E,2100-01-01,0,0.0,16.0,0
+2021-05-04,120,E,2100-01-01,0,0.0,16.0,0
+2021-05-05,120,E,2100-01-01,0,0.0,16.0,0
+2021-05-06,120,E,2100-01-01,0,0.0,17.0,0
+2021-05-07,120,E,2100-01-01,0,0.0,16.0,0
+2021-05-08,120,E,2100-01-01,0,0.0,17.0,0
+2021-05-09,120,E,2100-01-01,0,0.0,17.0,0
+2021-05-10,120,E,2100-01-01,0,0.0,18.0,0
+2021-05-11,120,E,2100-01-01,0,0.0,18.0,0
+2021-05-12,120,E,2100-01-01,0,0.0,19.0,0
+2021-05-13,120,E,2100-01-01,0,0.0,18.0,0
+2021-05-14,120,E,2100-01-01,0,0.0,17.0,0
+2021-05-15,120,E,2100-01-01,0,0.0,18.0,0
+2021-05-16,120,E,2100-01-01,0,0.0,20.0,0
+2021-05-17,120,E,2100-01-01,0,0.0,21.0,0
+2021-05-18,120,E,2100-01-01,0,0.0,19.0,0
+2021-05-19,120,E,2100-01-01,0,0.0,18.0,0
+2021-05-20,120,E,2100-01-01,0,0.0,22.0,0
+2021-05-21,120,E,2100-01-01,0,0.0,21.0,0
+2021-05-22,120,E,2100-01-01,0,0.0,20.0,0
+2021-05-23,120,E,2100-01-01,0,0.0,21.0,0
+2021-05-24,120,E,2100-01-01,0,0.0,23.0,0
+2021-05-25,120,E,2100-01-01,0,0.0,21.0,0
+2021-05-26,120,E,2100-01-01,0,0.0,22.0,0
+2021-05-27,120,E,2100-01-01,0,0.0,22.0,0
+2021-05-28,120,E,2100-01-01,0,0.0,22.0,0
+2021-05-29,120,E,2100-01-01,0,0.0,23.0,0
+2021-05-30,120,E,2100-01-01,0,0.0,23.0,0
+2021-05-31,120,E,2100-01-01,0,0.0,23.0,0
+2021-06-01,120,E,2100-01-01,0,0.0,25.0,0
+2021-06-02,120,E,2100-01-01,0,0.0,25.0,0
+2021-06-03,120,E,2100-01-01,0,0.0,24.0,0
+2021-06-04,120,E,2100-01-01,0,0.0,25.0,0
+2021-06-05,120,E,2100-01-01,0,0.0,24.0,0
+2021-06-06,120,E,2100-01-01,0,0.0,25.0,0
+2021-06-07,120,E,2100-01-01,0,0.0,25.0,0
+2021-06-08,120,E,2100-01-01,0,0.0,26.0,0
+2021-06-09,120,E,2100-01-01,0,0.0,26.0,0
+2021-06-10,120,E,2100-01-01,0,0.0,27.0,0
+2021-06-11,120,E,2100-01-01,0,0.0,26.0,0
+2021-06-12,120,E,2100-01-01,0,0.0,26.0,0
+2021-06-13,120,E,2100-01-01,0,0.0,27.0,0
+2021-06-14,120,E,2100-01-01,0,0.0,27.0,0
+2021-06-15,120,E,2100-01-01,0,0.0,27.0,0
+2021-06-16,120,E,2100-01-01,0,0.0,28.0,0
+2021-06-17,120,E,2100-01-01,0,0.0,28.0,0
+2021-06-18,120,E,2100-01-01,0,0.0,30.0,0
+2021-06-19,120,E,2100-01-01,0,0.0,30.0,0
+2021-06-20,120,E,2100-01-01,0,0.0,30.0,0
+2021-06-21,120,E,2100-01-01,0,0.0,30.0,0
+2021-06-22,120,E,2100-01-01,0,0.0,31.0,0
+2021-06-23,120,E,2100-01-01,0,0.0,31.0,0
+2021-06-24,120,E,2100-01-01,0,0.0,32.0,0
+2021-06-25,120,E,2100-01-01,0,0.0,31.0,0
+2021-06-26,120,E,2100-01-01,0,0.0,31.0,0
+2021-06-27,120,E,2100-01-01,0,0.0,32.0,0
+2021-06-28,120,E,2100-01-01,0,0.0,31.0,0
+2021-06-29,120,E,2100-01-01,0,0.0,33.0,0
+2021-06-30,120,E,2100-01-01,0,0.0,32.0,0
+2021-07-01,120,E,2100-01-01,0,0.0,33.0,0
+2021-07-02,120,E,2100-01-01,0,0.0,34.0,0
+2021-07-03,120,E,2100-01-01,0,0.0,32.0,0
+2021-07-04,120,E,2100-01-01,0,0.0,35.0,0
+2021-07-05,120,E,2100-01-01,0,0.0,37.0,0
+2021-07-06,120,E,2100-01-01,0,0.0,36.0,0
+2021-07-07,120,E,2100-01-01,0,0.0,35.0,0
+2021-07-08,120,E,2100-01-01,0,0.0,34.0,0
+2021-07-09,120,E,2100-01-01,0,0.0,35.0,0
+2021-07-10,120,E,2100-01-01,0,0.0,34.0,0
+2021-07-11,120,E,2100-01-01,0,0.0,35.0,0
+2021-07-12,120,E,2100-01-01,0,0.0,37.0,0
+2021-07-13,120,E,2100-01-01,0,0.0,36.0,0
+2021-07-14,120,E,2100-01-01,0,0.0,37.0,0
+2021-07-15,120,E,2100-01-01,0,0.0,38.0,0
+2021-07-16,120,E,2100-01-01,0,0.0,36.0,0
+2021-07-17,120,E,2100-01-01,0,0.0,37.0,0
+2021-07-18,120,E,2100-01-01,0,0.0,38.0,0
+2021-07-19,120,E,2100-01-01,0,0.0,39.0,0
+2021-07-20,120,E,2100-01-01,0,0.0,38.0,0
+2021-07-21,120,E,2100-01-01,0,0.0,38.0,0
+2021-07-22,120,E,2100-01-01,0,0.0,39.0,0
+2021-07-23,120,E,2100-01-01,0,0.0,40.0,0
+2021-07-24,120,E,2100-01-01,0,0.0,40.0,0
+2021-07-25,120,E,2100-01-01,0,0.0,38.0,0
+2021-07-26,120,E,2100-01-01,0,0.0,42.0,0
+2021-07-27,120,E,2100-01-01,0,0.0,39.0,0
+2021-07-28,120,E,2100-01-01,0,0.0,41.0,0
+2021-07-29,120,E,2100-01-01,0,0.0,40.0,0
+2021-07-30,120,E,2100-01-01,0,0.0,40.0,0
+2021-07-31,120,E,2100-01-01,0,0.0,41.0,0
+2021-05-01,121,N,2021-05-15,1,0.0,41.0,0
+2021-05-02,121,N,2021-05-15,1,0.0,40.0,0
+2021-05-03,121,N,2021-05-15,1,0.0,41.0,0
+2021-05-04,121,N,2021-05-15,1,0.0,41.0,0
+2021-05-05,121,N,2021-05-15,1,0.0,40.0,0
+2021-05-06,121,N,2021-05-15,1,0.0,42.0,0
+2021-05-07,121,N,2021-05-15,1,0.0,41.0,0
+2021-05-08,121,N,2021-05-15,1,0.0,41.0,0
+2021-05-09,121,N,2021-05-15,1,0.0,42.0,0
+2021-05-10,121,N,2021-05-15,1,0.0,44.0,0
+2021-05-11,121,N,2021-05-15,1,0.0,43.0,0
+2021-05-12,121,N,2021-05-15,1,0.0,41.0,0
+2021-05-13,121,N,2021-05-15,1,0.0,42.0,0
+2021-05-14,121,N,2021-05-15,1,0.0,41.0,0
+2021-05-15,121,N,2021-05-15,1,0.0,43.0,1
+2021-05-16,121,N,2021-05-15,1,0.07647974269880109,43.0,1
+2021-05-17,121,N,2021-05-15,1,0.15295948539760218,43.0,1
+2021-05-18,121,N,2021-05-15,1,0.22943922809639616,44.0,1
+2021-05-19,121,N,2021-05-15,1,0.30591897079519725,42.0,1
+2021-05-20,121,N,2021-05-15,1,0.38239871349399834,45.0,1
+2021-05-21,121,N,2021-05-15,1,0.38239871349399834,44.0,1
+2021-05-22,121,N,2021-05-15,1,0.38239871349399834,45.0,1
+2021-05-23,121,N,2021-05-15,1,0.38239871349399834,43.0,1
+2021-05-24,121,N,2021-05-15,1,0.38239871349399834,44.0,1
+2021-05-25,121,N,2021-05-15,1,0.38239871349399834,45.0,1
+2021-05-26,121,N,2021-05-15,1,0.38239871349399834,42.0,1
+2021-05-27,121,N,2021-05-15,1,0.38239871349399834,44.0,1
+2021-05-28,121,N,2021-05-15,1,0.38239871349399834,44.0,1
+2021-05-29,121,N,2021-05-15,1,0.38239871349399834,43.0,1
+2021-05-30,121,N,2021-05-15,1,0.38239871349399834,41.0,1
+2021-05-31,121,N,2021-05-15,1,0.38239871349399834,46.0,1
+2021-06-01,121,N,2021-05-15,1,0.38239871349399834,45.0,1
+2021-06-02,121,N,2021-05-15,1,0.38239871349399834,46.0,1
+2021-06-03,121,N,2021-05-15,1,0.38239871349399834,44.0,1
+2021-06-04,121,N,2021-05-15,1,0.38239871349399834,44.0,1
+2021-06-05,121,N,2021-05-15,1,0.38239871349399834,45.0,1
+2021-06-06,121,N,2021-05-15,1,0.38239871349399834,44.0,1
+2021-06-07,121,N,2021-05-15,1,0.38239871349399834,44.0,1
+2021-06-08,121,N,2021-05-15,1,0.38239871349399834,45.0,1
+2021-06-09,121,N,2021-05-15,1,0.38239871349399834,46.0,1
+2021-06-10,121,N,2021-05-15,1,0.38239871349399834,45.0,1
+2021-06-11,121,N,2021-05-15,1,0.38239871349399834,44.0,1
+2021-06-12,121,N,2021-05-15,1,0.38239871349399834,46.0,1
+2021-06-13,121,N,2021-05-15,1,0.38239871349399834,46.0,1
+2021-06-14,121,N,2021-05-15,1,0.38239871349399834,44.0,1
+2021-06-15,121,N,2021-05-15,1,0.38239871349399834,46.0,1
+2021-06-16,121,N,2021-05-15,1,0.38239871349399834,46.0,1
+2021-06-17,121,N,2021-05-15,1,0.38239871349399834,47.0,1
+2021-06-18,121,N,2021-05-15,1,0.38239871349399834,45.0,1
+2021-06-19,121,N,2021-05-15,1,0.38239871349399834,46.0,1
+2021-06-20,121,N,2021-05-15,1,0.38239871349399834,48.0,1
+2021-06-21,121,N,2021-05-15,1,0.38239871349399834,47.0,1
+2021-06-22,121,N,2021-05-15,1,0.38239871349399834,47.0,1
+2021-06-23,121,N,2021-05-15,1,0.38239871349399834,47.0,1
+2021-06-24,121,N,2021-05-15,1,0.38239871349399834,47.0,1
+2021-06-25,121,N,2021-05-15,1,0.38239871349399834,46.0,1
+2021-06-26,121,N,2021-05-15,1,0.38239871349399834,47.0,1
+2021-06-27,121,N,2021-05-15,1,0.38239871349399834,46.0,1
+2021-06-28,121,N,2021-05-15,1,0.38239871349399834,48.0,1
+2021-06-29,121,N,2021-05-15,1,0.38239871349399834,48.0,1
+2021-06-30,121,N,2021-05-15,1,0.38239871349399834,47.0,1
+2021-07-01,121,N,2021-05-15,1,0.38239871349399834,48.0,1
+2021-07-02,121,N,2021-05-15,1,0.38239871349399834,48.0,1
+2021-07-03,121,N,2021-05-15,1,0.38239871349399834,47.0,1
+2021-07-04,121,N,2021-05-15,1,0.38239871349399834,47.0,1
+2021-07-05,121,N,2021-05-15,1,0.38239871349399834,49.0,1
+2021-07-06,121,N,2021-05-15,1,0.38239871349399834,48.0,1
+2021-07-07,121,N,2021-05-15,1,0.38239871349399834,50.0,1
+2021-07-08,121,N,2021-05-15,1,0.38239871349399834,47.0,1
+2021-07-09,121,N,2021-05-15,1,0.38239871349399834,47.0,1
+2021-07-10,121,N,2021-05-15,1,0.38239871349399834,45.0,1
+2021-07-11,121,N,2021-05-15,1,0.38239871349399834,47.0,1
+2021-07-12,121,N,2021-05-15,1,0.38239871349399834,48.0,1
+2021-07-13,121,N,2021-05-15,1,0.38239871349399834,48.0,1
+2021-07-14,121,N,2021-05-15,1,0.38239871349399834,49.0,1
+2021-07-15,121,N,2021-05-15,1,0.38239871349399834,49.0,1
+2021-07-16,121,N,2021-05-15,1,0.38239871349399834,49.0,1
+2021-07-17,121,N,2021-05-15,1,0.38239871349399834,48.0,1
+2021-07-18,121,N,2021-05-15,1,0.38239871349399834,48.0,1
+2021-07-19,121,N,2021-05-15,1,0.38239871349399834,50.0,1
+2021-07-20,121,N,2021-05-15,1,0.38239871349399834,49.0,1
+2021-07-21,121,N,2021-05-15,1,0.38239871349399834,49.0,1
+2021-07-22,121,N,2021-05-15,1,0.38239871349399834,49.0,1
+2021-07-23,121,N,2021-05-15,1,0.38239871349399834,50.0,1
+2021-07-24,121,N,2021-05-15,1,0.38239871349399834,50.0,1
+2021-07-25,121,N,2021-05-15,1,0.38239871349399834,49.0,1
+2021-07-26,121,N,2021-05-15,1,0.38239871349399834,50.0,1
+2021-07-27,121,N,2021-05-15,1,0.38239871349399834,51.0,1
+2021-07-28,121,N,2021-05-15,1,0.38239871349399834,50.0,1
+2021-07-29,121,N,2021-05-15,1,0.38239871349399834,50.0,1
+2021-07-30,121,N,2021-05-15,1,0.38239871349399834,49.0,1
+2021-07-31,121,N,2021-05-15,1,0.38239871349399834,49.0,1
+2021-05-01,122,W,2021-05-15,1,0.0,28.0,0
+2021-05-02,122,W,2021-05-15,1,0.0,30.0,0
+2021-05-03,122,W,2021-05-15,1,0.0,30.0,0
+2021-05-04,122,W,2021-05-15,1,0.0,30.0,0
+2021-05-05,122,W,2021-05-15,1,0.0,31.0,0
+2021-05-06,122,W,2021-05-15,1,0.0,31.0,0
+2021-05-07,122,W,2021-05-15,1,0.0,30.0,0
+2021-05-08,122,W,2021-05-15,1,0.0,30.0,0
+2021-05-09,122,W,2021-05-15,1,0.0,31.0,0
+2021-05-10,122,W,2021-05-15,1,0.0,31.0,0
+2021-05-11,122,W,2021-05-15,1,0.0,31.0,0
+2021-05-12,122,W,2021-05-15,1,0.0,32.0,0
+2021-05-13,122,W,2021-05-15,1,0.0,31.0,0
+2021-05-14,122,W,2021-05-15,1,0.0,31.0,0
+2021-05-15,122,W,2021-05-15,1,0.0,32.0,1
+2021-05-16,122,W,2021-05-15,1,0.9378390218779202,32.0,1
+2021-05-17,122,W,2021-05-15,1,1.8756780437558405,35.0,1
+2021-05-18,122,W,2021-05-15,1,2.8135170656337607,35.0,1
+2021-05-19,122,W,2021-05-15,1,3.751356087511681,36.0,1
+2021-05-20,122,W,2021-05-15,1,4.689195109389601,38.0,1
+2021-05-21,122,W,2021-05-15,1,4.689195109389601,38.0,1
+2021-05-22,122,W,2021-05-15,1,4.689195109389601,39.0,1
+2021-05-23,122,W,2021-05-15,1,4.689195109389601,39.0,1
+2021-05-24,122,W,2021-05-15,1,4.689195109389601,38.0,1
+2021-05-25,122,W,2021-05-15,1,4.689195109389601,39.0,1
+2021-05-26,122,W,2021-05-15,1,4.689195109389601,38.0,1
+2021-05-27,122,W,2021-05-15,1,4.689195109389601,38.0,1
+2021-05-28,122,W,2021-05-15,1,4.689195109389601,38.0,1
+2021-05-29,122,W,2021-05-15,1,4.689195109389601,40.0,1
+2021-05-30,122,W,2021-05-15,1,4.689195109389601,38.0,1
+2021-05-31,122,W,2021-05-15,1,4.689195109389601,42.0,1
+2021-06-01,122,W,2021-05-15,1,4.689195109389601,41.0,1
+2021-06-02,122,W,2021-05-15,1,4.689195109389601,41.0,1
+2021-06-03,122,W,2021-05-15,1,4.689195109389601,39.0,1
+2021-06-04,122,W,2021-05-15,1,4.689195109389601,41.0,1
+2021-06-05,122,W,2021-05-15,1,4.689195109389601,40.0,1
+2021-06-06,122,W,2021-05-15,1,4.689195109389601,40.0,1
+2021-06-07,122,W,2021-05-15,1,4.689195109389601,40.0,1
+2021-06-08,122,W,2021-05-15,1,4.689195109389601,41.0,1
+2021-06-09,122,W,2021-05-15,1,4.689195109389601,41.0,1
+2021-06-10,122,W,2021-05-15,1,4.689195109389601,42.0,1
+2021-06-11,122,W,2021-05-15,1,4.689195109389601,42.0,1
+2021-06-12,122,W,2021-05-15,1,4.689195109389601,42.0,1
+2021-06-13,122,W,2021-05-15,1,4.689195109389601,43.0,1
+2021-06-14,122,W,2021-05-15,1,4.689195109389601,43.0,1
+2021-06-15,122,W,2021-05-15,1,4.689195109389601,44.0,1
+2021-06-16,122,W,2021-05-15,1,4.689195109389601,43.0,1
+2021-06-17,122,W,2021-05-15,1,4.689195109389601,44.0,1
+2021-06-18,122,W,2021-05-15,1,4.689195109389601,44.0,1
+2021-06-19,122,W,2021-05-15,1,4.689195109389601,45.0,1
+2021-06-20,122,W,2021-05-15,1,4.689195109389601,43.0,1
+2021-06-21,122,W,2021-05-15,1,4.689195109389601,45.0,1
+2021-06-22,122,W,2021-05-15,1,4.689195109389601,45.0,1
+2021-06-23,122,W,2021-05-15,1,4.689195109389601,45.0,1
+2021-06-24,122,W,2021-05-15,1,4.689195109389601,45.0,1
+2021-06-25,122,W,2021-05-15,1,4.689195109389601,45.0,1
+2021-06-26,122,W,2021-05-15,1,4.689195109389601,45.0,1
+2021-06-27,122,W,2021-05-15,1,4.689195109389601,45.0,1
+2021-06-28,122,W,2021-05-15,1,4.689195109389601,47.0,1
+2021-06-29,122,W,2021-05-15,1,4.689195109389601,45.0,1
+2021-06-30,122,W,2021-05-15,1,4.689195109389601,45.0,1
+2021-07-01,122,W,2021-05-15,1,4.689195109389601,46.0,1
+2021-07-02,122,W,2021-05-15,1,4.689195109389601,45.0,1
+2021-07-03,122,W,2021-05-15,1,4.689195109389601,45.0,1
+2021-07-04,122,W,2021-05-15,1,4.689195109389601,46.0,1
+2021-07-05,122,W,2021-05-15,1,4.689195109389601,46.0,1
+2021-07-06,122,W,2021-05-15,1,4.689195109389601,48.0,1
+2021-07-07,122,W,2021-05-15,1,4.689195109389601,46.0,1
+2021-07-08,122,W,2021-05-15,1,4.689195109389601,45.0,1
+2021-07-09,122,W,2021-05-15,1,4.689195109389601,48.0,1
+2021-07-10,122,W,2021-05-15,1,4.689195109389601,47.0,1
+2021-07-11,122,W,2021-05-15,1,4.689195109389601,48.0,1
+2021-07-12,122,W,2021-05-15,1,4.689195109389601,49.0,1
+2021-07-13,122,W,2021-05-15,1,4.689195109389601,48.0,1
+2021-07-14,122,W,2021-05-15,1,4.689195109389601,49.0,1
+2021-07-15,122,W,2021-05-15,1,4.689195109389601,49.0,1
+2021-07-16,122,W,2021-05-15,1,4.689195109389601,48.0,1
+2021-07-17,122,W,2021-05-15,1,4.689195109389601,49.0,1
+2021-07-18,122,W,2021-05-15,1,4.689195109389601,48.0,1
+2021-07-19,122,W,2021-05-15,1,4.689195109389601,50.0,1
+2021-07-20,122,W,2021-05-15,1,4.689195109389601,50.0,1
+2021-07-21,122,W,2021-05-15,1,4.689195109389601,49.0,1
+2021-07-22,122,W,2021-05-15,1,4.689195109389601,51.0,1
+2021-07-23,122,W,2021-05-15,1,4.689195109389601,51.0,1
+2021-07-24,122,W,2021-05-15,1,4.689195109389601,49.0,1
+2021-07-25,122,W,2021-05-15,1,4.689195109389601,48.0,1
+2021-07-26,122,W,2021-05-15,1,4.689195109389601,51.0,1
+2021-07-27,122,W,2021-05-15,1,4.689195109389601,52.0,1
+2021-07-28,122,W,2021-05-15,1,4.689195109389601,51.0,1
+2021-07-29,122,W,2021-05-15,1,4.689195109389601,52.0,1
+2021-07-30,122,W,2021-05-15,1,4.689195109389601,51.0,1
+2021-07-31,122,W,2021-05-15,1,4.689195109389601,51.0,1
+2021-05-01,123,E,2100-01-01,0,0.0,11.0,0
+2021-05-02,123,E,2100-01-01,0,0.0,13.0,0
+2021-05-03,123,E,2100-01-01,0,0.0,14.0,0
+2021-05-04,123,E,2100-01-01,0,0.0,14.0,0
+2021-05-05,123,E,2100-01-01,0,0.0,13.0,0
+2021-05-06,123,E,2100-01-01,0,0.0,15.0,0
+2021-05-07,123,E,2100-01-01,0,0.0,14.0,0
+2021-05-08,123,E,2100-01-01,0,0.0,15.0,0
+2021-05-09,123,E,2100-01-01,0,0.0,17.0,0
+2021-05-10,123,E,2100-01-01,0,0.0,16.0,0
+2021-05-11,123,E,2100-01-01,0,0.0,16.0,0
+2021-05-12,123,E,2100-01-01,0,0.0,13.0,0
+2021-05-13,123,E,2100-01-01,0,0.0,15.0,0
+2021-05-14,123,E,2100-01-01,0,0.0,15.0,0
+2021-05-15,123,E,2100-01-01,0,0.0,15.0,0
+2021-05-16,123,E,2100-01-01,0,0.0,17.0,0
+2021-05-17,123,E,2100-01-01,0,0.0,18.0,0
+2021-05-18,123,E,2100-01-01,0,0.0,19.0,0
+2021-05-19,123,E,2100-01-01,0,0.0,15.0,0
+2021-05-20,123,E,2100-01-01,0,0.0,18.0,0
+2021-05-21,123,E,2100-01-01,0,0.0,19.0,0
+2021-05-22,123,E,2100-01-01,0,0.0,18.0,0
+2021-05-23,123,E,2100-01-01,0,0.0,19.0,0
+2021-05-24,123,E,2100-01-01,0,0.0,20.0,0
+2021-05-25,123,E,2100-01-01,0,0.0,20.0,0
+2021-05-26,123,E,2100-01-01,0,0.0,22.0,0
+2021-05-27,123,E,2100-01-01,0,0.0,20.0,0
+2021-05-28,123,E,2100-01-01,0,0.0,21.0,0
+2021-05-29,123,E,2100-01-01,0,0.0,20.0,0
+2021-05-30,123,E,2100-01-01,0,0.0,22.0,0
+2021-05-31,123,E,2100-01-01,0,0.0,23.0,0
+2021-06-01,123,E,2100-01-01,0,0.0,20.0,0
+2021-06-02,123,E,2100-01-01,0,0.0,23.0,0
+2021-06-03,123,E,2100-01-01,0,0.0,22.0,0
+2021-06-04,123,E,2100-01-01,0,0.0,22.0,0
+2021-06-05,123,E,2100-01-01,0,0.0,23.0,0
+2021-06-06,123,E,2100-01-01,0,0.0,23.0,0
+2021-06-07,123,E,2100-01-01,0,0.0,23.0,0
+2021-06-08,123,E,2100-01-01,0,0.0,23.0,0
+2021-06-09,123,E,2100-01-01,0,0.0,24.0,0
+2021-06-10,123,E,2100-01-01,0,0.0,23.0,0
+2021-06-11,123,E,2100-01-01,0,0.0,25.0,0
+2021-06-12,123,E,2100-01-01,0,0.0,24.0,0
+2021-06-13,123,E,2100-01-01,0,0.0,24.0,0
+2021-06-14,123,E,2100-01-01,0,0.0,26.0,0
+2021-06-15,123,E,2100-01-01,0,0.0,27.0,0
+2021-06-16,123,E,2100-01-01,0,0.0,25.0,0
+2021-06-17,123,E,2100-01-01,0,0.0,27.0,0
+2021-06-18,123,E,2100-01-01,0,0.0,27.0,0
+2021-06-19,123,E,2100-01-01,0,0.0,27.0,0
+2021-06-20,123,E,2100-01-01,0,0.0,27.0,0
+2021-06-21,123,E,2100-01-01,0,0.0,29.0,0
+2021-06-22,123,E,2100-01-01,0,0.0,29.0,0
+2021-06-23,123,E,2100-01-01,0,0.0,29.0,0
+2021-06-24,123,E,2100-01-01,0,0.0,28.0,0
+2021-06-25,123,E,2100-01-01,0,0.0,30.0,0
+2021-06-26,123,E,2100-01-01,0,0.0,30.0,0
+2021-06-27,123,E,2100-01-01,0,0.0,29.0,0
+2021-06-28,123,E,2100-01-01,0,0.0,30.0,0
+2021-06-29,123,E,2100-01-01,0,0.0,32.0,0
+2021-06-30,123,E,2100-01-01,0,0.0,31.0,0
+2021-07-01,123,E,2100-01-01,0,0.0,32.0,0
+2021-07-02,123,E,2100-01-01,0,0.0,31.0,0
+2021-07-03,123,E,2100-01-01,0,0.0,29.0,0
+2021-07-04,123,E,2100-01-01,0,0.0,31.0,0
+2021-07-05,123,E,2100-01-01,0,0.0,33.0,0
+2021-07-06,123,E,2100-01-01,0,0.0,32.0,0
+2021-07-07,123,E,2100-01-01,0,0.0,33.0,0
+2021-07-08,123,E,2100-01-01,0,0.0,34.0,0
+2021-07-09,123,E,2100-01-01,0,0.0,32.0,0
+2021-07-10,123,E,2100-01-01,0,0.0,32.0,0
+2021-07-11,123,E,2100-01-01,0,0.0,33.0,0
+2021-07-12,123,E,2100-01-01,0,0.0,34.0,0
+2021-07-13,123,E,2100-01-01,0,0.0,34.0,0
+2021-07-14,123,E,2100-01-01,0,0.0,36.0,0
+2021-07-15,123,E,2100-01-01,0,0.0,34.0,0
+2021-07-16,123,E,2100-01-01,0,0.0,35.0,0
+2021-07-17,123,E,2100-01-01,0,0.0,36.0,0
+2021-07-18,123,E,2100-01-01,0,0.0,37.0,0
+2021-07-19,123,E,2100-01-01,0,0.0,36.0,0
+2021-07-20,123,E,2100-01-01,0,0.0,36.0,0
+2021-07-21,123,E,2100-01-01,0,0.0,34.0,0
+2021-07-22,123,E,2100-01-01,0,0.0,35.0,0
+2021-07-23,123,E,2100-01-01,0,0.0,37.0,0
+2021-07-24,123,E,2100-01-01,0,0.0,37.0,0
+2021-07-25,123,E,2100-01-01,0,0.0,35.0,0
+2021-07-26,123,E,2100-01-01,0,0.0,39.0,0
+2021-07-27,123,E,2100-01-01,0,0.0,39.0,0
+2021-07-28,123,E,2100-01-01,0,0.0,39.0,0
+2021-07-29,123,E,2100-01-01,0,0.0,39.0,0
+2021-07-30,123,E,2100-01-01,0,0.0,37.0,0
+2021-07-31,123,E,2100-01-01,0,0.0,40.0,0
+2021-05-01,124,E,2100-01-01,0,0.0,17.0,0
+2021-05-02,124,E,2100-01-01,0,0.0,18.0,0
+2021-05-03,124,E,2100-01-01,0,0.0,17.0,0
+2021-05-04,124,E,2100-01-01,0,0.0,17.0,0
+2021-05-05,124,E,2100-01-01,0,0.0,18.0,0
+2021-05-06,124,E,2100-01-01,0,0.0,20.0,0
+2021-05-07,124,E,2100-01-01,0,0.0,19.0,0
+2021-05-08,124,E,2100-01-01,0,0.0,18.0,0
+2021-05-09,124,E,2100-01-01,0,0.0,19.0,0
+2021-05-10,124,E,2100-01-01,0,0.0,21.0,0
+2021-05-11,124,E,2100-01-01,0,0.0,20.0,0
+2021-05-12,124,E,2100-01-01,0,0.0,21.0,0
+2021-05-13,124,E,2100-01-01,0,0.0,19.0,0
+2021-05-14,124,E,2100-01-01,0,0.0,20.0,0
+2021-05-15,124,E,2100-01-01,0,0.0,23.0,0
+2021-05-16,124,E,2100-01-01,0,0.0,21.0,0
+2021-05-17,124,E,2100-01-01,0,0.0,22.0,0
+2021-05-18,124,E,2100-01-01,0,0.0,22.0,0
+2021-05-19,124,E,2100-01-01,0,0.0,21.0,0
+2021-05-20,124,E,2100-01-01,0,0.0,23.0,0
+2021-05-21,124,E,2100-01-01,0,0.0,23.0,0
+2021-05-22,124,E,2100-01-01,0,0.0,24.0,0
+2021-05-23,124,E,2100-01-01,0,0.0,23.0,0
+2021-05-24,124,E,2100-01-01,0,0.0,26.0,0
+2021-05-25,124,E,2100-01-01,0,0.0,25.0,0
+2021-05-26,124,E,2100-01-01,0,0.0,26.0,0
+2021-05-27,124,E,2100-01-01,0,0.0,26.0,0
+2021-05-28,124,E,2100-01-01,0,0.0,24.0,0
+2021-05-29,124,E,2100-01-01,0,0.0,26.0,0
+2021-05-30,124,E,2100-01-01,0,0.0,24.0,0
+2021-05-31,124,E,2100-01-01,0,0.0,27.0,0
+2021-06-01,124,E,2100-01-01,0,0.0,26.0,0
+2021-06-02,124,E,2100-01-01,0,0.0,29.0,0
+2021-06-03,124,E,2100-01-01,0,0.0,27.0,0
+2021-06-04,124,E,2100-01-01,0,0.0,27.0,0
+2021-06-05,124,E,2100-01-01,0,0.0,27.0,0
+2021-06-06,124,E,2100-01-01,0,0.0,27.0,0
+2021-06-07,124,E,2100-01-01,0,0.0,28.0,0
+2021-06-08,124,E,2100-01-01,0,0.0,30.0,0
+2021-06-09,124,E,2100-01-01,0,0.0,29.0,0
+2021-06-10,124,E,2100-01-01,0,0.0,30.0,0
+2021-06-11,124,E,2100-01-01,0,0.0,28.0,0
+2021-06-12,124,E,2100-01-01,0,0.0,29.0,0
+2021-06-13,124,E,2100-01-01,0,0.0,30.0,0
+2021-06-14,124,E,2100-01-01,0,0.0,31.0,0
+2021-06-15,124,E,2100-01-01,0,0.0,31.0,0
+2021-06-16,124,E,2100-01-01,0,0.0,31.0,0
+2021-06-17,124,E,2100-01-01,0,0.0,32.0,0
+2021-06-18,124,E,2100-01-01,0,0.0,32.0,0
+2021-06-19,124,E,2100-01-01,0,0.0,33.0,0
+2021-06-20,124,E,2100-01-01,0,0.0,32.0,0
+2021-06-21,124,E,2100-01-01,0,0.0,31.0,0
+2021-06-22,124,E,2100-01-01,0,0.0,34.0,0
+2021-06-23,124,E,2100-01-01,0,0.0,32.0,0
+2021-06-24,124,E,2100-01-01,0,0.0,33.0,0
+2021-06-25,124,E,2100-01-01,0,0.0,34.0,0
+2021-06-26,124,E,2100-01-01,0,0.0,33.0,0
+2021-06-27,124,E,2100-01-01,0,0.0,35.0,0
+2021-06-28,124,E,2100-01-01,0,0.0,35.0,0
+2021-06-29,124,E,2100-01-01,0,0.0,35.0,0
+2021-06-30,124,E,2100-01-01,0,0.0,35.0,0
+2021-07-01,124,E,2100-01-01,0,0.0,38.0,0
+2021-07-02,124,E,2100-01-01,0,0.0,36.0,0
+2021-07-03,124,E,2100-01-01,0,0.0,34.0,0
+2021-07-04,124,E,2100-01-01,0,0.0,37.0,0
+2021-07-05,124,E,2100-01-01,0,0.0,35.0,0
+2021-07-06,124,E,2100-01-01,0,0.0,37.0,0
+2021-07-07,124,E,2100-01-01,0,0.0,39.0,0
+2021-07-08,124,E,2100-01-01,0,0.0,36.0,0
+2021-07-09,124,E,2100-01-01,0,0.0,38.0,0
+2021-07-10,124,E,2100-01-01,0,0.0,35.0,0
+2021-07-11,124,E,2100-01-01,0,0.0,38.0,0
+2021-07-12,124,E,2100-01-01,0,0.0,40.0,0
+2021-07-13,124,E,2100-01-01,0,0.0,39.0,0
+2021-07-14,124,E,2100-01-01,0,0.0,40.0,0
+2021-07-15,124,E,2100-01-01,0,0.0,39.0,0
+2021-07-16,124,E,2100-01-01,0,0.0,40.0,0
+2021-07-17,124,E,2100-01-01,0,0.0,40.0,0
+2021-07-18,124,E,2100-01-01,0,0.0,38.0,0
+2021-07-19,124,E,2100-01-01,0,0.0,41.0,0
+2021-07-20,124,E,2100-01-01,0,0.0,41.0,0
+2021-07-21,124,E,2100-01-01,0,0.0,40.0,0
+2021-07-22,124,E,2100-01-01,0,0.0,41.0,0
+2021-07-23,124,E,2100-01-01,0,0.0,41.0,0
+2021-07-24,124,E,2100-01-01,0,0.0,41.0,0
+2021-07-25,124,E,2100-01-01,0,0.0,42.0,0
+2021-07-26,124,E,2100-01-01,0,0.0,45.0,0
+2021-07-27,124,E,2100-01-01,0,0.0,44.0,0
+2021-07-28,124,E,2100-01-01,0,0.0,42.0,0
+2021-07-29,124,E,2100-01-01,0,0.0,45.0,0
+2021-07-30,124,E,2100-01-01,0,0.0,43.0,0
+2021-07-31,124,E,2100-01-01,0,0.0,42.0,0
+2021-05-01,125,E,2021-06-04,1,0.0,15.0,0
+2021-05-02,125,E,2021-06-04,1,0.0,17.0,0
+2021-05-03,125,E,2021-06-04,1,0.0,17.0,0
+2021-05-04,125,E,2021-06-04,1,0.0,17.0,0
+2021-05-05,125,E,2021-06-04,1,0.0,17.0,0
+2021-05-06,125,E,2021-06-04,1,0.0,17.0,0
+2021-05-07,125,E,2021-06-04,1,0.0,17.0,0
+2021-05-08,125,E,2021-06-04,1,0.0,17.0,0
+2021-05-09,125,E,2021-06-04,1,0.0,18.0,0
+2021-05-10,125,E,2021-06-04,1,0.0,20.0,0
+2021-05-11,125,E,2021-06-04,1,0.0,19.0,0
+2021-05-12,125,E,2021-06-04,1,0.0,19.0,0
+2021-05-13,125,E,2021-06-04,1,0.0,19.0,0
+2021-05-14,125,E,2021-06-04,1,0.0,18.0,0
+2021-05-15,125,E,2021-06-04,1,0.0,20.0,0
+2021-05-16,125,E,2021-06-04,1,0.0,19.0,0
+2021-05-17,125,E,2021-06-04,1,0.0,22.0,0
+2021-05-18,125,E,2021-06-04,1,0.0,21.0,0
+2021-05-19,125,E,2021-06-04,1,0.0,20.0,0
+2021-05-20,125,E,2021-06-04,1,0.0,22.0,0
+2021-05-21,125,E,2021-06-04,1,0.0,22.0,0
+2021-05-22,125,E,2021-06-04,1,0.0,22.0,0
+2021-05-23,125,E,2021-06-04,1,0.0,22.0,0
+2021-05-24,125,E,2021-06-04,1,0.0,23.0,0
+2021-05-25,125,E,2021-06-04,1,0.0,23.0,0
+2021-05-26,125,E,2021-06-04,1,0.0,24.0,0
+2021-05-27,125,E,2021-06-04,1,0.0,23.0,0
+2021-05-28,125,E,2021-06-04,1,0.0,23.0,0
+2021-05-29,125,E,2021-06-04,1,0.0,25.0,0
+2021-05-30,125,E,2021-06-04,1,0.0,23.0,0
+2021-05-31,125,E,2021-06-04,1,0.0,26.0,0
+2021-06-01,125,E,2021-06-04,1,0.0,25.0,0
+2021-06-02,125,E,2021-06-04,1,0.0,27.0,0
+2021-06-03,125,E,2021-06-04,1,0.0,25.0,0
+2021-06-04,125,E,2021-06-04,1,0.0,24.0,1
+2021-06-05,125,E,2021-06-04,1,1.1025088844213045,27.0,1
+2021-06-06,125,E,2021-06-04,1,2.2050177688426054,27.0,1
+2021-06-07,125,E,2021-06-04,1,3.30752665326391,29.0,1
+2021-06-08,125,E,2021-06-04,1,4.410035537685211,31.0,1
+2021-06-09,125,E,2021-06-04,1,5.512544422106515,33.0,1
+2021-06-10,125,E,2021-06-04,1,5.512544422106515,31.0,1
+2021-06-11,125,E,2021-06-04,1,5.512544422106515,32.0,1
+2021-06-12,125,E,2021-06-04,1,5.512544422106515,32.0,1
+2021-06-13,125,E,2021-06-04,1,5.512544422106515,34.0,1
+2021-06-14,125,E,2021-06-04,1,5.512544422106515,33.0,1
+2021-06-15,125,E,2021-06-04,1,5.512544422106515,33.0,1
+2021-06-16,125,E,2021-06-04,1,5.512544422106515,35.0,1
+2021-06-17,125,E,2021-06-04,1,5.512544422106515,36.0,1
+2021-06-18,125,E,2021-06-04,1,5.512544422106515,36.0,1
+2021-06-19,125,E,2021-06-04,1,5.512544422106515,34.0,1
+2021-06-20,125,E,2021-06-04,1,5.512544422106515,34.0,1
+2021-06-21,125,E,2021-06-04,1,5.512544422106515,36.0,1
+2021-06-22,125,E,2021-06-04,1,5.512544422106515,37.0,1
+2021-06-23,125,E,2021-06-04,1,5.512544422106515,37.0,1
+2021-06-24,125,E,2021-06-04,1,5.512544422106515,37.0,1
+2021-06-25,125,E,2021-06-04,1,5.512544422106515,38.0,1
+2021-06-26,125,E,2021-06-04,1,5.512544422106515,37.0,1
+2021-06-27,125,E,2021-06-04,1,5.512544422106515,36.0,1
+2021-06-28,125,E,2021-06-04,1,5.512544422106515,38.0,1
+2021-06-29,125,E,2021-06-04,1,5.512544422106515,40.0,1
+2021-06-30,125,E,2021-06-04,1,5.512544422106515,39.0,1
+2021-07-01,125,E,2021-06-04,1,5.512544422106515,40.0,1
+2021-07-02,125,E,2021-06-04,1,5.512544422106515,39.0,1
+2021-07-03,125,E,2021-06-04,1,5.512544422106515,39.0,1
+2021-07-04,125,E,2021-06-04,1,5.512544422106515,40.0,1
+2021-07-05,125,E,2021-06-04,1,5.512544422106515,41.0,1
+2021-07-06,125,E,2021-06-04,1,5.512544422106515,41.0,1
+2021-07-07,125,E,2021-06-04,1,5.512544422106515,41.0,1
+2021-07-08,125,E,2021-06-04,1,5.512544422106515,41.0,1
+2021-07-09,125,E,2021-06-04,1,5.512544422106515,41.0,1
+2021-07-10,125,E,2021-06-04,1,5.512544422106515,39.0,1
+2021-07-11,125,E,2021-06-04,1,5.512544422106515,41.0,1
+2021-07-12,125,E,2021-06-04,1,5.512544422106515,42.0,1
+2021-07-13,125,E,2021-06-04,1,5.512544422106515,42.0,1
+2021-07-14,125,E,2021-06-04,1,5.512544422106515,43.0,1
+2021-07-15,125,E,2021-06-04,1,5.512544422106515,45.0,1
+2021-07-16,125,E,2021-06-04,1,5.512544422106515,45.0,1
+2021-07-17,125,E,2021-06-04,1,5.512544422106515,45.0,1
+2021-07-18,125,E,2021-06-04,1,5.512544422106515,45.0,1
+2021-07-19,125,E,2021-06-04,1,5.512544422106515,46.0,1
+2021-07-20,125,E,2021-06-04,1,5.512544422106515,46.0,1
+2021-07-21,125,E,2021-06-04,1,5.512544422106515,46.0,1
+2021-07-22,125,E,2021-06-04,1,5.512544422106515,46.0,1
+2021-07-23,125,E,2021-06-04,1,5.512544422106515,47.0,1
+2021-07-24,125,E,2021-06-04,1,5.512544422106515,45.0,1
+2021-07-25,125,E,2021-06-04,1,5.512544422106515,46.0,1
+2021-07-26,125,E,2021-06-04,1,5.512544422106515,48.0,1
+2021-07-27,125,E,2021-06-04,1,5.512544422106515,49.0,1
+2021-07-28,125,E,2021-06-04,1,5.512544422106515,49.0,1
+2021-07-29,125,E,2021-06-04,1,5.512544422106515,48.0,1
+2021-07-30,125,E,2021-06-04,1,5.512544422106515,46.0,1
+2021-07-31,125,E,2021-06-04,1,5.512544422106515,47.0,1
+2021-05-01,126,E,2100-01-01,0,0.0,13.0,0
+2021-05-02,126,E,2100-01-01,0,0.0,12.0,0
+2021-05-03,126,E,2100-01-01,0,0.0,14.0,0
+2021-05-04,126,E,2100-01-01,0,0.0,15.0,0
+2021-05-05,126,E,2100-01-01,0,0.0,14.0,0
+2021-05-06,126,E,2100-01-01,0,0.0,14.0,0
+2021-05-07,126,E,2100-01-01,0,0.0,14.0,0
+2021-05-08,126,E,2100-01-01,0,0.0,15.0,0
+2021-05-09,126,E,2100-01-01,0,0.0,16.0,0
+2021-05-10,126,E,2100-01-01,0,0.0,15.0,0
+2021-05-11,126,E,2100-01-01,0,0.0,16.0,0
+2021-05-12,126,E,2100-01-01,0,0.0,15.0,0
+2021-05-13,126,E,2100-01-01,0,0.0,16.0,0
+2021-05-14,126,E,2100-01-01,0,0.0,15.0,0
+2021-05-15,126,E,2100-01-01,0,0.0,16.0,0
+2021-05-16,126,E,2100-01-01,0,0.0,16.0,0
+2021-05-17,126,E,2100-01-01,0,0.0,20.0,0
+2021-05-18,126,E,2100-01-01,0,0.0,18.0,0
+2021-05-19,126,E,2100-01-01,0,0.0,17.0,0
+2021-05-20,126,E,2100-01-01,0,0.0,18.0,0
+2021-05-21,126,E,2100-01-01,0,0.0,18.0,0
+2021-05-22,126,E,2100-01-01,0,0.0,18.0,0
+2021-05-23,126,E,2100-01-01,0,0.0,18.0,0
+2021-05-24,126,E,2100-01-01,0,0.0,20.0,0
+2021-05-25,126,E,2100-01-01,0,0.0,20.0,0
+2021-05-26,126,E,2100-01-01,0,0.0,20.0,0
+2021-05-27,126,E,2100-01-01,0,0.0,21.0,0
+2021-05-28,126,E,2100-01-01,0,0.0,22.0,0
+2021-05-29,126,E,2100-01-01,0,0.0,20.0,0
+2021-05-30,126,E,2100-01-01,0,0.0,22.0,0
+2021-05-31,126,E,2100-01-01,0,0.0,23.0,0
+2021-06-01,126,E,2100-01-01,0,0.0,23.0,0
+2021-06-02,126,E,2100-01-01,0,0.0,24.0,0
+2021-06-03,126,E,2100-01-01,0,0.0,23.0,0
+2021-06-04,126,E,2100-01-01,0,0.0,21.0,0
+2021-06-05,126,E,2100-01-01,0,0.0,23.0,0
+2021-06-06,126,E,2100-01-01,0,0.0,23.0,0
+2021-06-07,126,E,2100-01-01,0,0.0,23.0,0
+2021-06-08,126,E,2100-01-01,0,0.0,24.0,0
+2021-06-09,126,E,2100-01-01,0,0.0,24.0,0
+2021-06-10,126,E,2100-01-01,0,0.0,26.0,0
+2021-06-11,126,E,2100-01-01,0,0.0,23.0,0
+2021-06-12,126,E,2100-01-01,0,0.0,25.0,0
+2021-06-13,126,E,2100-01-01,0,0.0,25.0,0
+2021-06-14,126,E,2100-01-01,0,0.0,26.0,0
+2021-06-15,126,E,2100-01-01,0,0.0,26.0,0
+2021-06-16,126,E,2100-01-01,0,0.0,25.0,0
+2021-06-17,126,E,2100-01-01,0,0.0,27.0,0
+2021-06-18,126,E,2100-01-01,0,0.0,27.0,0
+2021-06-19,126,E,2100-01-01,0,0.0,27.0,0
+2021-06-20,126,E,2100-01-01,0,0.0,28.0,0
+2021-06-21,126,E,2100-01-01,0,0.0,28.0,0
+2021-06-22,126,E,2100-01-01,0,0.0,30.0,0
+2021-06-23,126,E,2100-01-01,0,0.0,30.0,0
+2021-06-24,126,E,2100-01-01,0,0.0,29.0,0
+2021-06-25,126,E,2100-01-01,0,0.0,30.0,0
+2021-06-26,126,E,2100-01-01,0,0.0,28.0,0
+2021-06-27,126,E,2100-01-01,0,0.0,30.0,0
+2021-06-28,126,E,2100-01-01,0,0.0,29.0,0
+2021-06-29,126,E,2100-01-01,0,0.0,31.0,0
+2021-06-30,126,E,2100-01-01,0,0.0,30.0,0
+2021-07-01,126,E,2100-01-01,0,0.0,30.0,0
+2021-07-02,126,E,2100-01-01,0,0.0,31.0,0
+2021-07-03,126,E,2100-01-01,0,0.0,30.0,0
+2021-07-04,126,E,2100-01-01,0,0.0,33.0,0
+2021-07-05,126,E,2100-01-01,0,0.0,33.0,0
+2021-07-06,126,E,2100-01-01,0,0.0,32.0,0
+2021-07-07,126,E,2100-01-01,0,0.0,33.0,0
+2021-07-08,126,E,2100-01-01,0,0.0,33.0,0
+2021-07-09,126,E,2100-01-01,0,0.0,33.0,0
+2021-07-10,126,E,2100-01-01,0,0.0,32.0,0
+2021-07-11,126,E,2100-01-01,0,0.0,34.0,0
+2021-07-12,126,E,2100-01-01,0,0.0,33.0,0
+2021-07-13,126,E,2100-01-01,0,0.0,36.0,0
+2021-07-14,126,E,2100-01-01,0,0.0,35.0,0
+2021-07-15,126,E,2100-01-01,0,0.0,36.0,0
+2021-07-16,126,E,2100-01-01,0,0.0,35.0,0
+2021-07-17,126,E,2100-01-01,0,0.0,36.0,0
+2021-07-18,126,E,2100-01-01,0,0.0,35.0,0
+2021-07-19,126,E,2100-01-01,0,0.0,37.0,0
+2021-07-20,126,E,2100-01-01,0,0.0,37.0,0
+2021-07-21,126,E,2100-01-01,0,0.0,37.0,0
+2021-07-22,126,E,2100-01-01,0,0.0,37.0,0
+2021-07-23,126,E,2100-01-01,0,0.0,38.0,0
+2021-07-24,126,E,2100-01-01,0,0.0,37.0,0
+2021-07-25,126,E,2100-01-01,0,0.0,37.0,0
+2021-07-26,126,E,2100-01-01,0,0.0,40.0,0
+2021-07-27,126,E,2100-01-01,0,0.0,39.0,0
+2021-07-28,126,E,2100-01-01,0,0.0,39.0,0
+2021-07-29,126,E,2100-01-01,0,0.0,39.0,0
+2021-07-30,126,E,2100-01-01,0,0.0,40.0,0
+2021-07-31,126,E,2100-01-01,0,0.0,39.0,0
+2021-05-01,127,S,2021-05-15,1,0.0,53.0,0
+2021-05-02,127,S,2021-05-15,1,0.0,55.0,0
+2021-05-03,127,S,2021-05-15,1,0.0,54.0,0
+2021-05-04,127,S,2021-05-15,1,0.0,52.0,0
+2021-05-05,127,S,2021-05-15,1,0.0,53.0,0
+2021-05-06,127,S,2021-05-15,1,0.0,54.0,0
+2021-05-07,127,S,2021-05-15,1,0.0,53.0,0
+2021-05-08,127,S,2021-05-15,1,0.0,53.0,0
+2021-05-09,127,S,2021-05-15,1,0.0,53.0,0
+2021-05-10,127,S,2021-05-15,1,0.0,54.0,0
+2021-05-11,127,S,2021-05-15,1,0.0,53.0,0
+2021-05-12,127,S,2021-05-15,1,0.0,54.0,0
+2021-05-13,127,S,2021-05-15,1,0.0,53.0,0
+2021-05-14,127,S,2021-05-15,1,0.0,52.0,0
+2021-05-15,127,S,2021-05-15,1,0.0,53.0,1
+2021-05-16,127,S,2021-05-15,1,0.10243385027720109,53.0,1
+2021-05-17,127,S,2021-05-15,1,0.20486770055440928,55.0,1
+2021-05-18,127,S,2021-05-15,1,0.30730155083161037,53.0,1
+2021-05-19,127,S,2021-05-15,1,0.40973540110881856,54.0,1
+2021-05-20,127,S,2021-05-15,1,0.5121692513860197,55.0,1
+2021-05-21,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-05-22,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-05-23,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-05-24,127,S,2021-05-15,1,0.5121692513860197,55.0,1
+2021-05-25,127,S,2021-05-15,1,0.5121692513860197,55.0,1
+2021-05-26,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-05-27,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-05-28,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-05-29,127,S,2021-05-15,1,0.5121692513860197,53.0,1
+2021-05-30,127,S,2021-05-15,1,0.5121692513860197,53.0,1
+2021-05-31,127,S,2021-05-15,1,0.5121692513860197,53.0,1
+2021-06-01,127,S,2021-05-15,1,0.5121692513860197,53.0,1
+2021-06-02,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-06-03,127,S,2021-05-15,1,0.5121692513860197,53.0,1
+2021-06-04,127,S,2021-05-15,1,0.5121692513860197,53.0,1
+2021-06-05,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-06-06,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-06-07,127,S,2021-05-15,1,0.5121692513860197,52.0,1
+2021-06-08,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-06-09,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-06-10,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-06-11,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-06-12,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-06-13,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-06-14,127,S,2021-05-15,1,0.5121692513860197,55.0,1
+2021-06-15,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-06-16,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-06-17,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-06-18,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-06-19,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-06-20,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-06-21,127,S,2021-05-15,1,0.5121692513860197,55.0,1
+2021-06-22,127,S,2021-05-15,1,0.5121692513860197,55.0,1
+2021-06-23,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-06-24,127,S,2021-05-15,1,0.5121692513860197,53.0,1
+2021-06-25,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-06-26,127,S,2021-05-15,1,0.5121692513860197,53.0,1
+2021-06-27,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-06-28,127,S,2021-05-15,1,0.5121692513860197,56.0,1
+2021-06-29,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-06-30,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-07-01,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-07-02,127,S,2021-05-15,1,0.5121692513860197,52.0,1
+2021-07-03,127,S,2021-05-15,1,0.5121692513860197,53.0,1
+2021-07-04,127,S,2021-05-15,1,0.5121692513860197,52.0,1
+2021-07-05,127,S,2021-05-15,1,0.5121692513860197,55.0,1
+2021-07-06,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-07-07,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-07-08,127,S,2021-05-15,1,0.5121692513860197,53.0,1
+2021-07-09,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-07-10,127,S,2021-05-15,1,0.5121692513860197,52.0,1
+2021-07-11,127,S,2021-05-15,1,0.5121692513860197,52.0,1
+2021-07-12,127,S,2021-05-15,1,0.5121692513860197,53.0,1
+2021-07-13,127,S,2021-05-15,1,0.5121692513860197,53.0,1
+2021-07-14,127,S,2021-05-15,1,0.5121692513860197,55.0,1
+2021-07-15,127,S,2021-05-15,1,0.5121692513860197,55.0,1
+2021-07-16,127,S,2021-05-15,1,0.5121692513860197,56.0,1
+2021-07-17,127,S,2021-05-15,1,0.5121692513860197,53.0,1
+2021-07-18,127,S,2021-05-15,1,0.5121692513860197,53.0,1
+2021-07-19,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-07-20,127,S,2021-05-15,1,0.5121692513860197,55.0,1
+2021-07-21,127,S,2021-05-15,1,0.5121692513860197,55.0,1
+2021-07-22,127,S,2021-05-15,1,0.5121692513860197,53.0,1
+2021-07-23,127,S,2021-05-15,1,0.5121692513860197,55.0,1
+2021-07-24,127,S,2021-05-15,1,0.5121692513860197,52.0,1
+2021-07-25,127,S,2021-05-15,1,0.5121692513860197,52.0,1
+2021-07-26,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-07-27,127,S,2021-05-15,1,0.5121692513860197,56.0,1
+2021-07-28,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-07-29,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-07-30,127,S,2021-05-15,1,0.5121692513860197,51.0,1
+2021-07-31,127,S,2021-05-15,1,0.5121692513860197,54.0,1
+2021-05-01,128,W,2021-06-20,1,0.0,25.0,0
+2021-05-02,128,W,2021-06-20,1,0.0,25.0,0
+2021-05-03,128,W,2021-06-20,1,0.0,26.0,0
+2021-05-04,128,W,2021-06-20,1,0.0,25.0,0
+2021-05-05,128,W,2021-06-20,1,0.0,26.0,0
+2021-05-06,128,W,2021-06-20,1,0.0,25.0,0
+2021-05-07,128,W,2021-06-20,1,0.0,27.0,0
+2021-05-08,128,W,2021-06-20,1,0.0,25.0,0
+2021-05-09,128,W,2021-06-20,1,0.0,26.0,0
+2021-05-10,128,W,2021-06-20,1,0.0,27.0,0
+2021-05-11,128,W,2021-06-20,1,0.0,28.0,0
+2021-05-12,128,W,2021-06-20,1,0.0,26.0,0
+2021-05-13,128,W,2021-06-20,1,0.0,26.0,0
+2021-05-14,128,W,2021-06-20,1,0.0,25.0,0
+2021-05-15,128,W,2021-06-20,1,0.0,27.0,0
+2021-05-16,128,W,2021-06-20,1,0.0,27.0,0
+2021-05-17,128,W,2021-06-20,1,0.0,28.0,0
+2021-05-18,128,W,2021-06-20,1,0.0,28.0,0
+2021-05-19,128,W,2021-06-20,1,0.0,28.0,0
+2021-05-20,128,W,2021-06-20,1,0.0,29.0,0
+2021-05-21,128,W,2021-06-20,1,0.0,29.0,0
+2021-05-22,128,W,2021-06-20,1,0.0,28.0,0
+2021-05-23,128,W,2021-06-20,1,0.0,29.0,0
+2021-05-24,128,W,2021-06-20,1,0.0,30.0,0
+2021-05-25,128,W,2021-06-20,1,0.0,30.0,0
+2021-05-26,128,W,2021-06-20,1,0.0,30.0,0
+2021-05-27,128,W,2021-06-20,1,0.0,29.0,0
+2021-05-28,128,W,2021-06-20,1,0.0,31.0,0
+2021-05-29,128,W,2021-06-20,1,0.0,30.0,0
+2021-05-30,128,W,2021-06-20,1,0.0,30.0,0
+2021-05-31,128,W,2021-06-20,1,0.0,32.0,0
+2021-06-01,128,W,2021-06-20,1,0.0,31.0,0
+2021-06-02,128,W,2021-06-20,1,0.0,32.0,0
+2021-06-03,128,W,2021-06-20,1,0.0,31.0,0
+2021-06-04,128,W,2021-06-20,1,0.0,30.0,0
+2021-06-05,128,W,2021-06-20,1,0.0,31.0,0
+2021-06-06,128,W,2021-06-20,1,0.0,32.0,0
+2021-06-07,128,W,2021-06-20,1,0.0,33.0,0
+2021-06-08,128,W,2021-06-20,1,0.0,33.0,0
+2021-06-09,128,W,2021-06-20,1,0.0,34.0,0
+2021-06-10,128,W,2021-06-20,1,0.0,33.0,0
+2021-06-11,128,W,2021-06-20,1,0.0,33.0,0
+2021-06-12,128,W,2021-06-20,1,0.0,31.0,0
+2021-06-13,128,W,2021-06-20,1,0.0,33.0,0
+2021-06-14,128,W,2021-06-20,1,0.0,34.0,0
+2021-06-15,128,W,2021-06-20,1,0.0,33.0,0
+2021-06-16,128,W,2021-06-20,1,0.0,36.0,0
+2021-06-17,128,W,2021-06-20,1,0.0,34.0,0
+2021-06-18,128,W,2021-06-20,1,0.0,34.0,0
+2021-06-19,128,W,2021-06-20,1,0.0,34.0,0
+2021-06-20,128,W,2021-06-20,1,0.0,35.0,1
+2021-06-21,128,W,2021-06-20,1,0.7637280699800968,37.0,1
+2021-06-22,128,W,2021-06-20,1,1.5274561399601865,38.0,1
+2021-06-23,128,W,2021-06-20,1,2.2911842099402833,38.0,1
+2021-06-24,128,W,2021-06-20,1,3.05491227992038,38.0,1
+2021-06-25,128,W,2021-06-20,1,3.818640349900477,41.0,1
+2021-06-26,128,W,2021-06-20,1,3.818640349900477,38.0,1
+2021-06-27,128,W,2021-06-20,1,3.818640349900477,42.0,1
+2021-06-28,128,W,2021-06-20,1,3.818640349900477,40.0,1
+2021-06-29,128,W,2021-06-20,1,3.818640349900477,40.0,1
+2021-06-30,128,W,2021-06-20,1,3.818640349900477,40.0,1
+2021-07-01,128,W,2021-06-20,1,3.818640349900477,41.0,1
+2021-07-02,128,W,2021-06-20,1,3.818640349900477,42.0,1
+2021-07-03,128,W,2021-06-20,1,3.818640349900477,40.0,1
+2021-07-04,128,W,2021-06-20,1,3.818640349900477,41.0,1
+2021-07-05,128,W,2021-06-20,1,3.818640349900477,43.0,1
+2021-07-06,128,W,2021-06-20,1,3.818640349900477,42.0,1
+2021-07-07,128,W,2021-06-20,1,3.818640349900477,44.0,1
+2021-07-08,128,W,2021-06-20,1,3.818640349900477,41.0,1
+2021-07-09,128,W,2021-06-20,1,3.818640349900477,44.0,1
+2021-07-10,128,W,2021-06-20,1,3.818640349900477,41.0,1
+2021-07-11,128,W,2021-06-20,1,3.818640349900477,42.0,1
+2021-07-12,128,W,2021-06-20,1,3.818640349900477,45.0,1
+2021-07-13,128,W,2021-06-20,1,3.818640349900477,42.0,1
+2021-07-14,128,W,2021-06-20,1,3.818640349900477,44.0,1
+2021-07-15,128,W,2021-06-20,1,3.818640349900477,43.0,1
+2021-07-16,128,W,2021-06-20,1,3.818640349900477,43.0,1
+2021-07-17,128,W,2021-06-20,1,3.818640349900477,44.0,1
+2021-07-18,128,W,2021-06-20,1,3.818640349900477,43.0,1
+2021-07-19,128,W,2021-06-20,1,3.818640349900477,44.0,1
+2021-07-20,128,W,2021-06-20,1,3.818640349900477,45.0,1
+2021-07-21,128,W,2021-06-20,1,3.818640349900477,45.0,1
+2021-07-22,128,W,2021-06-20,1,3.818640349900477,44.0,1
+2021-07-23,128,W,2021-06-20,1,3.818640349900477,45.0,1
+2021-07-24,128,W,2021-06-20,1,3.818640349900477,45.0,1
+2021-07-25,128,W,2021-06-20,1,3.818640349900477,45.0,1
+2021-07-26,128,W,2021-06-20,1,3.818640349900477,47.0,1
+2021-07-27,128,W,2021-06-20,1,3.818640349900477,47.0,1
+2021-07-28,128,W,2021-06-20,1,3.818640349900477,45.0,1
+2021-07-29,128,W,2021-06-20,1,3.818640349900477,46.0,1
+2021-07-30,128,W,2021-06-20,1,3.818640349900477,46.0,1
+2021-07-31,128,W,2021-06-20,1,3.818640349900477,44.0,1
+2021-05-01,129,W,2021-06-04,1,0.0,25.0,0
+2021-05-02,129,W,2021-06-04,1,0.0,28.0,0
+2021-05-03,129,W,2021-06-04,1,0.0,28.0,0
+2021-05-04,129,W,2021-06-04,1,0.0,26.0,0
+2021-05-05,129,W,2021-06-04,1,0.0,27.0,0
+2021-05-06,129,W,2021-06-04,1,0.0,28.0,0
+2021-05-07,129,W,2021-06-04,1,0.0,27.0,0
+2021-05-08,129,W,2021-06-04,1,0.0,27.0,0
+2021-05-09,129,W,2021-06-04,1,0.0,28.0,0
+2021-05-10,129,W,2021-06-04,1,0.0,30.0,0
+2021-05-11,129,W,2021-06-04,1,0.0,29.0,0
+2021-05-12,129,W,2021-06-04,1,0.0,28.0,0
+2021-05-13,129,W,2021-06-04,1,0.0,28.0,0
+2021-05-14,129,W,2021-06-04,1,0.0,29.0,0
+2021-05-15,129,W,2021-06-04,1,0.0,29.0,0
+2021-05-16,129,W,2021-06-04,1,0.0,29.0,0
+2021-05-17,129,W,2021-06-04,1,0.0,32.0,0
+2021-05-18,129,W,2021-06-04,1,0.0,30.0,0
+2021-05-19,129,W,2021-06-04,1,0.0,29.0,0
+2021-05-20,129,W,2021-06-04,1,0.0,31.0,0
+2021-05-21,129,W,2021-06-04,1,0.0,30.0,0
+2021-05-22,129,W,2021-06-04,1,0.0,29.0,0
+2021-05-23,129,W,2021-06-04,1,0.0,30.0,0
+2021-05-24,129,W,2021-06-04,1,0.0,32.0,0
+2021-05-25,129,W,2021-06-04,1,0.0,33.0,0
+2021-05-26,129,W,2021-06-04,1,0.0,30.0,0
+2021-05-27,129,W,2021-06-04,1,0.0,32.0,0
+2021-05-28,129,W,2021-06-04,1,0.0,32.0,0
+2021-05-29,129,W,2021-06-04,1,0.0,32.0,0
+2021-05-30,129,W,2021-06-04,1,0.0,32.0,0
+2021-05-31,129,W,2021-06-04,1,0.0,33.0,0
+2021-06-01,129,W,2021-06-04,1,0.0,32.0,0
+2021-06-02,129,W,2021-06-04,1,0.0,34.0,0
+2021-06-03,129,W,2021-06-04,1,0.0,32.0,0
+2021-06-04,129,W,2021-06-04,1,0.0,32.0,1
+2021-06-05,129,W,2021-06-04,1,0.7033028591414876,34.0,1
+2021-06-06,129,W,2021-06-04,1,1.4066057182829752,35.0,1
+2021-06-07,129,W,2021-06-04,1,2.109908577424463,36.0,1
+2021-06-08,129,W,2021-06-04,1,2.8132114365659504,37.0,1
+2021-06-09,129,W,2021-06-04,1,3.516514295707438,37.0,1
+2021-06-10,129,W,2021-06-04,1,3.516514295707438,38.0,1
+2021-06-11,129,W,2021-06-04,1,3.516514295707438,38.0,1
+2021-06-12,129,W,2021-06-04,1,3.516514295707438,37.0,1
+2021-06-13,129,W,2021-06-04,1,3.516514295707438,38.0,1
+2021-06-14,129,W,2021-06-04,1,3.516514295707438,39.0,1
+2021-06-15,129,W,2021-06-04,1,3.516514295707438,40.0,1
+2021-06-16,129,W,2021-06-04,1,3.516514295707438,38.0,1
+2021-06-17,129,W,2021-06-04,1,3.516514295707438,39.0,1
+2021-06-18,129,W,2021-06-04,1,3.516514295707438,41.0,1
+2021-06-19,129,W,2021-06-04,1,3.516514295707438,39.0,1
+2021-06-20,129,W,2021-06-04,1,3.516514295707438,40.0,1
+2021-06-21,129,W,2021-06-04,1,3.516514295707438,40.0,1
+2021-06-22,129,W,2021-06-04,1,3.516514295707438,41.0,1
+2021-06-23,129,W,2021-06-04,1,3.516514295707438,40.0,1
+2021-06-24,129,W,2021-06-04,1,3.516514295707438,40.0,1
+2021-06-25,129,W,2021-06-04,1,3.516514295707438,42.0,1
+2021-06-26,129,W,2021-06-04,1,3.516514295707438,41.0,1
+2021-06-27,129,W,2021-06-04,1,3.516514295707438,42.0,1
+2021-06-28,129,W,2021-06-04,1,3.516514295707438,41.0,1
+2021-06-29,129,W,2021-06-04,1,3.516514295707438,43.0,1
+2021-06-30,129,W,2021-06-04,1,3.516514295707438,42.0,1
+2021-07-01,129,W,2021-06-04,1,3.516514295707438,43.0,1
+2021-07-02,129,W,2021-06-04,1,3.516514295707438,42.0,1
+2021-07-03,129,W,2021-06-04,1,3.516514295707438,43.0,1
+2021-07-04,129,W,2021-06-04,1,3.516514295707438,44.0,1
+2021-07-05,129,W,2021-06-04,1,3.516514295707438,43.0,1
+2021-07-06,129,W,2021-06-04,1,3.516514295707438,43.0,1
+2021-07-07,129,W,2021-06-04,1,3.516514295707438,44.0,1
+2021-07-08,129,W,2021-06-04,1,3.516514295707438,44.0,1
+2021-07-09,129,W,2021-06-04,1,3.516514295707438,44.0,1
+2021-07-10,129,W,2021-06-04,1,3.516514295707438,43.0,1
+2021-07-11,129,W,2021-06-04,1,3.516514295707438,43.0,1
+2021-07-12,129,W,2021-06-04,1,3.516514295707438,45.0,1
+2021-07-13,129,W,2021-06-04,1,3.516514295707438,45.0,1
+2021-07-14,129,W,2021-06-04,1,3.516514295707438,45.0,1
+2021-07-15,129,W,2021-06-04,1,3.516514295707438,45.0,1
+2021-07-16,129,W,2021-06-04,1,3.516514295707438,44.0,1
+2021-07-17,129,W,2021-06-04,1,3.516514295707438,47.0,1
+2021-07-18,129,W,2021-06-04,1,3.516514295707438,47.0,1
+2021-07-19,129,W,2021-06-04,1,3.516514295707438,46.0,1
+2021-07-20,129,W,2021-06-04,1,3.516514295707438,46.0,1
+2021-07-21,129,W,2021-06-04,1,3.516514295707438,45.0,1
+2021-07-22,129,W,2021-06-04,1,3.516514295707438,48.0,1
+2021-07-23,129,W,2021-06-04,1,3.516514295707438,46.0,1
+2021-07-24,129,W,2021-06-04,1,3.516514295707438,47.0,1
+2021-07-25,129,W,2021-06-04,1,3.516514295707438,45.0,1
+2021-07-26,129,W,2021-06-04,1,3.516514295707438,48.0,1
+2021-07-27,129,W,2021-06-04,1,3.516514295707438,48.0,1
+2021-07-28,129,W,2021-06-04,1,3.516514295707438,48.0,1
+2021-07-29,129,W,2021-06-04,1,3.516514295707438,47.0,1
+2021-07-30,129,W,2021-06-04,1,3.516514295707438,47.0,1
+2021-07-31,129,W,2021-06-04,1,3.516514295707438,47.0,1
+2021-05-01,130,N,2021-06-04,1,0.0,43.0,0
+2021-05-02,130,N,2021-06-04,1,0.0,44.0,0
+2021-05-03,130,N,2021-06-04,1,0.0,45.0,0
+2021-05-04,130,N,2021-06-04,1,0.0,45.0,0
+2021-05-05,130,N,2021-06-04,1,0.0,44.0,0
+2021-05-06,130,N,2021-06-04,1,0.0,45.0,0
+2021-05-07,130,N,2021-06-04,1,0.0,45.0,0
+2021-05-08,130,N,2021-06-04,1,0.0,43.0,0
+2021-05-09,130,N,2021-06-04,1,0.0,46.0,0
+2021-05-10,130,N,2021-06-04,1,0.0,45.0,0
+2021-05-11,130,N,2021-06-04,1,0.0,46.0,0
+2021-05-12,130,N,2021-06-04,1,0.0,43.0,0
+2021-05-13,130,N,2021-06-04,1,0.0,43.0,0
+2021-05-14,130,N,2021-06-04,1,0.0,44.0,0
+2021-05-15,130,N,2021-06-04,1,0.0,44.0,0
+2021-05-16,130,N,2021-06-04,1,0.0,45.0,0
+2021-05-17,130,N,2021-06-04,1,0.0,46.0,0
+2021-05-18,130,N,2021-06-04,1,0.0,45.0,0
+2021-05-19,130,N,2021-06-04,1,0.0,44.0,0
+2021-05-20,130,N,2021-06-04,1,0.0,47.0,0
+2021-05-21,130,N,2021-06-04,1,0.0,46.0,0
+2021-05-22,130,N,2021-06-04,1,0.0,46.0,0
+2021-05-23,130,N,2021-06-04,1,0.0,46.0,0
+2021-05-24,130,N,2021-06-04,1,0.0,47.0,0
+2021-05-25,130,N,2021-06-04,1,0.0,45.0,0
+2021-05-26,130,N,2021-06-04,1,0.0,45.0,0
+2021-05-27,130,N,2021-06-04,1,0.0,46.0,0
+2021-05-28,130,N,2021-06-04,1,0.0,46.0,0
+2021-05-29,130,N,2021-06-04,1,0.0,46.0,0
+2021-05-30,130,N,2021-06-04,1,0.0,45.0,0
+2021-05-31,130,N,2021-06-04,1,0.0,46.0,0
+2021-06-01,130,N,2021-06-04,1,0.0,47.0,0
+2021-06-02,130,N,2021-06-04,1,0.0,48.0,0
+2021-06-03,130,N,2021-06-04,1,0.0,46.0,0
+2021-06-04,130,N,2021-06-04,1,0.0,47.0,1
+2021-06-05,130,N,2021-06-04,1,0.173362759507377,47.0,1
+2021-06-06,130,N,2021-06-04,1,0.3467255190147611,48.0,1
+2021-06-07,130,N,2021-06-04,1,0.5200882785221381,49.0,1
+2021-06-08,130,N,2021-06-04,1,0.6934510380295151,49.0,1
+2021-06-09,130,N,2021-06-04,1,0.8668137975368992,49.0,1
+2021-06-10,130,N,2021-06-04,1,0.8668137975368992,48.0,1
+2021-06-11,130,N,2021-06-04,1,0.8668137975368992,47.0,1
+2021-06-12,130,N,2021-06-04,1,0.8668137975368992,48.0,1
+2021-06-13,130,N,2021-06-04,1,0.8668137975368992,48.0,1
+2021-06-14,130,N,2021-06-04,1,0.8668137975368992,48.0,1
+2021-06-15,130,N,2021-06-04,1,0.8668137975368992,48.0,1
+2021-06-16,130,N,2021-06-04,1,0.8668137975368992,49.0,1
+2021-06-17,130,N,2021-06-04,1,0.8668137975368992,48.0,1
+2021-06-18,130,N,2021-06-04,1,0.8668137975368992,49.0,1
+2021-06-19,130,N,2021-06-04,1,0.8668137975368992,47.0,1
+2021-06-20,130,N,2021-06-04,1,0.8668137975368992,48.0,1
+2021-06-21,130,N,2021-06-04,1,0.8668137975368992,51.0,1
+2021-06-22,130,N,2021-06-04,1,0.8668137975368992,50.0,1
+2021-06-23,130,N,2021-06-04,1,0.8668137975368992,50.0,1
+2021-06-24,130,N,2021-06-04,1,0.8668137975368992,50.0,1
+2021-06-25,130,N,2021-06-04,1,0.8668137975368992,49.0,1
+2021-06-26,130,N,2021-06-04,1,0.8668137975368992,50.0,1
+2021-06-27,130,N,2021-06-04,1,0.8668137975368992,51.0,1
+2021-06-28,130,N,2021-06-04,1,0.8668137975368992,51.0,1
+2021-06-29,130,N,2021-06-04,1,0.8668137975368992,52.0,1
+2021-06-30,130,N,2021-06-04,1,0.8668137975368992,50.0,1
+2021-07-01,130,N,2021-06-04,1,0.8668137975368992,49.0,1
+2021-07-02,130,N,2021-06-04,1,0.8668137975368992,50.0,1
+2021-07-03,130,N,2021-06-04,1,0.8668137975368992,48.0,1
+2021-07-04,130,N,2021-06-04,1,0.8668137975368992,49.0,1
+2021-07-05,130,N,2021-06-04,1,0.8668137975368992,50.0,1
+2021-07-06,130,N,2021-06-04,1,0.8668137975368992,51.0,1
+2021-07-07,130,N,2021-06-04,1,0.8668137975368992,53.0,1
+2021-07-08,130,N,2021-06-04,1,0.8668137975368992,52.0,1
+2021-07-09,130,N,2021-06-04,1,0.8668137975368992,51.0,1
+2021-07-10,130,N,2021-06-04,1,0.8668137975368992,51.0,1
+2021-07-11,130,N,2021-06-04,1,0.8668137975368992,50.0,1
+2021-07-12,130,N,2021-06-04,1,0.8668137975368992,53.0,1
+2021-07-13,130,N,2021-06-04,1,0.8668137975368992,52.0,1
+2021-07-14,130,N,2021-06-04,1,0.8668137975368992,52.0,1
+2021-07-15,130,N,2021-06-04,1,0.8668137975368992,53.0,1
+2021-07-16,130,N,2021-06-04,1,0.8668137975368992,51.0,1
+2021-07-17,130,N,2021-06-04,1,0.8668137975368992,52.0,1
+2021-07-18,130,N,2021-06-04,1,0.8668137975368992,53.0,1
+2021-07-19,130,N,2021-06-04,1,0.8668137975368992,53.0,1
+2021-07-20,130,N,2021-06-04,1,0.8668137975368992,52.0,1
+2021-07-21,130,N,2021-06-04,1,0.8668137975368992,53.0,1
+2021-07-22,130,N,2021-06-04,1,0.8668137975368992,54.0,1
+2021-07-23,130,N,2021-06-04,1,0.8668137975368992,53.0,1
+2021-07-24,130,N,2021-06-04,1,0.8668137975368992,51.0,1
+2021-07-25,130,N,2021-06-04,1,0.8668137975368992,53.0,1
+2021-07-26,130,N,2021-06-04,1,0.8668137975368992,54.0,1
+2021-07-27,130,N,2021-06-04,1,0.8668137975368992,53.0,1
+2021-07-28,130,N,2021-06-04,1,0.8668137975368992,54.0,1
+2021-07-29,130,N,2021-06-04,1,0.8668137975368992,52.0,1
+2021-07-30,130,N,2021-06-04,1,0.8668137975368992,51.0,1
+2021-07-31,130,N,2021-06-04,1,0.8668137975368992,53.0,1
+2021-05-01,131,E,2021-06-20,1,0.0,16.0,0
+2021-05-02,131,E,2021-06-20,1,0.0,17.0,0
+2021-05-03,131,E,2021-06-20,1,0.0,16.0,0
+2021-05-04,131,E,2021-06-20,1,0.0,16.0,0
+2021-05-05,131,E,2021-06-20,1,0.0,17.0,0
+2021-05-06,131,E,2021-06-20,1,0.0,18.0,0
+2021-05-07,131,E,2021-06-20,1,0.0,17.0,0
+2021-05-08,131,E,2021-06-20,1,0.0,17.0,0
+2021-05-09,131,E,2021-06-20,1,0.0,18.0,0
+2021-05-10,131,E,2021-06-20,1,0.0,18.0,0
+2021-05-11,131,E,2021-06-20,1,0.0,18.0,0
+2021-05-12,131,E,2021-06-20,1,0.0,19.0,0
+2021-05-13,131,E,2021-06-20,1,0.0,18.0,0
+2021-05-14,131,E,2021-06-20,1,0.0,18.0,0
+2021-05-15,131,E,2021-06-20,1,0.0,19.0,0
+2021-05-16,131,E,2021-06-20,1,0.0,20.0,0
+2021-05-17,131,E,2021-06-20,1,0.0,21.0,0
+2021-05-18,131,E,2021-06-20,1,0.0,20.0,0
+2021-05-19,131,E,2021-06-20,1,0.0,19.0,0
+2021-05-20,131,E,2021-06-20,1,0.0,22.0,0
+2021-05-21,131,E,2021-06-20,1,0.0,21.0,0
+2021-05-22,131,E,2021-06-20,1,0.0,21.0,0
+2021-05-23,131,E,2021-06-20,1,0.0,22.0,0
+2021-05-24,131,E,2021-06-20,1,0.0,24.0,0
+2021-05-25,131,E,2021-06-20,1,0.0,23.0,0
+2021-05-26,131,E,2021-06-20,1,0.0,23.0,0
+2021-05-27,131,E,2021-06-20,1,0.0,23.0,0
+2021-05-28,131,E,2021-06-20,1,0.0,23.0,0
+2021-05-29,131,E,2021-06-20,1,0.0,22.0,0
+2021-05-30,131,E,2021-06-20,1,0.0,25.0,0
+2021-05-31,131,E,2021-06-20,1,0.0,25.0,0
+2021-06-01,131,E,2021-06-20,1,0.0,25.0,0
+2021-06-02,131,E,2021-06-20,1,0.0,26.0,0
+2021-06-03,131,E,2021-06-20,1,0.0,24.0,0
+2021-06-04,131,E,2021-06-20,1,0.0,25.0,0
+2021-06-05,131,E,2021-06-20,1,0.0,26.0,0
+2021-06-06,131,E,2021-06-20,1,0.0,26.0,0
+2021-06-07,131,E,2021-06-20,1,0.0,27.0,0
+2021-06-08,131,E,2021-06-20,1,0.0,29.0,0
+2021-06-09,131,E,2021-06-20,1,0.0,27.0,0
+2021-06-10,131,E,2021-06-20,1,0.0,27.0,0
+2021-06-11,131,E,2021-06-20,1,0.0,27.0,0
+2021-06-12,131,E,2021-06-20,1,0.0,27.0,0
+2021-06-13,131,E,2021-06-20,1,0.0,28.0,0
+2021-06-14,131,E,2021-06-20,1,0.0,29.0,0
+2021-06-15,131,E,2021-06-20,1,0.0,30.0,0
+2021-06-16,131,E,2021-06-20,1,0.0,29.0,0
+2021-06-17,131,E,2021-06-20,1,0.0,30.0,0
+2021-06-18,131,E,2021-06-20,1,0.0,30.0,0
+2021-06-19,131,E,2021-06-20,1,0.0,30.0,0
+2021-06-20,131,E,2021-06-20,1,0.0,29.0,1
+2021-06-21,131,E,2021-06-20,1,0.12320631734420928,31.0,1
+2021-06-22,131,E,2021-06-20,1,0.24641263468841856,32.0,1
+2021-06-23,131,E,2021-06-20,1,0.3696189520326243,32.0,1
+2021-06-24,131,E,2021-06-20,1,0.49282526937683,31.0,1
+2021-06-25,131,E,2021-06-20,1,0.6160315867210358,34.0,1
+2021-06-26,131,E,2021-06-20,1,0.6160315867210358,33.0,1
+2021-06-27,131,E,2021-06-20,1,0.6160315867210358,33.0,1
+2021-06-28,131,E,2021-06-20,1,0.6160315867210358,33.0,1
+2021-06-29,131,E,2021-06-20,1,0.6160315867210358,33.0,1
+2021-06-30,131,E,2021-06-20,1,0.6160315867210358,34.0,1
+2021-07-01,131,E,2021-06-20,1,0.6160315867210358,34.0,1
+2021-07-02,131,E,2021-06-20,1,0.6160315867210358,33.0,1
+2021-07-03,131,E,2021-06-20,1,0.6160315867210358,34.0,1
+2021-07-04,131,E,2021-06-20,1,0.6160315867210358,35.0,1
+2021-07-05,131,E,2021-06-20,1,0.6160315867210358,35.0,1
+2021-07-06,131,E,2021-06-20,1,0.6160315867210358,36.0,1
+2021-07-07,131,E,2021-06-20,1,0.6160315867210358,38.0,1
+2021-07-08,131,E,2021-06-20,1,0.6160315867210358,35.0,1
+2021-07-09,131,E,2021-06-20,1,0.6160315867210358,36.0,1
+2021-07-10,131,E,2021-06-20,1,0.6160315867210358,35.0,1
+2021-07-11,131,E,2021-06-20,1,0.6160315867210358,37.0,1
+2021-07-12,131,E,2021-06-20,1,0.6160315867210358,36.0,1
+2021-07-13,131,E,2021-06-20,1,0.6160315867210358,37.0,1
+2021-07-14,131,E,2021-06-20,1,0.6160315867210358,39.0,1
+2021-07-15,131,E,2021-06-20,1,0.6160315867210358,39.0,1
+2021-07-16,131,E,2021-06-20,1,0.6160315867210358,39.0,1
+2021-07-17,131,E,2021-06-20,1,0.6160315867210358,39.0,1
+2021-07-18,131,E,2021-06-20,1,0.6160315867210358,39.0,1
+2021-07-19,131,E,2021-06-20,1,0.6160315867210358,39.0,1
+2021-07-20,131,E,2021-06-20,1,0.6160315867210358,42.0,1
+2021-07-21,131,E,2021-06-20,1,0.6160315867210358,40.0,1
+2021-07-22,131,E,2021-06-20,1,0.6160315867210358,41.0,1
+2021-07-23,131,E,2021-06-20,1,0.6160315867210358,42.0,1
+2021-07-24,131,E,2021-06-20,1,0.6160315867210358,41.0,1
+2021-07-25,131,E,2021-06-20,1,0.6160315867210358,40.0,1
+2021-07-26,131,E,2021-06-20,1,0.6160315867210358,42.0,1
+2021-07-27,131,E,2021-06-20,1,0.6160315867210358,43.0,1
+2021-07-28,131,E,2021-06-20,1,0.6160315867210358,43.0,1
+2021-07-29,131,E,2021-06-20,1,0.6160315867210358,43.0,1
+2021-07-30,131,E,2021-06-20,1,0.6160315867210358,41.0,1
+2021-07-31,131,E,2021-06-20,1,0.6160315867210358,42.0,1
+2021-05-01,132,W,2021-05-15,1,0.0,24.0,0
+2021-05-02,132,W,2021-05-15,1,0.0,25.0,0
+2021-05-03,132,W,2021-05-15,1,0.0,23.0,0
+2021-05-04,132,W,2021-05-15,1,0.0,23.0,0
+2021-05-05,132,W,2021-05-15,1,0.0,24.0,0
+2021-05-06,132,W,2021-05-15,1,0.0,24.0,0
+2021-05-07,132,W,2021-05-15,1,0.0,24.0,0
+2021-05-08,132,W,2021-05-15,1,0.0,25.0,0
+2021-05-09,132,W,2021-05-15,1,0.0,26.0,0
+2021-05-10,132,W,2021-05-15,1,0.0,25.0,0
+2021-05-11,132,W,2021-05-15,1,0.0,26.0,0
+2021-05-12,132,W,2021-05-15,1,0.0,25.0,0
+2021-05-13,132,W,2021-05-15,1,0.0,26.0,0
+2021-05-14,132,W,2021-05-15,1,0.0,26.0,0
+2021-05-15,132,W,2021-05-15,1,0.0,28.0,1
+2021-05-16,132,W,2021-05-15,1,0.05450592303463253,25.0,1
+2021-05-17,132,W,2021-05-15,1,0.10901184606926861,29.0,1
+2021-05-18,132,W,2021-05-15,1,0.16351776910390114,26.0,1
+2021-05-19,132,W,2021-05-15,1,0.21802369213853723,27.0,1
+2021-05-20,132,W,2021-05-15,1,0.27252961517316976,27.0,1
+2021-05-21,132,W,2021-05-15,1,0.27252961517316976,27.0,1
+2021-05-22,132,W,2021-05-15,1,0.27252961517316976,27.0,1
+2021-05-23,132,W,2021-05-15,1,0.27252961517316976,29.0,1
+2021-05-24,132,W,2021-05-15,1,0.27252961517316976,28.0,1
+2021-05-25,132,W,2021-05-15,1,0.27252961517316976,29.0,1
+2021-05-26,132,W,2021-05-15,1,0.27252961517316976,29.0,1
+2021-05-27,132,W,2021-05-15,1,0.27252961517316976,28.0,1
+2021-05-28,132,W,2021-05-15,1,0.27252961517316976,30.0,1
+2021-05-29,132,W,2021-05-15,1,0.27252961517316976,29.0,1
+2021-05-30,132,W,2021-05-15,1,0.27252961517316976,28.0,1
+2021-05-31,132,W,2021-05-15,1,0.27252961517316976,31.0,1
+2021-06-01,132,W,2021-05-15,1,0.27252961517316976,30.0,1
+2021-06-02,132,W,2021-05-15,1,0.27252961517316976,31.0,1
+2021-06-03,132,W,2021-05-15,1,0.27252961517316976,31.0,1
+2021-06-04,132,W,2021-05-15,1,0.27252961517316976,29.0,1
+2021-06-05,132,W,2021-05-15,1,0.27252961517316976,30.0,1
+2021-06-06,132,W,2021-05-15,1,0.27252961517316976,31.0,1
+2021-06-07,132,W,2021-05-15,1,0.27252961517316976,29.0,1
+2021-06-08,132,W,2021-05-15,1,0.27252961517316976,32.0,1
+2021-06-09,132,W,2021-05-15,1,0.27252961517316976,32.0,1
+2021-06-10,132,W,2021-05-15,1,0.27252961517316976,31.0,1
+2021-06-11,132,W,2021-05-15,1,0.27252961517316976,30.0,1
+2021-06-12,132,W,2021-05-15,1,0.27252961517316976,31.0,1
+2021-06-13,132,W,2021-05-15,1,0.27252961517316976,33.0,1
+2021-06-14,132,W,2021-05-15,1,0.27252961517316976,32.0,1
+2021-06-15,132,W,2021-05-15,1,0.27252961517316976,33.0,1
+2021-06-16,132,W,2021-05-15,1,0.27252961517316976,32.0,1
+2021-06-17,132,W,2021-05-15,1,0.27252961517316976,33.0,1
+2021-06-18,132,W,2021-05-15,1,0.27252961517316976,34.0,1
+2021-06-19,132,W,2021-05-15,1,0.27252961517316976,32.0,1
+2021-06-20,132,W,2021-05-15,1,0.27252961517316976,33.0,1
+2021-06-21,132,W,2021-05-15,1,0.27252961517316976,34.0,1
+2021-06-22,132,W,2021-05-15,1,0.27252961517316976,36.0,1
+2021-06-23,132,W,2021-05-15,1,0.27252961517316976,33.0,1
+2021-06-24,132,W,2021-05-15,1,0.27252961517316976,34.0,1
+2021-06-25,132,W,2021-05-15,1,0.27252961517316976,35.0,1
+2021-06-26,132,W,2021-05-15,1,0.27252961517316976,34.0,1
+2021-06-27,132,W,2021-05-15,1,0.27252961517316976,36.0,1
+2021-06-28,132,W,2021-05-15,1,0.27252961517316976,35.0,1
+2021-06-29,132,W,2021-05-15,1,0.27252961517316976,36.0,1
+2021-06-30,132,W,2021-05-15,1,0.27252961517316976,35.0,1
+2021-07-01,132,W,2021-05-15,1,0.27252961517316976,37.0,1
+2021-07-02,132,W,2021-05-15,1,0.27252961517316976,36.0,1
+2021-07-03,132,W,2021-05-15,1,0.27252961517316976,35.0,1
+2021-07-04,132,W,2021-05-15,1,0.27252961517316976,36.0,1
+2021-07-05,132,W,2021-05-15,1,0.27252961517316976,37.0,1
+2021-07-06,132,W,2021-05-15,1,0.27252961517316976,36.0,1
+2021-07-07,132,W,2021-05-15,1,0.27252961517316976,37.0,1
+2021-07-08,132,W,2021-05-15,1,0.27252961517316976,37.0,1
+2021-07-09,132,W,2021-05-15,1,0.27252961517316976,37.0,1
+2021-07-10,132,W,2021-05-15,1,0.27252961517316976,35.0,1
+2021-07-11,132,W,2021-05-15,1,0.27252961517316976,37.0,1
+2021-07-12,132,W,2021-05-15,1,0.27252961517316976,40.0,1
+2021-07-13,132,W,2021-05-15,1,0.27252961517316976,37.0,1
+2021-07-14,132,W,2021-05-15,1,0.27252961517316976,39.0,1
+2021-07-15,132,W,2021-05-15,1,0.27252961517316976,39.0,1
+2021-07-16,132,W,2021-05-15,1,0.27252961517316976,39.0,1
+2021-07-17,132,W,2021-05-15,1,0.27252961517316976,40.0,1
+2021-07-18,132,W,2021-05-15,1,0.27252961517316976,40.0,1
+2021-07-19,132,W,2021-05-15,1,0.27252961517316976,40.0,1
+2021-07-20,132,W,2021-05-15,1,0.27252961517316976,41.0,1
+2021-07-21,132,W,2021-05-15,1,0.27252961517316976,40.0,1
+2021-07-22,132,W,2021-05-15,1,0.27252961517316976,40.0,1
+2021-07-23,132,W,2021-05-15,1,0.27252961517316976,41.0,1
+2021-07-24,132,W,2021-05-15,1,0.27252961517316976,40.0,1
+2021-07-25,132,W,2021-05-15,1,0.27252961517316976,40.0,1
+2021-07-26,132,W,2021-05-15,1,0.27252961517316976,41.0,1
+2021-07-27,132,W,2021-05-15,1,0.27252961517316976,41.0,1
+2021-07-28,132,W,2021-05-15,1,0.27252961517316976,41.0,1
+2021-07-29,132,W,2021-05-15,1,0.27252961517316976,43.0,1
+2021-07-30,132,W,2021-05-15,1,0.27252961517316976,41.0,1
+2021-07-31,132,W,2021-05-15,1,0.27252961517316976,43.0,1
+2021-05-01,133,W,2021-05-15,1,0.0,25.0,0
+2021-05-02,133,W,2021-05-15,1,0.0,26.0,0
+2021-05-03,133,W,2021-05-15,1,0.0,25.0,0
+2021-05-04,133,W,2021-05-15,1,0.0,25.0,0
+2021-05-05,133,W,2021-05-15,1,0.0,26.0,0
+2021-05-06,133,W,2021-05-15,1,0.0,26.0,0
+2021-05-07,133,W,2021-05-15,1,0.0,28.0,0
+2021-05-08,133,W,2021-05-15,1,0.0,25.0,0
+2021-05-09,133,W,2021-05-15,1,0.0,27.0,0
+2021-05-10,133,W,2021-05-15,1,0.0,29.0,0
+2021-05-11,133,W,2021-05-15,1,0.0,28.0,0
+2021-05-12,133,W,2021-05-15,1,0.0,28.0,0
+2021-05-13,133,W,2021-05-15,1,0.0,27.0,0
+2021-05-14,133,W,2021-05-15,1,0.0,27.0,0
+2021-05-15,133,W,2021-05-15,1,0.0,28.0,1
+2021-05-16,133,W,2021-05-15,1,1.7670152055410213,30.0,1
+2021-05-17,133,W,2021-05-15,1,3.5340304110820426,33.0,1
+2021-05-18,133,W,2021-05-15,1,5.301045616623064,34.0,1
+2021-05-19,133,W,2021-05-15,1,7.068060822164085,36.0,1
+2021-05-20,133,W,2021-05-15,1,8.835076027705107,39.0,1
+2021-05-21,133,W,2021-05-15,1,8.835076027705107,38.0,1
+2021-05-22,133,W,2021-05-15,1,8.835076027705107,38.0,1
+2021-05-23,133,W,2021-05-15,1,8.835076027705107,37.0,1
+2021-05-24,133,W,2021-05-15,1,8.835076027705107,41.0,1
+2021-05-25,133,W,2021-05-15,1,8.835076027705107,39.0,1
+2021-05-26,133,W,2021-05-15,1,8.835076027705107,39.0,1
+2021-05-27,133,W,2021-05-15,1,8.835076027705107,39.0,1
+2021-05-28,133,W,2021-05-15,1,8.835076027705107,40.0,1
+2021-05-29,133,W,2021-05-15,1,8.835076027705107,39.0,1
+2021-05-30,133,W,2021-05-15,1,8.835076027705107,39.0,1
+2021-05-31,133,W,2021-05-15,1,8.835076027705107,41.0,1
+2021-06-01,133,W,2021-05-15,1,8.835076027705107,43.0,1
+2021-06-02,133,W,2021-05-15,1,8.835076027705107,42.0,1
+2021-06-03,133,W,2021-05-15,1,8.835076027705107,41.0,1
+2021-06-04,133,W,2021-05-15,1,8.835076027705107,41.0,1
+2021-06-05,133,W,2021-05-15,1,8.835076027705107,40.0,1
+2021-06-06,133,W,2021-05-15,1,8.835076027705107,42.0,1
+2021-06-07,133,W,2021-05-15,1,8.835076027705107,41.0,1
+2021-06-08,133,W,2021-05-15,1,8.835076027705107,41.0,1
+2021-06-09,133,W,2021-05-15,1,8.835076027705107,43.0,1
+2021-06-10,133,W,2021-05-15,1,8.835076027705107,42.0,1
+2021-06-11,133,W,2021-05-15,1,8.835076027705107,42.0,1
+2021-06-12,133,W,2021-05-15,1,8.835076027705107,41.0,1
+2021-06-13,133,W,2021-05-15,1,8.835076027705107,43.0,1
+2021-06-14,133,W,2021-05-15,1,8.835076027705107,43.0,1
+2021-06-15,133,W,2021-05-15,1,8.835076027705107,42.0,1
+2021-06-16,133,W,2021-05-15,1,8.835076027705107,43.0,1
+2021-06-17,133,W,2021-05-15,1,8.835076027705107,43.0,1
+2021-06-18,133,W,2021-05-15,1,8.835076027705107,44.0,1
+2021-06-19,133,W,2021-05-15,1,8.835076027705107,44.0,1
+2021-06-20,133,W,2021-05-15,1,8.835076027705107,45.0,1
+2021-06-21,133,W,2021-05-15,1,8.835076027705107,45.0,1
+2021-06-22,133,W,2021-05-15,1,8.835076027705107,44.0,1
+2021-06-23,133,W,2021-05-15,1,8.835076027705107,44.0,1
+2021-06-24,133,W,2021-05-15,1,8.835076027705107,45.0,1
+2021-06-25,133,W,2021-05-15,1,8.835076027705107,46.0,1
+2021-06-26,133,W,2021-05-15,1,8.835076027705107,46.0,1
+2021-06-27,133,W,2021-05-15,1,8.835076027705107,46.0,1
+2021-06-28,133,W,2021-05-15,1,8.835076027705107,46.0,1
+2021-06-29,133,W,2021-05-15,1,8.835076027705107,46.0,1
+2021-06-30,133,W,2021-05-15,1,8.835076027705107,47.0,1
+2021-07-01,133,W,2021-05-15,1,8.835076027705107,47.0,1
+2021-07-02,133,W,2021-05-15,1,8.835076027705107,47.0,1
+2021-07-03,133,W,2021-05-15,1,8.835076027705107,46.0,1
+2021-07-04,133,W,2021-05-15,1,8.835076027705107,47.0,1
+2021-07-05,133,W,2021-05-15,1,8.835076027705107,50.0,1
+2021-07-06,133,W,2021-05-15,1,8.835076027705107,47.0,1
+2021-07-07,133,W,2021-05-15,1,8.835076027705107,47.0,1
+2021-07-08,133,W,2021-05-15,1,8.835076027705107,48.0,1
+2021-07-09,133,W,2021-05-15,1,8.835076027705107,49.0,1
+2021-07-10,133,W,2021-05-15,1,8.835076027705107,47.0,1
+2021-07-11,133,W,2021-05-15,1,8.835076027705107,49.0,1
+2021-07-12,133,W,2021-05-15,1,8.835076027705107,49.0,1
+2021-07-13,133,W,2021-05-15,1,8.835076027705107,47.0,1
+2021-07-14,133,W,2021-05-15,1,8.835076027705107,50.0,1
+2021-07-15,133,W,2021-05-15,1,8.835076027705107,50.0,1
+2021-07-16,133,W,2021-05-15,1,8.835076027705107,49.0,1
+2021-07-17,133,W,2021-05-15,1,8.835076027705107,49.0,1
+2021-07-18,133,W,2021-05-15,1,8.835076027705107,49.0,1
+2021-07-19,133,W,2021-05-15,1,8.835076027705107,52.0,1
+2021-07-20,133,W,2021-05-15,1,8.835076027705107,51.0,1
+2021-07-21,133,W,2021-05-15,1,8.835076027705107,51.0,1
+2021-07-22,133,W,2021-05-15,1,8.835076027705107,51.0,1
+2021-07-23,133,W,2021-05-15,1,8.835076027705107,51.0,1
+2021-07-24,133,W,2021-05-15,1,8.835076027705107,51.0,1
+2021-07-25,133,W,2021-05-15,1,8.835076027705107,52.0,1
+2021-07-26,133,W,2021-05-15,1,8.835076027705107,53.0,1
+2021-07-27,133,W,2021-05-15,1,8.835076027705107,54.0,1
+2021-07-28,133,W,2021-05-15,1,8.835076027705107,51.0,1
+2021-07-29,133,W,2021-05-15,1,8.835076027705107,51.0,1
+2021-07-30,133,W,2021-05-15,1,8.835076027705107,51.0,1
+2021-07-31,133,W,2021-05-15,1,8.835076027705107,52.0,1
+2021-05-01,134,E,2021-06-04,1,0.0,16.0,0
+2021-05-02,134,E,2021-06-04,1,0.0,17.0,0
+2021-05-03,134,E,2021-06-04,1,0.0,18.0,0
+2021-05-04,134,E,2021-06-04,1,0.0,17.0,0
+2021-05-05,134,E,2021-06-04,1,0.0,18.0,0
+2021-05-06,134,E,2021-06-04,1,0.0,18.0,0
+2021-05-07,134,E,2021-06-04,1,0.0,17.0,0
+2021-05-08,134,E,2021-06-04,1,0.0,16.0,0
+2021-05-09,134,E,2021-06-04,1,0.0,18.0,0
+2021-05-10,134,E,2021-06-04,1,0.0,19.0,0
+2021-05-11,134,E,2021-06-04,1,0.0,19.0,0
+2021-05-12,134,E,2021-06-04,1,0.0,20.0,0
+2021-05-13,134,E,2021-06-04,1,0.0,18.0,0
+2021-05-14,134,E,2021-06-04,1,0.0,19.0,0
+2021-05-15,134,E,2021-06-04,1,0.0,19.0,0
+2021-05-16,134,E,2021-06-04,1,0.0,20.0,0
+2021-05-17,134,E,2021-06-04,1,0.0,23.0,0
+2021-05-18,134,E,2021-06-04,1,0.0,21.0,0
+2021-05-19,134,E,2021-06-04,1,0.0,22.0,0
+2021-05-20,134,E,2021-06-04,1,0.0,23.0,0
+2021-05-21,134,E,2021-06-04,1,0.0,22.0,0
+2021-05-22,134,E,2021-06-04,1,0.0,22.0,0
+2021-05-23,134,E,2021-06-04,1,0.0,22.0,0
+2021-05-24,134,E,2021-06-04,1,0.0,24.0,0
+2021-05-25,134,E,2021-06-04,1,0.0,23.0,0
+2021-05-26,134,E,2021-06-04,1,0.0,24.0,0
+2021-05-27,134,E,2021-06-04,1,0.0,23.0,0
+2021-05-28,134,E,2021-06-04,1,0.0,25.0,0
+2021-05-29,134,E,2021-06-04,1,0.0,24.0,0
+2021-05-30,134,E,2021-06-04,1,0.0,25.0,0
+2021-05-31,134,E,2021-06-04,1,0.0,27.0,0
+2021-06-01,134,E,2021-06-04,1,0.0,24.0,0
+2021-06-02,134,E,2021-06-04,1,0.0,26.0,0
+2021-06-03,134,E,2021-06-04,1,0.0,27.0,0
+2021-06-04,134,E,2021-06-04,1,0.0,26.0,1
+2021-06-05,134,E,2021-06-04,1,0.721556547723317,27.0,1
+2021-06-06,134,E,2021-06-04,1,1.443113095446634,27.0,1
+2021-06-07,134,E,2021-06-04,1,2.1646696431699475,30.0,1
+2021-06-08,134,E,2021-06-04,1,2.8862261908932645,30.0,1
+2021-06-09,134,E,2021-06-04,1,3.6077827386165815,32.0,1
+2021-06-10,134,E,2021-06-04,1,3.6077827386165815,32.0,1
+2021-06-11,134,E,2021-06-04,1,3.6077827386165815,31.0,1
+2021-06-12,134,E,2021-06-04,1,3.6077827386165815,32.0,1
+2021-06-13,134,E,2021-06-04,1,3.6077827386165815,32.0,1
+2021-06-14,134,E,2021-06-04,1,3.607782738616578,33.0,1
+2021-06-15,134,E,2021-06-04,1,3.607782738616578,35.0,1
+2021-06-16,134,E,2021-06-04,1,3.607782738616578,33.0,1
+2021-06-17,134,E,2021-06-04,1,3.607782738616578,32.0,1
+2021-06-18,134,E,2021-06-04,1,3.607782738616578,35.0,1
+2021-06-19,134,E,2021-06-04,1,3.607782738616578,34.0,1
+2021-06-20,134,E,2021-06-04,1,3.607782738616578,35.0,1
+2021-06-21,134,E,2021-06-04,1,3.607782738616578,34.0,1
+2021-06-22,134,E,2021-06-04,1,3.607782738616578,36.0,1
+2021-06-23,134,E,2021-06-04,1,3.607782738616578,36.0,1
+2021-06-24,134,E,2021-06-04,1,3.607782738616578,37.0,1
+2021-06-25,134,E,2021-06-04,1,3.607782738616578,36.0,1
+2021-06-26,134,E,2021-06-04,1,3.607782738616578,38.0,1
+2021-06-27,134,E,2021-06-04,1,3.607782738616578,36.0,1
+2021-06-28,134,E,2021-06-04,1,3.607782738616578,36.0,1
+2021-06-29,134,E,2021-06-04,1,3.607782738616578,38.0,1
+2021-06-30,134,E,2021-06-04,1,3.607782738616578,37.0,1
+2021-07-01,134,E,2021-06-04,1,3.607782738616578,36.0,1
+2021-07-02,134,E,2021-06-04,1,3.607782738616578,38.0,1
+2021-07-03,134,E,2021-06-04,1,3.607782738616578,37.0,1
+2021-07-04,134,E,2021-06-04,1,3.607782738616578,39.0,1
+2021-07-05,134,E,2021-06-04,1,3.607782738616578,39.0,1
+2021-07-06,134,E,2021-06-04,1,3.607782738616578,39.0,1
+2021-07-07,134,E,2021-06-04,1,3.607782738616578,39.0,1
+2021-07-08,134,E,2021-06-04,1,3.607782738616578,40.0,1
+2021-07-09,134,E,2021-06-04,1,3.607782738616578,41.0,1
+2021-07-10,134,E,2021-06-04,1,3.607782738616578,39.0,1
+2021-07-11,134,E,2021-06-04,1,3.607782738616578,41.0,1
+2021-07-12,134,E,2021-06-04,1,3.607782738616578,40.0,1
+2021-07-13,134,E,2021-06-04,1,3.607782738616578,42.0,1
+2021-07-14,134,E,2021-06-04,1,3.607782738616578,42.0,1
+2021-07-15,134,E,2021-06-04,1,3.607782738616578,43.0,1
+2021-07-16,134,E,2021-06-04,1,3.607782738616578,42.0,1
+2021-07-17,134,E,2021-06-04,1,3.607782738616578,43.0,1
+2021-07-18,134,E,2021-06-04,1,3.607782738616578,42.0,1
+2021-07-19,134,E,2021-06-04,1,3.607782738616578,44.0,1
+2021-07-20,134,E,2021-06-04,1,3.607782738616578,43.0,1
+2021-07-21,134,E,2021-06-04,1,3.607782738616578,44.0,1
+2021-07-22,134,E,2021-06-04,1,3.607782738616578,45.0,1
+2021-07-23,134,E,2021-06-04,1,3.607782738616578,45.0,1
+2021-07-24,134,E,2021-06-04,1,3.607782738616578,44.0,1
+2021-07-25,134,E,2021-06-04,1,3.607782738616578,45.0,1
+2021-07-26,134,E,2021-06-04,1,3.607782738616578,47.0,1
+2021-07-27,134,E,2021-06-04,1,3.607782738616578,47.0,1
+2021-07-28,134,E,2021-06-04,1,3.607782738616578,46.0,1
+2021-07-29,134,E,2021-06-04,1,3.607782738616578,47.0,1
+2021-07-30,134,E,2021-06-04,1,3.607782738616578,46.0,1
+2021-07-31,134,E,2021-06-04,1,3.607782738616578,46.0,1
+2021-05-01,135,N,2021-06-04,1,0.0,41.0,0
+2021-05-02,135,N,2021-06-04,1,0.0,41.0,0
+2021-05-03,135,N,2021-06-04,1,0.0,42.0,0
+2021-05-04,135,N,2021-06-04,1,0.0,41.0,0
+2021-05-05,135,N,2021-06-04,1,0.0,42.0,0
+2021-05-06,135,N,2021-06-04,1,0.0,41.0,0
+2021-05-07,135,N,2021-06-04,1,0.0,41.0,0
+2021-05-08,135,N,2021-06-04,1,0.0,41.0,0
+2021-05-09,135,N,2021-06-04,1,0.0,42.0,0
+2021-05-10,135,N,2021-06-04,1,0.0,43.0,0
+2021-05-11,135,N,2021-06-04,1,0.0,42.0,0
+2021-05-12,135,N,2021-06-04,1,0.0,41.0,0
+2021-05-13,135,N,2021-06-04,1,0.0,41.0,0
+2021-05-14,135,N,2021-06-04,1,0.0,41.0,0
+2021-05-15,135,N,2021-06-04,1,0.0,41.0,0
+2021-05-16,135,N,2021-06-04,1,0.0,42.0,0
+2021-05-17,135,N,2021-06-04,1,0.0,45.0,0
+2021-05-18,135,N,2021-06-04,1,0.0,43.0,0
+2021-05-19,135,N,2021-06-04,1,0.0,41.0,0
+2021-05-20,135,N,2021-06-04,1,0.0,44.0,0
+2021-05-21,135,N,2021-06-04,1,0.0,45.0,0
+2021-05-22,135,N,2021-06-04,1,0.0,44.0,0
+2021-05-23,135,N,2021-06-04,1,0.0,43.0,0
+2021-05-24,135,N,2021-06-04,1,0.0,43.0,0
+2021-05-25,135,N,2021-06-04,1,0.0,44.0,0
+2021-05-26,135,N,2021-06-04,1,0.0,43.0,0
+2021-05-27,135,N,2021-06-04,1,0.0,43.0,0
+2021-05-28,135,N,2021-06-04,1,0.0,43.0,0
+2021-05-29,135,N,2021-06-04,1,0.0,44.0,0
+2021-05-30,135,N,2021-06-04,1,0.0,42.0,0
+2021-05-31,135,N,2021-06-04,1,0.0,45.0,0
+2021-06-01,135,N,2021-06-04,1,0.0,44.0,0
+2021-06-02,135,N,2021-06-04,1,0.0,46.0,0
+2021-06-03,135,N,2021-06-04,1,0.0,44.0,0
+2021-06-04,135,N,2021-06-04,1,0.0,46.0,1
+2021-06-05,135,N,2021-06-04,1,0.9186078299552278,45.0,1
+2021-06-06,135,N,2021-06-04,1,1.8372156599104628,47.0,1
+2021-06-07,135,N,2021-06-04,1,2.7558234898656906,46.0,1
+2021-06-08,135,N,2021-06-04,1,3.6744313198209255,50.0,1
+2021-06-09,135,N,2021-06-04,1,4.593039149776153,51.0,1
+2021-06-10,135,N,2021-06-04,1,4.593039149776153,50.0,1
+2021-06-11,135,N,2021-06-04,1,4.593039149776153,49.0,1
+2021-06-12,135,N,2021-06-04,1,4.593039149776153,48.0,1
+2021-06-13,135,N,2021-06-04,1,4.593039149776153,49.0,1
+2021-06-14,135,N,2021-06-04,1,4.593039149776153,49.0,1
+2021-06-15,135,N,2021-06-04,1,4.593039149776153,48.0,1
+2021-06-16,135,N,2021-06-04,1,4.593039149776153,49.0,1
+2021-06-17,135,N,2021-06-04,1,4.593039149776153,51.0,1
+2021-06-18,135,N,2021-06-04,1,4.593039149776153,50.0,1
+2021-06-19,135,N,2021-06-04,1,4.593039149776153,50.0,1
+2021-06-20,135,N,2021-06-04,1,4.593039149776153,51.0,1
+2021-06-21,135,N,2021-06-04,1,4.593039149776153,52.0,1
+2021-06-22,135,N,2021-06-04,1,4.593039149776153,51.0,1
+2021-06-23,135,N,2021-06-04,1,4.593039149776153,49.0,1
+2021-06-24,135,N,2021-06-04,1,4.593039149776153,50.0,1
+2021-06-25,135,N,2021-06-04,1,4.593039149776153,51.0,1
+2021-06-26,135,N,2021-06-04,1,4.593039149776153,51.0,1
+2021-06-27,135,N,2021-06-04,1,4.593039149776153,49.0,1
+2021-06-28,135,N,2021-06-04,1,4.593039149776153,52.0,1
+2021-06-29,135,N,2021-06-04,1,4.593039149776153,53.0,1
+2021-06-30,135,N,2021-06-04,1,4.593039149776153,52.0,1
+2021-07-01,135,N,2021-06-04,1,4.593039149776153,52.0,1
+2021-07-02,135,N,2021-06-04,1,4.593039149776153,52.0,1
+2021-07-03,135,N,2021-06-04,1,4.593039149776153,51.0,1
+2021-07-04,135,N,2021-06-04,1,4.593039149776153,53.0,1
+2021-07-05,135,N,2021-06-04,1,4.593039149776153,52.0,1
+2021-07-06,135,N,2021-06-04,1,4.593039149776153,52.0,1
+2021-07-07,135,N,2021-06-04,1,4.593039149776153,53.0,1
+2021-07-08,135,N,2021-06-04,1,4.593039149776153,52.0,1
+2021-07-09,135,N,2021-06-04,1,4.593039149776153,52.0,1
+2021-07-10,135,N,2021-06-04,1,4.593039149776153,49.0,1
+2021-07-11,135,N,2021-06-04,1,4.593039149776153,51.0,1
+2021-07-12,135,N,2021-06-04,1,4.593039149776153,54.0,1
+2021-07-13,135,N,2021-06-04,1,4.593039149776153,53.0,1
+2021-07-14,135,N,2021-06-04,1,4.593039149776153,54.0,1
+2021-07-15,135,N,2021-06-04,1,4.593039149776153,53.0,1
+2021-07-16,135,N,2021-06-04,1,4.593039149776153,53.0,1
+2021-07-17,135,N,2021-06-04,1,4.593039149776153,54.0,1
+2021-07-18,135,N,2021-06-04,1,4.593039149776153,52.0,1
+2021-07-19,135,N,2021-06-04,1,4.593039149776153,55.0,1
+2021-07-20,135,N,2021-06-04,1,4.593039149776153,54.0,1
+2021-07-21,135,N,2021-06-04,1,4.593039149776153,54.0,1
+2021-07-22,135,N,2021-06-04,1,4.593039149776153,55.0,1
+2021-07-23,135,N,2021-06-04,1,4.593039149776153,54.0,1
+2021-07-24,135,N,2021-06-04,1,4.593039149776153,54.0,1
+2021-07-25,135,N,2021-06-04,1,4.593039149776153,52.0,1
+2021-07-26,135,N,2021-06-04,1,4.593039149776153,53.0,1
+2021-07-27,135,N,2021-06-04,1,4.593039149776153,55.0,1
+2021-07-28,135,N,2021-06-04,1,4.593039149776153,54.0,1
+2021-07-29,135,N,2021-06-04,1,4.593039149776153,54.0,1
+2021-07-30,135,N,2021-06-04,1,4.593039149776153,54.0,1
+2021-07-31,135,N,2021-06-04,1,4.593039149776153,54.0,1
+2021-05-01,136,W,2021-06-04,1,0.0,30.0,0
+2021-05-02,136,W,2021-06-04,1,0.0,31.0,0
+2021-05-03,136,W,2021-06-04,1,0.0,31.0,0
+2021-05-04,136,W,2021-06-04,1,0.0,30.0,0
+2021-05-05,136,W,2021-06-04,1,0.0,31.0,0
+2021-05-06,136,W,2021-06-04,1,0.0,32.0,0
+2021-05-07,136,W,2021-06-04,1,0.0,31.0,0
+2021-05-08,136,W,2021-06-04,1,0.0,31.0,0
+2021-05-09,136,W,2021-06-04,1,0.0,32.0,0
+2021-05-10,136,W,2021-06-04,1,0.0,33.0,0
+2021-05-11,136,W,2021-06-04,1,0.0,31.0,0
+2021-05-12,136,W,2021-06-04,1,0.0,32.0,0
+2021-05-13,136,W,2021-06-04,1,0.0,32.0,0
+2021-05-14,136,W,2021-06-04,1,0.0,32.0,0
+2021-05-15,136,W,2021-06-04,1,0.0,33.0,0
+2021-05-16,136,W,2021-06-04,1,0.0,32.0,0
+2021-05-17,136,W,2021-06-04,1,0.0,34.0,0
+2021-05-18,136,W,2021-06-04,1,0.0,34.0,0
+2021-05-19,136,W,2021-06-04,1,0.0,34.0,0
+2021-05-20,136,W,2021-06-04,1,0.0,34.0,0
+2021-05-21,136,W,2021-06-04,1,0.0,34.0,0
+2021-05-22,136,W,2021-06-04,1,0.0,35.0,0
+2021-05-23,136,W,2021-06-04,1,0.0,34.0,0
+2021-05-24,136,W,2021-06-04,1,0.0,35.0,0
+2021-05-25,136,W,2021-06-04,1,0.0,34.0,0
+2021-05-26,136,W,2021-06-04,1,0.0,35.0,0
+2021-05-27,136,W,2021-06-04,1,0.0,35.0,0
+2021-05-28,136,W,2021-06-04,1,0.0,35.0,0
+2021-05-29,136,W,2021-06-04,1,0.0,35.0,0
+2021-05-30,136,W,2021-06-04,1,0.0,34.0,0
+2021-05-31,136,W,2021-06-04,1,0.0,36.0,0
+2021-06-01,136,W,2021-06-04,1,0.0,38.0,0
+2021-06-02,136,W,2021-06-04,1,0.0,38.0,0
+2021-06-03,136,W,2021-06-04,1,0.0,36.0,0
+2021-06-04,136,W,2021-06-04,1,0.0,36.0,1
+2021-06-05,136,W,2021-06-04,1,0.28835481985811384,36.0,1
+2021-06-06,136,W,2021-06-04,1,0.5767096397162348,36.0,1
+2021-06-07,136,W,2021-06-04,1,0.8650644595743557,38.0,1
+2021-06-08,136,W,2021-06-04,1,1.1534192794324696,39.0,1
+2021-06-09,136,W,2021-06-04,1,1.4417740992905834,39.0,1
+2021-06-10,136,W,2021-06-04,1,1.4417740992905834,38.0,1
+2021-06-11,136,W,2021-06-04,1,1.4417740992905834,39.0,1
+2021-06-12,136,W,2021-06-04,1,1.4417740992905834,38.0,1
+2021-06-13,136,W,2021-06-04,1,1.4417740992905834,40.0,1
+2021-06-14,136,W,2021-06-04,1,1.4417740992905834,42.0,1
+2021-06-15,136,W,2021-06-04,1,1.4417740992905834,39.0,1
+2021-06-16,136,W,2021-06-04,1,1.4417740992905834,40.0,1
+2021-06-17,136,W,2021-06-04,1,1.4417740992905834,41.0,1
+2021-06-18,136,W,2021-06-04,1,1.4417740992905834,42.0,1
+2021-06-19,136,W,2021-06-04,1,1.4417740992905834,42.0,1
+2021-06-20,136,W,2021-06-04,1,1.4417740992905834,42.0,1
+2021-06-21,136,W,2021-06-04,1,1.4417740992905834,41.0,1
+2021-06-22,136,W,2021-06-04,1,1.4417740992905834,42.0,1
+2021-06-23,136,W,2021-06-04,1,1.4417740992905834,42.0,1
+2021-06-24,136,W,2021-06-04,1,1.4417740992905834,42.0,1
+2021-06-25,136,W,2021-06-04,1,1.4417740992905834,42.0,1
+2021-06-26,136,W,2021-06-04,1,1.4417740992905834,42.0,1
+2021-06-27,136,W,2021-06-04,1,1.4417740992905834,42.0,1
+2021-06-28,136,W,2021-06-04,1,1.4417740992905834,43.0,1
+2021-06-29,136,W,2021-06-04,1,1.4417740992905834,44.0,1
+2021-06-30,136,W,2021-06-04,1,1.4417740992905834,45.0,1
+2021-07-01,136,W,2021-06-04,1,1.4417740992905834,46.0,1
+2021-07-02,136,W,2021-06-04,1,1.4417740992905834,43.0,1
+2021-07-03,136,W,2021-06-04,1,1.4417740992905834,42.0,1
+2021-07-04,136,W,2021-06-04,1,1.4417740992905834,43.0,1
+2021-07-05,136,W,2021-06-04,1,1.4417740992905834,44.0,1
+2021-07-06,136,W,2021-06-04,1,1.4417740992905834,46.0,1
+2021-07-07,136,W,2021-06-04,1,1.4417740992905834,45.0,1
+2021-07-08,136,W,2021-06-04,1,1.4417740992905834,44.0,1
+2021-07-09,136,W,2021-06-04,1,1.4417740992905834,45.0,1
+2021-07-10,136,W,2021-06-04,1,1.4417740992905834,45.0,1
+2021-07-11,136,W,2021-06-04,1,1.4417740992905834,47.0,1
+2021-07-12,136,W,2021-06-04,1,1.4417740992905834,46.0,1
+2021-07-13,136,W,2021-06-04,1,1.4417740992905834,44.0,1
+2021-07-14,136,W,2021-06-04,1,1.4417740992905834,46.0,1
+2021-07-15,136,W,2021-06-04,1,1.4417740992905834,47.0,1
+2021-07-16,136,W,2021-06-04,1,1.4417740992905834,46.0,1
+2021-07-17,136,W,2021-06-04,1,1.4417740992905834,47.0,1
+2021-07-18,136,W,2021-06-04,1,1.4417740992905834,46.0,1
+2021-07-19,136,W,2021-06-04,1,1.4417740992905834,47.0,1
+2021-07-20,136,W,2021-06-04,1,1.4417740992905834,48.0,1
+2021-07-21,136,W,2021-06-04,1,1.4417740992905834,46.0,1
+2021-07-22,136,W,2021-06-04,1,1.4417740992905834,49.0,1
+2021-07-23,136,W,2021-06-04,1,1.4417740992905834,49.0,1
+2021-07-24,136,W,2021-06-04,1,1.4417740992905834,48.0,1
+2021-07-25,136,W,2021-06-04,1,1.4417740992905834,47.0,1
+2021-07-26,136,W,2021-06-04,1,1.4417740992905834,49.0,1
+2021-07-27,136,W,2021-06-04,1,1.4417740992905834,49.0,1
+2021-07-28,136,W,2021-06-04,1,1.4417740992905834,47.0,1
+2021-07-29,136,W,2021-06-04,1,1.4417740992905834,50.0,1
+2021-07-30,136,W,2021-06-04,1,1.4417740992905834,50.0,1
+2021-07-31,136,W,2021-06-04,1,1.4417740992905834,48.0,1
+2021-05-01,137,S,2021-05-15,1,0.0,52.0,0
+2021-05-02,137,S,2021-05-15,1,0.0,53.0,0
+2021-05-03,137,S,2021-05-15,1,0.0,54.0,0
+2021-05-04,137,S,2021-05-15,1,0.0,52.0,0
+2021-05-05,137,S,2021-05-15,1,0.0,53.0,0
+2021-05-06,137,S,2021-05-15,1,0.0,53.0,0
+2021-05-07,137,S,2021-05-15,1,0.0,53.0,0
+2021-05-08,137,S,2021-05-15,1,0.0,52.0,0
+2021-05-09,137,S,2021-05-15,1,0.0,53.0,0
+2021-05-10,137,S,2021-05-15,1,0.0,53.0,0
+2021-05-11,137,S,2021-05-15,1,0.0,53.0,0
+2021-05-12,137,S,2021-05-15,1,0.0,51.0,0
+2021-05-13,137,S,2021-05-15,1,0.0,53.0,0
+2021-05-14,137,S,2021-05-15,1,0.0,50.0,0
+2021-05-15,137,S,2021-05-15,1,0.0,51.0,1
+2021-05-16,137,S,2021-05-15,1,0.048589108274541104,52.0,1
+2021-05-17,137,S,2021-05-15,1,0.09717821654908221,54.0,1
+2021-05-18,137,S,2021-05-15,1,0.14576732482363042,51.0,1
+2021-05-19,137,S,2021-05-15,1,0.19435643309817152,53.0,1
+2021-05-20,137,S,2021-05-15,1,0.24294554137271263,53.0,1
+2021-05-21,137,S,2021-05-15,1,0.24294554137271263,52.0,1
+2021-05-22,137,S,2021-05-15,1,0.24294554137271263,53.0,1
+2021-05-23,137,S,2021-05-15,1,0.24294554137271263,51.0,1
+2021-05-24,137,S,2021-05-15,1,0.24294554137271263,53.0,1
+2021-05-25,137,S,2021-05-15,1,0.24294554137271263,53.0,1
+2021-05-26,137,S,2021-05-15,1,0.24294554137271263,55.0,1
+2021-05-27,137,S,2021-05-15,1,0.24294554137271263,52.0,1
+2021-05-28,137,S,2021-05-15,1,0.24294554137271263,53.0,1
+2021-05-29,137,S,2021-05-15,1,0.24294554137271263,53.0,1
+2021-05-30,137,S,2021-05-15,1,0.24294554137271263,54.0,1
+2021-05-31,137,S,2021-05-15,1,0.24294554137271263,52.0,1
+2021-06-01,137,S,2021-05-15,1,0.24294554137271263,54.0,1
+2021-06-02,137,S,2021-05-15,1,0.24294554137271263,53.0,1
+2021-06-03,137,S,2021-05-15,1,0.24294554137271263,54.0,1
+2021-06-04,137,S,2021-05-15,1,0.24294554137271263,52.0,1
+2021-06-05,137,S,2021-05-15,1,0.24294554137271263,53.0,1
+2021-06-06,137,S,2021-05-15,1,0.24294554137271263,52.0,1
+2021-06-07,137,S,2021-05-15,1,0.24294554137271263,52.0,1
+2021-06-08,137,S,2021-05-15,1,0.24294554137271263,54.0,1
+2021-06-09,137,S,2021-05-15,1,0.24294554137271263,53.0,1
+2021-06-10,137,S,2021-05-15,1,0.24294554137271263,52.0,1
+2021-06-11,137,S,2021-05-15,1,0.24294554137271263,52.0,1
+2021-06-12,137,S,2021-05-15,1,0.24294554137271263,53.0,1
+2021-06-13,137,S,2021-05-15,1,0.24294554137271263,52.0,1
+2021-06-14,137,S,2021-05-15,1,0.24294554137271263,53.0,1
+2021-06-15,137,S,2021-05-15,1,0.24294554137271263,53.0,1
+2021-06-16,137,S,2021-05-15,1,0.24294554137271263,53.0,1
+2021-06-17,137,S,2021-05-15,1,0.24294554137271263,53.0,1
+2021-06-18,137,S,2021-05-15,1,0.24294554137271263,54.0,1
+2021-06-19,137,S,2021-05-15,1,0.24294554137271263,52.0,1
+2021-06-20,137,S,2021-05-15,1,0.24294554137271263,52.0,1
+2021-06-21,137,S,2021-05-15,1,0.24294554137271263,52.0,1
+2021-06-22,137,S,2021-05-15,1,0.24294554137271263,53.0,1
+2021-06-23,137,S,2021-05-15,1,0.24294554137271263,53.0,1
+2021-06-24,137,S,2021-05-15,1,0.24294554137271263,53.0,1
+2021-06-25,137,S,2021-05-15,1,0.24294554137271263,53.0,1
+2021-06-26,137,S,2021-05-15,1,0.24294554137271263,52.0,1
+2021-06-27,137,S,2021-05-15,1,0.24294554137271263,53.0,1
+2021-06-28,137,S,2021-05-15,1,0.24294554137271263,52.0,1
+2021-06-29,137,S,2021-05-15,1,0.24294554137271263,54.0,1
+2021-06-30,137,S,2021-05-15,1,0.24294554137271263,52.0,1
+2021-07-01,137,S,2021-05-15,1,0.24294554137271263,54.0,1
+2021-07-02,137,S,2021-05-15,1,0.24294554137271263,52.0,1
+2021-07-03,137,S,2021-05-15,1,0.24294554137271263,52.0,1
+2021-07-04,137,S,2021-05-15,1,0.24294554137271263,53.0,1
+2021-07-05,137,S,2021-05-15,1,0.24294554137271263,53.0,1
+2021-07-06,137,S,2021-05-15,1,0.24294554137271263,53.0,1
+2021-07-07,137,S,2021-05-15,1,0.24294554137271263,53.0,1
+2021-07-08,137,S,2021-05-15,1,0.24294554137271263,52.0,1
+2021-07-09,137,S,2021-05-15,1,0.24294554137271263,53.0,1
+2021-07-10,137,S,2021-05-15,1,0.24294554137271263,51.0,1
+2021-07-11,137,S,2021-05-15,1,0.24294554137271263,52.0,1
+2021-07-12,137,S,2021-05-15,1,0.24294554137271263,53.0,1
+2021-07-13,137,S,2021-05-15,1,0.24294554137271263,53.0,1
+2021-07-14,137,S,2021-05-15,1,0.24294554137271263,54.0,1
+2021-07-15,137,S,2021-05-15,1,0.24294554137271263,53.0,1
+2021-07-16,137,S,2021-05-15,1,0.24294554137271263,52.0,1
+2021-07-17,137,S,2021-05-15,1,0.24294554137271263,53.0,1
+2021-07-18,137,S,2021-05-15,1,0.24294554137271263,52.0,1
+2021-07-19,137,S,2021-05-15,1,0.24294554137271263,54.0,1
+2021-07-20,137,S,2021-05-15,1,0.24294554137271263,54.0,1
+2021-07-21,137,S,2021-05-15,1,0.24294554137271263,53.0,1
+2021-07-22,137,S,2021-05-15,1,0.24294554137271263,53.0,1
+2021-07-23,137,S,2021-05-15,1,0.24294554137271263,53.0,1
+2021-07-24,137,S,2021-05-15,1,0.24294554137271263,51.0,1
+2021-07-25,137,S,2021-05-15,1,0.24294554137271263,51.0,1
+2021-07-26,137,S,2021-05-15,1,0.24294554137271263,54.0,1
+2021-07-27,137,S,2021-05-15,1,0.24294554137271263,53.0,1
+2021-07-28,137,S,2021-05-15,1,0.24294554137271263,52.0,1
+2021-07-29,137,S,2021-05-15,1,0.24294554137271263,52.0,1
+2021-07-30,137,S,2021-05-15,1,0.24294554137271263,51.0,1
+2021-07-31,137,S,2021-05-15,1,0.24294554137271263,52.0,1
+2021-05-01,138,W,2021-06-20,1,0.0,25.0,0
+2021-05-02,138,W,2021-06-20,1,0.0,28.0,0
+2021-05-03,138,W,2021-06-20,1,0.0,26.0,0
+2021-05-04,138,W,2021-06-20,1,0.0,28.0,0
+2021-05-05,138,W,2021-06-20,1,0.0,27.0,0
+2021-05-06,138,W,2021-06-20,1,0.0,28.0,0
+2021-05-07,138,W,2021-06-20,1,0.0,27.0,0
+2021-05-08,138,W,2021-06-20,1,0.0,28.0,0
+2021-05-09,138,W,2021-06-20,1,0.0,28.0,0
+2021-05-10,138,W,2021-06-20,1,0.0,29.0,0
+2021-05-11,138,W,2021-06-20,1,0.0,30.0,0
+2021-05-12,138,W,2021-06-20,1,0.0,28.0,0
+2021-05-13,138,W,2021-06-20,1,0.0,28.0,0
+2021-05-14,138,W,2021-06-20,1,0.0,28.0,0
+2021-05-15,138,W,2021-06-20,1,0.0,30.0,0
+2021-05-16,138,W,2021-06-20,1,0.0,30.0,0
+2021-05-17,138,W,2021-06-20,1,0.0,31.0,0
+2021-05-18,138,W,2021-06-20,1,0.0,30.0,0
+2021-05-19,138,W,2021-06-20,1,0.0,28.0,0
+2021-05-20,138,W,2021-06-20,1,0.0,32.0,0
+2021-05-21,138,W,2021-06-20,1,0.0,29.0,0
+2021-05-22,138,W,2021-06-20,1,0.0,30.0,0
+2021-05-23,138,W,2021-06-20,1,0.0,31.0,0
+2021-05-24,138,W,2021-06-20,1,0.0,32.0,0
+2021-05-25,138,W,2021-06-20,1,0.0,33.0,0
+2021-05-26,138,W,2021-06-20,1,0.0,32.0,0
+2021-05-27,138,W,2021-06-20,1,0.0,31.0,0
+2021-05-28,138,W,2021-06-20,1,0.0,33.0,0
+2021-05-29,138,W,2021-06-20,1,0.0,32.0,0
+2021-05-30,138,W,2021-06-20,1,0.0,32.0,0
+2021-05-31,138,W,2021-06-20,1,0.0,33.0,0
+2021-06-01,138,W,2021-06-20,1,0.0,34.0,0
+2021-06-02,138,W,2021-06-20,1,0.0,33.0,0
+2021-06-03,138,W,2021-06-20,1,0.0,33.0,0
+2021-06-04,138,W,2021-06-20,1,0.0,33.0,0
+2021-06-05,138,W,2021-06-20,1,0.0,32.0,0
+2021-06-06,138,W,2021-06-20,1,0.0,33.0,0
+2021-06-07,138,W,2021-06-20,1,0.0,33.0,0
+2021-06-08,138,W,2021-06-20,1,0.0,34.0,0
+2021-06-09,138,W,2021-06-20,1,0.0,34.0,0
+2021-06-10,138,W,2021-06-20,1,0.0,34.0,0
+2021-06-11,138,W,2021-06-20,1,0.0,33.0,0
+2021-06-12,138,W,2021-06-20,1,0.0,34.0,0
+2021-06-13,138,W,2021-06-20,1,0.0,35.0,0
+2021-06-14,138,W,2021-06-20,1,0.0,34.0,0
+2021-06-15,138,W,2021-06-20,1,0.0,36.0,0
+2021-06-16,138,W,2021-06-20,1,0.0,37.0,0
+2021-06-17,138,W,2021-06-20,1,0.0,36.0,0
+2021-06-18,138,W,2021-06-20,1,0.0,37.0,0
+2021-06-19,138,W,2021-06-20,1,0.0,37.0,0
+2021-06-20,138,W,2021-06-20,1,0.0,35.0,1
+2021-06-21,138,W,2021-06-20,1,0.02160525421663806,38.0,1
+2021-06-22,138,W,2021-06-20,1,0.04321050843327612,38.0,1
+2021-06-23,138,W,2021-06-20,1,0.06481576264991418,38.0,1
+2021-06-24,138,W,2021-06-20,1,0.08642101686655224,37.0,1
+2021-06-25,138,W,2021-06-20,1,0.1080262710831903,38.0,1
+2021-06-26,138,W,2021-06-20,1,0.1080262710831903,38.0,1
+2021-06-27,138,W,2021-06-20,1,0.1080262710831903,38.0,1
+2021-06-28,138,W,2021-06-20,1,0.1080262710831903,38.0,1
+2021-06-29,138,W,2021-06-20,1,0.1080262710831903,40.0,1
+2021-06-30,138,W,2021-06-20,1,0.1080262710831903,38.0,1
+2021-07-01,138,W,2021-06-20,1,0.1080262710831903,39.0,1
+2021-07-02,138,W,2021-06-20,1,0.1080262710831903,39.0,1
+2021-07-03,138,W,2021-06-20,1,0.1080262710831903,38.0,1
+2021-07-04,138,W,2021-06-20,1,0.1080262710831903,39.0,1
+2021-07-05,138,W,2021-06-20,1,0.1080262710831903,39.0,1
+2021-07-06,138,W,2021-06-20,1,0.1080262710831903,40.0,1
+2021-07-07,138,W,2021-06-20,1,0.1080262710831903,40.0,1
+2021-07-08,138,W,2021-06-20,1,0.1080262710831903,42.0,1
+2021-07-09,138,W,2021-06-20,1,0.1080262710831903,40.0,1
+2021-07-10,138,W,2021-06-20,1,0.1080262710831903,38.0,1
+2021-07-11,138,W,2021-06-20,1,0.1080262710831903,41.0,1
+2021-07-12,138,W,2021-06-20,1,0.1080262710831903,42.0,1
+2021-07-13,138,W,2021-06-20,1,0.1080262710831903,41.0,1
+2021-07-14,138,W,2021-06-20,1,0.1080262710831903,41.0,1
+2021-07-15,138,W,2021-06-20,1,0.1080262710831903,43.0,1
+2021-07-16,138,W,2021-06-20,1,0.1080262710831903,40.0,1
+2021-07-17,138,W,2021-06-20,1,0.1080262710831903,42.0,1
+2021-07-18,138,W,2021-06-20,1,0.1080262710831903,42.0,1
+2021-07-19,138,W,2021-06-20,1,0.1080262710831903,43.0,1
+2021-07-20,138,W,2021-06-20,1,0.1080262710831903,42.0,1
+2021-07-21,138,W,2021-06-20,1,0.1080262710831903,41.0,1
+2021-07-22,138,W,2021-06-20,1,0.1080262710831903,43.0,1
+2021-07-23,138,W,2021-06-20,1,0.1080262710831903,43.0,1
+2021-07-24,138,W,2021-06-20,1,0.1080262710831903,42.0,1
+2021-07-25,138,W,2021-06-20,1,0.1080262710831903,42.0,1
+2021-07-26,138,W,2021-06-20,1,0.1080262710831903,44.0,1
+2021-07-27,138,W,2021-06-20,1,0.1080262710831903,44.0,1
+2021-07-28,138,W,2021-06-20,1,0.1080262710831903,44.0,1
+2021-07-29,138,W,2021-06-20,1,0.1080262710831903,45.0,1
+2021-07-30,138,W,2021-06-20,1,0.1080262710831903,43.0,1
+2021-07-31,138,W,2021-06-20,1,0.1080262710831903,44.0,1
+2021-05-01,139,E,2021-06-20,1,0.0,14.0,0
+2021-05-02,139,E,2021-06-20,1,0.0,16.0,0
+2021-05-03,139,E,2021-06-20,1,0.0,17.0,0
+2021-05-04,139,E,2021-06-20,1,0.0,16.0,0
+2021-05-05,139,E,2021-06-20,1,0.0,17.0,0
+2021-05-06,139,E,2021-06-20,1,0.0,18.0,0
+2021-05-07,139,E,2021-06-20,1,0.0,17.0,0
+2021-05-08,139,E,2021-06-20,1,0.0,17.0,0
+2021-05-09,139,E,2021-06-20,1,0.0,18.0,0
+2021-05-10,139,E,2021-06-20,1,0.0,19.0,0
+2021-05-11,139,E,2021-06-20,1,0.0,18.0,0
+2021-05-12,139,E,2021-06-20,1,0.0,18.0,0
+2021-05-13,139,E,2021-06-20,1,0.0,18.0,0
+2021-05-14,139,E,2021-06-20,1,0.0,18.0,0
+2021-05-15,139,E,2021-06-20,1,0.0,20.0,0
+2021-05-16,139,E,2021-06-20,1,0.0,19.0,0
+2021-05-17,139,E,2021-06-20,1,0.0,21.0,0
+2021-05-18,139,E,2021-06-20,1,0.0,20.0,0
+2021-05-19,139,E,2021-06-20,1,0.0,20.0,0
+2021-05-20,139,E,2021-06-20,1,0.0,20.0,0
+2021-05-21,139,E,2021-06-20,1,0.0,21.0,0
+2021-05-22,139,E,2021-06-20,1,0.0,21.0,0
+2021-05-23,139,E,2021-06-20,1,0.0,22.0,0
+2021-05-24,139,E,2021-06-20,1,0.0,24.0,0
+2021-05-25,139,E,2021-06-20,1,0.0,23.0,0
+2021-05-26,139,E,2021-06-20,1,0.0,23.0,0
+2021-05-27,139,E,2021-06-20,1,0.0,21.0,0
+2021-05-28,139,E,2021-06-20,1,0.0,22.0,0
+2021-05-29,139,E,2021-06-20,1,0.0,24.0,0
+2021-05-30,139,E,2021-06-20,1,0.0,24.0,0
+2021-05-31,139,E,2021-06-20,1,0.0,25.0,0
+2021-06-01,139,E,2021-06-20,1,0.0,26.0,0
+2021-06-02,139,E,2021-06-20,1,0.0,25.0,0
+2021-06-03,139,E,2021-06-20,1,0.0,25.0,0
+2021-06-04,139,E,2021-06-20,1,0.0,26.0,0
+2021-06-05,139,E,2021-06-20,1,0.0,24.0,0
+2021-06-06,139,E,2021-06-20,1,0.0,25.0,0
+2021-06-07,139,E,2021-06-20,1,0.0,26.0,0
+2021-06-08,139,E,2021-06-20,1,0.0,27.0,0
+2021-06-09,139,E,2021-06-20,1,0.0,26.0,0
+2021-06-10,139,E,2021-06-20,1,0.0,27.0,0
+2021-06-11,139,E,2021-06-20,1,0.0,26.0,0
+2021-06-12,139,E,2021-06-20,1,0.0,27.0,0
+2021-06-13,139,E,2021-06-20,1,0.0,27.0,0
+2021-06-14,139,E,2021-06-20,1,0.0,29.0,0
+2021-06-15,139,E,2021-06-20,1,0.0,30.0,0
+2021-06-16,139,E,2021-06-20,1,0.0,29.0,0
+2021-06-17,139,E,2021-06-20,1,0.0,29.0,0
+2021-06-18,139,E,2021-06-20,1,0.0,30.0,0
+2021-06-19,139,E,2021-06-20,1,0.0,31.0,0
+2021-06-20,139,E,2021-06-20,1,0.0,29.0,1
+2021-06-21,139,E,2021-06-20,1,0.16053870176119744,31.0,1
+2021-06-22,139,E,2021-06-20,1,0.3210774035223949,33.0,1
+2021-06-23,139,E,2021-06-20,1,0.48161610528359233,31.0,1
+2021-06-24,139,E,2021-06-20,1,0.6421548070447898,31.0,1
+2021-06-25,139,E,2021-06-20,1,0.8026935088059872,33.0,1
+2021-06-26,139,E,2021-06-20,1,0.8026935088059872,32.0,1
+2021-06-27,139,E,2021-06-20,1,0.8026935088059872,33.0,1
+2021-06-28,139,E,2021-06-20,1,0.8026935088059872,32.0,1
+2021-06-29,139,E,2021-06-20,1,0.8026935088059872,34.0,1
+2021-06-30,139,E,2021-06-20,1,0.8026935088059872,34.0,1
+2021-07-01,139,E,2021-06-20,1,0.8026935088059872,34.0,1
+2021-07-02,139,E,2021-06-20,1,0.8026935088059872,34.0,1
+2021-07-03,139,E,2021-06-20,1,0.8026935088059872,34.0,1
+2021-07-04,139,E,2021-06-20,1,0.8026935088059872,34.0,1
+2021-07-05,139,E,2021-06-20,1,0.8026935088059872,36.0,1
+2021-07-06,139,E,2021-06-20,1,0.8026935088059872,36.0,1
+2021-07-07,139,E,2021-06-20,1,0.8026935088059872,37.0,1
+2021-07-08,139,E,2021-06-20,1,0.8026935088059872,35.0,1
+2021-07-09,139,E,2021-06-20,1,0.8026935088059872,37.0,1
+2021-07-10,139,E,2021-06-20,1,0.8026935088059872,35.0,1
+2021-07-11,139,E,2021-06-20,1,0.8026935088059872,37.0,1
+2021-07-12,139,E,2021-06-20,1,0.8026935088059872,38.0,1
+2021-07-13,139,E,2021-06-20,1,0.8026935088059872,38.0,1
+2021-07-14,139,E,2021-06-20,1,0.8026935088059872,39.0,1
+2021-07-15,139,E,2021-06-20,1,0.8026935088059872,39.0,1
+2021-07-16,139,E,2021-06-20,1,0.8026935088059872,37.0,1
+2021-07-17,139,E,2021-06-20,1,0.8026935088059872,38.0,1
+2021-07-18,139,E,2021-06-20,1,0.8026935088059872,38.0,1
+2021-07-19,139,E,2021-06-20,1,0.8026935088059872,40.0,1
+2021-07-20,139,E,2021-06-20,1,0.8026935088059872,41.0,1
+2021-07-21,139,E,2021-06-20,1,0.8026935088059872,39.0,1
+2021-07-22,139,E,2021-06-20,1,0.8026935088059872,41.0,1
+2021-07-23,139,E,2021-06-20,1,0.8026935088059872,41.0,1
+2021-07-24,139,E,2021-06-20,1,0.8026935088059872,41.0,1
+2021-07-25,139,E,2021-06-20,1,0.8026935088059872,41.0,1
+2021-07-26,139,E,2021-06-20,1,0.8026935088059872,41.0,1
+2021-07-27,139,E,2021-06-20,1,0.8026935088059872,42.0,1
+2021-07-28,139,E,2021-06-20,1,0.8026935088059872,41.0,1
+2021-07-29,139,E,2021-06-20,1,0.8026935088059872,43.0,1
+2021-07-30,139,E,2021-06-20,1,0.8026935088059872,42.0,1
+2021-07-31,139,E,2021-06-20,1,0.8026935088059872,41.0,1
+2021-05-01,140,W,2021-05-15,1,0.0,32.0,0
+2021-05-02,140,W,2021-05-15,1,0.0,33.0,0
+2021-05-03,140,W,2021-05-15,1,0.0,33.0,0
+2021-05-04,140,W,2021-05-15,1,0.0,32.0,0
+2021-05-05,140,W,2021-05-15,1,0.0,33.0,0
+2021-05-06,140,W,2021-05-15,1,0.0,33.0,0
+2021-05-07,140,W,2021-05-15,1,0.0,32.0,0
+2021-05-08,140,W,2021-05-15,1,0.0,33.0,0
+2021-05-09,140,W,2021-05-15,1,0.0,34.0,0
+2021-05-10,140,W,2021-05-15,1,0.0,35.0,0
+2021-05-11,140,W,2021-05-15,1,0.0,33.0,0
+2021-05-12,140,W,2021-05-15,1,0.0,33.0,0
+2021-05-13,140,W,2021-05-15,1,0.0,32.0,0
+2021-05-14,140,W,2021-05-15,1,0.0,32.0,0
+2021-05-15,140,W,2021-05-15,1,0.0,32.0,1
+2021-05-16,140,W,2021-05-15,1,1.0119470441433975,34.0,1
+2021-05-17,140,W,2021-05-15,1,2.023894088286795,38.0,1
+2021-05-18,140,W,2021-05-15,1,3.0358411324301855,38.0,1
+2021-05-19,140,W,2021-05-15,1,4.047788176573583,37.0,1
+2021-05-20,140,W,2021-05-15,1,5.059735220716981,40.0,1
+2021-05-21,140,W,2021-05-15,1,5.059735220716981,41.0,1
+2021-05-22,140,W,2021-05-15,1,5.059735220716981,40.0,1
+2021-05-23,140,W,2021-05-15,1,5.059735220716981,42.0,1
+2021-05-24,140,W,2021-05-15,1,5.059735220716981,40.0,1
+2021-05-25,140,W,2021-05-15,1,5.059735220716981,42.0,1
+2021-05-26,140,W,2021-05-15,1,5.059735220716981,41.0,1
+2021-05-27,140,W,2021-05-15,1,5.059735220716981,41.0,1
+2021-05-28,140,W,2021-05-15,1,5.059735220716981,40.0,1
+2021-05-29,140,W,2021-05-15,1,5.059735220716981,42.0,1
+2021-05-30,140,W,2021-05-15,1,5.059735220716981,42.0,1
+2021-05-31,140,W,2021-05-15,1,5.059735220716981,43.0,1
+2021-06-01,140,W,2021-05-15,1,5.059735220716981,42.0,1
+2021-06-02,140,W,2021-05-15,1,5.059735220716981,42.0,1
+2021-06-03,140,W,2021-05-15,1,5.059735220716981,43.0,1
+2021-06-04,140,W,2021-05-15,1,5.059735220716981,43.0,1
+2021-06-05,140,W,2021-05-15,1,5.059735220716981,43.0,1
+2021-06-06,140,W,2021-05-15,1,5.059735220716981,43.0,1
+2021-06-07,140,W,2021-05-15,1,5.059735220716981,43.0,1
+2021-06-08,140,W,2021-05-15,1,5.059735220716981,44.0,1
+2021-06-09,140,W,2021-05-15,1,5.059735220716981,43.0,1
+2021-06-10,140,W,2021-05-15,1,5.059735220716981,45.0,1
+2021-06-11,140,W,2021-05-15,1,5.059735220716981,44.0,1
+2021-06-12,140,W,2021-05-15,1,5.059735220716981,43.0,1
+2021-06-13,140,W,2021-05-15,1,5.059735220716981,44.0,1
+2021-06-14,140,W,2021-05-15,1,5.059735220716981,45.0,1
+2021-06-15,140,W,2021-05-15,1,5.059735220716981,44.0,1
+2021-06-16,140,W,2021-05-15,1,5.059735220716981,44.0,1
+2021-06-17,140,W,2021-05-15,1,5.059735220716981,45.0,1
+2021-06-18,140,W,2021-05-15,1,5.059735220716981,46.0,1
+2021-06-19,140,W,2021-05-15,1,5.059735220716981,45.0,1
+2021-06-20,140,W,2021-05-15,1,5.059735220716981,45.0,1
+2021-06-21,140,W,2021-05-15,1,5.059735220716981,49.0,1
+2021-06-22,140,W,2021-05-15,1,5.059735220716981,48.0,1
+2021-06-23,140,W,2021-05-15,1,5.059735220716981,48.0,1
+2021-06-24,140,W,2021-05-15,1,5.059735220716981,48.0,1
+2021-06-25,140,W,2021-05-15,1,5.059735220716981,47.0,1
+2021-06-26,140,W,2021-05-15,1,5.059735220716981,46.0,1
+2021-06-27,140,W,2021-05-15,1,5.059735220716981,46.0,1
+2021-06-28,140,W,2021-05-15,1,5.059735220716981,48.0,1
+2021-06-29,140,W,2021-05-15,1,5.059735220716981,49.0,1
+2021-06-30,140,W,2021-05-15,1,5.059735220716981,47.0,1
+2021-07-01,140,W,2021-05-15,1,5.059735220716981,48.0,1
+2021-07-02,140,W,2021-05-15,1,5.059735220716981,48.0,1
+2021-07-03,140,W,2021-05-15,1,5.059735220716981,47.0,1
+2021-07-04,140,W,2021-05-15,1,5.059735220716981,49.0,1
+2021-07-05,140,W,2021-05-15,1,5.059735220716981,51.0,1
+2021-07-06,140,W,2021-05-15,1,5.059735220716981,50.0,1
+2021-07-07,140,W,2021-05-15,1,5.059735220716981,51.0,1
+2021-07-08,140,W,2021-05-15,1,5.059735220716981,50.0,1
+2021-07-09,140,W,2021-05-15,1,5.059735220716981,50.0,1
+2021-07-10,140,W,2021-05-15,1,5.059735220716981,48.0,1
+2021-07-11,140,W,2021-05-15,1,5.059735220716981,49.0,1
+2021-07-12,140,W,2021-05-15,1,5.059735220716981,51.0,1
+2021-07-13,140,W,2021-05-15,1,5.059735220716981,51.0,1
+2021-07-14,140,W,2021-05-15,1,5.059735220716981,53.0,1
+2021-07-15,140,W,2021-05-15,1,5.059735220716981,51.0,1
+2021-07-16,140,W,2021-05-15,1,5.059735220716981,52.0,1
+2021-07-17,140,W,2021-05-15,1,5.059735220716981,52.0,1
+2021-07-18,140,W,2021-05-15,1,5.059735220716981,51.0,1
+2021-07-19,140,W,2021-05-15,1,5.059735220716981,52.0,1
+2021-07-20,140,W,2021-05-15,1,5.059735220716981,53.0,1
+2021-07-21,140,W,2021-05-15,1,5.059735220716981,53.0,1
+2021-07-22,140,W,2021-05-15,1,5.059735220716981,53.0,1
+2021-07-23,140,W,2021-05-15,1,5.059735220716981,54.0,1
+2021-07-24,140,W,2021-05-15,1,5.059735220716981,52.0,1
+2021-07-25,140,W,2021-05-15,1,5.059735220716981,52.0,1
+2021-07-26,140,W,2021-05-15,1,5.059735220716981,54.0,1
+2021-07-27,140,W,2021-05-15,1,5.059735220716981,55.0,1
+2021-07-28,140,W,2021-05-15,1,5.059735220716981,54.0,1
+2021-07-29,140,W,2021-05-15,1,5.059735220716981,53.0,1
+2021-07-30,140,W,2021-05-15,1,5.059735220716981,54.0,1
+2021-07-31,140,W,2021-05-15,1,5.059735220716981,53.0,1
+2021-05-01,141,N,2021-06-20,1,0.0,46.0,0
+2021-05-02,141,N,2021-06-20,1,0.0,45.0,0
+2021-05-03,141,N,2021-06-20,1,0.0,46.0,0
+2021-05-04,141,N,2021-06-20,1,0.0,46.0,0
+2021-05-05,141,N,2021-06-20,1,0.0,46.0,0
+2021-05-06,141,N,2021-06-20,1,0.0,46.0,0
+2021-05-07,141,N,2021-06-20,1,0.0,47.0,0
+2021-05-08,141,N,2021-06-20,1,0.0,45.0,0
+2021-05-09,141,N,2021-06-20,1,0.0,46.0,0
+2021-05-10,141,N,2021-06-20,1,0.0,48.0,0
+2021-05-11,141,N,2021-06-20,1,0.0,45.0,0
+2021-05-12,141,N,2021-06-20,1,0.0,45.0,0
+2021-05-13,141,N,2021-06-20,1,0.0,47.0,0
+2021-05-14,141,N,2021-06-20,1,0.0,46.0,0
+2021-05-15,141,N,2021-06-20,1,0.0,46.0,0
+2021-05-16,141,N,2021-06-20,1,0.0,46.0,0
+2021-05-17,141,N,2021-06-20,1,0.0,47.0,0
+2021-05-18,141,N,2021-06-20,1,0.0,46.0,0
+2021-05-19,141,N,2021-06-20,1,0.0,46.0,0
+2021-05-20,141,N,2021-06-20,1,0.0,48.0,0
+2021-05-21,141,N,2021-06-20,1,0.0,47.0,0
+2021-05-22,141,N,2021-06-20,1,0.0,47.0,0
+2021-05-23,141,N,2021-06-20,1,0.0,47.0,0
+2021-05-24,141,N,2021-06-20,1,0.0,48.0,0
+2021-05-25,141,N,2021-06-20,1,0.0,48.0,0
+2021-05-26,141,N,2021-06-20,1,0.0,50.0,0
+2021-05-27,141,N,2021-06-20,1,0.0,47.0,0
+2021-05-28,141,N,2021-06-20,1,0.0,47.0,0
+2021-05-29,141,N,2021-06-20,1,0.0,48.0,0
+2021-05-30,141,N,2021-06-20,1,0.0,48.0,0
+2021-05-31,141,N,2021-06-20,1,0.0,49.0,0
+2021-06-01,141,N,2021-06-20,1,0.0,49.0,0
+2021-06-02,141,N,2021-06-20,1,0.0,51.0,0
+2021-06-03,141,N,2021-06-20,1,0.0,47.0,0
+2021-06-04,141,N,2021-06-20,1,0.0,46.0,0
+2021-06-05,141,N,2021-06-20,1,0.0,47.0,0
+2021-06-06,141,N,2021-06-20,1,0.0,49.0,0
+2021-06-07,141,N,2021-06-20,1,0.0,48.0,0
+2021-06-08,141,N,2021-06-20,1,0.0,49.0,0
+2021-06-09,141,N,2021-06-20,1,0.0,50.0,0
+2021-06-10,141,N,2021-06-20,1,0.0,49.0,0
+2021-06-11,141,N,2021-06-20,1,0.0,50.0,0
+2021-06-12,141,N,2021-06-20,1,0.0,49.0,0
+2021-06-13,141,N,2021-06-20,1,0.0,49.0,0
+2021-06-14,141,N,2021-06-20,1,0.0,50.0,0
+2021-06-15,141,N,2021-06-20,1,0.0,49.0,0
+2021-06-16,141,N,2021-06-20,1,0.0,50.0,0
+2021-06-17,141,N,2021-06-20,1,0.0,51.0,0
+2021-06-18,141,N,2021-06-20,1,0.0,50.0,0
+2021-06-19,141,N,2021-06-20,1,0.0,51.0,0
+2021-06-20,141,N,2021-06-20,1,0.0,50.0,1
+2021-06-21,141,N,2021-06-20,1,1.1794008360178907,52.0,1
+2021-06-22,141,N,2021-06-20,1,2.3588016720357814,53.0,1
+2021-06-23,141,N,2021-06-20,1,3.538202508053672,54.0,1
+2021-06-24,141,N,2021-06-20,1,4.717603344071563,56.0,1
+2021-06-25,141,N,2021-06-20,1,5.8970041800894535,57.0,1
+2021-06-26,141,N,2021-06-20,1,5.8970041800894535,57.0,1
+2021-06-27,141,N,2021-06-20,1,5.8970041800894535,58.0,1
+2021-06-28,141,N,2021-06-20,1,5.8970041800894535,57.0,1
+2021-06-29,141,N,2021-06-20,1,5.8970041800894535,58.0,1
+2021-06-30,141,N,2021-06-20,1,5.8970041800894535,57.0,1
+2021-07-01,141,N,2021-06-20,1,5.8970041800894535,57.0,1
+2021-07-02,141,N,2021-06-20,1,5.8970041800894535,57.0,1
+2021-07-03,141,N,2021-06-20,1,5.8970041800894535,55.0,1
+2021-07-04,141,N,2021-06-20,1,5.8970041800894535,57.0,1
+2021-07-05,141,N,2021-06-20,1,5.8970041800894535,59.0,1
+2021-07-06,141,N,2021-06-20,1,5.8970041800894535,57.0,1
+2021-07-07,141,N,2021-06-20,1,5.8970041800894535,57.0,1
+2021-07-08,141,N,2021-06-20,1,5.8970041800894535,58.0,1
+2021-07-09,141,N,2021-06-20,1,5.8970041800894535,58.0,1
+2021-07-10,141,N,2021-06-20,1,5.8970041800894535,57.0,1
+2021-07-11,141,N,2021-06-20,1,5.8970041800894535,57.0,1
+2021-07-12,141,N,2021-06-20,1,5.8970041800894535,60.0,1
+2021-07-13,141,N,2021-06-20,1,5.8970041800894535,59.0,1
+2021-07-14,141,N,2021-06-20,1,5.8970041800894535,59.0,1
+2021-07-15,141,N,2021-06-20,1,5.8970041800894535,59.0,1
+2021-07-16,141,N,2021-06-20,1,5.8970041800894535,58.0,1
+2021-07-17,141,N,2021-06-20,1,5.8970041800894535,58.0,1
+2021-07-18,141,N,2021-06-20,1,5.8970041800894535,59.0,1
+2021-07-19,141,N,2021-06-20,1,5.8970041800894535,60.0,1
+2021-07-20,141,N,2021-06-20,1,5.8970041800894535,58.0,1
+2021-07-21,141,N,2021-06-20,1,5.8970041800894535,58.0,1
+2021-07-22,141,N,2021-06-20,1,5.8970041800894535,60.0,1
+2021-07-23,141,N,2021-06-20,1,5.8970041800894535,59.0,1
+2021-07-24,141,N,2021-06-20,1,5.8970041800894535,58.0,1
+2021-07-25,141,N,2021-06-20,1,5.8970041800894535,59.0,1
+2021-07-26,141,N,2021-06-20,1,5.8970041800894535,62.0,1
+2021-07-27,141,N,2021-06-20,1,5.8970041800894535,61.0,1
+2021-07-28,141,N,2021-06-20,1,5.8970041800894535,60.0,1
+2021-07-29,141,N,2021-06-20,1,5.8970041800894535,59.0,1
+2021-07-30,141,N,2021-06-20,1,5.8970041800894535,58.0,1
+2021-07-31,141,N,2021-06-20,1,5.8970041800894535,58.0,1
+2021-05-01,142,N,2021-06-04,1,0.0,44.0,0
+2021-05-02,142,N,2021-06-04,1,0.0,45.0,0
+2021-05-03,142,N,2021-06-04,1,0.0,44.0,0
+2021-05-04,142,N,2021-06-04,1,0.0,45.0,0
+2021-05-05,142,N,2021-06-04,1,0.0,45.0,0
+2021-05-06,142,N,2021-06-04,1,0.0,46.0,0
+2021-05-07,142,N,2021-06-04,1,0.0,45.0,0
+2021-05-08,142,N,2021-06-04,1,0.0,43.0,0
+2021-05-09,142,N,2021-06-04,1,0.0,45.0,0
+2021-05-10,142,N,2021-06-04,1,0.0,46.0,0
+2021-05-11,142,N,2021-06-04,1,0.0,43.0,0
+2021-05-12,142,N,2021-06-04,1,0.0,45.0,0
+2021-05-13,142,N,2021-06-04,1,0.0,45.0,0
+2021-05-14,142,N,2021-06-04,1,0.0,47.0,0
+2021-05-15,142,N,2021-06-04,1,0.0,45.0,0
+2021-05-16,142,N,2021-06-04,1,0.0,44.0,0
+2021-05-17,142,N,2021-06-04,1,0.0,48.0,0
+2021-05-18,142,N,2021-06-04,1,0.0,47.0,0
+2021-05-19,142,N,2021-06-04,1,0.0,45.0,0
+2021-05-20,142,N,2021-06-04,1,0.0,47.0,0
+2021-05-21,142,N,2021-06-04,1,0.0,46.0,0
+2021-05-22,142,N,2021-06-04,1,0.0,46.0,0
+2021-05-23,142,N,2021-06-04,1,0.0,46.0,0
+2021-05-24,142,N,2021-06-04,1,0.0,47.0,0
+2021-05-25,142,N,2021-06-04,1,0.0,47.0,0
+2021-05-26,142,N,2021-06-04,1,0.0,48.0,0
+2021-05-27,142,N,2021-06-04,1,0.0,46.0,0
+2021-05-28,142,N,2021-06-04,1,0.0,47.0,0
+2021-05-29,142,N,2021-06-04,1,0.0,47.0,0
+2021-05-30,142,N,2021-06-04,1,0.0,46.0,0
+2021-05-31,142,N,2021-06-04,1,0.0,48.0,0
+2021-06-01,142,N,2021-06-04,1,0.0,46.0,0
+2021-06-02,142,N,2021-06-04,1,0.0,47.0,0
+2021-06-03,142,N,2021-06-04,1,0.0,48.0,0
+2021-06-04,142,N,2021-06-04,1,0.0,48.0,1
+2021-06-05,142,N,2021-06-04,1,0.7359528842076983,47.0,1
+2021-06-06,142,N,2021-06-04,1,1.4719057684154038,49.0,1
+2021-06-07,142,N,2021-06-04,1,2.207858652623102,51.0,1
+2021-06-08,142,N,2021-06-04,1,2.9438115368308004,52.0,1
+2021-06-09,142,N,2021-06-04,1,3.679764421038506,52.0,1
+2021-06-10,142,N,2021-06-04,1,3.679764421038506,51.0,1
+2021-06-11,142,N,2021-06-04,1,3.679764421038506,50.0,1
+2021-06-12,142,N,2021-06-04,1,3.679764421038506,51.0,1
+2021-06-13,142,N,2021-06-04,1,3.679764421038506,51.0,1
+2021-06-14,142,N,2021-06-04,1,3.679764421038506,54.0,1
+2021-06-15,142,N,2021-06-04,1,3.679764421038506,52.0,1
+2021-06-16,142,N,2021-06-04,1,3.679764421038506,52.0,1
+2021-06-17,142,N,2021-06-04,1,3.679764421038506,54.0,1
+2021-06-18,142,N,2021-06-04,1,3.679764421038506,52.0,1
+2021-06-19,142,N,2021-06-04,1,3.679764421038506,54.0,1
+2021-06-20,142,N,2021-06-04,1,3.679764421038506,53.0,1
+2021-06-21,142,N,2021-06-04,1,3.679764421038506,53.0,1
+2021-06-22,142,N,2021-06-04,1,3.679764421038506,54.0,1
+2021-06-23,142,N,2021-06-04,1,3.679764421038506,53.0,1
+2021-06-24,142,N,2021-06-04,1,3.679764421038506,53.0,1
+2021-06-25,142,N,2021-06-04,1,3.679764421038506,54.0,1
+2021-06-26,142,N,2021-06-04,1,3.679764421038506,53.0,1
+2021-06-27,142,N,2021-06-04,1,3.679764421038506,54.0,1
+2021-06-28,142,N,2021-06-04,1,3.679764421038506,54.0,1
+2021-06-29,142,N,2021-06-04,1,3.679764421038506,55.0,1
+2021-06-30,142,N,2021-06-04,1,3.679764421038506,54.0,1
+2021-07-01,142,N,2021-06-04,1,3.679764421038506,55.0,1
+2021-07-02,142,N,2021-06-04,1,3.679764421038506,54.0,1
+2021-07-03,142,N,2021-06-04,1,3.679764421038506,53.0,1
+2021-07-04,142,N,2021-06-04,1,3.679764421038506,53.0,1
+2021-07-05,142,N,2021-06-04,1,3.679764421038506,55.0,1
+2021-07-06,142,N,2021-06-04,1,3.679764421038506,55.0,1
+2021-07-07,142,N,2021-06-04,1,3.679764421038506,55.0,1
+2021-07-08,142,N,2021-06-04,1,3.679764421038506,54.0,1
+2021-07-09,142,N,2021-06-04,1,3.679764421038506,54.0,1
+2021-07-10,142,N,2021-06-04,1,3.679764421038506,52.0,1
+2021-07-11,142,N,2021-06-04,1,3.679764421038506,54.0,1
+2021-07-12,142,N,2021-06-04,1,3.679764421038506,55.0,1
+2021-07-13,142,N,2021-06-04,1,3.679764421038506,54.0,1
+2021-07-14,142,N,2021-06-04,1,3.679764421038506,57.0,1
+2021-07-15,142,N,2021-06-04,1,3.679764421038506,56.0,1
+2021-07-16,142,N,2021-06-04,1,3.679764421038506,55.0,1
+2021-07-17,142,N,2021-06-04,1,3.679764421038506,55.0,1
+2021-07-18,142,N,2021-06-04,1,3.679764421038506,56.0,1
+2021-07-19,142,N,2021-06-04,1,3.679764421038506,57.0,1
+2021-07-20,142,N,2021-06-04,1,3.679764421038506,56.0,1
+2021-07-21,142,N,2021-06-04,1,3.679764421038506,56.0,1
+2021-07-22,142,N,2021-06-04,1,3.679764421038506,57.0,1
+2021-07-23,142,N,2021-06-04,1,3.679764421038506,57.0,1
+2021-07-24,142,N,2021-06-04,1,3.679764421038506,56.0,1
+2021-07-25,142,N,2021-06-04,1,3.679764421038506,56.0,1
+2021-07-26,142,N,2021-06-04,1,3.679764421038506,57.0,1
+2021-07-27,142,N,2021-06-04,1,3.679764421038506,57.0,1
+2021-07-28,142,N,2021-06-04,1,3.679764421038506,56.0,1
+2021-07-29,142,N,2021-06-04,1,3.679764421038506,57.0,1
+2021-07-30,142,N,2021-06-04,1,3.679764421038506,56.0,1
+2021-07-31,142,N,2021-06-04,1,3.679764421038506,54.0,1
+2021-05-01,143,W,2100-01-01,0,0.0,23.0,0
+2021-05-02,143,W,2100-01-01,0,0.0,24.0,0
+2021-05-03,143,W,2100-01-01,0,0.0,24.0,0
+2021-05-04,143,W,2100-01-01,0,0.0,23.0,0
+2021-05-05,143,W,2100-01-01,0,0.0,24.0,0
+2021-05-06,143,W,2100-01-01,0,0.0,25.0,0
+2021-05-07,143,W,2100-01-01,0,0.0,25.0,0
+2021-05-08,143,W,2100-01-01,0,0.0,23.0,0
+2021-05-09,143,W,2100-01-01,0,0.0,24.0,0
+2021-05-10,143,W,2100-01-01,0,0.0,26.0,0
+2021-05-11,143,W,2100-01-01,0,0.0,27.0,0
+2021-05-12,143,W,2100-01-01,0,0.0,26.0,0
+2021-05-13,143,W,2100-01-01,0,0.0,25.0,0
+2021-05-14,143,W,2100-01-01,0,0.0,25.0,0
+2021-05-15,143,W,2100-01-01,0,0.0,25.0,0
+2021-05-16,143,W,2100-01-01,0,0.0,26.0,0
+2021-05-17,143,W,2100-01-01,0,0.0,28.0,0
+2021-05-18,143,W,2100-01-01,0,0.0,27.0,0
+2021-05-19,143,W,2100-01-01,0,0.0,27.0,0
+2021-05-20,143,W,2100-01-01,0,0.0,28.0,0
+2021-05-21,143,W,2100-01-01,0,0.0,27.0,0
+2021-05-22,143,W,2100-01-01,0,0.0,28.0,0
+2021-05-23,143,W,2100-01-01,0,0.0,28.0,0
+2021-05-24,143,W,2100-01-01,0,0.0,28.0,0
+2021-05-25,143,W,2100-01-01,0,0.0,28.0,0
+2021-05-26,143,W,2100-01-01,0,0.0,29.0,0
+2021-05-27,143,W,2100-01-01,0,0.0,28.0,0
+2021-05-28,143,W,2100-01-01,0,0.0,29.0,0
+2021-05-29,143,W,2100-01-01,0,0.0,28.0,0
+2021-05-30,143,W,2100-01-01,0,0.0,29.0,0
+2021-05-31,143,W,2100-01-01,0,0.0,30.0,0
+2021-06-01,143,W,2100-01-01,0,0.0,31.0,0
+2021-06-02,143,W,2100-01-01,0,0.0,31.0,0
+2021-06-03,143,W,2100-01-01,0,0.0,31.0,0
+2021-06-04,143,W,2100-01-01,0,0.0,30.0,0
+2021-06-05,143,W,2100-01-01,0,0.0,30.0,0
+2021-06-06,143,W,2100-01-01,0,0.0,31.0,0
+2021-06-07,143,W,2100-01-01,0,0.0,30.0,0
+2021-06-08,143,W,2100-01-01,0,0.0,32.0,0
+2021-06-09,143,W,2100-01-01,0,0.0,32.0,0
+2021-06-10,143,W,2100-01-01,0,0.0,32.0,0
+2021-06-11,143,W,2100-01-01,0,0.0,30.0,0
+2021-06-12,143,W,2100-01-01,0,0.0,32.0,0
+2021-06-13,143,W,2100-01-01,0,0.0,32.0,0
+2021-06-14,143,W,2100-01-01,0,0.0,33.0,0
+2021-06-15,143,W,2100-01-01,0,0.0,34.0,0
+2021-06-16,143,W,2100-01-01,0,0.0,32.0,0
+2021-06-17,143,W,2100-01-01,0,0.0,34.0,0
+2021-06-18,143,W,2100-01-01,0,0.0,33.0,0
+2021-06-19,143,W,2100-01-01,0,0.0,33.0,0
+2021-06-20,143,W,2100-01-01,0,0.0,34.0,0
+2021-06-21,143,W,2100-01-01,0,0.0,34.0,0
+2021-06-22,143,W,2100-01-01,0,0.0,34.0,0
+2021-06-23,143,W,2100-01-01,0,0.0,34.0,0
+2021-06-24,143,W,2100-01-01,0,0.0,34.0,0
+2021-06-25,143,W,2100-01-01,0,0.0,36.0,0
+2021-06-26,143,W,2100-01-01,0,0.0,34.0,0
+2021-06-27,143,W,2100-01-01,0,0.0,36.0,0
+2021-06-28,143,W,2100-01-01,0,0.0,34.0,0
+2021-06-29,143,W,2100-01-01,0,0.0,35.0,0
+2021-06-30,143,W,2100-01-01,0,0.0,34.0,0
+2021-07-01,143,W,2100-01-01,0,0.0,35.0,0
+2021-07-02,143,W,2100-01-01,0,0.0,36.0,0
+2021-07-03,143,W,2100-01-01,0,0.0,35.0,0
+2021-07-04,143,W,2100-01-01,0,0.0,35.0,0
+2021-07-05,143,W,2100-01-01,0,0.0,38.0,0
+2021-07-06,143,W,2100-01-01,0,0.0,36.0,0
+2021-07-07,143,W,2100-01-01,0,0.0,37.0,0
+2021-07-08,143,W,2100-01-01,0,0.0,37.0,0
+2021-07-09,143,W,2100-01-01,0,0.0,38.0,0
+2021-07-10,143,W,2100-01-01,0,0.0,35.0,0
+2021-07-11,143,W,2100-01-01,0,0.0,37.0,0
+2021-07-12,143,W,2100-01-01,0,0.0,39.0,0
+2021-07-13,143,W,2100-01-01,0,0.0,38.0,0
+2021-07-14,143,W,2100-01-01,0,0.0,39.0,0
+2021-07-15,143,W,2100-01-01,0,0.0,39.0,0
+2021-07-16,143,W,2100-01-01,0,0.0,37.0,0
+2021-07-17,143,W,2100-01-01,0,0.0,38.0,0
+2021-07-18,143,W,2100-01-01,0,0.0,39.0,0
+2021-07-19,143,W,2100-01-01,0,0.0,41.0,0
+2021-07-20,143,W,2100-01-01,0,0.0,40.0,0
+2021-07-21,143,W,2100-01-01,0,0.0,40.0,0
+2021-07-22,143,W,2100-01-01,0,0.0,40.0,0
+2021-07-23,143,W,2100-01-01,0,0.0,41.0,0
+2021-07-24,143,W,2100-01-01,0,0.0,39.0,0
+2021-07-25,143,W,2100-01-01,0,0.0,39.0,0
+2021-07-26,143,W,2100-01-01,0,0.0,41.0,0
+2021-07-27,143,W,2100-01-01,0,0.0,43.0,0
+2021-07-28,143,W,2100-01-01,0,0.0,40.0,0
+2021-07-29,143,W,2100-01-01,0,0.0,40.0,0
+2021-07-30,143,W,2100-01-01,0,0.0,41.0,0
+2021-07-31,143,W,2100-01-01,0,0.0,41.0,0
+2021-05-01,144,W,2021-06-04,1,0.0,30.0,0
+2021-05-02,144,W,2021-06-04,1,0.0,31.0,0
+2021-05-03,144,W,2021-06-04,1,0.0,31.0,0
+2021-05-04,144,W,2021-06-04,1,0.0,31.0,0
+2021-05-05,144,W,2021-06-04,1,0.0,30.0,0
+2021-05-06,144,W,2021-06-04,1,0.0,31.0,0
+2021-05-07,144,W,2021-06-04,1,0.0,31.0,0
+2021-05-08,144,W,2021-06-04,1,0.0,32.0,0
+2021-05-09,144,W,2021-06-04,1,0.0,33.0,0
+2021-05-10,144,W,2021-06-04,1,0.0,32.0,0
+2021-05-11,144,W,2021-06-04,1,0.0,32.0,0
+2021-05-12,144,W,2021-06-04,1,0.0,34.0,0
+2021-05-13,144,W,2021-06-04,1,0.0,32.0,0
+2021-05-14,144,W,2021-06-04,1,0.0,32.0,0
+2021-05-15,144,W,2021-06-04,1,0.0,34.0,0
+2021-05-16,144,W,2021-06-04,1,0.0,35.0,0
+2021-05-17,144,W,2021-06-04,1,0.0,36.0,0
+2021-05-18,144,W,2021-06-04,1,0.0,33.0,0
+2021-05-19,144,W,2021-06-04,1,0.0,33.0,0
+2021-05-20,144,W,2021-06-04,1,0.0,34.0,0
+2021-05-21,144,W,2021-06-04,1,0.0,35.0,0
+2021-05-22,144,W,2021-06-04,1,0.0,35.0,0
+2021-05-23,144,W,2021-06-04,1,0.0,36.0,0
+2021-05-24,144,W,2021-06-04,1,0.0,35.0,0
+2021-05-25,144,W,2021-06-04,1,0.0,36.0,0
+2021-05-26,144,W,2021-06-04,1,0.0,36.0,0
+2021-05-27,144,W,2021-06-04,1,0.0,35.0,0
+2021-05-28,144,W,2021-06-04,1,0.0,36.0,0
+2021-05-29,144,W,2021-06-04,1,0.0,36.0,0
+2021-05-30,144,W,2021-06-04,1,0.0,35.0,0
+2021-05-31,144,W,2021-06-04,1,0.0,37.0,0
+2021-06-01,144,W,2021-06-04,1,0.0,37.0,0
+2021-06-02,144,W,2021-06-04,1,0.0,39.0,0
+2021-06-03,144,W,2021-06-04,1,0.0,37.0,0
+2021-06-04,144,W,2021-06-04,1,0.0,37.0,1
+2021-06-05,144,W,2021-06-04,1,0.21783788824504313,38.0,1
+2021-06-06,144,W,2021-06-04,1,0.43567577649009337,38.0,1
+2021-06-07,144,W,2021-06-04,1,0.6535136647351365,39.0,1
+2021-06-08,144,W,2021-06-04,1,0.8713515529801796,39.0,1
+2021-06-09,144,W,2021-06-04,1,1.0891894412252228,39.0,1
+2021-06-10,144,W,2021-06-04,1,1.0891894412252228,40.0,1
+2021-06-11,144,W,2021-06-04,1,1.0891894412252228,39.0,1
+2021-06-12,144,W,2021-06-04,1,1.0891894412252228,39.0,1
+2021-06-13,144,W,2021-06-04,1,1.0891894412252228,41.0,1
+2021-06-14,144,W,2021-06-04,1,1.0891894412252228,42.0,1
+2021-06-15,144,W,2021-06-04,1,1.0891894412252228,42.0,1
+2021-06-16,144,W,2021-06-04,1,1.0891894412252228,40.0,1
+2021-06-17,144,W,2021-06-04,1,1.0891894412252228,42.0,1
+2021-06-18,144,W,2021-06-04,1,1.0891894412252228,41.0,1
+2021-06-19,144,W,2021-06-04,1,1.0891894412252228,41.0,1
+2021-06-20,144,W,2021-06-04,1,1.0891894412252228,42.0,1
+2021-06-21,144,W,2021-06-04,1,1.0891894412252228,42.0,1
+2021-06-22,144,W,2021-06-04,1,1.0891894412252228,43.0,1
+2021-06-23,144,W,2021-06-04,1,1.0891894412252228,42.0,1
+2021-06-24,144,W,2021-06-04,1,1.0891894412252228,42.0,1
+2021-06-25,144,W,2021-06-04,1,1.0891894412252228,42.0,1
+2021-06-26,144,W,2021-06-04,1,1.0891894412252228,41.0,1
+2021-06-27,144,W,2021-06-04,1,1.0891894412252228,43.0,1
+2021-06-28,144,W,2021-06-04,1,1.0891894412252228,43.0,1
+2021-06-29,144,W,2021-06-04,1,1.0891894412252228,44.0,1
+2021-06-30,144,W,2021-06-04,1,1.0891894412252228,43.0,1
+2021-07-01,144,W,2021-06-04,1,1.0891894412252228,45.0,1
+2021-07-02,144,W,2021-06-04,1,1.0891894412252228,45.0,1
+2021-07-03,144,W,2021-06-04,1,1.0891894412252228,42.0,1
+2021-07-04,144,W,2021-06-04,1,1.0891894412252228,45.0,1
+2021-07-05,144,W,2021-06-04,1,1.0891894412252228,44.0,1
+2021-07-06,144,W,2021-06-04,1,1.0891894412252228,46.0,1
+2021-07-07,144,W,2021-06-04,1,1.0891894412252228,47.0,1
+2021-07-08,144,W,2021-06-04,1,1.0891894412252228,44.0,1
+2021-07-09,144,W,2021-06-04,1,1.0891894412252228,45.0,1
+2021-07-10,144,W,2021-06-04,1,1.0891894412252228,43.0,1
+2021-07-11,144,W,2021-06-04,1,1.0891894412252228,45.0,1
+2021-07-12,144,W,2021-06-04,1,1.0891894412252228,46.0,1
+2021-07-13,144,W,2021-06-04,1,1.0891894412252228,47.0,1
+2021-07-14,144,W,2021-06-04,1,1.0891894412252228,48.0,1
+2021-07-15,144,W,2021-06-04,1,1.0891894412252228,47.0,1
+2021-07-16,144,W,2021-06-04,1,1.0891894412252228,46.0,1
+2021-07-17,144,W,2021-06-04,1,1.0891894412252228,46.0,1
+2021-07-18,144,W,2021-06-04,1,1.0891894412252228,47.0,1
+2021-07-19,144,W,2021-06-04,1,1.0891894412252228,47.0,1
+2021-07-20,144,W,2021-06-04,1,1.0891894412252228,49.0,1
+2021-07-21,144,W,2021-06-04,1,1.0891894412252228,49.0,1
+2021-07-22,144,W,2021-06-04,1,1.0891894412252228,49.0,1
+2021-07-23,144,W,2021-06-04,1,1.0891894412252228,48.0,1
+2021-07-24,144,W,2021-06-04,1,1.0891894412252228,49.0,1
+2021-07-25,144,W,2021-06-04,1,1.0891894412252228,48.0,1
+2021-07-26,144,W,2021-06-04,1,1.0891894412252228,51.0,1
+2021-07-27,144,W,2021-06-04,1,1.0891894412252228,50.0,1
+2021-07-28,144,W,2021-06-04,1,1.0891894412252228,49.0,1
+2021-07-29,144,W,2021-06-04,1,1.0891894412252228,49.0,1
+2021-07-30,144,W,2021-06-04,1,1.0891894412252228,49.0,1
+2021-07-31,144,W,2021-06-04,1,1.0891894412252228,50.0,1
+2021-05-01,145,E,2021-06-04,1,0.0,16.0,0
+2021-05-02,145,E,2021-06-04,1,0.0,19.0,0
+2021-05-03,145,E,2021-06-04,1,0.0,18.0,0
+2021-05-04,145,E,2021-06-04,1,0.0,18.0,0
+2021-05-05,145,E,2021-06-04,1,0.0,18.0,0
+2021-05-06,145,E,2021-06-04,1,0.0,21.0,0
+2021-05-07,145,E,2021-06-04,1,0.0,19.0,0
+2021-05-08,145,E,2021-06-04,1,0.0,20.0,0
+2021-05-09,145,E,2021-06-04,1,0.0,21.0,0
+2021-05-10,145,E,2021-06-04,1,0.0,20.0,0
+2021-05-11,145,E,2021-06-04,1,0.0,22.0,0
+2021-05-12,145,E,2021-06-04,1,0.0,21.0,0
+2021-05-13,145,E,2021-06-04,1,0.0,20.0,0
+2021-05-14,145,E,2021-06-04,1,0.0,20.0,0
+2021-05-15,145,E,2021-06-04,1,0.0,21.0,0
+2021-05-16,145,E,2021-06-04,1,0.0,20.0,0
+2021-05-17,145,E,2021-06-04,1,0.0,24.0,0
+2021-05-18,145,E,2021-06-04,1,0.0,22.0,0
+2021-05-19,145,E,2021-06-04,1,0.0,23.0,0
+2021-05-20,145,E,2021-06-04,1,0.0,25.0,0
+2021-05-21,145,E,2021-06-04,1,0.0,22.0,0
+2021-05-22,145,E,2021-06-04,1,0.0,22.0,0
+2021-05-23,145,E,2021-06-04,1,0.0,24.0,0
+2021-05-24,145,E,2021-06-04,1,0.0,25.0,0
+2021-05-25,145,E,2021-06-04,1,0.0,24.0,0
+2021-05-26,145,E,2021-06-04,1,0.0,25.0,0
+2021-05-27,145,E,2021-06-04,1,0.0,25.0,0
+2021-05-28,145,E,2021-06-04,1,0.0,26.0,0
+2021-05-29,145,E,2021-06-04,1,0.0,25.0,0
+2021-05-30,145,E,2021-06-04,1,0.0,26.0,0
+2021-05-31,145,E,2021-06-04,1,0.0,28.0,0
+2021-06-01,145,E,2021-06-04,1,0.0,27.0,0
+2021-06-02,145,E,2021-06-04,1,0.0,28.0,0
+2021-06-03,145,E,2021-06-04,1,0.0,27.0,0
+2021-06-04,145,E,2021-06-04,1,0.0,27.0,1
+2021-06-05,145,E,2021-06-04,1,0.1130740544902018,29.0,1
+2021-06-06,145,E,2021-06-04,1,0.2261481089804036,29.0,1
+2021-06-07,145,E,2021-06-04,1,0.3392221634706054,29.0,1
+2021-06-08,145,E,2021-06-04,1,0.4522962179608072,31.0,1
+2021-06-09,145,E,2021-06-04,1,0.565370272451009,30.0,1
+2021-06-10,145,E,2021-06-04,1,0.565370272451009,31.0,1
+2021-06-11,145,E,2021-06-04,1,0.565370272451009,29.0,1
+2021-06-12,145,E,2021-06-04,1,0.565370272451009,30.0,1
+2021-06-13,145,E,2021-06-04,1,0.565370272451009,31.0,1
+2021-06-14,145,E,2021-06-04,1,0.565370272451009,32.0,1
+2021-06-15,145,E,2021-06-04,1,0.565370272451009,31.0,1
+2021-06-16,145,E,2021-06-04,1,0.565370272451009,31.0,1
+2021-06-17,145,E,2021-06-04,1,0.5653702724510055,32.0,1
+2021-06-18,145,E,2021-06-04,1,0.5653702724510055,31.0,1
+2021-06-19,145,E,2021-06-04,1,0.5653702724510055,32.0,1
+2021-06-20,145,E,2021-06-04,1,0.5653702724510055,33.0,1
+2021-06-21,145,E,2021-06-04,1,0.5653702724510055,33.0,1
+2021-06-22,145,E,2021-06-04,1,0.5653702724510055,35.0,1
+2021-06-23,145,E,2021-06-04,1,0.5653702724510055,35.0,1
+2021-06-24,145,E,2021-06-04,1,0.5653702724510055,34.0,1
+2021-06-25,145,E,2021-06-04,1,0.5653702724510055,35.0,1
+2021-06-26,145,E,2021-06-04,1,0.5653702724510055,34.0,1
+2021-06-27,145,E,2021-06-04,1,0.5653702724510055,34.0,1
+2021-06-28,145,E,2021-06-04,1,0.5653702724510055,35.0,1
+2021-06-29,145,E,2021-06-04,1,0.5653702724510055,37.0,1
+2021-06-30,145,E,2021-06-04,1,0.5653702724510055,37.0,1
+2021-07-01,145,E,2021-06-04,1,0.5653702724510055,36.0,1
+2021-07-02,145,E,2021-06-04,1,0.5653702724510055,36.0,1
+2021-07-03,145,E,2021-06-04,1,0.5653702724510055,35.0,1
+2021-07-04,145,E,2021-06-04,1,0.5653702724510055,38.0,1
+2021-07-05,145,E,2021-06-04,1,0.5653702724510055,39.0,1
+2021-07-06,145,E,2021-06-04,1,0.5653702724510055,39.0,1
+2021-07-07,145,E,2021-06-04,1,0.5653702724510055,38.0,1
+2021-07-08,145,E,2021-06-04,1,0.5653702724510055,40.0,1
+2021-07-09,145,E,2021-06-04,1,0.5653702724510055,38.0,1
+2021-07-10,145,E,2021-06-04,1,0.5653702724510055,37.0,1
+2021-07-11,145,E,2021-06-04,1,0.5653702724510055,38.0,1
+2021-07-12,145,E,2021-06-04,1,0.5653702724510055,38.0,1
+2021-07-13,145,E,2021-06-04,1,0.5653702724510055,40.0,1
+2021-07-14,145,E,2021-06-04,1,0.5653702724510055,40.0,1
+2021-07-15,145,E,2021-06-04,1,0.5653702724510055,40.0,1
+2021-07-16,145,E,2021-06-04,1,0.5653702724510055,42.0,1
+2021-07-17,145,E,2021-06-04,1,0.5653702724510055,41.0,1
+2021-07-18,145,E,2021-06-04,1,0.5653702724510055,42.0,1
+2021-07-19,145,E,2021-06-04,1,0.5653702724510055,43.0,1
+2021-07-20,145,E,2021-06-04,1,0.5653702724510055,42.0,1
+2021-07-21,145,E,2021-06-04,1,0.5653702724510055,44.0,1
+2021-07-22,145,E,2021-06-04,1,0.5653702724510055,42.0,1
+2021-07-23,145,E,2021-06-04,1,0.5653702724510055,42.0,1
+2021-07-24,145,E,2021-06-04,1,0.5653702724510055,43.0,1
+2021-07-25,145,E,2021-06-04,1,0.5653702724510055,43.0,1
+2021-07-26,145,E,2021-06-04,1,0.5653702724510055,45.0,1
+2021-07-27,145,E,2021-06-04,1,0.5653702724510055,46.0,1
+2021-07-28,145,E,2021-06-04,1,0.5653702724510055,45.0,1
+2021-07-29,145,E,2021-06-04,1,0.5653702724510055,44.0,1
+2021-07-30,145,E,2021-06-04,1,0.5653702724510055,45.0,1
+2021-07-31,145,E,2021-06-04,1,0.5653702724510055,44.0,1
+2021-05-01,146,S,2021-05-15,1,0.0,52.0,0
+2021-05-02,146,S,2021-05-15,1,0.0,52.0,0
+2021-05-03,146,S,2021-05-15,1,0.0,53.0,0
+2021-05-04,146,S,2021-05-15,1,0.0,50.0,0
+2021-05-05,146,S,2021-05-15,1,0.0,51.0,0
+2021-05-06,146,S,2021-05-15,1,0.0,52.0,0
+2021-05-07,146,S,2021-05-15,1,0.0,51.0,0
+2021-05-08,146,S,2021-05-15,1,0.0,53.0,0
+2021-05-09,146,S,2021-05-15,1,0.0,52.0,0
+2021-05-10,146,S,2021-05-15,1,0.0,52.0,0
+2021-05-11,146,S,2021-05-15,1,0.0,52.0,0
+2021-05-12,146,S,2021-05-15,1,0.0,51.0,0
+2021-05-13,146,S,2021-05-15,1,0.0,50.0,0
+2021-05-14,146,S,2021-05-15,1,0.0,49.0,0
+2021-05-15,146,S,2021-05-15,1,0.0,50.0,1
+2021-05-16,146,S,2021-05-15,1,0.09194129174159826,51.0,1
+2021-05-17,146,S,2021-05-15,1,0.18388258348319653,51.0,1
+2021-05-18,146,S,2021-05-15,1,0.2758238752247948,51.0,1
+2021-05-19,146,S,2021-05-15,1,0.36776516696639305,53.0,1
+2021-05-20,146,S,2021-05-15,1,0.4597064587079913,53.0,1
+2021-05-21,146,S,2021-05-15,1,0.4597064587079913,51.0,1
+2021-05-22,146,S,2021-05-15,1,0.4597064587079913,51.0,1
+2021-05-23,146,S,2021-05-15,1,0.4597064587079913,52.0,1
+2021-05-24,146,S,2021-05-15,1,0.4597064587079913,52.0,1
+2021-05-25,146,S,2021-05-15,1,0.4597064587079913,52.0,1
+2021-05-26,146,S,2021-05-15,1,0.4597064587079913,51.0,1
+2021-05-27,146,S,2021-05-15,1,0.4597064587079913,51.0,1
+2021-05-28,146,S,2021-05-15,1,0.4597064587079913,51.0,1
+2021-05-29,146,S,2021-05-15,1,0.4597064587079913,53.0,1
+2021-05-30,146,S,2021-05-15,1,0.4597064587079913,52.0,1
+2021-05-31,146,S,2021-05-15,1,0.4597064587079913,54.0,1
+2021-06-01,146,S,2021-05-15,1,0.4597064587079913,52.0,1
+2021-06-02,146,S,2021-05-15,1,0.4597064587079913,53.0,1
+2021-06-03,146,S,2021-05-15,1,0.4597064587079913,50.0,1
+2021-06-04,146,S,2021-05-15,1,0.4597064587079913,52.0,1
+2021-06-05,146,S,2021-05-15,1,0.4597064587079913,52.0,1
+2021-06-06,146,S,2021-05-15,1,0.4597064587079913,51.0,1
+2021-06-07,146,S,2021-05-15,1,0.4597064587079913,51.0,1
+2021-06-08,146,S,2021-05-15,1,0.4597064587079913,51.0,1
+2021-06-09,146,S,2021-05-15,1,0.4597064587079913,53.0,1
+2021-06-10,146,S,2021-05-15,1,0.4597064587079913,51.0,1
+2021-06-11,146,S,2021-05-15,1,0.4597064587079913,51.0,1
+2021-06-12,146,S,2021-05-15,1,0.4597064587079913,50.0,1
+2021-06-13,146,S,2021-05-15,1,0.4597064587079913,50.0,1
+2021-06-14,146,S,2021-05-15,1,0.4597064587079913,52.0,1
+2021-06-15,146,S,2021-05-15,1,0.4597064587079913,51.0,1
+2021-06-16,146,S,2021-05-15,1,0.4597064587079913,51.0,1
+2021-06-17,146,S,2021-05-15,1,0.4597064587079913,52.0,1
+2021-06-18,146,S,2021-05-15,1,0.4597064587079913,50.0,1
+2021-06-19,146,S,2021-05-15,1,0.4597064587079913,50.0,1
+2021-06-20,146,S,2021-05-15,1,0.4597064587079913,51.0,1
+2021-06-21,146,S,2021-05-15,1,0.4597064587079913,51.0,1
+2021-06-22,146,S,2021-05-15,1,0.4597064587079913,52.0,1
+2021-06-23,146,S,2021-05-15,1,0.4597064587079913,51.0,1
+2021-06-24,146,S,2021-05-15,1,0.4597064587079913,51.0,1
+2021-06-25,146,S,2021-05-15,1,0.4597064587079913,51.0,1
+2021-06-26,146,S,2021-05-15,1,0.4597064587079913,51.0,1
+2021-06-27,146,S,2021-05-15,1,0.4597064587079913,51.0,1
+2021-06-28,146,S,2021-05-15,1,0.4597064587079913,51.0,1
+2021-06-29,146,S,2021-05-15,1,0.4597064587079913,52.0,1
+2021-06-30,146,S,2021-05-15,1,0.4597064587079913,52.0,1
+2021-07-01,146,S,2021-05-15,1,0.4597064587079913,52.0,1
+2021-07-02,146,S,2021-05-15,1,0.4597064587079913,52.0,1
+2021-07-03,146,S,2021-05-15,1,0.4597064587079913,50.0,1
+2021-07-04,146,S,2021-05-15,1,0.4597064587079913,51.0,1
+2021-07-05,146,S,2021-05-15,1,0.4597064587079913,53.0,1
+2021-07-06,146,S,2021-05-15,1,0.4597064587079913,52.0,1
+2021-07-07,146,S,2021-05-15,1,0.4597064587079913,53.0,1
+2021-07-08,146,S,2021-05-15,1,0.4597064587079913,52.0,1
+2021-07-09,146,S,2021-05-15,1,0.4597064587079913,51.0,1
+2021-07-10,146,S,2021-05-15,1,0.4597064587079913,51.0,1
+2021-07-11,146,S,2021-05-15,1,0.4597064587079913,51.0,1
+2021-07-12,146,S,2021-05-15,1,0.4597064587079913,52.0,1
+2021-07-13,146,S,2021-05-15,1,0.4597064587079913,51.0,1
+2021-07-14,146,S,2021-05-15,1,0.4597064587079913,52.0,1
+2021-07-15,146,S,2021-05-15,1,0.4597064587079913,52.0,1
+2021-07-16,146,S,2021-05-15,1,0.4597064587079913,52.0,1
+2021-07-17,146,S,2021-05-15,1,0.4597064587079913,50.0,1
+2021-07-18,146,S,2021-05-15,1,0.4597064587079913,52.0,1
+2021-07-19,146,S,2021-05-15,1,0.4597064587079913,54.0,1
+2021-07-20,146,S,2021-05-15,1,0.4597064587079913,50.0,1
+2021-07-21,146,S,2021-05-15,1,0.4597064587079913,53.0,1
+2021-07-22,146,S,2021-05-15,1,0.4597064587079913,52.0,1
+2021-07-23,146,S,2021-05-15,1,0.4597064587079913,51.0,1
+2021-07-24,146,S,2021-05-15,1,0.4597064587079913,52.0,1
+2021-07-25,146,S,2021-05-15,1,0.4597064587079913,51.0,1
+2021-07-26,146,S,2021-05-15,1,0.4597064587079913,53.0,1
+2021-07-27,146,S,2021-05-15,1,0.4597064587079913,54.0,1
+2021-07-28,146,S,2021-05-15,1,0.4597064587079913,52.0,1
+2021-07-29,146,S,2021-05-15,1,0.4597064587079913,50.0,1
+2021-07-30,146,S,2021-05-15,1,0.4597064587079913,51.0,1
+2021-07-31,146,S,2021-05-15,1,0.4597064587079913,51.0,1
+2021-05-01,147,E,2100-01-01,0,0.0,13.0,0
+2021-05-02,147,E,2100-01-01,0,0.0,15.0,0
+2021-05-03,147,E,2100-01-01,0,0.0,14.0,0
+2021-05-04,147,E,2100-01-01,0,0.0,14.0,0
+2021-05-05,147,E,2100-01-01,0,0.0,14.0,0
+2021-05-06,147,E,2100-01-01,0,0.0,14.0,0
+2021-05-07,147,E,2100-01-01,0,0.0,14.0,0
+2021-05-08,147,E,2100-01-01,0,0.0,14.0,0
+2021-05-09,147,E,2100-01-01,0,0.0,15.0,0
+2021-05-10,147,E,2100-01-01,0,0.0,16.0,0
+2021-05-11,147,E,2100-01-01,0,0.0,17.0,0
+2021-05-12,147,E,2100-01-01,0,0.0,15.0,0
+2021-05-13,147,E,2100-01-01,0,0.0,15.0,0
+2021-05-14,147,E,2100-01-01,0,0.0,17.0,0
+2021-05-15,147,E,2100-01-01,0,0.0,17.0,0
+2021-05-16,147,E,2100-01-01,0,0.0,18.0,0
+2021-05-17,147,E,2100-01-01,0,0.0,19.0,0
+2021-05-18,147,E,2100-01-01,0,0.0,19.0,0
+2021-05-19,147,E,2100-01-01,0,0.0,18.0,0
+2021-05-20,147,E,2100-01-01,0,0.0,20.0,0
+2021-05-21,147,E,2100-01-01,0,0.0,20.0,0
+2021-05-22,147,E,2100-01-01,0,0.0,19.0,0
+2021-05-23,147,E,2100-01-01,0,0.0,20.0,0
+2021-05-24,147,E,2100-01-01,0,0.0,20.0,0
+2021-05-25,147,E,2100-01-01,0,0.0,21.0,0
+2021-05-26,147,E,2100-01-01,0,0.0,22.0,0
+2021-05-27,147,E,2100-01-01,0,0.0,20.0,0
+2021-05-28,147,E,2100-01-01,0,0.0,20.0,0
+2021-05-29,147,E,2100-01-01,0,0.0,21.0,0
+2021-05-30,147,E,2100-01-01,0,0.0,22.0,0
+2021-05-31,147,E,2100-01-01,0,0.0,23.0,0
+2021-06-01,147,E,2100-01-01,0,0.0,23.0,0
+2021-06-02,147,E,2100-01-01,0,0.0,25.0,0
+2021-06-03,147,E,2100-01-01,0,0.0,24.0,0
+2021-06-04,147,E,2100-01-01,0,0.0,24.0,0
+2021-06-05,147,E,2100-01-01,0,0.0,23.0,0
+2021-06-06,147,E,2100-01-01,0,0.0,25.0,0
+2021-06-07,147,E,2100-01-01,0,0.0,24.0,0
+2021-06-08,147,E,2100-01-01,0,0.0,26.0,0
+2021-06-09,147,E,2100-01-01,0,0.0,23.0,0
+2021-06-10,147,E,2100-01-01,0,0.0,25.0,0
+2021-06-11,147,E,2100-01-01,0,0.0,25.0,0
+2021-06-12,147,E,2100-01-01,0,0.0,24.0,0
+2021-06-13,147,E,2100-01-01,0,0.0,26.0,0
+2021-06-14,147,E,2100-01-01,0,0.0,27.0,0
+2021-06-15,147,E,2100-01-01,0,0.0,27.0,0
+2021-06-16,147,E,2100-01-01,0,0.0,26.0,0
+2021-06-17,147,E,2100-01-01,0,0.0,28.0,0
+2021-06-18,147,E,2100-01-01,0,0.0,28.0,0
+2021-06-19,147,E,2100-01-01,0,0.0,29.0,0
+2021-06-20,147,E,2100-01-01,0,0.0,28.0,0
+2021-06-21,147,E,2100-01-01,0,0.0,29.0,0
+2021-06-22,147,E,2100-01-01,0,0.0,30.0,0
+2021-06-23,147,E,2100-01-01,0,0.0,29.0,0
+2021-06-24,147,E,2100-01-01,0,0.0,31.0,0
+2021-06-25,147,E,2100-01-01,0,0.0,30.0,0
+2021-06-26,147,E,2100-01-01,0,0.0,30.0,0
+2021-06-27,147,E,2100-01-01,0,0.0,31.0,0
+2021-06-28,147,E,2100-01-01,0,0.0,31.0,0
+2021-06-29,147,E,2100-01-01,0,0.0,32.0,0
+2021-06-30,147,E,2100-01-01,0,0.0,31.0,0
+2021-07-01,147,E,2100-01-01,0,0.0,31.0,0
+2021-07-02,147,E,2100-01-01,0,0.0,31.0,0
+2021-07-03,147,E,2100-01-01,0,0.0,31.0,0
+2021-07-04,147,E,2100-01-01,0,0.0,32.0,0
+2021-07-05,147,E,2100-01-01,0,0.0,33.0,0
+2021-07-06,147,E,2100-01-01,0,0.0,34.0,0
+2021-07-07,147,E,2100-01-01,0,0.0,34.0,0
+2021-07-08,147,E,2100-01-01,0,0.0,33.0,0
+2021-07-09,147,E,2100-01-01,0,0.0,34.0,0
+2021-07-10,147,E,2100-01-01,0,0.0,33.0,0
+2021-07-11,147,E,2100-01-01,0,0.0,34.0,0
+2021-07-12,147,E,2100-01-01,0,0.0,35.0,0
+2021-07-13,147,E,2100-01-01,0,0.0,35.0,0
+2021-07-14,147,E,2100-01-01,0,0.0,36.0,0
+2021-07-15,147,E,2100-01-01,0,0.0,37.0,0
+2021-07-16,147,E,2100-01-01,0,0.0,36.0,0
+2021-07-17,147,E,2100-01-01,0,0.0,36.0,0
+2021-07-18,147,E,2100-01-01,0,0.0,36.0,0
+2021-07-19,147,E,2100-01-01,0,0.0,37.0,0
+2021-07-20,147,E,2100-01-01,0,0.0,37.0,0
+2021-07-21,147,E,2100-01-01,0,0.0,37.0,0
+2021-07-22,147,E,2100-01-01,0,0.0,38.0,0
+2021-07-23,147,E,2100-01-01,0,0.0,38.0,0
+2021-07-24,147,E,2100-01-01,0,0.0,37.0,0
+2021-07-25,147,E,2100-01-01,0,0.0,37.0,0
+2021-07-26,147,E,2100-01-01,0,0.0,40.0,0
+2021-07-27,147,E,2100-01-01,0,0.0,40.0,0
+2021-07-28,147,E,2100-01-01,0,0.0,39.0,0
+2021-07-29,147,E,2100-01-01,0,0.0,39.0,0
+2021-07-30,147,E,2100-01-01,0,0.0,40.0,0
+2021-07-31,147,E,2100-01-01,0,0.0,41.0,0
+2021-05-01,148,N,2021-06-20,1,0.0,44.0,0
+2021-05-02,148,N,2021-06-20,1,0.0,44.0,0
+2021-05-03,148,N,2021-06-20,1,0.0,44.0,0
+2021-05-04,148,N,2021-06-20,1,0.0,44.0,0
+2021-05-05,148,N,2021-06-20,1,0.0,44.0,0
+2021-05-06,148,N,2021-06-20,1,0.0,44.0,0
+2021-05-07,148,N,2021-06-20,1,0.0,43.0,0
+2021-05-08,148,N,2021-06-20,1,0.0,41.0,0
+2021-05-09,148,N,2021-06-20,1,0.0,44.0,0
+2021-05-10,148,N,2021-06-20,1,0.0,44.0,0
+2021-05-11,148,N,2021-06-20,1,0.0,45.0,0
+2021-05-12,148,N,2021-06-20,1,0.0,45.0,0
+2021-05-13,148,N,2021-06-20,1,0.0,45.0,0
+2021-05-14,148,N,2021-06-20,1,0.0,42.0,0
+2021-05-15,148,N,2021-06-20,1,0.0,42.0,0
+2021-05-16,148,N,2021-06-20,1,0.0,44.0,0
+2021-05-17,148,N,2021-06-20,1,0.0,46.0,0
+2021-05-18,148,N,2021-06-20,1,0.0,46.0,0
+2021-05-19,148,N,2021-06-20,1,0.0,43.0,0
+2021-05-20,148,N,2021-06-20,1,0.0,45.0,0
+2021-05-21,148,N,2021-06-20,1,0.0,46.0,0
+2021-05-22,148,N,2021-06-20,1,0.0,44.0,0
+2021-05-23,148,N,2021-06-20,1,0.0,44.0,0
+2021-05-24,148,N,2021-06-20,1,0.0,46.0,0
+2021-05-25,148,N,2021-06-20,1,0.0,47.0,0
+2021-05-26,148,N,2021-06-20,1,0.0,46.0,0
+2021-05-27,148,N,2021-06-20,1,0.0,45.0,0
+2021-05-28,148,N,2021-06-20,1,0.0,45.0,0
+2021-05-29,148,N,2021-06-20,1,0.0,45.0,0
+2021-05-30,148,N,2021-06-20,1,0.0,45.0,0
+2021-05-31,148,N,2021-06-20,1,0.0,47.0,0
+2021-06-01,148,N,2021-06-20,1,0.0,46.0,0
+2021-06-02,148,N,2021-06-20,1,0.0,47.0,0
+2021-06-03,148,N,2021-06-20,1,0.0,45.0,0
+2021-06-04,148,N,2021-06-20,1,0.0,46.0,0
+2021-06-05,148,N,2021-06-20,1,0.0,46.0,0
+2021-06-06,148,N,2021-06-20,1,0.0,45.0,0
+2021-06-07,148,N,2021-06-20,1,0.0,46.0,0
+2021-06-08,148,N,2021-06-20,1,0.0,48.0,0
+2021-06-09,148,N,2021-06-20,1,0.0,47.0,0
+2021-06-10,148,N,2021-06-20,1,0.0,47.0,0
+2021-06-11,148,N,2021-06-20,1,0.0,47.0,0
+2021-06-12,148,N,2021-06-20,1,0.0,47.0,0
+2021-06-13,148,N,2021-06-20,1,0.0,47.0,0
+2021-06-14,148,N,2021-06-20,1,0.0,47.0,0
+2021-06-15,148,N,2021-06-20,1,0.0,48.0,0
+2021-06-16,148,N,2021-06-20,1,0.0,48.0,0
+2021-06-17,148,N,2021-06-20,1,0.0,48.0,0
+2021-06-18,148,N,2021-06-20,1,0.0,48.0,0
+2021-06-19,148,N,2021-06-20,1,0.0,48.0,0
+2021-06-20,148,N,2021-06-20,1,0.0,49.0,1
+2021-06-21,148,N,2021-06-20,1,0.2662997158011109,48.0,1
+2021-06-22,148,N,2021-06-20,1,0.5325994316022218,50.0,1
+2021-06-23,148,N,2021-06-20,1,0.7988991474033256,48.0,1
+2021-06-24,148,N,2021-06-20,1,1.0651988632044365,48.0,1
+2021-06-25,148,N,2021-06-20,1,1.3314985790055474,51.0,1
+2021-06-26,148,N,2021-06-20,1,1.3314985790055474,50.0,1
+2021-06-27,148,N,2021-06-20,1,1.3314985790055474,51.0,1
+2021-06-28,148,N,2021-06-20,1,1.3314985790055474,51.0,1
+2021-06-29,148,N,2021-06-20,1,1.3314985790055474,50.0,1
+2021-06-30,148,N,2021-06-20,1,1.3314985790055474,50.0,1
+2021-07-01,148,N,2021-06-20,1,1.3314985790055474,51.0,1
+2021-07-02,148,N,2021-06-20,1,1.3314985790055474,49.0,1
+2021-07-03,148,N,2021-06-20,1,1.3314985790055474,49.0,1
+2021-07-04,148,N,2021-06-20,1,1.3314985790055474,51.0,1
+2021-07-05,148,N,2021-06-20,1,1.3314985790055474,51.0,1
+2021-07-06,148,N,2021-06-20,1,1.3314985790055474,52.0,1
+2021-07-07,148,N,2021-06-20,1,1.3314985790055474,51.0,1
+2021-07-08,148,N,2021-06-20,1,1.3314985790055474,51.0,1
+2021-07-09,148,N,2021-06-20,1,1.3314985790055474,51.0,1
+2021-07-10,148,N,2021-06-20,1,1.3314985790055474,48.0,1
+2021-07-11,148,N,2021-06-20,1,1.3314985790055474,52.0,1
+2021-07-12,148,N,2021-06-20,1,1.3314985790055474,52.0,1
+2021-07-13,148,N,2021-06-20,1,1.3314985790055474,52.0,1
+2021-07-14,148,N,2021-06-20,1,1.3314985790055474,53.0,1
+2021-07-15,148,N,2021-06-20,1,1.3314985790055474,51.0,1
+2021-07-16,148,N,2021-06-20,1,1.3314985790055474,52.0,1
+2021-07-17,148,N,2021-06-20,1,1.3314985790055474,52.0,1
+2021-07-18,148,N,2021-06-20,1,1.3314985790055474,52.0,1
+2021-07-19,148,N,2021-06-20,1,1.3314985790055474,52.0,1
+2021-07-20,148,N,2021-06-20,1,1.3314985790055474,51.0,1
+2021-07-21,148,N,2021-06-20,1,1.3314985790055474,51.0,1
+2021-07-22,148,N,2021-06-20,1,1.3314985790055474,52.0,1
+2021-07-23,148,N,2021-06-20,1,1.3314985790055474,53.0,1
+2021-07-24,148,N,2021-06-20,1,1.3314985790055474,51.0,1
+2021-07-25,148,N,2021-06-20,1,1.3314985790055474,53.0,1
+2021-07-26,148,N,2021-06-20,1,1.3314985790055474,54.0,1
+2021-07-27,148,N,2021-06-20,1,1.3314985790055474,53.0,1
+2021-07-28,148,N,2021-06-20,1,1.3314985790055474,53.0,1
+2021-07-29,148,N,2021-06-20,1,1.3314985790055474,53.0,1
+2021-07-30,148,N,2021-06-20,1,1.3314985790055474,51.0,1
+2021-07-31,148,N,2021-06-20,1,1.3314985790055474,52.0,1
+2021-05-01,149,E,2021-06-04,1,0.0,14.0,0
+2021-05-02,149,E,2021-06-04,1,0.0,15.0,0
+2021-05-03,149,E,2021-06-04,1,0.0,14.0,0
+2021-05-04,149,E,2021-06-04,1,0.0,13.0,0
+2021-05-05,149,E,2021-06-04,1,0.0,14.0,0
+2021-05-06,149,E,2021-06-04,1,0.0,15.0,0
+2021-05-07,149,E,2021-06-04,1,0.0,15.0,0
+2021-05-08,149,E,2021-06-04,1,0.0,14.0,0
+2021-05-09,149,E,2021-06-04,1,0.0,15.0,0
+2021-05-10,149,E,2021-06-04,1,0.0,17.0,0
+2021-05-11,149,E,2021-06-04,1,0.0,15.0,0
+2021-05-12,149,E,2021-06-04,1,0.0,15.0,0
+2021-05-13,149,E,2021-06-04,1,0.0,17.0,0
+2021-05-14,149,E,2021-06-04,1,0.0,15.0,0
+2021-05-15,149,E,2021-06-04,1,0.0,17.0,0
+2021-05-16,149,E,2021-06-04,1,0.0,18.0,0
+2021-05-17,149,E,2021-06-04,1,0.0,18.0,0
+2021-05-18,149,E,2021-06-04,1,0.0,20.0,0
+2021-05-19,149,E,2021-06-04,1,0.0,18.0,0
+2021-05-20,149,E,2021-06-04,1,0.0,18.0,0
+2021-05-21,149,E,2021-06-04,1,0.0,20.0,0
+2021-05-22,149,E,2021-06-04,1,0.0,19.0,0
+2021-05-23,149,E,2021-06-04,1,0.0,19.0,0
+2021-05-24,149,E,2021-06-04,1,0.0,20.0,0
+2021-05-25,149,E,2021-06-04,1,0.0,21.0,0
+2021-05-26,149,E,2021-06-04,1,0.0,22.0,0
+2021-05-27,149,E,2021-06-04,1,0.0,20.0,0
+2021-05-28,149,E,2021-06-04,1,0.0,21.0,0
+2021-05-29,149,E,2021-06-04,1,0.0,21.0,0
+2021-05-30,149,E,2021-06-04,1,0.0,21.0,0
+2021-05-31,149,E,2021-06-04,1,0.0,23.0,0
+2021-06-01,149,E,2021-06-04,1,0.0,22.0,0
+2021-06-02,149,E,2021-06-04,1,0.0,24.0,0
+2021-06-03,149,E,2021-06-04,1,0.0,23.0,0
+2021-06-04,149,E,2021-06-04,1,0.0,23.0,1
+2021-06-05,149,E,2021-06-04,1,0.15716349510915606,23.0,1
+2021-06-06,149,E,2021-06-04,1,0.3143269902183121,26.0,1
+2021-06-07,149,E,2021-06-04,1,0.4714904853274682,24.0,1
+2021-06-08,149,E,2021-06-04,1,0.6286539804366242,25.0,1
+2021-06-09,149,E,2021-06-04,1,0.7858174755457803,24.0,1
+2021-06-10,149,E,2021-06-04,1,0.7858174755457803,25.0,1
+2021-06-11,149,E,2021-06-04,1,0.7858174755457803,25.0,1
+2021-06-12,149,E,2021-06-04,1,0.7858174755457803,27.0,1
+2021-06-13,149,E,2021-06-04,1,0.7858174755457803,26.0,1
+2021-06-14,149,E,2021-06-04,1,0.7858174755457803,26.0,1
+2021-06-15,149,E,2021-06-04,1,0.7858174755457803,27.0,1
+2021-06-16,149,E,2021-06-04,1,0.7858174755457803,27.0,1
+2021-06-17,149,E,2021-06-04,1,0.7858174755457803,27.0,1
+2021-06-18,149,E,2021-06-04,1,0.7858174755457803,28.0,1
+2021-06-19,149,E,2021-06-04,1,0.7858174755457803,29.0,1
+2021-06-20,149,E,2021-06-04,1,0.7858174755457803,28.0,1
+2021-06-21,149,E,2021-06-04,1,0.7858174755457803,31.0,1
+2021-06-22,149,E,2021-06-04,1,0.7858174755457803,30.0,1
+2021-06-23,149,E,2021-06-04,1,0.7858174755457803,29.0,1
+2021-06-24,149,E,2021-06-04,1,0.7858174755457803,30.0,1
+2021-06-25,149,E,2021-06-04,1,0.7858174755457803,30.0,1
+2021-06-26,149,E,2021-06-04,1,0.7858174755457803,29.0,1
+2021-06-27,149,E,2021-06-04,1,0.7858174755457803,30.0,1
+2021-06-28,149,E,2021-06-04,1,0.7858174755457803,32.0,1
+2021-06-29,149,E,2021-06-04,1,0.7858174755457803,32.0,1
+2021-06-30,149,E,2021-06-04,1,0.7858174755457803,32.0,1
+2021-07-01,149,E,2021-06-04,1,0.7858174755457839,32.0,1
+2021-07-02,149,E,2021-06-04,1,0.7858174755457803,31.0,1
+2021-07-03,149,E,2021-06-04,1,0.7858174755457803,32.0,1
+2021-07-04,149,E,2021-06-04,1,0.7858174755457839,33.0,1
+2021-07-05,149,E,2021-06-04,1,0.7858174755457839,33.0,1
+2021-07-06,149,E,2021-06-04,1,0.7858174755457839,33.0,1
+2021-07-07,149,E,2021-06-04,1,0.7858174755457839,33.0,1
+2021-07-08,149,E,2021-06-04,1,0.7858174755457839,35.0,1
+2021-07-09,149,E,2021-06-04,1,0.7858174755457839,34.0,1
+2021-07-10,149,E,2021-06-04,1,0.7858174755457839,33.0,1
+2021-07-11,149,E,2021-06-04,1,0.7858174755457839,35.0,1
+2021-07-12,149,E,2021-06-04,1,0.7858174755457839,35.0,1
+2021-07-13,149,E,2021-06-04,1,0.7858174755457839,35.0,1
+2021-07-14,149,E,2021-06-04,1,0.7858174755457839,37.0,1
+2021-07-15,149,E,2021-06-04,1,0.7858174755457839,38.0,1
+2021-07-16,149,E,2021-06-04,1,0.7858174755457839,37.0,1
+2021-07-17,149,E,2021-06-04,1,0.7858174755457839,37.0,1
+2021-07-18,149,E,2021-06-04,1,0.7858174755457839,38.0,1
+2021-07-19,149,E,2021-06-04,1,0.7858174755457839,38.0,1
+2021-07-20,149,E,2021-06-04,1,0.7858174755457839,38.0,1
+2021-07-21,149,E,2021-06-04,1,0.7858174755457839,38.0,1
+2021-07-22,149,E,2021-06-04,1,0.7858174755457839,39.0,1
+2021-07-23,149,E,2021-06-04,1,0.7858174755457839,40.0,1
+2021-07-24,149,E,2021-06-04,1,0.7858174755457839,39.0,1
+2021-07-25,149,E,2021-06-04,1,0.7858174755457839,38.0,1
+2021-07-26,149,E,2021-06-04,1,0.7858174755457839,41.0,1
+2021-07-27,149,E,2021-06-04,1,0.7858174755457839,40.0,1
+2021-07-28,149,E,2021-06-04,1,0.7858174755457839,40.0,1
+2021-07-29,149,E,2021-06-04,1,0.7858174755457839,40.0,1
+2021-07-30,149,E,2021-06-04,1,0.7858174755457839,39.0,1
+2021-07-31,149,E,2021-06-04,1,0.7858174755457839,39.0,1
+2021-05-01,150,N,2021-05-15,1,0.0,43.0,0
+2021-05-02,150,N,2021-05-15,1,0.0,43.0,0
+2021-05-03,150,N,2021-05-15,1,0.0,42.0,0
+2021-05-04,150,N,2021-05-15,1,0.0,43.0,0
+2021-05-05,150,N,2021-05-15,1,0.0,43.0,0
+2021-05-06,150,N,2021-05-15,1,0.0,44.0,0
+2021-05-07,150,N,2021-05-15,1,0.0,44.0,0
+2021-05-08,150,N,2021-05-15,1,0.0,44.0,0
+2021-05-09,150,N,2021-05-15,1,0.0,43.0,0
+2021-05-10,150,N,2021-05-15,1,0.0,44.0,0
+2021-05-11,150,N,2021-05-15,1,0.0,45.0,0
+2021-05-12,150,N,2021-05-15,1,0.0,43.0,0
+2021-05-13,150,N,2021-05-15,1,0.0,42.0,0
+2021-05-14,150,N,2021-05-15,1,0.0,43.0,0
+2021-05-15,150,N,2021-05-15,1,0.0,42.0,1
+2021-05-16,150,N,2021-05-15,1,0.04223953421475812,43.0,1
+2021-05-17,150,N,2021-05-15,1,0.08447906842950914,44.0,1
+2021-05-18,150,N,2021-05-15,1,0.12671860264426726,45.0,1
+2021-05-19,150,N,2021-05-15,1,0.16895813685901828,44.0,1
+2021-05-20,150,N,2021-05-15,1,0.2111976710737764,45.0,1
+2021-05-21,150,N,2021-05-15,1,0.2111976710737764,45.0,1
+2021-05-22,150,N,2021-05-15,1,0.2111976710737764,44.0,1
+2021-05-23,150,N,2021-05-15,1,0.2111976710737764,46.0,1
+2021-05-24,150,N,2021-05-15,1,0.2111976710737764,45.0,1
+2021-05-25,150,N,2021-05-15,1,0.2111976710737764,44.0,1
+2021-05-26,150,N,2021-05-15,1,0.2111976710737764,44.0,1
+2021-05-27,150,N,2021-05-15,1,0.2111976710737764,45.0,1
+2021-05-28,150,N,2021-05-15,1,0.2111976710737764,45.0,1
+2021-05-29,150,N,2021-05-15,1,0.2111976710737764,44.0,1
+2021-05-30,150,N,2021-05-15,1,0.2111976710737764,46.0,1
+2021-05-31,150,N,2021-05-15,1,0.2111976710737764,47.0,1
+2021-06-01,150,N,2021-05-15,1,0.2111976710737764,46.0,1
+2021-06-02,150,N,2021-05-15,1,0.2111976710737764,48.0,1
+2021-06-03,150,N,2021-05-15,1,0.2111976710737764,45.0,1
+2021-06-04,150,N,2021-05-15,1,0.2111976710737764,47.0,1
+2021-06-05,150,N,2021-05-15,1,0.2111976710737764,45.0,1
+2021-06-06,150,N,2021-05-15,1,0.2111976710737764,46.0,1
+2021-06-07,150,N,2021-05-15,1,0.2111976710737764,46.0,1
+2021-06-08,150,N,2021-05-15,1,0.2111976710737764,46.0,1
+2021-06-09,150,N,2021-05-15,1,0.2111976710737764,47.0,1
+2021-06-10,150,N,2021-05-15,1,0.2111976710737764,46.0,1
+2021-06-11,150,N,2021-05-15,1,0.2111976710737764,47.0,1
+2021-06-12,150,N,2021-05-15,1,0.2111976710737764,46.0,1
+2021-06-13,150,N,2021-05-15,1,0.2111976710737764,46.0,1
+2021-06-14,150,N,2021-05-15,1,0.2111976710737764,48.0,1
+2021-06-15,150,N,2021-05-15,1,0.2111976710737764,47.0,1
+2021-06-16,150,N,2021-05-15,1,0.2111976710737764,46.0,1
+2021-06-17,150,N,2021-05-15,1,0.2111976710737764,48.0,1
+2021-06-18,150,N,2021-05-15,1,0.2111976710737764,47.0,1
+2021-06-19,150,N,2021-05-15,1,0.2111976710737764,48.0,1
+2021-06-20,150,N,2021-05-15,1,0.2111976710737764,46.0,1
+2021-06-21,150,N,2021-05-15,1,0.2111976710737764,49.0,1
+2021-06-22,150,N,2021-05-15,1,0.2111976710737764,49.0,1
+2021-06-23,150,N,2021-05-15,1,0.2111976710737764,48.0,1
+2021-06-24,150,N,2021-05-15,1,0.2111976710737764,48.0,1
+2021-06-25,150,N,2021-05-15,1,0.2111976710737764,48.0,1
+2021-06-26,150,N,2021-05-15,1,0.2111976710737764,48.0,1
+2021-06-27,150,N,2021-05-15,1,0.2111976710737764,47.0,1
+2021-06-28,150,N,2021-05-15,1,0.2111976710737764,48.0,1
+2021-06-29,150,N,2021-05-15,1,0.2111976710737764,49.0,1
+2021-06-30,150,N,2021-05-15,1,0.2111976710737764,48.0,1
+2021-07-01,150,N,2021-05-15,1,0.2111976710737764,49.0,1
+2021-07-02,150,N,2021-05-15,1,0.2111976710737764,48.0,1
+2021-07-03,150,N,2021-05-15,1,0.2111976710737764,47.0,1
+2021-07-04,150,N,2021-05-15,1,0.2111976710737764,50.0,1
+2021-07-05,150,N,2021-05-15,1,0.2111976710737764,50.0,1
+2021-07-06,150,N,2021-05-15,1,0.2111976710737764,50.0,1
+2021-07-07,150,N,2021-05-15,1,0.2111976710737764,51.0,1
+2021-07-08,150,N,2021-05-15,1,0.2111976710737764,49.0,1
+2021-07-09,150,N,2021-05-15,1,0.2111976710737764,49.0,1
+2021-07-10,150,N,2021-05-15,1,0.2111976710737764,47.0,1
+2021-07-11,150,N,2021-05-15,1,0.2111976710737764,49.0,1
+2021-07-12,150,N,2021-05-15,1,0.2111976710737764,50.0,1
+2021-07-13,150,N,2021-05-15,1,0.2111976710737764,51.0,1
+2021-07-14,150,N,2021-05-15,1,0.2111976710737764,51.0,1
+2021-07-15,150,N,2021-05-15,1,0.2111976710737764,52.0,1
+2021-07-16,150,N,2021-05-15,1,0.2111976710737764,50.0,1
+2021-07-17,150,N,2021-05-15,1,0.2111976710737764,49.0,1
+2021-07-18,150,N,2021-05-15,1,0.2111976710737764,50.0,1
+2021-07-19,150,N,2021-05-15,1,0.2111976710737764,51.0,1
+2021-07-20,150,N,2021-05-15,1,0.2111976710737764,51.0,1
+2021-07-21,150,N,2021-05-15,1,0.2111976710737764,50.0,1
+2021-07-22,150,N,2021-05-15,1,0.2111976710737764,51.0,1
+2021-07-23,150,N,2021-05-15,1,0.2111976710737764,51.0,1
+2021-07-24,150,N,2021-05-15,1,0.2111976710737764,50.0,1
+2021-07-25,150,N,2021-05-15,1,0.2111976710737764,50.0,1
+2021-07-26,150,N,2021-05-15,1,0.2111976710737764,52.0,1
+2021-07-27,150,N,2021-05-15,1,0.2111976710737764,51.0,1
+2021-07-28,150,N,2021-05-15,1,0.2111976710737764,51.0,1
+2021-07-29,150,N,2021-05-15,1,0.2111976710737764,51.0,1
+2021-07-30,150,N,2021-05-15,1,0.2111976710737764,52.0,1
+2021-07-31,150,N,2021-05-15,1,0.2111976710737764,52.0,1
+2021-05-01,151,S,2100-01-01,0,0.0,52.0,0
+2021-05-02,151,S,2100-01-01,0,0.0,52.0,0
+2021-05-03,151,S,2100-01-01,0,0.0,52.0,0
+2021-05-04,151,S,2100-01-01,0,0.0,52.0,0
+2021-05-05,151,S,2100-01-01,0,0.0,53.0,0
+2021-05-06,151,S,2100-01-01,0,0.0,53.0,0
+2021-05-07,151,S,2100-01-01,0,0.0,51.0,0
+2021-05-08,151,S,2100-01-01,0,0.0,51.0,0
+2021-05-09,151,S,2100-01-01,0,0.0,52.0,0
+2021-05-10,151,S,2100-01-01,0,0.0,53.0,0
+2021-05-11,151,S,2100-01-01,0,0.0,52.0,0
+2021-05-12,151,S,2100-01-01,0,0.0,52.0,0
+2021-05-13,151,S,2100-01-01,0,0.0,52.0,0
+2021-05-14,151,S,2100-01-01,0,0.0,51.0,0
+2021-05-15,151,S,2100-01-01,0,0.0,51.0,0
+2021-05-16,151,S,2100-01-01,0,0.0,52.0,0
+2021-05-17,151,S,2100-01-01,0,0.0,54.0,0
+2021-05-18,151,S,2100-01-01,0,0.0,53.0,0
+2021-05-19,151,S,2100-01-01,0,0.0,49.0,0
+2021-05-20,151,S,2100-01-01,0,0.0,52.0,0
+2021-05-21,151,S,2100-01-01,0,0.0,51.0,0
+2021-05-22,151,S,2100-01-01,0,0.0,52.0,0
+2021-05-23,151,S,2100-01-01,0,0.0,52.0,0
+2021-05-24,151,S,2100-01-01,0,0.0,53.0,0
+2021-05-25,151,S,2100-01-01,0,0.0,53.0,0
+2021-05-26,151,S,2100-01-01,0,0.0,52.0,0
+2021-05-27,151,S,2100-01-01,0,0.0,52.0,0
+2021-05-28,151,S,2100-01-01,0,0.0,52.0,0
+2021-05-29,151,S,2100-01-01,0,0.0,53.0,0
+2021-05-30,151,S,2100-01-01,0,0.0,53.0,0
+2021-05-31,151,S,2100-01-01,0,0.0,53.0,0
+2021-06-01,151,S,2100-01-01,0,0.0,52.0,0
+2021-06-02,151,S,2100-01-01,0,0.0,52.0,0
+2021-06-03,151,S,2100-01-01,0,0.0,53.0,0
+2021-06-04,151,S,2100-01-01,0,0.0,52.0,0
+2021-06-05,151,S,2100-01-01,0,0.0,52.0,0
+2021-06-06,151,S,2100-01-01,0,0.0,53.0,0
+2021-06-07,151,S,2100-01-01,0,0.0,52.0,0
+2021-06-08,151,S,2100-01-01,0,0.0,52.0,0
+2021-06-09,151,S,2100-01-01,0,0.0,51.0,0
+2021-06-10,151,S,2100-01-01,0,0.0,52.0,0
+2021-06-11,151,S,2100-01-01,0,0.0,51.0,0
+2021-06-12,151,S,2100-01-01,0,0.0,51.0,0
+2021-06-13,151,S,2100-01-01,0,0.0,52.0,0
+2021-06-14,151,S,2100-01-01,0,0.0,51.0,0
+2021-06-15,151,S,2100-01-01,0,0.0,53.0,0
+2021-06-16,151,S,2100-01-01,0,0.0,53.0,0
+2021-06-17,151,S,2100-01-01,0,0.0,52.0,0
+2021-06-18,151,S,2100-01-01,0,0.0,53.0,0
+2021-06-19,151,S,2100-01-01,0,0.0,53.0,0
+2021-06-20,151,S,2100-01-01,0,0.0,53.0,0
+2021-06-21,151,S,2100-01-01,0,0.0,51.0,0
+2021-06-22,151,S,2100-01-01,0,0.0,53.0,0
+2021-06-23,151,S,2100-01-01,0,0.0,52.0,0
+2021-06-24,151,S,2100-01-01,0,0.0,51.0,0
+2021-06-25,151,S,2100-01-01,0,0.0,53.0,0
+2021-06-26,151,S,2100-01-01,0,0.0,53.0,0
+2021-06-27,151,S,2100-01-01,0,0.0,52.0,0
+2021-06-28,151,S,2100-01-01,0,0.0,53.0,0
+2021-06-29,151,S,2100-01-01,0,0.0,53.0,0
+2021-06-30,151,S,2100-01-01,0,0.0,52.0,0
+2021-07-01,151,S,2100-01-01,0,0.0,52.0,0
+2021-07-02,151,S,2100-01-01,0,0.0,53.0,0
+2021-07-03,151,S,2100-01-01,0,0.0,50.0,0
+2021-07-04,151,S,2100-01-01,0,0.0,52.0,0
+2021-07-05,151,S,2100-01-01,0,0.0,52.0,0
+2021-07-06,151,S,2100-01-01,0,0.0,53.0,0
+2021-07-07,151,S,2100-01-01,0,0.0,52.0,0
+2021-07-08,151,S,2100-01-01,0,0.0,52.0,0
+2021-07-09,151,S,2100-01-01,0,0.0,52.0,0
+2021-07-10,151,S,2100-01-01,0,0.0,50.0,0
+2021-07-11,151,S,2100-01-01,0,0.0,51.0,0
+2021-07-12,151,S,2100-01-01,0,0.0,52.0,0
+2021-07-13,151,S,2100-01-01,0,0.0,51.0,0
+2021-07-14,151,S,2100-01-01,0,0.0,52.0,0
+2021-07-15,151,S,2100-01-01,0,0.0,52.0,0
+2021-07-16,151,S,2100-01-01,0,0.0,50.0,0
+2021-07-17,151,S,2100-01-01,0,0.0,52.0,0
+2021-07-18,151,S,2100-01-01,0,0.0,51.0,0
+2021-07-19,151,S,2100-01-01,0,0.0,52.0,0
+2021-07-20,151,S,2100-01-01,0,0.0,51.0,0
+2021-07-21,151,S,2100-01-01,0,0.0,52.0,0
+2021-07-22,151,S,2100-01-01,0,0.0,52.0,0
+2021-07-23,151,S,2100-01-01,0,0.0,53.0,0
+2021-07-24,151,S,2100-01-01,0,0.0,52.0,0
+2021-07-25,151,S,2100-01-01,0,0.0,50.0,0
+2021-07-26,151,S,2100-01-01,0,0.0,54.0,0
+2021-07-27,151,S,2100-01-01,0,0.0,53.0,0
+2021-07-28,151,S,2100-01-01,0,0.0,53.0,0
+2021-07-29,151,S,2100-01-01,0,0.0,53.0,0
+2021-07-30,151,S,2100-01-01,0,0.0,51.0,0
+2021-07-31,151,S,2100-01-01,0,0.0,51.0,0
+2021-05-01,152,N,2100-01-01,0,0.0,39.0,0
+2021-05-02,152,N,2100-01-01,0,0.0,40.0,0
+2021-05-03,152,N,2100-01-01,0,0.0,39.0,0
+2021-05-04,152,N,2100-01-01,0,0.0,39.0,0
+2021-05-05,152,N,2100-01-01,0,0.0,39.0,0
+2021-05-06,152,N,2100-01-01,0,0.0,40.0,0
+2021-05-07,152,N,2100-01-01,0,0.0,39.0,0
+2021-05-08,152,N,2100-01-01,0,0.0,39.0,0
+2021-05-09,152,N,2100-01-01,0,0.0,40.0,0
+2021-05-10,152,N,2100-01-01,0,0.0,41.0,0
+2021-05-11,152,N,2100-01-01,0,0.0,40.0,0
+2021-05-12,152,N,2100-01-01,0,0.0,39.0,0
+2021-05-13,152,N,2100-01-01,0,0.0,39.0,0
+2021-05-14,152,N,2100-01-01,0,0.0,40.0,0
+2021-05-15,152,N,2100-01-01,0,0.0,39.0,0
+2021-05-16,152,N,2100-01-01,0,0.0,38.0,0
+2021-05-17,152,N,2100-01-01,0,0.0,42.0,0
+2021-05-18,152,N,2100-01-01,0,0.0,41.0,0
+2021-05-19,152,N,2100-01-01,0,0.0,41.0,0
+2021-05-20,152,N,2100-01-01,0,0.0,40.0,0
+2021-05-21,152,N,2100-01-01,0,0.0,41.0,0
+2021-05-22,152,N,2100-01-01,0,0.0,42.0,0
+2021-05-23,152,N,2100-01-01,0,0.0,43.0,0
+2021-05-24,152,N,2100-01-01,0,0.0,43.0,0
+2021-05-25,152,N,2100-01-01,0,0.0,42.0,0
+2021-05-26,152,N,2100-01-01,0,0.0,43.0,0
+2021-05-27,152,N,2100-01-01,0,0.0,42.0,0
+2021-05-28,152,N,2100-01-01,0,0.0,41.0,0
+2021-05-29,152,N,2100-01-01,0,0.0,42.0,0
+2021-05-30,152,N,2100-01-01,0,0.0,41.0,0
+2021-05-31,152,N,2100-01-01,0,0.0,44.0,0
+2021-06-01,152,N,2100-01-01,0,0.0,43.0,0
+2021-06-02,152,N,2100-01-01,0,0.0,44.0,0
+2021-06-03,152,N,2100-01-01,0,0.0,42.0,0
+2021-06-04,152,N,2100-01-01,0,0.0,42.0,0
+2021-06-05,152,N,2100-01-01,0,0.0,43.0,0
+2021-06-06,152,N,2100-01-01,0,0.0,42.0,0
+2021-06-07,152,N,2100-01-01,0,0.0,42.0,0
+2021-06-08,152,N,2100-01-01,0,0.0,42.0,0
+2021-06-09,152,N,2100-01-01,0,0.0,43.0,0
+2021-06-10,152,N,2100-01-01,0,0.0,44.0,0
+2021-06-11,152,N,2100-01-01,0,0.0,43.0,0
+2021-06-12,152,N,2100-01-01,0,0.0,43.0,0
+2021-06-13,152,N,2100-01-01,0,0.0,42.0,0
+2021-06-14,152,N,2100-01-01,0,0.0,43.0,0
+2021-06-15,152,N,2100-01-01,0,0.0,44.0,0
+2021-06-16,152,N,2100-01-01,0,0.0,43.0,0
+2021-06-17,152,N,2100-01-01,0,0.0,44.0,0
+2021-06-18,152,N,2100-01-01,0,0.0,44.0,0
+2021-06-19,152,N,2100-01-01,0,0.0,44.0,0
+2021-06-20,152,N,2100-01-01,0,0.0,45.0,0
+2021-06-21,152,N,2100-01-01,0,0.0,44.0,0
+2021-06-22,152,N,2100-01-01,0,0.0,45.0,0
+2021-06-23,152,N,2100-01-01,0,0.0,45.0,0
+2021-06-24,152,N,2100-01-01,0,0.0,45.0,0
+2021-06-25,152,N,2100-01-01,0,0.0,45.0,0
+2021-06-26,152,N,2100-01-01,0,0.0,44.0,0
+2021-06-27,152,N,2100-01-01,0,0.0,43.0,0
+2021-06-28,152,N,2100-01-01,0,0.0,45.0,0
+2021-06-29,152,N,2100-01-01,0,0.0,45.0,0
+2021-06-30,152,N,2100-01-01,0,0.0,45.0,0
+2021-07-01,152,N,2100-01-01,0,0.0,45.0,0
+2021-07-02,152,N,2100-01-01,0,0.0,45.0,0
+2021-07-03,152,N,2100-01-01,0,0.0,44.0,0
+2021-07-04,152,N,2100-01-01,0,0.0,45.0,0
+2021-07-05,152,N,2100-01-01,0,0.0,46.0,0
+2021-07-06,152,N,2100-01-01,0,0.0,46.0,0
+2021-07-07,152,N,2100-01-01,0,0.0,46.0,0
+2021-07-08,152,N,2100-01-01,0,0.0,45.0,0
+2021-07-09,152,N,2100-01-01,0,0.0,45.0,0
+2021-07-10,152,N,2100-01-01,0,0.0,44.0,0
+2021-07-11,152,N,2100-01-01,0,0.0,45.0,0
+2021-07-12,152,N,2100-01-01,0,0.0,47.0,0
+2021-07-13,152,N,2100-01-01,0,0.0,47.0,0
+2021-07-14,152,N,2100-01-01,0,0.0,47.0,0
+2021-07-15,152,N,2100-01-01,0,0.0,46.0,0
+2021-07-16,152,N,2100-01-01,0,0.0,47.0,0
+2021-07-17,152,N,2100-01-01,0,0.0,47.0,0
+2021-07-18,152,N,2100-01-01,0,0.0,46.0,0
+2021-07-19,152,N,2100-01-01,0,0.0,48.0,0
+2021-07-20,152,N,2100-01-01,0,0.0,46.0,0
+2021-07-21,152,N,2100-01-01,0,0.0,47.0,0
+2021-07-22,152,N,2100-01-01,0,0.0,47.0,0
+2021-07-23,152,N,2100-01-01,0,0.0,47.0,0
+2021-07-24,152,N,2100-01-01,0,0.0,47.0,0
+2021-07-25,152,N,2100-01-01,0,0.0,46.0,0
+2021-07-26,152,N,2100-01-01,0,0.0,48.0,0
+2021-07-27,152,N,2100-01-01,0,0.0,48.0,0
+2021-07-28,152,N,2100-01-01,0,0.0,49.0,0
+2021-07-29,152,N,2100-01-01,0,0.0,49.0,0
+2021-07-30,152,N,2100-01-01,0,0.0,48.0,0
+2021-07-31,152,N,2100-01-01,0,0.0,47.0,0
+2021-05-01,153,S,2100-01-01,0,0.0,50.0,0
+2021-05-02,153,S,2100-01-01,0,0.0,49.0,0
+2021-05-03,153,S,2100-01-01,0,0.0,50.0,0
+2021-05-04,153,S,2100-01-01,0,0.0,51.0,0
+2021-05-05,153,S,2100-01-01,0,0.0,50.0,0
+2021-05-06,153,S,2100-01-01,0,0.0,50.0,0
+2021-05-07,153,S,2100-01-01,0,0.0,51.0,0
+2021-05-08,153,S,2100-01-01,0,0.0,48.0,0
+2021-05-09,153,S,2100-01-01,0,0.0,50.0,0
+2021-05-10,153,S,2100-01-01,0,0.0,52.0,0
+2021-05-11,153,S,2100-01-01,0,0.0,50.0,0
+2021-05-12,153,S,2100-01-01,0,0.0,50.0,0
+2021-05-13,153,S,2100-01-01,0,0.0,48.0,0
+2021-05-14,153,S,2100-01-01,0,0.0,49.0,0
+2021-05-15,153,S,2100-01-01,0,0.0,50.0,0
+2021-05-16,153,S,2100-01-01,0,0.0,48.0,0
+2021-05-17,153,S,2100-01-01,0,0.0,52.0,0
+2021-05-18,153,S,2100-01-01,0,0.0,49.0,0
+2021-05-19,153,S,2100-01-01,0,0.0,50.0,0
+2021-05-20,153,S,2100-01-01,0,0.0,51.0,0
+2021-05-21,153,S,2100-01-01,0,0.0,50.0,0
+2021-05-22,153,S,2100-01-01,0,0.0,50.0,0
+2021-05-23,153,S,2100-01-01,0,0.0,51.0,0
+2021-05-24,153,S,2100-01-01,0,0.0,50.0,0
+2021-05-25,153,S,2100-01-01,0,0.0,49.0,0
+2021-05-26,153,S,2100-01-01,0,0.0,50.0,0
+2021-05-27,153,S,2100-01-01,0,0.0,48.0,0
+2021-05-28,153,S,2100-01-01,0,0.0,49.0,0
+2021-05-29,153,S,2100-01-01,0,0.0,49.0,0
+2021-05-30,153,S,2100-01-01,0,0.0,49.0,0
+2021-05-31,153,S,2100-01-01,0,0.0,51.0,0
+2021-06-01,153,S,2100-01-01,0,0.0,49.0,0
+2021-06-02,153,S,2100-01-01,0,0.0,51.0,0
+2021-06-03,153,S,2100-01-01,0,0.0,51.0,0
+2021-06-04,153,S,2100-01-01,0,0.0,49.0,0
+2021-06-05,153,S,2100-01-01,0,0.0,49.0,0
+2021-06-06,153,S,2100-01-01,0,0.0,49.0,0
+2021-06-07,153,S,2100-01-01,0,0.0,50.0,0
+2021-06-08,153,S,2100-01-01,0,0.0,49.0,0
+2021-06-09,153,S,2100-01-01,0,0.0,50.0,0
+2021-06-10,153,S,2100-01-01,0,0.0,48.0,0
+2021-06-11,153,S,2100-01-01,0,0.0,48.0,0
+2021-06-12,153,S,2100-01-01,0,0.0,49.0,0
+2021-06-13,153,S,2100-01-01,0,0.0,49.0,0
+2021-06-14,153,S,2100-01-01,0,0.0,51.0,0
+2021-06-15,153,S,2100-01-01,0,0.0,51.0,0
+2021-06-16,153,S,2100-01-01,0,0.0,50.0,0
+2021-06-17,153,S,2100-01-01,0,0.0,49.0,0
+2021-06-18,153,S,2100-01-01,0,0.0,49.0,0
+2021-06-19,153,S,2100-01-01,0,0.0,51.0,0
+2021-06-20,153,S,2100-01-01,0,0.0,52.0,0
+2021-06-21,153,S,2100-01-01,0,0.0,49.0,0
+2021-06-22,153,S,2100-01-01,0,0.0,52.0,0
+2021-06-23,153,S,2100-01-01,0,0.0,50.0,0
+2021-06-24,153,S,2100-01-01,0,0.0,51.0,0
+2021-06-25,153,S,2100-01-01,0,0.0,51.0,0
+2021-06-26,153,S,2100-01-01,0,0.0,48.0,0
+2021-06-27,153,S,2100-01-01,0,0.0,50.0,0
+2021-06-28,153,S,2100-01-01,0,0.0,50.0,0
+2021-06-29,153,S,2100-01-01,0,0.0,50.0,0
+2021-06-30,153,S,2100-01-01,0,0.0,50.0,0
+2021-07-01,153,S,2100-01-01,0,0.0,50.0,0
+2021-07-02,153,S,2100-01-01,0,0.0,50.0,0
+2021-07-03,153,S,2100-01-01,0,0.0,48.0,0
+2021-07-04,153,S,2100-01-01,0,0.0,49.0,0
+2021-07-05,153,S,2100-01-01,0,0.0,51.0,0
+2021-07-06,153,S,2100-01-01,0,0.0,52.0,0
+2021-07-07,153,S,2100-01-01,0,0.0,49.0,0
+2021-07-08,153,S,2100-01-01,0,0.0,50.0,0
+2021-07-09,153,S,2100-01-01,0,0.0,50.0,0
+2021-07-10,153,S,2100-01-01,0,0.0,48.0,0
+2021-07-11,153,S,2100-01-01,0,0.0,50.0,0
+2021-07-12,153,S,2100-01-01,0,0.0,48.0,0
+2021-07-13,153,S,2100-01-01,0,0.0,50.0,0
+2021-07-14,153,S,2100-01-01,0,0.0,50.0,0
+2021-07-15,153,S,2100-01-01,0,0.0,49.0,0
+2021-07-16,153,S,2100-01-01,0,0.0,49.0,0
+2021-07-17,153,S,2100-01-01,0,0.0,49.0,0
+2021-07-18,153,S,2100-01-01,0,0.0,50.0,0
+2021-07-19,153,S,2100-01-01,0,0.0,49.0,0
+2021-07-20,153,S,2100-01-01,0,0.0,49.0,0
+2021-07-21,153,S,2100-01-01,0,0.0,50.0,0
+2021-07-22,153,S,2100-01-01,0,0.0,50.0,0
+2021-07-23,153,S,2100-01-01,0,0.0,51.0,0
+2021-07-24,153,S,2100-01-01,0,0.0,49.0,0
+2021-07-25,153,S,2100-01-01,0,0.0,48.0,0
+2021-07-26,153,S,2100-01-01,0,0.0,49.0,0
+2021-07-27,153,S,2100-01-01,0,0.0,49.0,0
+2021-07-28,153,S,2100-01-01,0,0.0,50.0,0
+2021-07-29,153,S,2100-01-01,0,0.0,51.0,0
+2021-07-30,153,S,2100-01-01,0,0.0,50.0,0
+2021-07-31,153,S,2100-01-01,0,0.0,49.0,0
+2021-05-01,154,N,2100-01-01,0,0.0,42.0,0
+2021-05-02,154,N,2100-01-01,0,0.0,44.0,0
+2021-05-03,154,N,2100-01-01,0,0.0,43.0,0
+2021-05-04,154,N,2100-01-01,0,0.0,44.0,0
+2021-05-05,154,N,2100-01-01,0,0.0,44.0,0
+2021-05-06,154,N,2100-01-01,0,0.0,44.0,0
+2021-05-07,154,N,2100-01-01,0,0.0,43.0,0
+2021-05-08,154,N,2100-01-01,0,0.0,44.0,0
+2021-05-09,154,N,2100-01-01,0,0.0,44.0,0
+2021-05-10,154,N,2100-01-01,0,0.0,45.0,0
+2021-05-11,154,N,2100-01-01,0,0.0,44.0,0
+2021-05-12,154,N,2100-01-01,0,0.0,44.0,0
+2021-05-13,154,N,2100-01-01,0,0.0,43.0,0
+2021-05-14,154,N,2100-01-01,0,0.0,44.0,0
+2021-05-15,154,N,2100-01-01,0,0.0,44.0,0
+2021-05-16,154,N,2100-01-01,0,0.0,44.0,0
+2021-05-17,154,N,2100-01-01,0,0.0,45.0,0
+2021-05-18,154,N,2100-01-01,0,0.0,45.0,0
+2021-05-19,154,N,2100-01-01,0,0.0,43.0,0
+2021-05-20,154,N,2100-01-01,0,0.0,46.0,0
+2021-05-21,154,N,2100-01-01,0,0.0,44.0,0
+2021-05-22,154,N,2100-01-01,0,0.0,44.0,0
+2021-05-23,154,N,2100-01-01,0,0.0,46.0,0
+2021-05-24,154,N,2100-01-01,0,0.0,46.0,0
+2021-05-25,154,N,2100-01-01,0,0.0,46.0,0
+2021-05-26,154,N,2100-01-01,0,0.0,45.0,0
+2021-05-27,154,N,2100-01-01,0,0.0,45.0,0
+2021-05-28,154,N,2100-01-01,0,0.0,44.0,0
+2021-05-29,154,N,2100-01-01,0,0.0,44.0,0
+2021-05-30,154,N,2100-01-01,0,0.0,45.0,0
+2021-05-31,154,N,2100-01-01,0,0.0,46.0,0
+2021-06-01,154,N,2100-01-01,0,0.0,45.0,0
+2021-06-02,154,N,2100-01-01,0,0.0,47.0,0
+2021-06-03,154,N,2100-01-01,0,0.0,46.0,0
+2021-06-04,154,N,2100-01-01,0,0.0,46.0,0
+2021-06-05,154,N,2100-01-01,0,0.0,45.0,0
+2021-06-06,154,N,2100-01-01,0,0.0,46.0,0
+2021-06-07,154,N,2100-01-01,0,0.0,47.0,0
+2021-06-08,154,N,2100-01-01,0,0.0,47.0,0
+2021-06-09,154,N,2100-01-01,0,0.0,47.0,0
+2021-06-10,154,N,2100-01-01,0,0.0,47.0,0
+2021-06-11,154,N,2100-01-01,0,0.0,45.0,0
+2021-06-12,154,N,2100-01-01,0,0.0,46.0,0
+2021-06-13,154,N,2100-01-01,0,0.0,47.0,0
+2021-06-14,154,N,2100-01-01,0,0.0,48.0,0
+2021-06-15,154,N,2100-01-01,0,0.0,47.0,0
+2021-06-16,154,N,2100-01-01,0,0.0,48.0,0
+2021-06-17,154,N,2100-01-01,0,0.0,47.0,0
+2021-06-18,154,N,2100-01-01,0,0.0,49.0,0
+2021-06-19,154,N,2100-01-01,0,0.0,47.0,0
+2021-06-20,154,N,2100-01-01,0,0.0,48.0,0
+2021-06-21,154,N,2100-01-01,0,0.0,48.0,0
+2021-06-22,154,N,2100-01-01,0,0.0,49.0,0
+2021-06-23,154,N,2100-01-01,0,0.0,48.0,0
+2021-06-24,154,N,2100-01-01,0,0.0,47.0,0
+2021-06-25,154,N,2100-01-01,0,0.0,47.0,0
+2021-06-26,154,N,2100-01-01,0,0.0,49.0,0
+2021-06-27,154,N,2100-01-01,0,0.0,48.0,0
+2021-06-28,154,N,2100-01-01,0,0.0,48.0,0
+2021-06-29,154,N,2100-01-01,0,0.0,49.0,0
+2021-06-30,154,N,2100-01-01,0,0.0,48.0,0
+2021-07-01,154,N,2100-01-01,0,0.0,49.0,0
+2021-07-02,154,N,2100-01-01,0,0.0,49.0,0
+2021-07-03,154,N,2100-01-01,0,0.0,48.0,0
+2021-07-04,154,N,2100-01-01,0,0.0,49.0,0
+2021-07-05,154,N,2100-01-01,0,0.0,49.0,0
+2021-07-06,154,N,2100-01-01,0,0.0,48.0,0
+2021-07-07,154,N,2100-01-01,0,0.0,50.0,0
+2021-07-08,154,N,2100-01-01,0,0.0,49.0,0
+2021-07-09,154,N,2100-01-01,0,0.0,49.0,0
+2021-07-10,154,N,2100-01-01,0,0.0,50.0,0
+2021-07-11,154,N,2100-01-01,0,0.0,50.0,0
+2021-07-12,154,N,2100-01-01,0,0.0,50.0,0
+2021-07-13,154,N,2100-01-01,0,0.0,50.0,0
+2021-07-14,154,N,2100-01-01,0,0.0,50.0,0
+2021-07-15,154,N,2100-01-01,0,0.0,51.0,0
+2021-07-16,154,N,2100-01-01,0,0.0,50.0,0
+2021-07-17,154,N,2100-01-01,0,0.0,51.0,0
+2021-07-18,154,N,2100-01-01,0,0.0,51.0,0
+2021-07-19,154,N,2100-01-01,0,0.0,50.0,0
+2021-07-20,154,N,2100-01-01,0,0.0,51.0,0
+2021-07-21,154,N,2100-01-01,0,0.0,51.0,0
+2021-07-22,154,N,2100-01-01,0,0.0,50.0,0
+2021-07-23,154,N,2100-01-01,0,0.0,51.0,0
+2021-07-24,154,N,2100-01-01,0,0.0,51.0,0
+2021-07-25,154,N,2100-01-01,0,0.0,50.0,0
+2021-07-26,154,N,2100-01-01,0,0.0,52.0,0
+2021-07-27,154,N,2100-01-01,0,0.0,51.0,0
+2021-07-28,154,N,2100-01-01,0,0.0,51.0,0
+2021-07-29,154,N,2100-01-01,0,0.0,52.0,0
+2021-07-30,154,N,2100-01-01,0,0.0,51.0,0
+2021-07-31,154,N,2100-01-01,0,0.0,50.0,0
+2021-05-01,155,W,2100-01-01,0,0.0,25.0,0
+2021-05-02,155,W,2100-01-01,0,0.0,26.0,0
+2021-05-03,155,W,2100-01-01,0,0.0,27.0,0
+2021-05-04,155,W,2100-01-01,0,0.0,27.0,0
+2021-05-05,155,W,2100-01-01,0,0.0,27.0,0
+2021-05-06,155,W,2100-01-01,0,0.0,28.0,0
+2021-05-07,155,W,2100-01-01,0,0.0,28.0,0
+2021-05-08,155,W,2100-01-01,0,0.0,26.0,0
+2021-05-09,155,W,2100-01-01,0,0.0,28.0,0
+2021-05-10,155,W,2100-01-01,0,0.0,30.0,0
+2021-05-11,155,W,2100-01-01,0,0.0,29.0,0
+2021-05-12,155,W,2100-01-01,0,0.0,28.0,0
+2021-05-13,155,W,2100-01-01,0,0.0,28.0,0
+2021-05-14,155,W,2100-01-01,0,0.0,29.0,0
+2021-05-15,155,W,2100-01-01,0,0.0,29.0,0
+2021-05-16,155,W,2100-01-01,0,0.0,30.0,0
+2021-05-17,155,W,2100-01-01,0,0.0,32.0,0
+2021-05-18,155,W,2100-01-01,0,0.0,30.0,0
+2021-05-19,155,W,2100-01-01,0,0.0,30.0,0
+2021-05-20,155,W,2100-01-01,0,0.0,30.0,0
+2021-05-21,155,W,2100-01-01,0,0.0,29.0,0
+2021-05-22,155,W,2100-01-01,0,0.0,31.0,0
+2021-05-23,155,W,2100-01-01,0,0.0,31.0,0
+2021-05-24,155,W,2100-01-01,0,0.0,32.0,0
+2021-05-25,155,W,2100-01-01,0,0.0,31.0,0
+2021-05-26,155,W,2100-01-01,0,0.0,32.0,0
+2021-05-27,155,W,2100-01-01,0,0.0,30.0,0
+2021-05-28,155,W,2100-01-01,0,0.0,31.0,0
+2021-05-29,155,W,2100-01-01,0,0.0,31.0,0
+2021-05-30,155,W,2100-01-01,0,0.0,31.0,0
+2021-05-31,155,W,2100-01-01,0,0.0,33.0,0
+2021-06-01,155,W,2100-01-01,0,0.0,32.0,0
+2021-06-02,155,W,2100-01-01,0,0.0,33.0,0
+2021-06-03,155,W,2100-01-01,0,0.0,32.0,0
+2021-06-04,155,W,2100-01-01,0,0.0,33.0,0
+2021-06-05,155,W,2100-01-01,0,0.0,32.0,0
+2021-06-06,155,W,2100-01-01,0,0.0,33.0,0
+2021-06-07,155,W,2100-01-01,0,0.0,34.0,0
+2021-06-08,155,W,2100-01-01,0,0.0,34.0,0
+2021-06-09,155,W,2100-01-01,0,0.0,35.0,0
+2021-06-10,155,W,2100-01-01,0,0.0,34.0,0
+2021-06-11,155,W,2100-01-01,0,0.0,34.0,0
+2021-06-12,155,W,2100-01-01,0,0.0,36.0,0
+2021-06-13,155,W,2100-01-01,0,0.0,35.0,0
+2021-06-14,155,W,2100-01-01,0,0.0,35.0,0
+2021-06-15,155,W,2100-01-01,0,0.0,36.0,0
+2021-06-16,155,W,2100-01-01,0,0.0,36.0,0
+2021-06-17,155,W,2100-01-01,0,0.0,35.0,0
+2021-06-18,155,W,2100-01-01,0,0.0,36.0,0
+2021-06-19,155,W,2100-01-01,0,0.0,37.0,0
+2021-06-20,155,W,2100-01-01,0,0.0,36.0,0
+2021-06-21,155,W,2100-01-01,0,0.0,37.0,0
+2021-06-22,155,W,2100-01-01,0,0.0,37.0,0
+2021-06-23,155,W,2100-01-01,0,0.0,37.0,0
+2021-06-24,155,W,2100-01-01,0,0.0,36.0,0
+2021-06-25,155,W,2100-01-01,0,0.0,38.0,0
+2021-06-26,155,W,2100-01-01,0,0.0,37.0,0
+2021-06-27,155,W,2100-01-01,0,0.0,38.0,0
+2021-06-28,155,W,2100-01-01,0,0.0,37.0,0
+2021-06-29,155,W,2100-01-01,0,0.0,38.0,0
+2021-06-30,155,W,2100-01-01,0,0.0,38.0,0
+2021-07-01,155,W,2100-01-01,0,0.0,38.0,0
+2021-07-02,155,W,2100-01-01,0,0.0,39.0,0
+2021-07-03,155,W,2100-01-01,0,0.0,38.0,0
+2021-07-04,155,W,2100-01-01,0,0.0,40.0,0
+2021-07-05,155,W,2100-01-01,0,0.0,40.0,0
+2021-07-06,155,W,2100-01-01,0,0.0,40.0,0
+2021-07-07,155,W,2100-01-01,0,0.0,41.0,0
+2021-07-08,155,W,2100-01-01,0,0.0,40.0,0
+2021-07-09,155,W,2100-01-01,0,0.0,41.0,0
+2021-07-10,155,W,2100-01-01,0,0.0,38.0,0
+2021-07-11,155,W,2100-01-01,0,0.0,40.0,0
+2021-07-12,155,W,2100-01-01,0,0.0,41.0,0
+2021-07-13,155,W,2100-01-01,0,0.0,41.0,0
+2021-07-14,155,W,2100-01-01,0,0.0,42.0,0
+2021-07-15,155,W,2100-01-01,0,0.0,42.0,0
+2021-07-16,155,W,2100-01-01,0,0.0,41.0,0
+2021-07-17,155,W,2100-01-01,0,0.0,41.0,0
+2021-07-18,155,W,2100-01-01,0,0.0,41.0,0
+2021-07-19,155,W,2100-01-01,0,0.0,43.0,0
+2021-07-20,155,W,2100-01-01,0,0.0,43.0,0
+2021-07-21,155,W,2100-01-01,0,0.0,43.0,0
+2021-07-22,155,W,2100-01-01,0,0.0,42.0,0
+2021-07-23,155,W,2100-01-01,0,0.0,44.0,0
+2021-07-24,155,W,2100-01-01,0,0.0,43.0,0
+2021-07-25,155,W,2100-01-01,0,0.0,44.0,0
+2021-07-26,155,W,2100-01-01,0,0.0,46.0,0
+2021-07-27,155,W,2100-01-01,0,0.0,45.0,0
+2021-07-28,155,W,2100-01-01,0,0.0,43.0,0
+2021-07-29,155,W,2100-01-01,0,0.0,44.0,0
+2021-07-30,155,W,2100-01-01,0,0.0,45.0,0
+2021-07-31,155,W,2100-01-01,0,0.0,45.0,0
+2021-05-01,156,W,2021-06-04,1,0.0,26.0,0
+2021-05-02,156,W,2021-06-04,1,0.0,27.0,0
+2021-05-03,156,W,2021-06-04,1,0.0,26.0,0
+2021-05-04,156,W,2021-06-04,1,0.0,27.0,0
+2021-05-05,156,W,2021-06-04,1,0.0,26.0,0
+2021-05-06,156,W,2021-06-04,1,0.0,27.0,0
+2021-05-07,156,W,2021-06-04,1,0.0,27.0,0
+2021-05-08,156,W,2021-06-04,1,0.0,26.0,0
+2021-05-09,156,W,2021-06-04,1,0.0,26.0,0
+2021-05-10,156,W,2021-06-04,1,0.0,29.0,0
+2021-05-11,156,W,2021-06-04,1,0.0,27.0,0
+2021-05-12,156,W,2021-06-04,1,0.0,27.0,0
+2021-05-13,156,W,2021-06-04,1,0.0,26.0,0
+2021-05-14,156,W,2021-06-04,1,0.0,27.0,0
+2021-05-15,156,W,2021-06-04,1,0.0,27.0,0
+2021-05-16,156,W,2021-06-04,1,0.0,27.0,0
+2021-05-17,156,W,2021-06-04,1,0.0,30.0,0
+2021-05-18,156,W,2021-06-04,1,0.0,29.0,0
+2021-05-19,156,W,2021-06-04,1,0.0,28.0,0
+2021-05-20,156,W,2021-06-04,1,0.0,30.0,0
+2021-05-21,156,W,2021-06-04,1,0.0,29.0,0
+2021-05-22,156,W,2021-06-04,1,0.0,29.0,0
+2021-05-23,156,W,2021-06-04,1,0.0,30.0,0
+2021-05-24,156,W,2021-06-04,1,0.0,30.0,0
+2021-05-25,156,W,2021-06-04,1,0.0,30.0,0
+2021-05-26,156,W,2021-06-04,1,0.0,30.0,0
+2021-05-27,156,W,2021-06-04,1,0.0,30.0,0
+2021-05-28,156,W,2021-06-04,1,0.0,31.0,0
+2021-05-29,156,W,2021-06-04,1,0.0,29.0,0
+2021-05-30,156,W,2021-06-04,1,0.0,30.0,0
+2021-05-31,156,W,2021-06-04,1,0.0,31.0,0
+2021-06-01,156,W,2021-06-04,1,0.0,32.0,0
+2021-06-02,156,W,2021-06-04,1,0.0,32.0,0
+2021-06-03,156,W,2021-06-04,1,0.0,32.0,0
+2021-06-04,156,W,2021-06-04,1,0.0,32.0,1
+2021-06-05,156,W,2021-06-04,1,0.32464580623825157,32.0,1
+2021-06-06,156,W,2021-06-04,1,0.6492916124765102,33.0,1
+2021-06-07,156,W,2021-06-04,1,0.9739374187147618,33.0,1
+2021-06-08,156,W,2021-06-04,1,1.2985832249530205,35.0,1
+2021-06-09,156,W,2021-06-04,1,1.623229031191272,34.0,1
+2021-06-10,156,W,2021-06-04,1,1.623229031191272,34.0,1
+2021-06-11,156,W,2021-06-04,1,1.623229031191272,34.0,1
+2021-06-12,156,W,2021-06-04,1,1.623229031191272,35.0,1
+2021-06-13,156,W,2021-06-04,1,1.623229031191272,33.0,1
+2021-06-14,156,W,2021-06-04,1,1.623229031191272,36.0,1
+2021-06-15,156,W,2021-06-04,1,1.623229031191272,37.0,1
+2021-06-16,156,W,2021-06-04,1,1.623229031191272,36.0,1
+2021-06-17,156,W,2021-06-04,1,1.623229031191272,37.0,1
+2021-06-18,156,W,2021-06-04,1,1.623229031191272,36.0,1
+2021-06-19,156,W,2021-06-04,1,1.623229031191272,37.0,1
+2021-06-20,156,W,2021-06-04,1,1.623229031191272,37.0,1
+2021-06-21,156,W,2021-06-04,1,1.623229031191272,37.0,1
+2021-06-22,156,W,2021-06-04,1,1.623229031191272,37.0,1
+2021-06-23,156,W,2021-06-04,1,1.623229031191272,37.0,1
+2021-06-24,156,W,2021-06-04,1,1.623229031191272,38.0,1
+2021-06-25,156,W,2021-06-04,1,1.623229031191272,37.0,1
+2021-06-26,156,W,2021-06-04,1,1.623229031191272,37.0,1
+2021-06-27,156,W,2021-06-04,1,1.623229031191272,37.0,1
+2021-06-28,156,W,2021-06-04,1,1.623229031191272,38.0,1
+2021-06-29,156,W,2021-06-04,1,1.623229031191272,39.0,1
+2021-06-30,156,W,2021-06-04,1,1.623229031191272,38.0,1
+2021-07-01,156,W,2021-06-04,1,1.623229031191272,40.0,1
+2021-07-02,156,W,2021-06-04,1,1.623229031191272,41.0,1
+2021-07-03,156,W,2021-06-04,1,1.623229031191272,38.0,1
+2021-07-04,156,W,2021-06-04,1,1.623229031191272,40.0,1
+2021-07-05,156,W,2021-06-04,1,1.623229031191272,40.0,1
+2021-07-06,156,W,2021-06-04,1,1.623229031191272,42.0,1
+2021-07-07,156,W,2021-06-04,1,1.623229031191272,42.0,1
+2021-07-08,156,W,2021-06-04,1,1.623229031191272,40.0,1
+2021-07-09,156,W,2021-06-04,1,1.623229031191272,40.0,1
+2021-07-10,156,W,2021-06-04,1,1.623229031191272,39.0,1
+2021-07-11,156,W,2021-06-04,1,1.623229031191272,40.0,1
+2021-07-12,156,W,2021-06-04,1,1.623229031191272,42.0,1
+2021-07-13,156,W,2021-06-04,1,1.623229031191272,42.0,1
+2021-07-14,156,W,2021-06-04,1,1.623229031191272,42.0,1
+2021-07-15,156,W,2021-06-04,1,1.623229031191272,43.0,1
+2021-07-16,156,W,2021-06-04,1,1.623229031191272,42.0,1
+2021-07-17,156,W,2021-06-04,1,1.623229031191272,43.0,1
+2021-07-18,156,W,2021-06-04,1,1.623229031191272,41.0,1
+2021-07-19,156,W,2021-06-04,1,1.623229031191272,43.0,1
+2021-07-20,156,W,2021-06-04,1,1.623229031191272,43.0,1
+2021-07-21,156,W,2021-06-04,1,1.623229031191272,42.0,1
+2021-07-22,156,W,2021-06-04,1,1.623229031191272,43.0,1
+2021-07-23,156,W,2021-06-04,1,1.623229031191272,44.0,1
+2021-07-24,156,W,2021-06-04,1,1.623229031191272,44.0,1
+2021-07-25,156,W,2021-06-04,1,1.623229031191272,41.0,1
+2021-07-26,156,W,2021-06-04,1,1.623229031191272,45.0,1
+2021-07-27,156,W,2021-06-04,1,1.623229031191272,45.0,1
+2021-07-28,156,W,2021-06-04,1,1.623229031191272,44.0,1
+2021-07-29,156,W,2021-06-04,1,1.623229031191272,45.0,1
+2021-07-30,156,W,2021-06-04,1,1.623229031191272,45.0,1
+2021-07-31,156,W,2021-06-04,1,1.623229031191272,44.0,1
+2021-05-01,157,E,2021-06-20,1,0.0,13.0,0
+2021-05-02,157,E,2021-06-20,1,0.0,14.0,0
+2021-05-03,157,E,2021-06-20,1,0.0,14.0,0
+2021-05-04,157,E,2021-06-20,1,0.0,13.0,0
+2021-05-05,157,E,2021-06-20,1,0.0,15.0,0
+2021-05-06,157,E,2021-06-20,1,0.0,14.0,0
+2021-05-07,157,E,2021-06-20,1,0.0,14.0,0
+2021-05-08,157,E,2021-06-20,1,0.0,14.0,0
+2021-05-09,157,E,2021-06-20,1,0.0,16.0,0
+2021-05-10,157,E,2021-06-20,1,0.0,17.0,0
+2021-05-11,157,E,2021-06-20,1,0.0,16.0,0
+2021-05-12,157,E,2021-06-20,1,0.0,16.0,0
+2021-05-13,157,E,2021-06-20,1,0.0,16.0,0
+2021-05-14,157,E,2021-06-20,1,0.0,16.0,0
+2021-05-15,157,E,2021-06-20,1,0.0,17.0,0
+2021-05-16,157,E,2021-06-20,1,0.0,17.0,0
+2021-05-17,157,E,2021-06-20,1,0.0,19.0,0
+2021-05-18,157,E,2021-06-20,1,0.0,20.0,0
+2021-05-19,157,E,2021-06-20,1,0.0,19.0,0
+2021-05-20,157,E,2021-06-20,1,0.0,19.0,0
+2021-05-21,157,E,2021-06-20,1,0.0,19.0,0
+2021-05-22,157,E,2021-06-20,1,0.0,19.0,0
+2021-05-23,157,E,2021-06-20,1,0.0,20.0,0
+2021-05-24,157,E,2021-06-20,1,0.0,21.0,0
+2021-05-25,157,E,2021-06-20,1,0.0,22.0,0
+2021-05-26,157,E,2021-06-20,1,0.0,21.0,0
+2021-05-27,157,E,2021-06-20,1,0.0,21.0,0
+2021-05-28,157,E,2021-06-20,1,0.0,22.0,0
+2021-05-29,157,E,2021-06-20,1,0.0,20.0,0
+2021-05-30,157,E,2021-06-20,1,0.0,21.0,0
+2021-05-31,157,E,2021-06-20,1,0.0,23.0,0
+2021-06-01,157,E,2021-06-20,1,0.0,23.0,0
+2021-06-02,157,E,2021-06-20,1,0.0,24.0,0
+2021-06-03,157,E,2021-06-20,1,0.0,23.0,0
+2021-06-04,157,E,2021-06-20,1,0.0,21.0,0
+2021-06-05,157,E,2021-06-20,1,0.0,24.0,0
+2021-06-06,157,E,2021-06-20,1,0.0,24.0,0
+2021-06-07,157,E,2021-06-20,1,0.0,23.0,0
+2021-06-08,157,E,2021-06-20,1,0.0,26.0,0
+2021-06-09,157,E,2021-06-20,1,0.0,25.0,0
+2021-06-10,157,E,2021-06-20,1,0.0,25.0,0
+2021-06-11,157,E,2021-06-20,1,0.0,26.0,0
+2021-06-12,157,E,2021-06-20,1,0.0,25.0,0
+2021-06-13,157,E,2021-06-20,1,0.0,26.0,0
+2021-06-14,157,E,2021-06-20,1,0.0,27.0,0
+2021-06-15,157,E,2021-06-20,1,0.0,26.0,0
+2021-06-16,157,E,2021-06-20,1,0.0,27.0,0
+2021-06-17,157,E,2021-06-20,1,0.0,28.0,0
+2021-06-18,157,E,2021-06-20,1,0.0,29.0,0
+2021-06-19,157,E,2021-06-20,1,0.0,28.0,0
+2021-06-20,157,E,2021-06-20,1,0.0,28.0,1
+2021-06-21,157,E,2021-06-20,1,0.005697912991113441,29.0,1
+2021-06-22,157,E,2021-06-20,1,0.011395825982223329,29.0,1
+2021-06-23,157,E,2021-06-20,1,0.01709373897333677,28.0,1
+2021-06-24,157,E,2021-06-20,1,0.02279165196445021,30.0,1
+2021-06-25,157,E,2021-06-20,1,0.0284895649555601,30.0,1
+2021-06-26,157,E,2021-06-20,1,0.0284895649555601,29.0,1
+2021-06-27,157,E,2021-06-20,1,0.0284895649555601,30.0,1
+2021-06-28,157,E,2021-06-20,1,0.0284895649555601,31.0,1
+2021-06-29,157,E,2021-06-20,1,0.0284895649555601,31.0,1
+2021-06-30,157,E,2021-06-20,1,0.0284895649555601,32.0,1
+2021-07-01,157,E,2021-06-20,1,0.02848956495556365,32.0,1
+2021-07-02,157,E,2021-06-20,1,0.0284895649555601,31.0,1
+2021-07-03,157,E,2021-06-20,1,0.0284895649555601,32.0,1
+2021-07-04,157,E,2021-06-20,1,0.02848956495556365,32.0,1
+2021-07-05,157,E,2021-06-20,1,0.02848956495556365,33.0,1
+2021-07-06,157,E,2021-06-20,1,0.02848956495556365,32.0,1
+2021-07-07,157,E,2021-06-20,1,0.02848956495556365,35.0,1
+2021-07-08,157,E,2021-06-20,1,0.02848956495556365,32.0,1
+2021-07-09,157,E,2021-06-20,1,0.02848956495556365,35.0,1
+2021-07-10,157,E,2021-06-20,1,0.02848956495556365,32.0,1
+2021-07-11,157,E,2021-06-20,1,0.02848956495556365,35.0,1
+2021-07-12,157,E,2021-06-20,1,0.02848956495556365,35.0,1
+2021-07-13,157,E,2021-06-20,1,0.02848956495556365,35.0,1
+2021-07-14,157,E,2021-06-20,1,0.02848956495556365,37.0,1
+2021-07-15,157,E,2021-06-20,1,0.02848956495556365,36.0,1
+2021-07-16,157,E,2021-06-20,1,0.02848956495556365,34.0,1
+2021-07-17,157,E,2021-06-20,1,0.02848956495556365,37.0,1
+2021-07-18,157,E,2021-06-20,1,0.02848956495556365,37.0,1
+2021-07-19,157,E,2021-06-20,1,0.02848956495556365,38.0,1
+2021-07-20,157,E,2021-06-20,1,0.02848956495556365,37.0,1
+2021-07-21,157,E,2021-06-20,1,0.02848956495556365,37.0,1
+2021-07-22,157,E,2021-06-20,1,0.02848956495556365,36.0,1
+2021-07-23,157,E,2021-06-20,1,0.02848956495556365,39.0,1
+2021-07-24,157,E,2021-06-20,1,0.02848956495556365,39.0,1
+2021-07-25,157,E,2021-06-20,1,0.02848956495556365,38.0,1
+2021-07-26,157,E,2021-06-20,1,0.02848956495556365,40.0,1
+2021-07-27,157,E,2021-06-20,1,0.02848956495556365,40.0,1
+2021-07-28,157,E,2021-06-20,1,0.02848956495556365,40.0,1
+2021-07-29,157,E,2021-06-20,1,0.02848956495556365,41.0,1
+2021-07-30,157,E,2021-06-20,1,0.02848956495556365,39.0,1
+2021-07-31,157,E,2021-06-20,1,0.02848956495556365,38.0,1
+2021-05-01,158,E,2021-05-15,1,0.0,17.0,0
+2021-05-02,158,E,2021-05-15,1,0.0,18.0,0
+2021-05-03,158,E,2021-05-15,1,0.0,20.0,0
+2021-05-04,158,E,2021-05-15,1,0.0,18.0,0
+2021-05-05,158,E,2021-05-15,1,0.0,19.0,0
+2021-05-06,158,E,2021-05-15,1,0.0,19.0,0
+2021-05-07,158,E,2021-05-15,1,0.0,19.0,0
+2021-05-08,158,E,2021-05-15,1,0.0,20.0,0
+2021-05-09,158,E,2021-05-15,1,0.0,20.0,0
+2021-05-10,158,E,2021-05-15,1,0.0,21.0,0
+2021-05-11,158,E,2021-05-15,1,0.0,21.0,0
+2021-05-12,158,E,2021-05-15,1,0.0,21.0,0
+2021-05-13,158,E,2021-05-15,1,0.0,21.0,0
+2021-05-14,158,E,2021-05-15,1,0.0,21.0,0
+2021-05-15,158,E,2021-05-15,1,0.0,22.0,1
+2021-05-16,158,E,2021-05-15,1,0.7526220203571121,22.0,1
+2021-05-17,158,E,2021-05-15,1,1.5052440407142242,26.0,1
+2021-05-18,158,E,2021-05-15,1,2.2578660610713364,26.0,1
+2021-05-19,158,E,2021-05-15,1,3.010488081428445,26.0,1
+2021-05-20,158,E,2021-05-15,1,3.763110101785557,26.0,1
+2021-05-21,158,E,2021-05-15,1,3.763110101785557,27.0,1
+2021-05-22,158,E,2021-05-15,1,3.763110101785557,26.0,1
+2021-05-23,158,E,2021-05-15,1,3.763110101785557,29.0,1
+2021-05-24,158,E,2021-05-15,1,3.763110101785557,30.0,1
+2021-05-25,158,E,2021-05-15,1,3.763110101785557,28.0,1
+2021-05-26,158,E,2021-05-15,1,3.763110101785557,29.0,1
+2021-05-27,158,E,2021-05-15,1,3.763110101785557,30.0,1
+2021-05-28,158,E,2021-05-15,1,3.763110101785557,29.0,1
+2021-05-29,158,E,2021-05-15,1,3.763110101785557,28.0,1
+2021-05-30,158,E,2021-05-15,1,3.763110101785557,29.0,1
+2021-05-31,158,E,2021-05-15,1,3.763110101785557,30.0,1
+2021-06-01,158,E,2021-05-15,1,3.763110101785557,30.0,1
+2021-06-02,158,E,2021-05-15,1,3.763110101785557,31.0,1
+2021-06-03,158,E,2021-05-15,1,3.763110101785557,30.0,1
+2021-06-04,158,E,2021-05-15,1,3.763110101785557,30.0,1
+2021-06-05,158,E,2021-05-15,1,3.763110101785557,33.0,1
+2021-06-06,158,E,2021-05-15,1,3.763110101785557,31.0,1
+2021-06-07,158,E,2021-05-15,1,3.763110101785557,32.0,1
+2021-06-08,158,E,2021-05-15,1,3.763110101785557,33.0,1
+2021-06-09,158,E,2021-05-15,1,3.763110101785557,33.0,1
+2021-06-10,158,E,2021-05-15,1,3.763110101785557,34.0,1
+2021-06-11,158,E,2021-05-15,1,3.763110101785557,32.0,1
+2021-06-12,158,E,2021-05-15,1,3.763110101785557,35.0,1
+2021-06-13,158,E,2021-05-15,1,3.763110101785557,33.0,1
+2021-06-14,158,E,2021-05-15,1,3.763110101785557,34.0,1
+2021-06-15,158,E,2021-05-15,1,3.763110101785557,37.0,1
+2021-06-16,158,E,2021-05-15,1,3.763110101785557,35.0,1
+2021-06-17,158,E,2021-05-15,1,3.763110101785557,36.0,1
+2021-06-18,158,E,2021-05-15,1,3.763110101785557,35.0,1
+2021-06-19,158,E,2021-05-15,1,3.763110101785557,35.0,1
+2021-06-20,158,E,2021-05-15,1,3.763110101785557,37.0,1
+2021-06-21,158,E,2021-05-15,1,3.763110101785557,36.0,1
+2021-06-22,158,E,2021-05-15,1,3.763110101785557,36.0,1
+2021-06-23,158,E,2021-05-15,1,3.763110101785557,39.0,1
+2021-06-24,158,E,2021-05-15,1,3.763110101785557,38.0,1
+2021-06-25,158,E,2021-05-15,1,3.763110101785557,37.0,1
+2021-06-26,158,E,2021-05-15,1,3.763110101785557,37.0,1
+2021-06-27,158,E,2021-05-15,1,3.763110101785557,38.0,1
+2021-06-28,158,E,2021-05-15,1,3.763110101785557,39.0,1
+2021-06-29,158,E,2021-05-15,1,3.763110101785557,40.0,1
+2021-06-30,158,E,2021-05-15,1,3.763110101785557,38.0,1
+2021-07-01,158,E,2021-05-15,1,3.763110101785557,40.0,1
+2021-07-02,158,E,2021-05-15,1,3.763110101785557,41.0,1
+2021-07-03,158,E,2021-05-15,1,3.763110101785557,38.0,1
+2021-07-04,158,E,2021-05-15,1,3.763110101785557,40.0,1
+2021-07-05,158,E,2021-05-15,1,3.763110101785557,42.0,1
+2021-07-06,158,E,2021-05-15,1,3.763110101785557,43.0,1
+2021-07-07,158,E,2021-05-15,1,3.763110101785557,41.0,1
+2021-07-08,158,E,2021-05-15,1,3.763110101785557,42.0,1
+2021-07-09,158,E,2021-05-15,1,3.763110101785557,43.0,1
+2021-07-10,158,E,2021-05-15,1,3.763110101785557,40.0,1
+2021-07-11,158,E,2021-05-15,1,3.763110101785557,40.0,1
+2021-07-12,158,E,2021-05-15,1,3.763110101785557,42.0,1
+2021-07-13,158,E,2021-05-15,1,3.763110101785557,44.0,1
+2021-07-14,158,E,2021-05-15,1,3.763110101785557,44.0,1
+2021-07-15,158,E,2021-05-15,1,3.763110101785557,44.0,1
+2021-07-16,158,E,2021-05-15,1,3.763110101785557,43.0,1
+2021-07-17,158,E,2021-05-15,1,3.763110101785557,45.0,1
+2021-07-18,158,E,2021-05-15,1,3.763110101785557,45.0,1
+2021-07-19,158,E,2021-05-15,1,3.763110101785557,46.0,1
+2021-07-20,158,E,2021-05-15,1,3.763110101785557,46.0,1
+2021-07-21,158,E,2021-05-15,1,3.763110101785557,45.0,1
+2021-07-22,158,E,2021-05-15,1,3.763110101785557,46.0,1
+2021-07-23,158,E,2021-05-15,1,3.763110101785557,47.0,1
+2021-07-24,158,E,2021-05-15,1,3.763110101785557,47.0,1
+2021-07-25,158,E,2021-05-15,1,3.763110101785557,46.0,1
+2021-07-26,158,E,2021-05-15,1,3.763110101785557,48.0,1
+2021-07-27,158,E,2021-05-15,1,3.763110101785557,49.0,1
+2021-07-28,158,E,2021-05-15,1,3.763110101785557,49.0,1
+2021-07-29,158,E,2021-05-15,1,3.763110101785557,47.0,1
+2021-07-30,158,E,2021-05-15,1,3.763110101785557,49.0,1
+2021-07-31,158,E,2021-05-15,1,3.763110101785557,48.0,1
+2021-05-01,159,S,2021-06-04,1,0.0,49.0,0
+2021-05-02,159,S,2021-06-04,1,0.0,49.0,0
+2021-05-03,159,S,2021-06-04,1,0.0,48.0,0
+2021-05-04,159,S,2021-06-04,1,0.0,49.0,0
+2021-05-05,159,S,2021-06-04,1,0.0,49.0,0
+2021-05-06,159,S,2021-06-04,1,0.0,50.0,0
+2021-05-07,159,S,2021-06-04,1,0.0,50.0,0
+2021-05-08,159,S,2021-06-04,1,0.0,48.0,0
+2021-05-09,159,S,2021-06-04,1,0.0,50.0,0
+2021-05-10,159,S,2021-06-04,1,0.0,49.0,0
+2021-05-11,159,S,2021-06-04,1,0.0,49.0,0
+2021-05-12,159,S,2021-06-04,1,0.0,49.0,0
+2021-05-13,159,S,2021-06-04,1,0.0,48.0,0
+2021-05-14,159,S,2021-06-04,1,0.0,48.0,0
+2021-05-15,159,S,2021-06-04,1,0.0,48.0,0
+2021-05-16,159,S,2021-06-04,1,0.0,48.0,0
+2021-05-17,159,S,2021-06-04,1,0.0,52.0,0
+2021-05-18,159,S,2021-06-04,1,0.0,49.0,0
+2021-05-19,159,S,2021-06-04,1,0.0,47.0,0
+2021-05-20,159,S,2021-06-04,1,0.0,49.0,0
+2021-05-21,159,S,2021-06-04,1,0.0,50.0,0
+2021-05-22,159,S,2021-06-04,1,0.0,49.0,0
+2021-05-23,159,S,2021-06-04,1,0.0,49.0,0
+2021-05-24,159,S,2021-06-04,1,0.0,48.0,0
+2021-05-25,159,S,2021-06-04,1,0.0,50.0,0
+2021-05-26,159,S,2021-06-04,1,0.0,49.0,0
+2021-05-27,159,S,2021-06-04,1,0.0,49.0,0
+2021-05-28,159,S,2021-06-04,1,0.0,49.0,0
+2021-05-29,159,S,2021-06-04,1,0.0,48.0,0
+2021-05-30,159,S,2021-06-04,1,0.0,49.0,0
+2021-05-31,159,S,2021-06-04,1,0.0,49.0,0
+2021-06-01,159,S,2021-06-04,1,0.0,50.0,0
+2021-06-02,159,S,2021-06-04,1,0.0,49.0,0
+2021-06-03,159,S,2021-06-04,1,0.0,49.0,0
+2021-06-04,159,S,2021-06-04,1,0.0,48.0,1
+2021-06-05,159,S,2021-06-04,1,1.0200078258832406,52.0,1
+2021-06-06,159,S,2021-06-04,1,2.040015651766481,51.0,1
+2021-06-07,159,S,2021-06-04,1,3.0600234776497146,52.0,1
+2021-06-08,159,S,2021-06-04,1,4.080031303532955,52.0,1
+2021-06-09,159,S,2021-06-04,1,5.100039129416196,53.0,1
+2021-06-10,159,S,2021-06-04,1,5.100039129416196,54.0,1
+2021-06-11,159,S,2021-06-04,1,5.100039129416196,54.0,1
+2021-06-12,159,S,2021-06-04,1,5.100039129416196,54.0,1
+2021-06-13,159,S,2021-06-04,1,5.100039129416196,54.0,1
+2021-06-14,159,S,2021-06-04,1,5.100039129416196,54.0,1
+2021-06-15,159,S,2021-06-04,1,5.100039129416196,55.0,1
+2021-06-16,159,S,2021-06-04,1,5.100039129416196,54.0,1
+2021-06-17,159,S,2021-06-04,1,5.100039129416196,56.0,1
+2021-06-18,159,S,2021-06-04,1,5.100039129416196,53.0,1
+2021-06-19,159,S,2021-06-04,1,5.100039129416196,53.0,1
+2021-06-20,159,S,2021-06-04,1,5.100039129416196,56.0,1
+2021-06-21,159,S,2021-06-04,1,5.100039129416196,54.0,1
+2021-06-22,159,S,2021-06-04,1,5.100039129416196,55.0,1
+2021-06-23,159,S,2021-06-04,1,5.100039129416196,55.0,1
+2021-06-24,159,S,2021-06-04,1,5.100039129416196,53.0,1
+2021-06-25,159,S,2021-06-04,1,5.100039129416196,55.0,1
+2021-06-26,159,S,2021-06-04,1,5.100039129416196,53.0,1
+2021-06-27,159,S,2021-06-04,1,5.100039129416196,54.0,1
+2021-06-28,159,S,2021-06-04,1,5.100039129416196,54.0,1
+2021-06-29,159,S,2021-06-04,1,5.100039129416196,54.0,1
+2021-06-30,159,S,2021-06-04,1,5.100039129416196,55.0,1
+2021-07-01,159,S,2021-06-04,1,5.100039129416196,55.0,1
+2021-07-02,159,S,2021-06-04,1,5.100039129416196,54.0,1
+2021-07-03,159,S,2021-06-04,1,5.100039129416196,52.0,1
+2021-07-04,159,S,2021-06-04,1,5.100039129416196,54.0,1
+2021-07-05,159,S,2021-06-04,1,5.100039129416196,53.0,1
+2021-07-06,159,S,2021-06-04,1,5.100039129416196,54.0,1
+2021-07-07,159,S,2021-06-04,1,5.100039129416196,54.0,1
+2021-07-08,159,S,2021-06-04,1,5.100039129416196,55.0,1
+2021-07-09,159,S,2021-06-04,1,5.100039129416196,55.0,1
+2021-07-10,159,S,2021-06-04,1,5.100039129416196,52.0,1
+2021-07-11,159,S,2021-06-04,1,5.100039129416196,53.0,1
+2021-07-12,159,S,2021-06-04,1,5.100039129416196,54.0,1
+2021-07-13,159,S,2021-06-04,1,5.100039129416196,54.0,1
+2021-07-14,159,S,2021-06-04,1,5.100039129416196,54.0,1
+2021-07-15,159,S,2021-06-04,1,5.100039129416196,54.0,1
+2021-07-16,159,S,2021-06-04,1,5.100039129416196,53.0,1
+2021-07-17,159,S,2021-06-04,1,5.100039129416196,54.0,1
+2021-07-18,159,S,2021-06-04,1,5.100039129416196,55.0,1
+2021-07-19,159,S,2021-06-04,1,5.100039129416196,56.0,1
+2021-07-20,159,S,2021-06-04,1,5.100039129416196,53.0,1
+2021-07-21,159,S,2021-06-04,1,5.100039129416196,53.0,1
+2021-07-22,159,S,2021-06-04,1,5.100039129416196,55.0,1
+2021-07-23,159,S,2021-06-04,1,5.100039129416196,56.0,1
+2021-07-24,159,S,2021-06-04,1,5.100039129416196,55.0,1
+2021-07-25,159,S,2021-06-04,1,5.100039129416196,53.0,1
+2021-07-26,159,S,2021-06-04,1,5.100039129416196,56.0,1
+2021-07-27,159,S,2021-06-04,1,5.100039129416196,55.0,1
+2021-07-28,159,S,2021-06-04,1,5.100039129416196,53.0,1
+2021-07-29,159,S,2021-06-04,1,5.100039129416196,53.0,1
+2021-07-30,159,S,2021-06-04,1,5.100039129416196,54.0,1
+2021-07-31,159,S,2021-06-04,1,5.100039129416196,53.0,1
+2021-05-01,160,N,2100-01-01,0,0.0,44.0,0
+2021-05-02,160,N,2100-01-01,0,0.0,45.0,0
+2021-05-03,160,N,2100-01-01,0,0.0,44.0,0
+2021-05-04,160,N,2100-01-01,0,0.0,45.0,0
+2021-05-05,160,N,2100-01-01,0,0.0,44.0,0
+2021-05-06,160,N,2100-01-01,0,0.0,45.0,0
+2021-05-07,160,N,2100-01-01,0,0.0,45.0,0
+2021-05-08,160,N,2100-01-01,0,0.0,45.0,0
+2021-05-09,160,N,2100-01-01,0,0.0,45.0,0
+2021-05-10,160,N,2100-01-01,0,0.0,45.0,0
+2021-05-11,160,N,2100-01-01,0,0.0,47.0,0
+2021-05-12,160,N,2100-01-01,0,0.0,44.0,0
+2021-05-13,160,N,2100-01-01,0,0.0,44.0,0
+2021-05-14,160,N,2100-01-01,0,0.0,44.0,0
+2021-05-15,160,N,2100-01-01,0,0.0,44.0,0
+2021-05-16,160,N,2100-01-01,0,0.0,46.0,0
+2021-05-17,160,N,2100-01-01,0,0.0,47.0,0
+2021-05-18,160,N,2100-01-01,0,0.0,46.0,0
+2021-05-19,160,N,2100-01-01,0,0.0,47.0,0
+2021-05-20,160,N,2100-01-01,0,0.0,46.0,0
+2021-05-21,160,N,2100-01-01,0,0.0,45.0,0
+2021-05-22,160,N,2100-01-01,0,0.0,45.0,0
+2021-05-23,160,N,2100-01-01,0,0.0,46.0,0
+2021-05-24,160,N,2100-01-01,0,0.0,47.0,0
+2021-05-25,160,N,2100-01-01,0,0.0,49.0,0
+2021-05-26,160,N,2100-01-01,0,0.0,46.0,0
+2021-05-27,160,N,2100-01-01,0,0.0,47.0,0
+2021-05-28,160,N,2100-01-01,0,0.0,47.0,0
+2021-05-29,160,N,2100-01-01,0,0.0,47.0,0
+2021-05-30,160,N,2100-01-01,0,0.0,48.0,0
+2021-05-31,160,N,2100-01-01,0,0.0,49.0,0
+2021-06-01,160,N,2100-01-01,0,0.0,47.0,0
+2021-06-02,160,N,2100-01-01,0,0.0,49.0,0
+2021-06-03,160,N,2100-01-01,0,0.0,47.0,0
+2021-06-04,160,N,2100-01-01,0,0.0,48.0,0
+2021-06-05,160,N,2100-01-01,0,0.0,46.0,0
+2021-06-06,160,N,2100-01-01,0,0.0,48.0,0
+2021-06-07,160,N,2100-01-01,0,0.0,48.0,0
+2021-06-08,160,N,2100-01-01,0,0.0,49.0,0
+2021-06-09,160,N,2100-01-01,0,0.0,49.0,0
+2021-06-10,160,N,2100-01-01,0,0.0,48.0,0
+2021-06-11,160,N,2100-01-01,0,0.0,49.0,0
+2021-06-12,160,N,2100-01-01,0,0.0,48.0,0
+2021-06-13,160,N,2100-01-01,0,0.0,48.0,0
+2021-06-14,160,N,2100-01-01,0,0.0,49.0,0
+2021-06-15,160,N,2100-01-01,0,0.0,49.0,0
+2021-06-16,160,N,2100-01-01,0,0.0,48.0,0
+2021-06-17,160,N,2100-01-01,0,0.0,48.0,0
+2021-06-18,160,N,2100-01-01,0,0.0,49.0,0
+2021-06-19,160,N,2100-01-01,0,0.0,50.0,0
+2021-06-20,160,N,2100-01-01,0,0.0,50.0,0
+2021-06-21,160,N,2100-01-01,0,0.0,49.0,0
+2021-06-22,160,N,2100-01-01,0,0.0,49.0,0
+2021-06-23,160,N,2100-01-01,0,0.0,50.0,0
+2021-06-24,160,N,2100-01-01,0,0.0,50.0,0
+2021-06-25,160,N,2100-01-01,0,0.0,50.0,0
+2021-06-26,160,N,2100-01-01,0,0.0,50.0,0
+2021-06-27,160,N,2100-01-01,0,0.0,50.0,0
+2021-06-28,160,N,2100-01-01,0,0.0,50.0,0
+2021-06-29,160,N,2100-01-01,0,0.0,50.0,0
+2021-06-30,160,N,2100-01-01,0,0.0,51.0,0
+2021-07-01,160,N,2100-01-01,0,0.0,52.0,0
+2021-07-02,160,N,2100-01-01,0,0.0,49.0,0
+2021-07-03,160,N,2100-01-01,0,0.0,47.0,0
+2021-07-04,160,N,2100-01-01,0,0.0,50.0,0
+2021-07-05,160,N,2100-01-01,0,0.0,51.0,0
+2021-07-06,160,N,2100-01-01,0,0.0,53.0,0
+2021-07-07,160,N,2100-01-01,0,0.0,52.0,0
+2021-07-08,160,N,2100-01-01,0,0.0,51.0,0
+2021-07-09,160,N,2100-01-01,0,0.0,52.0,0
+2021-07-10,160,N,2100-01-01,0,0.0,50.0,0
+2021-07-11,160,N,2100-01-01,0,0.0,51.0,0
+2021-07-12,160,N,2100-01-01,0,0.0,52.0,0
+2021-07-13,160,N,2100-01-01,0,0.0,52.0,0
+2021-07-14,160,N,2100-01-01,0,0.0,52.0,0
+2021-07-15,160,N,2100-01-01,0,0.0,52.0,0
+2021-07-16,160,N,2100-01-01,0,0.0,52.0,0
+2021-07-17,160,N,2100-01-01,0,0.0,51.0,0
+2021-07-18,160,N,2100-01-01,0,0.0,52.0,0
+2021-07-19,160,N,2100-01-01,0,0.0,53.0,0
+2021-07-20,160,N,2100-01-01,0,0.0,53.0,0
+2021-07-21,160,N,2100-01-01,0,0.0,52.0,0
+2021-07-22,160,N,2100-01-01,0,0.0,52.0,0
+2021-07-23,160,N,2100-01-01,0,0.0,53.0,0
+2021-07-24,160,N,2100-01-01,0,0.0,53.0,0
+2021-07-25,160,N,2100-01-01,0,0.0,53.0,0
+2021-07-26,160,N,2100-01-01,0,0.0,55.0,0
+2021-07-27,160,N,2100-01-01,0,0.0,54.0,0
+2021-07-28,160,N,2100-01-01,0,0.0,52.0,0
+2021-07-29,160,N,2100-01-01,0,0.0,53.0,0
+2021-07-30,160,N,2100-01-01,0,0.0,51.0,0
+2021-07-31,160,N,2100-01-01,0,0.0,53.0,0
+2021-05-01,161,N,2021-06-04,1,0.0,42.0,0
+2021-05-02,161,N,2021-06-04,1,0.0,43.0,0
+2021-05-03,161,N,2021-06-04,1,0.0,44.0,0
+2021-05-04,161,N,2021-06-04,1,0.0,43.0,0
+2021-05-05,161,N,2021-06-04,1,0.0,43.0,0
+2021-05-06,161,N,2021-06-04,1,0.0,44.0,0
+2021-05-07,161,N,2021-06-04,1,0.0,42.0,0
+2021-05-08,161,N,2021-06-04,1,0.0,44.0,0
+2021-05-09,161,N,2021-06-04,1,0.0,43.0,0
+2021-05-10,161,N,2021-06-04,1,0.0,44.0,0
+2021-05-11,161,N,2021-06-04,1,0.0,44.0,0
+2021-05-12,161,N,2021-06-04,1,0.0,44.0,0
+2021-05-13,161,N,2021-06-04,1,0.0,43.0,0
+2021-05-14,161,N,2021-06-04,1,0.0,43.0,0
+2021-05-15,161,N,2021-06-04,1,0.0,42.0,0
+2021-05-16,161,N,2021-06-04,1,0.0,43.0,0
+2021-05-17,161,N,2021-06-04,1,0.0,44.0,0
+2021-05-18,161,N,2021-06-04,1,0.0,45.0,0
+2021-05-19,161,N,2021-06-04,1,0.0,43.0,0
+2021-05-20,161,N,2021-06-04,1,0.0,46.0,0
+2021-05-21,161,N,2021-06-04,1,0.0,45.0,0
+2021-05-22,161,N,2021-06-04,1,0.0,43.0,0
+2021-05-23,161,N,2021-06-04,1,0.0,45.0,0
+2021-05-24,161,N,2021-06-04,1,0.0,46.0,0
+2021-05-25,161,N,2021-06-04,1,0.0,47.0,0
+2021-05-26,161,N,2021-06-04,1,0.0,47.0,0
+2021-05-27,161,N,2021-06-04,1,0.0,45.0,0
+2021-05-28,161,N,2021-06-04,1,0.0,44.0,0
+2021-05-29,161,N,2021-06-04,1,0.0,43.0,0
+2021-05-30,161,N,2021-06-04,1,0.0,44.0,0
+2021-05-31,161,N,2021-06-04,1,0.0,47.0,0
+2021-06-01,161,N,2021-06-04,1,0.0,46.0,0
+2021-06-02,161,N,2021-06-04,1,0.0,48.0,0
+2021-06-03,161,N,2021-06-04,1,0.0,46.0,0
+2021-06-04,161,N,2021-06-04,1,0.0,46.0,1
+2021-06-05,161,N,2021-06-04,1,0.12480144540133864,45.0,1
+2021-06-06,161,N,2021-06-04,1,0.24960289080268439,46.0,1
+2021-06-07,161,N,2021-06-04,1,0.374404336204023,47.0,1
+2021-06-08,161,N,2021-06-04,1,0.49920578160536877,46.0,1
+2021-06-09,161,N,2021-06-04,1,0.6240072270067074,48.0,1
+2021-06-10,161,N,2021-06-04,1,0.6240072270067074,48.0,1
+2021-06-11,161,N,2021-06-04,1,0.6240072270067074,46.0,1
+2021-06-12,161,N,2021-06-04,1,0.6240072270067074,46.0,1
+2021-06-13,161,N,2021-06-04,1,0.6240072270067074,47.0,1
+2021-06-14,161,N,2021-06-04,1,0.6240072270067074,49.0,1
+2021-06-15,161,N,2021-06-04,1,0.6240072270067074,48.0,1
+2021-06-16,161,N,2021-06-04,1,0.6240072270067074,48.0,1
+2021-06-17,161,N,2021-06-04,1,0.6240072270067074,48.0,1
+2021-06-18,161,N,2021-06-04,1,0.6240072270067074,48.0,1
+2021-06-19,161,N,2021-06-04,1,0.6240072270067074,47.0,1
+2021-06-20,161,N,2021-06-04,1,0.6240072270067074,47.0,1
+2021-06-21,161,N,2021-06-04,1,0.6240072270067074,48.0,1
+2021-06-22,161,N,2021-06-04,1,0.6240072270067074,49.0,1
+2021-06-23,161,N,2021-06-04,1,0.6240072270067074,48.0,1
+2021-06-24,161,N,2021-06-04,1,0.6240072270067074,50.0,1
+2021-06-25,161,N,2021-06-04,1,0.6240072270067074,48.0,1
+2021-06-26,161,N,2021-06-04,1,0.6240072270067074,49.0,1
+2021-06-27,161,N,2021-06-04,1,0.6240072270067074,49.0,1
+2021-06-28,161,N,2021-06-04,1,0.6240072270067074,47.0,1
+2021-06-29,161,N,2021-06-04,1,0.6240072270067074,50.0,1
+2021-06-30,161,N,2021-06-04,1,0.6240072270067074,49.0,1
+2021-07-01,161,N,2021-06-04,1,0.6240072270067074,49.0,1
+2021-07-02,161,N,2021-06-04,1,0.6240072270067074,49.0,1
+2021-07-03,161,N,2021-06-04,1,0.6240072270067074,48.0,1
+2021-07-04,161,N,2021-06-04,1,0.6240072270067074,49.0,1
+2021-07-05,161,N,2021-06-04,1,0.6240072270067074,49.0,1
+2021-07-06,161,N,2021-06-04,1,0.6240072270067074,50.0,1
+2021-07-07,161,N,2021-06-04,1,0.6240072270067074,50.0,1
+2021-07-08,161,N,2021-06-04,1,0.6240072270067074,49.0,1
+2021-07-09,161,N,2021-06-04,1,0.6240072270067074,51.0,1
+2021-07-10,161,N,2021-06-04,1,0.6240072270067074,49.0,1
+2021-07-11,161,N,2021-06-04,1,0.6240072270067074,50.0,1
+2021-07-12,161,N,2021-06-04,1,0.6240072270067074,53.0,1
+2021-07-13,161,N,2021-06-04,1,0.6240072270067074,51.0,1
+2021-07-14,161,N,2021-06-04,1,0.6240072270067074,52.0,1
+2021-07-15,161,N,2021-06-04,1,0.6240072270067074,51.0,1
+2021-07-16,161,N,2021-06-04,1,0.6240072270067074,50.0,1
+2021-07-17,161,N,2021-06-04,1,0.6240072270067074,51.0,1
+2021-07-18,161,N,2021-06-04,1,0.6240072270067074,50.0,1
+2021-07-19,161,N,2021-06-04,1,0.6240072270067074,51.0,1
+2021-07-20,161,N,2021-06-04,1,0.6240072270067074,52.0,1
+2021-07-21,161,N,2021-06-04,1,0.6240072270067074,51.0,1
+2021-07-22,161,N,2021-06-04,1,0.6240072270067074,52.0,1
+2021-07-23,161,N,2021-06-04,1,0.6240072270067074,52.0,1
+2021-07-24,161,N,2021-06-04,1,0.6240072270067074,52.0,1
+2021-07-25,161,N,2021-06-04,1,0.6240072270067074,51.0,1
+2021-07-26,161,N,2021-06-04,1,0.6240072270067074,53.0,1
+2021-07-27,161,N,2021-06-04,1,0.6240072270067074,53.0,1
+2021-07-28,161,N,2021-06-04,1,0.6240072270067074,52.0,1
+2021-07-29,161,N,2021-06-04,1,0.6240072270067074,52.0,1
+2021-07-30,161,N,2021-06-04,1,0.6240072270067074,51.0,1
+2021-07-31,161,N,2021-06-04,1,0.6240072270067074,52.0,1
+2021-05-01,162,N,2021-06-20,1,0.0,44.0,0
+2021-05-02,162,N,2021-06-20,1,0.0,46.0,0
+2021-05-03,162,N,2021-06-20,1,0.0,45.0,0
+2021-05-04,162,N,2021-06-20,1,0.0,46.0,0
+2021-05-05,162,N,2021-06-20,1,0.0,47.0,0
+2021-05-06,162,N,2021-06-20,1,0.0,47.0,0
+2021-05-07,162,N,2021-06-20,1,0.0,47.0,0
+2021-05-08,162,N,2021-06-20,1,0.0,46.0,0
+2021-05-09,162,N,2021-06-20,1,0.0,46.0,0
+2021-05-10,162,N,2021-06-20,1,0.0,46.0,0
+2021-05-11,162,N,2021-06-20,1,0.0,47.0,0
+2021-05-12,162,N,2021-06-20,1,0.0,47.0,0
+2021-05-13,162,N,2021-06-20,1,0.0,45.0,0
+2021-05-14,162,N,2021-06-20,1,0.0,45.0,0
+2021-05-15,162,N,2021-06-20,1,0.0,48.0,0
+2021-05-16,162,N,2021-06-20,1,0.0,47.0,0
+2021-05-17,162,N,2021-06-20,1,0.0,49.0,0
+2021-05-18,162,N,2021-06-20,1,0.0,49.0,0
+2021-05-19,162,N,2021-06-20,1,0.0,47.0,0
+2021-05-20,162,N,2021-06-20,1,0.0,48.0,0
+2021-05-21,162,N,2021-06-20,1,0.0,46.0,0
+2021-05-22,162,N,2021-06-20,1,0.0,49.0,0
+2021-05-23,162,N,2021-06-20,1,0.0,48.0,0
+2021-05-24,162,N,2021-06-20,1,0.0,49.0,0
+2021-05-25,162,N,2021-06-20,1,0.0,49.0,0
+2021-05-26,162,N,2021-06-20,1,0.0,49.0,0
+2021-05-27,162,N,2021-06-20,1,0.0,49.0,0
+2021-05-28,162,N,2021-06-20,1,0.0,50.0,0
+2021-05-29,162,N,2021-06-20,1,0.0,48.0,0
+2021-05-30,162,N,2021-06-20,1,0.0,48.0,0
+2021-05-31,162,N,2021-06-20,1,0.0,48.0,0
+2021-06-01,162,N,2021-06-20,1,0.0,48.0,0
+2021-06-02,162,N,2021-06-20,1,0.0,50.0,0
+2021-06-03,162,N,2021-06-20,1,0.0,49.0,0
+2021-06-04,162,N,2021-06-20,1,0.0,49.0,0
+2021-06-05,162,N,2021-06-20,1,0.0,51.0,0
+2021-06-06,162,N,2021-06-20,1,0.0,50.0,0
+2021-06-07,162,N,2021-06-20,1,0.0,48.0,0
+2021-06-08,162,N,2021-06-20,1,0.0,50.0,0
+2021-06-09,162,N,2021-06-20,1,0.0,49.0,0
+2021-06-10,162,N,2021-06-20,1,0.0,50.0,0
+2021-06-11,162,N,2021-06-20,1,0.0,49.0,0
+2021-06-12,162,N,2021-06-20,1,0.0,51.0,0
+2021-06-13,162,N,2021-06-20,1,0.0,50.0,0
+2021-06-14,162,N,2021-06-20,1,0.0,49.0,0
+2021-06-15,162,N,2021-06-20,1,0.0,50.0,0
+2021-06-16,162,N,2021-06-20,1,0.0,50.0,0
+2021-06-17,162,N,2021-06-20,1,0.0,52.0,0
+2021-06-18,162,N,2021-06-20,1,0.0,52.0,0
+2021-06-19,162,N,2021-06-20,1,0.0,51.0,0
+2021-06-20,162,N,2021-06-20,1,0.0,51.0,1
+2021-06-21,162,N,2021-06-20,1,1.8517441786885556,53.0,1
+2021-06-22,162,N,2021-06-20,1,3.703488357377104,57.0,1
+2021-06-23,162,N,2021-06-20,1,5.55523253606566,57.0,1
+2021-06-24,162,N,2021-06-20,1,7.406976714754208,59.0,1
+2021-06-25,162,N,2021-06-20,1,9.258720893442764,60.0,1
+2021-06-26,162,N,2021-06-20,1,9.258720893442764,61.0,1
+2021-06-27,162,N,2021-06-20,1,9.258720893442764,59.0,1
+2021-06-28,162,N,2021-06-20,1,9.258720893442764,60.0,1
+2021-06-29,162,N,2021-06-20,1,9.258720893442764,61.0,1
+2021-06-30,162,N,2021-06-20,1,9.258720893442764,60.0,1
+2021-07-01,162,N,2021-06-20,1,9.258720893442764,60.0,1
+2021-07-02,162,N,2021-06-20,1,9.258720893442764,61.0,1
+2021-07-03,162,N,2021-06-20,1,9.258720893442764,60.0,1
+2021-07-04,162,N,2021-06-20,1,9.258720893442764,61.0,1
+2021-07-05,162,N,2021-06-20,1,9.258720893442764,63.0,1
+2021-07-06,162,N,2021-06-20,1,9.258720893442764,63.0,1
+2021-07-07,162,N,2021-06-20,1,9.258720893442764,63.0,1
+2021-07-08,162,N,2021-06-20,1,9.258720893442764,63.0,1
+2021-07-09,162,N,2021-06-20,1,9.258720893442764,63.0,1
+2021-07-10,162,N,2021-06-20,1,9.258720893442764,61.0,1
+2021-07-11,162,N,2021-06-20,1,9.258720893442764,61.0,1
+2021-07-12,162,N,2021-06-20,1,9.258720893442764,63.0,1
+2021-07-13,162,N,2021-06-20,1,9.258720893442764,63.0,1
+2021-07-14,162,N,2021-06-20,1,9.258720893442764,64.0,1
+2021-07-15,162,N,2021-06-20,1,9.258720893442764,63.0,1
+2021-07-16,162,N,2021-06-20,1,9.258720893442764,62.0,1
+2021-07-17,162,N,2021-06-20,1,9.258720893442764,62.0,1
+2021-07-18,162,N,2021-06-20,1,9.258720893442764,64.0,1
+2021-07-19,162,N,2021-06-20,1,9.258720893442764,63.0,1
+2021-07-20,162,N,2021-06-20,1,9.258720893442764,64.0,1
+2021-07-21,162,N,2021-06-20,1,9.258720893442764,64.0,1
+2021-07-22,162,N,2021-06-20,1,9.258720893442764,63.0,1
+2021-07-23,162,N,2021-06-20,1,9.258720893442764,63.0,1
+2021-07-24,162,N,2021-06-20,1,9.258720893442764,63.0,1
+2021-07-25,162,N,2021-06-20,1,9.258720893442764,62.0,1
+2021-07-26,162,N,2021-06-20,1,9.258720893442757,64.0,1
+2021-07-27,162,N,2021-06-20,1,9.258720893442757,65.0,1
+2021-07-28,162,N,2021-06-20,1,9.258720893442764,62.0,1
+2021-07-29,162,N,2021-06-20,1,9.258720893442764,64.0,1
+2021-07-30,162,N,2021-06-20,1,9.258720893442764,63.0,1
+2021-07-31,162,N,2021-06-20,1,9.258720893442764,65.0,1
+2021-05-01,163,S,2100-01-01,0,0.0,47.0,0
+2021-05-02,163,S,2100-01-01,0,0.0,51.0,0
+2021-05-03,163,S,2100-01-01,0,0.0,49.0,0
+2021-05-04,163,S,2100-01-01,0,0.0,50.0,0
+2021-05-05,163,S,2100-01-01,0,0.0,49.0,0
+2021-05-06,163,S,2100-01-01,0,0.0,50.0,0
+2021-05-07,163,S,2100-01-01,0,0.0,49.0,0
+2021-05-08,163,S,2100-01-01,0,0.0,49.0,0
+2021-05-09,163,S,2100-01-01,0,0.0,50.0,0
+2021-05-10,163,S,2100-01-01,0,0.0,51.0,0
+2021-05-11,163,S,2100-01-01,0,0.0,49.0,0
+2021-05-12,163,S,2100-01-01,0,0.0,49.0,0
+2021-05-13,163,S,2100-01-01,0,0.0,49.0,0
+2021-05-14,163,S,2100-01-01,0,0.0,48.0,0
+2021-05-15,163,S,2100-01-01,0,0.0,49.0,0
+2021-05-16,163,S,2100-01-01,0,0.0,50.0,0
+2021-05-17,163,S,2100-01-01,0,0.0,50.0,0
+2021-05-18,163,S,2100-01-01,0,0.0,49.0,0
+2021-05-19,163,S,2100-01-01,0,0.0,48.0,0
+2021-05-20,163,S,2100-01-01,0,0.0,49.0,0
+2021-05-21,163,S,2100-01-01,0,0.0,49.0,0
+2021-05-22,163,S,2100-01-01,0,0.0,49.0,0
+2021-05-23,163,S,2100-01-01,0,0.0,51.0,0
+2021-05-24,163,S,2100-01-01,0,0.0,51.0,0
+2021-05-25,163,S,2100-01-01,0,0.0,50.0,0
+2021-05-26,163,S,2100-01-01,0,0.0,50.0,0
+2021-05-27,163,S,2100-01-01,0,0.0,50.0,0
+2021-05-28,163,S,2100-01-01,0,0.0,50.0,0
+2021-05-29,163,S,2100-01-01,0,0.0,50.0,0
+2021-05-30,163,S,2100-01-01,0,0.0,50.0,0
+2021-05-31,163,S,2100-01-01,0,0.0,49.0,0
+2021-06-01,163,S,2100-01-01,0,0.0,49.0,0
+2021-06-02,163,S,2100-01-01,0,0.0,49.0,0
+2021-06-03,163,S,2100-01-01,0,0.0,49.0,0
+2021-06-04,163,S,2100-01-01,0,0.0,49.0,0
+2021-06-05,163,S,2100-01-01,0,0.0,49.0,0
+2021-06-06,163,S,2100-01-01,0,0.0,50.0,0
+2021-06-07,163,S,2100-01-01,0,0.0,48.0,0
+2021-06-08,163,S,2100-01-01,0,0.0,50.0,0
+2021-06-09,163,S,2100-01-01,0,0.0,50.0,0
+2021-06-10,163,S,2100-01-01,0,0.0,50.0,0
+2021-06-11,163,S,2100-01-01,0,0.0,50.0,0
+2021-06-12,163,S,2100-01-01,0,0.0,49.0,0
+2021-06-13,163,S,2100-01-01,0,0.0,50.0,0
+2021-06-14,163,S,2100-01-01,0,0.0,50.0,0
+2021-06-15,163,S,2100-01-01,0,0.0,51.0,0
+2021-06-16,163,S,2100-01-01,0,0.0,50.0,0
+2021-06-17,163,S,2100-01-01,0,0.0,51.0,0
+2021-06-18,163,S,2100-01-01,0,0.0,49.0,0
+2021-06-19,163,S,2100-01-01,0,0.0,50.0,0
+2021-06-20,163,S,2100-01-01,0,0.0,50.0,0
+2021-06-21,163,S,2100-01-01,0,0.0,51.0,0
+2021-06-22,163,S,2100-01-01,0,0.0,49.0,0
+2021-06-23,163,S,2100-01-01,0,0.0,51.0,0
+2021-06-24,163,S,2100-01-01,0,0.0,50.0,0
+2021-06-25,163,S,2100-01-01,0,0.0,51.0,0
+2021-06-26,163,S,2100-01-01,0,0.0,50.0,0
+2021-06-27,163,S,2100-01-01,0,0.0,49.0,0
+2021-06-28,163,S,2100-01-01,0,0.0,50.0,0
+2021-06-29,163,S,2100-01-01,0,0.0,50.0,0
+2021-06-30,163,S,2100-01-01,0,0.0,49.0,0
+2021-07-01,163,S,2100-01-01,0,0.0,51.0,0
+2021-07-02,163,S,2100-01-01,0,0.0,49.0,0
+2021-07-03,163,S,2100-01-01,0,0.0,49.0,0
+2021-07-04,163,S,2100-01-01,0,0.0,49.0,0
+2021-07-05,163,S,2100-01-01,0,0.0,50.0,0
+2021-07-06,163,S,2100-01-01,0,0.0,49.0,0
+2021-07-07,163,S,2100-01-01,0,0.0,51.0,0
+2021-07-08,163,S,2100-01-01,0,0.0,48.0,0
+2021-07-09,163,S,2100-01-01,0,0.0,50.0,0
+2021-07-10,163,S,2100-01-01,0,0.0,48.0,0
+2021-07-11,163,S,2100-01-01,0,0.0,48.0,0
+2021-07-12,163,S,2100-01-01,0,0.0,50.0,0
+2021-07-13,163,S,2100-01-01,0,0.0,49.0,0
+2021-07-14,163,S,2100-01-01,0,0.0,52.0,0
+2021-07-15,163,S,2100-01-01,0,0.0,50.0,0
+2021-07-16,163,S,2100-01-01,0,0.0,49.0,0
+2021-07-17,163,S,2100-01-01,0,0.0,49.0,0
+2021-07-18,163,S,2100-01-01,0,0.0,49.0,0
+2021-07-19,163,S,2100-01-01,0,0.0,50.0,0
+2021-07-20,163,S,2100-01-01,0,0.0,49.0,0
+2021-07-21,163,S,2100-01-01,0,0.0,49.0,0
+2021-07-22,163,S,2100-01-01,0,0.0,50.0,0
+2021-07-23,163,S,2100-01-01,0,0.0,49.0,0
+2021-07-24,163,S,2100-01-01,0,0.0,49.0,0
+2021-07-25,163,S,2100-01-01,0,0.0,49.0,0
+2021-07-26,163,S,2100-01-01,0,0.0,50.0,0
+2021-07-27,163,S,2100-01-01,0,0.0,50.0,0
+2021-07-28,163,S,2100-01-01,0,0.0,48.0,0
+2021-07-29,163,S,2100-01-01,0,0.0,50.0,0
+2021-07-30,163,S,2100-01-01,0,0.0,50.0,0
+2021-07-31,163,S,2100-01-01,0,0.0,50.0,0
+2021-05-01,164,E,2100-01-01,0,0.0,12.0,0
+2021-05-02,164,E,2100-01-01,0,0.0,13.0,0
+2021-05-03,164,E,2100-01-01,0,0.0,14.0,0
+2021-05-04,164,E,2100-01-01,0,0.0,12.0,0
+2021-05-05,164,E,2100-01-01,0,0.0,13.0,0
+2021-05-06,164,E,2100-01-01,0,0.0,14.0,0
+2021-05-07,164,E,2100-01-01,0,0.0,14.0,0
+2021-05-08,164,E,2100-01-01,0,0.0,13.0,0
+2021-05-09,164,E,2100-01-01,0,0.0,14.0,0
+2021-05-10,164,E,2100-01-01,0,0.0,16.0,0
+2021-05-11,164,E,2100-01-01,0,0.0,15.0,0
+2021-05-12,164,E,2100-01-01,0,0.0,14.0,0
+2021-05-13,164,E,2100-01-01,0,0.0,15.0,0
+2021-05-14,164,E,2100-01-01,0,0.0,16.0,0
+2021-05-15,164,E,2100-01-01,0,0.0,17.0,0
+2021-05-16,164,E,2100-01-01,0,0.0,16.0,0
+2021-05-17,164,E,2100-01-01,0,0.0,19.0,0
+2021-05-18,164,E,2100-01-01,0,0.0,19.0,0
+2021-05-19,164,E,2100-01-01,0,0.0,15.0,0
+2021-05-20,164,E,2100-01-01,0,0.0,18.0,0
+2021-05-21,164,E,2100-01-01,0,0.0,18.0,0
+2021-05-22,164,E,2100-01-01,0,0.0,19.0,0
+2021-05-23,164,E,2100-01-01,0,0.0,19.0,0
+2021-05-24,164,E,2100-01-01,0,0.0,20.0,0
+2021-05-25,164,E,2100-01-01,0,0.0,20.0,0
+2021-05-26,164,E,2100-01-01,0,0.0,19.0,0
+2021-05-27,164,E,2100-01-01,0,0.0,18.0,0
+2021-05-28,164,E,2100-01-01,0,0.0,21.0,0
+2021-05-29,164,E,2100-01-01,0,0.0,19.0,0
+2021-05-30,164,E,2100-01-01,0,0.0,20.0,0
+2021-05-31,164,E,2100-01-01,0,0.0,22.0,0
+2021-06-01,164,E,2100-01-01,0,0.0,21.0,0
+2021-06-02,164,E,2100-01-01,0,0.0,23.0,0
+2021-06-03,164,E,2100-01-01,0,0.0,23.0,0
+2021-06-04,164,E,2100-01-01,0,0.0,21.0,0
+2021-06-05,164,E,2100-01-01,0,0.0,20.0,0
+2021-06-06,164,E,2100-01-01,0,0.0,24.0,0
+2021-06-07,164,E,2100-01-01,0,0.0,23.0,0
+2021-06-08,164,E,2100-01-01,0,0.0,25.0,0
+2021-06-09,164,E,2100-01-01,0,0.0,25.0,0
+2021-06-10,164,E,2100-01-01,0,0.0,24.0,0
+2021-06-11,164,E,2100-01-01,0,0.0,24.0,0
+2021-06-12,164,E,2100-01-01,0,0.0,24.0,0
+2021-06-13,164,E,2100-01-01,0,0.0,25.0,0
+2021-06-14,164,E,2100-01-01,0,0.0,26.0,0
+2021-06-15,164,E,2100-01-01,0,0.0,27.0,0
+2021-06-16,164,E,2100-01-01,0,0.0,25.0,0
+2021-06-17,164,E,2100-01-01,0,0.0,26.0,0
+2021-06-18,164,E,2100-01-01,0,0.0,26.0,0
+2021-06-19,164,E,2100-01-01,0,0.0,28.0,0
+2021-06-20,164,E,2100-01-01,0,0.0,27.0,0
+2021-06-21,164,E,2100-01-01,0,0.0,29.0,0
+2021-06-22,164,E,2100-01-01,0,0.0,27.0,0
+2021-06-23,164,E,2100-01-01,0,0.0,28.0,0
+2021-06-24,164,E,2100-01-01,0,0.0,29.0,0
+2021-06-25,164,E,2100-01-01,0,0.0,29.0,0
+2021-06-26,164,E,2100-01-01,0,0.0,30.0,0
+2021-06-27,164,E,2100-01-01,0,0.0,30.0,0
+2021-06-28,164,E,2100-01-01,0,0.0,30.0,0
+2021-06-29,164,E,2100-01-01,0,0.0,29.0,0
+2021-06-30,164,E,2100-01-01,0,0.0,30.0,0
+2021-07-01,164,E,2100-01-01,0,0.0,32.0,0
+2021-07-02,164,E,2100-01-01,0,0.0,29.0,0
+2021-07-03,164,E,2100-01-01,0,0.0,30.0,0
+2021-07-04,164,E,2100-01-01,0,0.0,31.0,0
+2021-07-05,164,E,2100-01-01,0,0.0,33.0,0
+2021-07-06,164,E,2100-01-01,0,0.0,32.0,0
+2021-07-07,164,E,2100-01-01,0,0.0,32.0,0
+2021-07-08,164,E,2100-01-01,0,0.0,32.0,0
+2021-07-09,164,E,2100-01-01,0,0.0,33.0,0
+2021-07-10,164,E,2100-01-01,0,0.0,31.0,0
+2021-07-11,164,E,2100-01-01,0,0.0,33.0,0
+2021-07-12,164,E,2100-01-01,0,0.0,32.0,0
+2021-07-13,164,E,2100-01-01,0,0.0,36.0,0
+2021-07-14,164,E,2100-01-01,0,0.0,36.0,0
+2021-07-15,164,E,2100-01-01,0,0.0,35.0,0
+2021-07-16,164,E,2100-01-01,0,0.0,35.0,0
+2021-07-17,164,E,2100-01-01,0,0.0,34.0,0
+2021-07-18,164,E,2100-01-01,0,0.0,35.0,0
+2021-07-19,164,E,2100-01-01,0,0.0,36.0,0
+2021-07-20,164,E,2100-01-01,0,0.0,36.0,0
+2021-07-21,164,E,2100-01-01,0,0.0,37.0,0
+2021-07-22,164,E,2100-01-01,0,0.0,37.0,0
+2021-07-23,164,E,2100-01-01,0,0.0,38.0,0
+2021-07-24,164,E,2100-01-01,0,0.0,38.0,0
+2021-07-25,164,E,2100-01-01,0,0.0,36.0,0
+2021-07-26,164,E,2100-01-01,0,0.0,38.0,0
+2021-07-27,164,E,2100-01-01,0,0.0,40.0,0
+2021-07-28,164,E,2100-01-01,0,0.0,36.0,0
+2021-07-29,164,E,2100-01-01,0,0.0,38.0,0
+2021-07-30,164,E,2100-01-01,0,0.0,39.0,0
+2021-07-31,164,E,2100-01-01,0,0.0,38.0,0
+2021-05-01,165,N,2100-01-01,0,0.0,45.0,0
+2021-05-02,165,N,2100-01-01,0,0.0,44.0,0
+2021-05-03,165,N,2100-01-01,0,0.0,44.0,0
+2021-05-04,165,N,2100-01-01,0,0.0,43.0,0
+2021-05-05,165,N,2100-01-01,0,0.0,44.0,0
+2021-05-06,165,N,2100-01-01,0,0.0,46.0,0
+2021-05-07,165,N,2100-01-01,0,0.0,45.0,0
+2021-05-08,165,N,2100-01-01,0,0.0,44.0,0
+2021-05-09,165,N,2100-01-01,0,0.0,45.0,0
+2021-05-10,165,N,2100-01-01,0,0.0,47.0,0
+2021-05-11,165,N,2100-01-01,0,0.0,44.0,0
+2021-05-12,165,N,2100-01-01,0,0.0,44.0,0
+2021-05-13,165,N,2100-01-01,0,0.0,46.0,0
+2021-05-14,165,N,2100-01-01,0,0.0,44.0,0
+2021-05-15,165,N,2100-01-01,0,0.0,45.0,0
+2021-05-16,165,N,2100-01-01,0,0.0,46.0,0
+2021-05-17,165,N,2100-01-01,0,0.0,47.0,0
+2021-05-18,165,N,2100-01-01,0,0.0,47.0,0
+2021-05-19,165,N,2100-01-01,0,0.0,44.0,0
+2021-05-20,165,N,2100-01-01,0,0.0,47.0,0
+2021-05-21,165,N,2100-01-01,0,0.0,46.0,0
+2021-05-22,165,N,2100-01-01,0,0.0,46.0,0
+2021-05-23,165,N,2100-01-01,0,0.0,46.0,0
+2021-05-24,165,N,2100-01-01,0,0.0,47.0,0
+2021-05-25,165,N,2100-01-01,0,0.0,47.0,0
+2021-05-26,165,N,2100-01-01,0,0.0,48.0,0
+2021-05-27,165,N,2100-01-01,0,0.0,46.0,0
+2021-05-28,165,N,2100-01-01,0,0.0,48.0,0
+2021-05-29,165,N,2100-01-01,0,0.0,47.0,0
+2021-05-30,165,N,2100-01-01,0,0.0,46.0,0
+2021-05-31,165,N,2100-01-01,0,0.0,49.0,0
+2021-06-01,165,N,2100-01-01,0,0.0,49.0,0
+2021-06-02,165,N,2100-01-01,0,0.0,49.0,0
+2021-06-03,165,N,2100-01-01,0,0.0,49.0,0
+2021-06-04,165,N,2100-01-01,0,0.0,47.0,0
+2021-06-05,165,N,2100-01-01,0,0.0,47.0,0
+2021-06-06,165,N,2100-01-01,0,0.0,48.0,0
+2021-06-07,165,N,2100-01-01,0,0.0,49.0,0
+2021-06-08,165,N,2100-01-01,0,0.0,48.0,0
+2021-06-09,165,N,2100-01-01,0,0.0,48.0,0
+2021-06-10,165,N,2100-01-01,0,0.0,48.0,0
+2021-06-11,165,N,2100-01-01,0,0.0,48.0,0
+2021-06-12,165,N,2100-01-01,0,0.0,47.0,0
+2021-06-13,165,N,2100-01-01,0,0.0,48.0,0
+2021-06-14,165,N,2100-01-01,0,0.0,49.0,0
+2021-06-15,165,N,2100-01-01,0,0.0,50.0,0
+2021-06-16,165,N,2100-01-01,0,0.0,50.0,0
+2021-06-17,165,N,2100-01-01,0,0.0,49.0,0
+2021-06-18,165,N,2100-01-01,0,0.0,48.0,0
+2021-06-19,165,N,2100-01-01,0,0.0,48.0,0
+2021-06-20,165,N,2100-01-01,0,0.0,49.0,0
+2021-06-21,165,N,2100-01-01,0,0.0,51.0,0
+2021-06-22,165,N,2100-01-01,0,0.0,49.0,0
+2021-06-23,165,N,2100-01-01,0,0.0,49.0,0
+2021-06-24,165,N,2100-01-01,0,0.0,51.0,0
+2021-06-25,165,N,2100-01-01,0,0.0,51.0,0
+2021-06-26,165,N,2100-01-01,0,0.0,49.0,0
+2021-06-27,165,N,2100-01-01,0,0.0,50.0,0
+2021-06-28,165,N,2100-01-01,0,0.0,50.0,0
+2021-06-29,165,N,2100-01-01,0,0.0,51.0,0
+2021-06-30,165,N,2100-01-01,0,0.0,50.0,0
+2021-07-01,165,N,2100-01-01,0,0.0,50.0,0
+2021-07-02,165,N,2100-01-01,0,0.0,49.0,0
+2021-07-03,165,N,2100-01-01,0,0.0,51.0,0
+2021-07-04,165,N,2100-01-01,0,0.0,51.0,0
+2021-07-05,165,N,2100-01-01,0,0.0,50.0,0
+2021-07-06,165,N,2100-01-01,0,0.0,51.0,0
+2021-07-07,165,N,2100-01-01,0,0.0,52.0,0
+2021-07-08,165,N,2100-01-01,0,0.0,51.0,0
+2021-07-09,165,N,2100-01-01,0,0.0,51.0,0
+2021-07-10,165,N,2100-01-01,0,0.0,50.0,0
+2021-07-11,165,N,2100-01-01,0,0.0,51.0,0
+2021-07-12,165,N,2100-01-01,0,0.0,51.0,0
+2021-07-13,165,N,2100-01-01,0,0.0,50.0,0
+2021-07-14,165,N,2100-01-01,0,0.0,53.0,0
+2021-07-15,165,N,2100-01-01,0,0.0,52.0,0
+2021-07-16,165,N,2100-01-01,0,0.0,52.0,0
+2021-07-17,165,N,2100-01-01,0,0.0,53.0,0
+2021-07-18,165,N,2100-01-01,0,0.0,51.0,0
+2021-07-19,165,N,2100-01-01,0,0.0,52.0,0
+2021-07-20,165,N,2100-01-01,0,0.0,50.0,0
+2021-07-21,165,N,2100-01-01,0,0.0,52.0,0
+2021-07-22,165,N,2100-01-01,0,0.0,52.0,0
+2021-07-23,165,N,2100-01-01,0,0.0,52.0,0
+2021-07-24,165,N,2100-01-01,0,0.0,51.0,0
+2021-07-25,165,N,2100-01-01,0,0.0,52.0,0
+2021-07-26,165,N,2100-01-01,0,0.0,53.0,0
+2021-07-27,165,N,2100-01-01,0,0.0,53.0,0
+2021-07-28,165,N,2100-01-01,0,0.0,52.0,0
+2021-07-29,165,N,2100-01-01,0,0.0,53.0,0
+2021-07-30,165,N,2100-01-01,0,0.0,53.0,0
+2021-07-31,165,N,2100-01-01,0,0.0,52.0,0
+2021-05-01,166,N,2021-06-04,1,0.0,43.0,0
+2021-05-02,166,N,2021-06-04,1,0.0,43.0,0
+2021-05-03,166,N,2021-06-04,1,0.0,45.0,0
+2021-05-04,166,N,2021-06-04,1,0.0,43.0,0
+2021-05-05,166,N,2021-06-04,1,0.0,44.0,0
+2021-05-06,166,N,2021-06-04,1,0.0,43.0,0
+2021-05-07,166,N,2021-06-04,1,0.0,45.0,0
+2021-05-08,166,N,2021-06-04,1,0.0,43.0,0
+2021-05-09,166,N,2021-06-04,1,0.0,43.0,0
+2021-05-10,166,N,2021-06-04,1,0.0,45.0,0
+2021-05-11,166,N,2021-06-04,1,0.0,45.0,0
+2021-05-12,166,N,2021-06-04,1,0.0,44.0,0
+2021-05-13,166,N,2021-06-04,1,0.0,44.0,0
+2021-05-14,166,N,2021-06-04,1,0.0,44.0,0
+2021-05-15,166,N,2021-06-04,1,0.0,44.0,0
+2021-05-16,166,N,2021-06-04,1,0.0,45.0,0
+2021-05-17,166,N,2021-06-04,1,0.0,46.0,0
+2021-05-18,166,N,2021-06-04,1,0.0,46.0,0
+2021-05-19,166,N,2021-06-04,1,0.0,44.0,0
+2021-05-20,166,N,2021-06-04,1,0.0,47.0,0
+2021-05-21,166,N,2021-06-04,1,0.0,46.0,0
+2021-05-22,166,N,2021-06-04,1,0.0,45.0,0
+2021-05-23,166,N,2021-06-04,1,0.0,46.0,0
+2021-05-24,166,N,2021-06-04,1,0.0,47.0,0
+2021-05-25,166,N,2021-06-04,1,0.0,45.0,0
+2021-05-26,166,N,2021-06-04,1,0.0,45.0,0
+2021-05-27,166,N,2021-06-04,1,0.0,45.0,0
+2021-05-28,166,N,2021-06-04,1,0.0,45.0,0
+2021-05-29,166,N,2021-06-04,1,0.0,46.0,0
+2021-05-30,166,N,2021-06-04,1,0.0,46.0,0
+2021-05-31,166,N,2021-06-04,1,0.0,47.0,0
+2021-06-01,166,N,2021-06-04,1,0.0,46.0,0
+2021-06-02,166,N,2021-06-04,1,0.0,47.0,0
+2021-06-03,166,N,2021-06-04,1,0.0,46.0,0
+2021-06-04,166,N,2021-06-04,1,0.0,46.0,1
+2021-06-05,166,N,2021-06-04,1,0.2278829602213861,47.0,1
+2021-06-06,166,N,2021-06-04,1,0.4557659204427793,48.0,1
+2021-06-07,166,N,2021-06-04,1,0.6836488806641654,48.0,1
+2021-06-08,166,N,2021-06-04,1,0.9115318408855586,48.0,1
+2021-06-09,166,N,2021-06-04,1,1.1394148011069447,48.0,1
+2021-06-10,166,N,2021-06-04,1,1.1394148011069447,48.0,1
+2021-06-11,166,N,2021-06-04,1,1.1394148011069447,48.0,1
+2021-06-12,166,N,2021-06-04,1,1.1394148011069447,49.0,1
+2021-06-13,166,N,2021-06-04,1,1.1394148011069447,49.0,1
+2021-06-14,166,N,2021-06-04,1,1.1394148011069447,50.0,1
+2021-06-15,166,N,2021-06-04,1,1.1394148011069447,50.0,1
+2021-06-16,166,N,2021-06-04,1,1.1394148011069447,49.0,1
+2021-06-17,166,N,2021-06-04,1,1.1394148011069447,50.0,1
+2021-06-18,166,N,2021-06-04,1,1.1394148011069447,49.0,1
+2021-06-19,166,N,2021-06-04,1,1.1394148011069447,49.0,1
+2021-06-20,166,N,2021-06-04,1,1.1394148011069447,49.0,1
+2021-06-21,166,N,2021-06-04,1,1.1394148011069447,51.0,1
+2021-06-22,166,N,2021-06-04,1,1.1394148011069447,51.0,1
+2021-06-23,166,N,2021-06-04,1,1.1394148011069447,51.0,1
+2021-06-24,166,N,2021-06-04,1,1.1394148011069447,50.0,1
+2021-06-25,166,N,2021-06-04,1,1.1394148011069447,51.0,1
+2021-06-26,166,N,2021-06-04,1,1.1394148011069447,49.0,1
+2021-06-27,166,N,2021-06-04,1,1.1394148011069447,51.0,1
+2021-06-28,166,N,2021-06-04,1,1.1394148011069447,50.0,1
+2021-06-29,166,N,2021-06-04,1,1.1394148011069447,50.0,1
+2021-06-30,166,N,2021-06-04,1,1.1394148011069447,50.0,1
+2021-07-01,166,N,2021-06-04,1,1.1394148011069447,51.0,1
+2021-07-02,166,N,2021-06-04,1,1.1394148011069447,50.0,1
+2021-07-03,166,N,2021-06-04,1,1.1394148011069447,50.0,1
+2021-07-04,166,N,2021-06-04,1,1.1394148011069447,51.0,1
+2021-07-05,166,N,2021-06-04,1,1.1394148011069447,52.0,1
+2021-07-06,166,N,2021-06-04,1,1.1394148011069447,53.0,1
+2021-07-07,166,N,2021-06-04,1,1.1394148011069447,53.0,1
+2021-07-08,166,N,2021-06-04,1,1.1394148011069447,52.0,1
+2021-07-09,166,N,2021-06-04,1,1.1394148011069447,50.0,1
+2021-07-10,166,N,2021-06-04,1,1.1394148011069447,51.0,1
+2021-07-11,166,N,2021-06-04,1,1.1394148011069447,52.0,1
+2021-07-12,166,N,2021-06-04,1,1.1394148011069447,52.0,1
+2021-07-13,166,N,2021-06-04,1,1.1394148011069447,51.0,1
+2021-07-14,166,N,2021-06-04,1,1.1394148011069447,52.0,1
+2021-07-15,166,N,2021-06-04,1,1.1394148011069447,52.0,1
+2021-07-16,166,N,2021-06-04,1,1.1394148011069447,51.0,1
+2021-07-17,166,N,2021-06-04,1,1.1394148011069447,51.0,1
+2021-07-18,166,N,2021-06-04,1,1.1394148011069447,52.0,1
+2021-07-19,166,N,2021-06-04,1,1.1394148011069447,53.0,1
+2021-07-20,166,N,2021-06-04,1,1.1394148011069447,53.0,1
+2021-07-21,166,N,2021-06-04,1,1.1394148011069447,51.0,1
+2021-07-22,166,N,2021-06-04,1,1.1394148011069447,53.0,1
+2021-07-23,166,N,2021-06-04,1,1.1394148011069447,52.0,1
+2021-07-24,166,N,2021-06-04,1,1.1394148011069447,52.0,1
+2021-07-25,166,N,2021-06-04,1,1.1394148011069447,53.0,1
+2021-07-26,166,N,2021-06-04,1,1.1394148011069447,55.0,1
+2021-07-27,166,N,2021-06-04,1,1.1394148011069447,54.0,1
+2021-07-28,166,N,2021-06-04,1,1.1394148011069447,53.0,1
+2021-07-29,166,N,2021-06-04,1,1.1394148011069447,53.0,1
+2021-07-30,166,N,2021-06-04,1,1.1394148011069447,52.0,1
+2021-07-31,166,N,2021-06-04,1,1.1394148011069447,54.0,1
+2021-05-01,167,E,2021-05-15,1,0.0,18.0,0
+2021-05-02,167,E,2021-05-15,1,0.0,20.0,0
+2021-05-03,167,E,2021-05-15,1,0.0,19.0,0
+2021-05-04,167,E,2021-05-15,1,0.0,19.0,0
+2021-05-05,167,E,2021-05-15,1,0.0,18.0,0
+2021-05-06,167,E,2021-05-15,1,0.0,20.0,0
+2021-05-07,167,E,2021-05-15,1,0.0,20.0,0
+2021-05-08,167,E,2021-05-15,1,0.0,20.0,0
+2021-05-09,167,E,2021-05-15,1,0.0,20.0,0
+2021-05-10,167,E,2021-05-15,1,0.0,21.0,0
+2021-05-11,167,E,2021-05-15,1,0.0,21.0,0
+2021-05-12,167,E,2021-05-15,1,0.0,20.0,0
+2021-05-13,167,E,2021-05-15,1,0.0,21.0,0
+2021-05-14,167,E,2021-05-15,1,0.0,20.0,0
+2021-05-15,167,E,2021-05-15,1,0.0,22.0,1
+2021-05-16,167,E,2021-05-15,1,0.08883672050561131,22.0,1
+2021-05-17,167,E,2021-05-15,1,0.17767344101122262,24.0,1
+2021-05-18,167,E,2021-05-15,1,0.26651016151683393,25.0,1
+2021-05-19,167,E,2021-05-15,1,0.3553468820224417,22.0,1
+2021-05-20,167,E,2021-05-15,1,0.444183602528053,25.0,1
+2021-05-21,167,E,2021-05-15,1,0.444183602528053,25.0,1
+2021-05-22,167,E,2021-05-15,1,0.444183602528053,25.0,1
+2021-05-23,167,E,2021-05-15,1,0.444183602528053,25.0,1
+2021-05-24,167,E,2021-05-15,1,0.444183602528053,26.0,1
+2021-05-25,167,E,2021-05-15,1,0.444183602528053,27.0,1
+2021-05-26,167,E,2021-05-15,1,0.444183602528053,26.0,1
+2021-05-27,167,E,2021-05-15,1,0.444183602528053,27.0,1
+2021-05-28,167,E,2021-05-15,1,0.444183602528053,26.0,1
+2021-05-29,167,E,2021-05-15,1,0.444183602528053,28.0,1
+2021-05-30,167,E,2021-05-15,1,0.444183602528053,28.0,1
+2021-05-31,167,E,2021-05-15,1,0.444183602528053,28.0,1
+2021-06-01,167,E,2021-05-15,1,0.444183602528053,29.0,1
+2021-06-02,167,E,2021-05-15,1,0.444183602528053,30.0,1
+2021-06-03,167,E,2021-05-15,1,0.444183602528053,29.0,1
+2021-06-04,167,E,2021-05-15,1,0.444183602528053,29.0,1
+2021-06-05,167,E,2021-05-15,1,0.444183602528053,29.0,1
+2021-06-06,167,E,2021-05-15,1,0.444183602528053,30.0,1
+2021-06-07,167,E,2021-05-15,1,0.444183602528053,30.0,1
+2021-06-08,167,E,2021-05-15,1,0.444183602528053,30.0,1
+2021-06-09,167,E,2021-05-15,1,0.444183602528053,30.0,1
+2021-06-10,167,E,2021-05-15,1,0.444183602528053,30.0,1
+2021-06-11,167,E,2021-05-15,1,0.444183602528053,31.0,1
+2021-06-12,167,E,2021-05-15,1,0.444183602528053,29.0,1
+2021-06-13,167,E,2021-05-15,1,0.444183602528053,31.0,1
+2021-06-14,167,E,2021-05-15,1,0.44418360252805655,32.0,1
+2021-06-15,167,E,2021-05-15,1,0.44418360252805655,32.0,1
+2021-06-16,167,E,2021-05-15,1,0.44418360252805655,32.0,1
+2021-06-17,167,E,2021-05-15,1,0.44418360252805655,33.0,1
+2021-06-18,167,E,2021-05-15,1,0.44418360252805655,33.0,1
+2021-06-19,167,E,2021-05-15,1,0.44418360252805655,32.0,1
+2021-06-20,167,E,2021-05-15,1,0.44418360252805655,34.0,1
+2021-06-21,167,E,2021-05-15,1,0.44418360252805655,35.0,1
+2021-06-22,167,E,2021-05-15,1,0.44418360252805655,35.0,1
+2021-06-23,167,E,2021-05-15,1,0.44418360252805655,35.0,1
+2021-06-24,167,E,2021-05-15,1,0.44418360252805655,35.0,1
+2021-06-25,167,E,2021-05-15,1,0.44418360252805655,35.0,1
+2021-06-26,167,E,2021-05-15,1,0.44418360252805655,36.0,1
+2021-06-27,167,E,2021-05-15,1,0.44418360252805655,36.0,1
+2021-06-28,167,E,2021-05-15,1,0.44418360252805655,36.0,1
+2021-06-29,167,E,2021-05-15,1,0.44418360252805655,37.0,1
+2021-06-30,167,E,2021-05-15,1,0.44418360252805655,36.0,1
+2021-07-01,167,E,2021-05-15,1,0.44418360252805655,37.0,1
+2021-07-02,167,E,2021-05-15,1,0.44418360252805655,37.0,1
+2021-07-03,167,E,2021-05-15,1,0.44418360252805655,37.0,1
+2021-07-04,167,E,2021-05-15,1,0.44418360252805655,38.0,1
+2021-07-05,167,E,2021-05-15,1,0.44418360252805655,38.0,1
+2021-07-06,167,E,2021-05-15,1,0.44418360252805655,40.0,1
+2021-07-07,167,E,2021-05-15,1,0.44418360252805655,39.0,1
+2021-07-08,167,E,2021-05-15,1,0.44418360252805655,39.0,1
+2021-07-09,167,E,2021-05-15,1,0.44418360252805655,39.0,1
+2021-07-10,167,E,2021-05-15,1,0.44418360252805655,38.0,1
+2021-07-11,167,E,2021-05-15,1,0.44418360252805655,39.0,1
+2021-07-12,167,E,2021-05-15,1,0.44418360252805655,40.0,1
+2021-07-13,167,E,2021-05-15,1,0.44418360252805655,40.0,1
+2021-07-14,167,E,2021-05-15,1,0.44418360252805655,42.0,1
+2021-07-15,167,E,2021-05-15,1,0.44418360252805655,42.0,1
+2021-07-16,167,E,2021-05-15,1,0.44418360252805655,41.0,1
+2021-07-17,167,E,2021-05-15,1,0.44418360252805655,42.0,1
+2021-07-18,167,E,2021-05-15,1,0.44418360252805655,43.0,1
+2021-07-19,167,E,2021-05-15,1,0.44418360252805655,43.0,1
+2021-07-20,167,E,2021-05-15,1,0.44418360252805655,42.0,1
+2021-07-21,167,E,2021-05-15,1,0.44418360252805655,42.0,1
+2021-07-22,167,E,2021-05-15,1,0.44418360252805655,44.0,1
+2021-07-23,167,E,2021-05-15,1,0.44418360252805655,43.0,1
+2021-07-24,167,E,2021-05-15,1,0.44418360252805655,44.0,1
+2021-07-25,167,E,2021-05-15,1,0.44418360252805655,43.0,1
+2021-07-26,167,E,2021-05-15,1,0.44418360252805655,46.0,1
+2021-07-27,167,E,2021-05-15,1,0.44418360252805655,45.0,1
+2021-07-28,167,E,2021-05-15,1,0.44418360252805655,46.0,1
+2021-07-29,167,E,2021-05-15,1,0.44418360252805655,45.0,1
+2021-07-30,167,E,2021-05-15,1,0.44418360252805655,44.0,1
+2021-07-31,167,E,2021-05-15,1,0.44418360252805655,45.0,1
+2021-05-01,168,S,2100-01-01,0,0.0,52.0,0
+2021-05-02,168,S,2100-01-01,0,0.0,52.0,0
+2021-05-03,168,S,2100-01-01,0,0.0,53.0,0
+2021-05-04,168,S,2100-01-01,0,0.0,51.0,0
+2021-05-05,168,S,2100-01-01,0,0.0,53.0,0
+2021-05-06,168,S,2100-01-01,0,0.0,53.0,0
+2021-05-07,168,S,2100-01-01,0,0.0,53.0,0
+2021-05-08,168,S,2100-01-01,0,0.0,52.0,0
+2021-05-09,168,S,2100-01-01,0,0.0,52.0,0
+2021-05-10,168,S,2100-01-01,0,0.0,53.0,0
+2021-05-11,168,S,2100-01-01,0,0.0,52.0,0
+2021-05-12,168,S,2100-01-01,0,0.0,52.0,0
+2021-05-13,168,S,2100-01-01,0,0.0,51.0,0
+2021-05-14,168,S,2100-01-01,0,0.0,52.0,0
+2021-05-15,168,S,2100-01-01,0,0.0,52.0,0
+2021-05-16,168,S,2100-01-01,0,0.0,52.0,0
+2021-05-17,168,S,2100-01-01,0,0.0,53.0,0
+2021-05-18,168,S,2100-01-01,0,0.0,53.0,0
+2021-05-19,168,S,2100-01-01,0,0.0,52.0,0
+2021-05-20,168,S,2100-01-01,0,0.0,53.0,0
+2021-05-21,168,S,2100-01-01,0,0.0,52.0,0
+2021-05-22,168,S,2100-01-01,0,0.0,52.0,0
+2021-05-23,168,S,2100-01-01,0,0.0,52.0,0
+2021-05-24,168,S,2100-01-01,0,0.0,52.0,0
+2021-05-25,168,S,2100-01-01,0,0.0,53.0,0
+2021-05-26,168,S,2100-01-01,0,0.0,52.0,0
+2021-05-27,168,S,2100-01-01,0,0.0,54.0,0
+2021-05-28,168,S,2100-01-01,0,0.0,53.0,0
+2021-05-29,168,S,2100-01-01,0,0.0,53.0,0
+2021-05-30,168,S,2100-01-01,0,0.0,51.0,0
+2021-05-31,168,S,2100-01-01,0,0.0,53.0,0
+2021-06-01,168,S,2100-01-01,0,0.0,52.0,0
+2021-06-02,168,S,2100-01-01,0,0.0,53.0,0
+2021-06-03,168,S,2100-01-01,0,0.0,51.0,0
+2021-06-04,168,S,2100-01-01,0,0.0,52.0,0
+2021-06-05,168,S,2100-01-01,0,0.0,52.0,0
+2021-06-06,168,S,2100-01-01,0,0.0,52.0,0
+2021-06-07,168,S,2100-01-01,0,0.0,53.0,0
+2021-06-08,168,S,2100-01-01,0,0.0,51.0,0
+2021-06-09,168,S,2100-01-01,0,0.0,53.0,0
+2021-06-10,168,S,2100-01-01,0,0.0,52.0,0
+2021-06-11,168,S,2100-01-01,0,0.0,52.0,0
+2021-06-12,168,S,2100-01-01,0,0.0,51.0,0
+2021-06-13,168,S,2100-01-01,0,0.0,52.0,0
+2021-06-14,168,S,2100-01-01,0,0.0,52.0,0
+2021-06-15,168,S,2100-01-01,0,0.0,52.0,0
+2021-06-16,168,S,2100-01-01,0,0.0,52.0,0
+2021-06-17,168,S,2100-01-01,0,0.0,53.0,0
+2021-06-18,168,S,2100-01-01,0,0.0,52.0,0
+2021-06-19,168,S,2100-01-01,0,0.0,54.0,0
+2021-06-20,168,S,2100-01-01,0,0.0,53.0,0
+2021-06-21,168,S,2100-01-01,0,0.0,53.0,0
+2021-06-22,168,S,2100-01-01,0,0.0,52.0,0
+2021-06-23,168,S,2100-01-01,0,0.0,53.0,0
+2021-06-24,168,S,2100-01-01,0,0.0,52.0,0
+2021-06-25,168,S,2100-01-01,0,0.0,54.0,0
+2021-06-26,168,S,2100-01-01,0,0.0,53.0,0
+2021-06-27,168,S,2100-01-01,0,0.0,52.0,0
+2021-06-28,168,S,2100-01-01,0,0.0,51.0,0
+2021-06-29,168,S,2100-01-01,0,0.0,53.0,0
+2021-06-30,168,S,2100-01-01,0,0.0,52.0,0
+2021-07-01,168,S,2100-01-01,0,0.0,53.0,0
+2021-07-02,168,S,2100-01-01,0,0.0,53.0,0
+2021-07-03,168,S,2100-01-01,0,0.0,52.0,0
+2021-07-04,168,S,2100-01-01,0,0.0,53.0,0
+2021-07-05,168,S,2100-01-01,0,0.0,53.0,0
+2021-07-06,168,S,2100-01-01,0,0.0,54.0,0
+2021-07-07,168,S,2100-01-01,0,0.0,54.0,0
+2021-07-08,168,S,2100-01-01,0,0.0,52.0,0
+2021-07-09,168,S,2100-01-01,0,0.0,52.0,0
+2021-07-10,168,S,2100-01-01,0,0.0,50.0,0
+2021-07-11,168,S,2100-01-01,0,0.0,51.0,0
+2021-07-12,168,S,2100-01-01,0,0.0,52.0,0
+2021-07-13,168,S,2100-01-01,0,0.0,53.0,0
+2021-07-14,168,S,2100-01-01,0,0.0,54.0,0
+2021-07-15,168,S,2100-01-01,0,0.0,53.0,0
+2021-07-16,168,S,2100-01-01,0,0.0,53.0,0
+2021-07-17,168,S,2100-01-01,0,0.0,52.0,0
+2021-07-18,168,S,2100-01-01,0,0.0,52.0,0
+2021-07-19,168,S,2100-01-01,0,0.0,53.0,0
+2021-07-20,168,S,2100-01-01,0,0.0,51.0,0
+2021-07-21,168,S,2100-01-01,0,0.0,53.0,0
+2021-07-22,168,S,2100-01-01,0,0.0,52.0,0
+2021-07-23,168,S,2100-01-01,0,0.0,52.0,0
+2021-07-24,168,S,2100-01-01,0,0.0,51.0,0
+2021-07-25,168,S,2100-01-01,0,0.0,51.0,0
+2021-07-26,168,S,2100-01-01,0,0.0,53.0,0
+2021-07-27,168,S,2100-01-01,0,0.0,53.0,0
+2021-07-28,168,S,2100-01-01,0,0.0,52.0,0
+2021-07-29,168,S,2100-01-01,0,0.0,52.0,0
+2021-07-30,168,S,2100-01-01,0,0.0,51.0,0
+2021-07-31,168,S,2100-01-01,0,0.0,50.0,0
+2021-05-01,169,W,2021-06-04,1,0.0,27.0,0
+2021-05-02,169,W,2021-06-04,1,0.0,28.0,0
+2021-05-03,169,W,2021-06-04,1,0.0,27.0,0
+2021-05-04,169,W,2021-06-04,1,0.0,28.0,0
+2021-05-05,169,W,2021-06-04,1,0.0,28.0,0
+2021-05-06,169,W,2021-06-04,1,0.0,29.0,0
+2021-05-07,169,W,2021-06-04,1,0.0,28.0,0
+2021-05-08,169,W,2021-06-04,1,0.0,28.0,0
+2021-05-09,169,W,2021-06-04,1,0.0,29.0,0
+2021-05-10,169,W,2021-06-04,1,0.0,29.0,0
+2021-05-11,169,W,2021-06-04,1,0.0,29.0,0
+2021-05-12,169,W,2021-06-04,1,0.0,30.0,0
+2021-05-13,169,W,2021-06-04,1,0.0,30.0,0
+2021-05-14,169,W,2021-06-04,1,0.0,29.0,0
+2021-05-15,169,W,2021-06-04,1,0.0,29.0,0
+2021-05-16,169,W,2021-06-04,1,0.0,28.0,0
+2021-05-17,169,W,2021-06-04,1,0.0,32.0,0
+2021-05-18,169,W,2021-06-04,1,0.0,31.0,0
+2021-05-19,169,W,2021-06-04,1,0.0,30.0,0
+2021-05-20,169,W,2021-06-04,1,0.0,30.0,0
+2021-05-21,169,W,2021-06-04,1,0.0,31.0,0
+2021-05-22,169,W,2021-06-04,1,0.0,31.0,0
+2021-05-23,169,W,2021-06-04,1,0.0,30.0,0
+2021-05-24,169,W,2021-06-04,1,0.0,31.0,0
+2021-05-25,169,W,2021-06-04,1,0.0,33.0,0
+2021-05-26,169,W,2021-06-04,1,0.0,30.0,0
+2021-05-27,169,W,2021-06-04,1,0.0,33.0,0
+2021-05-28,169,W,2021-06-04,1,0.0,32.0,0
+2021-05-29,169,W,2021-06-04,1,0.0,32.0,0
+2021-05-30,169,W,2021-06-04,1,0.0,31.0,0
+2021-05-31,169,W,2021-06-04,1,0.0,33.0,0
+2021-06-01,169,W,2021-06-04,1,0.0,34.0,0
+2021-06-02,169,W,2021-06-04,1,0.0,35.0,0
+2021-06-03,169,W,2021-06-04,1,0.0,34.0,0
+2021-06-04,169,W,2021-06-04,1,0.0,33.0,1
+2021-06-05,169,W,2021-06-04,1,0.026323831412028653,33.0,1
+2021-06-06,169,W,2021-06-04,1,0.052647662824057306,34.0,1
+2021-06-07,169,W,2021-06-04,1,0.07897149423608596,34.0,1
+2021-06-08,169,W,2021-06-04,1,0.10529532564811461,35.0,1
+2021-06-09,169,W,2021-06-04,1,0.13161915706014327,35.0,1
+2021-06-10,169,W,2021-06-04,1,0.13161915706014327,36.0,1
+2021-06-11,169,W,2021-06-04,1,0.13161915706014327,37.0,1
+2021-06-12,169,W,2021-06-04,1,0.13161915706014327,35.0,1
+2021-06-13,169,W,2021-06-04,1,0.13161915706014327,36.0,1
+2021-06-14,169,W,2021-06-04,1,0.13161915706014327,35.0,1
+2021-06-15,169,W,2021-06-04,1,0.13161915706014327,36.0,1
+2021-06-16,169,W,2021-06-04,1,0.13161915706014327,37.0,1
+2021-06-17,169,W,2021-06-04,1,0.13161915706014327,37.0,1
+2021-06-18,169,W,2021-06-04,1,0.13161915706014327,37.0,1
+2021-06-19,169,W,2021-06-04,1,0.13161915706014327,37.0,1
+2021-06-20,169,W,2021-06-04,1,0.13161915706014327,37.0,1
+2021-06-21,169,W,2021-06-04,1,0.13161915706014327,37.0,1
+2021-06-22,169,W,2021-06-04,1,0.13161915706014327,39.0,1
+2021-06-23,169,W,2021-06-04,1,0.13161915706014327,39.0,1
+2021-06-24,169,W,2021-06-04,1,0.13161915706014327,39.0,1
+2021-06-25,169,W,2021-06-04,1,0.13161915706014327,38.0,1
+2021-06-26,169,W,2021-06-04,1,0.13161915706014327,38.0,1
+2021-06-27,169,W,2021-06-04,1,0.13161915706014327,39.0,1
+2021-06-28,169,W,2021-06-04,1,0.13161915706014327,40.0,1
+2021-06-29,169,W,2021-06-04,1,0.13161915706014327,40.0,1
+2021-06-30,169,W,2021-06-04,1,0.13161915706014327,39.0,1
+2021-07-01,169,W,2021-06-04,1,0.13161915706014327,39.0,1
+2021-07-02,169,W,2021-06-04,1,0.13161915706014327,40.0,1
+2021-07-03,169,W,2021-06-04,1,0.13161915706014327,37.0,1
+2021-07-04,169,W,2021-06-04,1,0.13161915706014327,38.0,1
+2021-07-05,169,W,2021-06-04,1,0.13161915706014327,39.0,1
+2021-07-06,169,W,2021-06-04,1,0.13161915706014327,42.0,1
+2021-07-07,169,W,2021-06-04,1,0.13161915706014327,42.0,1
+2021-07-08,169,W,2021-06-04,1,0.13161915706014327,40.0,1
+2021-07-09,169,W,2021-06-04,1,0.13161915706014327,41.0,1
+2021-07-10,169,W,2021-06-04,1,0.13161915706014327,40.0,1
+2021-07-11,169,W,2021-06-04,1,0.13161915706014327,41.0,1
+2021-07-12,169,W,2021-06-04,1,0.13161915706014327,40.0,1
+2021-07-13,169,W,2021-06-04,1,0.13161915706014327,41.0,1
+2021-07-14,169,W,2021-06-04,1,0.13161915706014327,42.0,1
+2021-07-15,169,W,2021-06-04,1,0.13161915706014327,41.0,1
+2021-07-16,169,W,2021-06-04,1,0.13161915706014327,42.0,1
+2021-07-17,169,W,2021-06-04,1,0.13161915706014327,41.0,1
+2021-07-18,169,W,2021-06-04,1,0.13161915706014327,41.0,1
+2021-07-19,169,W,2021-06-04,1,0.13161915706014327,43.0,1
+2021-07-20,169,W,2021-06-04,1,0.13161915706014327,43.0,1
+2021-07-21,169,W,2021-06-04,1,0.13161915706014327,44.0,1
+2021-07-22,169,W,2021-06-04,1,0.13161915706014327,45.0,1
+2021-07-23,169,W,2021-06-04,1,0.13161915706014327,44.0,1
+2021-07-24,169,W,2021-06-04,1,0.13161915706014327,42.0,1
+2021-07-25,169,W,2021-06-04,1,0.13161915706014327,43.0,1
+2021-07-26,169,W,2021-06-04,1,0.13161915706014327,45.0,1
+2021-07-27,169,W,2021-06-04,1,0.13161915706014327,45.0,1
+2021-07-28,169,W,2021-06-04,1,0.13161915706014327,44.0,1
+2021-07-29,169,W,2021-06-04,1,0.13161915706014327,45.0,1
+2021-07-30,169,W,2021-06-04,1,0.13161915706014327,46.0,1
+2021-07-31,169,W,2021-06-04,1,0.13161915706014327,45.0,1
+2021-05-01,170,E,2021-05-15,1,0.0,13.0,0
+2021-05-02,170,E,2021-05-15,1,0.0,15.0,0
+2021-05-03,170,E,2021-05-15,1,0.0,16.0,0
+2021-05-04,170,E,2021-05-15,1,0.0,15.0,0
+2021-05-05,170,E,2021-05-15,1,0.0,16.0,0
+2021-05-06,170,E,2021-05-15,1,0.0,16.0,0
+2021-05-07,170,E,2021-05-15,1,0.0,17.0,0
+2021-05-08,170,E,2021-05-15,1,0.0,16.0,0
+2021-05-09,170,E,2021-05-15,1,0.0,17.0,0
+2021-05-10,170,E,2021-05-15,1,0.0,18.0,0
+2021-05-11,170,E,2021-05-15,1,0.0,17.0,0
+2021-05-12,170,E,2021-05-15,1,0.0,19.0,0
+2021-05-13,170,E,2021-05-15,1,0.0,16.0,0
+2021-05-14,170,E,2021-05-15,1,0.0,17.0,0
+2021-05-15,170,E,2021-05-15,1,0.0,18.0,1
+2021-05-16,170,E,2021-05-15,1,0.2655513975362602,19.0,1
+2021-05-17,170,E,2021-05-15,1,0.5311027950725205,21.0,1
+2021-05-18,170,E,2021-05-15,1,0.7966541926087771,21.0,1
+2021-05-19,170,E,2021-05-15,1,1.0622055901450373,21.0,1
+2021-05-20,170,E,2021-05-15,1,1.3277569876812976,22.0,1
+2021-05-21,170,E,2021-05-15,1,1.3277569876812976,21.0,1
+2021-05-22,170,E,2021-05-15,1,1.3277569876812976,21.0,1
+2021-05-23,170,E,2021-05-15,1,1.3277569876812976,21.0,1
+2021-05-24,170,E,2021-05-15,1,1.3277569876812976,23.0,1
+2021-05-25,170,E,2021-05-15,1,1.3277569876812976,23.0,1
+2021-05-26,170,E,2021-05-15,1,1.3277569876812976,22.0,1
+2021-05-27,170,E,2021-05-15,1,1.3277569876812976,24.0,1
+2021-05-28,170,E,2021-05-15,1,1.3277569876812976,25.0,1
+2021-05-29,170,E,2021-05-15,1,1.3277569876812976,25.0,1
+2021-05-30,170,E,2021-05-15,1,1.3277569876812976,25.0,1
+2021-05-31,170,E,2021-05-15,1,1.3277569876812976,25.0,1
+2021-06-01,170,E,2021-05-15,1,1.3277569876812976,25.0,1
+2021-06-02,170,E,2021-05-15,1,1.3277569876812976,26.0,1
+2021-06-03,170,E,2021-05-15,1,1.3277569876812976,26.0,1
+2021-06-04,170,E,2021-05-15,1,1.3277569876812976,26.0,1
+2021-06-05,170,E,2021-05-15,1,1.3277569876812976,27.0,1
+2021-06-06,170,E,2021-05-15,1,1.3277569876812976,26.0,1
+2021-06-07,170,E,2021-05-15,1,1.3277569876812976,28.0,1
+2021-06-08,170,E,2021-05-15,1,1.3277569876812976,28.0,1
+2021-06-09,170,E,2021-05-15,1,1.3277569876812976,29.0,1
+2021-06-10,170,E,2021-05-15,1,1.3277569876812976,29.0,1
+2021-06-11,170,E,2021-05-15,1,1.3277569876812976,26.0,1
+2021-06-12,170,E,2021-05-15,1,1.3277569876812976,27.0,1
+2021-06-13,170,E,2021-05-15,1,1.3277569876812976,29.0,1
+2021-06-14,170,E,2021-05-15,1,1.3277569876812976,29.0,1
+2021-06-15,170,E,2021-05-15,1,1.3277569876812976,30.0,1
+2021-06-16,170,E,2021-05-15,1,1.3277569876812976,29.0,1
+2021-06-17,170,E,2021-05-15,1,1.3277569876812976,30.0,1
+2021-06-18,170,E,2021-05-15,1,1.3277569876812976,29.0,1
+2021-06-19,170,E,2021-05-15,1,1.3277569876812976,30.0,1
+2021-06-20,170,E,2021-05-15,1,1.3277569876812976,31.0,1
+2021-06-21,170,E,2021-05-15,1,1.3277569876812976,32.0,1
+2021-06-22,170,E,2021-05-15,1,1.3277569876812976,32.0,1
+2021-06-23,170,E,2021-05-15,1,1.3277569876812976,32.0,1
+2021-06-24,170,E,2021-05-15,1,1.3277569876812976,33.0,1
+2021-06-25,170,E,2021-05-15,1,1.3277569876812976,33.0,1
+2021-06-26,170,E,2021-05-15,1,1.3277569876812976,33.0,1
+2021-06-27,170,E,2021-05-15,1,1.3277569876812976,31.0,1
+2021-06-28,170,E,2021-05-15,1,1.3277569876812976,33.0,1
+2021-06-29,170,E,2021-05-15,1,1.3277569876812976,34.0,1
+2021-06-30,170,E,2021-05-15,1,1.3277569876812976,33.0,1
+2021-07-01,170,E,2021-05-15,1,1.3277569876812976,34.0,1
+2021-07-02,170,E,2021-05-15,1,1.3277569876812976,35.0,1
+2021-07-03,170,E,2021-05-15,1,1.3277569876812976,34.0,1
+2021-07-04,170,E,2021-05-15,1,1.3277569876812976,33.0,1
+2021-07-05,170,E,2021-05-15,1,1.3277569876812976,36.0,1
+2021-07-06,170,E,2021-05-15,1,1.3277569876812976,37.0,1
+2021-07-07,170,E,2021-05-15,1,1.3277569876812976,37.0,1
+2021-07-08,170,E,2021-05-15,1,1.3277569876812976,37.0,1
+2021-07-09,170,E,2021-05-15,1,1.3277569876812976,35.0,1
+2021-07-10,170,E,2021-05-15,1,1.3277569876812976,35.0,1
+2021-07-11,170,E,2021-05-15,1,1.3277569876812976,36.0,1
+2021-07-12,170,E,2021-05-15,1,1.3277569876812976,37.0,1
+2021-07-13,170,E,2021-05-15,1,1.3277569876812976,38.0,1
+2021-07-14,170,E,2021-05-15,1,1.3277569876812976,37.0,1
+2021-07-15,170,E,2021-05-15,1,1.3277569876812976,38.0,1
+2021-07-16,170,E,2021-05-15,1,1.3277569876812976,38.0,1
+2021-07-17,170,E,2021-05-15,1,1.3277569876812976,40.0,1
+2021-07-18,170,E,2021-05-15,1,1.3277569876812976,37.0,1
+2021-07-19,170,E,2021-05-15,1,1.3277569876812976,40.0,1
+2021-07-20,170,E,2021-05-15,1,1.3277569876812976,41.0,1
+2021-07-21,170,E,2021-05-15,1,1.3277569876812976,40.0,1
+2021-07-22,170,E,2021-05-15,1,1.3277569876812976,40.0,1
+2021-07-23,170,E,2021-05-15,1,1.3277569876812976,41.0,1
+2021-07-24,170,E,2021-05-15,1,1.3277569876812976,41.0,1
+2021-07-25,170,E,2021-05-15,1,1.3277569876812976,40.0,1
+2021-07-26,170,E,2021-05-15,1,1.3277569876812976,42.0,1
+2021-07-27,170,E,2021-05-15,1,1.3277569876812976,42.0,1
+2021-07-28,170,E,2021-05-15,1,1.3277569876812976,42.0,1
+2021-07-29,170,E,2021-05-15,1,1.3277569876812976,43.0,1
+2021-07-30,170,E,2021-05-15,1,1.3277569876812976,42.0,1
+2021-07-31,170,E,2021-05-15,1,1.3277569876812976,43.0,1
+2021-05-01,171,N,2021-05-15,1,0.0,43.0,0
+2021-05-02,171,N,2021-05-15,1,0.0,44.0,0
+2021-05-03,171,N,2021-05-15,1,0.0,44.0,0
+2021-05-04,171,N,2021-05-15,1,0.0,43.0,0
+2021-05-05,171,N,2021-05-15,1,0.0,44.0,0
+2021-05-06,171,N,2021-05-15,1,0.0,45.0,0
+2021-05-07,171,N,2021-05-15,1,0.0,44.0,0
+2021-05-08,171,N,2021-05-15,1,0.0,45.0,0
+2021-05-09,171,N,2021-05-15,1,0.0,44.0,0
+2021-05-10,171,N,2021-05-15,1,0.0,45.0,0
+2021-05-11,171,N,2021-05-15,1,0.0,45.0,0
+2021-05-12,171,N,2021-05-15,1,0.0,44.0,0
+2021-05-13,171,N,2021-05-15,1,0.0,43.0,0
+2021-05-14,171,N,2021-05-15,1,0.0,44.0,0
+2021-05-15,171,N,2021-05-15,1,0.0,44.0,1
+2021-05-16,171,N,2021-05-15,1,0.09975944232009937,44.0,1
+2021-05-17,171,N,2021-05-15,1,0.19951888464019873,46.0,1
+2021-05-18,171,N,2021-05-15,1,0.2992783269603052,46.0,1
+2021-05-19,171,N,2021-05-15,1,0.3990377692804046,46.0,1
+2021-05-20,171,N,2021-05-15,1,0.49879721160050394,47.0,1
+2021-05-21,171,N,2021-05-15,1,0.49879721160050394,46.0,1
+2021-05-22,171,N,2021-05-15,1,0.49879721160050394,45.0,1
+2021-05-23,171,N,2021-05-15,1,0.49879721160050394,45.0,1
+2021-05-24,171,N,2021-05-15,1,0.49879721160050394,46.0,1
+2021-05-25,171,N,2021-05-15,1,0.49879721160050394,46.0,1
+2021-05-26,171,N,2021-05-15,1,0.49879721160050394,47.0,1
+2021-05-27,171,N,2021-05-15,1,0.49879721160050394,46.0,1
+2021-05-28,171,N,2021-05-15,1,0.49879721160050394,47.0,1
+2021-05-29,171,N,2021-05-15,1,0.49879721160050394,46.0,1
+2021-05-30,171,N,2021-05-15,1,0.49879721160050394,46.0,1
+2021-05-31,171,N,2021-05-15,1,0.49879721160050394,48.0,1
+2021-06-01,171,N,2021-05-15,1,0.49879721160050394,49.0,1
+2021-06-02,171,N,2021-05-15,1,0.49879721160050394,49.0,1
+2021-06-03,171,N,2021-05-15,1,0.49879721160050394,48.0,1
+2021-06-04,171,N,2021-05-15,1,0.49879721160050394,47.0,1
+2021-06-05,171,N,2021-05-15,1,0.49879721160050394,45.0,1
+2021-06-06,171,N,2021-05-15,1,0.49879721160050394,47.0,1
+2021-06-07,171,N,2021-05-15,1,0.49879721160050394,48.0,1
+2021-06-08,171,N,2021-05-15,1,0.49879721160050394,47.0,1
+2021-06-09,171,N,2021-05-15,1,0.49879721160050394,48.0,1
+2021-06-10,171,N,2021-05-15,1,0.49879721160050394,48.0,1
+2021-06-11,171,N,2021-05-15,1,0.49879721160050394,48.0,1
+2021-06-12,171,N,2021-05-15,1,0.49879721160050394,47.0,1
+2021-06-13,171,N,2021-05-15,1,0.49879721160050394,47.0,1
+2021-06-14,171,N,2021-05-15,1,0.49879721160050394,49.0,1
+2021-06-15,171,N,2021-05-15,1,0.49879721160050394,48.0,1
+2021-06-16,171,N,2021-05-15,1,0.49879721160050394,49.0,1
+2021-06-17,171,N,2021-05-15,1,0.49879721160050394,50.0,1
+2021-06-18,171,N,2021-05-15,1,0.49879721160050394,48.0,1
+2021-06-19,171,N,2021-05-15,1,0.49879721160050394,49.0,1
+2021-06-20,171,N,2021-05-15,1,0.49879721160050394,49.0,1
+2021-06-21,171,N,2021-05-15,1,0.49879721160050394,50.0,1
+2021-06-22,171,N,2021-05-15,1,0.49879721160050394,51.0,1
+2021-06-23,171,N,2021-05-15,1,0.49879721160050394,49.0,1
+2021-06-24,171,N,2021-05-15,1,0.49879721160050394,49.0,1
+2021-06-25,171,N,2021-05-15,1,0.49879721160050394,49.0,1
+2021-06-26,171,N,2021-05-15,1,0.49879721160050394,49.0,1
+2021-06-27,171,N,2021-05-15,1,0.49879721160050394,48.0,1
+2021-06-28,171,N,2021-05-15,1,0.49879721160050394,49.0,1
+2021-06-29,171,N,2021-05-15,1,0.49879721160050394,50.0,1
+2021-06-30,171,N,2021-05-15,1,0.49879721160050394,48.0,1
+2021-07-01,171,N,2021-05-15,1,0.49879721160050394,51.0,1
+2021-07-02,171,N,2021-05-15,1,0.49879721160050394,49.0,1
+2021-07-03,171,N,2021-05-15,1,0.49879721160050394,50.0,1
+2021-07-04,171,N,2021-05-15,1,0.49879721160050394,51.0,1
+2021-07-05,171,N,2021-05-15,1,0.49879721160050394,51.0,1
+2021-07-06,171,N,2021-05-15,1,0.49879721160050394,52.0,1
+2021-07-07,171,N,2021-05-15,1,0.49879721160050394,51.0,1
+2021-07-08,171,N,2021-05-15,1,0.49879721160050394,51.0,1
+2021-07-09,171,N,2021-05-15,1,0.49879721160050394,52.0,1
+2021-07-10,171,N,2021-05-15,1,0.49879721160050394,49.0,1
+2021-07-11,171,N,2021-05-15,1,0.49879721160050394,51.0,1
+2021-07-12,171,N,2021-05-15,1,0.49879721160050394,52.0,1
+2021-07-13,171,N,2021-05-15,1,0.49879721160050394,52.0,1
+2021-07-14,171,N,2021-05-15,1,0.49879721160050394,51.0,1
+2021-07-15,171,N,2021-05-15,1,0.49879721160050394,51.0,1
+2021-07-16,171,N,2021-05-15,1,0.49879721160050394,51.0,1
+2021-07-17,171,N,2021-05-15,1,0.49879721160050394,53.0,1
+2021-07-18,171,N,2021-05-15,1,0.49879721160050394,53.0,1
+2021-07-19,171,N,2021-05-15,1,0.49879721160050394,52.0,1
+2021-07-20,171,N,2021-05-15,1,0.49879721160050394,51.0,1
+2021-07-21,171,N,2021-05-15,1,0.49879721160050394,51.0,1
+2021-07-22,171,N,2021-05-15,1,0.49879721160050394,52.0,1
+2021-07-23,171,N,2021-05-15,1,0.49879721160050394,52.0,1
+2021-07-24,171,N,2021-05-15,1,0.49879721160050394,53.0,1
+2021-07-25,171,N,2021-05-15,1,0.49879721160050394,50.0,1
+2021-07-26,171,N,2021-05-15,1,0.49879721160050394,52.0,1
+2021-07-27,171,N,2021-05-15,1,0.49879721160050394,54.0,1
+2021-07-28,171,N,2021-05-15,1,0.49879721160050394,53.0,1
+2021-07-29,171,N,2021-05-15,1,0.49879721160050394,52.0,1
+2021-07-30,171,N,2021-05-15,1,0.49879721160050394,51.0,1
+2021-07-31,171,N,2021-05-15,1,0.49879721160050394,51.0,1
+2021-05-01,172,W,2100-01-01,0,0.0,26.0,0
+2021-05-02,172,W,2100-01-01,0,0.0,27.0,0
+2021-05-03,172,W,2100-01-01,0,0.0,27.0,0
+2021-05-04,172,W,2100-01-01,0,0.0,26.0,0
+2021-05-05,172,W,2100-01-01,0,0.0,27.0,0
+2021-05-06,172,W,2100-01-01,0,0.0,29.0,0
+2021-05-07,172,W,2100-01-01,0,0.0,29.0,0
+2021-05-08,172,W,2100-01-01,0,0.0,29.0,0
+2021-05-09,172,W,2100-01-01,0,0.0,28.0,0
+2021-05-10,172,W,2100-01-01,0,0.0,30.0,0
+2021-05-11,172,W,2100-01-01,0,0.0,29.0,0
+2021-05-12,172,W,2100-01-01,0,0.0,28.0,0
+2021-05-13,172,W,2100-01-01,0,0.0,30.0,0
+2021-05-14,172,W,2100-01-01,0,0.0,27.0,0
+2021-05-15,172,W,2100-01-01,0,0.0,30.0,0
+2021-05-16,172,W,2100-01-01,0,0.0,29.0,0
+2021-05-17,172,W,2100-01-01,0,0.0,30.0,0
+2021-05-18,172,W,2100-01-01,0,0.0,32.0,0
+2021-05-19,172,W,2100-01-01,0,0.0,28.0,0
+2021-05-20,172,W,2100-01-01,0,0.0,30.0,0
+2021-05-21,172,W,2100-01-01,0,0.0,31.0,0
+2021-05-22,172,W,2100-01-01,0,0.0,30.0,0
+2021-05-23,172,W,2100-01-01,0,0.0,32.0,0
+2021-05-24,172,W,2100-01-01,0,0.0,32.0,0
+2021-05-25,172,W,2100-01-01,0,0.0,32.0,0
+2021-05-26,172,W,2100-01-01,0,0.0,32.0,0
+2021-05-27,172,W,2100-01-01,0,0.0,32.0,0
+2021-05-28,172,W,2100-01-01,0,0.0,33.0,0
+2021-05-29,172,W,2100-01-01,0,0.0,33.0,0
+2021-05-30,172,W,2100-01-01,0,0.0,31.0,0
+2021-05-31,172,W,2100-01-01,0,0.0,34.0,0
+2021-06-01,172,W,2100-01-01,0,0.0,35.0,0
+2021-06-02,172,W,2100-01-01,0,0.0,34.0,0
+2021-06-03,172,W,2100-01-01,0,0.0,33.0,0
+2021-06-04,172,W,2100-01-01,0,0.0,34.0,0
+2021-06-05,172,W,2100-01-01,0,0.0,32.0,0
+2021-06-06,172,W,2100-01-01,0,0.0,33.0,0
+2021-06-07,172,W,2100-01-01,0,0.0,34.0,0
+2021-06-08,172,W,2100-01-01,0,0.0,35.0,0
+2021-06-09,172,W,2100-01-01,0,0.0,34.0,0
+2021-06-10,172,W,2100-01-01,0,0.0,34.0,0
+2021-06-11,172,W,2100-01-01,0,0.0,35.0,0
+2021-06-12,172,W,2100-01-01,0,0.0,36.0,0
+2021-06-13,172,W,2100-01-01,0,0.0,35.0,0
+2021-06-14,172,W,2100-01-01,0,0.0,37.0,0
+2021-06-15,172,W,2100-01-01,0,0.0,35.0,0
+2021-06-16,172,W,2100-01-01,0,0.0,36.0,0
+2021-06-17,172,W,2100-01-01,0,0.0,37.0,0
+2021-06-18,172,W,2100-01-01,0,0.0,37.0,0
+2021-06-19,172,W,2100-01-01,0,0.0,37.0,0
+2021-06-20,172,W,2100-01-01,0,0.0,35.0,0
+2021-06-21,172,W,2100-01-01,0,0.0,38.0,0
+2021-06-22,172,W,2100-01-01,0,0.0,38.0,0
+2021-06-23,172,W,2100-01-01,0,0.0,37.0,0
+2021-06-24,172,W,2100-01-01,0,0.0,38.0,0
+2021-06-25,172,W,2100-01-01,0,0.0,37.0,0
+2021-06-26,172,W,2100-01-01,0,0.0,39.0,0
+2021-06-27,172,W,2100-01-01,0,0.0,38.0,0
+2021-06-28,172,W,2100-01-01,0,0.0,38.0,0
+2021-06-29,172,W,2100-01-01,0,0.0,39.0,0
+2021-06-30,172,W,2100-01-01,0,0.0,38.0,0
+2021-07-01,172,W,2100-01-01,0,0.0,39.0,0
+2021-07-02,172,W,2100-01-01,0,0.0,39.0,0
+2021-07-03,172,W,2100-01-01,0,0.0,39.0,0
+2021-07-04,172,W,2100-01-01,0,0.0,39.0,0
+2021-07-05,172,W,2100-01-01,0,0.0,40.0,0
+2021-07-06,172,W,2100-01-01,0,0.0,41.0,0
+2021-07-07,172,W,2100-01-01,0,0.0,41.0,0
+2021-07-08,172,W,2100-01-01,0,0.0,41.0,0
+2021-07-09,172,W,2100-01-01,0,0.0,42.0,0
+2021-07-10,172,W,2100-01-01,0,0.0,38.0,0
+2021-07-11,172,W,2100-01-01,0,0.0,41.0,0
+2021-07-12,172,W,2100-01-01,0,0.0,41.0,0
+2021-07-13,172,W,2100-01-01,0,0.0,42.0,0
+2021-07-14,172,W,2100-01-01,0,0.0,43.0,0
+2021-07-15,172,W,2100-01-01,0,0.0,41.0,0
+2021-07-16,172,W,2100-01-01,0,0.0,41.0,0
+2021-07-17,172,W,2100-01-01,0,0.0,43.0,0
+2021-07-18,172,W,2100-01-01,0,0.0,42.0,0
+2021-07-19,172,W,2100-01-01,0,0.0,44.0,0
+2021-07-20,172,W,2100-01-01,0,0.0,42.0,0
+2021-07-21,172,W,2100-01-01,0,0.0,43.0,0
+2021-07-22,172,W,2100-01-01,0,0.0,44.0,0
+2021-07-23,172,W,2100-01-01,0,0.0,43.0,0
+2021-07-24,172,W,2100-01-01,0,0.0,43.0,0
+2021-07-25,172,W,2100-01-01,0,0.0,43.0,0
+2021-07-26,172,W,2100-01-01,0,0.0,44.0,0
+2021-07-27,172,W,2100-01-01,0,0.0,45.0,0
+2021-07-28,172,W,2100-01-01,0,0.0,45.0,0
+2021-07-29,172,W,2100-01-01,0,0.0,45.0,0
+2021-07-30,172,W,2100-01-01,0,0.0,45.0,0
+2021-07-31,172,W,2100-01-01,0,0.0,44.0,0
+2021-05-01,173,S,2100-01-01,0,0.0,48.0,0
+2021-05-02,173,S,2100-01-01,0,0.0,49.0,0
+2021-05-03,173,S,2100-01-01,0,0.0,50.0,0
+2021-05-04,173,S,2100-01-01,0,0.0,49.0,0
+2021-05-05,173,S,2100-01-01,0,0.0,48.0,0
+2021-05-06,173,S,2100-01-01,0,0.0,48.0,0
+2021-05-07,173,S,2100-01-01,0,0.0,49.0,0
+2021-05-08,173,S,2100-01-01,0,0.0,47.0,0
+2021-05-09,173,S,2100-01-01,0,0.0,49.0,0
+2021-05-10,173,S,2100-01-01,0,0.0,51.0,0
+2021-05-11,173,S,2100-01-01,0,0.0,48.0,0
+2021-05-12,173,S,2100-01-01,0,0.0,47.0,0
+2021-05-13,173,S,2100-01-01,0,0.0,48.0,0
+2021-05-14,173,S,2100-01-01,0,0.0,48.0,0
+2021-05-15,173,S,2100-01-01,0,0.0,49.0,0
+2021-05-16,173,S,2100-01-01,0,0.0,48.0,0
+2021-05-17,173,S,2100-01-01,0,0.0,49.0,0
+2021-05-18,173,S,2100-01-01,0,0.0,49.0,0
+2021-05-19,173,S,2100-01-01,0,0.0,48.0,0
+2021-05-20,173,S,2100-01-01,0,0.0,49.0,0
+2021-05-21,173,S,2100-01-01,0,0.0,49.0,0
+2021-05-22,173,S,2100-01-01,0,0.0,50.0,0
+2021-05-23,173,S,2100-01-01,0,0.0,50.0,0
+2021-05-24,173,S,2100-01-01,0,0.0,50.0,0
+2021-05-25,173,S,2100-01-01,0,0.0,49.0,0
+2021-05-26,173,S,2100-01-01,0,0.0,48.0,0
+2021-05-27,173,S,2100-01-01,0,0.0,48.0,0
+2021-05-28,173,S,2100-01-01,0,0.0,49.0,0
+2021-05-29,173,S,2100-01-01,0,0.0,50.0,0
+2021-05-30,173,S,2100-01-01,0,0.0,47.0,0
+2021-05-31,173,S,2100-01-01,0,0.0,49.0,0
+2021-06-01,173,S,2100-01-01,0,0.0,49.0,0
+2021-06-02,173,S,2100-01-01,0,0.0,50.0,0
+2021-06-03,173,S,2100-01-01,0,0.0,49.0,0
+2021-06-04,173,S,2100-01-01,0,0.0,48.0,0
+2021-06-05,173,S,2100-01-01,0,0.0,48.0,0
+2021-06-06,173,S,2100-01-01,0,0.0,48.0,0
+2021-06-07,173,S,2100-01-01,0,0.0,47.0,0
+2021-06-08,173,S,2100-01-01,0,0.0,49.0,0
+2021-06-09,173,S,2100-01-01,0,0.0,48.0,0
+2021-06-10,173,S,2100-01-01,0,0.0,49.0,0
+2021-06-11,173,S,2100-01-01,0,0.0,49.0,0
+2021-06-12,173,S,2100-01-01,0,0.0,48.0,0
+2021-06-13,173,S,2100-01-01,0,0.0,49.0,0
+2021-06-14,173,S,2100-01-01,0,0.0,49.0,0
+2021-06-15,173,S,2100-01-01,0,0.0,48.0,0
+2021-06-16,173,S,2100-01-01,0,0.0,49.0,0
+2021-06-17,173,S,2100-01-01,0,0.0,50.0,0
+2021-06-18,173,S,2100-01-01,0,0.0,49.0,0
+2021-06-19,173,S,2100-01-01,0,0.0,49.0,0
+2021-06-20,173,S,2100-01-01,0,0.0,49.0,0
+2021-06-21,173,S,2100-01-01,0,0.0,48.0,0
+2021-06-22,173,S,2100-01-01,0,0.0,48.0,0
+2021-06-23,173,S,2100-01-01,0,0.0,50.0,0
+2021-06-24,173,S,2100-01-01,0,0.0,49.0,0
+2021-06-25,173,S,2100-01-01,0,0.0,48.0,0
+2021-06-26,173,S,2100-01-01,0,0.0,47.0,0
+2021-06-27,173,S,2100-01-01,0,0.0,49.0,0
+2021-06-28,173,S,2100-01-01,0,0.0,49.0,0
+2021-06-29,173,S,2100-01-01,0,0.0,48.0,0
+2021-06-30,173,S,2100-01-01,0,0.0,48.0,0
+2021-07-01,173,S,2100-01-01,0,0.0,49.0,0
+2021-07-02,173,S,2100-01-01,0,0.0,47.0,0
+2021-07-03,173,S,2100-01-01,0,0.0,47.0,0
+2021-07-04,173,S,2100-01-01,0,0.0,48.0,0
+2021-07-05,173,S,2100-01-01,0,0.0,48.0,0
+2021-07-06,173,S,2100-01-01,0,0.0,49.0,0
+2021-07-07,173,S,2100-01-01,0,0.0,49.0,0
+2021-07-08,173,S,2100-01-01,0,0.0,48.0,0
+2021-07-09,173,S,2100-01-01,0,0.0,49.0,0
+2021-07-10,173,S,2100-01-01,0,0.0,47.0,0
+2021-07-11,173,S,2100-01-01,0,0.0,47.0,0
+2021-07-12,173,S,2100-01-01,0,0.0,49.0,0
+2021-07-13,173,S,2100-01-01,0,0.0,49.0,0
+2021-07-14,173,S,2100-01-01,0,0.0,50.0,0
+2021-07-15,173,S,2100-01-01,0,0.0,48.0,0
+2021-07-16,173,S,2100-01-01,0,0.0,48.0,0
+2021-07-17,173,S,2100-01-01,0,0.0,49.0,0
+2021-07-18,173,S,2100-01-01,0,0.0,49.0,0
+2021-07-19,173,S,2100-01-01,0,0.0,50.0,0
+2021-07-20,173,S,2100-01-01,0,0.0,49.0,0
+2021-07-21,173,S,2100-01-01,0,0.0,49.0,0
+2021-07-22,173,S,2100-01-01,0,0.0,48.0,0
+2021-07-23,173,S,2100-01-01,0,0.0,50.0,0
+2021-07-24,173,S,2100-01-01,0,0.0,47.0,0
+2021-07-25,173,S,2100-01-01,0,0.0,48.0,0
+2021-07-26,173,S,2100-01-01,0,0.0,48.0,0
+2021-07-27,173,S,2100-01-01,0,0.0,49.0,0
+2021-07-28,173,S,2100-01-01,0,0.0,49.0,0
+2021-07-29,173,S,2100-01-01,0,0.0,49.0,0
+2021-07-30,173,S,2100-01-01,0,0.0,49.0,0
+2021-07-31,173,S,2100-01-01,0,0.0,50.0,0
+2021-05-01,174,N,2021-06-20,1,0.0,45.0,0
+2021-05-02,174,N,2021-06-20,1,0.0,46.0,0
+2021-05-03,174,N,2021-06-20,1,0.0,46.0,0
+2021-05-04,174,N,2021-06-20,1,0.0,45.0,0
+2021-05-05,174,N,2021-06-20,1,0.0,46.0,0
+2021-05-06,174,N,2021-06-20,1,0.0,45.0,0
+2021-05-07,174,N,2021-06-20,1,0.0,46.0,0
+2021-05-08,174,N,2021-06-20,1,0.0,45.0,0
+2021-05-09,174,N,2021-06-20,1,0.0,46.0,0
+2021-05-10,174,N,2021-06-20,1,0.0,48.0,0
+2021-05-11,174,N,2021-06-20,1,0.0,46.0,0
+2021-05-12,174,N,2021-06-20,1,0.0,45.0,0
+2021-05-13,174,N,2021-06-20,1,0.0,46.0,0
+2021-05-14,174,N,2021-06-20,1,0.0,46.0,0
+2021-05-15,174,N,2021-06-20,1,0.0,46.0,0
+2021-05-16,174,N,2021-06-20,1,0.0,46.0,0
+2021-05-17,174,N,2021-06-20,1,0.0,47.0,0
+2021-05-18,174,N,2021-06-20,1,0.0,47.0,0
+2021-05-19,174,N,2021-06-20,1,0.0,46.0,0
+2021-05-20,174,N,2021-06-20,1,0.0,48.0,0
+2021-05-21,174,N,2021-06-20,1,0.0,47.0,0
+2021-05-22,174,N,2021-06-20,1,0.0,47.0,0
+2021-05-23,174,N,2021-06-20,1,0.0,45.0,0
+2021-05-24,174,N,2021-06-20,1,0.0,47.0,0
+2021-05-25,174,N,2021-06-20,1,0.0,49.0,0
+2021-05-26,174,N,2021-06-20,1,0.0,49.0,0
+2021-05-27,174,N,2021-06-20,1,0.0,49.0,0
+2021-05-28,174,N,2021-06-20,1,0.0,49.0,0
+2021-05-29,174,N,2021-06-20,1,0.0,48.0,0
+2021-05-30,174,N,2021-06-20,1,0.0,48.0,0
+2021-05-31,174,N,2021-06-20,1,0.0,48.0,0
+2021-06-01,174,N,2021-06-20,1,0.0,49.0,0
+2021-06-02,174,N,2021-06-20,1,0.0,50.0,0
+2021-06-03,174,N,2021-06-20,1,0.0,48.0,0
+2021-06-04,174,N,2021-06-20,1,0.0,48.0,0
+2021-06-05,174,N,2021-06-20,1,0.0,49.0,0
+2021-06-06,174,N,2021-06-20,1,0.0,47.0,0
+2021-06-07,174,N,2021-06-20,1,0.0,47.0,0
+2021-06-08,174,N,2021-06-20,1,0.0,48.0,0
+2021-06-09,174,N,2021-06-20,1,0.0,50.0,0
+2021-06-10,174,N,2021-06-20,1,0.0,49.0,0
+2021-06-11,174,N,2021-06-20,1,0.0,49.0,0
+2021-06-12,174,N,2021-06-20,1,0.0,49.0,0
+2021-06-13,174,N,2021-06-20,1,0.0,50.0,0
+2021-06-14,174,N,2021-06-20,1,0.0,50.0,0
+2021-06-15,174,N,2021-06-20,1,0.0,50.0,0
+2021-06-16,174,N,2021-06-20,1,0.0,48.0,0
+2021-06-17,174,N,2021-06-20,1,0.0,49.0,0
+2021-06-18,174,N,2021-06-20,1,0.0,50.0,0
+2021-06-19,174,N,2021-06-20,1,0.0,50.0,0
+2021-06-20,174,N,2021-06-20,1,0.0,48.0,1
+2021-06-21,174,N,2021-06-20,1,0.18308179025773086,51.0,1
+2021-06-22,174,N,2021-06-20,1,0.3661635805154546,52.0,1
+2021-06-23,174,N,2021-06-20,1,0.5492453707731855,50.0,1
+2021-06-24,174,N,2021-06-20,1,0.7323271610309092,50.0,1
+2021-06-25,174,N,2021-06-20,1,0.9154089512886401,52.0,1
+2021-06-26,174,N,2021-06-20,1,0.9154089512886401,52.0,1
+2021-06-27,174,N,2021-06-20,1,0.9154089512886401,52.0,1
+2021-06-28,174,N,2021-06-20,1,0.9154089512886401,53.0,1
+2021-06-29,174,N,2021-06-20,1,0.9154089512886401,53.0,1
+2021-06-30,174,N,2021-06-20,1,0.9154089512886401,52.0,1
+2021-07-01,174,N,2021-06-20,1,0.9154089512886401,53.0,1
+2021-07-02,174,N,2021-06-20,1,0.9154089512886401,51.0,1
+2021-07-03,174,N,2021-06-20,1,0.9154089512886401,50.0,1
+2021-07-04,174,N,2021-06-20,1,0.9154089512886401,52.0,1
+2021-07-05,174,N,2021-06-20,1,0.9154089512886401,54.0,1
+2021-07-06,174,N,2021-06-20,1,0.9154089512886401,55.0,1
+2021-07-07,174,N,2021-06-20,1,0.9154089512886401,53.0,1
+2021-07-08,174,N,2021-06-20,1,0.9154089512886401,52.0,1
+2021-07-09,174,N,2021-06-20,1,0.9154089512886401,53.0,1
+2021-07-10,174,N,2021-06-20,1,0.9154089512886401,50.0,1
+2021-07-11,174,N,2021-06-20,1,0.9154089512886401,52.0,1
+2021-07-12,174,N,2021-06-20,1,0.9154089512886401,53.0,1
+2021-07-13,174,N,2021-06-20,1,0.9154089512886401,53.0,1
+2021-07-14,174,N,2021-06-20,1,0.9154089512886401,55.0,1
+2021-07-15,174,N,2021-06-20,1,0.9154089512886401,54.0,1
+2021-07-16,174,N,2021-06-20,1,0.9154089512886401,53.0,1
+2021-07-17,174,N,2021-06-20,1,0.9154089512886401,54.0,1
+2021-07-18,174,N,2021-06-20,1,0.9154089512886401,54.0,1
+2021-07-19,174,N,2021-06-20,1,0.9154089512886401,54.0,1
+2021-07-20,174,N,2021-06-20,1,0.9154089512886401,52.0,1
+2021-07-21,174,N,2021-06-20,1,0.9154089512886401,54.0,1
+2021-07-22,174,N,2021-06-20,1,0.9154089512886401,53.0,1
+2021-07-23,174,N,2021-06-20,1,0.9154089512886401,55.0,1
+2021-07-24,174,N,2021-06-20,1,0.9154089512886401,54.0,1
+2021-07-25,174,N,2021-06-20,1,0.9154089512886401,53.0,1
+2021-07-26,174,N,2021-06-20,1,0.9154089512886401,55.0,1
+2021-07-27,174,N,2021-06-20,1,0.9154089512886401,54.0,1
+2021-07-28,174,N,2021-06-20,1,0.9154089512886401,56.0,1
+2021-07-29,174,N,2021-06-20,1,0.9154089512886401,54.0,1
+2021-07-30,174,N,2021-06-20,1,0.9154089512886401,53.0,1
+2021-07-31,174,N,2021-06-20,1,0.9154089512886401,53.0,1
+2021-05-01,175,S,2021-06-04,1,0.0,50.0,0
+2021-05-02,175,S,2021-06-04,1,0.0,50.0,0
+2021-05-03,175,S,2021-06-04,1,0.0,52.0,0
+2021-05-04,175,S,2021-06-04,1,0.0,51.0,0
+2021-05-05,175,S,2021-06-04,1,0.0,49.0,0
+2021-05-06,175,S,2021-06-04,1,0.0,52.0,0
+2021-05-07,175,S,2021-06-04,1,0.0,50.0,0
+2021-05-08,175,S,2021-06-04,1,0.0,50.0,0
+2021-05-09,175,S,2021-06-04,1,0.0,51.0,0
+2021-05-10,175,S,2021-06-04,1,0.0,53.0,0
+2021-05-11,175,S,2021-06-04,1,0.0,51.0,0
+2021-05-12,175,S,2021-06-04,1,0.0,52.0,0
+2021-05-13,175,S,2021-06-04,1,0.0,50.0,0
+2021-05-14,175,S,2021-06-04,1,0.0,51.0,0
+2021-05-15,175,S,2021-06-04,1,0.0,51.0,0
+2021-05-16,175,S,2021-06-04,1,0.0,48.0,0
+2021-05-17,175,S,2021-06-04,1,0.0,53.0,0
+2021-05-18,175,S,2021-06-04,1,0.0,51.0,0
+2021-05-19,175,S,2021-06-04,1,0.0,50.0,0
+2021-05-20,175,S,2021-06-04,1,0.0,50.0,0
+2021-05-21,175,S,2021-06-04,1,0.0,51.0,0
+2021-05-22,175,S,2021-06-04,1,0.0,50.0,0
+2021-05-23,175,S,2021-06-04,1,0.0,51.0,0
+2021-05-24,175,S,2021-06-04,1,0.0,51.0,0
+2021-05-25,175,S,2021-06-04,1,0.0,50.0,0
+2021-05-26,175,S,2021-06-04,1,0.0,51.0,0
+2021-05-27,175,S,2021-06-04,1,0.0,50.0,0
+2021-05-28,175,S,2021-06-04,1,0.0,51.0,0
+2021-05-29,175,S,2021-06-04,1,0.0,51.0,0
+2021-05-30,175,S,2021-06-04,1,0.0,50.0,0
+2021-05-31,175,S,2021-06-04,1,0.0,50.0,0
+2021-06-01,175,S,2021-06-04,1,0.0,51.0,0
+2021-06-02,175,S,2021-06-04,1,0.0,52.0,0
+2021-06-03,175,S,2021-06-04,1,0.0,52.0,0
+2021-06-04,175,S,2021-06-04,1,0.0,50.0,1
+2021-06-05,175,S,2021-06-04,1,0.034811068540086865,51.0,1
+2021-06-06,175,S,2021-06-04,1,0.06962213708017373,49.0,1
+2021-06-07,175,S,2021-06-04,1,0.1044332056202606,50.0,1
+2021-06-08,175,S,2021-06-04,1,0.13924427416034746,51.0,1
+2021-06-09,175,S,2021-06-04,1,0.17405534270043432,51.0,1
+2021-06-10,175,S,2021-06-04,1,0.17405534270043432,52.0,1
+2021-06-11,175,S,2021-06-04,1,0.17405534270043432,51.0,1
+2021-06-12,175,S,2021-06-04,1,0.17405534270043432,51.0,1
+2021-06-13,175,S,2021-06-04,1,0.17405534270043432,50.0,1
+2021-06-14,175,S,2021-06-04,1,0.17405534270043432,52.0,1
+2021-06-15,175,S,2021-06-04,1,0.17405534270043432,52.0,1
+2021-06-16,175,S,2021-06-04,1,0.17405534270043432,51.0,1
+2021-06-17,175,S,2021-06-04,1,0.17405534270043432,51.0,1
+2021-06-18,175,S,2021-06-04,1,0.17405534270043432,51.0,1
+2021-06-19,175,S,2021-06-04,1,0.17405534270043432,52.0,1
+2021-06-20,175,S,2021-06-04,1,0.17405534270043432,51.0,1
+2021-06-21,175,S,2021-06-04,1,0.17405534270043432,50.0,1
+2021-06-22,175,S,2021-06-04,1,0.17405534270043432,52.0,1
+2021-06-23,175,S,2021-06-04,1,0.17405534270043432,50.0,1
+2021-06-24,175,S,2021-06-04,1,0.17405534270043432,51.0,1
+2021-06-25,175,S,2021-06-04,1,0.17405534270043432,52.0,1
+2021-06-26,175,S,2021-06-04,1,0.17405534270043432,49.0,1
+2021-06-27,175,S,2021-06-04,1,0.17405534270043432,49.0,1
+2021-06-28,175,S,2021-06-04,1,0.17405534270043432,51.0,1
+2021-06-29,175,S,2021-06-04,1,0.17405534270043432,51.0,1
+2021-06-30,175,S,2021-06-04,1,0.17405534270043432,49.0,1
+2021-07-01,175,S,2021-06-04,1,0.17405534270043432,51.0,1
+2021-07-02,175,S,2021-06-04,1,0.17405534270043432,51.0,1
+2021-07-03,175,S,2021-06-04,1,0.17405534270043432,50.0,1
+2021-07-04,175,S,2021-06-04,1,0.17405534270043432,51.0,1
+2021-07-05,175,S,2021-06-04,1,0.17405534270043432,52.0,1
+2021-07-06,175,S,2021-06-04,1,0.17405534270043432,51.0,1
+2021-07-07,175,S,2021-06-04,1,0.17405534270043432,51.0,1
+2021-07-08,175,S,2021-06-04,1,0.17405534270043432,51.0,1
+2021-07-09,175,S,2021-06-04,1,0.17405534270043432,50.0,1
+2021-07-10,175,S,2021-06-04,1,0.17405534270043432,48.0,1
+2021-07-11,175,S,2021-06-04,1,0.17405534270043432,51.0,1
+2021-07-12,175,S,2021-06-04,1,0.17405534270043432,52.0,1
+2021-07-13,175,S,2021-06-04,1,0.17405534270043432,52.0,1
+2021-07-14,175,S,2021-06-04,1,0.17405534270043432,52.0,1
+2021-07-15,175,S,2021-06-04,1,0.17405534270043432,50.0,1
+2021-07-16,175,S,2021-06-04,1,0.17405534270043432,49.0,1
+2021-07-17,175,S,2021-06-04,1,0.17405534270043432,52.0,1
+2021-07-18,175,S,2021-06-04,1,0.17405534270043432,49.0,1
+2021-07-19,175,S,2021-06-04,1,0.17405534270043432,50.0,1
+2021-07-20,175,S,2021-06-04,1,0.17405534270043432,51.0,1
+2021-07-21,175,S,2021-06-04,1,0.17405534270043432,49.0,1
+2021-07-22,175,S,2021-06-04,1,0.17405534270043432,51.0,1
+2021-07-23,175,S,2021-06-04,1,0.17405534270043432,51.0,1
+2021-07-24,175,S,2021-06-04,1,0.17405534270043432,51.0,1
+2021-07-25,175,S,2021-06-04,1,0.17405534270043432,49.0,1
+2021-07-26,175,S,2021-06-04,1,0.17405534270043432,51.0,1
+2021-07-27,175,S,2021-06-04,1,0.17405534270043432,49.0,1
+2021-07-28,175,S,2021-06-04,1,0.17405534270043432,51.0,1
+2021-07-29,175,S,2021-06-04,1,0.17405534270043432,51.0,1
+2021-07-30,175,S,2021-06-04,1,0.17405534270043432,49.0,1
+2021-07-31,175,S,2021-06-04,1,0.17405534270043432,51.0,1
+2021-05-01,176,W,2021-06-20,1,0.0,27.0,0
+2021-05-02,176,W,2021-06-20,1,0.0,27.0,0
+2021-05-03,176,W,2021-06-20,1,0.0,26.0,0
+2021-05-04,176,W,2021-06-20,1,0.0,27.0,0
+2021-05-05,176,W,2021-06-20,1,0.0,28.0,0
+2021-05-06,176,W,2021-06-20,1,0.0,28.0,0
+2021-05-07,176,W,2021-06-20,1,0.0,28.0,0
+2021-05-08,176,W,2021-06-20,1,0.0,27.0,0
+2021-05-09,176,W,2021-06-20,1,0.0,29.0,0
+2021-05-10,176,W,2021-06-20,1,0.0,29.0,0
+2021-05-11,176,W,2021-06-20,1,0.0,29.0,0
+2021-05-12,176,W,2021-06-20,1,0.0,29.0,0
+2021-05-13,176,W,2021-06-20,1,0.0,28.0,0
+2021-05-14,176,W,2021-06-20,1,0.0,29.0,0
+2021-05-15,176,W,2021-06-20,1,0.0,29.0,0
+2021-05-16,176,W,2021-06-20,1,0.0,29.0,0
+2021-05-17,176,W,2021-06-20,1,0.0,31.0,0
+2021-05-18,176,W,2021-06-20,1,0.0,31.0,0
+2021-05-19,176,W,2021-06-20,1,0.0,31.0,0
+2021-05-20,176,W,2021-06-20,1,0.0,31.0,0
+2021-05-21,176,W,2021-06-20,1,0.0,29.0,0
+2021-05-22,176,W,2021-06-20,1,0.0,30.0,0
+2021-05-23,176,W,2021-06-20,1,0.0,33.0,0
+2021-05-24,176,W,2021-06-20,1,0.0,33.0,0
+2021-05-25,176,W,2021-06-20,1,0.0,32.0,0
+2021-05-26,176,W,2021-06-20,1,0.0,33.0,0
+2021-05-27,176,W,2021-06-20,1,0.0,31.0,0
+2021-05-28,176,W,2021-06-20,1,0.0,32.0,0
+2021-05-29,176,W,2021-06-20,1,0.0,32.0,0
+2021-05-30,176,W,2021-06-20,1,0.0,32.0,0
+2021-05-31,176,W,2021-06-20,1,0.0,32.0,0
+2021-06-01,176,W,2021-06-20,1,0.0,32.0,0
+2021-06-02,176,W,2021-06-20,1,0.0,33.0,0
+2021-06-03,176,W,2021-06-20,1,0.0,33.0,0
+2021-06-04,176,W,2021-06-20,1,0.0,33.0,0
+2021-06-05,176,W,2021-06-20,1,0.0,32.0,0
+2021-06-06,176,W,2021-06-20,1,0.0,34.0,0
+2021-06-07,176,W,2021-06-20,1,0.0,35.0,0
+2021-06-08,176,W,2021-06-20,1,0.0,33.0,0
+2021-06-09,176,W,2021-06-20,1,0.0,35.0,0
+2021-06-10,176,W,2021-06-20,1,0.0,35.0,0
+2021-06-11,176,W,2021-06-20,1,0.0,34.0,0
+2021-06-12,176,W,2021-06-20,1,0.0,34.0,0
+2021-06-13,176,W,2021-06-20,1,0.0,36.0,0
+2021-06-14,176,W,2021-06-20,1,0.0,37.0,0
+2021-06-15,176,W,2021-06-20,1,0.0,36.0,0
+2021-06-16,176,W,2021-06-20,1,0.0,36.0,0
+2021-06-17,176,W,2021-06-20,1,0.0,35.0,0
+2021-06-18,176,W,2021-06-20,1,0.0,36.0,0
+2021-06-19,176,W,2021-06-20,1,0.0,37.0,0
+2021-06-20,176,W,2021-06-20,1,0.0,37.0,1
+2021-06-21,176,W,2021-06-20,1,0.08741616736300983,37.0,1
+2021-06-22,176,W,2021-06-20,1,0.17483233472602677,40.0,1
+2021-06-23,176,W,2021-06-20,1,0.2622485020890366,37.0,1
+2021-06-24,176,W,2021-06-20,1,0.34966466945204644,37.0,1
+2021-06-25,176,W,2021-06-20,1,0.4370808368150563,39.0,1
+2021-06-26,176,W,2021-06-20,1,0.4370808368150563,36.0,1
+2021-06-27,176,W,2021-06-20,1,0.4370808368150563,37.0,1
+2021-06-28,176,W,2021-06-20,1,0.4370808368150563,39.0,1
+2021-06-29,176,W,2021-06-20,1,0.4370808368150563,40.0,1
+2021-06-30,176,W,2021-06-20,1,0.4370808368150563,39.0,1
+2021-07-01,176,W,2021-06-20,1,0.4370808368150563,39.0,1
+2021-07-02,176,W,2021-06-20,1,0.4370808368150563,40.0,1
+2021-07-03,176,W,2021-06-20,1,0.4370808368150563,38.0,1
+2021-07-04,176,W,2021-06-20,1,0.4370808368150563,40.0,1
+2021-07-05,176,W,2021-06-20,1,0.4370808368150563,41.0,1
+2021-07-06,176,W,2021-06-20,1,0.4370808368150563,42.0,1
+2021-07-07,176,W,2021-06-20,1,0.4370808368150563,40.0,1
+2021-07-08,176,W,2021-06-20,1,0.4370808368150563,40.0,1
+2021-07-09,176,W,2021-06-20,1,0.4370808368150563,41.0,1
+2021-07-10,176,W,2021-06-20,1,0.4370808368150563,39.0,1
+2021-07-11,176,W,2021-06-20,1,0.4370808368150563,41.0,1
+2021-07-12,176,W,2021-06-20,1,0.4370808368150563,41.0,1
+2021-07-13,176,W,2021-06-20,1,0.4370808368150563,42.0,1
+2021-07-14,176,W,2021-06-20,1,0.4370808368150563,43.0,1
+2021-07-15,176,W,2021-06-20,1,0.4370808368150563,43.0,1
+2021-07-16,176,W,2021-06-20,1,0.4370808368150563,42.0,1
+2021-07-17,176,W,2021-06-20,1,0.4370808368150563,42.0,1
+2021-07-18,176,W,2021-06-20,1,0.4370808368150563,44.0,1
+2021-07-19,176,W,2021-06-20,1,0.4370808368150563,46.0,1
+2021-07-20,176,W,2021-06-20,1,0.4370808368150563,44.0,1
+2021-07-21,176,W,2021-06-20,1,0.4370808368150563,44.0,1
+2021-07-22,176,W,2021-06-20,1,0.4370808368150563,44.0,1
+2021-07-23,176,W,2021-06-20,1,0.4370808368150563,44.0,1
+2021-07-24,176,W,2021-06-20,1,0.4370808368150563,43.0,1
+2021-07-25,176,W,2021-06-20,1,0.4370808368150563,44.0,1
+2021-07-26,176,W,2021-06-20,1,0.4370808368150563,43.0,1
+2021-07-27,176,W,2021-06-20,1,0.4370808368150563,46.0,1
+2021-07-28,176,W,2021-06-20,1,0.4370808368150563,43.0,1
+2021-07-29,176,W,2021-06-20,1,0.4370808368150563,44.0,1
+2021-07-30,176,W,2021-06-20,1,0.4370808368150563,45.0,1
+2021-07-31,176,W,2021-06-20,1,0.4370808368150563,44.0,1
+2021-05-01,177,S,2100-01-01,0,0.0,50.0,0
+2021-05-02,177,S,2100-01-01,0,0.0,50.0,0
+2021-05-03,177,S,2100-01-01,0,0.0,49.0,0
+2021-05-04,177,S,2100-01-01,0,0.0,48.0,0
+2021-05-05,177,S,2100-01-01,0,0.0,49.0,0
+2021-05-06,177,S,2100-01-01,0,0.0,50.0,0
+2021-05-07,177,S,2100-01-01,0,0.0,50.0,0
+2021-05-08,177,S,2100-01-01,0,0.0,49.0,0
+2021-05-09,177,S,2100-01-01,0,0.0,50.0,0
+2021-05-10,177,S,2100-01-01,0,0.0,50.0,0
+2021-05-11,177,S,2100-01-01,0,0.0,49.0,0
+2021-05-12,177,S,2100-01-01,0,0.0,50.0,0
+2021-05-13,177,S,2100-01-01,0,0.0,50.0,0
+2021-05-14,177,S,2100-01-01,0,0.0,47.0,0
+2021-05-15,177,S,2100-01-01,0,0.0,50.0,0
+2021-05-16,177,S,2100-01-01,0,0.0,49.0,0
+2021-05-17,177,S,2100-01-01,0,0.0,52.0,0
+2021-05-18,177,S,2100-01-01,0,0.0,49.0,0
+2021-05-19,177,S,2100-01-01,0,0.0,48.0,0
+2021-05-20,177,S,2100-01-01,0,0.0,51.0,0
+2021-05-21,177,S,2100-01-01,0,0.0,49.0,0
+2021-05-22,177,S,2100-01-01,0,0.0,49.0,0
+2021-05-23,177,S,2100-01-01,0,0.0,49.0,0
+2021-05-24,177,S,2100-01-01,0,0.0,51.0,0
+2021-05-25,177,S,2100-01-01,0,0.0,48.0,0
+2021-05-26,177,S,2100-01-01,0,0.0,50.0,0
+2021-05-27,177,S,2100-01-01,0,0.0,49.0,0
+2021-05-28,177,S,2100-01-01,0,0.0,49.0,0
+2021-05-29,177,S,2100-01-01,0,0.0,49.0,0
+2021-05-30,177,S,2100-01-01,0,0.0,49.0,0
+2021-05-31,177,S,2100-01-01,0,0.0,51.0,0
+2021-06-01,177,S,2100-01-01,0,0.0,49.0,0
+2021-06-02,177,S,2100-01-01,0,0.0,51.0,0
+2021-06-03,177,S,2100-01-01,0,0.0,49.0,0
+2021-06-04,177,S,2100-01-01,0,0.0,49.0,0
+2021-06-05,177,S,2100-01-01,0,0.0,48.0,0
+2021-06-06,177,S,2100-01-01,0,0.0,49.0,0
+2021-06-07,177,S,2100-01-01,0,0.0,48.0,0
+2021-06-08,177,S,2100-01-01,0,0.0,49.0,0
+2021-06-09,177,S,2100-01-01,0,0.0,51.0,0
+2021-06-10,177,S,2100-01-01,0,0.0,50.0,0
+2021-06-11,177,S,2100-01-01,0,0.0,49.0,0
+2021-06-12,177,S,2100-01-01,0,0.0,49.0,0
+2021-06-13,177,S,2100-01-01,0,0.0,49.0,0
+2021-06-14,177,S,2100-01-01,0,0.0,51.0,0
+2021-06-15,177,S,2100-01-01,0,0.0,49.0,0
+2021-06-16,177,S,2100-01-01,0,0.0,51.0,0
+2021-06-17,177,S,2100-01-01,0,0.0,49.0,0
+2021-06-18,177,S,2100-01-01,0,0.0,51.0,0
+2021-06-19,177,S,2100-01-01,0,0.0,50.0,0
+2021-06-20,177,S,2100-01-01,0,0.0,49.0,0
+2021-06-21,177,S,2100-01-01,0,0.0,50.0,0
+2021-06-22,177,S,2100-01-01,0,0.0,50.0,0
+2021-06-23,177,S,2100-01-01,0,0.0,49.0,0
+2021-06-24,177,S,2100-01-01,0,0.0,49.0,0
+2021-06-25,177,S,2100-01-01,0,0.0,49.0,0
+2021-06-26,177,S,2100-01-01,0,0.0,49.0,0
+2021-06-27,177,S,2100-01-01,0,0.0,49.0,0
+2021-06-28,177,S,2100-01-01,0,0.0,49.0,0
+2021-06-29,177,S,2100-01-01,0,0.0,50.0,0
+2021-06-30,177,S,2100-01-01,0,0.0,49.0,0
+2021-07-01,177,S,2100-01-01,0,0.0,51.0,0
+2021-07-02,177,S,2100-01-01,0,0.0,48.0,0
+2021-07-03,177,S,2100-01-01,0,0.0,48.0,0
+2021-07-04,177,S,2100-01-01,0,0.0,49.0,0
+2021-07-05,177,S,2100-01-01,0,0.0,50.0,0
+2021-07-06,177,S,2100-01-01,0,0.0,50.0,0
+2021-07-07,177,S,2100-01-01,0,0.0,51.0,0
+2021-07-08,177,S,2100-01-01,0,0.0,49.0,0
+2021-07-09,177,S,2100-01-01,0,0.0,51.0,0
+2021-07-10,177,S,2100-01-01,0,0.0,48.0,0
+2021-07-11,177,S,2100-01-01,0,0.0,49.0,0
+2021-07-12,177,S,2100-01-01,0,0.0,49.0,0
+2021-07-13,177,S,2100-01-01,0,0.0,48.0,0
+2021-07-14,177,S,2100-01-01,0,0.0,50.0,0
+2021-07-15,177,S,2100-01-01,0,0.0,51.0,0
+2021-07-16,177,S,2100-01-01,0,0.0,50.0,0
+2021-07-17,177,S,2100-01-01,0,0.0,49.0,0
+2021-07-18,177,S,2100-01-01,0,0.0,49.0,0
+2021-07-19,177,S,2100-01-01,0,0.0,50.0,0
+2021-07-20,177,S,2100-01-01,0,0.0,49.0,0
+2021-07-21,177,S,2100-01-01,0,0.0,50.0,0
+2021-07-22,177,S,2100-01-01,0,0.0,51.0,0
+2021-07-23,177,S,2100-01-01,0,0.0,49.0,0
+2021-07-24,177,S,2100-01-01,0,0.0,49.0,0
+2021-07-25,177,S,2100-01-01,0,0.0,49.0,0
+2021-07-26,177,S,2100-01-01,0,0.0,49.0,0
+2021-07-27,177,S,2100-01-01,0,0.0,50.0,0
+2021-07-28,177,S,2100-01-01,0,0.0,49.0,0
+2021-07-29,177,S,2100-01-01,0,0.0,49.0,0
+2021-07-30,177,S,2100-01-01,0,0.0,48.0,0
+2021-07-31,177,S,2100-01-01,0,0.0,48.0,0
+2021-05-01,178,E,2021-06-04,1,0.0,16.0,0
+2021-05-02,178,E,2021-06-04,1,0.0,16.0,0
+2021-05-03,178,E,2021-06-04,1,0.0,17.0,0
+2021-05-04,178,E,2021-06-04,1,0.0,16.0,0
+2021-05-05,178,E,2021-06-04,1,0.0,17.0,0
+2021-05-06,178,E,2021-06-04,1,0.0,18.0,0
+2021-05-07,178,E,2021-06-04,1,0.0,17.0,0
+2021-05-08,178,E,2021-06-04,1,0.0,17.0,0
+2021-05-09,178,E,2021-06-04,1,0.0,17.0,0
+2021-05-10,178,E,2021-06-04,1,0.0,21.0,0
+2021-05-11,178,E,2021-06-04,1,0.0,19.0,0
+2021-05-12,178,E,2021-06-04,1,0.0,19.0,0
+2021-05-13,178,E,2021-06-04,1,0.0,19.0,0
+2021-05-14,178,E,2021-06-04,1,0.0,18.0,0
+2021-05-15,178,E,2021-06-04,1,0.0,20.0,0
+2021-05-16,178,E,2021-06-04,1,0.0,21.0,0
+2021-05-17,178,E,2021-06-04,1,0.0,22.0,0
+2021-05-18,178,E,2021-06-04,1,0.0,21.0,0
+2021-05-19,178,E,2021-06-04,1,0.0,21.0,0
+2021-05-20,178,E,2021-06-04,1,0.0,22.0,0
+2021-05-21,178,E,2021-06-04,1,0.0,22.0,0
+2021-05-22,178,E,2021-06-04,1,0.0,23.0,0
+2021-05-23,178,E,2021-06-04,1,0.0,23.0,0
+2021-05-24,178,E,2021-06-04,1,0.0,23.0,0
+2021-05-25,178,E,2021-06-04,1,0.0,24.0,0
+2021-05-26,178,E,2021-06-04,1,0.0,23.0,0
+2021-05-27,178,E,2021-06-04,1,0.0,22.0,0
+2021-05-28,178,E,2021-06-04,1,0.0,24.0,0
+2021-05-29,178,E,2021-06-04,1,0.0,25.0,0
+2021-05-30,178,E,2021-06-04,1,0.0,24.0,0
+2021-05-31,178,E,2021-06-04,1,0.0,26.0,0
+2021-06-01,178,E,2021-06-04,1,0.0,25.0,0
+2021-06-02,178,E,2021-06-04,1,0.0,26.0,0
+2021-06-03,178,E,2021-06-04,1,0.0,26.0,0
+2021-06-04,178,E,2021-06-04,1,0.0,26.0,1
+2021-06-05,178,E,2021-06-04,1,1.5094064803404663,27.0,1
+2021-06-06,178,E,2021-06-04,1,3.0188129606809326,29.0,1
+2021-06-07,178,E,2021-06-04,1,4.528219441021399,32.0,1
+2021-06-08,178,E,2021-06-04,1,6.037625921361865,33.0,1
+2021-06-09,178,E,2021-06-04,1,7.547032401702332,36.0,1
+2021-06-10,178,E,2021-06-04,1,7.547032401702332,35.0,1
+2021-06-11,178,E,2021-06-04,1,7.547032401702332,36.0,1
+2021-06-12,178,E,2021-06-04,1,7.547032401702332,36.0,1
+2021-06-13,178,E,2021-06-04,1,7.547032401702332,36.0,1
+2021-06-14,178,E,2021-06-04,1,7.547032401702332,36.0,1
+2021-06-15,178,E,2021-06-04,1,7.547032401702332,37.0,1
+2021-06-16,178,E,2021-06-04,1,7.547032401702332,38.0,1
+2021-06-17,178,E,2021-06-04,1,7.547032401702332,37.0,1
+2021-06-18,178,E,2021-06-04,1,7.547032401702332,38.0,1
+2021-06-19,178,E,2021-06-04,1,7.547032401702332,38.0,1
+2021-06-20,178,E,2021-06-04,1,7.547032401702332,39.0,1
+2021-06-21,178,E,2021-06-04,1,7.547032401702332,40.0,1
+2021-06-22,178,E,2021-06-04,1,7.547032401702332,38.0,1
+2021-06-23,178,E,2021-06-04,1,7.547032401702332,40.0,1
+2021-06-24,178,E,2021-06-04,1,7.547032401702332,39.0,1
+2021-06-25,178,E,2021-06-04,1,7.547032401702332,42.0,1
+2021-06-26,178,E,2021-06-04,1,7.547032401702332,39.0,1
+2021-06-27,178,E,2021-06-04,1,7.547032401702332,41.0,1
+2021-06-28,178,E,2021-06-04,1,7.547032401702332,40.0,1
+2021-06-29,178,E,2021-06-04,1,7.547032401702332,41.0,1
+2021-06-30,178,E,2021-06-04,1,7.547032401702332,40.0,1
+2021-07-01,178,E,2021-06-04,1,7.547032401702332,43.0,1
+2021-07-02,178,E,2021-06-04,1,7.547032401702332,42.0,1
+2021-07-03,178,E,2021-06-04,1,7.547032401702332,41.0,1
+2021-07-04,178,E,2021-06-04,1,7.547032401702332,41.0,1
+2021-07-05,178,E,2021-06-04,1,7.547032401702332,44.0,1
+2021-07-06,178,E,2021-06-04,1,7.547032401702332,43.0,1
+2021-07-07,178,E,2021-06-04,1,7.547032401702332,45.0,1
+2021-07-08,178,E,2021-06-04,1,7.547032401702332,44.0,1
+2021-07-09,178,E,2021-06-04,1,7.547032401702332,45.0,1
+2021-07-10,178,E,2021-06-04,1,7.547032401702332,43.0,1
+2021-07-11,178,E,2021-06-04,1,7.547032401702332,45.0,1
+2021-07-12,178,E,2021-06-04,1,7.547032401702332,46.0,1
+2021-07-13,178,E,2021-06-04,1,7.547032401702332,45.0,1
+2021-07-14,178,E,2021-06-04,1,7.547032401702332,48.0,1
+2021-07-15,178,E,2021-06-04,1,7.547032401702332,46.0,1
+2021-07-16,178,E,2021-06-04,1,7.547032401702332,45.0,1
+2021-07-17,178,E,2021-06-04,1,7.547032401702332,46.0,1
+2021-07-18,178,E,2021-06-04,1,7.547032401702332,46.0,1
+2021-07-19,178,E,2021-06-04,1,7.547032401702332,48.0,1
+2021-07-20,178,E,2021-06-04,1,7.547032401702332,48.0,1
+2021-07-21,178,E,2021-06-04,1,7.547032401702332,48.0,1
+2021-07-22,178,E,2021-06-04,1,7.547032401702332,50.0,1
+2021-07-23,178,E,2021-06-04,1,7.547032401702332,50.0,1
+2021-07-24,178,E,2021-06-04,1,7.547032401702332,49.0,1
+2021-07-25,178,E,2021-06-04,1,7.547032401702332,46.0,1
+2021-07-26,178,E,2021-06-04,1,7.547032401702332,50.0,1
+2021-07-27,178,E,2021-06-04,1,7.547032401702332,51.0,1
+2021-07-28,178,E,2021-06-04,1,7.547032401702332,50.0,1
+2021-07-29,178,E,2021-06-04,1,7.547032401702332,50.0,1
+2021-07-30,178,E,2021-06-04,1,7.547032401702332,49.0,1
+2021-07-31,178,E,2021-06-04,1,7.547032401702332,49.0,1
+2021-05-01,179,S,2021-06-04,1,0.0,51.0,0
+2021-05-02,179,S,2021-06-04,1,0.0,50.0,0
+2021-05-03,179,S,2021-06-04,1,0.0,50.0,0
+2021-05-04,179,S,2021-06-04,1,0.0,49.0,0
+2021-05-05,179,S,2021-06-04,1,0.0,48.0,0
+2021-05-06,179,S,2021-06-04,1,0.0,49.0,0
+2021-05-07,179,S,2021-06-04,1,0.0,49.0,0
+2021-05-08,179,S,2021-06-04,1,0.0,49.0,0
+2021-05-09,179,S,2021-06-04,1,0.0,51.0,0
+2021-05-10,179,S,2021-06-04,1,0.0,51.0,0
+2021-05-11,179,S,2021-06-04,1,0.0,49.0,0
+2021-05-12,179,S,2021-06-04,1,0.0,51.0,0
+2021-05-13,179,S,2021-06-04,1,0.0,49.0,0
+2021-05-14,179,S,2021-06-04,1,0.0,48.0,0
+2021-05-15,179,S,2021-06-04,1,0.0,50.0,0
+2021-05-16,179,S,2021-06-04,1,0.0,51.0,0
+2021-05-17,179,S,2021-06-04,1,0.0,51.0,0
+2021-05-18,179,S,2021-06-04,1,0.0,50.0,0
+2021-05-19,179,S,2021-06-04,1,0.0,48.0,0
+2021-05-20,179,S,2021-06-04,1,0.0,50.0,0
+2021-05-21,179,S,2021-06-04,1,0.0,51.0,0
+2021-05-22,179,S,2021-06-04,1,0.0,50.0,0
+2021-05-23,179,S,2021-06-04,1,0.0,51.0,0
+2021-05-24,179,S,2021-06-04,1,0.0,52.0,0
+2021-05-25,179,S,2021-06-04,1,0.0,52.0,0
+2021-05-26,179,S,2021-06-04,1,0.0,51.0,0
+2021-05-27,179,S,2021-06-04,1,0.0,50.0,0
+2021-05-28,179,S,2021-06-04,1,0.0,49.0,0
+2021-05-29,179,S,2021-06-04,1,0.0,50.0,0
+2021-05-30,179,S,2021-06-04,1,0.0,49.0,0
+2021-05-31,179,S,2021-06-04,1,0.0,51.0,0
+2021-06-01,179,S,2021-06-04,1,0.0,50.0,0
+2021-06-02,179,S,2021-06-04,1,0.0,52.0,0
+2021-06-03,179,S,2021-06-04,1,0.0,50.0,0
+2021-06-04,179,S,2021-06-04,1,0.0,49.0,1
+2021-06-05,179,S,2021-06-04,1,0.12478015783005247,52.0,1
+2021-06-06,179,S,2021-06-04,1,0.24956031566010495,51.0,1
+2021-06-07,179,S,2021-06-04,1,0.3743404734901574,51.0,1
+2021-06-08,179,S,2021-06-04,1,0.4991206313202028,51.0,1
+2021-06-09,179,S,2021-06-04,1,0.6239007891502553,51.0,1
+2021-06-10,179,S,2021-06-04,1,0.6239007891502553,51.0,1
+2021-06-11,179,S,2021-06-04,1,0.6239007891502553,49.0,1
+2021-06-12,179,S,2021-06-04,1,0.6239007891502553,48.0,1
+2021-06-13,179,S,2021-06-04,1,0.6239007891502553,52.0,1
+2021-06-14,179,S,2021-06-04,1,0.6239007891502553,51.0,1
+2021-06-15,179,S,2021-06-04,1,0.6239007891502553,50.0,1
+2021-06-16,179,S,2021-06-04,1,0.6239007891502553,50.0,1
+2021-06-17,179,S,2021-06-04,1,0.6239007891502553,51.0,1
+2021-06-18,179,S,2021-06-04,1,0.6239007891502553,50.0,1
+2021-06-19,179,S,2021-06-04,1,0.6239007891502553,51.0,1
+2021-06-20,179,S,2021-06-04,1,0.6239007891502553,49.0,1
+2021-06-21,179,S,2021-06-04,1,0.6239007891502553,49.0,1
+2021-06-22,179,S,2021-06-04,1,0.6239007891502553,51.0,1
+2021-06-23,179,S,2021-06-04,1,0.6239007891502553,51.0,1
+2021-06-24,179,S,2021-06-04,1,0.6239007891502553,51.0,1
+2021-06-25,179,S,2021-06-04,1,0.6239007891502553,49.0,1
+2021-06-26,179,S,2021-06-04,1,0.6239007891502553,51.0,1
+2021-06-27,179,S,2021-06-04,1,0.6239007891502553,50.0,1
+2021-06-28,179,S,2021-06-04,1,0.6239007891502553,49.0,1
+2021-06-29,179,S,2021-06-04,1,0.6239007891502553,53.0,1
+2021-06-30,179,S,2021-06-04,1,0.6239007891502553,51.0,1
+2021-07-01,179,S,2021-06-04,1,0.6239007891502553,50.0,1
+2021-07-02,179,S,2021-06-04,1,0.6239007891502553,51.0,1
+2021-07-03,179,S,2021-06-04,1,0.6239007891502553,49.0,1
+2021-07-04,179,S,2021-06-04,1,0.6239007891502553,51.0,1
+2021-07-05,179,S,2021-06-04,1,0.6239007891502553,53.0,1
+2021-07-06,179,S,2021-06-04,1,0.6239007891502553,52.0,1
+2021-07-07,179,S,2021-06-04,1,0.6239007891502553,51.0,1
+2021-07-08,179,S,2021-06-04,1,0.6239007891502553,50.0,1
+2021-07-09,179,S,2021-06-04,1,0.6239007891502553,51.0,1
+2021-07-10,179,S,2021-06-04,1,0.6239007891502553,49.0,1
+2021-07-11,179,S,2021-06-04,1,0.6239007891502553,50.0,1
+2021-07-12,179,S,2021-06-04,1,0.6239007891502553,50.0,1
+2021-07-13,179,S,2021-06-04,1,0.6239007891502553,51.0,1
+2021-07-14,179,S,2021-06-04,1,0.6239007891502553,51.0,1
+2021-07-15,179,S,2021-06-04,1,0.6239007891502553,50.0,1
+2021-07-16,179,S,2021-06-04,1,0.6239007891502553,49.0,1
+2021-07-17,179,S,2021-06-04,1,0.6239007891502553,51.0,1
+2021-07-18,179,S,2021-06-04,1,0.6239007891502553,51.0,1
+2021-07-19,179,S,2021-06-04,1,0.6239007891502553,51.0,1
+2021-07-20,179,S,2021-06-04,1,0.6239007891502553,50.0,1
+2021-07-21,179,S,2021-06-04,1,0.6239007891502553,50.0,1
+2021-07-22,179,S,2021-06-04,1,0.6239007891502553,50.0,1
+2021-07-23,179,S,2021-06-04,1,0.6239007891502553,51.0,1
+2021-07-24,179,S,2021-06-04,1,0.6239007891502553,50.0,1
+2021-07-25,179,S,2021-06-04,1,0.6239007891502553,49.0,1
+2021-07-26,179,S,2021-06-04,1,0.6239007891502553,52.0,1
+2021-07-27,179,S,2021-06-04,1,0.6239007891502553,52.0,1
+2021-07-28,179,S,2021-06-04,1,0.6239007891502553,50.0,1
+2021-07-29,179,S,2021-06-04,1,0.6239007891502553,50.0,1
+2021-07-30,179,S,2021-06-04,1,0.6239007891502553,51.0,1
+2021-07-31,179,S,2021-06-04,1,0.6239007891502553,49.0,1
+2021-05-01,180,E,2021-05-15,1,0.0,14.0,0
+2021-05-02,180,E,2021-05-15,1,0.0,16.0,0
+2021-05-03,180,E,2021-05-15,1,0.0,17.0,0
+2021-05-04,180,E,2021-05-15,1,0.0,17.0,0
+2021-05-05,180,E,2021-05-15,1,0.0,15.0,0
+2021-05-06,180,E,2021-05-15,1,0.0,18.0,0
+2021-05-07,180,E,2021-05-15,1,0.0,16.0,0
+2021-05-08,180,E,2021-05-15,1,0.0,17.0,0
+2021-05-09,180,E,2021-05-15,1,0.0,17.0,0
+2021-05-10,180,E,2021-05-15,1,0.0,19.0,0
+2021-05-11,180,E,2021-05-15,1,0.0,18.0,0
+2021-05-12,180,E,2021-05-15,1,0.0,19.0,0
+2021-05-13,180,E,2021-05-15,1,0.0,18.0,0
+2021-05-14,180,E,2021-05-15,1,0.0,18.0,0
+2021-05-15,180,E,2021-05-15,1,0.0,19.0,1
+2021-05-16,180,E,2021-05-15,1,0.4500757251338179,21.0,1
+2021-05-17,180,E,2021-05-15,1,0.9001514502676393,23.0,1
+2021-05-18,180,E,2021-05-15,1,1.3502271754014572,22.0,1
+2021-05-19,180,E,2021-05-15,1,1.800302900535275,22.0,1
+2021-05-20,180,E,2021-05-15,1,2.2503786256690965,24.0,1
+2021-05-21,180,E,2021-05-15,1,2.2503786256690965,26.0,1
+2021-05-22,180,E,2021-05-15,1,2.2503786256690965,24.0,1
+2021-05-23,180,E,2021-05-15,1,2.2503786256690965,23.0,1
+2021-05-24,180,E,2021-05-15,1,2.2503786256690965,25.0,1
+2021-05-25,180,E,2021-05-15,1,2.2503786256690965,25.0,1
+2021-05-26,180,E,2021-05-15,1,2.2503786256690965,26.0,1
+2021-05-27,180,E,2021-05-15,1,2.2503786256690965,25.0,1
+2021-05-28,180,E,2021-05-15,1,2.2503786256690965,26.0,1
+2021-05-29,180,E,2021-05-15,1,2.2503786256690965,26.0,1
+2021-05-30,180,E,2021-05-15,1,2.2503786256690965,27.0,1
+2021-05-31,180,E,2021-05-15,1,2.2503786256690965,28.0,1
+2021-06-01,180,E,2021-05-15,1,2.2503786256690965,29.0,1
+2021-06-02,180,E,2021-05-15,1,2.2503786256690965,28.0,1
+2021-06-03,180,E,2021-05-15,1,2.2503786256690965,28.0,1
+2021-06-04,180,E,2021-05-15,1,2.2503786256690965,30.0,1
+2021-06-05,180,E,2021-05-15,1,2.2503786256690965,28.0,1
+2021-06-06,180,E,2021-05-15,1,2.2503786256690965,29.0,1
+2021-06-07,180,E,2021-05-15,1,2.2503786256690965,28.0,1
+2021-06-08,180,E,2021-05-15,1,2.2503786256690965,29.0,1
+2021-06-09,180,E,2021-05-15,1,2.2503786256690965,30.0,1
+2021-06-10,180,E,2021-05-15,1,2.2503786256690965,30.0,1
+2021-06-11,180,E,2021-05-15,1,2.2503786256690965,29.0,1
+2021-06-12,180,E,2021-05-15,1,2.2503786256690965,30.0,1
+2021-06-13,180,E,2021-05-15,1,2.2503786256690965,30.0,1
+2021-06-14,180,E,2021-05-15,1,2.2503786256690965,32.0,1
+2021-06-15,180,E,2021-05-15,1,2.2503786256690965,31.0,1
+2021-06-16,180,E,2021-05-15,1,2.2503786256690965,32.0,1
+2021-06-17,180,E,2021-05-15,1,2.250378625669093,33.0,1
+2021-06-18,180,E,2021-05-15,1,2.250378625669093,31.0,1
+2021-06-19,180,E,2021-05-15,1,2.250378625669093,32.0,1
+2021-06-20,180,E,2021-05-15,1,2.250378625669093,34.0,1
+2021-06-21,180,E,2021-05-15,1,2.250378625669093,33.0,1
+2021-06-22,180,E,2021-05-15,1,2.250378625669093,32.0,1
+2021-06-23,180,E,2021-05-15,1,2.250378625669093,34.0,1
+2021-06-24,180,E,2021-05-15,1,2.250378625669093,35.0,1
+2021-06-25,180,E,2021-05-15,1,2.250378625669093,35.0,1
+2021-06-26,180,E,2021-05-15,1,2.250378625669093,34.0,1
+2021-06-27,180,E,2021-05-15,1,2.250378625669093,35.0,1
+2021-06-28,180,E,2021-05-15,1,2.250378625669093,36.0,1
+2021-06-29,180,E,2021-05-15,1,2.250378625669093,37.0,1
+2021-06-30,180,E,2021-05-15,1,2.250378625669093,35.0,1
+2021-07-01,180,E,2021-05-15,1,2.250378625669093,38.0,1
+2021-07-02,180,E,2021-05-15,1,2.250378625669093,35.0,1
+2021-07-03,180,E,2021-05-15,1,2.250378625669093,35.0,1
+2021-07-04,180,E,2021-05-15,1,2.250378625669093,38.0,1
+2021-07-05,180,E,2021-05-15,1,2.250378625669093,38.0,1
+2021-07-06,180,E,2021-05-15,1,2.250378625669093,38.0,1
+2021-07-07,180,E,2021-05-15,1,2.250378625669093,38.0,1
+2021-07-08,180,E,2021-05-15,1,2.250378625669093,38.0,1
+2021-07-09,180,E,2021-05-15,1,2.250378625669093,39.0,1
+2021-07-10,180,E,2021-05-15,1,2.250378625669093,37.0,1
+2021-07-11,180,E,2021-05-15,1,2.250378625669093,37.0,1
+2021-07-12,180,E,2021-05-15,1,2.250378625669093,39.0,1
+2021-07-13,180,E,2021-05-15,1,2.250378625669093,40.0,1
+2021-07-14,180,E,2021-05-15,1,2.250378625669093,40.0,1
+2021-07-15,180,E,2021-05-15,1,2.250378625669093,41.0,1
+2021-07-16,180,E,2021-05-15,1,2.250378625669093,40.0,1
+2021-07-17,180,E,2021-05-15,1,2.250378625669093,41.0,1
+2021-07-18,180,E,2021-05-15,1,2.250378625669093,41.0,1
+2021-07-19,180,E,2021-05-15,1,2.250378625669093,41.0,1
+2021-07-20,180,E,2021-05-15,1,2.250378625669093,42.0,1
+2021-07-21,180,E,2021-05-15,1,2.250378625669093,43.0,1
+2021-07-22,180,E,2021-05-15,1,2.250378625669093,43.0,1
+2021-07-23,180,E,2021-05-15,1,2.250378625669093,43.0,1
+2021-07-24,180,E,2021-05-15,1,2.250378625669093,43.0,1
+2021-07-25,180,E,2021-05-15,1,2.250378625669093,42.0,1
+2021-07-26,180,E,2021-05-15,1,2.250378625669093,43.0,1
+2021-07-27,180,E,2021-05-15,1,2.250378625669093,44.0,1
+2021-07-28,180,E,2021-05-15,1,2.250378625669093,44.0,1
+2021-07-29,180,E,2021-05-15,1,2.250378625669093,44.0,1
+2021-07-30,180,E,2021-05-15,1,2.250378625669093,44.0,1
+2021-07-31,180,E,2021-05-15,1,2.250378625669093,44.0,1
+2021-05-01,181,E,2021-06-20,1,0.0,20.0,0
+2021-05-02,181,E,2021-06-20,1,0.0,22.0,0
+2021-05-03,181,E,2021-06-20,1,0.0,21.0,0
+2021-05-04,181,E,2021-06-20,1,0.0,22.0,0
+2021-05-05,181,E,2021-06-20,1,0.0,22.0,0
+2021-05-06,181,E,2021-06-20,1,0.0,22.0,0
+2021-05-07,181,E,2021-06-20,1,0.0,22.0,0
+2021-05-08,181,E,2021-06-20,1,0.0,23.0,0
+2021-05-09,181,E,2021-06-20,1,0.0,25.0,0
+2021-05-10,181,E,2021-06-20,1,0.0,25.0,0
+2021-05-11,181,E,2021-06-20,1,0.0,24.0,0
+2021-05-12,181,E,2021-06-20,1,0.0,24.0,0
+2021-05-13,181,E,2021-06-20,1,0.0,25.0,0
+2021-05-14,181,E,2021-06-20,1,0.0,23.0,0
+2021-05-15,181,E,2021-06-20,1,0.0,25.0,0
+2021-05-16,181,E,2021-06-20,1,0.0,27.0,0
+2021-05-17,181,E,2021-06-20,1,0.0,27.0,0
+2021-05-18,181,E,2021-06-20,1,0.0,27.0,0
+2021-05-19,181,E,2021-06-20,1,0.0,25.0,0
+2021-05-20,181,E,2021-06-20,1,0.0,25.0,0
+2021-05-21,181,E,2021-06-20,1,0.0,26.0,0
+2021-05-22,181,E,2021-06-20,1,0.0,28.0,0
+2021-05-23,181,E,2021-06-20,1,0.0,29.0,0
+2021-05-24,181,E,2021-06-20,1,0.0,30.0,0
+2021-05-25,181,E,2021-06-20,1,0.0,30.0,0
+2021-05-26,181,E,2021-06-20,1,0.0,28.0,0
+2021-05-27,181,E,2021-06-20,1,0.0,27.0,0
+2021-05-28,181,E,2021-06-20,1,0.0,29.0,0
+2021-05-29,181,E,2021-06-20,1,0.0,29.0,0
+2021-05-30,181,E,2021-06-20,1,0.0,29.0,0
+2021-05-31,181,E,2021-06-20,1,0.0,32.0,0
+2021-06-01,181,E,2021-06-20,1,0.0,30.0,0
+2021-06-02,181,E,2021-06-20,1,0.0,32.0,0
+2021-06-03,181,E,2021-06-20,1,0.0,30.0,0
+2021-06-04,181,E,2021-06-20,1,0.0,31.0,0
+2021-06-05,181,E,2021-06-20,1,0.0,30.0,0
+2021-06-06,181,E,2021-06-20,1,0.0,32.0,0
+2021-06-07,181,E,2021-06-20,1,0.0,32.0,0
+2021-06-08,181,E,2021-06-20,1,0.0,31.0,0
+2021-06-09,181,E,2021-06-20,1,0.0,34.0,0
+2021-06-10,181,E,2021-06-20,1,0.0,32.0,0
+2021-06-11,181,E,2021-06-20,1,0.0,33.0,0
+2021-06-12,181,E,2021-06-20,1,0.0,33.0,0
+2021-06-13,181,E,2021-06-20,1,0.0,33.0,0
+2021-06-14,181,E,2021-06-20,1,0.0,32.0,0
+2021-06-15,181,E,2021-06-20,1,0.0,36.0,0
+2021-06-16,181,E,2021-06-20,1,0.0,36.0,0
+2021-06-17,181,E,2021-06-20,1,0.0,35.0,0
+2021-06-18,181,E,2021-06-20,1,0.0,37.0,0
+2021-06-19,181,E,2021-06-20,1,0.0,35.0,0
+2021-06-20,181,E,2021-06-20,1,0.0,36.0,1
+2021-06-21,181,E,2021-06-20,1,0.033874286828194045,37.0,1
+2021-06-22,181,E,2021-06-20,1,0.06774857365638098,37.0,1
+2021-06-23,181,E,2021-06-20,1,0.10162286048457503,37.0,1
+2021-06-24,181,E,2021-06-20,1,0.13549714731276197,37.0,1
+2021-06-25,181,E,2021-06-20,1,0.169371434140956,39.0,1
+2021-06-26,181,E,2021-06-20,1,0.169371434140956,37.0,1
+2021-06-27,181,E,2021-06-20,1,0.169371434140956,38.0,1
+2021-06-28,181,E,2021-06-20,1,0.169371434140956,38.0,1
+2021-06-29,181,E,2021-06-20,1,0.169371434140956,40.0,1
+2021-06-30,181,E,2021-06-20,1,0.169371434140956,40.0,1
+2021-07-01,181,E,2021-06-20,1,0.169371434140956,40.0,1
+2021-07-02,181,E,2021-06-20,1,0.169371434140956,40.0,1
+2021-07-03,181,E,2021-06-20,1,0.169371434140956,40.0,1
+2021-07-04,181,E,2021-06-20,1,0.169371434140956,42.0,1
+2021-07-05,181,E,2021-06-20,1,0.169371434140956,42.0,1
+2021-07-06,181,E,2021-06-20,1,0.169371434140956,41.0,1
+2021-07-07,181,E,2021-06-20,1,0.169371434140956,42.0,1
+2021-07-08,181,E,2021-06-20,1,0.169371434140956,41.0,1
+2021-07-09,181,E,2021-06-20,1,0.169371434140956,42.0,1
+2021-07-10,181,E,2021-06-20,1,0.169371434140956,40.0,1
+2021-07-11,181,E,2021-06-20,1,0.169371434140956,43.0,1
+2021-07-12,181,E,2021-06-20,1,0.169371434140956,43.0,1
+2021-07-13,181,E,2021-06-20,1,0.169371434140956,43.0,1
+2021-07-14,181,E,2021-06-20,1,0.169371434140956,45.0,1
+2021-07-15,181,E,2021-06-20,1,0.169371434140956,45.0,1
+2021-07-16,181,E,2021-06-20,1,0.169371434140956,43.0,1
+2021-07-17,181,E,2021-06-20,1,0.169371434140956,45.0,1
+2021-07-18,181,E,2021-06-20,1,0.169371434140956,45.0,1
+2021-07-19,181,E,2021-06-20,1,0.169371434140956,44.0,1
+2021-07-20,181,E,2021-06-20,1,0.169371434140956,45.0,1
+2021-07-21,181,E,2021-06-20,1,0.169371434140956,45.0,1
+2021-07-22,181,E,2021-06-20,1,0.169371434140956,46.0,1
+2021-07-23,181,E,2021-06-20,1,0.169371434140956,46.0,1
+2021-07-24,181,E,2021-06-20,1,0.169371434140956,46.0,1
+2021-07-25,181,E,2021-06-20,1,0.169371434140956,45.0,1
+2021-07-26,181,E,2021-06-20,1,0.169371434140956,47.0,1
+2021-07-27,181,E,2021-06-20,1,0.169371434140956,48.0,1
+2021-07-28,181,E,2021-06-20,1,0.169371434140956,49.0,1
+2021-07-29,181,E,2021-06-20,1,0.169371434140956,48.0,1
+2021-07-30,181,E,2021-06-20,1,0.169371434140956,48.0,1
+2021-07-31,181,E,2021-06-20,1,0.169371434140956,47.0,1
+2021-05-01,182,W,2021-06-20,1,0.0,26.0,0
+2021-05-02,182,W,2021-06-20,1,0.0,30.0,0
+2021-05-03,182,W,2021-06-20,1,0.0,28.0,0
+2021-05-04,182,W,2021-06-20,1,0.0,27.0,0
+2021-05-05,182,W,2021-06-20,1,0.0,28.0,0
+2021-05-06,182,W,2021-06-20,1,0.0,29.0,0
+2021-05-07,182,W,2021-06-20,1,0.0,27.0,0
+2021-05-08,182,W,2021-06-20,1,0.0,27.0,0
+2021-05-09,182,W,2021-06-20,1,0.0,28.0,0
+2021-05-10,182,W,2021-06-20,1,0.0,30.0,0
+2021-05-11,182,W,2021-06-20,1,0.0,29.0,0
+2021-05-12,182,W,2021-06-20,1,0.0,30.0,0
+2021-05-13,182,W,2021-06-20,1,0.0,30.0,0
+2021-05-14,182,W,2021-06-20,1,0.0,30.0,0
+2021-05-15,182,W,2021-06-20,1,0.0,30.0,0
+2021-05-16,182,W,2021-06-20,1,0.0,30.0,0
+2021-05-17,182,W,2021-06-20,1,0.0,32.0,0
+2021-05-18,182,W,2021-06-20,1,0.0,29.0,0
+2021-05-19,182,W,2021-06-20,1,0.0,30.0,0
+2021-05-20,182,W,2021-06-20,1,0.0,32.0,0
+2021-05-21,182,W,2021-06-20,1,0.0,31.0,0
+2021-05-22,182,W,2021-06-20,1,0.0,32.0,0
+2021-05-23,182,W,2021-06-20,1,0.0,33.0,0
+2021-05-24,182,W,2021-06-20,1,0.0,32.0,0
+2021-05-25,182,W,2021-06-20,1,0.0,32.0,0
+2021-05-26,182,W,2021-06-20,1,0.0,33.0,0
+2021-05-27,182,W,2021-06-20,1,0.0,32.0,0
+2021-05-28,182,W,2021-06-20,1,0.0,33.0,0
+2021-05-29,182,W,2021-06-20,1,0.0,33.0,0
+2021-05-30,182,W,2021-06-20,1,0.0,35.0,0
+2021-05-31,182,W,2021-06-20,1,0.0,34.0,0
+2021-06-01,182,W,2021-06-20,1,0.0,33.0,0
+2021-06-02,182,W,2021-06-20,1,0.0,35.0,0
+2021-06-03,182,W,2021-06-20,1,0.0,35.0,0
+2021-06-04,182,W,2021-06-20,1,0.0,34.0,0
+2021-06-05,182,W,2021-06-20,1,0.0,33.0,0
+2021-06-06,182,W,2021-06-20,1,0.0,35.0,0
+2021-06-07,182,W,2021-06-20,1,0.0,34.0,0
+2021-06-08,182,W,2021-06-20,1,0.0,33.0,0
+2021-06-09,182,W,2021-06-20,1,0.0,34.0,0
+2021-06-10,182,W,2021-06-20,1,0.0,35.0,0
+2021-06-11,182,W,2021-06-20,1,0.0,35.0,0
+2021-06-12,182,W,2021-06-20,1,0.0,35.0,0
+2021-06-13,182,W,2021-06-20,1,0.0,34.0,0
+2021-06-14,182,W,2021-06-20,1,0.0,35.0,0
+2021-06-15,182,W,2021-06-20,1,0.0,36.0,0
+2021-06-16,182,W,2021-06-20,1,0.0,35.0,0
+2021-06-17,182,W,2021-06-20,1,0.0,36.0,0
+2021-06-18,182,W,2021-06-20,1,0.0,37.0,0
+2021-06-19,182,W,2021-06-20,1,0.0,37.0,0
+2021-06-20,182,W,2021-06-20,1,0.0,38.0,1
+2021-06-21,182,W,2021-06-20,1,0.5141680095689551,39.0,1
+2021-06-22,182,W,2021-06-20,1,1.0283360191379032,38.0,1
+2021-06-23,182,W,2021-06-20,1,1.5425040287068583,39.0,1
+2021-06-24,182,W,2021-06-20,1,2.0566720382758135,40.0,1
+2021-06-25,182,W,2021-06-20,1,2.5708400478447686,42.0,1
+2021-06-26,182,W,2021-06-20,1,2.5708400478447686,41.0,1
+2021-06-27,182,W,2021-06-20,1,2.5708400478447686,41.0,1
+2021-06-28,182,W,2021-06-20,1,2.5708400478447686,42.0,1
+2021-06-29,182,W,2021-06-20,1,2.5708400478447686,43.0,1
+2021-06-30,182,W,2021-06-20,1,2.5708400478447686,41.0,1
+2021-07-01,182,W,2021-06-20,1,2.5708400478447686,43.0,1
+2021-07-02,182,W,2021-06-20,1,2.5708400478447686,41.0,1
+2021-07-03,182,W,2021-06-20,1,2.5708400478447686,42.0,1
+2021-07-04,182,W,2021-06-20,1,2.5708400478447686,43.0,1
+2021-07-05,182,W,2021-06-20,1,2.5708400478447686,44.0,1
+2021-07-06,182,W,2021-06-20,1,2.5708400478447686,44.0,1
+2021-07-07,182,W,2021-06-20,1,2.5708400478447686,44.0,1
+2021-07-08,182,W,2021-06-20,1,2.5708400478447686,44.0,1
+2021-07-09,182,W,2021-06-20,1,2.5708400478447686,43.0,1
+2021-07-10,182,W,2021-06-20,1,2.5708400478447686,44.0,1
+2021-07-11,182,W,2021-06-20,1,2.5708400478447686,43.0,1
+2021-07-12,182,W,2021-06-20,1,2.5708400478447686,44.0,1
+2021-07-13,182,W,2021-06-20,1,2.5708400478447686,45.0,1
+2021-07-14,182,W,2021-06-20,1,2.5708400478447686,45.0,1
+2021-07-15,182,W,2021-06-20,1,2.5708400478447686,46.0,1
+2021-07-16,182,W,2021-06-20,1,2.5708400478447686,44.0,1
+2021-07-17,182,W,2021-06-20,1,2.5708400478447686,44.0,1
+2021-07-18,182,W,2021-06-20,1,2.5708400478447686,45.0,1
+2021-07-19,182,W,2021-06-20,1,2.5708400478447686,46.0,1
+2021-07-20,182,W,2021-06-20,1,2.5708400478447686,45.0,1
+2021-07-21,182,W,2021-06-20,1,2.5708400478447686,46.0,1
+2021-07-22,182,W,2021-06-20,1,2.5708400478447686,46.0,1
+2021-07-23,182,W,2021-06-20,1,2.5708400478447686,48.0,1
+2021-07-24,182,W,2021-06-20,1,2.5708400478447686,45.0,1
+2021-07-25,182,W,2021-06-20,1,2.5708400478447686,45.0,1
+2021-07-26,182,W,2021-06-20,1,2.5708400478447686,47.0,1
+2021-07-27,182,W,2021-06-20,1,2.5708400478447686,50.0,1
+2021-07-28,182,W,2021-06-20,1,2.5708400478447686,47.0,1
+2021-07-29,182,W,2021-06-20,1,2.5708400478447686,47.0,1
+2021-07-30,182,W,2021-06-20,1,2.5708400478447686,47.0,1
+2021-07-31,182,W,2021-06-20,1,2.5708400478447686,47.0,1
+2021-05-01,183,S,2021-06-20,1,0.0,52.0,0
+2021-05-02,183,S,2021-06-20,1,0.0,51.0,0
+2021-05-03,183,S,2021-06-20,1,0.0,50.0,0
+2021-05-04,183,S,2021-06-20,1,0.0,49.0,0
+2021-05-05,183,S,2021-06-20,1,0.0,50.0,0
+2021-05-06,183,S,2021-06-20,1,0.0,51.0,0
+2021-05-07,183,S,2021-06-20,1,0.0,50.0,0
+2021-05-08,183,S,2021-06-20,1,0.0,50.0,0
+2021-05-09,183,S,2021-06-20,1,0.0,52.0,0
+2021-05-10,183,S,2021-06-20,1,0.0,53.0,0
+2021-05-11,183,S,2021-06-20,1,0.0,51.0,0
+2021-05-12,183,S,2021-06-20,1,0.0,48.0,0
+2021-05-13,183,S,2021-06-20,1,0.0,50.0,0
+2021-05-14,183,S,2021-06-20,1,0.0,50.0,0
+2021-05-15,183,S,2021-06-20,1,0.0,50.0,0
+2021-05-16,183,S,2021-06-20,1,0.0,52.0,0
+2021-05-17,183,S,2021-06-20,1,0.0,52.0,0
+2021-05-18,183,S,2021-06-20,1,0.0,50.0,0
+2021-05-19,183,S,2021-06-20,1,0.0,50.0,0
+2021-05-20,183,S,2021-06-20,1,0.0,51.0,0
+2021-05-21,183,S,2021-06-20,1,0.0,50.0,0
+2021-05-22,183,S,2021-06-20,1,0.0,49.0,0
+2021-05-23,183,S,2021-06-20,1,0.0,52.0,0
+2021-05-24,183,S,2021-06-20,1,0.0,51.0,0
+2021-05-25,183,S,2021-06-20,1,0.0,51.0,0
+2021-05-26,183,S,2021-06-20,1,0.0,51.0,0
+2021-05-27,183,S,2021-06-20,1,0.0,51.0,0
+2021-05-28,183,S,2021-06-20,1,0.0,49.0,0
+2021-05-29,183,S,2021-06-20,1,0.0,51.0,0
+2021-05-30,183,S,2021-06-20,1,0.0,50.0,0
+2021-05-31,183,S,2021-06-20,1,0.0,51.0,0
+2021-06-01,183,S,2021-06-20,1,0.0,51.0,0
+2021-06-02,183,S,2021-06-20,1,0.0,50.0,0
+2021-06-03,183,S,2021-06-20,1,0.0,50.0,0
+2021-06-04,183,S,2021-06-20,1,0.0,49.0,0
+2021-06-05,183,S,2021-06-20,1,0.0,50.0,0
+2021-06-06,183,S,2021-06-20,1,0.0,50.0,0
+2021-06-07,183,S,2021-06-20,1,0.0,50.0,0
+2021-06-08,183,S,2021-06-20,1,0.0,50.0,0
+2021-06-09,183,S,2021-06-20,1,0.0,52.0,0
+2021-06-10,183,S,2021-06-20,1,0.0,51.0,0
+2021-06-11,183,S,2021-06-20,1,0.0,51.0,0
+2021-06-12,183,S,2021-06-20,1,0.0,50.0,0
+2021-06-13,183,S,2021-06-20,1,0.0,49.0,0
+2021-06-14,183,S,2021-06-20,1,0.0,50.0,0
+2021-06-15,183,S,2021-06-20,1,0.0,50.0,0
+2021-06-16,183,S,2021-06-20,1,0.0,52.0,0
+2021-06-17,183,S,2021-06-20,1,0.0,50.0,0
+2021-06-18,183,S,2021-06-20,1,0.0,50.0,0
+2021-06-19,183,S,2021-06-20,1,0.0,50.0,0
+2021-06-20,183,S,2021-06-20,1,0.0,52.0,1
+2021-06-21,183,S,2021-06-20,1,0.2154408798949916,51.0,1
+2021-06-22,183,S,2021-06-20,1,0.4308817597899761,50.0,1
+2021-06-23,183,S,2021-06-20,1,0.6463226396849677,52.0,1
+2021-06-24,183,S,2021-06-20,1,0.8617635195799593,52.0,1
+2021-06-25,183,S,2021-06-20,1,1.0772043994749438,52.0,1
+2021-06-26,183,S,2021-06-20,1,1.0772043994749438,52.0,1
+2021-06-27,183,S,2021-06-20,1,1.0772043994749438,51.0,1
+2021-06-28,183,S,2021-06-20,1,1.0772043994749438,51.0,1
+2021-06-29,183,S,2021-06-20,1,1.0772043994749438,51.0,1
+2021-06-30,183,S,2021-06-20,1,1.0772043994749438,51.0,1
+2021-07-01,183,S,2021-06-20,1,1.0772043994749438,52.0,1
+2021-07-02,183,S,2021-06-20,1,1.0772043994749438,52.0,1
+2021-07-03,183,S,2021-06-20,1,1.0772043994749438,50.0,1
+2021-07-04,183,S,2021-06-20,1,1.0772043994749438,50.0,1
+2021-07-05,183,S,2021-06-20,1,1.0772043994749438,53.0,1
+2021-07-06,183,S,2021-06-20,1,1.0772043994749438,53.0,1
+2021-07-07,183,S,2021-06-20,1,1.0772043994749438,52.0,1
+2021-07-08,183,S,2021-06-20,1,1.0772043994749438,52.0,1
+2021-07-09,183,S,2021-06-20,1,1.0772043994749438,51.0,1
+2021-07-10,183,S,2021-06-20,1,1.0772043994749438,50.0,1
+2021-07-11,183,S,2021-06-20,1,1.0772043994749438,52.0,1
+2021-07-12,183,S,2021-06-20,1,1.0772043994749438,52.0,1
+2021-07-13,183,S,2021-06-20,1,1.0772043994749438,50.0,1
+2021-07-14,183,S,2021-06-20,1,1.0772043994749438,50.0,1
+2021-07-15,183,S,2021-06-20,1,1.0772043994749438,52.0,1
+2021-07-16,183,S,2021-06-20,1,1.0772043994749438,50.0,1
+2021-07-17,183,S,2021-06-20,1,1.0772043994749438,53.0,1
+2021-07-18,183,S,2021-06-20,1,1.0772043994749438,51.0,1
+2021-07-19,183,S,2021-06-20,1,1.0772043994749438,53.0,1
+2021-07-20,183,S,2021-06-20,1,1.0772043994749438,51.0,1
+2021-07-21,183,S,2021-06-20,1,1.0772043994749438,50.0,1
+2021-07-22,183,S,2021-06-20,1,1.0772043994749438,51.0,1
+2021-07-23,183,S,2021-06-20,1,1.0772043994749438,52.0,1
+2021-07-24,183,S,2021-06-20,1,1.0772043994749438,51.0,1
+2021-07-25,183,S,2021-06-20,1,1.0772043994749438,51.0,1
+2021-07-26,183,S,2021-06-20,1,1.0772043994749438,52.0,1
+2021-07-27,183,S,2021-06-20,1,1.0772043994749438,53.0,1
+2021-07-28,183,S,2021-06-20,1,1.0772043994749438,52.0,1
+2021-07-29,183,S,2021-06-20,1,1.0772043994749438,52.0,1
+2021-07-30,183,S,2021-06-20,1,1.0772043994749438,50.0,1
+2021-07-31,183,S,2021-06-20,1,1.0772043994749438,52.0,1
+2021-05-01,184,W,2021-06-04,1,0.0,24.0,0
+2021-05-02,184,W,2021-06-04,1,0.0,25.0,0
+2021-05-03,184,W,2021-06-04,1,0.0,25.0,0
+2021-05-04,184,W,2021-06-04,1,0.0,26.0,0
+2021-05-05,184,W,2021-06-04,1,0.0,26.0,0
+2021-05-06,184,W,2021-06-04,1,0.0,26.0,0
+2021-05-07,184,W,2021-06-04,1,0.0,25.0,0
+2021-05-08,184,W,2021-06-04,1,0.0,24.0,0
+2021-05-09,184,W,2021-06-04,1,0.0,26.0,0
+2021-05-10,184,W,2021-06-04,1,0.0,27.0,0
+2021-05-11,184,W,2021-06-04,1,0.0,26.0,0
+2021-05-12,184,W,2021-06-04,1,0.0,25.0,0
+2021-05-13,184,W,2021-06-04,1,0.0,26.0,0
+2021-05-14,184,W,2021-06-04,1,0.0,26.0,0
+2021-05-15,184,W,2021-06-04,1,0.0,27.0,0
+2021-05-16,184,W,2021-06-04,1,0.0,28.0,0
+2021-05-17,184,W,2021-06-04,1,0.0,29.0,0
+2021-05-18,184,W,2021-06-04,1,0.0,29.0,0
+2021-05-19,184,W,2021-06-04,1,0.0,27.0,0
+2021-05-20,184,W,2021-06-04,1,0.0,27.0,0
+2021-05-21,184,W,2021-06-04,1,0.0,28.0,0
+2021-05-22,184,W,2021-06-04,1,0.0,29.0,0
+2021-05-23,184,W,2021-06-04,1,0.0,29.0,0
+2021-05-24,184,W,2021-06-04,1,0.0,28.0,0
+2021-05-25,184,W,2021-06-04,1,0.0,29.0,0
+2021-05-26,184,W,2021-06-04,1,0.0,30.0,0
+2021-05-27,184,W,2021-06-04,1,0.0,30.0,0
+2021-05-28,184,W,2021-06-04,1,0.0,29.0,0
+2021-05-29,184,W,2021-06-04,1,0.0,30.0,0
+2021-05-30,184,W,2021-06-04,1,0.0,31.0,0
+2021-05-31,184,W,2021-06-04,1,0.0,31.0,0
+2021-06-01,184,W,2021-06-04,1,0.0,32.0,0
+2021-06-02,184,W,2021-06-04,1,0.0,31.0,0
+2021-06-03,184,W,2021-06-04,1,0.0,32.0,0
+2021-06-04,184,W,2021-06-04,1,0.0,31.0,1
+2021-06-05,184,W,2021-06-04,1,1.0011952635607884,32.0,1
+2021-06-06,184,W,2021-06-04,1,2.0023905271215767,34.0,1
+2021-06-07,184,W,2021-06-04,1,3.003585790682365,34.0,1
+2021-06-08,184,W,2021-06-04,1,4.0047810542431534,36.0,1
+2021-06-09,184,W,2021-06-04,1,5.005976317803942,38.0,1
+2021-06-10,184,W,2021-06-04,1,5.005976317803942,38.0,1
+2021-06-11,184,W,2021-06-04,1,5.005976317803942,38.0,1
+2021-06-12,184,W,2021-06-04,1,5.005976317803942,38.0,1
+2021-06-13,184,W,2021-06-04,1,5.005976317803942,38.0,1
+2021-06-14,184,W,2021-06-04,1,5.005976317803942,39.0,1
+2021-06-15,184,W,2021-06-04,1,5.005976317803942,38.0,1
+2021-06-16,184,W,2021-06-04,1,5.005976317803942,38.0,1
+2021-06-17,184,W,2021-06-04,1,5.005976317803942,38.0,1
+2021-06-18,184,W,2021-06-04,1,5.005976317803942,39.0,1
+2021-06-19,184,W,2021-06-04,1,5.005976317803942,40.0,1
+2021-06-20,184,W,2021-06-04,1,5.005976317803942,40.0,1
+2021-06-21,184,W,2021-06-04,1,5.005976317803942,40.0,1
+2021-06-22,184,W,2021-06-04,1,5.005976317803942,41.0,1
+2021-06-23,184,W,2021-06-04,1,5.005976317803942,40.0,1
+2021-06-24,184,W,2021-06-04,1,5.005976317803942,40.0,1
+2021-06-25,184,W,2021-06-04,1,5.005976317803942,40.0,1
+2021-06-26,184,W,2021-06-04,1,5.005976317803942,40.0,1
+2021-06-27,184,W,2021-06-04,1,5.005976317803942,41.0,1
+2021-06-28,184,W,2021-06-04,1,5.005976317803942,42.0,1
+2021-06-29,184,W,2021-06-04,1,5.005976317803942,42.0,1
+2021-06-30,184,W,2021-06-04,1,5.005976317803942,41.0,1
+2021-07-01,184,W,2021-06-04,1,5.005976317803942,42.0,1
+2021-07-02,184,W,2021-06-04,1,5.005976317803942,41.0,1
+2021-07-03,184,W,2021-06-04,1,5.005976317803942,40.0,1
+2021-07-04,184,W,2021-06-04,1,5.005976317803942,42.0,1
+2021-07-05,184,W,2021-06-04,1,5.005976317803942,43.0,1
+2021-07-06,184,W,2021-06-04,1,5.005976317803942,43.0,1
+2021-07-07,184,W,2021-06-04,1,5.005976317803942,44.0,1
+2021-07-08,184,W,2021-06-04,1,5.005976317803942,42.0,1
+2021-07-09,184,W,2021-06-04,1,5.005976317803942,42.0,1
+2021-07-10,184,W,2021-06-04,1,5.005976317803942,42.0,1
+2021-07-11,184,W,2021-06-04,1,5.005976317803942,43.0,1
+2021-07-12,184,W,2021-06-04,1,5.005976317803942,43.0,1
+2021-07-13,184,W,2021-06-04,1,5.005976317803942,46.0,1
+2021-07-14,184,W,2021-06-04,1,5.005976317803942,44.0,1
+2021-07-15,184,W,2021-06-04,1,5.005976317803942,44.0,1
+2021-07-16,184,W,2021-06-04,1,5.005976317803942,43.0,1
+2021-07-17,184,W,2021-06-04,1,5.005976317803942,44.0,1
+2021-07-18,184,W,2021-06-04,1,5.005976317803942,45.0,1
+2021-07-19,184,W,2021-06-04,1,5.005976317803942,44.0,1
+2021-07-20,184,W,2021-06-04,1,5.005976317803942,45.0,1
+2021-07-21,184,W,2021-06-04,1,5.005976317803942,44.0,1
+2021-07-22,184,W,2021-06-04,1,5.005976317803942,46.0,1
+2021-07-23,184,W,2021-06-04,1,5.005976317803942,46.0,1
+2021-07-24,184,W,2021-06-04,1,5.005976317803942,46.0,1
+2021-07-25,184,W,2021-06-04,1,5.005976317803942,45.0,1
+2021-07-26,184,W,2021-06-04,1,5.005976317803942,47.0,1
+2021-07-27,184,W,2021-06-04,1,5.005976317803942,48.0,1
+2021-07-28,184,W,2021-06-04,1,5.005976317803942,46.0,1
+2021-07-29,184,W,2021-06-04,1,5.005976317803942,47.0,1
+2021-07-30,184,W,2021-06-04,1,5.005976317803942,47.0,1
+2021-07-31,184,W,2021-06-04,1,5.005976317803942,47.0,1
+2021-05-01,185,N,2021-06-04,1,0.0,42.0,0
+2021-05-02,185,N,2021-06-04,1,0.0,43.0,0
+2021-05-03,185,N,2021-06-04,1,0.0,44.0,0
+2021-05-04,185,N,2021-06-04,1,0.0,44.0,0
+2021-05-05,185,N,2021-06-04,1,0.0,44.0,0
+2021-05-06,185,N,2021-06-04,1,0.0,45.0,0
+2021-05-07,185,N,2021-06-04,1,0.0,43.0,0
+2021-05-08,185,N,2021-06-04,1,0.0,45.0,0
+2021-05-09,185,N,2021-06-04,1,0.0,43.0,0
+2021-05-10,185,N,2021-06-04,1,0.0,45.0,0
+2021-05-11,185,N,2021-06-04,1,0.0,45.0,0
+2021-05-12,185,N,2021-06-04,1,0.0,44.0,0
+2021-05-13,185,N,2021-06-04,1,0.0,43.0,0
+2021-05-14,185,N,2021-06-04,1,0.0,43.0,0
+2021-05-15,185,N,2021-06-04,1,0.0,45.0,0
+2021-05-16,185,N,2021-06-04,1,0.0,44.0,0
+2021-05-17,185,N,2021-06-04,1,0.0,45.0,0
+2021-05-18,185,N,2021-06-04,1,0.0,46.0,0
+2021-05-19,185,N,2021-06-04,1,0.0,45.0,0
+2021-05-20,185,N,2021-06-04,1,0.0,46.0,0
+2021-05-21,185,N,2021-06-04,1,0.0,45.0,0
+2021-05-22,185,N,2021-06-04,1,0.0,45.0,0
+2021-05-23,185,N,2021-06-04,1,0.0,45.0,0
+2021-05-24,185,N,2021-06-04,1,0.0,47.0,0
+2021-05-25,185,N,2021-06-04,1,0.0,48.0,0
+2021-05-26,185,N,2021-06-04,1,0.0,45.0,0
+2021-05-27,185,N,2021-06-04,1,0.0,47.0,0
+2021-05-28,185,N,2021-06-04,1,0.0,46.0,0
+2021-05-29,185,N,2021-06-04,1,0.0,46.0,0
+2021-05-30,185,N,2021-06-04,1,0.0,46.0,0
+2021-05-31,185,N,2021-06-04,1,0.0,47.0,0
+2021-06-01,185,N,2021-06-04,1,0.0,48.0,0
+2021-06-02,185,N,2021-06-04,1,0.0,48.0,0
+2021-06-03,185,N,2021-06-04,1,0.0,47.0,0
+2021-06-04,185,N,2021-06-04,1,0.0,48.0,1
+2021-06-05,185,N,2021-06-04,1,0.14931699864836645,46.0,1
+2021-06-06,185,N,2021-06-04,1,0.2986339972967329,46.0,1
+2021-06-07,185,N,2021-06-04,1,0.44795099594509935,48.0,1
+2021-06-08,185,N,2021-06-04,1,0.5972679945934729,47.0,1
+2021-06-09,185,N,2021-06-04,1,0.7465849932418394,49.0,1
+2021-06-10,185,N,2021-06-04,1,0.7465849932418394,48.0,1
+2021-06-11,185,N,2021-06-04,1,0.7465849932418394,48.0,1
+2021-06-12,185,N,2021-06-04,1,0.7465849932418394,48.0,1
+2021-06-13,185,N,2021-06-04,1,0.7465849932418394,48.0,1
+2021-06-14,185,N,2021-06-04,1,0.7465849932418394,48.0,1
+2021-06-15,185,N,2021-06-04,1,0.7465849932418394,48.0,1
+2021-06-16,185,N,2021-06-04,1,0.7465849932418394,48.0,1
+2021-06-17,185,N,2021-06-04,1,0.7465849932418394,49.0,1
+2021-06-18,185,N,2021-06-04,1,0.7465849932418394,50.0,1
+2021-06-19,185,N,2021-06-04,1,0.7465849932418394,49.0,1
+2021-06-20,185,N,2021-06-04,1,0.7465849932418394,49.0,1
+2021-06-21,185,N,2021-06-04,1,0.7465849932418394,50.0,1
+2021-06-22,185,N,2021-06-04,1,0.7465849932418394,50.0,1
+2021-06-23,185,N,2021-06-04,1,0.7465849932418394,49.0,1
+2021-06-24,185,N,2021-06-04,1,0.7465849932418394,50.0,1
+2021-06-25,185,N,2021-06-04,1,0.7465849932418394,50.0,1
+2021-06-26,185,N,2021-06-04,1,0.7465849932418394,49.0,1
+2021-06-27,185,N,2021-06-04,1,0.7465849932418394,51.0,1
+2021-06-28,185,N,2021-06-04,1,0.7465849932418394,51.0,1
+2021-06-29,185,N,2021-06-04,1,0.7465849932418394,51.0,1
+2021-06-30,185,N,2021-06-04,1,0.7465849932418394,49.0,1
+2021-07-01,185,N,2021-06-04,1,0.7465849932418394,51.0,1
+2021-07-02,185,N,2021-06-04,1,0.7465849932418394,49.0,1
+2021-07-03,185,N,2021-06-04,1,0.7465849932418394,50.0,1
+2021-07-04,185,N,2021-06-04,1,0.7465849932418394,51.0,1
+2021-07-05,185,N,2021-06-04,1,0.7465849932418394,51.0,1
+2021-07-06,185,N,2021-06-04,1,0.7465849932418394,52.0,1
+2021-07-07,185,N,2021-06-04,1,0.7465849932418394,52.0,1
+2021-07-08,185,N,2021-06-04,1,0.7465849932418394,51.0,1
+2021-07-09,185,N,2021-06-04,1,0.7465849932418394,51.0,1
+2021-07-10,185,N,2021-06-04,1,0.7465849932418394,48.0,1
+2021-07-11,185,N,2021-06-04,1,0.7465849932418394,51.0,1
+2021-07-12,185,N,2021-06-04,1,0.7465849932418394,52.0,1
+2021-07-13,185,N,2021-06-04,1,0.7465849932418394,51.0,1
+2021-07-14,185,N,2021-06-04,1,0.7465849932418394,54.0,1
+2021-07-15,185,N,2021-06-04,1,0.7465849932418394,52.0,1
+2021-07-16,185,N,2021-06-04,1,0.7465849932418394,53.0,1
+2021-07-17,185,N,2021-06-04,1,0.7465849932418394,52.0,1
+2021-07-18,185,N,2021-06-04,1,0.7465849932418394,52.0,1
+2021-07-19,185,N,2021-06-04,1,0.7465849932418394,53.0,1
+2021-07-20,185,N,2021-06-04,1,0.7465849932418394,54.0,1
+2021-07-21,185,N,2021-06-04,1,0.7465849932418394,51.0,1
+2021-07-22,185,N,2021-06-04,1,0.7465849932418394,53.0,1
+2021-07-23,185,N,2021-06-04,1,0.7465849932418394,53.0,1
+2021-07-24,185,N,2021-06-04,1,0.7465849932418394,53.0,1
+2021-07-25,185,N,2021-06-04,1,0.7465849932418394,52.0,1
+2021-07-26,185,N,2021-06-04,1,0.7465849932418394,55.0,1
+2021-07-27,185,N,2021-06-04,1,0.7465849932418394,54.0,1
+2021-07-28,185,N,2021-06-04,1,0.7465849932418394,52.0,1
+2021-07-29,185,N,2021-06-04,1,0.7465849932418394,54.0,1
+2021-07-30,185,N,2021-06-04,1,0.7465849932418394,53.0,1
+2021-07-31,185,N,2021-06-04,1,0.7465849932418394,53.0,1
+2021-05-01,186,S,2100-01-01,0,0.0,49.0,0
+2021-05-02,186,S,2100-01-01,0,0.0,48.0,0
+2021-05-03,186,S,2100-01-01,0,0.0,50.0,0
+2021-05-04,186,S,2100-01-01,0,0.0,48.0,0
+2021-05-05,186,S,2100-01-01,0,0.0,48.0,0
+2021-05-06,186,S,2100-01-01,0,0.0,48.0,0
+2021-05-07,186,S,2100-01-01,0,0.0,48.0,0
+2021-05-08,186,S,2100-01-01,0,0.0,49.0,0
+2021-05-09,186,S,2100-01-01,0,0.0,48.0,0
+2021-05-10,186,S,2100-01-01,0,0.0,49.0,0
+2021-05-11,186,S,2100-01-01,0,0.0,47.0,0
+2021-05-12,186,S,2100-01-01,0,0.0,47.0,0
+2021-05-13,186,S,2100-01-01,0,0.0,48.0,0
+2021-05-14,186,S,2100-01-01,0,0.0,47.0,0
+2021-05-15,186,S,2100-01-01,0,0.0,49.0,0
+2021-05-16,186,S,2100-01-01,0,0.0,48.0,0
+2021-05-17,186,S,2100-01-01,0,0.0,49.0,0
+2021-05-18,186,S,2100-01-01,0,0.0,49.0,0
+2021-05-19,186,S,2100-01-01,0,0.0,49.0,0
+2021-05-20,186,S,2100-01-01,0,0.0,49.0,0
+2021-05-21,186,S,2100-01-01,0,0.0,48.0,0
+2021-05-22,186,S,2100-01-01,0,0.0,48.0,0
+2021-05-23,186,S,2100-01-01,0,0.0,47.0,0
+2021-05-24,186,S,2100-01-01,0,0.0,49.0,0
+2021-05-25,186,S,2100-01-01,0,0.0,49.0,0
+2021-05-26,186,S,2100-01-01,0,0.0,47.0,0
+2021-05-27,186,S,2100-01-01,0,0.0,47.0,0
+2021-05-28,186,S,2100-01-01,0,0.0,48.0,0
+2021-05-29,186,S,2100-01-01,0,0.0,48.0,0
+2021-05-30,186,S,2100-01-01,0,0.0,48.0,0
+2021-05-31,186,S,2100-01-01,0,0.0,49.0,0
+2021-06-01,186,S,2100-01-01,0,0.0,49.0,0
+2021-06-02,186,S,2100-01-01,0,0.0,48.0,0
+2021-06-03,186,S,2100-01-01,0,0.0,48.0,0
+2021-06-04,186,S,2100-01-01,0,0.0,48.0,0
+2021-06-05,186,S,2100-01-01,0,0.0,47.0,0
+2021-06-06,186,S,2100-01-01,0,0.0,48.0,0
+2021-06-07,186,S,2100-01-01,0,0.0,47.0,0
+2021-06-08,186,S,2100-01-01,0,0.0,49.0,0
+2021-06-09,186,S,2100-01-01,0,0.0,47.0,0
+2021-06-10,186,S,2100-01-01,0,0.0,49.0,0
+2021-06-11,186,S,2100-01-01,0,0.0,48.0,0
+2021-06-12,186,S,2100-01-01,0,0.0,47.0,0
+2021-06-13,186,S,2100-01-01,0,0.0,48.0,0
+2021-06-14,186,S,2100-01-01,0,0.0,50.0,0
+2021-06-15,186,S,2100-01-01,0,0.0,49.0,0
+2021-06-16,186,S,2100-01-01,0,0.0,47.0,0
+2021-06-17,186,S,2100-01-01,0,0.0,50.0,0
+2021-06-18,186,S,2100-01-01,0,0.0,49.0,0
+2021-06-19,186,S,2100-01-01,0,0.0,48.0,0
+2021-06-20,186,S,2100-01-01,0,0.0,47.0,0
+2021-06-21,186,S,2100-01-01,0,0.0,47.0,0
+2021-06-22,186,S,2100-01-01,0,0.0,50.0,0
+2021-06-23,186,S,2100-01-01,0,0.0,48.0,0
+2021-06-24,186,S,2100-01-01,0,0.0,48.0,0
+2021-06-25,186,S,2100-01-01,0,0.0,48.0,0
+2021-06-26,186,S,2100-01-01,0,0.0,48.0,0
+2021-06-27,186,S,2100-01-01,0,0.0,49.0,0
+2021-06-28,186,S,2100-01-01,0,0.0,48.0,0
+2021-06-29,186,S,2100-01-01,0,0.0,50.0,0
+2021-06-30,186,S,2100-01-01,0,0.0,47.0,0
+2021-07-01,186,S,2100-01-01,0,0.0,48.0,0
+2021-07-02,186,S,2100-01-01,0,0.0,48.0,0
+2021-07-03,186,S,2100-01-01,0,0.0,48.0,0
+2021-07-04,186,S,2100-01-01,0,0.0,49.0,0
+2021-07-05,186,S,2100-01-01,0,0.0,49.0,0
+2021-07-06,186,S,2100-01-01,0,0.0,48.0,0
+2021-07-07,186,S,2100-01-01,0,0.0,48.0,0
+2021-07-08,186,S,2100-01-01,0,0.0,48.0,0
+2021-07-09,186,S,2100-01-01,0,0.0,48.0,0
+2021-07-10,186,S,2100-01-01,0,0.0,47.0,0
+2021-07-11,186,S,2100-01-01,0,0.0,48.0,0
+2021-07-12,186,S,2100-01-01,0,0.0,47.0,0
+2021-07-13,186,S,2100-01-01,0,0.0,48.0,0
+2021-07-14,186,S,2100-01-01,0,0.0,50.0,0
+2021-07-15,186,S,2100-01-01,0,0.0,49.0,0
+2021-07-16,186,S,2100-01-01,0,0.0,48.0,0
+2021-07-17,186,S,2100-01-01,0,0.0,49.0,0
+2021-07-18,186,S,2100-01-01,0,0.0,48.0,0
+2021-07-19,186,S,2100-01-01,0,0.0,48.0,0
+2021-07-20,186,S,2100-01-01,0,0.0,49.0,0
+2021-07-21,186,S,2100-01-01,0,0.0,49.0,0
+2021-07-22,186,S,2100-01-01,0,0.0,48.0,0
+2021-07-23,186,S,2100-01-01,0,0.0,47.0,0
+2021-07-24,186,S,2100-01-01,0,0.0,48.0,0
+2021-07-25,186,S,2100-01-01,0,0.0,48.0,0
+2021-07-26,186,S,2100-01-01,0,0.0,50.0,0
+2021-07-27,186,S,2100-01-01,0,0.0,49.0,0
+2021-07-28,186,S,2100-01-01,0,0.0,47.0,0
+2021-07-29,186,S,2100-01-01,0,0.0,48.0,0
+2021-07-30,186,S,2100-01-01,0,0.0,48.0,0
+2021-07-31,186,S,2100-01-01,0,0.0,47.0,0
+2021-05-01,187,S,2100-01-01,0,0.0,50.0,0
+2021-05-02,187,S,2100-01-01,0,0.0,52.0,0
+2021-05-03,187,S,2100-01-01,0,0.0,51.0,0
+2021-05-04,187,S,2100-01-01,0,0.0,50.0,0
+2021-05-05,187,S,2100-01-01,0,0.0,50.0,0
+2021-05-06,187,S,2100-01-01,0,0.0,51.0,0
+2021-05-07,187,S,2100-01-01,0,0.0,49.0,0
+2021-05-08,187,S,2100-01-01,0,0.0,50.0,0
+2021-05-09,187,S,2100-01-01,0,0.0,50.0,0
+2021-05-10,187,S,2100-01-01,0,0.0,51.0,0
+2021-05-11,187,S,2100-01-01,0,0.0,49.0,0
+2021-05-12,187,S,2100-01-01,0,0.0,49.0,0
+2021-05-13,187,S,2100-01-01,0,0.0,49.0,0
+2021-05-14,187,S,2100-01-01,0,0.0,49.0,0
+2021-05-15,187,S,2100-01-01,0,0.0,49.0,0
+2021-05-16,187,S,2100-01-01,0,0.0,48.0,0
+2021-05-17,187,S,2100-01-01,0,0.0,52.0,0
+2021-05-18,187,S,2100-01-01,0,0.0,51.0,0
+2021-05-19,187,S,2100-01-01,0,0.0,49.0,0
+2021-05-20,187,S,2100-01-01,0,0.0,50.0,0
+2021-05-21,187,S,2100-01-01,0,0.0,50.0,0
+2021-05-22,187,S,2100-01-01,0,0.0,49.0,0
+2021-05-23,187,S,2100-01-01,0,0.0,49.0,0
+2021-05-24,187,S,2100-01-01,0,0.0,51.0,0
+2021-05-25,187,S,2100-01-01,0,0.0,49.0,0
+2021-05-26,187,S,2100-01-01,0,0.0,50.0,0
+2021-05-27,187,S,2100-01-01,0,0.0,48.0,0
+2021-05-28,187,S,2100-01-01,0,0.0,50.0,0
+2021-05-29,187,S,2100-01-01,0,0.0,50.0,0
+2021-05-30,187,S,2100-01-01,0,0.0,48.0,0
+2021-05-31,187,S,2100-01-01,0,0.0,51.0,0
+2021-06-01,187,S,2100-01-01,0,0.0,49.0,0
+2021-06-02,187,S,2100-01-01,0,0.0,50.0,0
+2021-06-03,187,S,2100-01-01,0,0.0,50.0,0
+2021-06-04,187,S,2100-01-01,0,0.0,48.0,0
+2021-06-05,187,S,2100-01-01,0,0.0,49.0,0
+2021-06-06,187,S,2100-01-01,0,0.0,49.0,0
+2021-06-07,187,S,2100-01-01,0,0.0,48.0,0
+2021-06-08,187,S,2100-01-01,0,0.0,51.0,0
+2021-06-09,187,S,2100-01-01,0,0.0,50.0,0
+2021-06-10,187,S,2100-01-01,0,0.0,50.0,0
+2021-06-11,187,S,2100-01-01,0,0.0,50.0,0
+2021-06-12,187,S,2100-01-01,0,0.0,49.0,0
+2021-06-13,187,S,2100-01-01,0,0.0,48.0,0
+2021-06-14,187,S,2100-01-01,0,0.0,49.0,0
+2021-06-15,187,S,2100-01-01,0,0.0,50.0,0
+2021-06-16,187,S,2100-01-01,0,0.0,50.0,0
+2021-06-17,187,S,2100-01-01,0,0.0,50.0,0
+2021-06-18,187,S,2100-01-01,0,0.0,50.0,0
+2021-06-19,187,S,2100-01-01,0,0.0,51.0,0
+2021-06-20,187,S,2100-01-01,0,0.0,50.0,0
+2021-06-21,187,S,2100-01-01,0,0.0,52.0,0
+2021-06-22,187,S,2100-01-01,0,0.0,50.0,0
+2021-06-23,187,S,2100-01-01,0,0.0,51.0,0
+2021-06-24,187,S,2100-01-01,0,0.0,49.0,0
+2021-06-25,187,S,2100-01-01,0,0.0,49.0,0
+2021-06-26,187,S,2100-01-01,0,0.0,49.0,0
+2021-06-27,187,S,2100-01-01,0,0.0,50.0,0
+2021-06-28,187,S,2100-01-01,0,0.0,50.0,0
+2021-06-29,187,S,2100-01-01,0,0.0,50.0,0
+2021-06-30,187,S,2100-01-01,0,0.0,49.0,0
+2021-07-01,187,S,2100-01-01,0,0.0,51.0,0
+2021-07-02,187,S,2100-01-01,0,0.0,50.0,0
+2021-07-03,187,S,2100-01-01,0,0.0,47.0,0
+2021-07-04,187,S,2100-01-01,0,0.0,50.0,0
+2021-07-05,187,S,2100-01-01,0,0.0,51.0,0
+2021-07-06,187,S,2100-01-01,0,0.0,50.0,0
+2021-07-07,187,S,2100-01-01,0,0.0,49.0,0
+2021-07-08,187,S,2100-01-01,0,0.0,51.0,0
+2021-07-09,187,S,2100-01-01,0,0.0,50.0,0
+2021-07-10,187,S,2100-01-01,0,0.0,48.0,0
+2021-07-11,187,S,2100-01-01,0,0.0,48.0,0
+2021-07-12,187,S,2100-01-01,0,0.0,50.0,0
+2021-07-13,187,S,2100-01-01,0,0.0,50.0,0
+2021-07-14,187,S,2100-01-01,0,0.0,49.0,0
+2021-07-15,187,S,2100-01-01,0,0.0,50.0,0
+2021-07-16,187,S,2100-01-01,0,0.0,49.0,0
+2021-07-17,187,S,2100-01-01,0,0.0,51.0,0
+2021-07-18,187,S,2100-01-01,0,0.0,49.0,0
+2021-07-19,187,S,2100-01-01,0,0.0,49.0,0
+2021-07-20,187,S,2100-01-01,0,0.0,50.0,0
+2021-07-21,187,S,2100-01-01,0,0.0,50.0,0
+2021-07-22,187,S,2100-01-01,0,0.0,50.0,0
+2021-07-23,187,S,2100-01-01,0,0.0,50.0,0
+2021-07-24,187,S,2100-01-01,0,0.0,49.0,0
+2021-07-25,187,S,2100-01-01,0,0.0,49.0,0
+2021-07-26,187,S,2100-01-01,0,0.0,50.0,0
+2021-07-27,187,S,2100-01-01,0,0.0,50.0,0
+2021-07-28,187,S,2100-01-01,0,0.0,50.0,0
+2021-07-29,187,S,2100-01-01,0,0.0,49.0,0
+2021-07-30,187,S,2100-01-01,0,0.0,49.0,0
+2021-07-31,187,S,2100-01-01,0,0.0,47.0,0
+2021-05-01,188,E,2021-06-04,1,0.0,14.0,0
+2021-05-02,188,E,2021-06-04,1,0.0,16.0,0
+2021-05-03,188,E,2021-06-04,1,0.0,16.0,0
+2021-05-04,188,E,2021-06-04,1,0.0,18.0,0
+2021-05-05,188,E,2021-06-04,1,0.0,17.0,0
+2021-05-06,188,E,2021-06-04,1,0.0,19.0,0
+2021-05-07,188,E,2021-06-04,1,0.0,18.0,0
+2021-05-08,188,E,2021-06-04,1,0.0,16.0,0
+2021-05-09,188,E,2021-06-04,1,0.0,18.0,0
+2021-05-10,188,E,2021-06-04,1,0.0,18.0,0
+2021-05-11,188,E,2021-06-04,1,0.0,19.0,0
+2021-05-12,188,E,2021-06-04,1,0.0,18.0,0
+2021-05-13,188,E,2021-06-04,1,0.0,18.0,0
+2021-05-14,188,E,2021-06-04,1,0.0,18.0,0
+2021-05-15,188,E,2021-06-04,1,0.0,20.0,0
+2021-05-16,188,E,2021-06-04,1,0.0,20.0,0
+2021-05-17,188,E,2021-06-04,1,0.0,22.0,0
+2021-05-18,188,E,2021-06-04,1,0.0,22.0,0
+2021-05-19,188,E,2021-06-04,1,0.0,21.0,0
+2021-05-20,188,E,2021-06-04,1,0.0,22.0,0
+2021-05-21,188,E,2021-06-04,1,0.0,22.0,0
+2021-05-22,188,E,2021-06-04,1,0.0,23.0,0
+2021-05-23,188,E,2021-06-04,1,0.0,21.0,0
+2021-05-24,188,E,2021-06-04,1,0.0,24.0,0
+2021-05-25,188,E,2021-06-04,1,0.0,25.0,0
+2021-05-26,188,E,2021-06-04,1,0.0,24.0,0
+2021-05-27,188,E,2021-06-04,1,0.0,22.0,0
+2021-05-28,188,E,2021-06-04,1,0.0,24.0,0
+2021-05-29,188,E,2021-06-04,1,0.0,25.0,0
+2021-05-30,188,E,2021-06-04,1,0.0,25.0,0
+2021-05-31,188,E,2021-06-04,1,0.0,26.0,0
+2021-06-01,188,E,2021-06-04,1,0.0,26.0,0
+2021-06-02,188,E,2021-06-04,1,0.0,25.0,0
+2021-06-03,188,E,2021-06-04,1,0.0,25.0,0
+2021-06-04,188,E,2021-06-04,1,0.0,27.0,1
+2021-06-05,188,E,2021-06-04,1,0.17163246843518465,26.0,1
+2021-06-06,188,E,2021-06-04,1,0.3432649368703693,26.0,1
+2021-06-07,188,E,2021-06-04,1,0.5148974053055504,25.0,1
+2021-06-08,188,E,2021-06-04,1,0.686529873740735,29.0,1
+2021-06-09,188,E,2021-06-04,1,0.8581623421759197,29.0,1
+2021-06-10,188,E,2021-06-04,1,0.8581623421759197,28.0,1
+2021-06-11,188,E,2021-06-04,1,0.8581623421759197,29.0,1
+2021-06-12,188,E,2021-06-04,1,0.8581623421759197,30.0,1
+2021-06-13,188,E,2021-06-04,1,0.8581623421759197,29.0,1
+2021-06-14,188,E,2021-06-04,1,0.8581623421759197,29.0,1
+2021-06-15,188,E,2021-06-04,1,0.8581623421759197,30.0,1
+2021-06-16,188,E,2021-06-04,1,0.8581623421759197,29.0,1
+2021-06-17,188,E,2021-06-04,1,0.8581623421759197,32.0,1
+2021-06-18,188,E,2021-06-04,1,0.8581623421759197,31.0,1
+2021-06-19,188,E,2021-06-04,1,0.8581623421759197,31.0,1
+2021-06-20,188,E,2021-06-04,1,0.8581623421759197,32.0,1
+2021-06-21,188,E,2021-06-04,1,0.8581623421759197,31.0,1
+2021-06-22,188,E,2021-06-04,1,0.8581623421759161,34.0,1
+2021-06-23,188,E,2021-06-04,1,0.8581623421759161,33.0,1
+2021-06-24,188,E,2021-06-04,1,0.8581623421759161,32.0,1
+2021-06-25,188,E,2021-06-04,1,0.8581623421759161,33.0,1
+2021-06-26,188,E,2021-06-04,1,0.8581623421759161,33.0,1
+2021-06-27,188,E,2021-06-04,1,0.8581623421759161,34.0,1
+2021-06-28,188,E,2021-06-04,1,0.8581623421759161,33.0,1
+2021-06-29,188,E,2021-06-04,1,0.8581623421759161,34.0,1
+2021-06-30,188,E,2021-06-04,1,0.8581623421759161,34.0,1
+2021-07-01,188,E,2021-06-04,1,0.8581623421759161,35.0,1
+2021-07-02,188,E,2021-06-04,1,0.8581623421759161,36.0,1
+2021-07-03,188,E,2021-06-04,1,0.8581623421759161,34.0,1
+2021-07-04,188,E,2021-06-04,1,0.8581623421759161,35.0,1
+2021-07-05,188,E,2021-06-04,1,0.8581623421759161,37.0,1
+2021-07-06,188,E,2021-06-04,1,0.8581623421759161,36.0,1
+2021-07-07,188,E,2021-06-04,1,0.8581623421759161,36.0,1
+2021-07-08,188,E,2021-06-04,1,0.8581623421759161,36.0,1
+2021-07-09,188,E,2021-06-04,1,0.8581623421759161,37.0,1
+2021-07-10,188,E,2021-06-04,1,0.8581623421759161,36.0,1
+2021-07-11,188,E,2021-06-04,1,0.8581623421759161,38.0,1
+2021-07-12,188,E,2021-06-04,1,0.8581623421759161,39.0,1
+2021-07-13,188,E,2021-06-04,1,0.8581623421759161,38.0,1
+2021-07-14,188,E,2021-06-04,1,0.8581623421759161,39.0,1
+2021-07-15,188,E,2021-06-04,1,0.8581623421759161,39.0,1
+2021-07-16,188,E,2021-06-04,1,0.8581623421759161,39.0,1
+2021-07-17,188,E,2021-06-04,1,0.8581623421759161,39.0,1
+2021-07-18,188,E,2021-06-04,1,0.8581623421759161,39.0,1
+2021-07-19,188,E,2021-06-04,1,0.8581623421759161,41.0,1
+2021-07-20,188,E,2021-06-04,1,0.8581623421759161,41.0,1
+2021-07-21,188,E,2021-06-04,1,0.8581623421759161,40.0,1
+2021-07-22,188,E,2021-06-04,1,0.8581623421759161,40.0,1
+2021-07-23,188,E,2021-06-04,1,0.8581623421759161,42.0,1
+2021-07-24,188,E,2021-06-04,1,0.8581623421759161,41.0,1
+2021-07-25,188,E,2021-06-04,1,0.8581623421759161,40.0,1
+2021-07-26,188,E,2021-06-04,1,0.8581623421759161,43.0,1
+2021-07-27,188,E,2021-06-04,1,0.8581623421759161,44.0,1
+2021-07-28,188,E,2021-06-04,1,0.8581623421759161,43.0,1
+2021-07-29,188,E,2021-06-04,1,0.8581623421759161,43.0,1
+2021-07-30,188,E,2021-06-04,1,0.8581623421759161,43.0,1
+2021-07-31,188,E,2021-06-04,1,0.8581623421759161,43.0,1
+2021-05-01,189,S,2021-05-15,1,0.0,47.0,0
+2021-05-02,189,S,2021-05-15,1,0.0,48.0,0
+2021-05-03,189,S,2021-05-15,1,0.0,47.0,0
+2021-05-04,189,S,2021-05-15,1,0.0,49.0,0
+2021-05-05,189,S,2021-05-15,1,0.0,48.0,0
+2021-05-06,189,S,2021-05-15,1,0.0,49.0,0
+2021-05-07,189,S,2021-05-15,1,0.0,49.0,0
+2021-05-08,189,S,2021-05-15,1,0.0,47.0,0
+2021-05-09,189,S,2021-05-15,1,0.0,48.0,0
+2021-05-10,189,S,2021-05-15,1,0.0,50.0,0
+2021-05-11,189,S,2021-05-15,1,0.0,49.0,0
+2021-05-12,189,S,2021-05-15,1,0.0,48.0,0
+2021-05-13,189,S,2021-05-15,1,0.0,46.0,0
+2021-05-14,189,S,2021-05-15,1,0.0,46.0,0
+2021-05-15,189,S,2021-05-15,1,0.0,45.0,1
+2021-05-16,189,S,2021-05-15,1,0.41653709355675517,48.0,1
+2021-05-17,189,S,2021-05-15,1,0.8330741871135103,49.0,1
+2021-05-18,189,S,2021-05-15,1,1.2496112806702655,49.0,1
+2021-05-19,189,S,2021-05-15,1,1.6661483742270136,48.0,1
+2021-05-20,189,S,2021-05-15,1,2.0826854677837687,52.0,1
+2021-05-21,189,S,2021-05-15,1,2.0826854677837687,50.0,1
+2021-05-22,189,S,2021-05-15,1,2.0826854677837687,50.0,1
+2021-05-23,189,S,2021-05-15,1,2.0826854677837687,50.0,1
+2021-05-24,189,S,2021-05-15,1,2.0826854677837687,52.0,1
+2021-05-25,189,S,2021-05-15,1,2.0826854677837687,51.0,1
+2021-05-26,189,S,2021-05-15,1,2.0826854677837687,50.0,1
+2021-05-27,189,S,2021-05-15,1,2.0826854677837687,49.0,1
+2021-05-28,189,S,2021-05-15,1,2.0826854677837687,49.0,1
+2021-05-29,189,S,2021-05-15,1,2.0826854677837687,49.0,1
+2021-05-30,189,S,2021-05-15,1,2.0826854677837687,50.0,1
+2021-05-31,189,S,2021-05-15,1,2.0826854677837687,51.0,1
+2021-06-01,189,S,2021-05-15,1,2.0826854677837687,51.0,1
+2021-06-02,189,S,2021-05-15,1,2.0826854677837687,51.0,1
+2021-06-03,189,S,2021-05-15,1,2.0826854677837687,49.0,1
+2021-06-04,189,S,2021-05-15,1,2.0826854677837687,50.0,1
+2021-06-05,189,S,2021-05-15,1,2.0826854677837687,48.0,1
+2021-06-06,189,S,2021-05-15,1,2.0826854677837687,49.0,1
+2021-06-07,189,S,2021-05-15,1,2.0826854677837687,51.0,1
+2021-06-08,189,S,2021-05-15,1,2.0826854677837687,51.0,1
+2021-06-09,189,S,2021-05-15,1,2.0826854677837687,50.0,1
+2021-06-10,189,S,2021-05-15,1,2.0826854677837687,48.0,1
+2021-06-11,189,S,2021-05-15,1,2.0826854677837687,50.0,1
+2021-06-12,189,S,2021-05-15,1,2.0826854677837687,48.0,1
+2021-06-13,189,S,2021-05-15,1,2.0826854677837687,49.0,1
+2021-06-14,189,S,2021-05-15,1,2.0826854677837687,50.0,1
+2021-06-15,189,S,2021-05-15,1,2.0826854677837687,51.0,1
+2021-06-16,189,S,2021-05-15,1,2.0826854677837687,49.0,1
+2021-06-17,189,S,2021-05-15,1,2.0826854677837687,49.0,1
+2021-06-18,189,S,2021-05-15,1,2.0826854677837687,51.0,1
+2021-06-19,189,S,2021-05-15,1,2.0826854677837687,51.0,1
+2021-06-20,189,S,2021-05-15,1,2.0826854677837687,50.0,1
+2021-06-21,189,S,2021-05-15,1,2.0826854677837687,50.0,1
+2021-06-22,189,S,2021-05-15,1,2.0826854677837687,52.0,1
+2021-06-23,189,S,2021-05-15,1,2.0826854677837687,51.0,1
+2021-06-24,189,S,2021-05-15,1,2.0826854677837687,51.0,1
+2021-06-25,189,S,2021-05-15,1,2.0826854677837687,51.0,1
+2021-06-26,189,S,2021-05-15,1,2.0826854677837687,51.0,1
+2021-06-27,189,S,2021-05-15,1,2.0826854677837687,50.0,1
+2021-06-28,189,S,2021-05-15,1,2.0826854677837687,51.0,1
+2021-06-29,189,S,2021-05-15,1,2.0826854677837687,51.0,1
+2021-06-30,189,S,2021-05-15,1,2.0826854677837687,50.0,1
+2021-07-01,189,S,2021-05-15,1,2.0826854677837687,50.0,1
+2021-07-02,189,S,2021-05-15,1,2.0826854677837687,50.0,1
+2021-07-03,189,S,2021-05-15,1,2.0826854677837687,49.0,1
+2021-07-04,189,S,2021-05-15,1,2.0826854677837687,49.0,1
+2021-07-05,189,S,2021-05-15,1,2.0826854677837687,50.0,1
+2021-07-06,189,S,2021-05-15,1,2.0826854677837687,52.0,1
+2021-07-07,189,S,2021-05-15,1,2.0826854677837687,50.0,1
+2021-07-08,189,S,2021-05-15,1,2.0826854677837687,50.0,1
+2021-07-09,189,S,2021-05-15,1,2.0826854677837687,49.0,1
+2021-07-10,189,S,2021-05-15,1,2.0826854677837687,48.0,1
+2021-07-11,189,S,2021-05-15,1,2.0826854677837687,49.0,1
+2021-07-12,189,S,2021-05-15,1,2.0826854677837687,50.0,1
+2021-07-13,189,S,2021-05-15,1,2.0826854677837687,51.0,1
+2021-07-14,189,S,2021-05-15,1,2.0826854677837687,50.0,1
+2021-07-15,189,S,2021-05-15,1,2.0826854677837687,51.0,1
+2021-07-16,189,S,2021-05-15,1,2.0826854677837687,50.0,1
+2021-07-17,189,S,2021-05-15,1,2.0826854677837687,49.0,1
+2021-07-18,189,S,2021-05-15,1,2.0826854677837687,51.0,1
+2021-07-19,189,S,2021-05-15,1,2.0826854677837687,50.0,1
+2021-07-20,189,S,2021-05-15,1,2.0826854677837687,50.0,1
+2021-07-21,189,S,2021-05-15,1,2.0826854677837687,49.0,1
+2021-07-22,189,S,2021-05-15,1,2.0826854677837687,51.0,1
+2021-07-23,189,S,2021-05-15,1,2.0826854677837687,50.0,1
+2021-07-24,189,S,2021-05-15,1,2.0826854677837687,51.0,1
+2021-07-25,189,S,2021-05-15,1,2.0826854677837687,48.0,1
+2021-07-26,189,S,2021-05-15,1,2.0826854677837687,49.0,1
+2021-07-27,189,S,2021-05-15,1,2.0826854677837687,51.0,1
+2021-07-28,189,S,2021-05-15,1,2.0826854677837687,50.0,1
+2021-07-29,189,S,2021-05-15,1,2.0826854677837687,49.0,1
+2021-07-30,189,S,2021-05-15,1,2.0826854677837687,49.0,1
+2021-07-31,189,S,2021-05-15,1,2.0826854677837687,49.0,1
+2021-05-01,190,S,2100-01-01,0,0.0,49.0,0
+2021-05-02,190,S,2100-01-01,0,0.0,51.0,0
+2021-05-03,190,S,2100-01-01,0,0.0,51.0,0
+2021-05-04,190,S,2100-01-01,0,0.0,50.0,0
+2021-05-05,190,S,2100-01-01,0,0.0,51.0,0
+2021-05-06,190,S,2100-01-01,0,0.0,50.0,0
+2021-05-07,190,S,2100-01-01,0,0.0,52.0,0
+2021-05-08,190,S,2100-01-01,0,0.0,50.0,0
+2021-05-09,190,S,2100-01-01,0,0.0,52.0,0
+2021-05-10,190,S,2100-01-01,0,0.0,52.0,0
+2021-05-11,190,S,2100-01-01,0,0.0,51.0,0
+2021-05-12,190,S,2100-01-01,0,0.0,50.0,0
+2021-05-13,190,S,2100-01-01,0,0.0,51.0,0
+2021-05-14,190,S,2100-01-01,0,0.0,50.0,0
+2021-05-15,190,S,2100-01-01,0,0.0,50.0,0
+2021-05-16,190,S,2100-01-01,0,0.0,50.0,0
+2021-05-17,190,S,2100-01-01,0,0.0,52.0,0
+2021-05-18,190,S,2100-01-01,0,0.0,51.0,0
+2021-05-19,190,S,2100-01-01,0,0.0,50.0,0
+2021-05-20,190,S,2100-01-01,0,0.0,52.0,0
+2021-05-21,190,S,2100-01-01,0,0.0,51.0,0
+2021-05-22,190,S,2100-01-01,0,0.0,52.0,0
+2021-05-23,190,S,2100-01-01,0,0.0,50.0,0
+2021-05-24,190,S,2100-01-01,0,0.0,51.0,0
+2021-05-25,190,S,2100-01-01,0,0.0,50.0,0
+2021-05-26,190,S,2100-01-01,0,0.0,50.0,0
+2021-05-27,190,S,2100-01-01,0,0.0,50.0,0
+2021-05-28,190,S,2100-01-01,0,0.0,51.0,0
+2021-05-29,190,S,2100-01-01,0,0.0,53.0,0
+2021-05-30,190,S,2100-01-01,0,0.0,50.0,0
+2021-05-31,190,S,2100-01-01,0,0.0,53.0,0
+2021-06-01,190,S,2100-01-01,0,0.0,51.0,0
+2021-06-02,190,S,2100-01-01,0,0.0,53.0,0
+2021-06-03,190,S,2100-01-01,0,0.0,50.0,0
+2021-06-04,190,S,2100-01-01,0,0.0,50.0,0
+2021-06-05,190,S,2100-01-01,0,0.0,51.0,0
+2021-06-06,190,S,2100-01-01,0,0.0,51.0,0
+2021-06-07,190,S,2100-01-01,0,0.0,48.0,0
+2021-06-08,190,S,2100-01-01,0,0.0,50.0,0
+2021-06-09,190,S,2100-01-01,0,0.0,51.0,0
+2021-06-10,190,S,2100-01-01,0,0.0,51.0,0
+2021-06-11,190,S,2100-01-01,0,0.0,50.0,0
+2021-06-12,190,S,2100-01-01,0,0.0,49.0,0
+2021-06-13,190,S,2100-01-01,0,0.0,50.0,0
+2021-06-14,190,S,2100-01-01,0,0.0,51.0,0
+2021-06-15,190,S,2100-01-01,0,0.0,51.0,0
+2021-06-16,190,S,2100-01-01,0,0.0,52.0,0
+2021-06-17,190,S,2100-01-01,0,0.0,50.0,0
+2021-06-18,190,S,2100-01-01,0,0.0,50.0,0
+2021-06-19,190,S,2100-01-01,0,0.0,50.0,0
+2021-06-20,190,S,2100-01-01,0,0.0,52.0,0
+2021-06-21,190,S,2100-01-01,0,0.0,51.0,0
+2021-06-22,190,S,2100-01-01,0,0.0,50.0,0
+2021-06-23,190,S,2100-01-01,0,0.0,51.0,0
+2021-06-24,190,S,2100-01-01,0,0.0,50.0,0
+2021-06-25,190,S,2100-01-01,0,0.0,51.0,0
+2021-06-26,190,S,2100-01-01,0,0.0,50.0,0
+2021-06-27,190,S,2100-01-01,0,0.0,51.0,0
+2021-06-28,190,S,2100-01-01,0,0.0,51.0,0
+2021-06-29,190,S,2100-01-01,0,0.0,51.0,0
+2021-06-30,190,S,2100-01-01,0,0.0,51.0,0
+2021-07-01,190,S,2100-01-01,0,0.0,51.0,0
+2021-07-02,190,S,2100-01-01,0,0.0,51.0,0
+2021-07-03,190,S,2100-01-01,0,0.0,50.0,0
+2021-07-04,190,S,2100-01-01,0,0.0,49.0,0
+2021-07-05,190,S,2100-01-01,0,0.0,51.0,0
+2021-07-06,190,S,2100-01-01,0,0.0,53.0,0
+2021-07-07,190,S,2100-01-01,0,0.0,51.0,0
+2021-07-08,190,S,2100-01-01,0,0.0,51.0,0
+2021-07-09,190,S,2100-01-01,0,0.0,51.0,0
+2021-07-10,190,S,2100-01-01,0,0.0,50.0,0
+2021-07-11,190,S,2100-01-01,0,0.0,49.0,0
+2021-07-12,190,S,2100-01-01,0,0.0,51.0,0
+2021-07-13,190,S,2100-01-01,0,0.0,51.0,0
+2021-07-14,190,S,2100-01-01,0,0.0,52.0,0
+2021-07-15,190,S,2100-01-01,0,0.0,51.0,0
+2021-07-16,190,S,2100-01-01,0,0.0,50.0,0
+2021-07-17,190,S,2100-01-01,0,0.0,51.0,0
+2021-07-18,190,S,2100-01-01,0,0.0,50.0,0
+2021-07-19,190,S,2100-01-01,0,0.0,51.0,0
+2021-07-20,190,S,2100-01-01,0,0.0,51.0,0
+2021-07-21,190,S,2100-01-01,0,0.0,50.0,0
+2021-07-22,190,S,2100-01-01,0,0.0,52.0,0
+2021-07-23,190,S,2100-01-01,0,0.0,51.0,0
+2021-07-24,190,S,2100-01-01,0,0.0,49.0,0
+2021-07-25,190,S,2100-01-01,0,0.0,50.0,0
+2021-07-26,190,S,2100-01-01,0,0.0,51.0,0
+2021-07-27,190,S,2100-01-01,0,0.0,51.0,0
+2021-07-28,190,S,2100-01-01,0,0.0,51.0,0
+2021-07-29,190,S,2100-01-01,0,0.0,52.0,0
+2021-07-30,190,S,2100-01-01,0,0.0,50.0,0
+2021-07-31,190,S,2100-01-01,0,0.0,51.0,0
+2021-05-01,191,E,2021-06-04,1,0.0,16.0,0
+2021-05-02,191,E,2021-06-04,1,0.0,16.0,0
+2021-05-03,191,E,2021-06-04,1,0.0,16.0,0
+2021-05-04,191,E,2021-06-04,1,0.0,16.0,0
+2021-05-05,191,E,2021-06-04,1,0.0,18.0,0
+2021-05-06,191,E,2021-06-04,1,0.0,18.0,0
+2021-05-07,191,E,2021-06-04,1,0.0,18.0,0
+2021-05-08,191,E,2021-06-04,1,0.0,18.0,0
+2021-05-09,191,E,2021-06-04,1,0.0,18.0,0
+2021-05-10,191,E,2021-06-04,1,0.0,20.0,0
+2021-05-11,191,E,2021-06-04,1,0.0,19.0,0
+2021-05-12,191,E,2021-06-04,1,0.0,20.0,0
+2021-05-13,191,E,2021-06-04,1,0.0,20.0,0
+2021-05-14,191,E,2021-06-04,1,0.0,19.0,0
+2021-05-15,191,E,2021-06-04,1,0.0,20.0,0
+2021-05-16,191,E,2021-06-04,1,0.0,20.0,0
+2021-05-17,191,E,2021-06-04,1,0.0,23.0,0
+2021-05-18,191,E,2021-06-04,1,0.0,21.0,0
+2021-05-19,191,E,2021-06-04,1,0.0,20.0,0
+2021-05-20,191,E,2021-06-04,1,0.0,22.0,0
+2021-05-21,191,E,2021-06-04,1,0.0,23.0,0
+2021-05-22,191,E,2021-06-04,1,0.0,23.0,0
+2021-05-23,191,E,2021-06-04,1,0.0,23.0,0
+2021-05-24,191,E,2021-06-04,1,0.0,23.0,0
+2021-05-25,191,E,2021-06-04,1,0.0,24.0,0
+2021-05-26,191,E,2021-06-04,1,0.0,24.0,0
+2021-05-27,191,E,2021-06-04,1,0.0,23.0,0
+2021-05-28,191,E,2021-06-04,1,0.0,24.0,0
+2021-05-29,191,E,2021-06-04,1,0.0,24.0,0
+2021-05-30,191,E,2021-06-04,1,0.0,23.0,0
+2021-05-31,191,E,2021-06-04,1,0.0,26.0,0
+2021-06-01,191,E,2021-06-04,1,0.0,25.0,0
+2021-06-02,191,E,2021-06-04,1,0.0,27.0,0
+2021-06-03,191,E,2021-06-04,1,0.0,26.0,0
+2021-06-04,191,E,2021-06-04,1,0.0,25.0,1
+2021-06-05,191,E,2021-06-04,1,0.10442311793004322,26.0,1
+2021-06-06,191,E,2021-06-04,1,0.20884623586008644,27.0,1
+2021-06-07,191,E,2021-06-04,1,0.3132693537901261,27.0,1
+2021-06-08,191,E,2021-06-04,1,0.4176924717201693,30.0,1
+2021-06-09,191,E,2021-06-04,1,0.5221155896502125,28.0,1
+2021-06-10,191,E,2021-06-04,1,0.5221155896502125,29.0,1
+2021-06-11,191,E,2021-06-04,1,0.5221155896502125,28.0,1
+2021-06-12,191,E,2021-06-04,1,0.5221155896502125,29.0,1
+2021-06-13,191,E,2021-06-04,1,0.5221155896502125,29.0,1
+2021-06-14,191,E,2021-06-04,1,0.5221155896502125,30.0,1
+2021-06-15,191,E,2021-06-04,1,0.5221155896502125,30.0,1
+2021-06-16,191,E,2021-06-04,1,0.5221155896502125,30.0,1
+2021-06-17,191,E,2021-06-04,1,0.5221155896502125,31.0,1
+2021-06-18,191,E,2021-06-04,1,0.5221155896502125,32.0,1
+2021-06-19,191,E,2021-06-04,1,0.5221155896502125,30.0,1
+2021-06-20,191,E,2021-06-04,1,0.5221155896502125,31.0,1
+2021-06-21,191,E,2021-06-04,1,0.5221155896502125,32.0,1
+2021-06-22,191,E,2021-06-04,1,0.5221155896502125,32.0,1
+2021-06-23,191,E,2021-06-04,1,0.5221155896502125,34.0,1
+2021-06-24,191,E,2021-06-04,1,0.5221155896502125,33.0,1
+2021-06-25,191,E,2021-06-04,1,0.5221155896502125,33.0,1
+2021-06-26,191,E,2021-06-04,1,0.5221155896502125,33.0,1
+2021-06-27,191,E,2021-06-04,1,0.5221155896502125,33.0,1
+2021-06-28,191,E,2021-06-04,1,0.5221155896502125,33.0,1
+2021-06-29,191,E,2021-06-04,1,0.5221155896502125,34.0,1
+2021-06-30,191,E,2021-06-04,1,0.5221155896502125,34.0,1
+2021-07-01,191,E,2021-06-04,1,0.5221155896502125,37.0,1
+2021-07-02,191,E,2021-06-04,1,0.5221155896502125,36.0,1
+2021-07-03,191,E,2021-06-04,1,0.5221155896502125,35.0,1
+2021-07-04,191,E,2021-06-04,1,0.5221155896502125,36.0,1
+2021-07-05,191,E,2021-06-04,1,0.5221155896502125,36.0,1
+2021-07-06,191,E,2021-06-04,1,0.5221155896502125,37.0,1
+2021-07-07,191,E,2021-06-04,1,0.5221155896502125,36.0,1
+2021-07-08,191,E,2021-06-04,1,0.5221155896502125,36.0,1
+2021-07-09,191,E,2021-06-04,1,0.5221155896502125,39.0,1
+2021-07-10,191,E,2021-06-04,1,0.5221155896502125,37.0,1
+2021-07-11,191,E,2021-06-04,1,0.5221155896502125,38.0,1
+2021-07-12,191,E,2021-06-04,1,0.5221155896502125,38.0,1
+2021-07-13,191,E,2021-06-04,1,0.5221155896502125,39.0,1
+2021-07-14,191,E,2021-06-04,1,0.5221155896502125,40.0,1
+2021-07-15,191,E,2021-06-04,1,0.5221155896502125,40.0,1
+2021-07-16,191,E,2021-06-04,1,0.5221155896502125,39.0,1
+2021-07-17,191,E,2021-06-04,1,0.5221155896502125,40.0,1
+2021-07-18,191,E,2021-06-04,1,0.5221155896502125,39.0,1
+2021-07-19,191,E,2021-06-04,1,0.5221155896502125,39.0,1
+2021-07-20,191,E,2021-06-04,1,0.5221155896502125,40.0,1
+2021-07-21,191,E,2021-06-04,1,0.5221155896502125,40.0,1
+2021-07-22,191,E,2021-06-04,1,0.5221155896502125,42.0,1
+2021-07-23,191,E,2021-06-04,1,0.5221155896502125,41.0,1
+2021-07-24,191,E,2021-06-04,1,0.5221155896502125,43.0,1
+2021-07-25,191,E,2021-06-04,1,0.5221155896502125,41.0,1
+2021-07-26,191,E,2021-06-04,1,0.5221155896502125,43.0,1
+2021-07-27,191,E,2021-06-04,1,0.5221155896502125,45.0,1
+2021-07-28,191,E,2021-06-04,1,0.5221155896502125,42.0,1
+2021-07-29,191,E,2021-06-04,1,0.5221155896502125,43.0,1
+2021-07-30,191,E,2021-06-04,1,0.5221155896502125,42.0,1
+2021-07-31,191,E,2021-06-04,1,0.5221155896502125,42.0,1
+2021-05-01,192,S,2021-06-20,1,0.0,49.0,0
+2021-05-02,192,S,2021-06-20,1,0.0,49.0,0
+2021-05-03,192,S,2021-06-20,1,0.0,48.0,0
+2021-05-04,192,S,2021-06-20,1,0.0,48.0,0
+2021-05-05,192,S,2021-06-20,1,0.0,49.0,0
+2021-05-06,192,S,2021-06-20,1,0.0,49.0,0
+2021-05-07,192,S,2021-06-20,1,0.0,49.0,0
+2021-05-08,192,S,2021-06-20,1,0.0,47.0,0
+2021-05-09,192,S,2021-06-20,1,0.0,50.0,0
+2021-05-10,192,S,2021-06-20,1,0.0,49.0,0
+2021-05-11,192,S,2021-06-20,1,0.0,49.0,0
+2021-05-12,192,S,2021-06-20,1,0.0,49.0,0
+2021-05-13,192,S,2021-06-20,1,0.0,47.0,0
+2021-05-14,192,S,2021-06-20,1,0.0,47.0,0
+2021-05-15,192,S,2021-06-20,1,0.0,48.0,0
+2021-05-16,192,S,2021-06-20,1,0.0,49.0,0
+2021-05-17,192,S,2021-06-20,1,0.0,49.0,0
+2021-05-18,192,S,2021-06-20,1,0.0,49.0,0
+2021-05-19,192,S,2021-06-20,1,0.0,48.0,0
+2021-05-20,192,S,2021-06-20,1,0.0,50.0,0
+2021-05-21,192,S,2021-06-20,1,0.0,50.0,0
+2021-05-22,192,S,2021-06-20,1,0.0,49.0,0
+2021-05-23,192,S,2021-06-20,1,0.0,49.0,0
+2021-05-24,192,S,2021-06-20,1,0.0,49.0,0
+2021-05-25,192,S,2021-06-20,1,0.0,49.0,0
+2021-05-26,192,S,2021-06-20,1,0.0,49.0,0
+2021-05-27,192,S,2021-06-20,1,0.0,47.0,0
+2021-05-28,192,S,2021-06-20,1,0.0,50.0,0
+2021-05-29,192,S,2021-06-20,1,0.0,48.0,0
+2021-05-30,192,S,2021-06-20,1,0.0,50.0,0
+2021-05-31,192,S,2021-06-20,1,0.0,51.0,0
+2021-06-01,192,S,2021-06-20,1,0.0,49.0,0
+2021-06-02,192,S,2021-06-20,1,0.0,50.0,0
+2021-06-03,192,S,2021-06-20,1,0.0,49.0,0
+2021-06-04,192,S,2021-06-20,1,0.0,48.0,0
+2021-06-05,192,S,2021-06-20,1,0.0,48.0,0
+2021-06-06,192,S,2021-06-20,1,0.0,50.0,0
+2021-06-07,192,S,2021-06-20,1,0.0,47.0,0
+2021-06-08,192,S,2021-06-20,1,0.0,48.0,0
+2021-06-09,192,S,2021-06-20,1,0.0,49.0,0
+2021-06-10,192,S,2021-06-20,1,0.0,49.0,0
+2021-06-11,192,S,2021-06-20,1,0.0,49.0,0
+2021-06-12,192,S,2021-06-20,1,0.0,48.0,0
+2021-06-13,192,S,2021-06-20,1,0.0,46.0,0
+2021-06-14,192,S,2021-06-20,1,0.0,49.0,0
+2021-06-15,192,S,2021-06-20,1,0.0,49.0,0
+2021-06-16,192,S,2021-06-20,1,0.0,48.0,0
+2021-06-17,192,S,2021-06-20,1,0.0,49.0,0
+2021-06-18,192,S,2021-06-20,1,0.0,49.0,0
+2021-06-19,192,S,2021-06-20,1,0.0,50.0,0
+2021-06-20,192,S,2021-06-20,1,0.0,50.0,1
+2021-06-21,192,S,2021-06-20,1,0.08743480157695416,48.0,1
+2021-06-22,192,S,2021-06-20,1,0.17486960315390832,51.0,1
+2021-06-23,192,S,2021-06-20,1,0.26230440473085537,49.0,1
+2021-06-24,192,S,2021-06-20,1,0.3497392063078095,49.0,1
+2021-06-25,192,S,2021-06-20,1,0.4371740078847637,50.0,1
+2021-06-26,192,S,2021-06-20,1,0.4371740078847637,48.0,1
+2021-06-27,192,S,2021-06-20,1,0.4371740078847637,51.0,1
+2021-06-28,192,S,2021-06-20,1,0.4371740078847637,49.0,1
+2021-06-29,192,S,2021-06-20,1,0.4371740078847637,48.0,1
+2021-06-30,192,S,2021-06-20,1,0.4371740078847637,50.0,1
+2021-07-01,192,S,2021-06-20,1,0.4371740078847637,49.0,1
+2021-07-02,192,S,2021-06-20,1,0.4371740078847637,51.0,1
+2021-07-03,192,S,2021-06-20,1,0.4371740078847637,49.0,1
+2021-07-04,192,S,2021-06-20,1,0.4371740078847637,49.0,1
+2021-07-05,192,S,2021-06-20,1,0.4371740078847637,50.0,1
+2021-07-06,192,S,2021-06-20,1,0.4371740078847637,49.0,1
+2021-07-07,192,S,2021-06-20,1,0.4371740078847637,49.0,1
+2021-07-08,192,S,2021-06-20,1,0.4371740078847637,49.0,1
+2021-07-09,192,S,2021-06-20,1,0.4371740078847637,49.0,1
+2021-07-10,192,S,2021-06-20,1,0.4371740078847637,47.0,1
+2021-07-11,192,S,2021-06-20,1,0.4371740078847637,48.0,1
+2021-07-12,192,S,2021-06-20,1,0.4371740078847637,50.0,1
+2021-07-13,192,S,2021-06-20,1,0.4371740078847637,50.0,1
+2021-07-14,192,S,2021-06-20,1,0.4371740078847637,49.0,1
+2021-07-15,192,S,2021-06-20,1,0.4371740078847637,48.0,1
+2021-07-16,192,S,2021-06-20,1,0.4371740078847637,49.0,1
+2021-07-17,192,S,2021-06-20,1,0.4371740078847637,49.0,1
+2021-07-18,192,S,2021-06-20,1,0.4371740078847637,50.0,1
+2021-07-19,192,S,2021-06-20,1,0.4371740078847637,48.0,1
+2021-07-20,192,S,2021-06-20,1,0.4371740078847637,49.0,1
+2021-07-21,192,S,2021-06-20,1,0.4371740078847637,49.0,1
+2021-07-22,192,S,2021-06-20,1,0.4371740078847637,49.0,1
+2021-07-23,192,S,2021-06-20,1,0.4371740078847637,50.0,1
+2021-07-24,192,S,2021-06-20,1,0.4371740078847637,48.0,1
+2021-07-25,192,S,2021-06-20,1,0.4371740078847637,49.0,1
+2021-07-26,192,S,2021-06-20,1,0.4371740078847637,52.0,1
+2021-07-27,192,S,2021-06-20,1,0.4371740078847637,50.0,1
+2021-07-28,192,S,2021-06-20,1,0.4371740078847637,50.0,1
+2021-07-29,192,S,2021-06-20,1,0.4371740078847637,48.0,1
+2021-07-30,192,S,2021-06-20,1,0.4371740078847637,49.0,1
+2021-07-31,192,S,2021-06-20,1,0.4371740078847637,48.0,1
+2021-05-01,193,S,2021-06-20,1,0.0,50.0,0
+2021-05-02,193,S,2021-06-20,1,0.0,51.0,0
+2021-05-03,193,S,2021-06-20,1,0.0,51.0,0
+2021-05-04,193,S,2021-06-20,1,0.0,51.0,0
+2021-05-05,193,S,2021-06-20,1,0.0,50.0,0
+2021-05-06,193,S,2021-06-20,1,0.0,50.0,0
+2021-05-07,193,S,2021-06-20,1,0.0,49.0,0
+2021-05-08,193,S,2021-06-20,1,0.0,50.0,0
+2021-05-09,193,S,2021-06-20,1,0.0,51.0,0
+2021-05-10,193,S,2021-06-20,1,0.0,51.0,0
+2021-05-11,193,S,2021-06-20,1,0.0,50.0,0
+2021-05-12,193,S,2021-06-20,1,0.0,51.0,0
+2021-05-13,193,S,2021-06-20,1,0.0,51.0,0
+2021-05-14,193,S,2021-06-20,1,0.0,51.0,0
+2021-05-15,193,S,2021-06-20,1,0.0,51.0,0
+2021-05-16,193,S,2021-06-20,1,0.0,51.0,0
+2021-05-17,193,S,2021-06-20,1,0.0,51.0,0
+2021-05-18,193,S,2021-06-20,1,0.0,50.0,0
+2021-05-19,193,S,2021-06-20,1,0.0,50.0,0
+2021-05-20,193,S,2021-06-20,1,0.0,52.0,0
+2021-05-21,193,S,2021-06-20,1,0.0,50.0,0
+2021-05-22,193,S,2021-06-20,1,0.0,50.0,0
+2021-05-23,193,S,2021-06-20,1,0.0,49.0,0
+2021-05-24,193,S,2021-06-20,1,0.0,51.0,0
+2021-05-25,193,S,2021-06-20,1,0.0,51.0,0
+2021-05-26,193,S,2021-06-20,1,0.0,51.0,0
+2021-05-27,193,S,2021-06-20,1,0.0,50.0,0
+2021-05-28,193,S,2021-06-20,1,0.0,51.0,0
+2021-05-29,193,S,2021-06-20,1,0.0,51.0,0
+2021-05-30,193,S,2021-06-20,1,0.0,50.0,0
+2021-05-31,193,S,2021-06-20,1,0.0,51.0,0
+2021-06-01,193,S,2021-06-20,1,0.0,52.0,0
+2021-06-02,193,S,2021-06-20,1,0.0,52.0,0
+2021-06-03,193,S,2021-06-20,1,0.0,51.0,0
+2021-06-04,193,S,2021-06-20,1,0.0,50.0,0
+2021-06-05,193,S,2021-06-20,1,0.0,51.0,0
+2021-06-06,193,S,2021-06-20,1,0.0,50.0,0
+2021-06-07,193,S,2021-06-20,1,0.0,49.0,0
+2021-06-08,193,S,2021-06-20,1,0.0,51.0,0
+2021-06-09,193,S,2021-06-20,1,0.0,51.0,0
+2021-06-10,193,S,2021-06-20,1,0.0,50.0,0
+2021-06-11,193,S,2021-06-20,1,0.0,50.0,0
+2021-06-12,193,S,2021-06-20,1,0.0,50.0,0
+2021-06-13,193,S,2021-06-20,1,0.0,51.0,0
+2021-06-14,193,S,2021-06-20,1,0.0,51.0,0
+2021-06-15,193,S,2021-06-20,1,0.0,51.0,0
+2021-06-16,193,S,2021-06-20,1,0.0,52.0,0
+2021-06-17,193,S,2021-06-20,1,0.0,50.0,0
+2021-06-18,193,S,2021-06-20,1,0.0,51.0,0
+2021-06-19,193,S,2021-06-20,1,0.0,52.0,0
+2021-06-20,193,S,2021-06-20,1,0.0,51.0,1
+2021-06-21,193,S,2021-06-20,1,1.286547227026773,52.0,1
+2021-06-22,193,S,2021-06-20,1,2.573094454053546,53.0,1
+2021-06-23,193,S,2021-06-20,1,3.859641681080319,55.0,1
+2021-06-24,193,S,2021-06-20,1,5.146188908107092,57.0,1
+2021-06-25,193,S,2021-06-20,1,6.432736135133872,58.0,1
+2021-06-26,193,S,2021-06-20,1,6.432736135133872,56.0,1
+2021-06-27,193,S,2021-06-20,1,6.432736135133872,58.0,1
+2021-06-28,193,S,2021-06-20,1,6.432736135133872,58.0,1
+2021-06-29,193,S,2021-06-20,1,6.432736135133872,57.0,1
+2021-06-30,193,S,2021-06-20,1,6.432736135133872,57.0,1
+2021-07-01,193,S,2021-06-20,1,6.432736135133872,57.0,1
+2021-07-02,193,S,2021-06-20,1,6.432736135133872,57.0,1
+2021-07-03,193,S,2021-06-20,1,6.432736135133872,55.0,1
+2021-07-04,193,S,2021-06-20,1,6.432736135133872,58.0,1
+2021-07-05,193,S,2021-06-20,1,6.432736135133872,58.0,1
+2021-07-06,193,S,2021-06-20,1,6.432736135133872,57.0,1
+2021-07-07,193,S,2021-06-20,1,6.432736135133872,55.0,1
+2021-07-08,193,S,2021-06-20,1,6.432736135133872,58.0,1
+2021-07-09,193,S,2021-06-20,1,6.432736135133872,57.0,1
+2021-07-10,193,S,2021-06-20,1,6.432736135133872,56.0,1
+2021-07-11,193,S,2021-06-20,1,6.432736135133872,56.0,1
+2021-07-12,193,S,2021-06-20,1,6.432736135133872,57.0,1
+2021-07-13,193,S,2021-06-20,1,6.432736135133872,58.0,1
+2021-07-14,193,S,2021-06-20,1,6.432736135133872,57.0,1
+2021-07-15,193,S,2021-06-20,1,6.432736135133872,57.0,1
+2021-07-16,193,S,2021-06-20,1,6.432736135133872,56.0,1
+2021-07-17,193,S,2021-06-20,1,6.432736135133872,57.0,1
+2021-07-18,193,S,2021-06-20,1,6.432736135133872,56.0,1
+2021-07-19,193,S,2021-06-20,1,6.432736135133872,58.0,1
+2021-07-20,193,S,2021-06-20,1,6.432736135133872,58.0,1
+2021-07-21,193,S,2021-06-20,1,6.432736135133872,57.0,1
+2021-07-22,193,S,2021-06-20,1,6.432736135133872,56.0,1
+2021-07-23,193,S,2021-06-20,1,6.432736135133872,57.0,1
+2021-07-24,193,S,2021-06-20,1,6.432736135133872,57.0,1
+2021-07-25,193,S,2021-06-20,1,6.432736135133872,57.0,1
+2021-07-26,193,S,2021-06-20,1,6.432736135133872,58.0,1
+2021-07-27,193,S,2021-06-20,1,6.432736135133872,57.0,1
+2021-07-28,193,S,2021-06-20,1,6.432736135133872,57.0,1
+2021-07-29,193,S,2021-06-20,1,6.432736135133872,58.0,1
+2021-07-30,193,S,2021-06-20,1,6.432736135133872,56.0,1
+2021-07-31,193,S,2021-06-20,1,6.432736135133872,56.0,1
+2021-05-01,194,N,2021-06-20,1,0.0,39.0,0
+2021-05-02,194,N,2021-06-20,1,0.0,39.0,0
+2021-05-03,194,N,2021-06-20,1,0.0,41.0,0
+2021-05-04,194,N,2021-06-20,1,0.0,40.0,0
+2021-05-05,194,N,2021-06-20,1,0.0,40.0,0
+2021-05-06,194,N,2021-06-20,1,0.0,40.0,0
+2021-05-07,194,N,2021-06-20,1,0.0,39.0,0
+2021-05-08,194,N,2021-06-20,1,0.0,40.0,0
+2021-05-09,194,N,2021-06-20,1,0.0,42.0,0
+2021-05-10,194,N,2021-06-20,1,0.0,43.0,0
+2021-05-11,194,N,2021-06-20,1,0.0,42.0,0
+2021-05-12,194,N,2021-06-20,1,0.0,42.0,0
+2021-05-13,194,N,2021-06-20,1,0.0,41.0,0
+2021-05-14,194,N,2021-06-20,1,0.0,41.0,0
+2021-05-15,194,N,2021-06-20,1,0.0,42.0,0
+2021-05-16,194,N,2021-06-20,1,0.0,41.0,0
+2021-05-17,194,N,2021-06-20,1,0.0,43.0,0
+2021-05-18,194,N,2021-06-20,1,0.0,41.0,0
+2021-05-19,194,N,2021-06-20,1,0.0,42.0,0
+2021-05-20,194,N,2021-06-20,1,0.0,42.0,0
+2021-05-21,194,N,2021-06-20,1,0.0,41.0,0
+2021-05-22,194,N,2021-06-20,1,0.0,41.0,0
+2021-05-23,194,N,2021-06-20,1,0.0,42.0,0
+2021-05-24,194,N,2021-06-20,1,0.0,43.0,0
+2021-05-25,194,N,2021-06-20,1,0.0,43.0,0
+2021-05-26,194,N,2021-06-20,1,0.0,42.0,0
+2021-05-27,194,N,2021-06-20,1,0.0,41.0,0
+2021-05-28,194,N,2021-06-20,1,0.0,43.0,0
+2021-05-29,194,N,2021-06-20,1,0.0,43.0,0
+2021-05-30,194,N,2021-06-20,1,0.0,43.0,0
+2021-05-31,194,N,2021-06-20,1,0.0,45.0,0
+2021-06-01,194,N,2021-06-20,1,0.0,42.0,0
+2021-06-02,194,N,2021-06-20,1,0.0,45.0,0
+2021-06-03,194,N,2021-06-20,1,0.0,42.0,0
+2021-06-04,194,N,2021-06-20,1,0.0,44.0,0
+2021-06-05,194,N,2021-06-20,1,0.0,42.0,0
+2021-06-06,194,N,2021-06-20,1,0.0,42.0,0
+2021-06-07,194,N,2021-06-20,1,0.0,43.0,0
+2021-06-08,194,N,2021-06-20,1,0.0,43.0,0
+2021-06-09,194,N,2021-06-20,1,0.0,45.0,0
+2021-06-10,194,N,2021-06-20,1,0.0,43.0,0
+2021-06-11,194,N,2021-06-20,1,0.0,44.0,0
+2021-06-12,194,N,2021-06-20,1,0.0,43.0,0
+2021-06-13,194,N,2021-06-20,1,0.0,44.0,0
+2021-06-14,194,N,2021-06-20,1,0.0,43.0,0
+2021-06-15,194,N,2021-06-20,1,0.0,44.0,0
+2021-06-16,194,N,2021-06-20,1,0.0,45.0,0
+2021-06-17,194,N,2021-06-20,1,0.0,46.0,0
+2021-06-18,194,N,2021-06-20,1,0.0,44.0,0
+2021-06-19,194,N,2021-06-20,1,0.0,46.0,0
+2021-06-20,194,N,2021-06-20,1,0.0,46.0,1
+2021-06-21,194,N,2021-06-20,1,0.2716296509515743,46.0,1
+2021-06-22,194,N,2021-06-20,1,0.5432593019031415,46.0,1
+2021-06-23,194,N,2021-06-20,1,0.8148889528547159,46.0,1
+2021-06-24,194,N,2021-06-20,1,1.086518603806283,47.0,1
+2021-06-25,194,N,2021-06-20,1,1.3581482547578574,47.0,1
+2021-06-26,194,N,2021-06-20,1,1.3581482547578574,46.0,1
+2021-06-27,194,N,2021-06-20,1,1.3581482547578574,46.0,1
+2021-06-28,194,N,2021-06-20,1,1.3581482547578574,47.0,1
+2021-06-29,194,N,2021-06-20,1,1.3581482547578574,48.0,1
+2021-06-30,194,N,2021-06-20,1,1.3581482547578574,48.0,1
+2021-07-01,194,N,2021-06-20,1,1.3581482547578574,47.0,1
+2021-07-02,194,N,2021-06-20,1,1.3581482547578574,47.0,1
+2021-07-03,194,N,2021-06-20,1,1.3581482547578574,47.0,1
+2021-07-04,194,N,2021-06-20,1,1.3581482547578574,48.0,1
+2021-07-05,194,N,2021-06-20,1,1.3581482547578574,49.0,1
+2021-07-06,194,N,2021-06-20,1,1.3581482547578574,48.0,1
+2021-07-07,194,N,2021-06-20,1,1.3581482547578574,49.0,1
+2021-07-08,194,N,2021-06-20,1,1.3581482547578574,48.0,1
+2021-07-09,194,N,2021-06-20,1,1.3581482547578574,47.0,1
+2021-07-10,194,N,2021-06-20,1,1.3581482547578574,46.0,1
+2021-07-11,194,N,2021-06-20,1,1.3581482547578574,47.0,1
+2021-07-12,194,N,2021-06-20,1,1.3581482547578574,49.0,1
+2021-07-13,194,N,2021-06-20,1,1.3581482547578574,48.0,1
+2021-07-14,194,N,2021-06-20,1,1.3581482547578574,49.0,1
+2021-07-15,194,N,2021-06-20,1,1.3581482547578574,50.0,1
+2021-07-16,194,N,2021-06-20,1,1.3581482547578574,49.0,1
+2021-07-17,194,N,2021-06-20,1,1.3581482547578574,50.0,1
+2021-07-18,194,N,2021-06-20,1,1.3581482547578574,47.0,1
+2021-07-19,194,N,2021-06-20,1,1.3581482547578574,49.0,1
+2021-07-20,194,N,2021-06-20,1,1.3581482547578574,49.0,1
+2021-07-21,194,N,2021-06-20,1,1.3581482547578574,48.0,1
+2021-07-22,194,N,2021-06-20,1,1.3581482547578574,51.0,1
+2021-07-23,194,N,2021-06-20,1,1.3581482547578574,50.0,1
+2021-07-24,194,N,2021-06-20,1,1.3581482547578574,48.0,1
+2021-07-25,194,N,2021-06-20,1,1.3581482547578574,49.0,1
+2021-07-26,194,N,2021-06-20,1,1.3581482547578574,52.0,1
+2021-07-27,194,N,2021-06-20,1,1.3581482547578574,50.0,1
+2021-07-28,194,N,2021-06-20,1,1.3581482547578574,50.0,1
+2021-07-29,194,N,2021-06-20,1,1.3581482547578574,51.0,1
+2021-07-30,194,N,2021-06-20,1,1.3581482547578574,51.0,1
+2021-07-31,194,N,2021-06-20,1,1.3581482547578574,51.0,1
+2021-05-01,195,S,2100-01-01,0,0.0,52.0,0
+2021-05-02,195,S,2100-01-01,0,0.0,55.0,0
+2021-05-03,195,S,2100-01-01,0,0.0,53.0,0
+2021-05-04,195,S,2100-01-01,0,0.0,54.0,0
+2021-05-05,195,S,2100-01-01,0,0.0,53.0,0
+2021-05-06,195,S,2100-01-01,0,0.0,53.0,0
+2021-05-07,195,S,2100-01-01,0,0.0,53.0,0
+2021-05-08,195,S,2100-01-01,0,0.0,52.0,0
+2021-05-09,195,S,2100-01-01,0,0.0,54.0,0
+2021-05-10,195,S,2100-01-01,0,0.0,54.0,0
+2021-05-11,195,S,2100-01-01,0,0.0,54.0,0
+2021-05-12,195,S,2100-01-01,0,0.0,54.0,0
+2021-05-13,195,S,2100-01-01,0,0.0,53.0,0
+2021-05-14,195,S,2100-01-01,0,0.0,53.0,0
+2021-05-15,195,S,2100-01-01,0,0.0,53.0,0
+2021-05-16,195,S,2100-01-01,0,0.0,53.0,0
+2021-05-17,195,S,2100-01-01,0,0.0,55.0,0
+2021-05-18,195,S,2100-01-01,0,0.0,55.0,0
+2021-05-19,195,S,2100-01-01,0,0.0,53.0,0
+2021-05-20,195,S,2100-01-01,0,0.0,54.0,0
+2021-05-21,195,S,2100-01-01,0,0.0,53.0,0
+2021-05-22,195,S,2100-01-01,0,0.0,55.0,0
+2021-05-23,195,S,2100-01-01,0,0.0,54.0,0
+2021-05-24,195,S,2100-01-01,0,0.0,54.0,0
+2021-05-25,195,S,2100-01-01,0,0.0,55.0,0
+2021-05-26,195,S,2100-01-01,0,0.0,54.0,0
+2021-05-27,195,S,2100-01-01,0,0.0,53.0,0
+2021-05-28,195,S,2100-01-01,0,0.0,54.0,0
+2021-05-29,195,S,2100-01-01,0,0.0,54.0,0
+2021-05-30,195,S,2100-01-01,0,0.0,52.0,0
+2021-05-31,195,S,2100-01-01,0,0.0,53.0,0
+2021-06-01,195,S,2100-01-01,0,0.0,54.0,0
+2021-06-02,195,S,2100-01-01,0,0.0,55.0,0
+2021-06-03,195,S,2100-01-01,0,0.0,54.0,0
+2021-06-04,195,S,2100-01-01,0,0.0,53.0,0
+2021-06-05,195,S,2100-01-01,0,0.0,53.0,0
+2021-06-06,195,S,2100-01-01,0,0.0,54.0,0
+2021-06-07,195,S,2100-01-01,0,0.0,53.0,0
+2021-06-08,195,S,2100-01-01,0,0.0,55.0,0
+2021-06-09,195,S,2100-01-01,0,0.0,55.0,0
+2021-06-10,195,S,2100-01-01,0,0.0,54.0,0
+2021-06-11,195,S,2100-01-01,0,0.0,52.0,0
+2021-06-12,195,S,2100-01-01,0,0.0,53.0,0
+2021-06-13,195,S,2100-01-01,0,0.0,54.0,0
+2021-06-14,195,S,2100-01-01,0,0.0,54.0,0
+2021-06-15,195,S,2100-01-01,0,0.0,55.0,0
+2021-06-16,195,S,2100-01-01,0,0.0,54.0,0
+2021-06-17,195,S,2100-01-01,0,0.0,54.0,0
+2021-06-18,195,S,2100-01-01,0,0.0,55.0,0
+2021-06-19,195,S,2100-01-01,0,0.0,54.0,0
+2021-06-20,195,S,2100-01-01,0,0.0,54.0,0
+2021-06-21,195,S,2100-01-01,0,0.0,55.0,0
+2021-06-22,195,S,2100-01-01,0,0.0,54.0,0
+2021-06-23,195,S,2100-01-01,0,0.0,54.0,0
+2021-06-24,195,S,2100-01-01,0,0.0,54.0,0
+2021-06-25,195,S,2100-01-01,0,0.0,52.0,0
+2021-06-26,195,S,2100-01-01,0,0.0,54.0,0
+2021-06-27,195,S,2100-01-01,0,0.0,54.0,0
+2021-06-28,195,S,2100-01-01,0,0.0,56.0,0
+2021-06-29,195,S,2100-01-01,0,0.0,54.0,0
+2021-06-30,195,S,2100-01-01,0,0.0,54.0,0
+2021-07-01,195,S,2100-01-01,0,0.0,53.0,0
+2021-07-02,195,S,2100-01-01,0,0.0,54.0,0
+2021-07-03,195,S,2100-01-01,0,0.0,52.0,0
+2021-07-04,195,S,2100-01-01,0,0.0,53.0,0
+2021-07-05,195,S,2100-01-01,0,0.0,56.0,0
+2021-07-06,195,S,2100-01-01,0,0.0,54.0,0
+2021-07-07,195,S,2100-01-01,0,0.0,55.0,0
+2021-07-08,195,S,2100-01-01,0,0.0,53.0,0
+2021-07-09,195,S,2100-01-01,0,0.0,54.0,0
+2021-07-10,195,S,2100-01-01,0,0.0,51.0,0
+2021-07-11,195,S,2100-01-01,0,0.0,53.0,0
+2021-07-12,195,S,2100-01-01,0,0.0,55.0,0
+2021-07-13,195,S,2100-01-01,0,0.0,53.0,0
+2021-07-14,195,S,2100-01-01,0,0.0,54.0,0
+2021-07-15,195,S,2100-01-01,0,0.0,55.0,0
+2021-07-16,195,S,2100-01-01,0,0.0,54.0,0
+2021-07-17,195,S,2100-01-01,0,0.0,54.0,0
+2021-07-18,195,S,2100-01-01,0,0.0,55.0,0
+2021-07-19,195,S,2100-01-01,0,0.0,54.0,0
+2021-07-20,195,S,2100-01-01,0,0.0,54.0,0
+2021-07-21,195,S,2100-01-01,0,0.0,54.0,0
+2021-07-22,195,S,2100-01-01,0,0.0,54.0,0
+2021-07-23,195,S,2100-01-01,0,0.0,54.0,0
+2021-07-24,195,S,2100-01-01,0,0.0,53.0,0
+2021-07-25,195,S,2100-01-01,0,0.0,53.0,0
+2021-07-26,195,S,2100-01-01,0,0.0,54.0,0
+2021-07-27,195,S,2100-01-01,0,0.0,54.0,0
+2021-07-28,195,S,2100-01-01,0,0.0,54.0,0
+2021-07-29,195,S,2100-01-01,0,0.0,54.0,0
+2021-07-30,195,S,2100-01-01,0,0.0,52.0,0
+2021-07-31,195,S,2100-01-01,0,0.0,53.0,0
+2021-05-01,196,S,2021-06-20,1,0.0,52.0,0
+2021-05-02,196,S,2021-06-20,1,0.0,53.0,0
+2021-05-03,196,S,2021-06-20,1,0.0,54.0,0
+2021-05-04,196,S,2021-06-20,1,0.0,51.0,0
+2021-05-05,196,S,2021-06-20,1,0.0,52.0,0
+2021-05-06,196,S,2021-06-20,1,0.0,52.0,0
+2021-05-07,196,S,2021-06-20,1,0.0,53.0,0
+2021-05-08,196,S,2021-06-20,1,0.0,50.0,0
+2021-05-09,196,S,2021-06-20,1,0.0,53.0,0
+2021-05-10,196,S,2021-06-20,1,0.0,53.0,0
+2021-05-11,196,S,2021-06-20,1,0.0,53.0,0
+2021-05-12,196,S,2021-06-20,1,0.0,53.0,0
+2021-05-13,196,S,2021-06-20,1,0.0,51.0,0
+2021-05-14,196,S,2021-06-20,1,0.0,51.0,0
+2021-05-15,196,S,2021-06-20,1,0.0,52.0,0
+2021-05-16,196,S,2021-06-20,1,0.0,52.0,0
+2021-05-17,196,S,2021-06-20,1,0.0,54.0,0
+2021-05-18,196,S,2021-06-20,1,0.0,53.0,0
+2021-05-19,196,S,2021-06-20,1,0.0,51.0,0
+2021-05-20,196,S,2021-06-20,1,0.0,53.0,0
+2021-05-21,196,S,2021-06-20,1,0.0,52.0,0
+2021-05-22,196,S,2021-06-20,1,0.0,52.0,0
+2021-05-23,196,S,2021-06-20,1,0.0,51.0,0
+2021-05-24,196,S,2021-06-20,1,0.0,53.0,0
+2021-05-25,196,S,2021-06-20,1,0.0,52.0,0
+2021-05-26,196,S,2021-06-20,1,0.0,52.0,0
+2021-05-27,196,S,2021-06-20,1,0.0,53.0,0
+2021-05-28,196,S,2021-06-20,1,0.0,51.0,0
+2021-05-29,196,S,2021-06-20,1,0.0,51.0,0
+2021-05-30,196,S,2021-06-20,1,0.0,52.0,0
+2021-05-31,196,S,2021-06-20,1,0.0,54.0,0
+2021-06-01,196,S,2021-06-20,1,0.0,54.0,0
+2021-06-02,196,S,2021-06-20,1,0.0,53.0,0
+2021-06-03,196,S,2021-06-20,1,0.0,52.0,0
+2021-06-04,196,S,2021-06-20,1,0.0,53.0,0
+2021-06-05,196,S,2021-06-20,1,0.0,51.0,0
+2021-06-06,196,S,2021-06-20,1,0.0,52.0,0
+2021-06-07,196,S,2021-06-20,1,0.0,53.0,0
+2021-06-08,196,S,2021-06-20,1,0.0,52.0,0
+2021-06-09,196,S,2021-06-20,1,0.0,53.0,0
+2021-06-10,196,S,2021-06-20,1,0.0,51.0,0
+2021-06-11,196,S,2021-06-20,1,0.0,52.0,0
+2021-06-12,196,S,2021-06-20,1,0.0,50.0,0
+2021-06-13,196,S,2021-06-20,1,0.0,51.0,0
+2021-06-14,196,S,2021-06-20,1,0.0,50.0,0
+2021-06-15,196,S,2021-06-20,1,0.0,52.0,0
+2021-06-16,196,S,2021-06-20,1,0.0,52.0,0
+2021-06-17,196,S,2021-06-20,1,0.0,53.0,0
+2021-06-18,196,S,2021-06-20,1,0.0,51.0,0
+2021-06-19,196,S,2021-06-20,1,0.0,52.0,0
+2021-06-20,196,S,2021-06-20,1,0.0,52.0,1
+2021-06-21,196,S,2021-06-20,1,0.25697545265238375,53.0,1
+2021-06-22,196,S,2021-06-20,1,0.5139509053047675,53.0,1
+2021-06-23,196,S,2021-06-20,1,0.7709263579571513,52.0,1
+2021-06-24,196,S,2021-06-20,1,1.027901810609535,52.0,1
+2021-06-25,196,S,2021-06-20,1,1.2848772632619188,53.0,1
+2021-06-26,196,S,2021-06-20,1,1.2848772632619188,53.0,1
+2021-06-27,196,S,2021-06-20,1,1.2848772632619188,53.0,1
+2021-06-28,196,S,2021-06-20,1,1.2848772632619188,52.0,1
+2021-06-29,196,S,2021-06-20,1,1.2848772632619188,54.0,1
+2021-06-30,196,S,2021-06-20,1,1.2848772632619188,53.0,1
+2021-07-01,196,S,2021-06-20,1,1.2848772632619188,52.0,1
+2021-07-02,196,S,2021-06-20,1,1.2848772632619188,53.0,1
+2021-07-03,196,S,2021-06-20,1,1.2848772632619188,52.0,1
+2021-07-04,196,S,2021-06-20,1,1.2848772632619188,53.0,1
+2021-07-05,196,S,2021-06-20,1,1.2848772632619188,54.0,1
+2021-07-06,196,S,2021-06-20,1,1.2848772632619188,54.0,1
+2021-07-07,196,S,2021-06-20,1,1.2848772632619188,55.0,1
+2021-07-08,196,S,2021-06-20,1,1.2848772632619188,53.0,1
+2021-07-09,196,S,2021-06-20,1,1.2848772632619188,53.0,1
+2021-07-10,196,S,2021-06-20,1,1.2848772632619188,50.0,1
+2021-07-11,196,S,2021-06-20,1,1.2848772632619188,53.0,1
+2021-07-12,196,S,2021-06-20,1,1.2848772632619188,54.0,1
+2021-07-13,196,S,2021-06-20,1,1.2848772632619188,53.0,1
+2021-07-14,196,S,2021-06-20,1,1.2848772632619188,55.0,1
+2021-07-15,196,S,2021-06-20,1,1.2848772632619188,54.0,1
+2021-07-16,196,S,2021-06-20,1,1.2848772632619188,53.0,1
+2021-07-17,196,S,2021-06-20,1,1.2848772632619188,54.0,1
+2021-07-18,196,S,2021-06-20,1,1.2848772632619188,52.0,1
+2021-07-19,196,S,2021-06-20,1,1.2848772632619188,53.0,1
+2021-07-20,196,S,2021-06-20,1,1.2848772632619188,53.0,1
+2021-07-21,196,S,2021-06-20,1,1.2848772632619188,53.0,1
+2021-07-22,196,S,2021-06-20,1,1.2848772632619188,54.0,1
+2021-07-23,196,S,2021-06-20,1,1.2848772632619188,53.0,1
+2021-07-24,196,S,2021-06-20,1,1.2848772632619188,54.0,1
+2021-07-25,196,S,2021-06-20,1,1.2848772632619188,53.0,1
+2021-07-26,196,S,2021-06-20,1,1.2848772632619188,55.0,1
+2021-07-27,196,S,2021-06-20,1,1.2848772632619188,55.0,1
+2021-07-28,196,S,2021-06-20,1,1.2848772632619188,53.0,1
+2021-07-29,196,S,2021-06-20,1,1.2848772632619188,52.0,1
+2021-07-30,196,S,2021-06-20,1,1.2848772632619188,52.0,1
+2021-07-31,196,S,2021-06-20,1,1.2848772632619188,53.0,1
+2021-05-01,197,S,2021-05-15,1,0.0,51.0,0
+2021-05-02,197,S,2021-05-15,1,0.0,52.0,0
+2021-05-03,197,S,2021-05-15,1,0.0,53.0,0
+2021-05-04,197,S,2021-05-15,1,0.0,50.0,0
+2021-05-05,197,S,2021-05-15,1,0.0,52.0,0
+2021-05-06,197,S,2021-05-15,1,0.0,52.0,0
+2021-05-07,197,S,2021-05-15,1,0.0,51.0,0
+2021-05-08,197,S,2021-05-15,1,0.0,50.0,0
+2021-05-09,197,S,2021-05-15,1,0.0,49.0,0
+2021-05-10,197,S,2021-05-15,1,0.0,52.0,0
+2021-05-11,197,S,2021-05-15,1,0.0,52.0,0
+2021-05-12,197,S,2021-05-15,1,0.0,51.0,0
+2021-05-13,197,S,2021-05-15,1,0.0,50.0,0
+2021-05-14,197,S,2021-05-15,1,0.0,50.0,0
+2021-05-15,197,S,2021-05-15,1,0.0,51.0,1
+2021-05-16,197,S,2021-05-15,1,0.35424657427417827,50.0,1
+2021-05-17,197,S,2021-05-15,1,0.7084931485483494,52.0,1
+2021-05-18,197,S,2021-05-15,1,1.0627397228225277,52.0,1
+2021-05-19,197,S,2021-05-15,1,1.4169862970966989,51.0,1
+2021-05-20,197,S,2021-05-15,1,1.7712328713708771,54.0,1
+2021-05-21,197,S,2021-05-15,1,1.7712328713708771,53.0,1
+2021-05-22,197,S,2021-05-15,1,1.7712328713708771,54.0,1
+2021-05-23,197,S,2021-05-15,1,1.7712328713708771,52.0,1
+2021-05-24,197,S,2021-05-15,1,1.7712328713708771,54.0,1
+2021-05-25,197,S,2021-05-15,1,1.7712328713708771,54.0,1
+2021-05-26,197,S,2021-05-15,1,1.7712328713708771,52.0,1
+2021-05-27,197,S,2021-05-15,1,1.7712328713708771,52.0,1
+2021-05-28,197,S,2021-05-15,1,1.7712328713708771,53.0,1
+2021-05-29,197,S,2021-05-15,1,1.7712328713708771,52.0,1
+2021-05-30,197,S,2021-05-15,1,1.7712328713708771,54.0,1
+2021-05-31,197,S,2021-05-15,1,1.7712328713708771,53.0,1
+2021-06-01,197,S,2021-05-15,1,1.7712328713708771,55.0,1
+2021-06-02,197,S,2021-05-15,1,1.7712328713708771,54.0,1
+2021-06-03,197,S,2021-05-15,1,1.7712328713708771,53.0,1
+2021-06-04,197,S,2021-05-15,1,1.7712328713708771,54.0,1
+2021-06-05,197,S,2021-05-15,1,1.7712328713708771,54.0,1
+2021-06-06,197,S,2021-05-15,1,1.7712328713708771,52.0,1
+2021-06-07,197,S,2021-05-15,1,1.7712328713708771,52.0,1
+2021-06-08,197,S,2021-05-15,1,1.7712328713708771,53.0,1
+2021-06-09,197,S,2021-05-15,1,1.7712328713708771,53.0,1
+2021-06-10,197,S,2021-05-15,1,1.7712328713708771,53.0,1
+2021-06-11,197,S,2021-05-15,1,1.7712328713708771,53.0,1
+2021-06-12,197,S,2021-05-15,1,1.7712328713708771,51.0,1
+2021-06-13,197,S,2021-05-15,1,1.7712328713708771,53.0,1
+2021-06-14,197,S,2021-05-15,1,1.7712328713708771,52.0,1
+2021-06-15,197,S,2021-05-15,1,1.7712328713708771,54.0,1
+2021-06-16,197,S,2021-05-15,1,1.7712328713708771,52.0,1
+2021-06-17,197,S,2021-05-15,1,1.7712328713708771,54.0,1
+2021-06-18,197,S,2021-05-15,1,1.7712328713708771,53.0,1
+2021-06-19,197,S,2021-05-15,1,1.7712328713708771,53.0,1
+2021-06-20,197,S,2021-05-15,1,1.7712328713708771,53.0,1
+2021-06-21,197,S,2021-05-15,1,1.7712328713708771,52.0,1
+2021-06-22,197,S,2021-05-15,1,1.7712328713708771,54.0,1
+2021-06-23,197,S,2021-05-15,1,1.7712328713708771,53.0,1
+2021-06-24,197,S,2021-05-15,1,1.7712328713708771,53.0,1
+2021-06-25,197,S,2021-05-15,1,1.7712328713708771,53.0,1
+2021-06-26,197,S,2021-05-15,1,1.7712328713708771,53.0,1
+2021-06-27,197,S,2021-05-15,1,1.7712328713708771,54.0,1
+2021-06-28,197,S,2021-05-15,1,1.7712328713708771,53.0,1
+2021-06-29,197,S,2021-05-15,1,1.7712328713708771,53.0,1
+2021-06-30,197,S,2021-05-15,1,1.7712328713708771,52.0,1
+2021-07-01,197,S,2021-05-15,1,1.7712328713708771,53.0,1
+2021-07-02,197,S,2021-05-15,1,1.7712328713708771,53.0,1
+2021-07-03,197,S,2021-05-15,1,1.7712328713708771,52.0,1
+2021-07-04,197,S,2021-05-15,1,1.7712328713708771,52.0,1
+2021-07-05,197,S,2021-05-15,1,1.7712328713708771,54.0,1
+2021-07-06,197,S,2021-05-15,1,1.7712328713708771,54.0,1
+2021-07-07,197,S,2021-05-15,1,1.7712328713708771,53.0,1
+2021-07-08,197,S,2021-05-15,1,1.7712328713708771,52.0,1
+2021-07-09,197,S,2021-05-15,1,1.7712328713708771,52.0,1
+2021-07-10,197,S,2021-05-15,1,1.7712328713708771,52.0,1
+2021-07-11,197,S,2021-05-15,1,1.7712328713708771,52.0,1
+2021-07-12,197,S,2021-05-15,1,1.7712328713708771,55.0,1
+2021-07-13,197,S,2021-05-15,1,1.7712328713708771,53.0,1
+2021-07-14,197,S,2021-05-15,1,1.7712328713708771,53.0,1
+2021-07-15,197,S,2021-05-15,1,1.7712328713708771,52.0,1
+2021-07-16,197,S,2021-05-15,1,1.7712328713708771,52.0,1
+2021-07-17,197,S,2021-05-15,1,1.7712328713708771,53.0,1
+2021-07-18,197,S,2021-05-15,1,1.7712328713708771,53.0,1
+2021-07-19,197,S,2021-05-15,1,1.7712328713708771,53.0,1
+2021-07-20,197,S,2021-05-15,1,1.7712328713708771,53.0,1
+2021-07-21,197,S,2021-05-15,1,1.7712328713708771,52.0,1
+2021-07-22,197,S,2021-05-15,1,1.7712328713708771,53.0,1
+2021-07-23,197,S,2021-05-15,1,1.7712328713708771,53.0,1
+2021-07-24,197,S,2021-05-15,1,1.7712328713708771,53.0,1
+2021-07-25,197,S,2021-05-15,1,1.7712328713708771,51.0,1
+2021-07-26,197,S,2021-05-15,1,1.7712328713708771,53.0,1
+2021-07-27,197,S,2021-05-15,1,1.7712328713708771,55.0,1
+2021-07-28,197,S,2021-05-15,1,1.7712328713708771,53.0,1
+2021-07-29,197,S,2021-05-15,1,1.7712328713708771,52.0,1
+2021-07-30,197,S,2021-05-15,1,1.7712328713708771,52.0,1
+2021-07-31,197,S,2021-05-15,1,1.7712328713708771,52.0,1
+2021-05-01,198,W,2100-01-01,0,0.0,25.0,0
+2021-05-02,198,W,2100-01-01,0,0.0,26.0,0
+2021-05-03,198,W,2100-01-01,0,0.0,28.0,0
+2021-05-04,198,W,2100-01-01,0,0.0,26.0,0
+2021-05-05,198,W,2100-01-01,0,0.0,29.0,0
+2021-05-06,198,W,2100-01-01,0,0.0,27.0,0
+2021-05-07,198,W,2100-01-01,0,0.0,27.0,0
+2021-05-08,198,W,2100-01-01,0,0.0,28.0,0
+2021-05-09,198,W,2100-01-01,0,0.0,28.0,0
+2021-05-10,198,W,2100-01-01,0,0.0,29.0,0
+2021-05-11,198,W,2100-01-01,0,0.0,29.0,0
+2021-05-12,198,W,2100-01-01,0,0.0,28.0,0
+2021-05-13,198,W,2100-01-01,0,0.0,27.0,0
+2021-05-14,198,W,2100-01-01,0,0.0,28.0,0
+2021-05-15,198,W,2100-01-01,0,0.0,27.0,0
+2021-05-16,198,W,2100-01-01,0,0.0,29.0,0
+2021-05-17,198,W,2100-01-01,0,0.0,30.0,0
+2021-05-18,198,W,2100-01-01,0,0.0,30.0,0
+2021-05-19,198,W,2100-01-01,0,0.0,28.0,0
+2021-05-20,198,W,2100-01-01,0,0.0,30.0,0
+2021-05-21,198,W,2100-01-01,0,0.0,29.0,0
+2021-05-22,198,W,2100-01-01,0,0.0,30.0,0
+2021-05-23,198,W,2100-01-01,0,0.0,31.0,0
+2021-05-24,198,W,2100-01-01,0,0.0,31.0,0
+2021-05-25,198,W,2100-01-01,0,0.0,31.0,0
+2021-05-26,198,W,2100-01-01,0,0.0,31.0,0
+2021-05-27,198,W,2100-01-01,0,0.0,31.0,0
+2021-05-28,198,W,2100-01-01,0,0.0,31.0,0
+2021-05-29,198,W,2100-01-01,0,0.0,31.0,0
+2021-05-30,198,W,2100-01-01,0,0.0,32.0,0
+2021-05-31,198,W,2100-01-01,0,0.0,32.0,0
+2021-06-01,198,W,2100-01-01,0,0.0,34.0,0
+2021-06-02,198,W,2100-01-01,0,0.0,32.0,0
+2021-06-03,198,W,2100-01-01,0,0.0,34.0,0
+2021-06-04,198,W,2100-01-01,0,0.0,33.0,0
+2021-06-05,198,W,2100-01-01,0,0.0,33.0,0
+2021-06-06,198,W,2100-01-01,0,0.0,33.0,0
+2021-06-07,198,W,2100-01-01,0,0.0,32.0,0
+2021-06-08,198,W,2100-01-01,0,0.0,33.0,0
+2021-06-09,198,W,2100-01-01,0,0.0,34.0,0
+2021-06-10,198,W,2100-01-01,0,0.0,35.0,0
+2021-06-11,198,W,2100-01-01,0,0.0,34.0,0
+2021-06-12,198,W,2100-01-01,0,0.0,34.0,0
+2021-06-13,198,W,2100-01-01,0,0.0,34.0,0
+2021-06-14,198,W,2100-01-01,0,0.0,35.0,0
+2021-06-15,198,W,2100-01-01,0,0.0,36.0,0
+2021-06-16,198,W,2100-01-01,0,0.0,35.0,0
+2021-06-17,198,W,2100-01-01,0,0.0,35.0,0
+2021-06-18,198,W,2100-01-01,0,0.0,37.0,0
+2021-06-19,198,W,2100-01-01,0,0.0,36.0,0
+2021-06-20,198,W,2100-01-01,0,0.0,35.0,0
+2021-06-21,198,W,2100-01-01,0,0.0,37.0,0
+2021-06-22,198,W,2100-01-01,0,0.0,37.0,0
+2021-06-23,198,W,2100-01-01,0,0.0,37.0,0
+2021-06-24,198,W,2100-01-01,0,0.0,37.0,0
+2021-06-25,198,W,2100-01-01,0,0.0,38.0,0
+2021-06-26,198,W,2100-01-01,0,0.0,37.0,0
+2021-06-27,198,W,2100-01-01,0,0.0,37.0,0
+2021-06-28,198,W,2100-01-01,0,0.0,38.0,0
+2021-06-29,198,W,2100-01-01,0,0.0,38.0,0
+2021-06-30,198,W,2100-01-01,0,0.0,39.0,0
+2021-07-01,198,W,2100-01-01,0,0.0,40.0,0
+2021-07-02,198,W,2100-01-01,0,0.0,38.0,0
+2021-07-03,198,W,2100-01-01,0,0.0,37.0,0
+2021-07-04,198,W,2100-01-01,0,0.0,39.0,0
+2021-07-05,198,W,2100-01-01,0,0.0,40.0,0
+2021-07-06,198,W,2100-01-01,0,0.0,40.0,0
+2021-07-07,198,W,2100-01-01,0,0.0,41.0,0
+2021-07-08,198,W,2100-01-01,0,0.0,39.0,0
+2021-07-09,198,W,2100-01-01,0,0.0,40.0,0
+2021-07-10,198,W,2100-01-01,0,0.0,38.0,0
+2021-07-11,198,W,2100-01-01,0,0.0,38.0,0
+2021-07-12,198,W,2100-01-01,0,0.0,40.0,0
+2021-07-13,198,W,2100-01-01,0,0.0,41.0,0
+2021-07-14,198,W,2100-01-01,0,0.0,40.0,0
+2021-07-15,198,W,2100-01-01,0,0.0,41.0,0
+2021-07-16,198,W,2100-01-01,0,0.0,41.0,0
+2021-07-17,198,W,2100-01-01,0,0.0,41.0,0
+2021-07-18,198,W,2100-01-01,0,0.0,41.0,0
+2021-07-19,198,W,2100-01-01,0,0.0,41.0,0
+2021-07-20,198,W,2100-01-01,0,0.0,42.0,0
+2021-07-21,198,W,2100-01-01,0,0.0,41.0,0
+2021-07-22,198,W,2100-01-01,0,0.0,44.0,0
+2021-07-23,198,W,2100-01-01,0,0.0,43.0,0
+2021-07-24,198,W,2100-01-01,0,0.0,43.0,0
+2021-07-25,198,W,2100-01-01,0,0.0,42.0,0
+2021-07-26,198,W,2100-01-01,0,0.0,44.0,0
+2021-07-27,198,W,2100-01-01,0,0.0,43.0,0
+2021-07-28,198,W,2100-01-01,0,0.0,44.0,0
+2021-07-29,198,W,2100-01-01,0,0.0,43.0,0
+2021-07-30,198,W,2100-01-01,0,0.0,43.0,0
+2021-07-31,198,W,2100-01-01,0,0.0,42.0,0
+2021-05-01,199,E,2021-06-20,1,0.0,17.0,0
+2021-05-02,199,E,2021-06-20,1,0.0,18.0,0
+2021-05-03,199,E,2021-06-20,1,0.0,20.0,0
+2021-05-04,199,E,2021-06-20,1,0.0,19.0,0
+2021-05-05,199,E,2021-06-20,1,0.0,19.0,0
+2021-05-06,199,E,2021-06-20,1,0.0,22.0,0
+2021-05-07,199,E,2021-06-20,1,0.0,19.0,0
+2021-05-08,199,E,2021-06-20,1,0.0,17.0,0
+2021-05-09,199,E,2021-06-20,1,0.0,20.0,0
+2021-05-10,199,E,2021-06-20,1,0.0,21.0,0
+2021-05-11,199,E,2021-06-20,1,0.0,21.0,0
+2021-05-12,199,E,2021-06-20,1,0.0,21.0,0
+2021-05-13,199,E,2021-06-20,1,0.0,22.0,0
+2021-05-14,199,E,2021-06-20,1,0.0,21.0,0
+2021-05-15,199,E,2021-06-20,1,0.0,21.0,0
+2021-05-16,199,E,2021-06-20,1,0.0,22.0,0
+2021-05-17,199,E,2021-06-20,1,0.0,25.0,0
+2021-05-18,199,E,2021-06-20,1,0.0,23.0,0
+2021-05-19,199,E,2021-06-20,1,0.0,21.0,0
+2021-05-20,199,E,2021-06-20,1,0.0,24.0,0
+2021-05-21,199,E,2021-06-20,1,0.0,24.0,0
+2021-05-22,199,E,2021-06-20,1,0.0,25.0,0
+2021-05-23,199,E,2021-06-20,1,0.0,23.0,0
+2021-05-24,199,E,2021-06-20,1,0.0,26.0,0
+2021-05-25,199,E,2021-06-20,1,0.0,25.0,0
+2021-05-26,199,E,2021-06-20,1,0.0,25.0,0
+2021-05-27,199,E,2021-06-20,1,0.0,26.0,0
+2021-05-28,199,E,2021-06-20,1,0.0,25.0,0
+2021-05-29,199,E,2021-06-20,1,0.0,26.0,0
+2021-05-30,199,E,2021-06-20,1,0.0,26.0,0
+2021-05-31,199,E,2021-06-20,1,0.0,26.0,0
+2021-06-01,199,E,2021-06-20,1,0.0,28.0,0
+2021-06-02,199,E,2021-06-20,1,0.0,28.0,0
+2021-06-03,199,E,2021-06-20,1,0.0,26.0,0
+2021-06-04,199,E,2021-06-20,1,0.0,29.0,0
+2021-06-05,199,E,2021-06-20,1,0.0,28.0,0
+2021-06-06,199,E,2021-06-20,1,0.0,28.0,0
+2021-06-07,199,E,2021-06-20,1,0.0,28.0,0
+2021-06-08,199,E,2021-06-20,1,0.0,30.0,0
+2021-06-09,199,E,2021-06-20,1,0.0,30.0,0
+2021-06-10,199,E,2021-06-20,1,0.0,30.0,0
+2021-06-11,199,E,2021-06-20,1,0.0,28.0,0
+2021-06-12,199,E,2021-06-20,1,0.0,30.0,0
+2021-06-13,199,E,2021-06-20,1,0.0,31.0,0
+2021-06-14,199,E,2021-06-20,1,0.0,31.0,0
+2021-06-15,199,E,2021-06-20,1,0.0,31.0,0
+2021-06-16,199,E,2021-06-20,1,0.0,30.0,0
+2021-06-17,199,E,2021-06-20,1,0.0,33.0,0
+2021-06-18,199,E,2021-06-20,1,0.0,31.0,0
+2021-06-19,199,E,2021-06-20,1,0.0,31.0,0
+2021-06-20,199,E,2021-06-20,1,0.0,33.0,1
+2021-06-21,199,E,2021-06-20,1,1.5625417990749355,34.0,1
+2021-06-22,199,E,2021-06-20,1,3.125083598149871,37.0,1
+2021-06-23,199,E,2021-06-20,1,4.687625397224799,39.0,1
+2021-06-24,199,E,2021-06-20,1,6.250167196299735,40.0,1
+2021-06-25,199,E,2021-06-20,1,7.8127089953746705,42.0,1
+2021-06-26,199,E,2021-06-20,1,7.8127089953746705,41.0,1
+2021-06-27,199,E,2021-06-20,1,7.8127089953746705,42.0,1
+2021-06-28,199,E,2021-06-20,1,7.8127089953746705,44.0,1
+2021-06-29,199,E,2021-06-20,1,7.8127089953746705,44.0,1
+2021-06-30,199,E,2021-06-20,1,7.8127089953746705,43.0,1
+2021-07-01,199,E,2021-06-20,1,7.8127089953746705,44.0,1
+2021-07-02,199,E,2021-06-20,1,7.8127089953746705,44.0,1
+2021-07-03,199,E,2021-06-20,1,7.8127089953746705,43.0,1
+2021-07-04,199,E,2021-06-20,1,7.8127089953746705,45.0,1
+2021-07-05,199,E,2021-06-20,1,7.8127089953746705,45.0,1
+2021-07-06,199,E,2021-06-20,1,7.8127089953746705,45.0,1
+2021-07-07,199,E,2021-06-20,1,7.8127089953746705,45.0,1
+2021-07-08,199,E,2021-06-20,1,7.8127089953746705,46.0,1
+2021-07-09,199,E,2021-06-20,1,7.8127089953746705,47.0,1
+2021-07-10,199,E,2021-06-20,1,7.8127089953746705,46.0,1
+2021-07-11,199,E,2021-06-20,1,7.8127089953746705,46.0,1
+2021-07-12,199,E,2021-06-20,1,7.8127089953746705,46.0,1
+2021-07-13,199,E,2021-06-20,1,7.8127089953746705,47.0,1
+2021-07-14,199,E,2021-06-20,1,7.8127089953746705,47.0,1
+2021-07-15,199,E,2021-06-20,1,7.8127089953746705,49.0,1
+2021-07-16,199,E,2021-06-20,1,7.8127089953746705,48.0,1
+2021-07-17,199,E,2021-06-20,1,7.8127089953746705,49.0,1
+2021-07-18,199,E,2021-06-20,1,7.8127089953746705,49.0,1
+2021-07-19,199,E,2021-06-20,1,7.8127089953746705,50.0,1
+2021-07-20,199,E,2021-06-20,1,7.8127089953746705,50.0,1
+2021-07-21,199,E,2021-06-20,1,7.8127089953746705,49.0,1
+2021-07-22,199,E,2021-06-20,1,7.8127089953746705,50.0,1
+2021-07-23,199,E,2021-06-20,1,7.8127089953746705,51.0,1
+2021-07-24,199,E,2021-06-20,1,7.8127089953746705,50.0,1
+2021-07-25,199,E,2021-06-20,1,7.8127089953746705,51.0,1
+2021-07-26,199,E,2021-06-20,1,7.8127089953746705,51.0,1
+2021-07-27,199,E,2021-06-20,1,7.8127089953746705,53.0,1
+2021-07-28,199,E,2021-06-20,1,7.8127089953746705,50.0,1
+2021-07-29,199,E,2021-06-20,1,7.8127089953746705,51.0,1
+2021-07-30,199,E,2021-06-20,1,7.8127089953746705,52.0,1
+2021-07-31,199,E,2021-06-20,1,7.8127089953746705,53.0,1
+2021-05-01,200,W,2100-01-01,0,0.0,26.0,0
+2021-05-02,200,W,2100-01-01,0,0.0,28.0,0
+2021-05-03,200,W,2100-01-01,0,0.0,27.0,0
+2021-05-04,200,W,2100-01-01,0,0.0,27.0,0
+2021-05-05,200,W,2100-01-01,0,0.0,27.0,0
+2021-05-06,200,W,2100-01-01,0,0.0,28.0,0
+2021-05-07,200,W,2100-01-01,0,0.0,27.0,0
+2021-05-08,200,W,2100-01-01,0,0.0,28.0,0
+2021-05-09,200,W,2100-01-01,0,0.0,29.0,0
+2021-05-10,200,W,2100-01-01,0,0.0,28.0,0
+2021-05-11,200,W,2100-01-01,0,0.0,27.0,0
+2021-05-12,200,W,2100-01-01,0,0.0,28.0,0
+2021-05-13,200,W,2100-01-01,0,0.0,29.0,0
+2021-05-14,200,W,2100-01-01,0,0.0,28.0,0
+2021-05-15,200,W,2100-01-01,0,0.0,29.0,0
+2021-05-16,200,W,2100-01-01,0,0.0,29.0,0
+2021-05-17,200,W,2100-01-01,0,0.0,30.0,0
+2021-05-18,200,W,2100-01-01,0,0.0,30.0,0
+2021-05-19,200,W,2100-01-01,0,0.0,28.0,0
+2021-05-20,200,W,2100-01-01,0,0.0,31.0,0
+2021-05-21,200,W,2100-01-01,0,0.0,30.0,0
+2021-05-22,200,W,2100-01-01,0,0.0,29.0,0
+2021-05-23,200,W,2100-01-01,0,0.0,30.0,0
+2021-05-24,200,W,2100-01-01,0,0.0,32.0,0
+2021-05-25,200,W,2100-01-01,0,0.0,31.0,0
+2021-05-26,200,W,2100-01-01,0,0.0,32.0,0
+2021-05-27,200,W,2100-01-01,0,0.0,32.0,0
+2021-05-28,200,W,2100-01-01,0,0.0,35.0,0
+2021-05-29,200,W,2100-01-01,0,0.0,31.0,0
+2021-05-30,200,W,2100-01-01,0,0.0,33.0,0
+2021-05-31,200,W,2100-01-01,0,0.0,32.0,0
+2021-06-01,200,W,2100-01-01,0,0.0,33.0,0
+2021-06-02,200,W,2100-01-01,0,0.0,32.0,0
+2021-06-03,200,W,2100-01-01,0,0.0,32.0,0
+2021-06-04,200,W,2100-01-01,0,0.0,34.0,0
+2021-06-05,200,W,2100-01-01,0,0.0,33.0,0
+2021-06-06,200,W,2100-01-01,0,0.0,33.0,0
+2021-06-07,200,W,2100-01-01,0,0.0,34.0,0
+2021-06-08,200,W,2100-01-01,0,0.0,34.0,0
+2021-06-09,200,W,2100-01-01,0,0.0,34.0,0
+2021-06-10,200,W,2100-01-01,0,0.0,34.0,0
+2021-06-11,200,W,2100-01-01,0,0.0,34.0,0
+2021-06-12,200,W,2100-01-01,0,0.0,34.0,0
+2021-06-13,200,W,2100-01-01,0,0.0,35.0,0
+2021-06-14,200,W,2100-01-01,0,0.0,35.0,0
+2021-06-15,200,W,2100-01-01,0,0.0,35.0,0
+2021-06-16,200,W,2100-01-01,0,0.0,37.0,0
+2021-06-17,200,W,2100-01-01,0,0.0,36.0,0
+2021-06-18,200,W,2100-01-01,0,0.0,35.0,0
+2021-06-19,200,W,2100-01-01,0,0.0,36.0,0
+2021-06-20,200,W,2100-01-01,0,0.0,37.0,0
+2021-06-21,200,W,2100-01-01,0,0.0,37.0,0
+2021-06-22,200,W,2100-01-01,0,0.0,36.0,0
+2021-06-23,200,W,2100-01-01,0,0.0,38.0,0
+2021-06-24,200,W,2100-01-01,0,0.0,38.0,0
+2021-06-25,200,W,2100-01-01,0,0.0,38.0,0
+2021-06-26,200,W,2100-01-01,0,0.0,37.0,0
+2021-06-27,200,W,2100-01-01,0,0.0,38.0,0
+2021-06-28,200,W,2100-01-01,0,0.0,39.0,0
+2021-06-29,200,W,2100-01-01,0,0.0,38.0,0
+2021-06-30,200,W,2100-01-01,0,0.0,37.0,0
+2021-07-01,200,W,2100-01-01,0,0.0,39.0,0
+2021-07-02,200,W,2100-01-01,0,0.0,39.0,0
+2021-07-03,200,W,2100-01-01,0,0.0,37.0,0
+2021-07-04,200,W,2100-01-01,0,0.0,39.0,0
+2021-07-05,200,W,2100-01-01,0,0.0,40.0,0
+2021-07-06,200,W,2100-01-01,0,0.0,40.0,0
+2021-07-07,200,W,2100-01-01,0,0.0,39.0,0
+2021-07-08,200,W,2100-01-01,0,0.0,40.0,0
+2021-07-09,200,W,2100-01-01,0,0.0,40.0,0
+2021-07-10,200,W,2100-01-01,0,0.0,39.0,0
+2021-07-11,200,W,2100-01-01,0,0.0,40.0,0
+2021-07-12,200,W,2100-01-01,0,0.0,41.0,0
+2021-07-13,200,W,2100-01-01,0,0.0,41.0,0
+2021-07-14,200,W,2100-01-01,0,0.0,43.0,0
+2021-07-15,200,W,2100-01-01,0,0.0,43.0,0
+2021-07-16,200,W,2100-01-01,0,0.0,41.0,0
+2021-07-17,200,W,2100-01-01,0,0.0,42.0,0
+2021-07-18,200,W,2100-01-01,0,0.0,42.0,0
+2021-07-19,200,W,2100-01-01,0,0.0,42.0,0
+2021-07-20,200,W,2100-01-01,0,0.0,42.0,0
+2021-07-21,200,W,2100-01-01,0,0.0,42.0,0
+2021-07-22,200,W,2100-01-01,0,0.0,42.0,0
+2021-07-23,200,W,2100-01-01,0,0.0,44.0,0
+2021-07-24,200,W,2100-01-01,0,0.0,44.0,0
+2021-07-25,200,W,2100-01-01,0,0.0,44.0,0
+2021-07-26,200,W,2100-01-01,0,0.0,44.0,0
+2021-07-27,200,W,2100-01-01,0,0.0,43.0,0
+2021-07-28,200,W,2100-01-01,0,0.0,44.0,0
+2021-07-29,200,W,2100-01-01,0,0.0,45.0,0
+2021-07-30,200,W,2100-01-01,0,0.0,43.0,0
+2021-07-31,200,W,2100-01-01,0,0.0,44.0,0
diff --git a/book/data/matheus_data/short_offline_mkt_all_regions.csv b/book/data/matheus_data/short_offline_mkt_all_regions.csv
new file mode 100644
index 0000000..16be70a
--- /dev/null
+++ b/book/data/matheus_data/short_offline_mkt_all_regions.csv
@@ -0,0 +1,6401 @@
+date,city,region,treated,tau,downloads,post
+2021-05-01,1,W,0,0.0,27.0,0
+2021-05-02,1,W,0,0.0,28.0,0
+2021-05-03,1,W,0,0.0,28.0,0
+2021-05-04,1,W,0,0.0,26.0,0
+2021-05-05,1,W,0,0.0,28.0,0
+2021-05-06,1,W,0,0.0,29.0,0
+2021-05-07,1,W,0,0.0,28.0,0
+2021-05-08,1,W,0,0.0,29.0,0
+2021-05-09,1,W,0,0.0,30.0,0
+2021-05-10,1,W,0,0.0,29.0,0
+2021-05-11,1,W,0,0.0,29.0,0
+2021-05-12,1,W,0,0.0,28.0,0
+2021-05-13,1,W,0,0.0,29.0,0
+2021-05-14,1,W,0,0.0,29.0,0
+2021-05-15,1,W,0,0.0,29.0,1
+2021-05-16,1,W,0,0.0,29.0,1
+2021-05-17,1,W,0,0.0,32.0,1
+2021-05-18,1,W,0,0.0,32.0,1
+2021-05-19,1,W,0,0.0,30.0,1
+2021-05-20,1,W,0,0.0,31.0,1
+2021-05-21,1,W,0,0.0,32.0,1
+2021-05-22,1,W,0,0.0,31.0,1
+2021-05-23,1,W,0,0.0,31.0,1
+2021-05-24,1,W,0,0.0,31.0,1
+2021-05-25,1,W,0,0.0,31.0,1
+2021-05-26,1,W,0,0.0,32.0,1
+2021-05-27,1,W,0,0.0,31.0,1
+2021-05-28,1,W,0,0.0,32.0,1
+2021-05-29,1,W,0,0.0,33.0,1
+2021-05-30,1,W,0,0.0,33.0,1
+2021-05-31,1,W,0,0.0,33.0,1
+2021-06-01,1,W,0,0.0,33.0,1
+2021-05-01,2,N,0,0.0,40.0,0
+2021-05-02,2,N,0,0.0,39.0,0
+2021-05-03,2,N,0,0.0,40.0,0
+2021-05-04,2,N,0,0.0,40.0,0
+2021-05-05,2,N,0,0.0,39.0,0
+2021-05-06,2,N,0,0.0,42.0,0
+2021-05-07,2,N,0,0.0,41.0,0
+2021-05-08,2,N,0,0.0,40.0,0
+2021-05-09,2,N,0,0.0,40.0,0
+2021-05-10,2,N,0,0.0,41.0,0
+2021-05-11,2,N,0,0.0,41.0,0
+2021-05-12,2,N,0,0.0,41.0,0
+2021-05-13,2,N,0,0.0,40.0,0
+2021-05-14,2,N,0,0.0,40.0,0
+2021-05-15,2,N,0,0.0,41.0,1
+2021-05-16,2,N,0,0.0,40.0,1
+2021-05-17,2,N,0,0.0,43.0,1
+2021-05-18,2,N,0,0.0,41.0,1
+2021-05-19,2,N,0,0.0,42.0,1
+2021-05-20,2,N,0,0.0,43.0,1
+2021-05-21,2,N,0,0.0,41.0,1
+2021-05-22,2,N,0,0.0,40.0,1
+2021-05-23,2,N,0,0.0,42.0,1
+2021-05-24,2,N,0,0.0,41.0,1
+2021-05-25,2,N,0,0.0,42.0,1
+2021-05-26,2,N,0,0.0,43.0,1
+2021-05-27,2,N,0,0.0,42.0,1
+2021-05-28,2,N,0,0.0,42.0,1
+2021-05-29,2,N,0,0.0,42.0,1
+2021-05-30,2,N,0,0.0,42.0,1
+2021-05-31,2,N,0,0.0,41.0,1
+2021-06-01,2,N,0,0.0,43.0,1
+2021-05-01,3,W,0,0.0,30.0,0
+2021-05-02,3,W,0,0.0,30.0,0
+2021-05-03,3,W,0,0.0,32.0,0
+2021-05-04,3,W,0,0.0,29.0,0
+2021-05-05,3,W,0,0.0,32.0,0
+2021-05-06,3,W,0,0.0,33.0,0
+2021-05-07,3,W,0,0.0,31.0,0
+2021-05-08,3,W,0,0.0,32.0,0
+2021-05-09,3,W,0,0.0,31.0,0
+2021-05-10,3,W,0,0.0,33.0,0
+2021-05-11,3,W,0,0.0,33.0,0
+2021-05-12,3,W,0,0.0,32.0,0
+2021-05-13,3,W,0,0.0,32.0,0
+2021-05-14,3,W,0,0.0,32.0,0
+2021-05-15,3,W,0,0.0,32.0,1
+2021-05-16,3,W,0,0.0,32.0,1
+2021-05-17,3,W,0,0.0,34.0,1
+2021-05-18,3,W,0,0.0,34.0,1
+2021-05-19,3,W,0,0.0,32.0,1
+2021-05-20,3,W,0,0.0,34.0,1
+2021-05-21,3,W,0,0.0,35.0,1
+2021-05-22,3,W,0,0.0,35.0,1
+2021-05-23,3,W,0,0.0,33.0,1
+2021-05-24,3,W,0,0.0,35.0,1
+2021-05-25,3,W,0,0.0,35.0,1
+2021-05-26,3,W,0,0.0,35.0,1
+2021-05-27,3,W,0,0.0,34.0,1
+2021-05-28,3,W,0,0.0,34.0,1
+2021-05-29,3,W,0,0.0,35.0,1
+2021-05-30,3,W,0,0.0,35.0,1
+2021-05-31,3,W,0,0.0,37.0,1
+2021-06-01,3,W,0,0.0,37.0,1
+2021-05-01,4,W,0,0.0,26.0,0
+2021-05-02,4,W,0,0.0,27.0,0
+2021-05-03,4,W,0,0.0,28.0,0
+2021-05-04,4,W,0,0.0,27.0,0
+2021-05-05,4,W,0,0.0,27.0,0
+2021-05-06,4,W,0,0.0,28.0,0
+2021-05-07,4,W,0,0.0,28.0,0
+2021-05-08,4,W,0,0.0,26.0,0
+2021-05-09,4,W,0,0.0,27.0,0
+2021-05-10,4,W,0,0.0,28.0,0
+2021-05-11,4,W,0,0.0,29.0,0
+2021-05-12,4,W,0,0.0,30.0,0
+2021-05-13,4,W,0,0.0,29.0,0
+2021-05-14,4,W,0,0.0,28.0,0
+2021-05-15,4,W,0,0.0,29.0,1
+2021-05-16,4,W,0,0.0,28.0,1
+2021-05-17,4,W,0,0.0,31.0,1
+2021-05-18,4,W,0,0.0,30.0,1
+2021-05-19,4,W,0,0.0,31.0,1
+2021-05-20,4,W,0,0.0,31.0,1
+2021-05-21,4,W,0,0.0,30.0,1
+2021-05-22,4,W,0,0.0,31.0,1
+2021-05-23,4,W,0,0.0,31.0,1
+2021-05-24,4,W,0,0.0,31.0,1
+2021-05-25,4,W,0,0.0,32.0,1
+2021-05-26,4,W,0,0.0,33.0,1
+2021-05-27,4,W,0,0.0,32.0,1
+2021-05-28,4,W,0,0.0,32.0,1
+2021-05-29,4,W,0,0.0,32.0,1
+2021-05-30,4,W,0,0.0,32.0,1
+2021-05-31,4,W,0,0.0,32.0,1
+2021-06-01,4,W,0,0.0,32.0,1
+2021-05-01,5,S,0,0.0,51.0,0
+2021-05-02,5,S,0,0.0,51.0,0
+2021-05-03,5,S,0,0.0,51.0,0
+2021-05-04,5,S,0,0.0,50.0,0
+2021-05-05,5,S,0,0.0,49.0,0
+2021-05-06,5,S,0,0.0,51.0,0
+2021-05-07,5,S,0,0.0,51.0,0
+2021-05-08,5,S,0,0.0,50.0,0
+2021-05-09,5,S,0,0.0,52.0,0
+2021-05-10,5,S,0,0.0,51.0,0
+2021-05-11,5,S,0,0.0,51.0,0
+2021-05-12,5,S,0,0.0,50.0,0
+2021-05-13,5,S,0,0.0,51.0,0
+2021-05-14,5,S,0,0.0,50.0,0
+2021-05-15,5,S,0,0.0,50.0,1
+2021-05-16,5,S,0,0.0,49.0,1
+2021-05-17,5,S,0,0.0,52.0,1
+2021-05-18,5,S,0,0.0,50.0,1
+2021-05-19,5,S,0,0.0,49.0,1
+2021-05-20,5,S,0,0.0,51.0,1
+2021-05-21,5,S,0,0.0,50.0,1
+2021-05-22,5,S,0,0.0,49.0,1
+2021-05-23,5,S,0,0.0,50.0,1
+2021-05-24,5,S,0,0.0,51.0,1
+2021-05-25,5,S,0,0.0,51.0,1
+2021-05-26,5,S,0,0.0,51.0,1
+2021-05-27,5,S,0,0.0,50.0,1
+2021-05-28,5,S,0,0.0,49.0,1
+2021-05-29,5,S,0,0.0,50.0,1
+2021-05-30,5,S,0,0.0,50.0,1
+2021-05-31,5,S,0,0.0,51.0,1
+2021-06-01,5,S,0,0.0,50.0,1
+2021-05-01,6,W,0,0.0,28.0,0
+2021-05-02,6,W,0,0.0,27.0,0
+2021-05-03,6,W,0,0.0,30.0,0
+2021-05-04,6,W,0,0.0,28.0,0
+2021-05-05,6,W,0,0.0,29.0,0
+2021-05-06,6,W,0,0.0,29.0,0
+2021-05-07,6,W,0,0.0,30.0,0
+2021-05-08,6,W,0,0.0,27.0,0
+2021-05-09,6,W,0,0.0,29.0,0
+2021-05-10,6,W,0,0.0,29.0,0
+2021-05-11,6,W,0,0.0,30.0,0
+2021-05-12,6,W,0,0.0,31.0,0
+2021-05-13,6,W,0,0.0,29.0,0
+2021-05-14,6,W,0,0.0,30.0,0
+2021-05-15,6,W,0,0.0,30.0,1
+2021-05-16,6,W,0,0.0,31.0,1
+2021-05-17,6,W,0,0.0,32.0,1
+2021-05-18,6,W,0,0.0,31.0,1
+2021-05-19,6,W,0,0.0,30.0,1
+2021-05-20,6,W,0,0.0,32.0,1
+2021-05-21,6,W,0,0.0,32.0,1
+2021-05-22,6,W,0,0.0,33.0,1
+2021-05-23,6,W,0,0.0,32.0,1
+2021-05-24,6,W,0,0.0,33.0,1
+2021-05-25,6,W,0,0.0,33.0,1
+2021-05-26,6,W,0,0.0,34.0,1
+2021-05-27,6,W,0,0.0,31.0,1
+2021-05-28,6,W,0,0.0,34.0,1
+2021-05-29,6,W,0,0.0,34.0,1
+2021-05-30,6,W,0,0.0,33.0,1
+2021-05-31,6,W,0,0.0,34.0,1
+2021-06-01,6,W,0,0.0,34.0,1
+2021-05-01,7,W,0,0.0,24.0,0
+2021-05-02,7,W,0,0.0,24.0,0
+2021-05-03,7,W,0,0.0,24.0,0
+2021-05-04,7,W,0,0.0,25.0,0
+2021-05-05,7,W,0,0.0,25.0,0
+2021-05-06,7,W,0,0.0,26.0,0
+2021-05-07,7,W,0,0.0,25.0,0
+2021-05-08,7,W,0,0.0,25.0,0
+2021-05-09,7,W,0,0.0,27.0,0
+2021-05-10,7,W,0,0.0,27.0,0
+2021-05-11,7,W,0,0.0,26.0,0
+2021-05-12,7,W,0,0.0,27.0,0
+2021-05-13,7,W,0,0.0,26.0,0
+2021-05-14,7,W,0,0.0,25.0,0
+2021-05-15,7,W,0,0.0,25.0,1
+2021-05-16,7,W,0,0.0,27.0,1
+2021-05-17,7,W,0,0.0,30.0,1
+2021-05-18,7,W,0,0.0,28.0,1
+2021-05-19,7,W,0,0.0,27.0,1
+2021-05-20,7,W,0,0.0,29.0,1
+2021-05-21,7,W,0,0.0,27.0,1
+2021-05-22,7,W,0,0.0,28.0,1
+2021-05-23,7,W,0,0.0,28.0,1
+2021-05-24,7,W,0,0.0,31.0,1
+2021-05-25,7,W,0,0.0,30.0,1
+2021-05-26,7,W,0,0.0,29.0,1
+2021-05-27,7,W,0,0.0,28.0,1
+2021-05-28,7,W,0,0.0,29.0,1
+2021-05-29,7,W,0,0.0,31.0,1
+2021-05-30,7,W,0,0.0,30.0,1
+2021-05-31,7,W,0,0.0,30.0,1
+2021-06-01,7,W,0,0.0,32.0,1
+2021-05-01,8,N,0,0.0,46.0,0
+2021-05-02,8,N,0,0.0,48.0,0
+2021-05-03,8,N,0,0.0,48.0,0
+2021-05-04,8,N,0,0.0,48.0,0
+2021-05-05,8,N,0,0.0,47.0,0
+2021-05-06,8,N,0,0.0,48.0,0
+2021-05-07,8,N,0,0.0,46.0,0
+2021-05-08,8,N,0,0.0,47.0,0
+2021-05-09,8,N,0,0.0,48.0,0
+2021-05-10,8,N,0,0.0,49.0,0
+2021-05-11,8,N,0,0.0,48.0,0
+2021-05-12,8,N,0,0.0,49.0,0
+2021-05-13,8,N,0,0.0,48.0,0
+2021-05-14,8,N,0,0.0,47.0,0
+2021-05-15,8,N,0,0.0,47.0,1
+2021-05-16,8,N,0,0.0,48.0,1
+2021-05-17,8,N,0,0.0,50.0,1
+2021-05-18,8,N,0,0.0,50.0,1
+2021-05-19,8,N,0,0.0,47.0,1
+2021-05-20,8,N,0,0.0,49.0,1
+2021-05-21,8,N,0,0.0,49.0,1
+2021-05-22,8,N,0,0.0,49.0,1
+2021-05-23,8,N,0,0.0,50.0,1
+2021-05-24,8,N,0,0.0,48.0,1
+2021-05-25,8,N,0,0.0,50.0,1
+2021-05-26,8,N,0,0.0,50.0,1
+2021-05-27,8,N,0,0.0,50.0,1
+2021-05-28,8,N,0,0.0,49.0,1
+2021-05-29,8,N,0,0.0,49.0,1
+2021-05-30,8,N,0,0.0,49.0,1
+2021-05-31,8,N,0,0.0,50.0,1
+2021-06-01,8,N,0,0.0,50.0,1
+2021-05-01,9,E,1,0.0,16.0,0
+2021-05-02,9,E,1,0.0,18.0,0
+2021-05-03,9,E,1,0.0,18.0,0
+2021-05-04,9,E,1,0.0,18.0,0
+2021-05-05,9,E,1,0.0,17.0,0
+2021-05-06,9,E,1,0.0,19.0,0
+2021-05-07,9,E,1,0.0,19.0,0
+2021-05-08,9,E,1,0.0,18.0,0
+2021-05-09,9,E,1,0.0,21.0,0
+2021-05-10,9,E,1,0.0,20.0,0
+2021-05-11,9,E,1,0.0,21.0,0
+2021-05-12,9,E,1,0.0,19.0,0
+2021-05-13,9,E,1,0.0,20.0,0
+2021-05-14,9,E,1,0.0,20.0,0
+2021-05-15,9,E,1,0.0,21.0,1
+2021-05-16,9,E,1,0.6614104999376984,22.0,1
+2021-05-17,9,E,1,1.3228209998753968,24.0,1
+2021-05-18,9,E,1,1.9842314998130952,25.0,1
+2021-05-19,9,E,1,2.6456419997507936,25.0,1
+2021-05-20,9,E,1,3.307052499688492,27.0,1
+2021-05-21,9,E,1,3.307052499688492,25.0,1
+2021-05-22,9,E,1,3.307052499688492,26.0,1
+2021-05-23,9,E,1,3.307052499688492,26.0,1
+2021-05-24,9,E,1,3.307052499688492,30.0,1
+2021-05-25,9,E,1,3.307052499688492,27.0,1
+2021-05-26,9,E,1,3.307052499688492,27.0,1
+2021-05-27,9,E,1,3.307052499688492,28.0,1
+2021-05-28,9,E,1,3.307052499688492,28.0,1
+2021-05-29,9,E,1,3.307052499688492,30.0,1
+2021-05-30,9,E,1,3.307052499688492,29.0,1
+2021-05-31,9,E,1,3.307052499688492,31.0,1
+2021-06-01,9,E,1,3.307052499688492,29.0,1
+2021-05-01,10,W,0,0.0,28.0,0
+2021-05-02,10,W,0,0.0,28.0,0
+2021-05-03,10,W,0,0.0,29.0,0
+2021-05-04,10,W,0,0.0,29.0,0
+2021-05-05,10,W,0,0.0,30.0,0
+2021-05-06,10,W,0,0.0,30.0,0
+2021-05-07,10,W,0,0.0,29.0,0
+2021-05-08,10,W,0,0.0,29.0,0
+2021-05-09,10,W,0,0.0,31.0,0
+2021-05-10,10,W,0,0.0,31.0,0
+2021-05-11,10,W,0,0.0,30.0,0
+2021-05-12,10,W,0,0.0,30.0,0
+2021-05-13,10,W,0,0.0,30.0,0
+2021-05-14,10,W,0,0.0,30.0,0
+2021-05-15,10,W,0,0.0,31.0,1
+2021-05-16,10,W,0,0.0,30.0,1
+2021-05-17,10,W,0,0.0,33.0,1
+2021-05-18,10,W,0,0.0,31.0,1
+2021-05-19,10,W,0,0.0,31.0,1
+2021-05-20,10,W,0,0.0,33.0,1
+2021-05-21,10,W,0,0.0,33.0,1
+2021-05-22,10,W,0,0.0,32.0,1
+2021-05-23,10,W,0,0.0,34.0,1
+2021-05-24,10,W,0,0.0,32.0,1
+2021-05-25,10,W,0,0.0,34.0,1
+2021-05-26,10,W,0,0.0,34.0,1
+2021-05-27,10,W,0,0.0,32.0,1
+2021-05-28,10,W,0,0.0,33.0,1
+2021-05-29,10,W,0,0.0,34.0,1
+2021-05-30,10,W,0,0.0,34.0,1
+2021-05-31,10,W,0,0.0,35.0,1
+2021-06-01,10,W,0,0.0,35.0,1
+2021-05-01,11,E,0,0.0,16.0,0
+2021-05-02,11,E,0,0.0,19.0,0
+2021-05-03,11,E,0,0.0,18.0,0
+2021-05-04,11,E,0,0.0,19.0,0
+2021-05-05,11,E,0,0.0,19.0,0
+2021-05-06,11,E,0,0.0,19.0,0
+2021-05-07,11,E,0,0.0,19.0,0
+2021-05-08,11,E,0,0.0,20.0,0
+2021-05-09,11,E,0,0.0,21.0,0
+2021-05-10,11,E,0,0.0,22.0,0
+2021-05-11,11,E,0,0.0,20.0,0
+2021-05-12,11,E,0,0.0,20.0,0
+2021-05-13,11,E,0,0.0,20.0,0
+2021-05-14,11,E,0,0.0,20.0,0
+2021-05-15,11,E,0,0.0,21.0,1
+2021-05-16,11,E,0,0.0,20.0,1
+2021-05-17,11,E,0,0.0,24.0,1
+2021-05-18,11,E,0,0.0,23.0,1
+2021-05-19,11,E,0,0.0,22.0,1
+2021-05-20,11,E,0,0.0,23.0,1
+2021-05-21,11,E,0,0.0,23.0,1
+2021-05-22,11,E,0,0.0,24.0,1
+2021-05-23,11,E,0,0.0,25.0,1
+2021-05-24,11,E,0,0.0,25.0,1
+2021-05-25,11,E,0,0.0,24.0,1
+2021-05-26,11,E,0,0.0,24.0,1
+2021-05-27,11,E,0,0.0,25.0,1
+2021-05-28,11,E,0,0.0,25.0,1
+2021-05-29,11,E,0,0.0,26.0,1
+2021-05-30,11,E,0,0.0,26.0,1
+2021-05-31,11,E,0,0.0,28.0,1
+2021-06-01,11,E,0,0.0,27.0,1
+2021-05-01,12,N,0,0.0,43.0,0
+2021-05-02,12,N,0,0.0,45.0,0
+2021-05-03,12,N,0,0.0,45.0,0
+2021-05-04,12,N,0,0.0,45.0,0
+2021-05-05,12,N,0,0.0,43.0,0
+2021-05-06,12,N,0,0.0,45.0,0
+2021-05-07,12,N,0,0.0,44.0,0
+2021-05-08,12,N,0,0.0,45.0,0
+2021-05-09,12,N,0,0.0,45.0,0
+2021-05-10,12,N,0,0.0,45.0,0
+2021-05-11,12,N,0,0.0,45.0,0
+2021-05-12,12,N,0,0.0,44.0,0
+2021-05-13,12,N,0,0.0,44.0,0
+2021-05-14,12,N,0,0.0,44.0,0
+2021-05-15,12,N,0,0.0,44.0,1
+2021-05-16,12,N,0,0.0,44.0,1
+2021-05-17,12,N,0,0.0,45.0,1
+2021-05-18,12,N,0,0.0,46.0,1
+2021-05-19,12,N,0,0.0,45.0,1
+2021-05-20,12,N,0,0.0,46.0,1
+2021-05-21,12,N,0,0.0,46.0,1
+2021-05-22,12,N,0,0.0,46.0,1
+2021-05-23,12,N,0,0.0,45.0,1
+2021-05-24,12,N,0,0.0,47.0,1
+2021-05-25,12,N,0,0.0,46.0,1
+2021-05-26,12,N,0,0.0,46.0,1
+2021-05-27,12,N,0,0.0,45.0,1
+2021-05-28,12,N,0,0.0,45.0,1
+2021-05-29,12,N,0,0.0,47.0,1
+2021-05-30,12,N,0,0.0,47.0,1
+2021-05-31,12,N,0,0.0,46.0,1
+2021-06-01,12,N,0,0.0,47.0,1
+2021-05-01,13,W,0,0.0,27.0,0
+2021-05-02,13,W,0,0.0,27.0,0
+2021-05-03,13,W,0,0.0,29.0,0
+2021-05-04,13,W,0,0.0,28.0,0
+2021-05-05,13,W,0,0.0,29.0,0
+2021-05-06,13,W,0,0.0,30.0,0
+2021-05-07,13,W,0,0.0,30.0,0
+2021-05-08,13,W,0,0.0,30.0,0
+2021-05-09,13,W,0,0.0,29.0,0
+2021-05-10,13,W,0,0.0,30.0,0
+2021-05-11,13,W,0,0.0,30.0,0
+2021-05-12,13,W,0,0.0,31.0,0
+2021-05-13,13,W,0,0.0,29.0,0
+2021-05-14,13,W,0,0.0,29.0,0
+2021-05-15,13,W,0,0.0,29.0,1
+2021-05-16,13,W,0,0.0,29.0,1
+2021-05-17,13,W,0,0.0,32.0,1
+2021-05-18,13,W,0,0.0,30.0,1
+2021-05-19,13,W,0,0.0,30.0,1
+2021-05-20,13,W,0,0.0,32.0,1
+2021-05-21,13,W,0,0.0,32.0,1
+2021-05-22,13,W,0,0.0,32.0,1
+2021-05-23,13,W,0,0.0,32.0,1
+2021-05-24,13,W,0,0.0,33.0,1
+2021-05-25,13,W,0,0.0,32.0,1
+2021-05-26,13,W,0,0.0,33.0,1
+2021-05-27,13,W,0,0.0,33.0,1
+2021-05-28,13,W,0,0.0,34.0,1
+2021-05-29,13,W,0,0.0,33.0,1
+2021-05-30,13,W,0,0.0,34.0,1
+2021-05-31,13,W,0,0.0,33.0,1
+2021-06-01,13,W,0,0.0,33.0,1
+2021-05-01,14,N,1,0.0,43.0,0
+2021-05-02,14,N,1,0.0,43.0,0
+2021-05-03,14,N,1,0.0,42.0,0
+2021-05-04,14,N,1,0.0,44.0,0
+2021-05-05,14,N,1,0.0,42.0,0
+2021-05-06,14,N,1,0.0,44.0,0
+2021-05-07,14,N,1,0.0,42.0,0
+2021-05-08,14,N,1,0.0,43.0,0
+2021-05-09,14,N,1,0.0,45.0,0
+2021-05-10,14,N,1,0.0,45.0,0
+2021-05-11,14,N,1,0.0,45.0,0
+2021-05-12,14,N,1,0.0,44.0,0
+2021-05-13,14,N,1,0.0,43.0,0
+2021-05-14,14,N,1,0.0,42.0,0
+2021-05-15,14,N,1,0.0,44.0,1
+2021-05-16,14,N,1,0.6649558646464016,44.0,1
+2021-05-17,14,N,1,1.329911729292803,47.0,1
+2021-05-18,14,N,1,1.9948675939392118,48.0,1
+2021-05-19,14,N,1,2.6598234585856133,46.0,1
+2021-05-20,14,N,1,3.324779323232015,48.0,1
+2021-05-21,14,N,1,3.324779323232015,49.0,1
+2021-05-22,14,N,1,3.324779323232015,48.0,1
+2021-05-23,14,N,1,3.324779323232015,47.0,1
+2021-05-24,14,N,1,3.324779323232015,50.0,1
+2021-05-25,14,N,1,3.324779323232015,48.0,1
+2021-05-26,14,N,1,3.324779323232015,49.0,1
+2021-05-27,14,N,1,3.324779323232015,48.0,1
+2021-05-28,14,N,1,3.324779323232015,46.0,1
+2021-05-29,14,N,1,3.324779323232015,49.0,1
+2021-05-30,14,N,1,3.324779323232015,49.0,1
+2021-05-31,14,N,1,3.324779323232015,50.0,1
+2021-06-01,14,N,1,3.324779323232015,49.0,1
+2021-05-01,15,S,0,0.0,50.0,0
+2021-05-02,15,S,0,0.0,49.0,0
+2021-05-03,15,S,0,0.0,48.0,0
+2021-05-04,15,S,0,0.0,48.0,0
+2021-05-05,15,S,0,0.0,49.0,0
+2021-05-06,15,S,0,0.0,49.0,0
+2021-05-07,15,S,0,0.0,50.0,0
+2021-05-08,15,S,0,0.0,49.0,0
+2021-05-09,15,S,0,0.0,50.0,0
+2021-05-10,15,S,0,0.0,51.0,0
+2021-05-11,15,S,0,0.0,49.0,0
+2021-05-12,15,S,0,0.0,49.0,0
+2021-05-13,15,S,0,0.0,49.0,0
+2021-05-14,15,S,0,0.0,48.0,0
+2021-05-15,15,S,0,0.0,47.0,1
+2021-05-16,15,S,0,0.0,48.0,1
+2021-05-17,15,S,0,0.0,50.0,1
+2021-05-18,15,S,0,0.0,48.0,1
+2021-05-19,15,S,0,0.0,49.0,1
+2021-05-20,15,S,0,0.0,49.0,1
+2021-05-21,15,S,0,0.0,49.0,1
+2021-05-22,15,S,0,0.0,48.0,1
+2021-05-23,15,S,0,0.0,49.0,1
+2021-05-24,15,S,0,0.0,51.0,1
+2021-05-25,15,S,0,0.0,50.0,1
+2021-05-26,15,S,0,0.0,49.0,1
+2021-05-27,15,S,0,0.0,50.0,1
+2021-05-28,15,S,0,0.0,49.0,1
+2021-05-29,15,S,0,0.0,50.0,1
+2021-05-30,15,S,0,0.0,50.0,1
+2021-05-31,15,S,0,0.0,50.0,1
+2021-06-01,15,S,0,0.0,49.0,1
+2021-05-01,16,N,0,0.0,43.0,0
+2021-05-02,16,N,0,0.0,42.0,0
+2021-05-03,16,N,0,0.0,45.0,0
+2021-05-04,16,N,0,0.0,43.0,0
+2021-05-05,16,N,0,0.0,43.0,0
+2021-05-06,16,N,0,0.0,44.0,0
+2021-05-07,16,N,0,0.0,43.0,0
+2021-05-08,16,N,0,0.0,43.0,0
+2021-05-09,16,N,0,0.0,44.0,0
+2021-05-10,16,N,0,0.0,45.0,0
+2021-05-11,16,N,0,0.0,44.0,0
+2021-05-12,16,N,0,0.0,44.0,0
+2021-05-13,16,N,0,0.0,43.0,0
+2021-05-14,16,N,0,0.0,43.0,0
+2021-05-15,16,N,0,0.0,45.0,1
+2021-05-16,16,N,0,0.0,44.0,1
+2021-05-17,16,N,0,0.0,45.0,1
+2021-05-18,16,N,0,0.0,44.0,1
+2021-05-19,16,N,0,0.0,44.0,1
+2021-05-20,16,N,0,0.0,44.0,1
+2021-05-21,16,N,0,0.0,45.0,1
+2021-05-22,16,N,0,0.0,45.0,1
+2021-05-23,16,N,0,0.0,45.0,1
+2021-05-24,16,N,0,0.0,45.0,1
+2021-05-25,16,N,0,0.0,46.0,1
+2021-05-26,16,N,0,0.0,46.0,1
+2021-05-27,16,N,0,0.0,45.0,1
+2021-05-28,16,N,0,0.0,47.0,1
+2021-05-29,16,N,0,0.0,46.0,1
+2021-05-30,16,N,0,0.0,46.0,1
+2021-05-31,16,N,0,0.0,47.0,1
+2021-06-01,16,N,0,0.0,47.0,1
+2021-05-01,17,W,0,0.0,29.0,0
+2021-05-02,17,W,0,0.0,29.0,0
+2021-05-03,17,W,0,0.0,29.0,0
+2021-05-04,17,W,0,0.0,29.0,0
+2021-05-05,17,W,0,0.0,30.0,0
+2021-05-06,17,W,0,0.0,30.0,0
+2021-05-07,17,W,0,0.0,30.0,0
+2021-05-08,17,W,0,0.0,29.0,0
+2021-05-09,17,W,0,0.0,31.0,0
+2021-05-10,17,W,0,0.0,30.0,0
+2021-05-11,17,W,0,0.0,31.0,0
+2021-05-12,17,W,0,0.0,29.0,0
+2021-05-13,17,W,0,0.0,31.0,0
+2021-05-14,17,W,0,0.0,30.0,0
+2021-05-15,17,W,0,0.0,30.0,1
+2021-05-16,17,W,0,0.0,30.0,1
+2021-05-17,17,W,0,0.0,32.0,1
+2021-05-18,17,W,0,0.0,32.0,1
+2021-05-19,17,W,0,0.0,31.0,1
+2021-05-20,17,W,0,0.0,32.0,1
+2021-05-21,17,W,0,0.0,32.0,1
+2021-05-22,17,W,0,0.0,31.0,1
+2021-05-23,17,W,0,0.0,33.0,1
+2021-05-24,17,W,0,0.0,34.0,1
+2021-05-25,17,W,0,0.0,33.0,1
+2021-05-26,17,W,0,0.0,33.0,1
+2021-05-27,17,W,0,0.0,33.0,1
+2021-05-28,17,W,0,0.0,32.0,1
+2021-05-29,17,W,0,0.0,35.0,1
+2021-05-30,17,W,0,0.0,33.0,1
+2021-05-31,17,W,0,0.0,35.0,1
+2021-06-01,17,W,0,0.0,36.0,1
+2021-05-01,18,E,0,0.0,15.0,0
+2021-05-02,18,E,0,0.0,15.0,0
+2021-05-03,18,E,0,0.0,17.0,0
+2021-05-04,18,E,0,0.0,18.0,0
+2021-05-05,18,E,0,0.0,18.0,0
+2021-05-06,18,E,0,0.0,19.0,0
+2021-05-07,18,E,0,0.0,19.0,0
+2021-05-08,18,E,0,0.0,18.0,0
+2021-05-09,18,E,0,0.0,20.0,0
+2021-05-10,18,E,0,0.0,18.0,0
+2021-05-11,18,E,0,0.0,21.0,0
+2021-05-12,18,E,0,0.0,21.0,0
+2021-05-13,18,E,0,0.0,20.0,0
+2021-05-14,18,E,0,0.0,21.0,0
+2021-05-15,18,E,0,0.0,21.0,1
+2021-05-16,18,E,0,0.0,22.0,1
+2021-05-17,18,E,0,0.0,24.0,1
+2021-05-18,18,E,0,0.0,22.0,1
+2021-05-19,18,E,0,0.0,21.0,1
+2021-05-20,18,E,0,0.0,23.0,1
+2021-05-21,18,E,0,0.0,20.0,1
+2021-05-22,18,E,0,0.0,23.0,1
+2021-05-23,18,E,0,0.0,25.0,1
+2021-05-24,18,E,0,0.0,24.0,1
+2021-05-25,18,E,0,0.0,23.0,1
+2021-05-26,18,E,0,0.0,23.0,1
+2021-05-27,18,E,0,0.0,23.0,1
+2021-05-28,18,E,0,0.0,26.0,1
+2021-05-29,18,E,0,0.0,25.0,1
+2021-05-30,18,E,0,0.0,25.0,1
+2021-05-31,18,E,0,0.0,26.0,1
+2021-06-01,18,E,0,0.0,25.0,1
+2021-05-01,19,N,1,0.0,45.0,0
+2021-05-02,19,N,1,0.0,44.0,0
+2021-05-03,19,N,1,0.0,44.0,0
+2021-05-04,19,N,1,0.0,44.0,0
+2021-05-05,19,N,1,0.0,44.0,0
+2021-05-06,19,N,1,0.0,45.0,0
+2021-05-07,19,N,1,0.0,43.0,0
+2021-05-08,19,N,1,0.0,43.0,0
+2021-05-09,19,N,1,0.0,46.0,0
+2021-05-10,19,N,1,0.0,46.0,0
+2021-05-11,19,N,1,0.0,45.0,0
+2021-05-12,19,N,1,0.0,45.0,0
+2021-05-13,19,N,1,0.0,44.0,0
+2021-05-14,19,N,1,0.0,44.0,0
+2021-05-15,19,N,1,0.0,44.0,1
+2021-05-16,19,N,1,0.354319892617184,44.0,1
+2021-05-17,19,N,1,0.708639785234368,48.0,1
+2021-05-18,19,N,1,1.062959677851552,47.0,1
+2021-05-19,19,N,1,1.417279570468736,47.0,1
+2021-05-20,19,N,1,1.77159946308592,48.0,1
+2021-05-21,19,N,1,1.77159946308592,46.0,1
+2021-05-22,19,N,1,1.77159946308592,48.0,1
+2021-05-23,19,N,1,1.77159946308592,48.0,1
+2021-05-24,19,N,1,1.77159946308592,49.0,1
+2021-05-25,19,N,1,1.77159946308592,47.0,1
+2021-05-26,19,N,1,1.77159946308592,49.0,1
+2021-05-27,19,N,1,1.77159946308592,48.0,1
+2021-05-28,19,N,1,1.77159946308592,48.0,1
+2021-05-29,19,N,1,1.77159946308592,49.0,1
+2021-05-30,19,N,1,1.77159946308592,47.0,1
+2021-05-31,19,N,1,1.77159946308592,49.0,1
+2021-06-01,19,N,1,1.77159946308592,49.0,1
+2021-05-01,20,S,0,0.0,48.0,0
+2021-05-02,20,S,0,0.0,50.0,0
+2021-05-03,20,S,0,0.0,50.0,0
+2021-05-04,20,S,0,0.0,49.0,0
+2021-05-05,20,S,0,0.0,49.0,0
+2021-05-06,20,S,0,0.0,50.0,0
+2021-05-07,20,S,0,0.0,49.0,0
+2021-05-08,20,S,0,0.0,47.0,0
+2021-05-09,20,S,0,0.0,50.0,0
+2021-05-10,20,S,0,0.0,49.0,0
+2021-05-11,20,S,0,0.0,48.0,0
+2021-05-12,20,S,0,0.0,49.0,0
+2021-05-13,20,S,0,0.0,48.0,0
+2021-05-14,20,S,0,0.0,47.0,0
+2021-05-15,20,S,0,0.0,49.0,1
+2021-05-16,20,S,0,0.0,48.0,1
+2021-05-17,20,S,0,0.0,51.0,1
+2021-05-18,20,S,0,0.0,49.0,1
+2021-05-19,20,S,0,0.0,48.0,1
+2021-05-20,20,S,0,0.0,50.0,1
+2021-05-21,20,S,0,0.0,49.0,1
+2021-05-22,20,S,0,0.0,49.0,1
+2021-05-23,20,S,0,0.0,49.0,1
+2021-05-24,20,S,0,0.0,50.0,1
+2021-05-25,20,S,0,0.0,50.0,1
+2021-05-26,20,S,0,0.0,48.0,1
+2021-05-27,20,S,0,0.0,47.0,1
+2021-05-28,20,S,0,0.0,48.0,1
+2021-05-29,20,S,0,0.0,50.0,1
+2021-05-30,20,S,0,0.0,49.0,1
+2021-05-31,20,S,0,0.0,50.0,1
+2021-06-01,20,S,0,0.0,49.0,1
+2021-05-01,21,W,1,0.0,23.0,0
+2021-05-02,21,W,1,0.0,24.0,0
+2021-05-03,21,W,1,0.0,26.0,0
+2021-05-04,21,W,1,0.0,26.0,0
+2021-05-05,21,W,1,0.0,26.0,0
+2021-05-06,21,W,1,0.0,27.0,0
+2021-05-07,21,W,1,0.0,25.0,0
+2021-05-08,21,W,1,0.0,25.0,0
+2021-05-09,21,W,1,0.0,25.0,0
+2021-05-10,21,W,1,0.0,27.0,0
+2021-05-11,21,W,1,0.0,25.0,0
+2021-05-12,21,W,1,0.0,25.0,0
+2021-05-13,21,W,1,0.0,25.0,0
+2021-05-14,21,W,1,0.0,27.0,0
+2021-05-15,21,W,1,0.0,27.0,1
+2021-05-16,21,W,1,0.4287890502856051,28.0,1
+2021-05-17,21,W,1,0.8575781005712102,30.0,1
+2021-05-18,21,W,1,1.2863671508568117,29.0,1
+2021-05-19,21,W,1,1.7151562011424168,29.0,1
+2021-05-20,21,W,1,2.143945251428022,31.0,1
+2021-05-21,21,W,1,2.143945251428022,31.0,1
+2021-05-22,21,W,1,2.143945251428022,31.0,1
+2021-05-23,21,W,1,2.143945251428022,31.0,1
+2021-05-24,21,W,1,2.143945251428022,32.0,1
+2021-05-25,21,W,1,2.143945251428022,32.0,1
+2021-05-26,21,W,1,2.143945251428022,32.0,1
+2021-05-27,21,W,1,2.143945251428022,31.0,1
+2021-05-28,21,W,1,2.143945251428022,32.0,1
+2021-05-29,21,W,1,2.143945251428022,32.0,1
+2021-05-30,21,W,1,2.143945251428022,33.0,1
+2021-05-31,21,W,1,2.143945251428022,33.0,1
+2021-06-01,21,W,1,2.143945251428022,33.0,1
+2021-05-01,22,S,0,0.0,50.0,0
+2021-05-02,22,S,0,0.0,50.0,0
+2021-05-03,22,S,0,0.0,52.0,0
+2021-05-04,22,S,0,0.0,50.0,0
+2021-05-05,22,S,0,0.0,50.0,0
+2021-05-06,22,S,0,0.0,51.0,0
+2021-05-07,22,S,0,0.0,50.0,0
+2021-05-08,22,S,0,0.0,50.0,0
+2021-05-09,22,S,0,0.0,50.0,0
+2021-05-10,22,S,0,0.0,51.0,0
+2021-05-11,22,S,0,0.0,49.0,0
+2021-05-12,22,S,0,0.0,50.0,0
+2021-05-13,22,S,0,0.0,50.0,0
+2021-05-14,22,S,0,0.0,49.0,0
+2021-05-15,22,S,0,0.0,51.0,1
+2021-05-16,22,S,0,0.0,50.0,1
+2021-05-17,22,S,0,0.0,50.0,1
+2021-05-18,22,S,0,0.0,51.0,1
+2021-05-19,22,S,0,0.0,50.0,1
+2021-05-20,22,S,0,0.0,50.0,1
+2021-05-21,22,S,0,0.0,49.0,1
+2021-05-22,22,S,0,0.0,50.0,1
+2021-05-23,22,S,0,0.0,50.0,1
+2021-05-24,22,S,0,0.0,50.0,1
+2021-05-25,22,S,0,0.0,50.0,1
+2021-05-26,22,S,0,0.0,50.0,1
+2021-05-27,22,S,0,0.0,50.0,1
+2021-05-28,22,S,0,0.0,49.0,1
+2021-05-29,22,S,0,0.0,50.0,1
+2021-05-30,22,S,0,0.0,50.0,1
+2021-05-31,22,S,0,0.0,51.0,1
+2021-06-01,22,S,0,0.0,52.0,1
+2021-05-01,23,E,0,0.0,15.0,0
+2021-05-02,23,E,0,0.0,15.0,0
+2021-05-03,23,E,0,0.0,15.0,0
+2021-05-04,23,E,0,0.0,15.0,0
+2021-05-05,23,E,0,0.0,16.0,0
+2021-05-06,23,E,0,0.0,15.0,0
+2021-05-07,23,E,0,0.0,16.0,0
+2021-05-08,23,E,0,0.0,16.0,0
+2021-05-09,23,E,0,0.0,16.0,0
+2021-05-10,23,E,0,0.0,18.0,0
+2021-05-11,23,E,0,0.0,17.0,0
+2021-05-12,23,E,0,0.0,18.0,0
+2021-05-13,23,E,0,0.0,18.0,0
+2021-05-14,23,E,0,0.0,16.0,0
+2021-05-15,23,E,0,0.0,18.0,1
+2021-05-16,23,E,0,0.0,18.0,1
+2021-05-17,23,E,0,0.0,21.0,1
+2021-05-18,23,E,0,0.0,21.0,1
+2021-05-19,23,E,0,0.0,20.0,1
+2021-05-20,23,E,0,0.0,21.0,1
+2021-05-21,23,E,0,0.0,21.0,1
+2021-05-22,23,E,0,0.0,20.0,1
+2021-05-23,23,E,0,0.0,22.0,1
+2021-05-24,23,E,0,0.0,22.0,1
+2021-05-25,23,E,0,0.0,22.0,1
+2021-05-26,23,E,0,0.0,23.0,1
+2021-05-27,23,E,0,0.0,23.0,1
+2021-05-28,23,E,0,0.0,22.0,1
+2021-05-29,23,E,0,0.0,25.0,1
+2021-05-30,23,E,0,0.0,24.0,1
+2021-05-31,23,E,0,0.0,24.0,1
+2021-06-01,23,E,0,0.0,22.0,1
+2021-05-01,24,N,1,0.0,43.0,0
+2021-05-02,24,N,1,0.0,44.0,0
+2021-05-03,24,N,1,0.0,43.0,0
+2021-05-04,24,N,1,0.0,43.0,0
+2021-05-05,24,N,1,0.0,43.0,0
+2021-05-06,24,N,1,0.0,45.0,0
+2021-05-07,24,N,1,0.0,46.0,0
+2021-05-08,24,N,1,0.0,44.0,0
+2021-05-09,24,N,1,0.0,44.0,0
+2021-05-10,24,N,1,0.0,45.0,0
+2021-05-11,24,N,1,0.0,43.0,0
+2021-05-12,24,N,1,0.0,44.0,0
+2021-05-13,24,N,1,0.0,43.0,0
+2021-05-14,24,N,1,0.0,44.0,0
+2021-05-15,24,N,1,0.0,43.0,1
+2021-05-16,24,N,1,0.5786854163821928,44.0,1
+2021-05-17,24,N,1,1.1573708327643786,48.0,1
+2021-05-18,24,N,1,1.7360562491465714,45.0,1
+2021-05-19,24,N,1,2.3147416655287643,47.0,1
+2021-05-20,24,N,1,2.893427081910957,48.0,1
+2021-05-21,24,N,1,2.893427081910957,50.0,1
+2021-05-22,24,N,1,2.893427081910957,48.0,1
+2021-05-23,24,N,1,2.893427081910957,47.0,1
+2021-05-24,24,N,1,2.893427081910957,48.0,1
+2021-05-25,24,N,1,2.893427081910957,48.0,1
+2021-05-26,24,N,1,2.893427081910957,50.0,1
+2021-05-27,24,N,1,2.893427081910957,49.0,1
+2021-05-28,24,N,1,2.893427081910957,49.0,1
+2021-05-29,24,N,1,2.893427081910957,49.0,1
+2021-05-30,24,N,1,2.893427081910957,50.0,1
+2021-05-31,24,N,1,2.893427081910957,50.0,1
+2021-06-01,24,N,1,2.893427081910957,50.0,1
+2021-05-01,25,E,0,0.0,12.0,0
+2021-05-02,25,E,0,0.0,12.0,0
+2021-05-03,25,E,0,0.0,12.0,0
+2021-05-04,25,E,0,0.0,13.0,0
+2021-05-05,25,E,0,0.0,12.0,0
+2021-05-06,25,E,0,0.0,14.0,0
+2021-05-07,25,E,0,0.0,14.0,0
+2021-05-08,25,E,0,0.0,14.0,0
+2021-05-09,25,E,0,0.0,16.0,0
+2021-05-10,25,E,0,0.0,17.0,0
+2021-05-11,25,E,0,0.0,16.0,0
+2021-05-12,25,E,0,0.0,16.0,0
+2021-05-13,25,E,0,0.0,14.0,0
+2021-05-14,25,E,0,0.0,16.0,0
+2021-05-15,25,E,0,0.0,15.0,1
+2021-05-16,25,E,0,0.0,16.0,1
+2021-05-17,25,E,0,0.0,18.0,1
+2021-05-18,25,E,0,0.0,18.0,1
+2021-05-19,25,E,0,0.0,17.0,1
+2021-05-20,25,E,0,0.0,19.0,1
+2021-05-21,25,E,0,0.0,18.0,1
+2021-05-22,25,E,0,0.0,20.0,1
+2021-05-23,25,E,0,0.0,18.0,1
+2021-05-24,25,E,0,0.0,20.0,1
+2021-05-25,25,E,0,0.0,20.0,1
+2021-05-26,25,E,0,0.0,19.0,1
+2021-05-27,25,E,0,0.0,20.0,1
+2021-05-28,25,E,0,0.0,20.0,1
+2021-05-29,25,E,0,0.0,21.0,1
+2021-05-30,25,E,0,0.0,22.0,1
+2021-05-31,25,E,0,0.0,23.0,1
+2021-06-01,25,E,0,0.0,22.0,1
+2021-05-01,26,W,0,0.0,29.0,0
+2021-05-02,26,W,0,0.0,29.0,0
+2021-05-03,26,W,0,0.0,30.0,0
+2021-05-04,26,W,0,0.0,32.0,0
+2021-05-05,26,W,0,0.0,30.0,0
+2021-05-06,26,W,0,0.0,31.0,0
+2021-05-07,26,W,0,0.0,31.0,0
+2021-05-08,26,W,0,0.0,30.0,0
+2021-05-09,26,W,0,0.0,31.0,0
+2021-05-10,26,W,0,0.0,33.0,0
+2021-05-11,26,W,0,0.0,31.0,0
+2021-05-12,26,W,0,0.0,33.0,0
+2021-05-13,26,W,0,0.0,30.0,0
+2021-05-14,26,W,0,0.0,31.0,0
+2021-05-15,26,W,0,0.0,31.0,1
+2021-05-16,26,W,0,0.0,32.0,1
+2021-05-17,26,W,0,0.0,33.0,1
+2021-05-18,26,W,0,0.0,33.0,1
+2021-05-19,26,W,0,0.0,33.0,1
+2021-05-20,26,W,0,0.0,33.0,1
+2021-05-21,26,W,0,0.0,34.0,1
+2021-05-22,26,W,0,0.0,34.0,1
+2021-05-23,26,W,0,0.0,33.0,1
+2021-05-24,26,W,0,0.0,34.0,1
+2021-05-25,26,W,0,0.0,35.0,1
+2021-05-26,26,W,0,0.0,35.0,1
+2021-05-27,26,W,0,0.0,34.0,1
+2021-05-28,26,W,0,0.0,33.0,1
+2021-05-29,26,W,0,0.0,36.0,1
+2021-05-30,26,W,0,0.0,34.0,1
+2021-05-31,26,W,0,0.0,37.0,1
+2021-06-01,26,W,0,0.0,36.0,1
+2021-05-01,27,N,0,0.0,45.0,0
+2021-05-02,27,N,0,0.0,46.0,0
+2021-05-03,27,N,0,0.0,46.0,0
+2021-05-04,27,N,0,0.0,46.0,0
+2021-05-05,27,N,0,0.0,45.0,0
+2021-05-06,27,N,0,0.0,47.0,0
+2021-05-07,27,N,0,0.0,46.0,0
+2021-05-08,27,N,0,0.0,47.0,0
+2021-05-09,27,N,0,0.0,47.0,0
+2021-05-10,27,N,0,0.0,48.0,0
+2021-05-11,27,N,0,0.0,47.0,0
+2021-05-12,27,N,0,0.0,46.0,0
+2021-05-13,27,N,0,0.0,45.0,0
+2021-05-14,27,N,0,0.0,46.0,0
+2021-05-15,27,N,0,0.0,47.0,1
+2021-05-16,27,N,0,0.0,47.0,1
+2021-05-17,27,N,0,0.0,48.0,1
+2021-05-18,27,N,0,0.0,48.0,1
+2021-05-19,27,N,0,0.0,48.0,1
+2021-05-20,27,N,0,0.0,47.0,1
+2021-05-21,27,N,0,0.0,47.0,1
+2021-05-22,27,N,0,0.0,48.0,1
+2021-05-23,27,N,0,0.0,48.0,1
+2021-05-24,27,N,0,0.0,49.0,1
+2021-05-25,27,N,0,0.0,49.0,1
+2021-05-26,27,N,0,0.0,48.0,1
+2021-05-27,27,N,0,0.0,48.0,1
+2021-05-28,27,N,0,0.0,47.0,1
+2021-05-29,27,N,0,0.0,48.0,1
+2021-05-30,27,N,0,0.0,48.0,1
+2021-05-31,27,N,0,0.0,49.0,1
+2021-06-01,27,N,0,0.0,49.0,1
+2021-05-01,28,S,0,0.0,48.0,0
+2021-05-02,28,S,0,0.0,50.0,0
+2021-05-03,28,S,0,0.0,50.0,0
+2021-05-04,28,S,0,0.0,50.0,0
+2021-05-05,28,S,0,0.0,50.0,0
+2021-05-06,28,S,0,0.0,50.0,0
+2021-05-07,28,S,0,0.0,49.0,0
+2021-05-08,28,S,0,0.0,49.0,0
+2021-05-09,28,S,0,0.0,50.0,0
+2021-05-10,28,S,0,0.0,50.0,0
+2021-05-11,28,S,0,0.0,51.0,0
+2021-05-12,28,S,0,0.0,49.0,0
+2021-05-13,28,S,0,0.0,48.0,0
+2021-05-14,28,S,0,0.0,50.0,0
+2021-05-15,28,S,0,0.0,49.0,1
+2021-05-16,28,S,0,0.0,49.0,1
+2021-05-17,28,S,0,0.0,52.0,1
+2021-05-18,28,S,0,0.0,50.0,1
+2021-05-19,28,S,0,0.0,49.0,1
+2021-05-20,28,S,0,0.0,50.0,1
+2021-05-21,28,S,0,0.0,50.0,1
+2021-05-22,28,S,0,0.0,50.0,1
+2021-05-23,28,S,0,0.0,51.0,1
+2021-05-24,28,S,0,0.0,50.0,1
+2021-05-25,28,S,0,0.0,50.0,1
+2021-05-26,28,S,0,0.0,50.0,1
+2021-05-27,28,S,0,0.0,48.0,1
+2021-05-28,28,S,0,0.0,50.0,1
+2021-05-29,28,S,0,0.0,50.0,1
+2021-05-30,28,S,0,0.0,49.0,1
+2021-05-31,28,S,0,0.0,52.0,1
+2021-06-01,28,S,0,0.0,50.0,1
+2021-05-01,29,S,0,0.0,52.0,0
+2021-05-02,29,S,0,0.0,51.0,0
+2021-05-03,29,S,0,0.0,52.0,0
+2021-05-04,29,S,0,0.0,52.0,0
+2021-05-05,29,S,0,0.0,52.0,0
+2021-05-06,29,S,0,0.0,52.0,0
+2021-05-07,29,S,0,0.0,52.0,0
+2021-05-08,29,S,0,0.0,51.0,0
+2021-05-09,29,S,0,0.0,52.0,0
+2021-05-10,29,S,0,0.0,52.0,0
+2021-05-11,29,S,0,0.0,53.0,0
+2021-05-12,29,S,0,0.0,53.0,0
+2021-05-13,29,S,0,0.0,50.0,0
+2021-05-14,29,S,0,0.0,51.0,0
+2021-05-15,29,S,0,0.0,53.0,1
+2021-05-16,29,S,0,0.0,50.0,1
+2021-05-17,29,S,0,0.0,54.0,1
+2021-05-18,29,S,0,0.0,52.0,1
+2021-05-19,29,S,0,0.0,51.0,1
+2021-05-20,29,S,0,0.0,53.0,1
+2021-05-21,29,S,0,0.0,52.0,1
+2021-05-22,29,S,0,0.0,53.0,1
+2021-05-23,29,S,0,0.0,52.0,1
+2021-05-24,29,S,0,0.0,53.0,1
+2021-05-25,29,S,0,0.0,53.0,1
+2021-05-26,29,S,0,0.0,53.0,1
+2021-05-27,29,S,0,0.0,52.0,1
+2021-05-28,29,S,0,0.0,52.0,1
+2021-05-29,29,S,0,0.0,52.0,1
+2021-05-30,29,S,0,0.0,53.0,1
+2021-05-31,29,S,0,0.0,53.0,1
+2021-06-01,29,S,0,0.0,52.0,1
+2021-05-01,30,S,1,0.0,53.0,0
+2021-05-02,30,S,1,0.0,54.0,0
+2021-05-03,30,S,1,0.0,55.0,0
+2021-05-04,30,S,1,0.0,54.0,0
+2021-05-05,30,S,1,0.0,53.0,0
+2021-05-06,30,S,1,0.0,55.0,0
+2021-05-07,30,S,1,0.0,53.0,0
+2021-05-08,30,S,1,0.0,52.0,0
+2021-05-09,30,S,1,0.0,53.0,0
+2021-05-10,30,S,1,0.0,55.0,0
+2021-05-11,30,S,1,0.0,56.0,0
+2021-05-12,30,S,1,0.0,53.0,0
+2021-05-13,30,S,1,0.0,53.0,0
+2021-05-14,30,S,1,0.0,53.0,0
+2021-05-15,30,S,1,0.0,53.0,1
+2021-05-16,30,S,1,0.18358006426791462,54.0,1
+2021-05-17,30,S,1,0.36716012853582924,56.0,1
+2021-05-18,30,S,1,0.5507401928037368,53.0,1
+2021-05-19,30,S,1,0.7343202570716514,54.0,1
+2021-05-20,30,S,1,0.917900321339566,56.0,1
+2021-05-21,30,S,1,0.917900321339566,55.0,1
+2021-05-22,30,S,1,0.917900321339566,53.0,1
+2021-05-23,30,S,1,0.917900321339566,54.0,1
+2021-05-24,30,S,1,0.917900321339566,55.0,1
+2021-05-25,30,S,1,0.917900321339566,55.0,1
+2021-05-26,30,S,1,0.917900321339566,55.0,1
+2021-05-27,30,S,1,0.917900321339566,55.0,1
+2021-05-28,30,S,1,0.917900321339566,55.0,1
+2021-05-29,30,S,1,0.917900321339566,55.0,1
+2021-05-30,30,S,1,0.917900321339566,54.0,1
+2021-05-31,30,S,1,0.917900321339566,54.0,1
+2021-06-01,30,S,1,0.917900321339566,55.0,1
+2021-05-01,31,S,0,0.0,49.0,0
+2021-05-02,31,S,0,0.0,51.0,0
+2021-05-03,31,S,0,0.0,51.0,0
+2021-05-04,31,S,0,0.0,50.0,0
+2021-05-05,31,S,0,0.0,50.0,0
+2021-05-06,31,S,0,0.0,51.0,0
+2021-05-07,31,S,0,0.0,49.0,0
+2021-05-08,31,S,0,0.0,50.0,0
+2021-05-09,31,S,0,0.0,52.0,0
+2021-05-10,31,S,0,0.0,51.0,0
+2021-05-11,31,S,0,0.0,51.0,0
+2021-05-12,31,S,0,0.0,50.0,0
+2021-05-13,31,S,0,0.0,48.0,0
+2021-05-14,31,S,0,0.0,50.0,0
+2021-05-15,31,S,0,0.0,50.0,1
+2021-05-16,31,S,0,0.0,50.0,1
+2021-05-17,31,S,0,0.0,52.0,1
+2021-05-18,31,S,0,0.0,50.0,1
+2021-05-19,31,S,0,0.0,50.0,1
+2021-05-20,31,S,0,0.0,51.0,1
+2021-05-21,31,S,0,0.0,50.0,1
+2021-05-22,31,S,0,0.0,49.0,1
+2021-05-23,31,S,0,0.0,51.0,1
+2021-05-24,31,S,0,0.0,51.0,1
+2021-05-25,31,S,0,0.0,51.0,1
+2021-05-26,31,S,0,0.0,50.0,1
+2021-05-27,31,S,0,0.0,51.0,1
+2021-05-28,31,S,0,0.0,50.0,1
+2021-05-29,31,S,0,0.0,50.0,1
+2021-05-30,31,S,0,0.0,50.0,1
+2021-05-31,31,S,0,0.0,50.0,1
+2021-06-01,31,S,0,0.0,51.0,1
+2021-05-01,32,N,0,0.0,40.0,0
+2021-05-02,32,N,0,0.0,42.0,0
+2021-05-03,32,N,0,0.0,41.0,0
+2021-05-04,32,N,0,0.0,42.0,0
+2021-05-05,32,N,0,0.0,41.0,0
+2021-05-06,32,N,0,0.0,42.0,0
+2021-05-07,32,N,0,0.0,41.0,0
+2021-05-08,32,N,0,0.0,41.0,0
+2021-05-09,32,N,0,0.0,41.0,0
+2021-05-10,32,N,0,0.0,42.0,0
+2021-05-11,32,N,0,0.0,43.0,0
+2021-05-12,32,N,0,0.0,40.0,0
+2021-05-13,32,N,0,0.0,40.0,0
+2021-05-14,32,N,0,0.0,42.0,0
+2021-05-15,32,N,0,0.0,42.0,1
+2021-05-16,32,N,0,0.0,42.0,1
+2021-05-17,32,N,0,0.0,44.0,1
+2021-05-18,32,N,0,0.0,43.0,1
+2021-05-19,32,N,0,0.0,42.0,1
+2021-05-20,32,N,0,0.0,43.0,1
+2021-05-21,32,N,0,0.0,42.0,1
+2021-05-22,32,N,0,0.0,41.0,1
+2021-05-23,32,N,0,0.0,42.0,1
+2021-05-24,32,N,0,0.0,45.0,1
+2021-05-25,32,N,0,0.0,45.0,1
+2021-05-26,32,N,0,0.0,43.0,1
+2021-05-27,32,N,0,0.0,43.0,1
+2021-05-28,32,N,0,0.0,43.0,1
+2021-05-29,32,N,0,0.0,44.0,1
+2021-05-30,32,N,0,0.0,43.0,1
+2021-05-31,32,N,0,0.0,45.0,1
+2021-06-01,32,N,0,0.0,44.0,1
+2021-05-01,33,E,1,0.0,18.0,0
+2021-05-02,33,E,1,0.0,19.0,0
+2021-05-03,33,E,1,0.0,20.0,0
+2021-05-04,33,E,1,0.0,20.0,0
+2021-05-05,33,E,1,0.0,19.0,0
+2021-05-06,33,E,1,0.0,20.0,0
+2021-05-07,33,E,1,0.0,19.0,0
+2021-05-08,33,E,1,0.0,20.0,0
+2021-05-09,33,E,1,0.0,21.0,0
+2021-05-10,33,E,1,0.0,23.0,0
+2021-05-11,33,E,1,0.0,24.0,0
+2021-05-12,33,E,1,0.0,22.0,0
+2021-05-13,33,E,1,0.0,23.0,0
+2021-05-14,33,E,1,0.0,22.0,0
+2021-05-15,33,E,1,0.0,23.0,1
+2021-05-16,33,E,1,0.5881647119214257,24.0,1
+2021-05-17,33,E,1,1.1763294238428479,25.0,1
+2021-05-18,33,E,1,1.7644941357642736,26.0,1
+2021-05-19,33,E,1,2.3526588476856958,26.0,1
+2021-05-20,33,E,1,2.9408235596071215,28.0,1
+2021-05-21,33,E,1,2.9408235596071215,27.0,1
+2021-05-22,33,E,1,2.9408235596071215,29.0,1
+2021-05-23,33,E,1,2.9408235596071215,29.0,1
+2021-05-24,33,E,1,2.9408235596071215,29.0,1
+2021-05-25,33,E,1,2.9408235596071215,28.0,1
+2021-05-26,33,E,1,2.9408235596071215,29.0,1
+2021-05-27,33,E,1,2.9408235596071215,30.0,1
+2021-05-28,33,E,1,2.9408235596071215,31.0,1
+2021-05-29,33,E,1,2.9408235596071215,31.0,1
+2021-05-30,33,E,1,2.9408235596071215,30.0,1
+2021-05-31,33,E,1,2.9408235596071215,31.0,1
+2021-06-01,33,E,1,2.9408235596071215,32.0,1
+2021-05-01,34,E,0,0.0,16.0,0
+2021-05-02,34,E,0,0.0,16.0,0
+2021-05-03,34,E,0,0.0,16.0,0
+2021-05-04,34,E,0,0.0,17.0,0
+2021-05-05,34,E,0,0.0,16.0,0
+2021-05-06,34,E,0,0.0,17.0,0
+2021-05-07,34,E,0,0.0,17.0,0
+2021-05-08,34,E,0,0.0,17.0,0
+2021-05-09,34,E,0,0.0,18.0,0
+2021-05-10,34,E,0,0.0,19.0,0
+2021-05-11,34,E,0,0.0,18.0,0
+2021-05-12,34,E,0,0.0,17.0,0
+2021-05-13,34,E,0,0.0,18.0,0
+2021-05-14,34,E,0,0.0,17.0,0
+2021-05-15,34,E,0,0.0,19.0,1
+2021-05-16,34,E,0,0.0,20.0,1
+2021-05-17,34,E,0,0.0,21.0,1
+2021-05-18,34,E,0,0.0,22.0,1
+2021-05-19,34,E,0,0.0,20.0,1
+2021-05-20,34,E,0,0.0,21.0,1
+2021-05-21,34,E,0,0.0,22.0,1
+2021-05-22,34,E,0,0.0,21.0,1
+2021-05-23,34,E,0,0.0,23.0,1
+2021-05-24,34,E,0,0.0,22.0,1
+2021-05-25,34,E,0,0.0,24.0,1
+2021-05-26,34,E,0,0.0,23.0,1
+2021-05-27,34,E,0,0.0,24.0,1
+2021-05-28,34,E,0,0.0,23.0,1
+2021-05-29,34,E,0,0.0,24.0,1
+2021-05-30,34,E,0,0.0,24.0,1
+2021-05-31,34,E,0,0.0,26.0,1
+2021-06-01,34,E,0,0.0,25.0,1
+2021-05-01,35,W,1,0.0,27.0,0
+2021-05-02,35,W,1,0.0,29.0,0
+2021-05-03,35,W,1,0.0,28.0,0
+2021-05-04,35,W,1,0.0,27.0,0
+2021-05-05,35,W,1,0.0,29.0,0
+2021-05-06,35,W,1,0.0,28.0,0
+2021-05-07,35,W,1,0.0,30.0,0
+2021-05-08,35,W,1,0.0,28.0,0
+2021-05-09,35,W,1,0.0,29.0,0
+2021-05-10,35,W,1,0.0,29.0,0
+2021-05-11,35,W,1,0.0,29.0,0
+2021-05-12,35,W,1,0.0,29.0,0
+2021-05-13,35,W,1,0.0,30.0,0
+2021-05-14,35,W,1,0.0,30.0,0
+2021-05-15,35,W,1,0.0,29.0,1
+2021-05-16,35,W,1,0.7433583804599913,29.0,1
+2021-05-17,35,W,1,1.4867167609199825,32.0,1
+2021-05-18,35,W,1,2.23007514137997,33.0,1
+2021-05-19,35,W,1,2.973433521839965,32.0,1
+2021-05-20,35,W,1,3.7167919022999527,35.0,1
+2021-05-21,35,W,1,3.7167919022999527,34.0,1
+2021-05-22,35,W,1,3.7167919022999527,34.0,1
+2021-05-23,35,W,1,3.7167919022999527,34.0,1
+2021-05-24,35,W,1,3.7167919022999527,36.0,1
+2021-05-25,35,W,1,3.7167919022999527,35.0,1
+2021-05-26,35,W,1,3.7167919022999527,35.0,1
+2021-05-27,35,W,1,3.7167919022999527,36.0,1
+2021-05-28,35,W,1,3.7167919022999527,37.0,1
+2021-05-29,35,W,1,3.7167919022999527,37.0,1
+2021-05-30,35,W,1,3.7167919022999527,36.0,1
+2021-05-31,35,W,1,3.7167919022999527,37.0,1
+2021-06-01,35,W,1,3.7167919022999527,38.0,1
+2021-05-01,36,S,0,0.0,52.0,0
+2021-05-02,36,S,0,0.0,53.0,0
+2021-05-03,36,S,0,0.0,52.0,0
+2021-05-04,36,S,0,0.0,53.0,0
+2021-05-05,36,S,0,0.0,53.0,0
+2021-05-06,36,S,0,0.0,53.0,0
+2021-05-07,36,S,0,0.0,51.0,0
+2021-05-08,36,S,0,0.0,52.0,0
+2021-05-09,36,S,0,0.0,52.0,0
+2021-05-10,36,S,0,0.0,51.0,0
+2021-05-11,36,S,0,0.0,51.0,0
+2021-05-12,36,S,0,0.0,51.0,0
+2021-05-13,36,S,0,0.0,51.0,0
+2021-05-14,36,S,0,0.0,50.0,0
+2021-05-15,36,S,0,0.0,51.0,1
+2021-05-16,36,S,0,0.0,51.0,1
+2021-05-17,36,S,0,0.0,54.0,1
+2021-05-18,36,S,0,0.0,52.0,1
+2021-05-19,36,S,0,0.0,51.0,1
+2021-05-20,36,S,0,0.0,53.0,1
+2021-05-21,36,S,0,0.0,51.0,1
+2021-05-22,36,S,0,0.0,53.0,1
+2021-05-23,36,S,0,0.0,53.0,1
+2021-05-24,36,S,0,0.0,53.0,1
+2021-05-25,36,S,0,0.0,54.0,1
+2021-05-26,36,S,0,0.0,51.0,1
+2021-05-27,36,S,0,0.0,53.0,1
+2021-05-28,36,S,0,0.0,53.0,1
+2021-05-29,36,S,0,0.0,52.0,1
+2021-05-30,36,S,0,0.0,52.0,1
+2021-05-31,36,S,0,0.0,52.0,1
+2021-06-01,36,S,0,0.0,54.0,1
+2021-05-01,37,E,0,0.0,18.0,0
+2021-05-02,37,E,0,0.0,20.0,0
+2021-05-03,37,E,0,0.0,21.0,0
+2021-05-04,37,E,0,0.0,21.0,0
+2021-05-05,37,E,0,0.0,21.0,0
+2021-05-06,37,E,0,0.0,21.0,0
+2021-05-07,37,E,0,0.0,21.0,0
+2021-05-08,37,E,0,0.0,20.0,0
+2021-05-09,37,E,0,0.0,22.0,0
+2021-05-10,37,E,0,0.0,21.0,0
+2021-05-11,37,E,0,0.0,21.0,0
+2021-05-12,37,E,0,0.0,23.0,0
+2021-05-13,37,E,0,0.0,22.0,0
+2021-05-14,37,E,0,0.0,22.0,0
+2021-05-15,37,E,0,0.0,22.0,1
+2021-05-16,37,E,0,0.0,23.0,1
+2021-05-17,37,E,0,0.0,25.0,1
+2021-05-18,37,E,0,0.0,24.0,1
+2021-05-19,37,E,0,0.0,23.0,1
+2021-05-20,37,E,0,0.0,26.0,1
+2021-05-21,37,E,0,0.0,24.0,1
+2021-05-22,37,E,0,0.0,25.0,1
+2021-05-23,37,E,0,0.0,26.0,1
+2021-05-24,37,E,0,0.0,26.0,1
+2021-05-25,37,E,0,0.0,27.0,1
+2021-05-26,37,E,0,0.0,25.0,1
+2021-05-27,37,E,0,0.0,28.0,1
+2021-05-28,37,E,0,0.0,27.0,1
+2021-05-29,37,E,0,0.0,27.0,1
+2021-05-30,37,E,0,0.0,27.0,1
+2021-05-31,37,E,0,0.0,28.0,1
+2021-06-01,37,E,0,0.0,30.0,1
+2021-05-01,38,W,0,0.0,24.0,0
+2021-05-02,38,W,0,0.0,26.0,0
+2021-05-03,38,W,0,0.0,26.0,0
+2021-05-04,38,W,0,0.0,26.0,0
+2021-05-05,38,W,0,0.0,27.0,0
+2021-05-06,38,W,0,0.0,28.0,0
+2021-05-07,38,W,0,0.0,26.0,0
+2021-05-08,38,W,0,0.0,27.0,0
+2021-05-09,38,W,0,0.0,26.0,0
+2021-05-10,38,W,0,0.0,29.0,0
+2021-05-11,38,W,0,0.0,28.0,0
+2021-05-12,38,W,0,0.0,27.0,0
+2021-05-13,38,W,0,0.0,28.0,0
+2021-05-14,38,W,0,0.0,28.0,0
+2021-05-15,38,W,0,0.0,28.0,1
+2021-05-16,38,W,0,0.0,28.0,1
+2021-05-17,38,W,0,0.0,29.0,1
+2021-05-18,38,W,0,0.0,29.0,1
+2021-05-19,38,W,0,0.0,28.0,1
+2021-05-20,38,W,0,0.0,30.0,1
+2021-05-21,38,W,0,0.0,29.0,1
+2021-05-22,38,W,0,0.0,30.0,1
+2021-05-23,38,W,0,0.0,31.0,1
+2021-05-24,38,W,0,0.0,31.0,1
+2021-05-25,38,W,0,0.0,31.0,1
+2021-05-26,38,W,0,0.0,31.0,1
+2021-05-27,38,W,0,0.0,30.0,1
+2021-05-28,38,W,0,0.0,29.0,1
+2021-05-29,38,W,0,0.0,31.0,1
+2021-05-30,38,W,0,0.0,31.0,1
+2021-05-31,38,W,0,0.0,32.0,1
+2021-06-01,38,W,0,0.0,31.0,1
+2021-05-01,39,S,0,0.0,52.0,0
+2021-05-02,39,S,0,0.0,53.0,0
+2021-05-03,39,S,0,0.0,52.0,0
+2021-05-04,39,S,0,0.0,51.0,0
+2021-05-05,39,S,0,0.0,53.0,0
+2021-05-06,39,S,0,0.0,53.0,0
+2021-05-07,39,S,0,0.0,53.0,0
+2021-05-08,39,S,0,0.0,51.0,0
+2021-05-09,39,S,0,0.0,52.0,0
+2021-05-10,39,S,0,0.0,53.0,0
+2021-05-11,39,S,0,0.0,51.0,0
+2021-05-12,39,S,0,0.0,51.0,0
+2021-05-13,39,S,0,0.0,51.0,0
+2021-05-14,39,S,0,0.0,50.0,0
+2021-05-15,39,S,0,0.0,52.0,1
+2021-05-16,39,S,0,0.0,50.0,1
+2021-05-17,39,S,0,0.0,53.0,1
+2021-05-18,39,S,0,0.0,51.0,1
+2021-05-19,39,S,0,0.0,51.0,1
+2021-05-20,39,S,0,0.0,52.0,1
+2021-05-21,39,S,0,0.0,52.0,1
+2021-05-22,39,S,0,0.0,52.0,1
+2021-05-23,39,S,0,0.0,52.0,1
+2021-05-24,39,S,0,0.0,54.0,1
+2021-05-25,39,S,0,0.0,53.0,1
+2021-05-26,39,S,0,0.0,53.0,1
+2021-05-27,39,S,0,0.0,52.0,1
+2021-05-28,39,S,0,0.0,53.0,1
+2021-05-29,39,S,0,0.0,53.0,1
+2021-05-30,39,S,0,0.0,49.0,1
+2021-05-31,39,S,0,0.0,53.0,1
+2021-06-01,39,S,0,0.0,52.0,1
+2021-05-01,40,E,0,0.0,19.0,0
+2021-05-02,40,E,0,0.0,20.0,0
+2021-05-03,40,E,0,0.0,20.0,0
+2021-05-04,40,E,0,0.0,19.0,0
+2021-05-05,40,E,0,0.0,20.0,0
+2021-05-06,40,E,0,0.0,23.0,0
+2021-05-07,40,E,0,0.0,21.0,0
+2021-05-08,40,E,0,0.0,20.0,0
+2021-05-09,40,E,0,0.0,22.0,0
+2021-05-10,40,E,0,0.0,24.0,0
+2021-05-11,40,E,0,0.0,22.0,0
+2021-05-12,40,E,0,0.0,21.0,0
+2021-05-13,40,E,0,0.0,22.0,0
+2021-05-14,40,E,0,0.0,21.0,0
+2021-05-15,40,E,0,0.0,23.0,1
+2021-05-16,40,E,0,0.0,21.0,1
+2021-05-17,40,E,0,0.0,24.0,1
+2021-05-18,40,E,0,0.0,25.0,1
+2021-05-19,40,E,0,0.0,25.0,1
+2021-05-20,40,E,0,0.0,26.0,1
+2021-05-21,40,E,0,0.0,25.0,1
+2021-05-22,40,E,0,0.0,26.0,1
+2021-05-23,40,E,0,0.0,25.0,1
+2021-05-24,40,E,0,0.0,27.0,1
+2021-05-25,40,E,0,0.0,28.0,1
+2021-05-26,40,E,0,0.0,27.0,1
+2021-05-27,40,E,0,0.0,27.0,1
+2021-05-28,40,E,0,0.0,27.0,1
+2021-05-29,40,E,0,0.0,28.0,1
+2021-05-30,40,E,0,0.0,29.0,1
+2021-05-31,40,E,0,0.0,28.0,1
+2021-06-01,40,E,0,0.0,29.0,1
+2021-05-01,41,S,0,0.0,49.0,0
+2021-05-02,41,S,0,0.0,49.0,0
+2021-05-03,41,S,0,0.0,48.0,0
+2021-05-04,41,S,0,0.0,49.0,0
+2021-05-05,41,S,0,0.0,49.0,0
+2021-05-06,41,S,0,0.0,49.0,0
+2021-05-07,41,S,0,0.0,48.0,0
+2021-05-08,41,S,0,0.0,48.0,0
+2021-05-09,41,S,0,0.0,49.0,0
+2021-05-10,41,S,0,0.0,50.0,0
+2021-05-11,41,S,0,0.0,49.0,0
+2021-05-12,41,S,0,0.0,49.0,0
+2021-05-13,41,S,0,0.0,48.0,0
+2021-05-14,41,S,0,0.0,47.0,0
+2021-05-15,41,S,0,0.0,50.0,1
+2021-05-16,41,S,0,0.0,49.0,1
+2021-05-17,41,S,0,0.0,52.0,1
+2021-05-18,41,S,0,0.0,51.0,1
+2021-05-19,41,S,0,0.0,48.0,1
+2021-05-20,41,S,0,0.0,51.0,1
+2021-05-21,41,S,0,0.0,48.0,1
+2021-05-22,41,S,0,0.0,48.0,1
+2021-05-23,41,S,0,0.0,50.0,1
+2021-05-24,41,S,0,0.0,50.0,1
+2021-05-25,41,S,0,0.0,49.0,1
+2021-05-26,41,S,0,0.0,48.0,1
+2021-05-27,41,S,0,0.0,49.0,1
+2021-05-28,41,S,0,0.0,49.0,1
+2021-05-29,41,S,0,0.0,48.0,1
+2021-05-30,41,S,0,0.0,49.0,1
+2021-05-31,41,S,0,0.0,51.0,1
+2021-06-01,41,S,0,0.0,49.0,1
+2021-05-01,42,N,0,0.0,43.0,0
+2021-05-02,42,N,0,0.0,42.0,0
+2021-05-03,42,N,0,0.0,41.0,0
+2021-05-04,42,N,0,0.0,41.0,0
+2021-05-05,42,N,0,0.0,43.0,0
+2021-05-06,42,N,0,0.0,43.0,0
+2021-05-07,42,N,0,0.0,42.0,0
+2021-05-08,42,N,0,0.0,40.0,0
+2021-05-09,42,N,0,0.0,42.0,0
+2021-05-10,42,N,0,0.0,43.0,0
+2021-05-11,42,N,0,0.0,43.0,0
+2021-05-12,42,N,0,0.0,42.0,0
+2021-05-13,42,N,0,0.0,42.0,0
+2021-05-14,42,N,0,0.0,42.0,0
+2021-05-15,42,N,0,0.0,42.0,1
+2021-05-16,42,N,0,0.0,42.0,1
+2021-05-17,42,N,0,0.0,44.0,1
+2021-05-18,42,N,0,0.0,44.0,1
+2021-05-19,42,N,0,0.0,42.0,1
+2021-05-20,42,N,0,0.0,45.0,1
+2021-05-21,42,N,0,0.0,42.0,1
+2021-05-22,42,N,0,0.0,43.0,1
+2021-05-23,42,N,0,0.0,44.0,1
+2021-05-24,42,N,0,0.0,45.0,1
+2021-05-25,42,N,0,0.0,43.0,1
+2021-05-26,42,N,0,0.0,45.0,1
+2021-05-27,42,N,0,0.0,44.0,1
+2021-05-28,42,N,0,0.0,45.0,1
+2021-05-29,42,N,0,0.0,44.0,1
+2021-05-30,42,N,0,0.0,45.0,1
+2021-05-31,42,N,0,0.0,45.0,1
+2021-06-01,42,N,0,0.0,45.0,1
+2021-05-01,43,S,0,0.0,49.0,0
+2021-05-02,43,S,0,0.0,50.0,0
+2021-05-03,43,S,0,0.0,51.0,0
+2021-05-04,43,S,0,0.0,49.0,0
+2021-05-05,43,S,0,0.0,51.0,0
+2021-05-06,43,S,0,0.0,50.0,0
+2021-05-07,43,S,0,0.0,50.0,0
+2021-05-08,43,S,0,0.0,48.0,0
+2021-05-09,43,S,0,0.0,50.0,0
+2021-05-10,43,S,0,0.0,51.0,0
+2021-05-11,43,S,0,0.0,50.0,0
+2021-05-12,43,S,0,0.0,48.0,0
+2021-05-13,43,S,0,0.0,49.0,0
+2021-05-14,43,S,0,0.0,48.0,0
+2021-05-15,43,S,0,0.0,50.0,1
+2021-05-16,43,S,0,0.0,49.0,1
+2021-05-17,43,S,0,0.0,51.0,1
+2021-05-18,43,S,0,0.0,51.0,1
+2021-05-19,43,S,0,0.0,48.0,1
+2021-05-20,43,S,0,0.0,50.0,1
+2021-05-21,43,S,0,0.0,50.0,1
+2021-05-22,43,S,0,0.0,49.0,1
+2021-05-23,43,S,0,0.0,49.0,1
+2021-05-24,43,S,0,0.0,51.0,1
+2021-05-25,43,S,0,0.0,51.0,1
+2021-05-26,43,S,0,0.0,50.0,1
+2021-05-27,43,S,0,0.0,49.0,1
+2021-05-28,43,S,0,0.0,50.0,1
+2021-05-29,43,S,0,0.0,49.0,1
+2021-05-30,43,S,0,0.0,49.0,1
+2021-05-31,43,S,0,0.0,50.0,1
+2021-06-01,43,S,0,0.0,50.0,1
+2021-05-01,44,E,0,0.0,14.0,0
+2021-05-02,44,E,0,0.0,16.0,0
+2021-05-03,44,E,0,0.0,16.0,0
+2021-05-04,44,E,0,0.0,17.0,0
+2021-05-05,44,E,0,0.0,15.0,0
+2021-05-06,44,E,0,0.0,18.0,0
+2021-05-07,44,E,0,0.0,17.0,0
+2021-05-08,44,E,0,0.0,17.0,0
+2021-05-09,44,E,0,0.0,17.0,0
+2021-05-10,44,E,0,0.0,19.0,0
+2021-05-11,44,E,0,0.0,19.0,0
+2021-05-12,44,E,0,0.0,17.0,0
+2021-05-13,44,E,0,0.0,19.0,0
+2021-05-14,44,E,0,0.0,18.0,0
+2021-05-15,44,E,0,0.0,19.0,1
+2021-05-16,44,E,0,0.0,19.0,1
+2021-05-17,44,E,0,0.0,21.0,1
+2021-05-18,44,E,0,0.0,21.0,1
+2021-05-19,44,E,0,0.0,20.0,1
+2021-05-20,44,E,0,0.0,22.0,1
+2021-05-21,44,E,0,0.0,21.0,1
+2021-05-22,44,E,0,0.0,20.0,1
+2021-05-23,44,E,0,0.0,21.0,1
+2021-05-24,44,E,0,0.0,23.0,1
+2021-05-25,44,E,0,0.0,24.0,1
+2021-05-26,44,E,0,0.0,25.0,1
+2021-05-27,44,E,0,0.0,23.0,1
+2021-05-28,44,E,0,0.0,22.0,1
+2021-05-29,44,E,0,0.0,22.0,1
+2021-05-30,44,E,0,0.0,22.0,1
+2021-05-31,44,E,0,0.0,24.0,1
+2021-06-01,44,E,0,0.0,23.0,1
+2021-05-01,45,N,0,0.0,42.0,0
+2021-05-02,45,N,0,0.0,42.0,0
+2021-05-03,45,N,0,0.0,45.0,0
+2021-05-04,45,N,0,0.0,42.0,0
+2021-05-05,45,N,0,0.0,44.0,0
+2021-05-06,45,N,0,0.0,43.0,0
+2021-05-07,45,N,0,0.0,43.0,0
+2021-05-08,45,N,0,0.0,43.0,0
+2021-05-09,45,N,0,0.0,44.0,0
+2021-05-10,45,N,0,0.0,45.0,0
+2021-05-11,45,N,0,0.0,44.0,0
+2021-05-12,45,N,0,0.0,43.0,0
+2021-05-13,45,N,0,0.0,43.0,0
+2021-05-14,45,N,0,0.0,43.0,0
+2021-05-15,45,N,0,0.0,45.0,1
+2021-05-16,45,N,0,0.0,44.0,1
+2021-05-17,45,N,0,0.0,46.0,1
+2021-05-18,45,N,0,0.0,44.0,1
+2021-05-19,45,N,0,0.0,44.0,1
+2021-05-20,45,N,0,0.0,45.0,1
+2021-05-21,45,N,0,0.0,43.0,1
+2021-05-22,45,N,0,0.0,45.0,1
+2021-05-23,45,N,0,0.0,46.0,1
+2021-05-24,45,N,0,0.0,46.0,1
+2021-05-25,45,N,0,0.0,47.0,1
+2021-05-26,45,N,0,0.0,46.0,1
+2021-05-27,45,N,0,0.0,45.0,1
+2021-05-28,45,N,0,0.0,46.0,1
+2021-05-29,45,N,0,0.0,47.0,1
+2021-05-30,45,N,0,0.0,46.0,1
+2021-05-31,45,N,0,0.0,47.0,1
+2021-06-01,45,N,0,0.0,47.0,1
+2021-05-01,46,E,1,0.0,15.0,0
+2021-05-02,46,E,1,0.0,18.0,0
+2021-05-03,46,E,1,0.0,18.0,0
+2021-05-04,46,E,1,0.0,16.0,0
+2021-05-05,46,E,1,0.0,17.0,0
+2021-05-06,46,E,1,0.0,19.0,0
+2021-05-07,46,E,1,0.0,19.0,0
+2021-05-08,46,E,1,0.0,18.0,0
+2021-05-09,46,E,1,0.0,19.0,0
+2021-05-10,46,E,1,0.0,20.0,0
+2021-05-11,46,E,1,0.0,19.0,0
+2021-05-12,46,E,1,0.0,20.0,0
+2021-05-13,46,E,1,0.0,20.0,0
+2021-05-14,46,E,1,0.0,19.0,0
+2021-05-15,46,E,1,0.0,20.0,1
+2021-05-16,46,E,1,0.26482980876259177,21.0,1
+2021-05-17,46,E,1,0.5296596175251835,21.0,1
+2021-05-18,46,E,1,0.7944894262877753,23.0,1
+2021-05-19,46,E,1,1.059319235050367,23.0,1
+2021-05-20,46,E,1,1.3241490438129588,22.0,1
+2021-05-21,46,E,1,1.3241490438129588,23.0,1
+2021-05-22,46,E,1,1.3241490438129588,22.0,1
+2021-05-23,46,E,1,1.3241490438129588,25.0,1
+2021-05-24,46,E,1,1.3241490438129588,26.0,1
+2021-05-25,46,E,1,1.3241490438129588,24.0,1
+2021-05-26,46,E,1,1.3241490438129588,25.0,1
+2021-05-27,46,E,1,1.3241490438129588,24.0,1
+2021-05-28,46,E,1,1.3241490438129588,26.0,1
+2021-05-29,46,E,1,1.3241490438129588,25.0,1
+2021-05-30,46,E,1,1.3241490438129588,25.0,1
+2021-05-31,46,E,1,1.3241490438129588,28.0,1
+2021-06-01,46,E,1,1.3241490438129588,29.0,1
+2021-05-01,47,S,0,0.0,48.0,0
+2021-05-02,47,S,0,0.0,49.0,0
+2021-05-03,47,S,0,0.0,49.0,0
+2021-05-04,47,S,0,0.0,49.0,0
+2021-05-05,47,S,0,0.0,49.0,0
+2021-05-06,47,S,0,0.0,48.0,0
+2021-05-07,47,S,0,0.0,49.0,0
+2021-05-08,47,S,0,0.0,48.0,0
+2021-05-09,47,S,0,0.0,50.0,0
+2021-05-10,47,S,0,0.0,50.0,0
+2021-05-11,47,S,0,0.0,50.0,0
+2021-05-12,47,S,0,0.0,49.0,0
+2021-05-13,47,S,0,0.0,47.0,0
+2021-05-14,47,S,0,0.0,48.0,0
+2021-05-15,47,S,0,0.0,49.0,1
+2021-05-16,47,S,0,0.0,48.0,1
+2021-05-17,47,S,0,0.0,49.0,1
+2021-05-18,47,S,0,0.0,49.0,1
+2021-05-19,47,S,0,0.0,48.0,1
+2021-05-20,47,S,0,0.0,48.0,1
+2021-05-21,47,S,0,0.0,50.0,1
+2021-05-22,47,S,0,0.0,50.0,1
+2021-05-23,47,S,0,0.0,50.0,1
+2021-05-24,47,S,0,0.0,48.0,1
+2021-05-25,47,S,0,0.0,49.0,1
+2021-05-26,47,S,0,0.0,49.0,1
+2021-05-27,47,S,0,0.0,48.0,1
+2021-05-28,47,S,0,0.0,50.0,1
+2021-05-29,47,S,0,0.0,49.0,1
+2021-05-30,47,S,0,0.0,48.0,1
+2021-05-31,47,S,0,0.0,51.0,1
+2021-06-01,47,S,0,0.0,50.0,1
+2021-05-01,48,S,0,0.0,49.0,0
+2021-05-02,48,S,0,0.0,48.0,0
+2021-05-03,48,S,0,0.0,49.0,0
+2021-05-04,48,S,0,0.0,50.0,0
+2021-05-05,48,S,0,0.0,49.0,0
+2021-05-06,48,S,0,0.0,50.0,0
+2021-05-07,48,S,0,0.0,47.0,0
+2021-05-08,48,S,0,0.0,49.0,0
+2021-05-09,48,S,0,0.0,48.0,0
+2021-05-10,48,S,0,0.0,49.0,0
+2021-05-11,48,S,0,0.0,50.0,0
+2021-05-12,48,S,0,0.0,49.0,0
+2021-05-13,48,S,0,0.0,49.0,0
+2021-05-14,48,S,0,0.0,47.0,0
+2021-05-15,48,S,0,0.0,50.0,1
+2021-05-16,48,S,0,0.0,48.0,1
+2021-05-17,48,S,0,0.0,51.0,1
+2021-05-18,48,S,0,0.0,50.0,1
+2021-05-19,48,S,0,0.0,49.0,1
+2021-05-20,48,S,0,0.0,50.0,1
+2021-05-21,48,S,0,0.0,49.0,1
+2021-05-22,48,S,0,0.0,49.0,1
+2021-05-23,48,S,0,0.0,48.0,1
+2021-05-24,48,S,0,0.0,50.0,1
+2021-05-25,48,S,0,0.0,50.0,1
+2021-05-26,48,S,0,0.0,49.0,1
+2021-05-27,48,S,0,0.0,50.0,1
+2021-05-28,48,S,0,0.0,50.0,1
+2021-05-29,48,S,0,0.0,49.0,1
+2021-05-30,48,S,0,0.0,49.0,1
+2021-05-31,48,S,0,0.0,51.0,1
+2021-06-01,48,S,0,0.0,50.0,1
+2021-05-01,49,S,0,0.0,53.0,0
+2021-05-02,49,S,0,0.0,52.0,0
+2021-05-03,49,S,0,0.0,53.0,0
+2021-05-04,49,S,0,0.0,52.0,0
+2021-05-05,49,S,0,0.0,53.0,0
+2021-05-06,49,S,0,0.0,53.0,0
+2021-05-07,49,S,0,0.0,52.0,0
+2021-05-08,49,S,0,0.0,51.0,0
+2021-05-09,49,S,0,0.0,53.0,0
+2021-05-10,49,S,0,0.0,54.0,0
+2021-05-11,49,S,0,0.0,52.0,0
+2021-05-12,49,S,0,0.0,53.0,0
+2021-05-13,49,S,0,0.0,52.0,0
+2021-05-14,49,S,0,0.0,52.0,0
+2021-05-15,49,S,0,0.0,52.0,1
+2021-05-16,49,S,0,0.0,50.0,1
+2021-05-17,49,S,0,0.0,53.0,1
+2021-05-18,49,S,0,0.0,53.0,1
+2021-05-19,49,S,0,0.0,52.0,1
+2021-05-20,49,S,0,0.0,52.0,1
+2021-05-21,49,S,0,0.0,52.0,1
+2021-05-22,49,S,0,0.0,51.0,1
+2021-05-23,49,S,0,0.0,51.0,1
+2021-05-24,49,S,0,0.0,53.0,1
+2021-05-25,49,S,0,0.0,53.0,1
+2021-05-26,49,S,0,0.0,52.0,1
+2021-05-27,49,S,0,0.0,52.0,1
+2021-05-28,49,S,0,0.0,52.0,1
+2021-05-29,49,S,0,0.0,53.0,1
+2021-05-30,49,S,0,0.0,51.0,1
+2021-05-31,49,S,0,0.0,53.0,1
+2021-06-01,49,S,0,0.0,53.0,1
+2021-05-01,50,W,0,0.0,27.0,0
+2021-05-02,50,W,0,0.0,27.0,0
+2021-05-03,50,W,0,0.0,28.0,0
+2021-05-04,50,W,0,0.0,26.0,0
+2021-05-05,50,W,0,0.0,28.0,0
+2021-05-06,50,W,0,0.0,27.0,0
+2021-05-07,50,W,0,0.0,28.0,0
+2021-05-08,50,W,0,0.0,29.0,0
+2021-05-09,50,W,0,0.0,28.0,0
+2021-05-10,50,W,0,0.0,29.0,0
+2021-05-11,50,W,0,0.0,28.0,0
+2021-05-12,50,W,0,0.0,30.0,0
+2021-05-13,50,W,0,0.0,28.0,0
+2021-05-14,50,W,0,0.0,27.0,0
+2021-05-15,50,W,0,0.0,28.0,1
+2021-05-16,50,W,0,0.0,29.0,1
+2021-05-17,50,W,0,0.0,32.0,1
+2021-05-18,50,W,0,0.0,31.0,1
+2021-05-19,50,W,0,0.0,30.0,1
+2021-05-20,50,W,0,0.0,31.0,1
+2021-05-21,50,W,0,0.0,30.0,1
+2021-05-22,50,W,0,0.0,30.0,1
+2021-05-23,50,W,0,0.0,31.0,1
+2021-05-24,50,W,0,0.0,32.0,1
+2021-05-25,50,W,0,0.0,32.0,1
+2021-05-26,50,W,0,0.0,32.0,1
+2021-05-27,50,W,0,0.0,32.0,1
+2021-05-28,50,W,0,0.0,32.0,1
+2021-05-29,50,W,0,0.0,31.0,1
+2021-05-30,50,W,0,0.0,32.0,1
+2021-05-31,50,W,0,0.0,34.0,1
+2021-06-01,50,W,0,0.0,33.0,1
+2021-05-01,51,N,0,0.0,45.0,0
+2021-05-02,51,N,0,0.0,44.0,0
+2021-05-03,51,N,0,0.0,46.0,0
+2021-05-04,51,N,0,0.0,44.0,0
+2021-05-05,51,N,0,0.0,45.0,0
+2021-05-06,51,N,0,0.0,46.0,0
+2021-05-07,51,N,0,0.0,45.0,0
+2021-05-08,51,N,0,0.0,43.0,0
+2021-05-09,51,N,0,0.0,45.0,0
+2021-05-10,51,N,0,0.0,47.0,0
+2021-05-11,51,N,0,0.0,44.0,0
+2021-05-12,51,N,0,0.0,45.0,0
+2021-05-13,51,N,0,0.0,44.0,0
+2021-05-14,51,N,0,0.0,45.0,0
+2021-05-15,51,N,0,0.0,45.0,1
+2021-05-16,51,N,0,0.0,45.0,1
+2021-05-17,51,N,0,0.0,46.0,1
+2021-05-18,51,N,0,0.0,47.0,1
+2021-05-19,51,N,0,0.0,45.0,1
+2021-05-20,51,N,0,0.0,46.0,1
+2021-05-21,51,N,0,0.0,47.0,1
+2021-05-22,51,N,0,0.0,47.0,1
+2021-05-23,51,N,0,0.0,46.0,1
+2021-05-24,51,N,0,0.0,46.0,1
+2021-05-25,51,N,0,0.0,46.0,1
+2021-05-26,51,N,0,0.0,47.0,1
+2021-05-27,51,N,0,0.0,46.0,1
+2021-05-28,51,N,0,0.0,46.0,1
+2021-05-29,51,N,0,0.0,46.0,1
+2021-05-30,51,N,0,0.0,47.0,1
+2021-05-31,51,N,0,0.0,47.0,1
+2021-06-01,51,N,0,0.0,49.0,1
+2021-05-01,52,N,0,0.0,43.0,0
+2021-05-02,52,N,0,0.0,44.0,0
+2021-05-03,52,N,0,0.0,44.0,0
+2021-05-04,52,N,0,0.0,42.0,0
+2021-05-05,52,N,0,0.0,43.0,0
+2021-05-06,52,N,0,0.0,44.0,0
+2021-05-07,52,N,0,0.0,43.0,0
+2021-05-08,52,N,0,0.0,43.0,0
+2021-05-09,52,N,0,0.0,44.0,0
+2021-05-10,52,N,0,0.0,44.0,0
+2021-05-11,52,N,0,0.0,46.0,0
+2021-05-12,52,N,0,0.0,43.0,0
+2021-05-13,52,N,0,0.0,43.0,0
+2021-05-14,52,N,0,0.0,44.0,0
+2021-05-15,52,N,0,0.0,44.0,1
+2021-05-16,52,N,0,0.0,43.0,1
+2021-05-17,52,N,0,0.0,46.0,1
+2021-05-18,52,N,0,0.0,44.0,1
+2021-05-19,52,N,0,0.0,45.0,1
+2021-05-20,52,N,0,0.0,47.0,1
+2021-05-21,52,N,0,0.0,45.0,1
+2021-05-22,52,N,0,0.0,45.0,1
+2021-05-23,52,N,0,0.0,45.0,1
+2021-05-24,52,N,0,0.0,45.0,1
+2021-05-25,52,N,0,0.0,47.0,1
+2021-05-26,52,N,0,0.0,47.0,1
+2021-05-27,52,N,0,0.0,45.0,1
+2021-05-28,52,N,0,0.0,46.0,1
+2021-05-29,52,N,0,0.0,47.0,1
+2021-05-30,52,N,0,0.0,46.0,1
+2021-05-31,52,N,0,0.0,47.0,1
+2021-06-01,52,N,0,0.0,47.0,1
+2021-05-01,53,W,0,0.0,29.0,0
+2021-05-02,53,W,0,0.0,31.0,0
+2021-05-03,53,W,0,0.0,29.0,0
+2021-05-04,53,W,0,0.0,29.0,0
+2021-05-05,53,W,0,0.0,30.0,0
+2021-05-06,53,W,0,0.0,31.0,0
+2021-05-07,53,W,0,0.0,30.0,0
+2021-05-08,53,W,0,0.0,29.0,0
+2021-05-09,53,W,0,0.0,32.0,0
+2021-05-10,53,W,0,0.0,32.0,0
+2021-05-11,53,W,0,0.0,32.0,0
+2021-05-12,53,W,0,0.0,31.0,0
+2021-05-13,53,W,0,0.0,31.0,0
+2021-05-14,53,W,0,0.0,31.0,0
+2021-05-15,53,W,0,0.0,31.0,1
+2021-05-16,53,W,0,0.0,31.0,1
+2021-05-17,53,W,0,0.0,32.0,1
+2021-05-18,53,W,0,0.0,34.0,1
+2021-05-19,53,W,0,0.0,33.0,1
+2021-05-20,53,W,0,0.0,34.0,1
+2021-05-21,53,W,0,0.0,32.0,1
+2021-05-22,53,W,0,0.0,33.0,1
+2021-05-23,53,W,0,0.0,34.0,1
+2021-05-24,53,W,0,0.0,35.0,1
+2021-05-25,53,W,0,0.0,33.0,1
+2021-05-26,53,W,0,0.0,33.0,1
+2021-05-27,53,W,0,0.0,34.0,1
+2021-05-28,53,W,0,0.0,34.0,1
+2021-05-29,53,W,0,0.0,34.0,1
+2021-05-30,53,W,0,0.0,35.0,1
+2021-05-31,53,W,0,0.0,35.0,1
+2021-06-01,53,W,0,0.0,35.0,1
+2021-05-01,54,W,1,0.0,26.0,0
+2021-05-02,54,W,1,0.0,26.0,0
+2021-05-03,54,W,1,0.0,27.0,0
+2021-05-04,54,W,1,0.0,26.0,0
+2021-05-05,54,W,1,0.0,26.0,0
+2021-05-06,54,W,1,0.0,26.0,0
+2021-05-07,54,W,1,0.0,24.0,0
+2021-05-08,54,W,1,0.0,27.0,0
+2021-05-09,54,W,1,0.0,27.0,0
+2021-05-10,54,W,1,0.0,26.0,0
+2021-05-11,54,W,1,0.0,27.0,0
+2021-05-12,54,W,1,0.0,27.0,0
+2021-05-13,54,W,1,0.0,28.0,0
+2021-05-14,54,W,1,0.0,27.0,0
+2021-05-15,54,W,1,0.0,26.0,1
+2021-05-16,54,W,1,0.7522423336214672,29.0,1
+2021-05-17,54,W,1,1.5044846672429344,31.0,1
+2021-05-18,54,W,1,2.2567270008644016,31.0,1
+2021-05-19,54,W,1,3.008969334485869,31.0,1
+2021-05-20,54,W,1,3.761211668107336,33.0,1
+2021-05-21,54,W,1,3.761211668107336,32.0,1
+2021-05-22,54,W,1,3.761211668107336,32.0,1
+2021-05-23,54,W,1,3.761211668107336,33.0,1
+2021-05-24,54,W,1,3.761211668107336,34.0,1
+2021-05-25,54,W,1,3.761211668107336,36.0,1
+2021-05-26,54,W,1,3.761211668107336,33.0,1
+2021-05-27,54,W,1,3.761211668107336,33.0,1
+2021-05-28,54,W,1,3.761211668107336,34.0,1
+2021-05-29,54,W,1,3.761211668107336,36.0,1
+2021-05-30,54,W,1,3.761211668107336,35.0,1
+2021-05-31,54,W,1,3.761211668107336,36.0,1
+2021-06-01,54,W,1,3.761211668107336,35.0,1
+2021-05-01,55,E,1,0.0,14.0,0
+2021-05-02,55,E,1,0.0,15.0,0
+2021-05-03,55,E,1,0.0,17.0,0
+2021-05-04,55,E,1,0.0,15.0,0
+2021-05-05,55,E,1,0.0,16.0,0
+2021-05-06,55,E,1,0.0,17.0,0
+2021-05-07,55,E,1,0.0,15.0,0
+2021-05-08,55,E,1,0.0,17.0,0
+2021-05-09,55,E,1,0.0,17.0,0
+2021-05-10,55,E,1,0.0,19.0,0
+2021-05-11,55,E,1,0.0,19.0,0
+2021-05-12,55,E,1,0.0,18.0,0
+2021-05-13,55,E,1,0.0,19.0,0
+2021-05-14,55,E,1,0.0,18.0,0
+2021-05-15,55,E,1,0.0,18.0,1
+2021-05-16,55,E,1,1.1618935317934387,19.0,1
+2021-05-17,55,E,1,2.323787063586881,23.0,1
+2021-05-18,55,E,1,3.485680595380323,23.0,1
+2021-05-19,55,E,1,4.647574127173762,23.0,1
+2021-05-20,55,E,1,5.8094676589672005,26.0,1
+2021-05-21,55,E,1,5.8094676589672005,25.0,1
+2021-05-22,55,E,1,5.8094676589672005,25.0,1
+2021-05-23,55,E,1,5.8094676589672005,26.0,1
+2021-05-24,55,E,1,5.8094676589672005,28.0,1
+2021-05-25,55,E,1,5.8094676589672005,26.0,1
+2021-05-26,55,E,1,5.8094676589672005,27.0,1
+2021-05-27,55,E,1,5.8094676589672005,29.0,1
+2021-05-28,55,E,1,5.8094676589672005,30.0,1
+2021-05-29,55,E,1,5.8094676589672005,29.0,1
+2021-05-30,55,E,1,5.8094676589672005,28.0,1
+2021-05-31,55,E,1,5.8094676589672005,29.0,1
+2021-06-01,55,E,1,5.8094676589672005,31.0,1
+2021-05-01,56,W,1,0.0,31.0,0
+2021-05-02,56,W,1,0.0,32.0,0
+2021-05-03,56,W,1,0.0,31.0,0
+2021-05-04,56,W,1,0.0,30.0,0
+2021-05-05,56,W,1,0.0,32.0,0
+2021-05-06,56,W,1,0.0,32.0,0
+2021-05-07,56,W,1,0.0,31.0,0
+2021-05-08,56,W,1,0.0,32.0,0
+2021-05-09,56,W,1,0.0,33.0,0
+2021-05-10,56,W,1,0.0,33.0,0
+2021-05-11,56,W,1,0.0,32.0,0
+2021-05-12,56,W,1,0.0,33.0,0
+2021-05-13,56,W,1,0.0,33.0,0
+2021-05-14,56,W,1,0.0,34.0,0
+2021-05-15,56,W,1,0.0,33.0,1
+2021-05-16,56,W,1,0.1370448167104712,33.0,1
+2021-05-17,56,W,1,0.2740896334209353,36.0,1
+2021-05-18,56,W,1,0.4111344501314065,35.0,1
+2021-05-19,56,W,1,0.5481792668418706,34.0,1
+2021-05-20,56,W,1,0.6852240835523418,35.0,1
+2021-05-21,56,W,1,0.6852240835523418,35.0,1
+2021-05-22,56,W,1,0.6852240835523418,35.0,1
+2021-05-23,56,W,1,0.6852240835523418,36.0,1
+2021-05-24,56,W,1,0.6852240835523418,37.0,1
+2021-05-25,56,W,1,0.6852240835523418,37.0,1
+2021-05-26,56,W,1,0.6852240835523418,36.0,1
+2021-05-27,56,W,1,0.6852240835523418,38.0,1
+2021-05-28,56,W,1,0.6852240835523418,38.0,1
+2021-05-29,56,W,1,0.6852240835523418,38.0,1
+2021-05-30,56,W,1,0.6852240835523418,37.0,1
+2021-05-31,56,W,1,0.6852240835523418,39.0,1
+2021-06-01,56,W,1,0.6852240835523418,39.0,1
+2021-05-01,57,N,1,0.0,43.0,0
+2021-05-02,57,N,1,0.0,46.0,0
+2021-05-03,57,N,1,0.0,45.0,0
+2021-05-04,57,N,1,0.0,45.0,0
+2021-05-05,57,N,1,0.0,45.0,0
+2021-05-06,57,N,1,0.0,44.0,0
+2021-05-07,57,N,1,0.0,45.0,0
+2021-05-08,57,N,1,0.0,44.0,0
+2021-05-09,57,N,1,0.0,44.0,0
+2021-05-10,57,N,1,0.0,46.0,0
+2021-05-11,57,N,1,0.0,46.0,0
+2021-05-12,57,N,1,0.0,46.0,0
+2021-05-13,57,N,1,0.0,46.0,0
+2021-05-14,57,N,1,0.0,45.0,0
+2021-05-15,57,N,1,0.0,44.0,1
+2021-05-16,57,N,1,0.5193760269151539,46.0,1
+2021-05-17,57,N,1,1.038752053830315,48.0,1
+2021-05-18,57,N,1,1.558128080745469,47.0,1
+2021-05-19,57,N,1,2.07750410766063,48.0,1
+2021-05-20,57,N,1,2.596880134575784,50.0,1
+2021-05-21,57,N,1,2.596880134575784,48.0,1
+2021-05-22,57,N,1,2.596880134575784,49.0,1
+2021-05-23,57,N,1,2.596880134575784,50.0,1
+2021-05-24,57,N,1,2.596880134575784,49.0,1
+2021-05-25,57,N,1,2.596880134575784,51.0,1
+2021-05-26,57,N,1,2.596880134575784,49.0,1
+2021-05-27,57,N,1,2.596880134575784,48.0,1
+2021-05-28,57,N,1,2.596880134575784,50.0,1
+2021-05-29,57,N,1,2.596880134575784,49.0,1
+2021-05-30,57,N,1,2.596880134575784,50.0,1
+2021-05-31,57,N,1,2.596880134575784,50.0,1
+2021-06-01,57,N,1,2.596880134575784,51.0,1
+2021-05-01,58,S,0,0.0,53.0,0
+2021-05-02,58,S,0,0.0,53.0,0
+2021-05-03,58,S,0,0.0,51.0,0
+2021-05-04,58,S,0,0.0,52.0,0
+2021-05-05,58,S,0,0.0,51.0,0
+2021-05-06,58,S,0,0.0,52.0,0
+2021-05-07,58,S,0,0.0,52.0,0
+2021-05-08,58,S,0,0.0,51.0,0
+2021-05-09,58,S,0,0.0,51.0,0
+2021-05-10,58,S,0,0.0,52.0,0
+2021-05-11,58,S,0,0.0,53.0,0
+2021-05-12,58,S,0,0.0,51.0,0
+2021-05-13,58,S,0,0.0,51.0,0
+2021-05-14,58,S,0,0.0,51.0,0
+2021-05-15,58,S,0,0.0,51.0,1
+2021-05-16,58,S,0,0.0,51.0,1
+2021-05-17,58,S,0,0.0,53.0,1
+2021-05-18,58,S,0,0.0,52.0,1
+2021-05-19,58,S,0,0.0,51.0,1
+2021-05-20,58,S,0,0.0,51.0,1
+2021-05-21,58,S,0,0.0,53.0,1
+2021-05-22,58,S,0,0.0,52.0,1
+2021-05-23,58,S,0,0.0,52.0,1
+2021-05-24,58,S,0,0.0,53.0,1
+2021-05-25,58,S,0,0.0,54.0,1
+2021-05-26,58,S,0,0.0,50.0,1
+2021-05-27,58,S,0,0.0,52.0,1
+2021-05-28,58,S,0,0.0,52.0,1
+2021-05-29,58,S,0,0.0,52.0,1
+2021-05-30,58,S,0,0.0,52.0,1
+2021-05-31,58,S,0,0.0,53.0,1
+2021-06-01,58,S,0,0.0,52.0,1
+2021-05-01,59,S,0,0.0,51.0,0
+2021-05-02,59,S,0,0.0,51.0,0
+2021-05-03,59,S,0,0.0,51.0,0
+2021-05-04,59,S,0,0.0,51.0,0
+2021-05-05,59,S,0,0.0,52.0,0
+2021-05-06,59,S,0,0.0,52.0,0
+2021-05-07,59,S,0,0.0,51.0,0
+2021-05-08,59,S,0,0.0,50.0,0
+2021-05-09,59,S,0,0.0,51.0,0
+2021-05-10,59,S,0,0.0,53.0,0
+2021-05-11,59,S,0,0.0,51.0,0
+2021-05-12,59,S,0,0.0,49.0,0
+2021-05-13,59,S,0,0.0,52.0,0
+2021-05-14,59,S,0,0.0,49.0,0
+2021-05-15,59,S,0,0.0,50.0,1
+2021-05-16,59,S,0,0.0,49.0,1
+2021-05-17,59,S,0,0.0,52.0,1
+2021-05-18,59,S,0,0.0,50.0,1
+2021-05-19,59,S,0,0.0,51.0,1
+2021-05-20,59,S,0,0.0,52.0,1
+2021-05-21,59,S,0,0.0,51.0,1
+2021-05-22,59,S,0,0.0,52.0,1
+2021-05-23,59,S,0,0.0,51.0,1
+2021-05-24,59,S,0,0.0,51.0,1
+2021-05-25,59,S,0,0.0,53.0,1
+2021-05-26,59,S,0,0.0,50.0,1
+2021-05-27,59,S,0,0.0,51.0,1
+2021-05-28,59,S,0,0.0,50.0,1
+2021-05-29,59,S,0,0.0,51.0,1
+2021-05-30,59,S,0,0.0,51.0,1
+2021-05-31,59,S,0,0.0,52.0,1
+2021-06-01,59,S,0,0.0,52.0,1
+2021-05-01,60,E,0,0.0,16.0,0
+2021-05-02,60,E,0,0.0,18.0,0
+2021-05-03,60,E,0,0.0,16.0,0
+2021-05-04,60,E,0,0.0,17.0,0
+2021-05-05,60,E,0,0.0,17.0,0
+2021-05-06,60,E,0,0.0,19.0,0
+2021-05-07,60,E,0,0.0,18.0,0
+2021-05-08,60,E,0,0.0,17.0,0
+2021-05-09,60,E,0,0.0,20.0,0
+2021-05-10,60,E,0,0.0,21.0,0
+2021-05-11,60,E,0,0.0,19.0,0
+2021-05-12,60,E,0,0.0,19.0,0
+2021-05-13,60,E,0,0.0,19.0,0
+2021-05-14,60,E,0,0.0,19.0,0
+2021-05-15,60,E,0,0.0,20.0,1
+2021-05-16,60,E,0,0.0,20.0,1
+2021-05-17,60,E,0,0.0,21.0,1
+2021-05-18,60,E,0,0.0,21.0,1
+2021-05-19,60,E,0,0.0,21.0,1
+2021-05-20,60,E,0,0.0,23.0,1
+2021-05-21,60,E,0,0.0,21.0,1
+2021-05-22,60,E,0,0.0,22.0,1
+2021-05-23,60,E,0,0.0,24.0,1
+2021-05-24,60,E,0,0.0,24.0,1
+2021-05-25,60,E,0,0.0,25.0,1
+2021-05-26,60,E,0,0.0,23.0,1
+2021-05-27,60,E,0,0.0,24.0,1
+2021-05-28,60,E,0,0.0,23.0,1
+2021-05-29,60,E,0,0.0,25.0,1
+2021-05-30,60,E,0,0.0,24.0,1
+2021-05-31,60,E,0,0.0,26.0,1
+2021-06-01,60,E,0,0.0,26.0,1
+2021-05-01,61,W,0,0.0,28.0,0
+2021-05-02,61,W,0,0.0,29.0,0
+2021-05-03,61,W,0,0.0,28.0,0
+2021-05-04,61,W,0,0.0,29.0,0
+2021-05-05,61,W,0,0.0,29.0,0
+2021-05-06,61,W,0,0.0,31.0,0
+2021-05-07,61,W,0,0.0,28.0,0
+2021-05-08,61,W,0,0.0,29.0,0
+2021-05-09,61,W,0,0.0,30.0,0
+2021-05-10,61,W,0,0.0,30.0,0
+2021-05-11,61,W,0,0.0,30.0,0
+2021-05-12,61,W,0,0.0,29.0,0
+2021-05-13,61,W,0,0.0,29.0,0
+2021-05-14,61,W,0,0.0,30.0,0
+2021-05-15,61,W,0,0.0,30.0,1
+2021-05-16,61,W,0,0.0,31.0,1
+2021-05-17,61,W,0,0.0,32.0,1
+2021-05-18,61,W,0,0.0,32.0,1
+2021-05-19,61,W,0,0.0,31.0,1
+2021-05-20,61,W,0,0.0,31.0,1
+2021-05-21,61,W,0,0.0,31.0,1
+2021-05-22,61,W,0,0.0,31.0,1
+2021-05-23,61,W,0,0.0,30.0,1
+2021-05-24,61,W,0,0.0,32.0,1
+2021-05-25,61,W,0,0.0,33.0,1
+2021-05-26,61,W,0,0.0,33.0,1
+2021-05-27,61,W,0,0.0,32.0,1
+2021-05-28,61,W,0,0.0,33.0,1
+2021-05-29,61,W,0,0.0,34.0,1
+2021-05-30,61,W,0,0.0,32.0,1
+2021-05-31,61,W,0,0.0,36.0,1
+2021-06-01,61,W,0,0.0,34.0,1
+2021-05-01,62,N,0,0.0,51.0,0
+2021-05-02,62,N,0,0.0,51.0,0
+2021-05-03,62,N,0,0.0,51.0,0
+2021-05-04,62,N,0,0.0,52.0,0
+2021-05-05,62,N,0,0.0,51.0,0
+2021-05-06,62,N,0,0.0,51.0,0
+2021-05-07,62,N,0,0.0,52.0,0
+2021-05-08,62,N,0,0.0,51.0,0
+2021-05-09,62,N,0,0.0,51.0,0
+2021-05-10,62,N,0,0.0,52.0,0
+2021-05-11,62,N,0,0.0,51.0,0
+2021-05-12,62,N,0,0.0,51.0,0
+2021-05-13,62,N,0,0.0,52.0,0
+2021-05-14,62,N,0,0.0,51.0,0
+2021-05-15,62,N,0,0.0,51.0,1
+2021-05-16,62,N,0,0.0,50.0,1
+2021-05-17,62,N,0,0.0,53.0,1
+2021-05-18,62,N,0,0.0,53.0,1
+2021-05-19,62,N,0,0.0,51.0,1
+2021-05-20,62,N,0,0.0,54.0,1
+2021-05-21,62,N,0,0.0,51.0,1
+2021-05-22,62,N,0,0.0,53.0,1
+2021-05-23,62,N,0,0.0,53.0,1
+2021-05-24,62,N,0,0.0,54.0,1
+2021-05-25,62,N,0,0.0,54.0,1
+2021-05-26,62,N,0,0.0,54.0,1
+2021-05-27,62,N,0,0.0,53.0,1
+2021-05-28,62,N,0,0.0,52.0,1
+2021-05-29,62,N,0,0.0,54.0,1
+2021-05-30,62,N,0,0.0,53.0,1
+2021-05-31,62,N,0,0.0,55.0,1
+2021-06-01,62,N,0,0.0,53.0,1
+2021-05-01,63,S,0,0.0,50.0,0
+2021-05-02,63,S,0,0.0,49.0,0
+2021-05-03,63,S,0,0.0,49.0,0
+2021-05-04,63,S,0,0.0,49.0,0
+2021-05-05,63,S,0,0.0,49.0,0
+2021-05-06,63,S,0,0.0,50.0,0
+2021-05-07,63,S,0,0.0,50.0,0
+2021-05-08,63,S,0,0.0,49.0,0
+2021-05-09,63,S,0,0.0,50.0,0
+2021-05-10,63,S,0,0.0,52.0,0
+2021-05-11,63,S,0,0.0,50.0,0
+2021-05-12,63,S,0,0.0,49.0,0
+2021-05-13,63,S,0,0.0,49.0,0
+2021-05-14,63,S,0,0.0,49.0,0
+2021-05-15,63,S,0,0.0,48.0,1
+2021-05-16,63,S,0,0.0,49.0,1
+2021-05-17,63,S,0,0.0,53.0,1
+2021-05-18,63,S,0,0.0,50.0,1
+2021-05-19,63,S,0,0.0,50.0,1
+2021-05-20,63,S,0,0.0,50.0,1
+2021-05-21,63,S,0,0.0,50.0,1
+2021-05-22,63,S,0,0.0,49.0,1
+2021-05-23,63,S,0,0.0,50.0,1
+2021-05-24,63,S,0,0.0,51.0,1
+2021-05-25,63,S,0,0.0,51.0,1
+2021-05-26,63,S,0,0.0,50.0,1
+2021-05-27,63,S,0,0.0,49.0,1
+2021-05-28,63,S,0,0.0,50.0,1
+2021-05-29,63,S,0,0.0,50.0,1
+2021-05-30,63,S,0,0.0,50.0,1
+2021-05-31,63,S,0,0.0,50.0,1
+2021-06-01,63,S,0,0.0,49.0,1
+2021-05-01,64,E,0,0.0,15.0,0
+2021-05-02,64,E,0,0.0,15.0,0
+2021-05-03,64,E,0,0.0,16.0,0
+2021-05-04,64,E,0,0.0,17.0,0
+2021-05-05,64,E,0,0.0,14.0,0
+2021-05-06,64,E,0,0.0,17.0,0
+2021-05-07,64,E,0,0.0,16.0,0
+2021-05-08,64,E,0,0.0,17.0,0
+2021-05-09,64,E,0,0.0,18.0,0
+2021-05-10,64,E,0,0.0,19.0,0
+2021-05-11,64,E,0,0.0,19.0,0
+2021-05-12,64,E,0,0.0,18.0,0
+2021-05-13,64,E,0,0.0,18.0,0
+2021-05-14,64,E,0,0.0,18.0,0
+2021-05-15,64,E,0,0.0,18.0,1
+2021-05-16,64,E,0,0.0,18.0,1
+2021-05-17,64,E,0,0.0,22.0,1
+2021-05-18,64,E,0,0.0,20.0,1
+2021-05-19,64,E,0,0.0,21.0,1
+2021-05-20,64,E,0,0.0,21.0,1
+2021-05-21,64,E,0,0.0,21.0,1
+2021-05-22,64,E,0,0.0,23.0,1
+2021-05-23,64,E,0,0.0,22.0,1
+2021-05-24,64,E,0,0.0,23.0,1
+2021-05-25,64,E,0,0.0,23.0,1
+2021-05-26,64,E,0,0.0,23.0,1
+2021-05-27,64,E,0,0.0,22.0,1
+2021-05-28,64,E,0,0.0,22.0,1
+2021-05-29,64,E,0,0.0,24.0,1
+2021-05-30,64,E,0,0.0,24.0,1
+2021-05-31,64,E,0,0.0,25.0,1
+2021-06-01,64,E,0,0.0,26.0,1
+2021-05-01,65,W,0,0.0,22.0,0
+2021-05-02,65,W,0,0.0,22.0,0
+2021-05-03,65,W,0,0.0,22.0,0
+2021-05-04,65,W,0,0.0,23.0,0
+2021-05-05,65,W,0,0.0,24.0,0
+2021-05-06,65,W,0,0.0,24.0,0
+2021-05-07,65,W,0,0.0,22.0,0
+2021-05-08,65,W,0,0.0,22.0,0
+2021-05-09,65,W,0,0.0,23.0,0
+2021-05-10,65,W,0,0.0,26.0,0
+2021-05-11,65,W,0,0.0,25.0,0
+2021-05-12,65,W,0,0.0,24.0,0
+2021-05-13,65,W,0,0.0,25.0,0
+2021-05-14,65,W,0,0.0,23.0,0
+2021-05-15,65,W,0,0.0,25.0,1
+2021-05-16,65,W,0,0.0,24.0,1
+2021-05-17,65,W,0,0.0,26.0,1
+2021-05-18,65,W,0,0.0,25.0,1
+2021-05-19,65,W,0,0.0,27.0,1
+2021-05-20,65,W,0,0.0,27.0,1
+2021-05-21,65,W,0,0.0,27.0,1
+2021-05-22,65,W,0,0.0,27.0,1
+2021-05-23,65,W,0,0.0,26.0,1
+2021-05-24,65,W,0,0.0,28.0,1
+2021-05-25,65,W,0,0.0,29.0,1
+2021-05-26,65,W,0,0.0,28.0,1
+2021-05-27,65,W,0,0.0,26.0,1
+2021-05-28,65,W,0,0.0,27.0,1
+2021-05-29,65,W,0,0.0,28.0,1
+2021-05-30,65,W,0,0.0,27.0,1
+2021-05-31,65,W,0,0.0,30.0,1
+2021-06-01,65,W,0,0.0,29.0,1
+2021-05-01,66,W,0,0.0,28.0,0
+2021-05-02,66,W,0,0.0,29.0,0
+2021-05-03,66,W,0,0.0,30.0,0
+2021-05-04,66,W,0,0.0,30.0,0
+2021-05-05,66,W,0,0.0,28.0,0
+2021-05-06,66,W,0,0.0,29.0,0
+2021-05-07,66,W,0,0.0,30.0,0
+2021-05-08,66,W,0,0.0,30.0,0
+2021-05-09,66,W,0,0.0,30.0,0
+2021-05-10,66,W,0,0.0,32.0,0
+2021-05-11,66,W,0,0.0,31.0,0
+2021-05-12,66,W,0,0.0,30.0,0
+2021-05-13,66,W,0,0.0,30.0,0
+2021-05-14,66,W,0,0.0,29.0,0
+2021-05-15,66,W,0,0.0,32.0,1
+2021-05-16,66,W,0,0.0,31.0,1
+2021-05-17,66,W,0,0.0,33.0,1
+2021-05-18,66,W,0,0.0,32.0,1
+2021-05-19,66,W,0,0.0,33.0,1
+2021-05-20,66,W,0,0.0,34.0,1
+2021-05-21,66,W,0,0.0,32.0,1
+2021-05-22,66,W,0,0.0,33.0,1
+2021-05-23,66,W,0,0.0,34.0,1
+2021-05-24,66,W,0,0.0,34.0,1
+2021-05-25,66,W,0,0.0,33.0,1
+2021-05-26,66,W,0,0.0,34.0,1
+2021-05-27,66,W,0,0.0,33.0,1
+2021-05-28,66,W,0,0.0,34.0,1
+2021-05-29,66,W,0,0.0,35.0,1
+2021-05-30,66,W,0,0.0,34.0,1
+2021-05-31,66,W,0,0.0,35.0,1
+2021-06-01,66,W,0,0.0,35.0,1
+2021-05-01,67,W,0,0.0,26.0,0
+2021-05-02,67,W,0,0.0,28.0,0
+2021-05-03,67,W,0,0.0,28.0,0
+2021-05-04,67,W,0,0.0,27.0,0
+2021-05-05,67,W,0,0.0,28.0,0
+2021-05-06,67,W,0,0.0,28.0,0
+2021-05-07,67,W,0,0.0,27.0,0
+2021-05-08,67,W,0,0.0,27.0,0
+2021-05-09,67,W,0,0.0,29.0,0
+2021-05-10,67,W,0,0.0,30.0,0
+2021-05-11,67,W,0,0.0,29.0,0
+2021-05-12,67,W,0,0.0,28.0,0
+2021-05-13,67,W,0,0.0,28.0,0
+2021-05-14,67,W,0,0.0,28.0,0
+2021-05-15,67,W,0,0.0,29.0,1
+2021-05-16,67,W,0,0.0,29.0,1
+2021-05-17,67,W,0,0.0,30.0,1
+2021-05-18,67,W,0,0.0,29.0,1
+2021-05-19,67,W,0,0.0,28.0,1
+2021-05-20,67,W,0,0.0,32.0,1
+2021-05-21,67,W,0,0.0,29.0,1
+2021-05-22,67,W,0,0.0,31.0,1
+2021-05-23,67,W,0,0.0,31.0,1
+2021-05-24,67,W,0,0.0,31.0,1
+2021-05-25,67,W,0,0.0,32.0,1
+2021-05-26,67,W,0,0.0,31.0,1
+2021-05-27,67,W,0,0.0,31.0,1
+2021-05-28,67,W,0,0.0,32.0,1
+2021-05-29,67,W,0,0.0,32.0,1
+2021-05-30,67,W,0,0.0,31.0,1
+2021-05-31,67,W,0,0.0,33.0,1
+2021-06-01,67,W,0,0.0,33.0,1
+2021-05-01,68,W,0,0.0,26.0,0
+2021-05-02,68,W,0,0.0,28.0,0
+2021-05-03,68,W,0,0.0,28.0,0
+2021-05-04,68,W,0,0.0,29.0,0
+2021-05-05,68,W,0,0.0,28.0,0
+2021-05-06,68,W,0,0.0,28.0,0
+2021-05-07,68,W,0,0.0,28.0,0
+2021-05-08,68,W,0,0.0,28.0,0
+2021-05-09,68,W,0,0.0,28.0,0
+2021-05-10,68,W,0,0.0,30.0,0
+2021-05-11,68,W,0,0.0,30.0,0
+2021-05-12,68,W,0,0.0,30.0,0
+2021-05-13,68,W,0,0.0,27.0,0
+2021-05-14,68,W,0,0.0,29.0,0
+2021-05-15,68,W,0,0.0,30.0,1
+2021-05-16,68,W,0,0.0,30.0,1
+2021-05-17,68,W,0,0.0,32.0,1
+2021-05-18,68,W,0,0.0,30.0,1
+2021-05-19,68,W,0,0.0,30.0,1
+2021-05-20,68,W,0,0.0,32.0,1
+2021-05-21,68,W,0,0.0,32.0,1
+2021-05-22,68,W,0,0.0,30.0,1
+2021-05-23,68,W,0,0.0,32.0,1
+2021-05-24,68,W,0,0.0,32.0,1
+2021-05-25,68,W,0,0.0,34.0,1
+2021-05-26,68,W,0,0.0,33.0,1
+2021-05-27,68,W,0,0.0,32.0,1
+2021-05-28,68,W,0,0.0,33.0,1
+2021-05-29,68,W,0,0.0,32.0,1
+2021-05-30,68,W,0,0.0,33.0,1
+2021-05-31,68,W,0,0.0,34.0,1
+2021-06-01,68,W,0,0.0,33.0,1
+2021-05-01,69,N,0,0.0,43.0,0
+2021-05-02,69,N,0,0.0,44.0,0
+2021-05-03,69,N,0,0.0,43.0,0
+2021-05-04,69,N,0,0.0,43.0,0
+2021-05-05,69,N,0,0.0,42.0,0
+2021-05-06,69,N,0,0.0,44.0,0
+2021-05-07,69,N,0,0.0,43.0,0
+2021-05-08,69,N,0,0.0,43.0,0
+2021-05-09,69,N,0,0.0,44.0,0
+2021-05-10,69,N,0,0.0,44.0,0
+2021-05-11,69,N,0,0.0,44.0,0
+2021-05-12,69,N,0,0.0,43.0,0
+2021-05-13,69,N,0,0.0,42.0,0
+2021-05-14,69,N,0,0.0,43.0,0
+2021-05-15,69,N,0,0.0,43.0,1
+2021-05-16,69,N,0,0.0,44.0,1
+2021-05-17,69,N,0,0.0,46.0,1
+2021-05-18,69,N,0,0.0,43.0,1
+2021-05-19,69,N,0,0.0,45.0,1
+2021-05-20,69,N,0,0.0,44.0,1
+2021-05-21,69,N,0,0.0,44.0,1
+2021-05-22,69,N,0,0.0,43.0,1
+2021-05-23,69,N,0,0.0,46.0,1
+2021-05-24,69,N,0,0.0,45.0,1
+2021-05-25,69,N,0,0.0,44.0,1
+2021-05-26,69,N,0,0.0,44.0,1
+2021-05-27,69,N,0,0.0,45.0,1
+2021-05-28,69,N,0,0.0,45.0,1
+2021-05-29,69,N,0,0.0,45.0,1
+2021-05-30,69,N,0,0.0,45.0,1
+2021-05-31,69,N,0,0.0,45.0,1
+2021-06-01,69,N,0,0.0,47.0,1
+2021-05-01,70,W,0,0.0,28.0,0
+2021-05-02,70,W,0,0.0,30.0,0
+2021-05-03,70,W,0,0.0,27.0,0
+2021-05-04,70,W,0,0.0,29.0,0
+2021-05-05,70,W,0,0.0,28.0,0
+2021-05-06,70,W,0,0.0,29.0,0
+2021-05-07,70,W,0,0.0,29.0,0
+2021-05-08,70,W,0,0.0,29.0,0
+2021-05-09,70,W,0,0.0,29.0,0
+2021-05-10,70,W,0,0.0,30.0,0
+2021-05-11,70,W,0,0.0,30.0,0
+2021-05-12,70,W,0,0.0,31.0,0
+2021-05-13,70,W,0,0.0,29.0,0
+2021-05-14,70,W,0,0.0,29.0,0
+2021-05-15,70,W,0,0.0,30.0,1
+2021-05-16,70,W,0,0.0,30.0,1
+2021-05-17,70,W,0,0.0,33.0,1
+2021-05-18,70,W,0,0.0,30.0,1
+2021-05-19,70,W,0,0.0,32.0,1
+2021-05-20,70,W,0,0.0,31.0,1
+2021-05-21,70,W,0,0.0,31.0,1
+2021-05-22,70,W,0,0.0,32.0,1
+2021-05-23,70,W,0,0.0,31.0,1
+2021-05-24,70,W,0,0.0,32.0,1
+2021-05-25,70,W,0,0.0,33.0,1
+2021-05-26,70,W,0,0.0,32.0,1
+2021-05-27,70,W,0,0.0,33.0,1
+2021-05-28,70,W,0,0.0,31.0,1
+2021-05-29,70,W,0,0.0,33.0,1
+2021-05-30,70,W,0,0.0,32.0,1
+2021-05-31,70,W,0,0.0,33.0,1
+2021-06-01,70,W,0,0.0,32.0,1
+2021-05-01,71,S,1,0.0,51.0,0
+2021-05-02,71,S,1,0.0,51.0,0
+2021-05-03,71,S,1,0.0,51.0,0
+2021-05-04,71,S,1,0.0,52.0,0
+2021-05-05,71,S,1,0.0,51.0,0
+2021-05-06,71,S,1,0.0,52.0,0
+2021-05-07,71,S,1,0.0,51.0,0
+2021-05-08,71,S,1,0.0,49.0,0
+2021-05-09,71,S,1,0.0,52.0,0
+2021-05-10,71,S,1,0.0,51.0,0
+2021-05-11,71,S,1,0.0,51.0,0
+2021-05-12,71,S,1,0.0,51.0,0
+2021-05-13,71,S,1,0.0,50.0,0
+2021-05-14,71,S,1,0.0,49.0,0
+2021-05-15,71,S,1,0.0,49.0,1
+2021-05-16,71,S,1,0.017818528720439986,51.0,1
+2021-05-17,71,S,1,0.03563705744087997,53.0,1
+2021-05-18,71,S,1,0.05345558616131285,51.0,1
+2021-05-19,71,S,1,0.07127411488175284,49.0,1
+2021-05-20,71,S,1,0.08909264360219282,51.0,1
+2021-05-21,71,S,1,0.08909264360219282,52.0,1
+2021-05-22,71,S,1,0.08909264360219282,51.0,1
+2021-05-23,71,S,1,0.08909264360219282,51.0,1
+2021-05-24,71,S,1,0.08909264360219282,53.0,1
+2021-05-25,71,S,1,0.08909264360219282,52.0,1
+2021-05-26,71,S,1,0.08909264360219282,53.0,1
+2021-05-27,71,S,1,0.08909264360219282,50.0,1
+2021-05-28,71,S,1,0.08909264360219282,51.0,1
+2021-05-29,71,S,1,0.08909264360219282,50.0,1
+2021-05-30,71,S,1,0.08909264360219282,51.0,1
+2021-05-31,71,S,1,0.08909264360219282,53.0,1
+2021-06-01,71,S,1,0.08909264360219282,52.0,1
+2021-05-01,72,E,1,0.0,14.0,0
+2021-05-02,72,E,1,0.0,18.0,0
+2021-05-03,72,E,1,0.0,16.0,0
+2021-05-04,72,E,1,0.0,16.0,0
+2021-05-05,72,E,1,0.0,17.0,0
+2021-05-06,72,E,1,0.0,17.0,0
+2021-05-07,72,E,1,0.0,17.0,0
+2021-05-08,72,E,1,0.0,16.0,0
+2021-05-09,72,E,1,0.0,18.0,0
+2021-05-10,72,E,1,0.0,19.0,0
+2021-05-11,72,E,1,0.0,19.0,0
+2021-05-12,72,E,1,0.0,18.0,0
+2021-05-13,72,E,1,0.0,18.0,0
+2021-05-14,72,E,1,0.0,17.0,0
+2021-05-15,72,E,1,0.0,17.0,1
+2021-05-16,72,E,1,0.4608572101776467,19.0,1
+2021-05-17,72,E,1,0.9217144203552934,21.0,1
+2021-05-18,72,E,1,1.38257163053294,23.0,1
+2021-05-19,72,E,1,1.8434288407105868,23.0,1
+2021-05-20,72,E,1,2.3042860508882335,24.0,1
+2021-05-21,72,E,1,2.3042860508882335,22.0,1
+2021-05-22,72,E,1,2.3042860508882335,23.0,1
+2021-05-23,72,E,1,2.3042860508882335,24.0,1
+2021-05-24,72,E,1,2.3042860508882335,26.0,1
+2021-05-25,72,E,1,2.3042860508882335,25.0,1
+2021-05-26,72,E,1,2.3042860508882335,26.0,1
+2021-05-27,72,E,1,2.3042860508882335,25.0,1
+2021-05-28,72,E,1,2.3042860508882335,25.0,1
+2021-05-29,72,E,1,2.3042860508882335,26.0,1
+2021-05-30,72,E,1,2.3042860508882335,27.0,1
+2021-05-31,72,E,1,2.3042860508882335,27.0,1
+2021-06-01,72,E,1,2.3042860508882335,27.0,1
+2021-05-01,73,E,1,0.0,16.0,0
+2021-05-02,73,E,1,0.0,15.0,0
+2021-05-03,73,E,1,0.0,17.0,0
+2021-05-04,73,E,1,0.0,15.0,0
+2021-05-05,73,E,1,0.0,16.0,0
+2021-05-06,73,E,1,0.0,16.0,0
+2021-05-07,73,E,1,0.0,17.0,0
+2021-05-08,73,E,1,0.0,17.0,0
+2021-05-09,73,E,1,0.0,18.0,0
+2021-05-10,73,E,1,0.0,18.0,0
+2021-05-11,73,E,1,0.0,19.0,0
+2021-05-12,73,E,1,0.0,18.0,0
+2021-05-13,73,E,1,0.0,18.0,0
+2021-05-14,73,E,1,0.0,19.0,0
+2021-05-15,73,E,1,0.0,20.0,1
+2021-05-16,73,E,1,0.08730422035024432,20.0,1
+2021-05-17,73,E,1,0.1746084407004851,20.0,1
+2021-05-18,73,E,1,0.2619126610507294,22.0,1
+2021-05-19,73,E,1,0.3492168814009702,20.0,1
+2021-05-20,73,E,1,0.4365211017512145,22.0,1
+2021-05-21,73,E,1,0.4365211017512145,21.0,1
+2021-05-22,73,E,1,0.4365211017512145,21.0,1
+2021-05-23,73,E,1,0.4365211017512145,22.0,1
+2021-05-24,73,E,1,0.4365211017512145,24.0,1
+2021-05-25,73,E,1,0.4365211017512145,23.0,1
+2021-05-26,73,E,1,0.4365211017512145,24.0,1
+2021-05-27,73,E,1,0.4365211017512145,24.0,1
+2021-05-28,73,E,1,0.4365211017512145,24.0,1
+2021-05-29,73,E,1,0.4365211017512145,26.0,1
+2021-05-30,73,E,1,0.4365211017512145,25.0,1
+2021-05-31,73,E,1,0.4365211017512145,25.0,1
+2021-06-01,73,E,1,0.4365211017512145,25.0,1
+2021-05-01,74,E,0,0.0,15.0,0
+2021-05-02,74,E,0,0.0,15.0,0
+2021-05-03,74,E,0,0.0,14.0,0
+2021-05-04,74,E,0,0.0,16.0,0
+2021-05-05,74,E,0,0.0,15.0,0
+2021-05-06,74,E,0,0.0,17.0,0
+2021-05-07,74,E,0,0.0,18.0,0
+2021-05-08,74,E,0,0.0,17.0,0
+2021-05-09,74,E,0,0.0,18.0,0
+2021-05-10,74,E,0,0.0,19.0,0
+2021-05-11,74,E,0,0.0,18.0,0
+2021-05-12,74,E,0,0.0,17.0,0
+2021-05-13,74,E,0,0.0,18.0,0
+2021-05-14,74,E,0,0.0,19.0,0
+2021-05-15,74,E,0,0.0,19.0,1
+2021-05-16,74,E,0,0.0,19.0,1
+2021-05-17,74,E,0,0.0,21.0,1
+2021-05-18,74,E,0,0.0,21.0,1
+2021-05-19,74,E,0,0.0,20.0,1
+2021-05-20,74,E,0,0.0,21.0,1
+2021-05-21,74,E,0,0.0,20.0,1
+2021-05-22,74,E,0,0.0,21.0,1
+2021-05-23,74,E,0,0.0,21.0,1
+2021-05-24,74,E,0,0.0,23.0,1
+2021-05-25,74,E,0,0.0,23.0,1
+2021-05-26,74,E,0,0.0,22.0,1
+2021-05-27,74,E,0,0.0,22.0,1
+2021-05-28,74,E,0,0.0,22.0,1
+2021-05-29,74,E,0,0.0,23.0,1
+2021-05-30,74,E,0,0.0,23.0,1
+2021-05-31,74,E,0,0.0,24.0,1
+2021-06-01,74,E,0,0.0,25.0,1
+2021-05-01,75,N,0,0.0,42.0,0
+2021-05-02,75,N,0,0.0,44.0,0
+2021-05-03,75,N,0,0.0,42.0,0
+2021-05-04,75,N,0,0.0,42.0,0
+2021-05-05,75,N,0,0.0,43.0,0
+2021-05-06,75,N,0,0.0,43.0,0
+2021-05-07,75,N,0,0.0,43.0,0
+2021-05-08,75,N,0,0.0,41.0,0
+2021-05-09,75,N,0,0.0,43.0,0
+2021-05-10,75,N,0,0.0,44.0,0
+2021-05-11,75,N,0,0.0,43.0,0
+2021-05-12,75,N,0,0.0,42.0,0
+2021-05-13,75,N,0,0.0,42.0,0
+2021-05-14,75,N,0,0.0,41.0,0
+2021-05-15,75,N,0,0.0,43.0,1
+2021-05-16,75,N,0,0.0,43.0,1
+2021-05-17,75,N,0,0.0,45.0,1
+2021-05-18,75,N,0,0.0,44.0,1
+2021-05-19,75,N,0,0.0,43.0,1
+2021-05-20,75,N,0,0.0,45.0,1
+2021-05-21,75,N,0,0.0,44.0,1
+2021-05-22,75,N,0,0.0,44.0,1
+2021-05-23,75,N,0,0.0,43.0,1
+2021-05-24,75,N,0,0.0,44.0,1
+2021-05-25,75,N,0,0.0,44.0,1
+2021-05-26,75,N,0,0.0,45.0,1
+2021-05-27,75,N,0,0.0,43.0,1
+2021-05-28,75,N,0,0.0,45.0,1
+2021-05-29,75,N,0,0.0,45.0,1
+2021-05-30,75,N,0,0.0,45.0,1
+2021-05-31,75,N,0,0.0,46.0,1
+2021-06-01,75,N,0,0.0,46.0,1
+2021-05-01,76,S,0,0.0,52.0,0
+2021-05-02,76,S,0,0.0,52.0,0
+2021-05-03,76,S,0,0.0,53.0,0
+2021-05-04,76,S,0,0.0,53.0,0
+2021-05-05,76,S,0,0.0,52.0,0
+2021-05-06,76,S,0,0.0,54.0,0
+2021-05-07,76,S,0,0.0,54.0,0
+2021-05-08,76,S,0,0.0,53.0,0
+2021-05-09,76,S,0,0.0,52.0,0
+2021-05-10,76,S,0,0.0,54.0,0
+2021-05-11,76,S,0,0.0,52.0,0
+2021-05-12,76,S,0,0.0,53.0,0
+2021-05-13,76,S,0,0.0,50.0,0
+2021-05-14,76,S,0,0.0,52.0,0
+2021-05-15,76,S,0,0.0,53.0,1
+2021-05-16,76,S,0,0.0,52.0,1
+2021-05-17,76,S,0,0.0,54.0,1
+2021-05-18,76,S,0,0.0,52.0,1
+2021-05-19,76,S,0,0.0,53.0,1
+2021-05-20,76,S,0,0.0,54.0,1
+2021-05-21,76,S,0,0.0,53.0,1
+2021-05-22,76,S,0,0.0,54.0,1
+2021-05-23,76,S,0,0.0,53.0,1
+2021-05-24,76,S,0,0.0,54.0,1
+2021-05-25,76,S,0,0.0,54.0,1
+2021-05-26,76,S,0,0.0,53.0,1
+2021-05-27,76,S,0,0.0,54.0,1
+2021-05-28,76,S,0,0.0,52.0,1
+2021-05-29,76,S,0,0.0,52.0,1
+2021-05-30,76,S,0,0.0,53.0,1
+2021-05-31,76,S,0,0.0,54.0,1
+2021-06-01,76,S,0,0.0,53.0,1
+2021-05-01,77,W,0,0.0,27.0,0
+2021-05-02,77,W,0,0.0,27.0,0
+2021-05-03,77,W,0,0.0,29.0,0
+2021-05-04,77,W,0,0.0,29.0,0
+2021-05-05,77,W,0,0.0,29.0,0
+2021-05-06,77,W,0,0.0,30.0,0
+2021-05-07,77,W,0,0.0,29.0,0
+2021-05-08,77,W,0,0.0,29.0,0
+2021-05-09,77,W,0,0.0,31.0,0
+2021-05-10,77,W,0,0.0,31.0,0
+2021-05-11,77,W,0,0.0,31.0,0
+2021-05-12,77,W,0,0.0,31.0,0
+2021-05-13,77,W,0,0.0,31.0,0
+2021-05-14,77,W,0,0.0,30.0,0
+2021-05-15,77,W,0,0.0,31.0,1
+2021-05-16,77,W,0,0.0,31.0,1
+2021-05-17,77,W,0,0.0,33.0,1
+2021-05-18,77,W,0,0.0,31.0,1
+2021-05-19,77,W,0,0.0,30.0,1
+2021-05-20,77,W,0,0.0,32.0,1
+2021-05-21,77,W,0,0.0,33.0,1
+2021-05-22,77,W,0,0.0,32.0,1
+2021-05-23,77,W,0,0.0,34.0,1
+2021-05-24,77,W,0,0.0,33.0,1
+2021-05-25,77,W,0,0.0,33.0,1
+2021-05-26,77,W,0,0.0,33.0,1
+2021-05-27,77,W,0,0.0,33.0,1
+2021-05-28,77,W,0,0.0,35.0,1
+2021-05-29,77,W,0,0.0,34.0,1
+2021-05-30,77,W,0,0.0,34.0,1
+2021-05-31,77,W,0,0.0,37.0,1
+2021-06-01,77,W,0,0.0,34.0,1
+2021-05-01,78,S,0,0.0,51.0,0
+2021-05-02,78,S,0,0.0,52.0,0
+2021-05-03,78,S,0,0.0,54.0,0
+2021-05-04,78,S,0,0.0,52.0,0
+2021-05-05,78,S,0,0.0,52.0,0
+2021-05-06,78,S,0,0.0,53.0,0
+2021-05-07,78,S,0,0.0,51.0,0
+2021-05-08,78,S,0,0.0,52.0,0
+2021-05-09,78,S,0,0.0,53.0,0
+2021-05-10,78,S,0,0.0,53.0,0
+2021-05-11,78,S,0,0.0,52.0,0
+2021-05-12,78,S,0,0.0,52.0,0
+2021-05-13,78,S,0,0.0,53.0,0
+2021-05-14,78,S,0,0.0,51.0,0
+2021-05-15,78,S,0,0.0,51.0,1
+2021-05-16,78,S,0,0.0,52.0,1
+2021-05-17,78,S,0,0.0,53.0,1
+2021-05-18,78,S,0,0.0,54.0,1
+2021-05-19,78,S,0,0.0,52.0,1
+2021-05-20,78,S,0,0.0,52.0,1
+2021-05-21,78,S,0,0.0,52.0,1
+2021-05-22,78,S,0,0.0,51.0,1
+2021-05-23,78,S,0,0.0,52.0,1
+2021-05-24,78,S,0,0.0,52.0,1
+2021-05-25,78,S,0,0.0,53.0,1
+2021-05-26,78,S,0,0.0,52.0,1
+2021-05-27,78,S,0,0.0,51.0,1
+2021-05-28,78,S,0,0.0,51.0,1
+2021-05-29,78,S,0,0.0,51.0,1
+2021-05-30,78,S,0,0.0,51.0,1
+2021-05-31,78,S,0,0.0,53.0,1
+2021-06-01,78,S,0,0.0,53.0,1
+2021-05-01,79,W,0,0.0,26.0,0
+2021-05-02,79,W,0,0.0,27.0,0
+2021-05-03,79,W,0,0.0,27.0,0
+2021-05-04,79,W,0,0.0,25.0,0
+2021-05-05,79,W,0,0.0,27.0,0
+2021-05-06,79,W,0,0.0,28.0,0
+2021-05-07,79,W,0,0.0,26.0,0
+2021-05-08,79,W,0,0.0,26.0,0
+2021-05-09,79,W,0,0.0,27.0,0
+2021-05-10,79,W,0,0.0,28.0,0
+2021-05-11,79,W,0,0.0,26.0,0
+2021-05-12,79,W,0,0.0,28.0,0
+2021-05-13,79,W,0,0.0,27.0,0
+2021-05-14,79,W,0,0.0,27.0,0
+2021-05-15,79,W,0,0.0,27.0,1
+2021-05-16,79,W,0,0.0,26.0,1
+2021-05-17,79,W,0,0.0,29.0,1
+2021-05-18,79,W,0,0.0,30.0,1
+2021-05-19,79,W,0,0.0,28.0,1
+2021-05-20,79,W,0,0.0,30.0,1
+2021-05-21,79,W,0,0.0,29.0,1
+2021-05-22,79,W,0,0.0,29.0,1
+2021-05-23,79,W,0,0.0,29.0,1
+2021-05-24,79,W,0,0.0,29.0,1
+2021-05-25,79,W,0,0.0,31.0,1
+2021-05-26,79,W,0,0.0,30.0,1
+2021-05-27,79,W,0,0.0,30.0,1
+2021-05-28,79,W,0,0.0,30.0,1
+2021-05-29,79,W,0,0.0,31.0,1
+2021-05-30,79,W,0,0.0,30.0,1
+2021-05-31,79,W,0,0.0,32.0,1
+2021-06-01,79,W,0,0.0,32.0,1
+2021-05-01,80,N,0,0.0,47.0,0
+2021-05-02,80,N,0,0.0,46.0,0
+2021-05-03,80,N,0,0.0,46.0,0
+2021-05-04,80,N,0,0.0,47.0,0
+2021-05-05,80,N,0,0.0,45.0,0
+2021-05-06,80,N,0,0.0,46.0,0
+2021-05-07,80,N,0,0.0,47.0,0
+2021-05-08,80,N,0,0.0,45.0,0
+2021-05-09,80,N,0,0.0,47.0,0
+2021-05-10,80,N,0,0.0,48.0,0
+2021-05-11,80,N,0,0.0,47.0,0
+2021-05-12,80,N,0,0.0,47.0,0
+2021-05-13,80,N,0,0.0,46.0,0
+2021-05-14,80,N,0,0.0,46.0,0
+2021-05-15,80,N,0,0.0,47.0,1
+2021-05-16,80,N,0,0.0,47.0,1
+2021-05-17,80,N,0,0.0,48.0,1
+2021-05-18,80,N,0,0.0,47.0,1
+2021-05-19,80,N,0,0.0,48.0,1
+2021-05-20,80,N,0,0.0,49.0,1
+2021-05-21,80,N,0,0.0,48.0,1
+2021-05-22,80,N,0,0.0,47.0,1
+2021-05-23,80,N,0,0.0,50.0,1
+2021-05-24,80,N,0,0.0,50.0,1
+2021-05-25,80,N,0,0.0,48.0,1
+2021-05-26,80,N,0,0.0,49.0,1
+2021-05-27,80,N,0,0.0,48.0,1
+2021-05-28,80,N,0,0.0,50.0,1
+2021-05-29,80,N,0,0.0,49.0,1
+2021-05-30,80,N,0,0.0,48.0,1
+2021-05-31,80,N,0,0.0,49.0,1
+2021-06-01,80,N,0,0.0,49.0,1
+2021-05-01,81,E,1,0.0,18.0,0
+2021-05-02,81,E,1,0.0,19.0,0
+2021-05-03,81,E,1,0.0,19.0,0
+2021-05-04,81,E,1,0.0,18.0,0
+2021-05-05,81,E,1,0.0,18.0,0
+2021-05-06,81,E,1,0.0,20.0,0
+2021-05-07,81,E,1,0.0,20.0,0
+2021-05-08,81,E,1,0.0,21.0,0
+2021-05-09,81,E,1,0.0,19.0,0
+2021-05-10,81,E,1,0.0,21.0,0
+2021-05-11,81,E,1,0.0,22.0,0
+2021-05-12,81,E,1,0.0,21.0,0
+2021-05-13,81,E,1,0.0,20.0,0
+2021-05-14,81,E,1,0.0,21.0,0
+2021-05-15,81,E,1,0.0,22.0,1
+2021-05-16,81,E,1,0.13954903838466137,21.0,1
+2021-05-17,81,E,1,0.27909807676932274,24.0,1
+2021-05-18,81,E,1,0.41864711515398767,23.0,1
+2021-05-19,81,E,1,0.558196153538649,24.0,1
+2021-05-20,81,E,1,0.6977451919233104,25.0,1
+2021-05-21,81,E,1,0.6977451919233104,24.0,1
+2021-05-22,81,E,1,0.6977451919233104,24.0,1
+2021-05-23,81,E,1,0.6977451919233104,24.0,1
+2021-05-24,81,E,1,0.6977451919233104,25.0,1
+2021-05-25,81,E,1,0.6977451919233104,25.0,1
+2021-05-26,81,E,1,0.6977451919233104,25.0,1
+2021-05-27,81,E,1,0.6977451919233104,26.0,1
+2021-05-28,81,E,1,0.6977451919233104,27.0,1
+2021-05-29,81,E,1,0.6977451919233104,26.0,1
+2021-05-30,81,E,1,0.6977451919233104,27.0,1
+2021-05-31,81,E,1,0.6977451919233104,28.0,1
+2021-06-01,81,E,1,0.6977451919233104,28.0,1
+2021-05-01,82,W,0,0.0,24.0,0
+2021-05-02,82,W,0,0.0,25.0,0
+2021-05-03,82,W,0,0.0,27.0,0
+2021-05-04,82,W,0,0.0,25.0,0
+2021-05-05,82,W,0,0.0,25.0,0
+2021-05-06,82,W,0,0.0,26.0,0
+2021-05-07,82,W,0,0.0,28.0,0
+2021-05-08,82,W,0,0.0,27.0,0
+2021-05-09,82,W,0,0.0,28.0,0
+2021-05-10,82,W,0,0.0,28.0,0
+2021-05-11,82,W,0,0.0,28.0,0
+2021-05-12,82,W,0,0.0,27.0,0
+2021-05-13,82,W,0,0.0,27.0,0
+2021-05-14,82,W,0,0.0,27.0,0
+2021-05-15,82,W,0,0.0,28.0,1
+2021-05-16,82,W,0,0.0,28.0,1
+2021-05-17,82,W,0,0.0,30.0,1
+2021-05-18,82,W,0,0.0,29.0,1
+2021-05-19,82,W,0,0.0,28.0,1
+2021-05-20,82,W,0,0.0,30.0,1
+2021-05-21,82,W,0,0.0,29.0,1
+2021-05-22,82,W,0,0.0,29.0,1
+2021-05-23,82,W,0,0.0,31.0,1
+2021-05-24,82,W,0,0.0,31.0,1
+2021-05-25,82,W,0,0.0,31.0,1
+2021-05-26,82,W,0,0.0,31.0,1
+2021-05-27,82,W,0,0.0,30.0,1
+2021-05-28,82,W,0,0.0,31.0,1
+2021-05-29,82,W,0,0.0,31.0,1
+2021-05-30,82,W,0,0.0,31.0,1
+2021-05-31,82,W,0,0.0,32.0,1
+2021-06-01,82,W,0,0.0,32.0,1
+2021-05-01,83,S,0,0.0,53.0,0
+2021-05-02,83,S,0,0.0,55.0,0
+2021-05-03,83,S,0,0.0,55.0,0
+2021-05-04,83,S,0,0.0,53.0,0
+2021-05-05,83,S,0,0.0,53.0,0
+2021-05-06,83,S,0,0.0,54.0,0
+2021-05-07,83,S,0,0.0,53.0,0
+2021-05-08,83,S,0,0.0,53.0,0
+2021-05-09,83,S,0,0.0,54.0,0
+2021-05-10,83,S,0,0.0,54.0,0
+2021-05-11,83,S,0,0.0,55.0,0
+2021-05-12,83,S,0,0.0,52.0,0
+2021-05-13,83,S,0,0.0,53.0,0
+2021-05-14,83,S,0,0.0,54.0,0
+2021-05-15,83,S,0,0.0,52.0,1
+2021-05-16,83,S,0,0.0,53.0,1
+2021-05-17,83,S,0,0.0,55.0,1
+2021-05-18,83,S,0,0.0,53.0,1
+2021-05-19,83,S,0,0.0,55.0,1
+2021-05-20,83,S,0,0.0,53.0,1
+2021-05-21,83,S,0,0.0,54.0,1
+2021-05-22,83,S,0,0.0,54.0,1
+2021-05-23,83,S,0,0.0,54.0,1
+2021-05-24,83,S,0,0.0,54.0,1
+2021-05-25,83,S,0,0.0,53.0,1
+2021-05-26,83,S,0,0.0,53.0,1
+2021-05-27,83,S,0,0.0,54.0,1
+2021-05-28,83,S,0,0.0,53.0,1
+2021-05-29,83,S,0,0.0,52.0,1
+2021-05-30,83,S,0,0.0,53.0,1
+2021-05-31,83,S,0,0.0,54.0,1
+2021-06-01,83,S,0,0.0,54.0,1
+2021-05-01,84,W,0,0.0,25.0,0
+2021-05-02,84,W,0,0.0,27.0,0
+2021-05-03,84,W,0,0.0,27.0,0
+2021-05-04,84,W,0,0.0,26.0,0
+2021-05-05,84,W,0,0.0,27.0,0
+2021-05-06,84,W,0,0.0,28.0,0
+2021-05-07,84,W,0,0.0,28.0,0
+2021-05-08,84,W,0,0.0,26.0,0
+2021-05-09,84,W,0,0.0,27.0,0
+2021-05-10,84,W,0,0.0,29.0,0
+2021-05-11,84,W,0,0.0,26.0,0
+2021-05-12,84,W,0,0.0,27.0,0
+2021-05-13,84,W,0,0.0,27.0,0
+2021-05-14,84,W,0,0.0,27.0,0
+2021-05-15,84,W,0,0.0,27.0,1
+2021-05-16,84,W,0,0.0,26.0,1
+2021-05-17,84,W,0,0.0,29.0,1
+2021-05-18,84,W,0,0.0,29.0,1
+2021-05-19,84,W,0,0.0,29.0,1
+2021-05-20,84,W,0,0.0,28.0,1
+2021-05-21,84,W,0,0.0,30.0,1
+2021-05-22,84,W,0,0.0,29.0,1
+2021-05-23,84,W,0,0.0,30.0,1
+2021-05-24,84,W,0,0.0,31.0,1
+2021-05-25,84,W,0,0.0,30.0,1
+2021-05-26,84,W,0,0.0,30.0,1
+2021-05-27,84,W,0,0.0,29.0,1
+2021-05-28,84,W,0,0.0,31.0,1
+2021-05-29,84,W,0,0.0,31.0,1
+2021-05-30,84,W,0,0.0,32.0,1
+2021-05-31,84,W,0,0.0,32.0,1
+2021-06-01,84,W,0,0.0,33.0,1
+2021-05-01,85,W,0,0.0,22.0,0
+2021-05-02,85,W,0,0.0,25.0,0
+2021-05-03,85,W,0,0.0,25.0,0
+2021-05-04,85,W,0,0.0,24.0,0
+2021-05-05,85,W,0,0.0,25.0,0
+2021-05-06,85,W,0,0.0,24.0,0
+2021-05-07,85,W,0,0.0,25.0,0
+2021-05-08,85,W,0,0.0,25.0,0
+2021-05-09,85,W,0,0.0,27.0,0
+2021-05-10,85,W,0,0.0,26.0,0
+2021-05-11,85,W,0,0.0,26.0,0
+2021-05-12,85,W,0,0.0,26.0,0
+2021-05-13,85,W,0,0.0,26.0,0
+2021-05-14,85,W,0,0.0,25.0,0
+2021-05-15,85,W,0,0.0,26.0,1
+2021-05-16,85,W,0,0.0,26.0,1
+2021-05-17,85,W,0,0.0,27.0,1
+2021-05-18,85,W,0,0.0,28.0,1
+2021-05-19,85,W,0,0.0,27.0,1
+2021-05-20,85,W,0,0.0,28.0,1
+2021-05-21,85,W,0,0.0,28.0,1
+2021-05-22,85,W,0,0.0,28.0,1
+2021-05-23,85,W,0,0.0,29.0,1
+2021-05-24,85,W,0,0.0,29.0,1
+2021-05-25,85,W,0,0.0,30.0,1
+2021-05-26,85,W,0,0.0,29.0,1
+2021-05-27,85,W,0,0.0,28.0,1
+2021-05-28,85,W,0,0.0,29.0,1
+2021-05-29,85,W,0,0.0,30.0,1
+2021-05-30,85,W,0,0.0,28.0,1
+2021-05-31,85,W,0,0.0,31.0,1
+2021-06-01,85,W,0,0.0,31.0,1
+2021-05-01,86,E,0,0.0,18.0,0
+2021-05-02,86,E,0,0.0,19.0,0
+2021-05-03,86,E,0,0.0,19.0,0
+2021-05-04,86,E,0,0.0,18.0,0
+2021-05-05,86,E,0,0.0,18.0,0
+2021-05-06,86,E,0,0.0,20.0,0
+2021-05-07,86,E,0,0.0,18.0,0
+2021-05-08,86,E,0,0.0,19.0,0
+2021-05-09,86,E,0,0.0,20.0,0
+2021-05-10,86,E,0,0.0,20.0,0
+2021-05-11,86,E,0,0.0,21.0,0
+2021-05-12,86,E,0,0.0,21.0,0
+2021-05-13,86,E,0,0.0,23.0,0
+2021-05-14,86,E,0,0.0,21.0,0
+2021-05-15,86,E,0,0.0,21.0,1
+2021-05-16,86,E,0,0.0,22.0,1
+2021-05-17,86,E,0,0.0,24.0,1
+2021-05-18,86,E,0,0.0,23.0,1
+2021-05-19,86,E,0,0.0,24.0,1
+2021-05-20,86,E,0,0.0,25.0,1
+2021-05-21,86,E,0,0.0,24.0,1
+2021-05-22,86,E,0,0.0,24.0,1
+2021-05-23,86,E,0,0.0,24.0,1
+2021-05-24,86,E,0,0.0,25.0,1
+2021-05-25,86,E,0,0.0,24.0,1
+2021-05-26,86,E,0,0.0,25.0,1
+2021-05-27,86,E,0,0.0,25.0,1
+2021-05-28,86,E,0,0.0,26.0,1
+2021-05-29,86,E,0,0.0,27.0,1
+2021-05-30,86,E,0,0.0,26.0,1
+2021-05-31,86,E,0,0.0,27.0,1
+2021-06-01,86,E,0,0.0,27.0,1
+2021-05-01,87,S,0,0.0,50.0,0
+2021-05-02,87,S,0,0.0,51.0,0
+2021-05-03,87,S,0,0.0,51.0,0
+2021-05-04,87,S,0,0.0,51.0,0
+2021-05-05,87,S,0,0.0,50.0,0
+2021-05-06,87,S,0,0.0,51.0,0
+2021-05-07,87,S,0,0.0,49.0,0
+2021-05-08,87,S,0,0.0,50.0,0
+2021-05-09,87,S,0,0.0,51.0,0
+2021-05-10,87,S,0,0.0,51.0,0
+2021-05-11,87,S,0,0.0,51.0,0
+2021-05-12,87,S,0,0.0,51.0,0
+2021-05-13,87,S,0,0.0,49.0,0
+2021-05-14,87,S,0,0.0,49.0,0
+2021-05-15,87,S,0,0.0,50.0,1
+2021-05-16,87,S,0,0.0,51.0,1
+2021-05-17,87,S,0,0.0,52.0,1
+2021-05-18,87,S,0,0.0,51.0,1
+2021-05-19,87,S,0,0.0,51.0,1
+2021-05-20,87,S,0,0.0,52.0,1
+2021-05-21,87,S,0,0.0,51.0,1
+2021-05-22,87,S,0,0.0,50.0,1
+2021-05-23,87,S,0,0.0,49.0,1
+2021-05-24,87,S,0,0.0,52.0,1
+2021-05-25,87,S,0,0.0,51.0,1
+2021-05-26,87,S,0,0.0,50.0,1
+2021-05-27,87,S,0,0.0,49.0,1
+2021-05-28,87,S,0,0.0,49.0,1
+2021-05-29,87,S,0,0.0,50.0,1
+2021-05-30,87,S,0,0.0,49.0,1
+2021-05-31,87,S,0,0.0,52.0,1
+2021-06-01,87,S,0,0.0,52.0,1
+2021-05-01,88,E,0,0.0,15.0,0
+2021-05-02,88,E,0,0.0,18.0,0
+2021-05-03,88,E,0,0.0,16.0,0
+2021-05-04,88,E,0,0.0,17.0,0
+2021-05-05,88,E,0,0.0,18.0,0
+2021-05-06,88,E,0,0.0,18.0,0
+2021-05-07,88,E,0,0.0,17.0,0
+2021-05-08,88,E,0,0.0,18.0,0
+2021-05-09,88,E,0,0.0,19.0,0
+2021-05-10,88,E,0,0.0,21.0,0
+2021-05-11,88,E,0,0.0,20.0,0
+2021-05-12,88,E,0,0.0,18.0,0
+2021-05-13,88,E,0,0.0,20.0,0
+2021-05-14,88,E,0,0.0,20.0,0
+2021-05-15,88,E,0,0.0,19.0,1
+2021-05-16,88,E,0,0.0,20.0,1
+2021-05-17,88,E,0,0.0,23.0,1
+2021-05-18,88,E,0,0.0,21.0,1
+2021-05-19,88,E,0,0.0,21.0,1
+2021-05-20,88,E,0,0.0,23.0,1
+2021-05-21,88,E,0,0.0,21.0,1
+2021-05-22,88,E,0,0.0,23.0,1
+2021-05-23,88,E,0,0.0,23.0,1
+2021-05-24,88,E,0,0.0,24.0,1
+2021-05-25,88,E,0,0.0,23.0,1
+2021-05-26,88,E,0,0.0,24.0,1
+2021-05-27,88,E,0,0.0,24.0,1
+2021-05-28,88,E,0,0.0,23.0,1
+2021-05-29,88,E,0,0.0,25.0,1
+2021-05-30,88,E,0,0.0,25.0,1
+2021-05-31,88,E,0,0.0,27.0,1
+2021-06-01,88,E,0,0.0,26.0,1
+2021-05-01,89,E,1,0.0,14.0,0
+2021-05-02,89,E,1,0.0,13.0,0
+2021-05-03,89,E,1,0.0,15.0,0
+2021-05-04,89,E,1,0.0,15.0,0
+2021-05-05,89,E,1,0.0,15.0,0
+2021-05-06,89,E,1,0.0,16.0,0
+2021-05-07,89,E,1,0.0,17.0,0
+2021-05-08,89,E,1,0.0,15.0,0
+2021-05-09,89,E,1,0.0,15.0,0
+2021-05-10,89,E,1,0.0,18.0,0
+2021-05-11,89,E,1,0.0,17.0,0
+2021-05-12,89,E,1,0.0,18.0,0
+2021-05-13,89,E,1,0.0,17.0,0
+2021-05-14,89,E,1,0.0,17.0,0
+2021-05-15,89,E,1,0.0,18.0,1
+2021-05-16,89,E,1,0.33170405980651907,17.0,1
+2021-05-17,89,E,1,0.6634081196130381,21.0,1
+2021-05-18,89,E,1,0.9951121794195572,19.0,1
+2021-05-19,89,E,1,1.3268162392260763,20.0,1
+2021-05-20,89,E,1,1.6585202990325953,21.0,1
+2021-05-21,89,E,1,1.6585202990325953,21.0,1
+2021-05-22,89,E,1,1.6585202990325953,21.0,1
+2021-05-23,89,E,1,1.6585202990325953,23.0,1
+2021-05-24,89,E,1,1.6585202990325953,23.0,1
+2021-05-25,89,E,1,1.6585202990325953,23.0,1
+2021-05-26,89,E,1,1.6585202990325953,23.0,1
+2021-05-27,89,E,1,1.6585202990325953,23.0,1
+2021-05-28,89,E,1,1.6585202990325953,24.0,1
+2021-05-29,89,E,1,1.6585202990325953,25.0,1
+2021-05-30,89,E,1,1.6585202990325953,23.0,1
+2021-05-31,89,E,1,1.6585202990325953,26.0,1
+2021-06-01,89,E,1,1.6585202990325953,25.0,1
+2021-05-01,90,W,0,0.0,26.0,0
+2021-05-02,90,W,0,0.0,25.0,0
+2021-05-03,90,W,0,0.0,26.0,0
+2021-05-04,90,W,0,0.0,26.0,0
+2021-05-05,90,W,0,0.0,27.0,0
+2021-05-06,90,W,0,0.0,26.0,0
+2021-05-07,90,W,0,0.0,27.0,0
+2021-05-08,90,W,0,0.0,25.0,0
+2021-05-09,90,W,0,0.0,27.0,0
+2021-05-10,90,W,0,0.0,28.0,0
+2021-05-11,90,W,0,0.0,29.0,0
+2021-05-12,90,W,0,0.0,28.0,0
+2021-05-13,90,W,0,0.0,27.0,0
+2021-05-14,90,W,0,0.0,26.0,0
+2021-05-15,90,W,0,0.0,27.0,1
+2021-05-16,90,W,0,0.0,27.0,1
+2021-05-17,90,W,0,0.0,29.0,1
+2021-05-18,90,W,0,0.0,29.0,1
+2021-05-19,90,W,0,0.0,27.0,1
+2021-05-20,90,W,0,0.0,29.0,1
+2021-05-21,90,W,0,0.0,29.0,1
+2021-05-22,90,W,0,0.0,28.0,1
+2021-05-23,90,W,0,0.0,29.0,1
+2021-05-24,90,W,0,0.0,29.0,1
+2021-05-25,90,W,0,0.0,30.0,1
+2021-05-26,90,W,0,0.0,30.0,1
+2021-05-27,90,W,0,0.0,29.0,1
+2021-05-28,90,W,0,0.0,30.0,1
+2021-05-29,90,W,0,0.0,30.0,1
+2021-05-30,90,W,0,0.0,31.0,1
+2021-05-31,90,W,0,0.0,32.0,1
+2021-06-01,90,W,0,0.0,32.0,1
+2021-05-01,91,E,0,0.0,19.0,0
+2021-05-02,91,E,0,0.0,19.0,0
+2021-05-03,91,E,0,0.0,20.0,0
+2021-05-04,91,E,0,0.0,20.0,0
+2021-05-05,91,E,0,0.0,19.0,0
+2021-05-06,91,E,0,0.0,20.0,0
+2021-05-07,91,E,0,0.0,20.0,0
+2021-05-08,91,E,0,0.0,19.0,0
+2021-05-09,91,E,0,0.0,19.0,0
+2021-05-10,91,E,0,0.0,21.0,0
+2021-05-11,91,E,0,0.0,21.0,0
+2021-05-12,91,E,0,0.0,21.0,0
+2021-05-13,91,E,0,0.0,20.0,0
+2021-05-14,91,E,0,0.0,20.0,0
+2021-05-15,91,E,0,0.0,23.0,1
+2021-05-16,91,E,0,0.0,21.0,1
+2021-05-17,91,E,0,0.0,23.0,1
+2021-05-18,91,E,0,0.0,24.0,1
+2021-05-19,91,E,0,0.0,23.0,1
+2021-05-20,91,E,0,0.0,23.0,1
+2021-05-21,91,E,0,0.0,24.0,1
+2021-05-22,91,E,0,0.0,24.0,1
+2021-05-23,91,E,0,0.0,25.0,1
+2021-05-24,91,E,0,0.0,25.0,1
+2021-05-25,91,E,0,0.0,26.0,1
+2021-05-26,91,E,0,0.0,27.0,1
+2021-05-27,91,E,0,0.0,26.0,1
+2021-05-28,91,E,0,0.0,28.0,1
+2021-05-29,91,E,0,0.0,25.0,1
+2021-05-30,91,E,0,0.0,27.0,1
+2021-05-31,91,E,0,0.0,28.0,1
+2021-06-01,91,E,0,0.0,28.0,1
+2021-05-01,92,N,1,0.0,41.0,0
+2021-05-02,92,N,1,0.0,41.0,0
+2021-05-03,92,N,1,0.0,41.0,0
+2021-05-04,92,N,1,0.0,41.0,0
+2021-05-05,92,N,1,0.0,41.0,0
+2021-05-06,92,N,1,0.0,42.0,0
+2021-05-07,92,N,1,0.0,41.0,0
+2021-05-08,92,N,1,0.0,41.0,0
+2021-05-09,92,N,1,0.0,42.0,0
+2021-05-10,92,N,1,0.0,43.0,0
+2021-05-11,92,N,1,0.0,42.0,0
+2021-05-12,92,N,1,0.0,40.0,0
+2021-05-13,92,N,1,0.0,42.0,0
+2021-05-14,92,N,1,0.0,40.0,0
+2021-05-15,92,N,1,0.0,42.0,1
+2021-05-16,92,N,1,0.09408238376619238,41.0,1
+2021-05-17,92,N,1,0.18816476753238476,43.0,1
+2021-05-18,92,N,1,0.28224715129858424,43.0,1
+2021-05-19,92,N,1,0.3763295350647766,43.0,1
+2021-05-20,92,N,1,0.470411918830969,44.0,1
+2021-05-21,92,N,1,0.470411918830969,42.0,1
+2021-05-22,92,N,1,0.470411918830969,43.0,1
+2021-05-23,92,N,1,0.470411918830969,44.0,1
+2021-05-24,92,N,1,0.470411918830969,45.0,1
+2021-05-25,92,N,1,0.470411918830969,44.0,1
+2021-05-26,92,N,1,0.470411918830969,43.0,1
+2021-05-27,92,N,1,0.470411918830969,44.0,1
+2021-05-28,92,N,1,0.470411918830969,44.0,1
+2021-05-29,92,N,1,0.470411918830969,44.0,1
+2021-05-30,92,N,1,0.470411918830969,43.0,1
+2021-05-31,92,N,1,0.470411918830969,44.0,1
+2021-06-01,92,N,1,0.470411918830969,44.0,1
+2021-05-01,93,E,0,0.0,12.0,0
+2021-05-02,93,E,0,0.0,12.0,0
+2021-05-03,93,E,0,0.0,12.0,0
+2021-05-04,93,E,0,0.0,11.0,0
+2021-05-05,93,E,0,0.0,11.0,0
+2021-05-06,93,E,0,0.0,14.0,0
+2021-05-07,93,E,0,0.0,13.0,0
+2021-05-08,93,E,0,0.0,12.0,0
+2021-05-09,93,E,0,0.0,14.0,0
+2021-05-10,93,E,0,0.0,15.0,0
+2021-05-11,93,E,0,0.0,14.0,0
+2021-05-12,93,E,0,0.0,15.0,0
+2021-05-13,93,E,0,0.0,13.0,0
+2021-05-14,93,E,0,0.0,14.0,0
+2021-05-15,93,E,0,0.0,15.0,1
+2021-05-16,93,E,0,0.0,14.0,1
+2021-05-17,93,E,0,0.0,16.0,1
+2021-05-18,93,E,0,0.0,18.0,1
+2021-05-19,93,E,0,0.0,15.0,1
+2021-05-20,93,E,0,0.0,18.0,1
+2021-05-21,93,E,0,0.0,17.0,1
+2021-05-22,93,E,0,0.0,17.0,1
+2021-05-23,93,E,0,0.0,19.0,1
+2021-05-24,93,E,0,0.0,19.0,1
+2021-05-25,93,E,0,0.0,20.0,1
+2021-05-26,93,E,0,0.0,20.0,1
+2021-05-27,93,E,0,0.0,20.0,1
+2021-05-28,93,E,0,0.0,19.0,1
+2021-05-29,93,E,0,0.0,19.0,1
+2021-05-30,93,E,0,0.0,20.0,1
+2021-05-31,93,E,0,0.0,21.0,1
+2021-06-01,93,E,0,0.0,21.0,1
+2021-05-01,94,W,0,0.0,23.0,0
+2021-05-02,94,W,0,0.0,24.0,0
+2021-05-03,94,W,0,0.0,26.0,0
+2021-05-04,94,W,0,0.0,23.0,0
+2021-05-05,94,W,0,0.0,23.0,0
+2021-05-06,94,W,0,0.0,24.0,0
+2021-05-07,94,W,0,0.0,25.0,0
+2021-05-08,94,W,0,0.0,25.0,0
+2021-05-09,94,W,0,0.0,24.0,0
+2021-05-10,94,W,0,0.0,25.0,0
+2021-05-11,94,W,0,0.0,28.0,0
+2021-05-12,94,W,0,0.0,26.0,0
+2021-05-13,94,W,0,0.0,25.0,0
+2021-05-14,94,W,0,0.0,25.0,0
+2021-05-15,94,W,0,0.0,27.0,1
+2021-05-16,94,W,0,0.0,26.0,1
+2021-05-17,94,W,0,0.0,27.0,1
+2021-05-18,94,W,0,0.0,27.0,1
+2021-05-19,94,W,0,0.0,27.0,1
+2021-05-20,94,W,0,0.0,28.0,1
+2021-05-21,94,W,0,0.0,27.0,1
+2021-05-22,94,W,0,0.0,29.0,1
+2021-05-23,94,W,0,0.0,27.0,1
+2021-05-24,94,W,0,0.0,30.0,1
+2021-05-25,94,W,0,0.0,29.0,1
+2021-05-26,94,W,0,0.0,30.0,1
+2021-05-27,94,W,0,0.0,28.0,1
+2021-05-28,94,W,0,0.0,30.0,1
+2021-05-29,94,W,0,0.0,29.0,1
+2021-05-30,94,W,0,0.0,29.0,1
+2021-05-31,94,W,0,0.0,29.0,1
+2021-06-01,94,W,0,0.0,28.0,1
+2021-05-01,95,N,1,0.0,38.0,0
+2021-05-02,95,N,1,0.0,37.0,0
+2021-05-03,95,N,1,0.0,38.0,0
+2021-05-04,95,N,1,0.0,39.0,0
+2021-05-05,95,N,1,0.0,37.0,0
+2021-05-06,95,N,1,0.0,40.0,0
+2021-05-07,95,N,1,0.0,39.0,0
+2021-05-08,95,N,1,0.0,38.0,0
+2021-05-09,95,N,1,0.0,39.0,0
+2021-05-10,95,N,1,0.0,39.0,0
+2021-05-11,95,N,1,0.0,39.0,0
+2021-05-12,95,N,1,0.0,39.0,0
+2021-05-13,95,N,1,0.0,38.0,0
+2021-05-14,95,N,1,0.0,37.0,0
+2021-05-15,95,N,1,0.0,40.0,1
+2021-05-16,95,N,1,0.5860635099075893,40.0,1
+2021-05-17,95,N,1,1.1721270198151785,42.0,1
+2021-05-18,95,N,1,1.7581905297227678,42.0,1
+2021-05-19,95,N,1,2.344254039630357,41.0,1
+2021-05-20,95,N,1,2.9303175495379534,44.0,1
+2021-05-21,95,N,1,2.9303175495379534,43.0,1
+2021-05-22,95,N,1,2.9303175495379534,43.0,1
+2021-05-23,95,N,1,2.9303175495379534,42.0,1
+2021-05-24,95,N,1,2.9303175495379534,44.0,1
+2021-05-25,95,N,1,2.9303175495379534,45.0,1
+2021-05-26,95,N,1,2.9303175495379534,43.0,1
+2021-05-27,95,N,1,2.9303175495379534,43.0,1
+2021-05-28,95,N,1,2.9303175495379534,43.0,1
+2021-05-29,95,N,1,2.9303175495379534,43.0,1
+2021-05-30,95,N,1,2.9303175495379534,44.0,1
+2021-05-31,95,N,1,2.9303175495379534,45.0,1
+2021-06-01,95,N,1,2.9303175495379534,43.0,1
+2021-05-01,96,E,1,0.0,12.0,0
+2021-05-02,96,E,1,0.0,13.0,0
+2021-05-03,96,E,1,0.0,13.0,0
+2021-05-04,96,E,1,0.0,14.0,0
+2021-05-05,96,E,1,0.0,14.0,0
+2021-05-06,96,E,1,0.0,15.0,0
+2021-05-07,96,E,1,0.0,16.0,0
+2021-05-08,96,E,1,0.0,14.0,0
+2021-05-09,96,E,1,0.0,16.0,0
+2021-05-10,96,E,1,0.0,17.0,0
+2021-05-11,96,E,1,0.0,17.0,0
+2021-05-12,96,E,1,0.0,15.0,0
+2021-05-13,96,E,1,0.0,16.0,0
+2021-05-14,96,E,1,0.0,16.0,0
+2021-05-15,96,E,1,0.0,17.0,1
+2021-05-16,96,E,1,0.3857323380632103,17.0,1
+2021-05-17,96,E,1,0.7714646761264206,20.0,1
+2021-05-18,96,E,1,1.1571970141896308,21.0,1
+2021-05-19,96,E,1,1.5429293522528447,20.0,1
+2021-05-20,96,E,1,1.928661690316055,21.0,1
+2021-05-21,96,E,1,1.928661690316055,21.0,1
+2021-05-22,96,E,1,1.928661690316055,21.0,1
+2021-05-23,96,E,1,1.928661690316055,22.0,1
+2021-05-24,96,E,1,1.928661690316055,23.0,1
+2021-05-25,96,E,1,1.928661690316055,23.0,1
+2021-05-26,96,E,1,1.928661690316055,23.0,1
+2021-05-27,96,E,1,1.928661690316055,24.0,1
+2021-05-28,96,E,1,1.928661690316055,23.0,1
+2021-05-29,96,E,1,1.928661690316055,24.0,1
+2021-05-30,96,E,1,1.928661690316055,25.0,1
+2021-05-31,96,E,1,1.928661690316055,24.0,1
+2021-06-01,96,E,1,1.928661690316055,24.0,1
+2021-05-01,97,N,1,0.0,40.0,0
+2021-05-02,97,N,1,0.0,40.0,0
+2021-05-03,97,N,1,0.0,40.0,0
+2021-05-04,97,N,1,0.0,38.0,0
+2021-05-05,97,N,1,0.0,39.0,0
+2021-05-06,97,N,1,0.0,40.0,0
+2021-05-07,97,N,1,0.0,39.0,0
+2021-05-08,97,N,1,0.0,39.0,0
+2021-05-09,97,N,1,0.0,42.0,0
+2021-05-10,97,N,1,0.0,42.0,0
+2021-05-11,97,N,1,0.0,40.0,0
+2021-05-12,97,N,1,0.0,40.0,0
+2021-05-13,97,N,1,0.0,39.0,0
+2021-05-14,97,N,1,0.0,39.0,0
+2021-05-15,97,N,1,0.0,41.0,1
+2021-05-16,97,N,1,0.2783196906917951,40.0,1
+2021-05-17,97,N,1,0.5566393813835901,43.0,1
+2021-05-18,97,N,1,0.8349590720753852,42.0,1
+2021-05-19,97,N,1,1.1132787627671732,42.0,1
+2021-05-20,97,N,1,1.3915984534589683,43.0,1
+2021-05-21,97,N,1,1.3915984534589683,43.0,1
+2021-05-22,97,N,1,1.3915984534589683,43.0,1
+2021-05-23,97,N,1,1.3915984534589683,41.0,1
+2021-05-24,97,N,1,1.3915984534589683,43.0,1
+2021-05-25,97,N,1,1.3915984534589683,43.0,1
+2021-05-26,97,N,1,1.3915984534589683,43.0,1
+2021-05-27,97,N,1,1.3915984534589683,43.0,1
+2021-05-28,97,N,1,1.3915984534589683,44.0,1
+2021-05-29,97,N,1,1.3915984534589683,43.0,1
+2021-05-30,97,N,1,1.3915984534589683,43.0,1
+2021-05-31,97,N,1,1.3915984534589683,45.0,1
+2021-06-01,97,N,1,1.3915984534589683,46.0,1
+2021-05-01,98,W,0,0.0,26.0,0
+2021-05-02,98,W,0,0.0,29.0,0
+2021-05-03,98,W,0,0.0,29.0,0
+2021-05-04,98,W,0,0.0,28.0,0
+2021-05-05,98,W,0,0.0,28.0,0
+2021-05-06,98,W,0,0.0,29.0,0
+2021-05-07,98,W,0,0.0,28.0,0
+2021-05-08,98,W,0,0.0,27.0,0
+2021-05-09,98,W,0,0.0,29.0,0
+2021-05-10,98,W,0,0.0,31.0,0
+2021-05-11,98,W,0,0.0,30.0,0
+2021-05-12,98,W,0,0.0,29.0,0
+2021-05-13,98,W,0,0.0,29.0,0
+2021-05-14,98,W,0,0.0,28.0,0
+2021-05-15,98,W,0,0.0,30.0,1
+2021-05-16,98,W,0,0.0,28.0,1
+2021-05-17,98,W,0,0.0,31.0,1
+2021-05-18,98,W,0,0.0,32.0,1
+2021-05-19,98,W,0,0.0,30.0,1
+2021-05-20,98,W,0,0.0,33.0,1
+2021-05-21,98,W,0,0.0,31.0,1
+2021-05-22,98,W,0,0.0,31.0,1
+2021-05-23,98,W,0,0.0,32.0,1
+2021-05-24,98,W,0,0.0,32.0,1
+2021-05-25,98,W,0,0.0,33.0,1
+2021-05-26,98,W,0,0.0,31.0,1
+2021-05-27,98,W,0,0.0,33.0,1
+2021-05-28,98,W,0,0.0,33.0,1
+2021-05-29,98,W,0,0.0,32.0,1
+2021-05-30,98,W,0,0.0,33.0,1
+2021-05-31,98,W,0,0.0,34.0,1
+2021-06-01,98,W,0,0.0,34.0,1
+2021-05-01,99,S,0,0.0,48.0,0
+2021-05-02,99,S,0,0.0,47.0,0
+2021-05-03,99,S,0,0.0,46.0,0
+2021-05-04,99,S,0,0.0,46.0,0
+2021-05-05,99,S,0,0.0,46.0,0
+2021-05-06,99,S,0,0.0,47.0,0
+2021-05-07,99,S,0,0.0,46.0,0
+2021-05-08,99,S,0,0.0,44.0,0
+2021-05-09,99,S,0,0.0,45.0,0
+2021-05-10,99,S,0,0.0,47.0,0
+2021-05-11,99,S,0,0.0,46.0,0
+2021-05-12,99,S,0,0.0,46.0,0
+2021-05-13,99,S,0,0.0,44.0,0
+2021-05-14,99,S,0,0.0,44.0,0
+2021-05-15,99,S,0,0.0,46.0,1
+2021-05-16,99,S,0,0.0,46.0,1
+2021-05-17,99,S,0,0.0,47.0,1
+2021-05-18,99,S,0,0.0,46.0,1
+2021-05-19,99,S,0,0.0,44.0,1
+2021-05-20,99,S,0,0.0,46.0,1
+2021-05-21,99,S,0,0.0,46.0,1
+2021-05-22,99,S,0,0.0,47.0,1
+2021-05-23,99,S,0,0.0,45.0,1
+2021-05-24,99,S,0,0.0,47.0,1
+2021-05-25,99,S,0,0.0,46.0,1
+2021-05-26,99,S,0,0.0,48.0,1
+2021-05-27,99,S,0,0.0,45.0,1
+2021-05-28,99,S,0,0.0,46.0,1
+2021-05-29,99,S,0,0.0,46.0,1
+2021-05-30,99,S,0,0.0,45.0,1
+2021-05-31,99,S,0,0.0,47.0,1
+2021-06-01,99,S,0,0.0,46.0,1
+2021-05-01,100,S,1,0.0,49.0,0
+2021-05-02,100,S,1,0.0,50.0,0
+2021-05-03,100,S,1,0.0,49.0,0
+2021-05-04,100,S,1,0.0,50.0,0
+2021-05-05,100,S,1,0.0,49.0,0
+2021-05-06,100,S,1,0.0,50.0,0
+2021-05-07,100,S,1,0.0,48.0,0
+2021-05-08,100,S,1,0.0,49.0,0
+2021-05-09,100,S,1,0.0,49.0,0
+2021-05-10,100,S,1,0.0,50.0,0
+2021-05-11,100,S,1,0.0,48.0,0
+2021-05-12,100,S,1,0.0,49.0,0
+2021-05-13,100,S,1,0.0,51.0,0
+2021-05-14,100,S,1,0.0,49.0,0
+2021-05-15,100,S,1,0.0,49.0,1
+2021-05-16,100,S,1,0.30808023222790837,50.0,1
+2021-05-17,100,S,1,0.6161604644558167,51.0,1
+2021-05-18,100,S,1,0.924240696683718,51.0,1
+2021-05-19,100,S,1,1.2323209289116264,51.0,1
+2021-05-20,100,S,1,1.5404011611395347,53.0,1
+2021-05-21,100,S,1,1.5404011611395347,51.0,1
+2021-05-22,100,S,1,1.5404011611395347,49.0,1
+2021-05-23,100,S,1,1.5404011611395347,51.0,1
+2021-05-24,100,S,1,1.5404011611395347,51.0,1
+2021-05-25,100,S,1,1.5404011611395347,51.0,1
+2021-05-26,100,S,1,1.5404011611395347,52.0,1
+2021-05-27,100,S,1,1.5404011611395347,51.0,1
+2021-05-28,100,S,1,1.5404011611395347,52.0,1
+2021-05-29,100,S,1,1.5404011611395347,51.0,1
+2021-05-30,100,S,1,1.5404011611395347,50.0,1
+2021-05-31,100,S,1,1.5404011611395347,51.0,1
+2021-06-01,100,S,1,1.5404011611395347,52.0,1
+2021-05-01,101,N,0,0.0,49.0,0
+2021-05-02,101,N,0,0.0,49.0,0
+2021-05-03,101,N,0,0.0,50.0,0
+2021-05-04,101,N,0,0.0,49.0,0
+2021-05-05,101,N,0,0.0,48.0,0
+2021-05-06,101,N,0,0.0,48.0,0
+2021-05-07,101,N,0,0.0,49.0,0
+2021-05-08,101,N,0,0.0,48.0,0
+2021-05-09,101,N,0,0.0,48.0,0
+2021-05-10,101,N,0,0.0,51.0,0
+2021-05-11,101,N,0,0.0,49.0,0
+2021-05-12,101,N,0,0.0,48.0,0
+2021-05-13,101,N,0,0.0,49.0,0
+2021-05-14,101,N,0,0.0,48.0,0
+2021-05-15,101,N,0,0.0,50.0,1
+2021-05-16,101,N,0,0.0,49.0,1
+2021-05-17,101,N,0,0.0,49.0,1
+2021-05-18,101,N,0,0.0,49.0,1
+2021-05-19,101,N,0,0.0,49.0,1
+2021-05-20,101,N,0,0.0,51.0,1
+2021-05-21,101,N,0,0.0,50.0,1
+2021-05-22,101,N,0,0.0,50.0,1
+2021-05-23,101,N,0,0.0,50.0,1
+2021-05-24,101,N,0,0.0,50.0,1
+2021-05-25,101,N,0,0.0,51.0,1
+2021-05-26,101,N,0,0.0,52.0,1
+2021-05-27,101,N,0,0.0,50.0,1
+2021-05-28,101,N,0,0.0,51.0,1
+2021-05-29,101,N,0,0.0,50.0,1
+2021-05-30,101,N,0,0.0,51.0,1
+2021-05-31,101,N,0,0.0,52.0,1
+2021-06-01,101,N,0,0.0,52.0,1
+2021-05-01,102,S,0,0.0,53.0,0
+2021-05-02,102,S,0,0.0,51.0,0
+2021-05-03,102,S,0,0.0,51.0,0
+2021-05-04,102,S,0,0.0,51.0,0
+2021-05-05,102,S,0,0.0,50.0,0
+2021-05-06,102,S,0,0.0,52.0,0
+2021-05-07,102,S,0,0.0,50.0,0
+2021-05-08,102,S,0,0.0,50.0,0
+2021-05-09,102,S,0,0.0,52.0,0
+2021-05-10,102,S,0,0.0,52.0,0
+2021-05-11,102,S,0,0.0,50.0,0
+2021-05-12,102,S,0,0.0,51.0,0
+2021-05-13,102,S,0,0.0,49.0,0
+2021-05-14,102,S,0,0.0,49.0,0
+2021-05-15,102,S,0,0.0,51.0,1
+2021-05-16,102,S,0,0.0,51.0,1
+2021-05-17,102,S,0,0.0,52.0,1
+2021-05-18,102,S,0,0.0,53.0,1
+2021-05-19,102,S,0,0.0,51.0,1
+2021-05-20,102,S,0,0.0,53.0,1
+2021-05-21,102,S,0,0.0,52.0,1
+2021-05-22,102,S,0,0.0,52.0,1
+2021-05-23,102,S,0,0.0,52.0,1
+2021-05-24,102,S,0,0.0,50.0,1
+2021-05-25,102,S,0,0.0,52.0,1
+2021-05-26,102,S,0,0.0,51.0,1
+2021-05-27,102,S,0,0.0,51.0,1
+2021-05-28,102,S,0,0.0,51.0,1
+2021-05-29,102,S,0,0.0,51.0,1
+2021-05-30,102,S,0,0.0,52.0,1
+2021-05-31,102,S,0,0.0,53.0,1
+2021-06-01,102,S,0,0.0,53.0,1
+2021-05-01,103,W,0,0.0,26.0,0
+2021-05-02,103,W,0,0.0,26.0,0
+2021-05-03,103,W,0,0.0,27.0,0
+2021-05-04,103,W,0,0.0,27.0,0
+2021-05-05,103,W,0,0.0,28.0,0
+2021-05-06,103,W,0,0.0,30.0,0
+2021-05-07,103,W,0,0.0,28.0,0
+2021-05-08,103,W,0,0.0,27.0,0
+2021-05-09,103,W,0,0.0,28.0,0
+2021-05-10,103,W,0,0.0,30.0,0
+2021-05-11,103,W,0,0.0,29.0,0
+2021-05-12,103,W,0,0.0,30.0,0
+2021-05-13,103,W,0,0.0,28.0,0
+2021-05-14,103,W,0,0.0,27.0,0
+2021-05-15,103,W,0,0.0,29.0,1
+2021-05-16,103,W,0,0.0,29.0,1
+2021-05-17,103,W,0,0.0,30.0,1
+2021-05-18,103,W,0,0.0,30.0,1
+2021-05-19,103,W,0,0.0,30.0,1
+2021-05-20,103,W,0,0.0,31.0,1
+2021-05-21,103,W,0,0.0,29.0,1
+2021-05-22,103,W,0,0.0,31.0,1
+2021-05-23,103,W,0,0.0,31.0,1
+2021-05-24,103,W,0,0.0,32.0,1
+2021-05-25,103,W,0,0.0,33.0,1
+2021-05-26,103,W,0,0.0,32.0,1
+2021-05-27,103,W,0,0.0,30.0,1
+2021-05-28,103,W,0,0.0,32.0,1
+2021-05-29,103,W,0,0.0,32.0,1
+2021-05-30,103,W,0,0.0,32.0,1
+2021-05-31,103,W,0,0.0,34.0,1
+2021-06-01,103,W,0,0.0,32.0,1
+2021-05-01,104,N,0,0.0,39.0,0
+2021-05-02,104,N,0,0.0,42.0,0
+2021-05-03,104,N,0,0.0,41.0,0
+2021-05-04,104,N,0,0.0,40.0,0
+2021-05-05,104,N,0,0.0,41.0,0
+2021-05-06,104,N,0,0.0,40.0,0
+2021-05-07,104,N,0,0.0,41.0,0
+2021-05-08,104,N,0,0.0,41.0,0
+2021-05-09,104,N,0,0.0,42.0,0
+2021-05-10,104,N,0,0.0,44.0,0
+2021-05-11,104,N,0,0.0,41.0,0
+2021-05-12,104,N,0,0.0,41.0,0
+2021-05-13,104,N,0,0.0,41.0,0
+2021-05-14,104,N,0,0.0,41.0,0
+2021-05-15,104,N,0,0.0,40.0,1
+2021-05-16,104,N,0,0.0,42.0,1
+2021-05-17,104,N,0,0.0,43.0,1
+2021-05-18,104,N,0,0.0,42.0,1
+2021-05-19,104,N,0,0.0,40.0,1
+2021-05-20,104,N,0,0.0,44.0,1
+2021-05-21,104,N,0,0.0,42.0,1
+2021-05-22,104,N,0,0.0,42.0,1
+2021-05-23,104,N,0,0.0,41.0,1
+2021-05-24,104,N,0,0.0,44.0,1
+2021-05-25,104,N,0,0.0,43.0,1
+2021-05-26,104,N,0,0.0,43.0,1
+2021-05-27,104,N,0,0.0,42.0,1
+2021-05-28,104,N,0,0.0,44.0,1
+2021-05-29,104,N,0,0.0,44.0,1
+2021-05-30,104,N,0,0.0,43.0,1
+2021-05-31,104,N,0,0.0,45.0,1
+2021-06-01,104,N,0,0.0,44.0,1
+2021-05-01,105,N,0,0.0,41.0,0
+2021-05-02,105,N,0,0.0,42.0,0
+2021-05-03,105,N,0,0.0,44.0,0
+2021-05-04,105,N,0,0.0,43.0,0
+2021-05-05,105,N,0,0.0,42.0,0
+2021-05-06,105,N,0,0.0,43.0,0
+2021-05-07,105,N,0,0.0,42.0,0
+2021-05-08,105,N,0,0.0,42.0,0
+2021-05-09,105,N,0,0.0,44.0,0
+2021-05-10,105,N,0,0.0,45.0,0
+2021-05-11,105,N,0,0.0,42.0,0
+2021-05-12,105,N,0,0.0,42.0,0
+2021-05-13,105,N,0,0.0,42.0,0
+2021-05-14,105,N,0,0.0,43.0,0
+2021-05-15,105,N,0,0.0,44.0,1
+2021-05-16,105,N,0,0.0,44.0,1
+2021-05-17,105,N,0,0.0,45.0,1
+2021-05-18,105,N,0,0.0,44.0,1
+2021-05-19,105,N,0,0.0,43.0,1
+2021-05-20,105,N,0,0.0,43.0,1
+2021-05-21,105,N,0,0.0,46.0,1
+2021-05-22,105,N,0,0.0,44.0,1
+2021-05-23,105,N,0,0.0,45.0,1
+2021-05-24,105,N,0,0.0,46.0,1
+2021-05-25,105,N,0,0.0,45.0,1
+2021-05-26,105,N,0,0.0,45.0,1
+2021-05-27,105,N,0,0.0,43.0,1
+2021-05-28,105,N,0,0.0,47.0,1
+2021-05-29,105,N,0,0.0,45.0,1
+2021-05-30,105,N,0,0.0,46.0,1
+2021-05-31,105,N,0,0.0,45.0,1
+2021-06-01,105,N,0,0.0,46.0,1
+2021-05-01,106,E,0,0.0,15.0,0
+2021-05-02,106,E,0,0.0,15.0,0
+2021-05-03,106,E,0,0.0,18.0,0
+2021-05-04,106,E,0,0.0,16.0,0
+2021-05-05,106,E,0,0.0,18.0,0
+2021-05-06,106,E,0,0.0,19.0,0
+2021-05-07,106,E,0,0.0,16.0,0
+2021-05-08,106,E,0,0.0,17.0,0
+2021-05-09,106,E,0,0.0,17.0,0
+2021-05-10,106,E,0,0.0,18.0,0
+2021-05-11,106,E,0,0.0,18.0,0
+2021-05-12,106,E,0,0.0,19.0,0
+2021-05-13,106,E,0,0.0,18.0,0
+2021-05-14,106,E,0,0.0,17.0,0
+2021-05-15,106,E,0,0.0,19.0,1
+2021-05-16,106,E,0,0.0,20.0,1
+2021-05-17,106,E,0,0.0,22.0,1
+2021-05-18,106,E,0,0.0,20.0,1
+2021-05-19,106,E,0,0.0,20.0,1
+2021-05-20,106,E,0,0.0,22.0,1
+2021-05-21,106,E,0,0.0,21.0,1
+2021-05-22,106,E,0,0.0,23.0,1
+2021-05-23,106,E,0,0.0,22.0,1
+2021-05-24,106,E,0,0.0,22.0,1
+2021-05-25,106,E,0,0.0,24.0,1
+2021-05-26,106,E,0,0.0,24.0,1
+2021-05-27,106,E,0,0.0,24.0,1
+2021-05-28,106,E,0,0.0,25.0,1
+2021-05-29,106,E,0,0.0,24.0,1
+2021-05-30,106,E,0,0.0,25.0,1
+2021-05-31,106,E,0,0.0,24.0,1
+2021-06-01,106,E,0,0.0,25.0,1
+2021-05-01,107,S,1,0.0,49.0,0
+2021-05-02,107,S,1,0.0,49.0,0
+2021-05-03,107,S,1,0.0,50.0,0
+2021-05-04,107,S,1,0.0,49.0,0
+2021-05-05,107,S,1,0.0,47.0,0
+2021-05-06,107,S,1,0.0,50.0,0
+2021-05-07,107,S,1,0.0,48.0,0
+2021-05-08,107,S,1,0.0,48.0,0
+2021-05-09,107,S,1,0.0,48.0,0
+2021-05-10,107,S,1,0.0,49.0,0
+2021-05-11,107,S,1,0.0,47.0,0
+2021-05-12,107,S,1,0.0,48.0,0
+2021-05-13,107,S,1,0.0,48.0,0
+2021-05-14,107,S,1,0.0,48.0,0
+2021-05-15,107,S,1,0.0,49.0,1
+2021-05-16,107,S,1,0.131401599603457,49.0,1
+2021-05-17,107,S,1,0.26280319920690687,51.0,1
+2021-05-18,107,S,1,0.39420479881036385,48.0,1
+2021-05-19,107,S,1,0.5256063984138208,50.0,1
+2021-05-20,107,S,1,0.6570079980172707,50.0,1
+2021-05-21,107,S,1,0.6570079980172707,50.0,1
+2021-05-22,107,S,1,0.6570079980172707,50.0,1
+2021-05-23,107,S,1,0.6570079980172707,49.0,1
+2021-05-24,107,S,1,0.6570079980172707,49.0,1
+2021-05-25,107,S,1,0.6570079980172707,50.0,1
+2021-05-26,107,S,1,0.6570079980172707,49.0,1
+2021-05-27,107,S,1,0.6570079980172707,49.0,1
+2021-05-28,107,S,1,0.6570079980172707,48.0,1
+2021-05-29,107,S,1,0.6570079980172707,50.0,1
+2021-05-30,107,S,1,0.6570079980172707,49.0,1
+2021-05-31,107,S,1,0.6570079980172707,50.0,1
+2021-06-01,107,S,1,0.6570079980172707,50.0,1
+2021-05-01,108,N,0,0.0,44.0,0
+2021-05-02,108,N,0,0.0,43.0,0
+2021-05-03,108,N,0,0.0,45.0,0
+2021-05-04,108,N,0,0.0,44.0,0
+2021-05-05,108,N,0,0.0,45.0,0
+2021-05-06,108,N,0,0.0,45.0,0
+2021-05-07,108,N,0,0.0,43.0,0
+2021-05-08,108,N,0,0.0,45.0,0
+2021-05-09,108,N,0,0.0,46.0,0
+2021-05-10,108,N,0,0.0,46.0,0
+2021-05-11,108,N,0,0.0,46.0,0
+2021-05-12,108,N,0,0.0,45.0,0
+2021-05-13,108,N,0,0.0,44.0,0
+2021-05-14,108,N,0,0.0,44.0,0
+2021-05-15,108,N,0,0.0,45.0,1
+2021-05-16,108,N,0,0.0,45.0,1
+2021-05-17,108,N,0,0.0,46.0,1
+2021-05-18,108,N,0,0.0,47.0,1
+2021-05-19,108,N,0,0.0,45.0,1
+2021-05-20,108,N,0,0.0,47.0,1
+2021-05-21,108,N,0,0.0,46.0,1
+2021-05-22,108,N,0,0.0,46.0,1
+2021-05-23,108,N,0,0.0,47.0,1
+2021-05-24,108,N,0,0.0,48.0,1
+2021-05-25,108,N,0,0.0,48.0,1
+2021-05-26,108,N,0,0.0,45.0,1
+2021-05-27,108,N,0,0.0,46.0,1
+2021-05-28,108,N,0,0.0,47.0,1
+2021-05-29,108,N,0,0.0,45.0,1
+2021-05-30,108,N,0,0.0,46.0,1
+2021-05-31,108,N,0,0.0,47.0,1
+2021-06-01,108,N,0,0.0,47.0,1
+2021-05-01,109,N,0,0.0,46.0,0
+2021-05-02,109,N,0,0.0,45.0,0
+2021-05-03,109,N,0,0.0,46.0,0
+2021-05-04,109,N,0,0.0,47.0,0
+2021-05-05,109,N,0,0.0,45.0,0
+2021-05-06,109,N,0,0.0,48.0,0
+2021-05-07,109,N,0,0.0,46.0,0
+2021-05-08,109,N,0,0.0,45.0,0
+2021-05-09,109,N,0,0.0,47.0,0
+2021-05-10,109,N,0,0.0,47.0,0
+2021-05-11,109,N,0,0.0,47.0,0
+2021-05-12,109,N,0,0.0,47.0,0
+2021-05-13,109,N,0,0.0,45.0,0
+2021-05-14,109,N,0,0.0,46.0,0
+2021-05-15,109,N,0,0.0,47.0,1
+2021-05-16,109,N,0,0.0,46.0,1
+2021-05-17,109,N,0,0.0,48.0,1
+2021-05-18,109,N,0,0.0,48.0,1
+2021-05-19,109,N,0,0.0,47.0,1
+2021-05-20,109,N,0,0.0,48.0,1
+2021-05-21,109,N,0,0.0,49.0,1
+2021-05-22,109,N,0,0.0,48.0,1
+2021-05-23,109,N,0,0.0,49.0,1
+2021-05-24,109,N,0,0.0,49.0,1
+2021-05-25,109,N,0,0.0,48.0,1
+2021-05-26,109,N,0,0.0,49.0,1
+2021-05-27,109,N,0,0.0,47.0,1
+2021-05-28,109,N,0,0.0,47.0,1
+2021-05-29,109,N,0,0.0,50.0,1
+2021-05-30,109,N,0,0.0,48.0,1
+2021-05-31,109,N,0,0.0,50.0,1
+2021-06-01,109,N,0,0.0,50.0,1
+2021-05-01,110,S,0,0.0,49.0,0
+2021-05-02,110,S,0,0.0,51.0,0
+2021-05-03,110,S,0,0.0,50.0,0
+2021-05-04,110,S,0,0.0,49.0,0
+2021-05-05,110,S,0,0.0,51.0,0
+2021-05-06,110,S,0,0.0,50.0,0
+2021-05-07,110,S,0,0.0,50.0,0
+2021-05-08,110,S,0,0.0,49.0,0
+2021-05-09,110,S,0,0.0,50.0,0
+2021-05-10,110,S,0,0.0,51.0,0
+2021-05-11,110,S,0,0.0,51.0,0
+2021-05-12,110,S,0,0.0,50.0,0
+2021-05-13,110,S,0,0.0,49.0,0
+2021-05-14,110,S,0,0.0,49.0,0
+2021-05-15,110,S,0,0.0,50.0,1
+2021-05-16,110,S,0,0.0,48.0,1
+2021-05-17,110,S,0,0.0,51.0,1
+2021-05-18,110,S,0,0.0,51.0,1
+2021-05-19,110,S,0,0.0,49.0,1
+2021-05-20,110,S,0,0.0,49.0,1
+2021-05-21,110,S,0,0.0,50.0,1
+2021-05-22,110,S,0,0.0,49.0,1
+2021-05-23,110,S,0,0.0,50.0,1
+2021-05-24,110,S,0,0.0,49.0,1
+2021-05-25,110,S,0,0.0,51.0,1
+2021-05-26,110,S,0,0.0,51.0,1
+2021-05-27,110,S,0,0.0,48.0,1
+2021-05-28,110,S,0,0.0,49.0,1
+2021-05-29,110,S,0,0.0,52.0,1
+2021-05-30,110,S,0,0.0,49.0,1
+2021-05-31,110,S,0,0.0,51.0,1
+2021-06-01,110,S,0,0.0,52.0,1
+2021-05-01,111,S,0,0.0,49.0,0
+2021-05-02,111,S,0,0.0,50.0,0
+2021-05-03,111,S,0,0.0,50.0,0
+2021-05-04,111,S,0,0.0,50.0,0
+2021-05-05,111,S,0,0.0,50.0,0
+2021-05-06,111,S,0,0.0,51.0,0
+2021-05-07,111,S,0,0.0,50.0,0
+2021-05-08,111,S,0,0.0,49.0,0
+2021-05-09,111,S,0,0.0,50.0,0
+2021-05-10,111,S,0,0.0,51.0,0
+2021-05-11,111,S,0,0.0,49.0,0
+2021-05-12,111,S,0,0.0,50.0,0
+2021-05-13,111,S,0,0.0,48.0,0
+2021-05-14,111,S,0,0.0,49.0,0
+2021-05-15,111,S,0,0.0,49.0,1
+2021-05-16,111,S,0,0.0,48.0,1
+2021-05-17,111,S,0,0.0,51.0,1
+2021-05-18,111,S,0,0.0,49.0,1
+2021-05-19,111,S,0,0.0,49.0,1
+2021-05-20,111,S,0,0.0,50.0,1
+2021-05-21,111,S,0,0.0,50.0,1
+2021-05-22,111,S,0,0.0,50.0,1
+2021-05-23,111,S,0,0.0,52.0,1
+2021-05-24,111,S,0,0.0,50.0,1
+2021-05-25,111,S,0,0.0,51.0,1
+2021-05-26,111,S,0,0.0,49.0,1
+2021-05-27,111,S,0,0.0,51.0,1
+2021-05-28,111,S,0,0.0,51.0,1
+2021-05-29,111,S,0,0.0,50.0,1
+2021-05-30,111,S,0,0.0,51.0,1
+2021-05-31,111,S,0,0.0,51.0,1
+2021-06-01,111,S,0,0.0,51.0,1
+2021-05-01,112,E,0,0.0,12.0,0
+2021-05-02,112,E,0,0.0,12.0,0
+2021-05-03,112,E,0,0.0,12.0,0
+2021-05-04,112,E,0,0.0,11.0,0
+2021-05-05,112,E,0,0.0,12.0,0
+2021-05-06,112,E,0,0.0,14.0,0
+2021-05-07,112,E,0,0.0,14.0,0
+2021-05-08,112,E,0,0.0,13.0,0
+2021-05-09,112,E,0,0.0,15.0,0
+2021-05-10,112,E,0,0.0,15.0,0
+2021-05-11,112,E,0,0.0,15.0,0
+2021-05-12,112,E,0,0.0,14.0,0
+2021-05-13,112,E,0,0.0,14.0,0
+2021-05-14,112,E,0,0.0,13.0,0
+2021-05-15,112,E,0,0.0,14.0,1
+2021-05-16,112,E,0,0.0,14.0,1
+2021-05-17,112,E,0,0.0,17.0,1
+2021-05-18,112,E,0,0.0,17.0,1
+2021-05-19,112,E,0,0.0,17.0,1
+2021-05-20,112,E,0,0.0,17.0,1
+2021-05-21,112,E,0,0.0,16.0,1
+2021-05-22,112,E,0,0.0,17.0,1
+2021-05-23,112,E,0,0.0,19.0,1
+2021-05-24,112,E,0,0.0,19.0,1
+2021-05-25,112,E,0,0.0,18.0,1
+2021-05-26,112,E,0,0.0,18.0,1
+2021-05-27,112,E,0,0.0,18.0,1
+2021-05-28,112,E,0,0.0,19.0,1
+2021-05-29,112,E,0,0.0,21.0,1
+2021-05-30,112,E,0,0.0,20.0,1
+2021-05-31,112,E,0,0.0,21.0,1
+2021-06-01,112,E,0,0.0,20.0,1
+2021-05-01,113,N,0,0.0,39.0,0
+2021-05-02,113,N,0,0.0,40.0,0
+2021-05-03,113,N,0,0.0,40.0,0
+2021-05-04,113,N,0,0.0,41.0,0
+2021-05-05,113,N,0,0.0,40.0,0
+2021-05-06,113,N,0,0.0,41.0,0
+2021-05-07,113,N,0,0.0,40.0,0
+2021-05-08,113,N,0,0.0,41.0,0
+2021-05-09,113,N,0,0.0,42.0,0
+2021-05-10,113,N,0,0.0,42.0,0
+2021-05-11,113,N,0,0.0,40.0,0
+2021-05-12,113,N,0,0.0,41.0,0
+2021-05-13,113,N,0,0.0,39.0,0
+2021-05-14,113,N,0,0.0,39.0,0
+2021-05-15,113,N,0,0.0,40.0,1
+2021-05-16,113,N,0,0.0,41.0,1
+2021-05-17,113,N,0,0.0,43.0,1
+2021-05-18,113,N,0,0.0,42.0,1
+2021-05-19,113,N,0,0.0,41.0,1
+2021-05-20,113,N,0,0.0,42.0,1
+2021-05-21,113,N,0,0.0,41.0,1
+2021-05-22,113,N,0,0.0,42.0,1
+2021-05-23,113,N,0,0.0,41.0,1
+2021-05-24,113,N,0,0.0,42.0,1
+2021-05-25,113,N,0,0.0,41.0,1
+2021-05-26,113,N,0,0.0,44.0,1
+2021-05-27,113,N,0,0.0,41.0,1
+2021-05-28,113,N,0,0.0,42.0,1
+2021-05-29,113,N,0,0.0,43.0,1
+2021-05-30,113,N,0,0.0,41.0,1
+2021-05-31,113,N,0,0.0,43.0,1
+2021-06-01,113,N,0,0.0,44.0,1
+2021-05-01,114,W,1,0.0,29.0,0
+2021-05-02,114,W,1,0.0,31.0,0
+2021-05-03,114,W,1,0.0,30.0,0
+2021-05-04,114,W,1,0.0,30.0,0
+2021-05-05,114,W,1,0.0,30.0,0
+2021-05-06,114,W,1,0.0,31.0,0
+2021-05-07,114,W,1,0.0,31.0,0
+2021-05-08,114,W,1,0.0,30.0,0
+2021-05-09,114,W,1,0.0,31.0,0
+2021-05-10,114,W,1,0.0,32.0,0
+2021-05-11,114,W,1,0.0,32.0,0
+2021-05-12,114,W,1,0.0,31.0,0
+2021-05-13,114,W,1,0.0,31.0,0
+2021-05-14,114,W,1,0.0,32.0,0
+2021-05-15,114,W,1,0.0,31.0,1
+2021-05-16,114,W,1,0.7216673054943215,32.0,1
+2021-05-17,114,W,1,1.4433346109886358,36.0,1
+2021-05-18,114,W,1,2.1650019164829573,35.0,1
+2021-05-19,114,W,1,2.8866692219772716,35.0,1
+2021-05-20,114,W,1,3.608336527471593,37.0,1
+2021-05-21,114,W,1,3.608336527471593,37.0,1
+2021-05-22,114,W,1,3.608336527471593,37.0,1
+2021-05-23,114,W,1,3.608336527471593,38.0,1
+2021-05-24,114,W,1,3.608336527471593,38.0,1
+2021-05-25,114,W,1,3.608336527471593,40.0,1
+2021-05-26,114,W,1,3.608336527471593,39.0,1
+2021-05-27,114,W,1,3.608336527471593,38.0,1
+2021-05-28,114,W,1,3.608336527471593,38.0,1
+2021-05-29,114,W,1,3.608336527471593,39.0,1
+2021-05-30,114,W,1,3.608336527471593,40.0,1
+2021-05-31,114,W,1,3.608336527471593,40.0,1
+2021-06-01,114,W,1,3.608336527471593,39.0,1
+2021-05-01,115,E,1,0.0,14.0,0
+2021-05-02,115,E,1,0.0,14.0,0
+2021-05-03,115,E,1,0.0,16.0,0
+2021-05-04,115,E,1,0.0,15.0,0
+2021-05-05,115,E,1,0.0,15.0,0
+2021-05-06,115,E,1,0.0,15.0,0
+2021-05-07,115,E,1,0.0,15.0,0
+2021-05-08,115,E,1,0.0,16.0,0
+2021-05-09,115,E,1,0.0,17.0,0
+2021-05-10,115,E,1,0.0,19.0,0
+2021-05-11,115,E,1,0.0,16.0,0
+2021-05-12,115,E,1,0.0,18.0,0
+2021-05-13,115,E,1,0.0,17.0,0
+2021-05-14,115,E,1,0.0,17.0,0
+2021-05-15,115,E,1,0.0,17.0,1
+2021-05-16,115,E,1,0.225462532470317,18.0,1
+2021-05-17,115,E,1,0.450925064940634,21.0,1
+2021-05-18,115,E,1,0.676387597410951,21.0,1
+2021-05-19,115,E,1,0.901850129881268,21.0,1
+2021-05-20,115,E,1,1.127312662351585,20.0,1
+2021-05-21,115,E,1,1.127312662351585,21.0,1
+2021-05-22,115,E,1,1.127312662351585,22.0,1
+2021-05-23,115,E,1,1.127312662351585,22.0,1
+2021-05-24,115,E,1,1.127312662351585,23.0,1
+2021-05-25,115,E,1,1.127312662351585,24.0,1
+2021-05-26,115,E,1,1.127312662351585,24.0,1
+2021-05-27,115,E,1,1.127312662351585,22.0,1
+2021-05-28,115,E,1,1.127312662351585,23.0,1
+2021-05-29,115,E,1,1.127312662351585,23.0,1
+2021-05-30,115,E,1,1.127312662351585,23.0,1
+2021-05-31,115,E,1,1.127312662351585,24.0,1
+2021-06-01,115,E,1,1.127312662351585,27.0,1
+2021-05-01,116,E,1,0.0,13.0,0
+2021-05-02,116,E,1,0.0,15.0,0
+2021-05-03,116,E,1,0.0,15.0,0
+2021-05-04,116,E,1,0.0,14.0,0
+2021-05-05,116,E,1,0.0,14.0,0
+2021-05-06,116,E,1,0.0,16.0,0
+2021-05-07,116,E,1,0.0,15.0,0
+2021-05-08,116,E,1,0.0,14.0,0
+2021-05-09,116,E,1,0.0,16.0,0
+2021-05-10,116,E,1,0.0,17.0,0
+2021-05-11,116,E,1,0.0,18.0,0
+2021-05-12,116,E,1,0.0,17.0,0
+2021-05-13,116,E,1,0.0,16.0,0
+2021-05-14,116,E,1,0.0,17.0,0
+2021-05-15,116,E,1,0.0,18.0,1
+2021-05-16,116,E,1,0.3922937864244389,18.0,1
+2021-05-17,116,E,1,0.7845875728488743,21.0,1
+2021-05-18,116,E,1,1.1768813592733132,20.0,1
+2021-05-19,116,E,1,1.5691751456977485,19.0,1
+2021-05-20,116,E,1,1.9614689321221874,23.0,1
+2021-05-21,116,E,1,1.9614689321221874,21.0,1
+2021-05-22,116,E,1,1.9614689321221874,22.0,1
+2021-05-23,116,E,1,1.9614689321221874,22.0,1
+2021-05-24,116,E,1,1.9614689321221874,23.0,1
+2021-05-25,116,E,1,1.9614689321221874,22.0,1
+2021-05-26,116,E,1,1.9614689321221874,23.0,1
+2021-05-27,116,E,1,1.9614689321221874,23.0,1
+2021-05-28,116,E,1,1.9614689321221874,22.0,1
+2021-05-29,116,E,1,1.9614689321221874,24.0,1
+2021-05-30,116,E,1,1.9614689321221874,23.0,1
+2021-05-31,116,E,1,1.9614689321221874,25.0,1
+2021-06-01,116,E,1,1.9614689321221874,25.0,1
+2021-05-01,117,E,0,0.0,14.0,0
+2021-05-02,117,E,0,0.0,16.0,0
+2021-05-03,117,E,0,0.0,14.0,0
+2021-05-04,117,E,0,0.0,15.0,0
+2021-05-05,117,E,0,0.0,15.0,0
+2021-05-06,117,E,0,0.0,17.0,0
+2021-05-07,117,E,0,0.0,15.0,0
+2021-05-08,117,E,0,0.0,15.0,0
+2021-05-09,117,E,0,0.0,17.0,0
+2021-05-10,117,E,0,0.0,18.0,0
+2021-05-11,117,E,0,0.0,18.0,0
+2021-05-12,117,E,0,0.0,17.0,0
+2021-05-13,117,E,0,0.0,16.0,0
+2021-05-14,117,E,0,0.0,18.0,0
+2021-05-15,117,E,0,0.0,19.0,1
+2021-05-16,117,E,0,0.0,17.0,1
+2021-05-17,117,E,0,0.0,20.0,1
+2021-05-18,117,E,0,0.0,19.0,1
+2021-05-19,117,E,0,0.0,19.0,1
+2021-05-20,117,E,0,0.0,20.0,1
+2021-05-21,117,E,0,0.0,21.0,1
+2021-05-22,117,E,0,0.0,19.0,1
+2021-05-23,117,E,0,0.0,21.0,1
+2021-05-24,117,E,0,0.0,21.0,1
+2021-05-25,117,E,0,0.0,23.0,1
+2021-05-26,117,E,0,0.0,22.0,1
+2021-05-27,117,E,0,0.0,21.0,1
+2021-05-28,117,E,0,0.0,23.0,1
+2021-05-29,117,E,0,0.0,21.0,1
+2021-05-30,117,E,0,0.0,23.0,1
+2021-05-31,117,E,0,0.0,24.0,1
+2021-06-01,117,E,0,0.0,24.0,1
+2021-05-01,118,N,0,0.0,43.0,0
+2021-05-02,118,N,0,0.0,44.0,0
+2021-05-03,118,N,0,0.0,44.0,0
+2021-05-04,118,N,0,0.0,44.0,0
+2021-05-05,118,N,0,0.0,44.0,0
+2021-05-06,118,N,0,0.0,44.0,0
+2021-05-07,118,N,0,0.0,44.0,0
+2021-05-08,118,N,0,0.0,43.0,0
+2021-05-09,118,N,0,0.0,45.0,0
+2021-05-10,118,N,0,0.0,44.0,0
+2021-05-11,118,N,0,0.0,43.0,0
+2021-05-12,118,N,0,0.0,43.0,0
+2021-05-13,118,N,0,0.0,45.0,0
+2021-05-14,118,N,0,0.0,44.0,0
+2021-05-15,118,N,0,0.0,43.0,1
+2021-05-16,118,N,0,0.0,44.0,1
+2021-05-17,118,N,0,0.0,47.0,1
+2021-05-18,118,N,0,0.0,46.0,1
+2021-05-19,118,N,0,0.0,45.0,1
+2021-05-20,118,N,0,0.0,46.0,1
+2021-05-21,118,N,0,0.0,46.0,1
+2021-05-22,118,N,0,0.0,45.0,1
+2021-05-23,118,N,0,0.0,46.0,1
+2021-05-24,118,N,0,0.0,46.0,1
+2021-05-25,118,N,0,0.0,46.0,1
+2021-05-26,118,N,0,0.0,45.0,1
+2021-05-27,118,N,0,0.0,44.0,1
+2021-05-28,118,N,0,0.0,45.0,1
+2021-05-29,118,N,0,0.0,46.0,1
+2021-05-30,118,N,0,0.0,46.0,1
+2021-05-31,118,N,0,0.0,47.0,1
+2021-06-01,118,N,0,0.0,47.0,1
+2021-05-01,119,N,0,0.0,42.0,0
+2021-05-02,119,N,0,0.0,42.0,0
+2021-05-03,119,N,0,0.0,42.0,0
+2021-05-04,119,N,0,0.0,40.0,0
+2021-05-05,119,N,0,0.0,41.0,0
+2021-05-06,119,N,0,0.0,41.0,0
+2021-05-07,119,N,0,0.0,41.0,0
+2021-05-08,119,N,0,0.0,41.0,0
+2021-05-09,119,N,0,0.0,43.0,0
+2021-05-10,119,N,0,0.0,43.0,0
+2021-05-11,119,N,0,0.0,42.0,0
+2021-05-12,119,N,0,0.0,43.0,0
+2021-05-13,119,N,0,0.0,42.0,0
+2021-05-14,119,N,0,0.0,41.0,0
+2021-05-15,119,N,0,0.0,42.0,1
+2021-05-16,119,N,0,0.0,41.0,1
+2021-05-17,119,N,0,0.0,43.0,1
+2021-05-18,119,N,0,0.0,44.0,1
+2021-05-19,119,N,0,0.0,43.0,1
+2021-05-20,119,N,0,0.0,44.0,1
+2021-05-21,119,N,0,0.0,44.0,1
+2021-05-22,119,N,0,0.0,43.0,1
+2021-05-23,119,N,0,0.0,43.0,1
+2021-05-24,119,N,0,0.0,43.0,1
+2021-05-25,119,N,0,0.0,43.0,1
+2021-05-26,119,N,0,0.0,44.0,1
+2021-05-27,119,N,0,0.0,43.0,1
+2021-05-28,119,N,0,0.0,44.0,1
+2021-05-29,119,N,0,0.0,44.0,1
+2021-05-30,119,N,0,0.0,45.0,1
+2021-05-31,119,N,0,0.0,45.0,1
+2021-06-01,119,N,0,0.0,45.0,1
+2021-05-01,120,E,0,0.0,14.0,0
+2021-05-02,120,E,0,0.0,16.0,0
+2021-05-03,120,E,0,0.0,16.0,0
+2021-05-04,120,E,0,0.0,16.0,0
+2021-05-05,120,E,0,0.0,16.0,0
+2021-05-06,120,E,0,0.0,17.0,0
+2021-05-07,120,E,0,0.0,16.0,0
+2021-05-08,120,E,0,0.0,17.0,0
+2021-05-09,120,E,0,0.0,17.0,0
+2021-05-10,120,E,0,0.0,18.0,0
+2021-05-11,120,E,0,0.0,18.0,0
+2021-05-12,120,E,0,0.0,19.0,0
+2021-05-13,120,E,0,0.0,18.0,0
+2021-05-14,120,E,0,0.0,17.0,0
+2021-05-15,120,E,0,0.0,18.0,1
+2021-05-16,120,E,0,0.0,20.0,1
+2021-05-17,120,E,0,0.0,21.0,1
+2021-05-18,120,E,0,0.0,19.0,1
+2021-05-19,120,E,0,0.0,18.0,1
+2021-05-20,120,E,0,0.0,22.0,1
+2021-05-21,120,E,0,0.0,21.0,1
+2021-05-22,120,E,0,0.0,20.0,1
+2021-05-23,120,E,0,0.0,21.0,1
+2021-05-24,120,E,0,0.0,23.0,1
+2021-05-25,120,E,0,0.0,21.0,1
+2021-05-26,120,E,0,0.0,22.0,1
+2021-05-27,120,E,0,0.0,22.0,1
+2021-05-28,120,E,0,0.0,22.0,1
+2021-05-29,120,E,0,0.0,23.0,1
+2021-05-30,120,E,0,0.0,23.0,1
+2021-05-31,120,E,0,0.0,23.0,1
+2021-06-01,120,E,0,0.0,25.0,1
+2021-05-01,121,N,1,0.0,41.0,0
+2021-05-02,121,N,1,0.0,40.0,0
+2021-05-03,121,N,1,0.0,41.0,0
+2021-05-04,121,N,1,0.0,41.0,0
+2021-05-05,121,N,1,0.0,40.0,0
+2021-05-06,121,N,1,0.0,42.0,0
+2021-05-07,121,N,1,0.0,41.0,0
+2021-05-08,121,N,1,0.0,41.0,0
+2021-05-09,121,N,1,0.0,42.0,0
+2021-05-10,121,N,1,0.0,44.0,0
+2021-05-11,121,N,1,0.0,43.0,0
+2021-05-12,121,N,1,0.0,41.0,0
+2021-05-13,121,N,1,0.0,42.0,0
+2021-05-14,121,N,1,0.0,41.0,0
+2021-05-15,121,N,1,0.0,43.0,1
+2021-05-16,121,N,1,0.07647974269880109,43.0,1
+2021-05-17,121,N,1,0.15295948539760218,43.0,1
+2021-05-18,121,N,1,0.22943922809639616,44.0,1
+2021-05-19,121,N,1,0.30591897079519725,42.0,1
+2021-05-20,121,N,1,0.38239871349399834,45.0,1
+2021-05-21,121,N,1,0.38239871349399834,44.0,1
+2021-05-22,121,N,1,0.38239871349399834,45.0,1
+2021-05-23,121,N,1,0.38239871349399834,43.0,1
+2021-05-24,121,N,1,0.38239871349399834,44.0,1
+2021-05-25,121,N,1,0.38239871349399834,45.0,1
+2021-05-26,121,N,1,0.38239871349399834,42.0,1
+2021-05-27,121,N,1,0.38239871349399834,44.0,1
+2021-05-28,121,N,1,0.38239871349399834,44.0,1
+2021-05-29,121,N,1,0.38239871349399834,43.0,1
+2021-05-30,121,N,1,0.38239871349399834,41.0,1
+2021-05-31,121,N,1,0.38239871349399834,46.0,1
+2021-06-01,121,N,1,0.38239871349399834,45.0,1
+2021-05-01,122,W,1,0.0,28.0,0
+2021-05-02,122,W,1,0.0,30.0,0
+2021-05-03,122,W,1,0.0,30.0,0
+2021-05-04,122,W,1,0.0,30.0,0
+2021-05-05,122,W,1,0.0,31.0,0
+2021-05-06,122,W,1,0.0,31.0,0
+2021-05-07,122,W,1,0.0,30.0,0
+2021-05-08,122,W,1,0.0,30.0,0
+2021-05-09,122,W,1,0.0,31.0,0
+2021-05-10,122,W,1,0.0,31.0,0
+2021-05-11,122,W,1,0.0,31.0,0
+2021-05-12,122,W,1,0.0,32.0,0
+2021-05-13,122,W,1,0.0,31.0,0
+2021-05-14,122,W,1,0.0,31.0,0
+2021-05-15,122,W,1,0.0,32.0,1
+2021-05-16,122,W,1,0.9378390218779202,32.0,1
+2021-05-17,122,W,1,1.8756780437558405,35.0,1
+2021-05-18,122,W,1,2.8135170656337607,35.0,1
+2021-05-19,122,W,1,3.751356087511681,36.0,1
+2021-05-20,122,W,1,4.689195109389601,38.0,1
+2021-05-21,122,W,1,4.689195109389601,38.0,1
+2021-05-22,122,W,1,4.689195109389601,39.0,1
+2021-05-23,122,W,1,4.689195109389601,39.0,1
+2021-05-24,122,W,1,4.689195109389601,38.0,1
+2021-05-25,122,W,1,4.689195109389601,39.0,1
+2021-05-26,122,W,1,4.689195109389601,38.0,1
+2021-05-27,122,W,1,4.689195109389601,38.0,1
+2021-05-28,122,W,1,4.689195109389601,38.0,1
+2021-05-29,122,W,1,4.689195109389601,40.0,1
+2021-05-30,122,W,1,4.689195109389601,38.0,1
+2021-05-31,122,W,1,4.689195109389601,42.0,1
+2021-06-01,122,W,1,4.689195109389601,41.0,1
+2021-05-01,123,E,0,0.0,11.0,0
+2021-05-02,123,E,0,0.0,13.0,0
+2021-05-03,123,E,0,0.0,14.0,0
+2021-05-04,123,E,0,0.0,14.0,0
+2021-05-05,123,E,0,0.0,13.0,0
+2021-05-06,123,E,0,0.0,15.0,0
+2021-05-07,123,E,0,0.0,14.0,0
+2021-05-08,123,E,0,0.0,15.0,0
+2021-05-09,123,E,0,0.0,17.0,0
+2021-05-10,123,E,0,0.0,16.0,0
+2021-05-11,123,E,0,0.0,16.0,0
+2021-05-12,123,E,0,0.0,13.0,0
+2021-05-13,123,E,0,0.0,15.0,0
+2021-05-14,123,E,0,0.0,15.0,0
+2021-05-15,123,E,0,0.0,15.0,1
+2021-05-16,123,E,0,0.0,17.0,1
+2021-05-17,123,E,0,0.0,18.0,1
+2021-05-18,123,E,0,0.0,19.0,1
+2021-05-19,123,E,0,0.0,15.0,1
+2021-05-20,123,E,0,0.0,18.0,1
+2021-05-21,123,E,0,0.0,19.0,1
+2021-05-22,123,E,0,0.0,18.0,1
+2021-05-23,123,E,0,0.0,19.0,1
+2021-05-24,123,E,0,0.0,20.0,1
+2021-05-25,123,E,0,0.0,20.0,1
+2021-05-26,123,E,0,0.0,22.0,1
+2021-05-27,123,E,0,0.0,20.0,1
+2021-05-28,123,E,0,0.0,21.0,1
+2021-05-29,123,E,0,0.0,20.0,1
+2021-05-30,123,E,0,0.0,22.0,1
+2021-05-31,123,E,0,0.0,23.0,1
+2021-06-01,123,E,0,0.0,20.0,1
+2021-05-01,124,E,0,0.0,17.0,0
+2021-05-02,124,E,0,0.0,18.0,0
+2021-05-03,124,E,0,0.0,17.0,0
+2021-05-04,124,E,0,0.0,17.0,0
+2021-05-05,124,E,0,0.0,18.0,0
+2021-05-06,124,E,0,0.0,20.0,0
+2021-05-07,124,E,0,0.0,19.0,0
+2021-05-08,124,E,0,0.0,18.0,0
+2021-05-09,124,E,0,0.0,19.0,0
+2021-05-10,124,E,0,0.0,21.0,0
+2021-05-11,124,E,0,0.0,20.0,0
+2021-05-12,124,E,0,0.0,21.0,0
+2021-05-13,124,E,0,0.0,19.0,0
+2021-05-14,124,E,0,0.0,20.0,0
+2021-05-15,124,E,0,0.0,23.0,1
+2021-05-16,124,E,0,0.0,21.0,1
+2021-05-17,124,E,0,0.0,22.0,1
+2021-05-18,124,E,0,0.0,22.0,1
+2021-05-19,124,E,0,0.0,21.0,1
+2021-05-20,124,E,0,0.0,23.0,1
+2021-05-21,124,E,0,0.0,23.0,1
+2021-05-22,124,E,0,0.0,24.0,1
+2021-05-23,124,E,0,0.0,23.0,1
+2021-05-24,124,E,0,0.0,26.0,1
+2021-05-25,124,E,0,0.0,25.0,1
+2021-05-26,124,E,0,0.0,26.0,1
+2021-05-27,124,E,0,0.0,26.0,1
+2021-05-28,124,E,0,0.0,24.0,1
+2021-05-29,124,E,0,0.0,26.0,1
+2021-05-30,124,E,0,0.0,24.0,1
+2021-05-31,124,E,0,0.0,27.0,1
+2021-06-01,124,E,0,0.0,26.0,1
+2021-05-01,125,E,0,0.0,15.0,0
+2021-05-02,125,E,0,0.0,17.0,0
+2021-05-03,125,E,0,0.0,17.0,0
+2021-05-04,125,E,0,0.0,17.0,0
+2021-05-05,125,E,0,0.0,17.0,0
+2021-05-06,125,E,0,0.0,17.0,0
+2021-05-07,125,E,0,0.0,17.0,0
+2021-05-08,125,E,0,0.0,17.0,0
+2021-05-09,125,E,0,0.0,18.0,0
+2021-05-10,125,E,0,0.0,20.0,0
+2021-05-11,125,E,0,0.0,19.0,0
+2021-05-12,125,E,0,0.0,19.0,0
+2021-05-13,125,E,0,0.0,19.0,0
+2021-05-14,125,E,0,0.0,18.0,0
+2021-05-15,125,E,0,0.0,20.0,1
+2021-05-16,125,E,0,0.0,19.0,1
+2021-05-17,125,E,0,0.0,22.0,1
+2021-05-18,125,E,0,0.0,21.0,1
+2021-05-19,125,E,0,0.0,20.0,1
+2021-05-20,125,E,0,0.0,22.0,1
+2021-05-21,125,E,0,0.0,22.0,1
+2021-05-22,125,E,0,0.0,22.0,1
+2021-05-23,125,E,0,0.0,22.0,1
+2021-05-24,125,E,0,0.0,23.0,1
+2021-05-25,125,E,0,0.0,23.0,1
+2021-05-26,125,E,0,0.0,24.0,1
+2021-05-27,125,E,0,0.0,23.0,1
+2021-05-28,125,E,0,0.0,23.0,1
+2021-05-29,125,E,0,0.0,25.0,1
+2021-05-30,125,E,0,0.0,23.0,1
+2021-05-31,125,E,0,0.0,26.0,1
+2021-06-01,125,E,0,0.0,25.0,1
+2021-05-01,126,E,0,0.0,13.0,0
+2021-05-02,126,E,0,0.0,12.0,0
+2021-05-03,126,E,0,0.0,14.0,0
+2021-05-04,126,E,0,0.0,15.0,0
+2021-05-05,126,E,0,0.0,14.0,0
+2021-05-06,126,E,0,0.0,14.0,0
+2021-05-07,126,E,0,0.0,14.0,0
+2021-05-08,126,E,0,0.0,15.0,0
+2021-05-09,126,E,0,0.0,16.0,0
+2021-05-10,126,E,0,0.0,15.0,0
+2021-05-11,126,E,0,0.0,16.0,0
+2021-05-12,126,E,0,0.0,15.0,0
+2021-05-13,126,E,0,0.0,16.0,0
+2021-05-14,126,E,0,0.0,15.0,0
+2021-05-15,126,E,0,0.0,16.0,1
+2021-05-16,126,E,0,0.0,16.0,1
+2021-05-17,126,E,0,0.0,20.0,1
+2021-05-18,126,E,0,0.0,18.0,1
+2021-05-19,126,E,0,0.0,17.0,1
+2021-05-20,126,E,0,0.0,18.0,1
+2021-05-21,126,E,0,0.0,18.0,1
+2021-05-22,126,E,0,0.0,18.0,1
+2021-05-23,126,E,0,0.0,18.0,1
+2021-05-24,126,E,0,0.0,20.0,1
+2021-05-25,126,E,0,0.0,20.0,1
+2021-05-26,126,E,0,0.0,20.0,1
+2021-05-27,126,E,0,0.0,21.0,1
+2021-05-28,126,E,0,0.0,22.0,1
+2021-05-29,126,E,0,0.0,20.0,1
+2021-05-30,126,E,0,0.0,22.0,1
+2021-05-31,126,E,0,0.0,23.0,1
+2021-06-01,126,E,0,0.0,23.0,1
+2021-05-01,127,S,1,0.0,53.0,0
+2021-05-02,127,S,1,0.0,55.0,0
+2021-05-03,127,S,1,0.0,54.0,0
+2021-05-04,127,S,1,0.0,52.0,0
+2021-05-05,127,S,1,0.0,53.0,0
+2021-05-06,127,S,1,0.0,54.0,0
+2021-05-07,127,S,1,0.0,53.0,0
+2021-05-08,127,S,1,0.0,53.0,0
+2021-05-09,127,S,1,0.0,53.0,0
+2021-05-10,127,S,1,0.0,54.0,0
+2021-05-11,127,S,1,0.0,53.0,0
+2021-05-12,127,S,1,0.0,54.0,0
+2021-05-13,127,S,1,0.0,53.0,0
+2021-05-14,127,S,1,0.0,52.0,0
+2021-05-15,127,S,1,0.0,53.0,1
+2021-05-16,127,S,1,0.10243385027720109,53.0,1
+2021-05-17,127,S,1,0.20486770055440928,55.0,1
+2021-05-18,127,S,1,0.30730155083161037,53.0,1
+2021-05-19,127,S,1,0.40973540110881856,54.0,1
+2021-05-20,127,S,1,0.5121692513860197,55.0,1
+2021-05-21,127,S,1,0.5121692513860197,54.0,1
+2021-05-22,127,S,1,0.5121692513860197,54.0,1
+2021-05-23,127,S,1,0.5121692513860197,54.0,1
+2021-05-24,127,S,1,0.5121692513860197,55.0,1
+2021-05-25,127,S,1,0.5121692513860197,55.0,1
+2021-05-26,127,S,1,0.5121692513860197,54.0,1
+2021-05-27,127,S,1,0.5121692513860197,54.0,1
+2021-05-28,127,S,1,0.5121692513860197,54.0,1
+2021-05-29,127,S,1,0.5121692513860197,53.0,1
+2021-05-30,127,S,1,0.5121692513860197,53.0,1
+2021-05-31,127,S,1,0.5121692513860197,53.0,1
+2021-06-01,127,S,1,0.5121692513860197,53.0,1
+2021-05-01,128,W,0,0.0,25.0,0
+2021-05-02,128,W,0,0.0,25.0,0
+2021-05-03,128,W,0,0.0,26.0,0
+2021-05-04,128,W,0,0.0,25.0,0
+2021-05-05,128,W,0,0.0,26.0,0
+2021-05-06,128,W,0,0.0,25.0,0
+2021-05-07,128,W,0,0.0,27.0,0
+2021-05-08,128,W,0,0.0,25.0,0
+2021-05-09,128,W,0,0.0,26.0,0
+2021-05-10,128,W,0,0.0,27.0,0
+2021-05-11,128,W,0,0.0,28.0,0
+2021-05-12,128,W,0,0.0,26.0,0
+2021-05-13,128,W,0,0.0,26.0,0
+2021-05-14,128,W,0,0.0,25.0,0
+2021-05-15,128,W,0,0.0,27.0,1
+2021-05-16,128,W,0,0.0,27.0,1
+2021-05-17,128,W,0,0.0,28.0,1
+2021-05-18,128,W,0,0.0,28.0,1
+2021-05-19,128,W,0,0.0,28.0,1
+2021-05-20,128,W,0,0.0,29.0,1
+2021-05-21,128,W,0,0.0,29.0,1
+2021-05-22,128,W,0,0.0,28.0,1
+2021-05-23,128,W,0,0.0,29.0,1
+2021-05-24,128,W,0,0.0,30.0,1
+2021-05-25,128,W,0,0.0,30.0,1
+2021-05-26,128,W,0,0.0,30.0,1
+2021-05-27,128,W,0,0.0,29.0,1
+2021-05-28,128,W,0,0.0,31.0,1
+2021-05-29,128,W,0,0.0,30.0,1
+2021-05-30,128,W,0,0.0,30.0,1
+2021-05-31,128,W,0,0.0,32.0,1
+2021-06-01,128,W,0,0.0,31.0,1
+2021-05-01,129,W,0,0.0,25.0,0
+2021-05-02,129,W,0,0.0,28.0,0
+2021-05-03,129,W,0,0.0,28.0,0
+2021-05-04,129,W,0,0.0,26.0,0
+2021-05-05,129,W,0,0.0,27.0,0
+2021-05-06,129,W,0,0.0,28.0,0
+2021-05-07,129,W,0,0.0,27.0,0
+2021-05-08,129,W,0,0.0,27.0,0
+2021-05-09,129,W,0,0.0,28.0,0
+2021-05-10,129,W,0,0.0,30.0,0
+2021-05-11,129,W,0,0.0,29.0,0
+2021-05-12,129,W,0,0.0,28.0,0
+2021-05-13,129,W,0,0.0,28.0,0
+2021-05-14,129,W,0,0.0,29.0,0
+2021-05-15,129,W,0,0.0,29.0,1
+2021-05-16,129,W,0,0.0,29.0,1
+2021-05-17,129,W,0,0.0,32.0,1
+2021-05-18,129,W,0,0.0,30.0,1
+2021-05-19,129,W,0,0.0,29.0,1
+2021-05-20,129,W,0,0.0,31.0,1
+2021-05-21,129,W,0,0.0,30.0,1
+2021-05-22,129,W,0,0.0,29.0,1
+2021-05-23,129,W,0,0.0,30.0,1
+2021-05-24,129,W,0,0.0,32.0,1
+2021-05-25,129,W,0,0.0,33.0,1
+2021-05-26,129,W,0,0.0,30.0,1
+2021-05-27,129,W,0,0.0,32.0,1
+2021-05-28,129,W,0,0.0,32.0,1
+2021-05-29,129,W,0,0.0,32.0,1
+2021-05-30,129,W,0,0.0,32.0,1
+2021-05-31,129,W,0,0.0,33.0,1
+2021-06-01,129,W,0,0.0,32.0,1
+2021-05-01,130,N,0,0.0,43.0,0
+2021-05-02,130,N,0,0.0,44.0,0
+2021-05-03,130,N,0,0.0,45.0,0
+2021-05-04,130,N,0,0.0,45.0,0
+2021-05-05,130,N,0,0.0,44.0,0
+2021-05-06,130,N,0,0.0,45.0,0
+2021-05-07,130,N,0,0.0,45.0,0
+2021-05-08,130,N,0,0.0,43.0,0
+2021-05-09,130,N,0,0.0,46.0,0
+2021-05-10,130,N,0,0.0,45.0,0
+2021-05-11,130,N,0,0.0,46.0,0
+2021-05-12,130,N,0,0.0,43.0,0
+2021-05-13,130,N,0,0.0,43.0,0
+2021-05-14,130,N,0,0.0,44.0,0
+2021-05-15,130,N,0,0.0,44.0,1
+2021-05-16,130,N,0,0.0,45.0,1
+2021-05-17,130,N,0,0.0,46.0,1
+2021-05-18,130,N,0,0.0,45.0,1
+2021-05-19,130,N,0,0.0,44.0,1
+2021-05-20,130,N,0,0.0,47.0,1
+2021-05-21,130,N,0,0.0,46.0,1
+2021-05-22,130,N,0,0.0,46.0,1
+2021-05-23,130,N,0,0.0,46.0,1
+2021-05-24,130,N,0,0.0,47.0,1
+2021-05-25,130,N,0,0.0,45.0,1
+2021-05-26,130,N,0,0.0,45.0,1
+2021-05-27,130,N,0,0.0,46.0,1
+2021-05-28,130,N,0,0.0,46.0,1
+2021-05-29,130,N,0,0.0,46.0,1
+2021-05-30,130,N,0,0.0,45.0,1
+2021-05-31,130,N,0,0.0,46.0,1
+2021-06-01,130,N,0,0.0,47.0,1
+2021-05-01,131,E,0,0.0,16.0,0
+2021-05-02,131,E,0,0.0,17.0,0
+2021-05-03,131,E,0,0.0,16.0,0
+2021-05-04,131,E,0,0.0,16.0,0
+2021-05-05,131,E,0,0.0,17.0,0
+2021-05-06,131,E,0,0.0,18.0,0
+2021-05-07,131,E,0,0.0,17.0,0
+2021-05-08,131,E,0,0.0,17.0,0
+2021-05-09,131,E,0,0.0,18.0,0
+2021-05-10,131,E,0,0.0,18.0,0
+2021-05-11,131,E,0,0.0,18.0,0
+2021-05-12,131,E,0,0.0,19.0,0
+2021-05-13,131,E,0,0.0,18.0,0
+2021-05-14,131,E,0,0.0,18.0,0
+2021-05-15,131,E,0,0.0,19.0,1
+2021-05-16,131,E,0,0.0,20.0,1
+2021-05-17,131,E,0,0.0,21.0,1
+2021-05-18,131,E,0,0.0,20.0,1
+2021-05-19,131,E,0,0.0,19.0,1
+2021-05-20,131,E,0,0.0,22.0,1
+2021-05-21,131,E,0,0.0,21.0,1
+2021-05-22,131,E,0,0.0,21.0,1
+2021-05-23,131,E,0,0.0,22.0,1
+2021-05-24,131,E,0,0.0,24.0,1
+2021-05-25,131,E,0,0.0,23.0,1
+2021-05-26,131,E,0,0.0,23.0,1
+2021-05-27,131,E,0,0.0,23.0,1
+2021-05-28,131,E,0,0.0,23.0,1
+2021-05-29,131,E,0,0.0,22.0,1
+2021-05-30,131,E,0,0.0,25.0,1
+2021-05-31,131,E,0,0.0,25.0,1
+2021-06-01,131,E,0,0.0,25.0,1
+2021-05-01,132,W,1,0.0,24.0,0
+2021-05-02,132,W,1,0.0,25.0,0
+2021-05-03,132,W,1,0.0,23.0,0
+2021-05-04,132,W,1,0.0,23.0,0
+2021-05-05,132,W,1,0.0,24.0,0
+2021-05-06,132,W,1,0.0,24.0,0
+2021-05-07,132,W,1,0.0,24.0,0
+2021-05-08,132,W,1,0.0,25.0,0
+2021-05-09,132,W,1,0.0,26.0,0
+2021-05-10,132,W,1,0.0,25.0,0
+2021-05-11,132,W,1,0.0,26.0,0
+2021-05-12,132,W,1,0.0,25.0,0
+2021-05-13,132,W,1,0.0,26.0,0
+2021-05-14,132,W,1,0.0,26.0,0
+2021-05-15,132,W,1,0.0,28.0,1
+2021-05-16,132,W,1,0.05450592303463253,25.0,1
+2021-05-17,132,W,1,0.10901184606926861,29.0,1
+2021-05-18,132,W,1,0.16351776910390114,26.0,1
+2021-05-19,132,W,1,0.21802369213853723,27.0,1
+2021-05-20,132,W,1,0.27252961517316976,27.0,1
+2021-05-21,132,W,1,0.27252961517316976,27.0,1
+2021-05-22,132,W,1,0.27252961517316976,27.0,1
+2021-05-23,132,W,1,0.27252961517316976,29.0,1
+2021-05-24,132,W,1,0.27252961517316976,28.0,1
+2021-05-25,132,W,1,0.27252961517316976,29.0,1
+2021-05-26,132,W,1,0.27252961517316976,29.0,1
+2021-05-27,132,W,1,0.27252961517316976,28.0,1
+2021-05-28,132,W,1,0.27252961517316976,30.0,1
+2021-05-29,132,W,1,0.27252961517316976,29.0,1
+2021-05-30,132,W,1,0.27252961517316976,28.0,1
+2021-05-31,132,W,1,0.27252961517316976,31.0,1
+2021-06-01,132,W,1,0.27252961517316976,30.0,1
+2021-05-01,133,W,1,0.0,25.0,0
+2021-05-02,133,W,1,0.0,26.0,0
+2021-05-03,133,W,1,0.0,25.0,0
+2021-05-04,133,W,1,0.0,25.0,0
+2021-05-05,133,W,1,0.0,26.0,0
+2021-05-06,133,W,1,0.0,26.0,0
+2021-05-07,133,W,1,0.0,28.0,0
+2021-05-08,133,W,1,0.0,25.0,0
+2021-05-09,133,W,1,0.0,27.0,0
+2021-05-10,133,W,1,0.0,29.0,0
+2021-05-11,133,W,1,0.0,28.0,0
+2021-05-12,133,W,1,0.0,28.0,0
+2021-05-13,133,W,1,0.0,27.0,0
+2021-05-14,133,W,1,0.0,27.0,0
+2021-05-15,133,W,1,0.0,28.0,1
+2021-05-16,133,W,1,1.7670152055410213,30.0,1
+2021-05-17,133,W,1,3.5340304110820426,33.0,1
+2021-05-18,133,W,1,5.301045616623064,34.0,1
+2021-05-19,133,W,1,7.068060822164085,36.0,1
+2021-05-20,133,W,1,8.835076027705107,39.0,1
+2021-05-21,133,W,1,8.835076027705107,38.0,1
+2021-05-22,133,W,1,8.835076027705107,38.0,1
+2021-05-23,133,W,1,8.835076027705107,37.0,1
+2021-05-24,133,W,1,8.835076027705107,41.0,1
+2021-05-25,133,W,1,8.835076027705107,39.0,1
+2021-05-26,133,W,1,8.835076027705107,39.0,1
+2021-05-27,133,W,1,8.835076027705107,39.0,1
+2021-05-28,133,W,1,8.835076027705107,40.0,1
+2021-05-29,133,W,1,8.835076027705107,39.0,1
+2021-05-30,133,W,1,8.835076027705107,39.0,1
+2021-05-31,133,W,1,8.835076027705107,41.0,1
+2021-06-01,133,W,1,8.835076027705107,43.0,1
+2021-05-01,134,E,0,0.0,16.0,0
+2021-05-02,134,E,0,0.0,17.0,0
+2021-05-03,134,E,0,0.0,18.0,0
+2021-05-04,134,E,0,0.0,17.0,0
+2021-05-05,134,E,0,0.0,18.0,0
+2021-05-06,134,E,0,0.0,18.0,0
+2021-05-07,134,E,0,0.0,17.0,0
+2021-05-08,134,E,0,0.0,16.0,0
+2021-05-09,134,E,0,0.0,18.0,0
+2021-05-10,134,E,0,0.0,19.0,0
+2021-05-11,134,E,0,0.0,19.0,0
+2021-05-12,134,E,0,0.0,20.0,0
+2021-05-13,134,E,0,0.0,18.0,0
+2021-05-14,134,E,0,0.0,19.0,0
+2021-05-15,134,E,0,0.0,19.0,1
+2021-05-16,134,E,0,0.0,20.0,1
+2021-05-17,134,E,0,0.0,23.0,1
+2021-05-18,134,E,0,0.0,21.0,1
+2021-05-19,134,E,0,0.0,22.0,1
+2021-05-20,134,E,0,0.0,23.0,1
+2021-05-21,134,E,0,0.0,22.0,1
+2021-05-22,134,E,0,0.0,22.0,1
+2021-05-23,134,E,0,0.0,22.0,1
+2021-05-24,134,E,0,0.0,24.0,1
+2021-05-25,134,E,0,0.0,23.0,1
+2021-05-26,134,E,0,0.0,24.0,1
+2021-05-27,134,E,0,0.0,23.0,1
+2021-05-28,134,E,0,0.0,25.0,1
+2021-05-29,134,E,0,0.0,24.0,1
+2021-05-30,134,E,0,0.0,25.0,1
+2021-05-31,134,E,0,0.0,27.0,1
+2021-06-01,134,E,0,0.0,24.0,1
+2021-05-01,135,N,0,0.0,41.0,0
+2021-05-02,135,N,0,0.0,41.0,0
+2021-05-03,135,N,0,0.0,42.0,0
+2021-05-04,135,N,0,0.0,41.0,0
+2021-05-05,135,N,0,0.0,42.0,0
+2021-05-06,135,N,0,0.0,41.0,0
+2021-05-07,135,N,0,0.0,41.0,0
+2021-05-08,135,N,0,0.0,41.0,0
+2021-05-09,135,N,0,0.0,42.0,0
+2021-05-10,135,N,0,0.0,43.0,0
+2021-05-11,135,N,0,0.0,42.0,0
+2021-05-12,135,N,0,0.0,41.0,0
+2021-05-13,135,N,0,0.0,41.0,0
+2021-05-14,135,N,0,0.0,41.0,0
+2021-05-15,135,N,0,0.0,41.0,1
+2021-05-16,135,N,0,0.0,42.0,1
+2021-05-17,135,N,0,0.0,45.0,1
+2021-05-18,135,N,0,0.0,43.0,1
+2021-05-19,135,N,0,0.0,41.0,1
+2021-05-20,135,N,0,0.0,44.0,1
+2021-05-21,135,N,0,0.0,45.0,1
+2021-05-22,135,N,0,0.0,44.0,1
+2021-05-23,135,N,0,0.0,43.0,1
+2021-05-24,135,N,0,0.0,43.0,1
+2021-05-25,135,N,0,0.0,44.0,1
+2021-05-26,135,N,0,0.0,43.0,1
+2021-05-27,135,N,0,0.0,43.0,1
+2021-05-28,135,N,0,0.0,43.0,1
+2021-05-29,135,N,0,0.0,44.0,1
+2021-05-30,135,N,0,0.0,42.0,1
+2021-05-31,135,N,0,0.0,45.0,1
+2021-06-01,135,N,0,0.0,44.0,1
+2021-05-01,136,W,0,0.0,30.0,0
+2021-05-02,136,W,0,0.0,31.0,0
+2021-05-03,136,W,0,0.0,31.0,0
+2021-05-04,136,W,0,0.0,30.0,0
+2021-05-05,136,W,0,0.0,31.0,0
+2021-05-06,136,W,0,0.0,32.0,0
+2021-05-07,136,W,0,0.0,31.0,0
+2021-05-08,136,W,0,0.0,31.0,0
+2021-05-09,136,W,0,0.0,32.0,0
+2021-05-10,136,W,0,0.0,33.0,0
+2021-05-11,136,W,0,0.0,31.0,0
+2021-05-12,136,W,0,0.0,32.0,0
+2021-05-13,136,W,0,0.0,32.0,0
+2021-05-14,136,W,0,0.0,32.0,0
+2021-05-15,136,W,0,0.0,33.0,1
+2021-05-16,136,W,0,0.0,32.0,1
+2021-05-17,136,W,0,0.0,34.0,1
+2021-05-18,136,W,0,0.0,34.0,1
+2021-05-19,136,W,0,0.0,34.0,1
+2021-05-20,136,W,0,0.0,34.0,1
+2021-05-21,136,W,0,0.0,34.0,1
+2021-05-22,136,W,0,0.0,35.0,1
+2021-05-23,136,W,0,0.0,34.0,1
+2021-05-24,136,W,0,0.0,35.0,1
+2021-05-25,136,W,0,0.0,34.0,1
+2021-05-26,136,W,0,0.0,35.0,1
+2021-05-27,136,W,0,0.0,35.0,1
+2021-05-28,136,W,0,0.0,35.0,1
+2021-05-29,136,W,0,0.0,35.0,1
+2021-05-30,136,W,0,0.0,34.0,1
+2021-05-31,136,W,0,0.0,36.0,1
+2021-06-01,136,W,0,0.0,38.0,1
+2021-05-01,137,S,1,0.0,52.0,0
+2021-05-02,137,S,1,0.0,53.0,0
+2021-05-03,137,S,1,0.0,54.0,0
+2021-05-04,137,S,1,0.0,52.0,0
+2021-05-05,137,S,1,0.0,53.0,0
+2021-05-06,137,S,1,0.0,53.0,0
+2021-05-07,137,S,1,0.0,53.0,0
+2021-05-08,137,S,1,0.0,52.0,0
+2021-05-09,137,S,1,0.0,53.0,0
+2021-05-10,137,S,1,0.0,53.0,0
+2021-05-11,137,S,1,0.0,53.0,0
+2021-05-12,137,S,1,0.0,51.0,0
+2021-05-13,137,S,1,0.0,53.0,0
+2021-05-14,137,S,1,0.0,50.0,0
+2021-05-15,137,S,1,0.0,51.0,1
+2021-05-16,137,S,1,0.048589108274541104,52.0,1
+2021-05-17,137,S,1,0.09717821654908221,54.0,1
+2021-05-18,137,S,1,0.14576732482363042,51.0,1
+2021-05-19,137,S,1,0.19435643309817152,53.0,1
+2021-05-20,137,S,1,0.24294554137271263,53.0,1
+2021-05-21,137,S,1,0.24294554137271263,52.0,1
+2021-05-22,137,S,1,0.24294554137271263,53.0,1
+2021-05-23,137,S,1,0.24294554137271263,51.0,1
+2021-05-24,137,S,1,0.24294554137271263,53.0,1
+2021-05-25,137,S,1,0.24294554137271263,53.0,1
+2021-05-26,137,S,1,0.24294554137271263,55.0,1
+2021-05-27,137,S,1,0.24294554137271263,52.0,1
+2021-05-28,137,S,1,0.24294554137271263,53.0,1
+2021-05-29,137,S,1,0.24294554137271263,53.0,1
+2021-05-30,137,S,1,0.24294554137271263,54.0,1
+2021-05-31,137,S,1,0.24294554137271263,52.0,1
+2021-06-01,137,S,1,0.24294554137271263,54.0,1
+2021-05-01,138,W,0,0.0,25.0,0
+2021-05-02,138,W,0,0.0,28.0,0
+2021-05-03,138,W,0,0.0,26.0,0
+2021-05-04,138,W,0,0.0,28.0,0
+2021-05-05,138,W,0,0.0,27.0,0
+2021-05-06,138,W,0,0.0,28.0,0
+2021-05-07,138,W,0,0.0,27.0,0
+2021-05-08,138,W,0,0.0,28.0,0
+2021-05-09,138,W,0,0.0,28.0,0
+2021-05-10,138,W,0,0.0,29.0,0
+2021-05-11,138,W,0,0.0,30.0,0
+2021-05-12,138,W,0,0.0,28.0,0
+2021-05-13,138,W,0,0.0,28.0,0
+2021-05-14,138,W,0,0.0,28.0,0
+2021-05-15,138,W,0,0.0,30.0,1
+2021-05-16,138,W,0,0.0,30.0,1
+2021-05-17,138,W,0,0.0,31.0,1
+2021-05-18,138,W,0,0.0,30.0,1
+2021-05-19,138,W,0,0.0,28.0,1
+2021-05-20,138,W,0,0.0,32.0,1
+2021-05-21,138,W,0,0.0,29.0,1
+2021-05-22,138,W,0,0.0,30.0,1
+2021-05-23,138,W,0,0.0,31.0,1
+2021-05-24,138,W,0,0.0,32.0,1
+2021-05-25,138,W,0,0.0,33.0,1
+2021-05-26,138,W,0,0.0,32.0,1
+2021-05-27,138,W,0,0.0,31.0,1
+2021-05-28,138,W,0,0.0,33.0,1
+2021-05-29,138,W,0,0.0,32.0,1
+2021-05-30,138,W,0,0.0,32.0,1
+2021-05-31,138,W,0,0.0,33.0,1
+2021-06-01,138,W,0,0.0,34.0,1
+2021-05-01,139,E,0,0.0,14.0,0
+2021-05-02,139,E,0,0.0,16.0,0
+2021-05-03,139,E,0,0.0,17.0,0
+2021-05-04,139,E,0,0.0,16.0,0
+2021-05-05,139,E,0,0.0,17.0,0
+2021-05-06,139,E,0,0.0,18.0,0
+2021-05-07,139,E,0,0.0,17.0,0
+2021-05-08,139,E,0,0.0,17.0,0
+2021-05-09,139,E,0,0.0,18.0,0
+2021-05-10,139,E,0,0.0,19.0,0
+2021-05-11,139,E,0,0.0,18.0,0
+2021-05-12,139,E,0,0.0,18.0,0
+2021-05-13,139,E,0,0.0,18.0,0
+2021-05-14,139,E,0,0.0,18.0,0
+2021-05-15,139,E,0,0.0,20.0,1
+2021-05-16,139,E,0,0.0,19.0,1
+2021-05-17,139,E,0,0.0,21.0,1
+2021-05-18,139,E,0,0.0,20.0,1
+2021-05-19,139,E,0,0.0,20.0,1
+2021-05-20,139,E,0,0.0,20.0,1
+2021-05-21,139,E,0,0.0,21.0,1
+2021-05-22,139,E,0,0.0,21.0,1
+2021-05-23,139,E,0,0.0,22.0,1
+2021-05-24,139,E,0,0.0,24.0,1
+2021-05-25,139,E,0,0.0,23.0,1
+2021-05-26,139,E,0,0.0,23.0,1
+2021-05-27,139,E,0,0.0,21.0,1
+2021-05-28,139,E,0,0.0,22.0,1
+2021-05-29,139,E,0,0.0,24.0,1
+2021-05-30,139,E,0,0.0,24.0,1
+2021-05-31,139,E,0,0.0,25.0,1
+2021-06-01,139,E,0,0.0,26.0,1
+2021-05-01,140,W,1,0.0,32.0,0
+2021-05-02,140,W,1,0.0,33.0,0
+2021-05-03,140,W,1,0.0,33.0,0
+2021-05-04,140,W,1,0.0,32.0,0
+2021-05-05,140,W,1,0.0,33.0,0
+2021-05-06,140,W,1,0.0,33.0,0
+2021-05-07,140,W,1,0.0,32.0,0
+2021-05-08,140,W,1,0.0,33.0,0
+2021-05-09,140,W,1,0.0,34.0,0
+2021-05-10,140,W,1,0.0,35.0,0
+2021-05-11,140,W,1,0.0,33.0,0
+2021-05-12,140,W,1,0.0,33.0,0
+2021-05-13,140,W,1,0.0,32.0,0
+2021-05-14,140,W,1,0.0,32.0,0
+2021-05-15,140,W,1,0.0,32.0,1
+2021-05-16,140,W,1,1.0119470441433975,34.0,1
+2021-05-17,140,W,1,2.023894088286795,38.0,1
+2021-05-18,140,W,1,3.0358411324301855,38.0,1
+2021-05-19,140,W,1,4.047788176573583,37.0,1
+2021-05-20,140,W,1,5.059735220716981,40.0,1
+2021-05-21,140,W,1,5.059735220716981,41.0,1
+2021-05-22,140,W,1,5.059735220716981,40.0,1
+2021-05-23,140,W,1,5.059735220716981,42.0,1
+2021-05-24,140,W,1,5.059735220716981,40.0,1
+2021-05-25,140,W,1,5.059735220716981,42.0,1
+2021-05-26,140,W,1,5.059735220716981,41.0,1
+2021-05-27,140,W,1,5.059735220716981,41.0,1
+2021-05-28,140,W,1,5.059735220716981,40.0,1
+2021-05-29,140,W,1,5.059735220716981,42.0,1
+2021-05-30,140,W,1,5.059735220716981,42.0,1
+2021-05-31,140,W,1,5.059735220716981,43.0,1
+2021-06-01,140,W,1,5.059735220716981,42.0,1
+2021-05-01,141,N,0,0.0,46.0,0
+2021-05-02,141,N,0,0.0,45.0,0
+2021-05-03,141,N,0,0.0,46.0,0
+2021-05-04,141,N,0,0.0,46.0,0
+2021-05-05,141,N,0,0.0,46.0,0
+2021-05-06,141,N,0,0.0,46.0,0
+2021-05-07,141,N,0,0.0,47.0,0
+2021-05-08,141,N,0,0.0,45.0,0
+2021-05-09,141,N,0,0.0,46.0,0
+2021-05-10,141,N,0,0.0,48.0,0
+2021-05-11,141,N,0,0.0,45.0,0
+2021-05-12,141,N,0,0.0,45.0,0
+2021-05-13,141,N,0,0.0,47.0,0
+2021-05-14,141,N,0,0.0,46.0,0
+2021-05-15,141,N,0,0.0,46.0,1
+2021-05-16,141,N,0,0.0,46.0,1
+2021-05-17,141,N,0,0.0,47.0,1
+2021-05-18,141,N,0,0.0,46.0,1
+2021-05-19,141,N,0,0.0,46.0,1
+2021-05-20,141,N,0,0.0,48.0,1
+2021-05-21,141,N,0,0.0,47.0,1
+2021-05-22,141,N,0,0.0,47.0,1
+2021-05-23,141,N,0,0.0,47.0,1
+2021-05-24,141,N,0,0.0,48.0,1
+2021-05-25,141,N,0,0.0,48.0,1
+2021-05-26,141,N,0,0.0,50.0,1
+2021-05-27,141,N,0,0.0,47.0,1
+2021-05-28,141,N,0,0.0,47.0,1
+2021-05-29,141,N,0,0.0,48.0,1
+2021-05-30,141,N,0,0.0,48.0,1
+2021-05-31,141,N,0,0.0,49.0,1
+2021-06-01,141,N,0,0.0,49.0,1
+2021-05-01,142,N,0,0.0,44.0,0
+2021-05-02,142,N,0,0.0,45.0,0
+2021-05-03,142,N,0,0.0,44.0,0
+2021-05-04,142,N,0,0.0,45.0,0
+2021-05-05,142,N,0,0.0,45.0,0
+2021-05-06,142,N,0,0.0,46.0,0
+2021-05-07,142,N,0,0.0,45.0,0
+2021-05-08,142,N,0,0.0,43.0,0
+2021-05-09,142,N,0,0.0,45.0,0
+2021-05-10,142,N,0,0.0,46.0,0
+2021-05-11,142,N,0,0.0,43.0,0
+2021-05-12,142,N,0,0.0,45.0,0
+2021-05-13,142,N,0,0.0,45.0,0
+2021-05-14,142,N,0,0.0,47.0,0
+2021-05-15,142,N,0,0.0,45.0,1
+2021-05-16,142,N,0,0.0,44.0,1
+2021-05-17,142,N,0,0.0,48.0,1
+2021-05-18,142,N,0,0.0,47.0,1
+2021-05-19,142,N,0,0.0,45.0,1
+2021-05-20,142,N,0,0.0,47.0,1
+2021-05-21,142,N,0,0.0,46.0,1
+2021-05-22,142,N,0,0.0,46.0,1
+2021-05-23,142,N,0,0.0,46.0,1
+2021-05-24,142,N,0,0.0,47.0,1
+2021-05-25,142,N,0,0.0,47.0,1
+2021-05-26,142,N,0,0.0,48.0,1
+2021-05-27,142,N,0,0.0,46.0,1
+2021-05-28,142,N,0,0.0,47.0,1
+2021-05-29,142,N,0,0.0,47.0,1
+2021-05-30,142,N,0,0.0,46.0,1
+2021-05-31,142,N,0,0.0,48.0,1
+2021-06-01,142,N,0,0.0,46.0,1
+2021-05-01,143,W,0,0.0,23.0,0
+2021-05-02,143,W,0,0.0,24.0,0
+2021-05-03,143,W,0,0.0,24.0,0
+2021-05-04,143,W,0,0.0,23.0,0
+2021-05-05,143,W,0,0.0,24.0,0
+2021-05-06,143,W,0,0.0,25.0,0
+2021-05-07,143,W,0,0.0,25.0,0
+2021-05-08,143,W,0,0.0,23.0,0
+2021-05-09,143,W,0,0.0,24.0,0
+2021-05-10,143,W,0,0.0,26.0,0
+2021-05-11,143,W,0,0.0,27.0,0
+2021-05-12,143,W,0,0.0,26.0,0
+2021-05-13,143,W,0,0.0,25.0,0
+2021-05-14,143,W,0,0.0,25.0,0
+2021-05-15,143,W,0,0.0,25.0,1
+2021-05-16,143,W,0,0.0,26.0,1
+2021-05-17,143,W,0,0.0,28.0,1
+2021-05-18,143,W,0,0.0,27.0,1
+2021-05-19,143,W,0,0.0,27.0,1
+2021-05-20,143,W,0,0.0,28.0,1
+2021-05-21,143,W,0,0.0,27.0,1
+2021-05-22,143,W,0,0.0,28.0,1
+2021-05-23,143,W,0,0.0,28.0,1
+2021-05-24,143,W,0,0.0,28.0,1
+2021-05-25,143,W,0,0.0,28.0,1
+2021-05-26,143,W,0,0.0,29.0,1
+2021-05-27,143,W,0,0.0,28.0,1
+2021-05-28,143,W,0,0.0,29.0,1
+2021-05-29,143,W,0,0.0,28.0,1
+2021-05-30,143,W,0,0.0,29.0,1
+2021-05-31,143,W,0,0.0,30.0,1
+2021-06-01,143,W,0,0.0,31.0,1
+2021-05-01,144,W,0,0.0,30.0,0
+2021-05-02,144,W,0,0.0,31.0,0
+2021-05-03,144,W,0,0.0,31.0,0
+2021-05-04,144,W,0,0.0,31.0,0
+2021-05-05,144,W,0,0.0,30.0,0
+2021-05-06,144,W,0,0.0,31.0,0
+2021-05-07,144,W,0,0.0,31.0,0
+2021-05-08,144,W,0,0.0,32.0,0
+2021-05-09,144,W,0,0.0,33.0,0
+2021-05-10,144,W,0,0.0,32.0,0
+2021-05-11,144,W,0,0.0,32.0,0
+2021-05-12,144,W,0,0.0,34.0,0
+2021-05-13,144,W,0,0.0,32.0,0
+2021-05-14,144,W,0,0.0,32.0,0
+2021-05-15,144,W,0,0.0,34.0,1
+2021-05-16,144,W,0,0.0,35.0,1
+2021-05-17,144,W,0,0.0,36.0,1
+2021-05-18,144,W,0,0.0,33.0,1
+2021-05-19,144,W,0,0.0,33.0,1
+2021-05-20,144,W,0,0.0,34.0,1
+2021-05-21,144,W,0,0.0,35.0,1
+2021-05-22,144,W,0,0.0,35.0,1
+2021-05-23,144,W,0,0.0,36.0,1
+2021-05-24,144,W,0,0.0,35.0,1
+2021-05-25,144,W,0,0.0,36.0,1
+2021-05-26,144,W,0,0.0,36.0,1
+2021-05-27,144,W,0,0.0,35.0,1
+2021-05-28,144,W,0,0.0,36.0,1
+2021-05-29,144,W,0,0.0,36.0,1
+2021-05-30,144,W,0,0.0,35.0,1
+2021-05-31,144,W,0,0.0,37.0,1
+2021-06-01,144,W,0,0.0,37.0,1
+2021-05-01,145,E,0,0.0,16.0,0
+2021-05-02,145,E,0,0.0,19.0,0
+2021-05-03,145,E,0,0.0,18.0,0
+2021-05-04,145,E,0,0.0,18.0,0
+2021-05-05,145,E,0,0.0,18.0,0
+2021-05-06,145,E,0,0.0,21.0,0
+2021-05-07,145,E,0,0.0,19.0,0
+2021-05-08,145,E,0,0.0,20.0,0
+2021-05-09,145,E,0,0.0,21.0,0
+2021-05-10,145,E,0,0.0,20.0,0
+2021-05-11,145,E,0,0.0,22.0,0
+2021-05-12,145,E,0,0.0,21.0,0
+2021-05-13,145,E,0,0.0,20.0,0
+2021-05-14,145,E,0,0.0,20.0,0
+2021-05-15,145,E,0,0.0,21.0,1
+2021-05-16,145,E,0,0.0,20.0,1
+2021-05-17,145,E,0,0.0,24.0,1
+2021-05-18,145,E,0,0.0,22.0,1
+2021-05-19,145,E,0,0.0,23.0,1
+2021-05-20,145,E,0,0.0,25.0,1
+2021-05-21,145,E,0,0.0,22.0,1
+2021-05-22,145,E,0,0.0,22.0,1
+2021-05-23,145,E,0,0.0,24.0,1
+2021-05-24,145,E,0,0.0,25.0,1
+2021-05-25,145,E,0,0.0,24.0,1
+2021-05-26,145,E,0,0.0,25.0,1
+2021-05-27,145,E,0,0.0,25.0,1
+2021-05-28,145,E,0,0.0,26.0,1
+2021-05-29,145,E,0,0.0,25.0,1
+2021-05-30,145,E,0,0.0,26.0,1
+2021-05-31,145,E,0,0.0,28.0,1
+2021-06-01,145,E,0,0.0,27.0,1
+2021-05-01,146,S,1,0.0,52.0,0
+2021-05-02,146,S,1,0.0,52.0,0
+2021-05-03,146,S,1,0.0,53.0,0
+2021-05-04,146,S,1,0.0,50.0,0
+2021-05-05,146,S,1,0.0,51.0,0
+2021-05-06,146,S,1,0.0,52.0,0
+2021-05-07,146,S,1,0.0,51.0,0
+2021-05-08,146,S,1,0.0,53.0,0
+2021-05-09,146,S,1,0.0,52.0,0
+2021-05-10,146,S,1,0.0,52.0,0
+2021-05-11,146,S,1,0.0,52.0,0
+2021-05-12,146,S,1,0.0,51.0,0
+2021-05-13,146,S,1,0.0,50.0,0
+2021-05-14,146,S,1,0.0,49.0,0
+2021-05-15,146,S,1,0.0,50.0,1
+2021-05-16,146,S,1,0.09194129174159826,51.0,1
+2021-05-17,146,S,1,0.18388258348319653,51.0,1
+2021-05-18,146,S,1,0.2758238752247948,51.0,1
+2021-05-19,146,S,1,0.36776516696639305,53.0,1
+2021-05-20,146,S,1,0.4597064587079913,53.0,1
+2021-05-21,146,S,1,0.4597064587079913,51.0,1
+2021-05-22,146,S,1,0.4597064587079913,51.0,1
+2021-05-23,146,S,1,0.4597064587079913,52.0,1
+2021-05-24,146,S,1,0.4597064587079913,52.0,1
+2021-05-25,146,S,1,0.4597064587079913,52.0,1
+2021-05-26,146,S,1,0.4597064587079913,51.0,1
+2021-05-27,146,S,1,0.4597064587079913,51.0,1
+2021-05-28,146,S,1,0.4597064587079913,51.0,1
+2021-05-29,146,S,1,0.4597064587079913,53.0,1
+2021-05-30,146,S,1,0.4597064587079913,52.0,1
+2021-05-31,146,S,1,0.4597064587079913,54.0,1
+2021-06-01,146,S,1,0.4597064587079913,52.0,1
+2021-05-01,147,E,0,0.0,13.0,0
+2021-05-02,147,E,0,0.0,15.0,0
+2021-05-03,147,E,0,0.0,14.0,0
+2021-05-04,147,E,0,0.0,14.0,0
+2021-05-05,147,E,0,0.0,14.0,0
+2021-05-06,147,E,0,0.0,14.0,0
+2021-05-07,147,E,0,0.0,14.0,0
+2021-05-08,147,E,0,0.0,14.0,0
+2021-05-09,147,E,0,0.0,15.0,0
+2021-05-10,147,E,0,0.0,16.0,0
+2021-05-11,147,E,0,0.0,17.0,0
+2021-05-12,147,E,0,0.0,15.0,0
+2021-05-13,147,E,0,0.0,15.0,0
+2021-05-14,147,E,0,0.0,17.0,0
+2021-05-15,147,E,0,0.0,17.0,1
+2021-05-16,147,E,0,0.0,18.0,1
+2021-05-17,147,E,0,0.0,19.0,1
+2021-05-18,147,E,0,0.0,19.0,1
+2021-05-19,147,E,0,0.0,18.0,1
+2021-05-20,147,E,0,0.0,20.0,1
+2021-05-21,147,E,0,0.0,20.0,1
+2021-05-22,147,E,0,0.0,19.0,1
+2021-05-23,147,E,0,0.0,20.0,1
+2021-05-24,147,E,0,0.0,20.0,1
+2021-05-25,147,E,0,0.0,21.0,1
+2021-05-26,147,E,0,0.0,22.0,1
+2021-05-27,147,E,0,0.0,20.0,1
+2021-05-28,147,E,0,0.0,20.0,1
+2021-05-29,147,E,0,0.0,21.0,1
+2021-05-30,147,E,0,0.0,22.0,1
+2021-05-31,147,E,0,0.0,23.0,1
+2021-06-01,147,E,0,0.0,23.0,1
+2021-05-01,148,N,0,0.0,44.0,0
+2021-05-02,148,N,0,0.0,44.0,0
+2021-05-03,148,N,0,0.0,44.0,0
+2021-05-04,148,N,0,0.0,44.0,0
+2021-05-05,148,N,0,0.0,44.0,0
+2021-05-06,148,N,0,0.0,44.0,0
+2021-05-07,148,N,0,0.0,43.0,0
+2021-05-08,148,N,0,0.0,41.0,0
+2021-05-09,148,N,0,0.0,44.0,0
+2021-05-10,148,N,0,0.0,44.0,0
+2021-05-11,148,N,0,0.0,45.0,0
+2021-05-12,148,N,0,0.0,45.0,0
+2021-05-13,148,N,0,0.0,45.0,0
+2021-05-14,148,N,0,0.0,42.0,0
+2021-05-15,148,N,0,0.0,42.0,1
+2021-05-16,148,N,0,0.0,44.0,1
+2021-05-17,148,N,0,0.0,46.0,1
+2021-05-18,148,N,0,0.0,46.0,1
+2021-05-19,148,N,0,0.0,43.0,1
+2021-05-20,148,N,0,0.0,45.0,1
+2021-05-21,148,N,0,0.0,46.0,1
+2021-05-22,148,N,0,0.0,44.0,1
+2021-05-23,148,N,0,0.0,44.0,1
+2021-05-24,148,N,0,0.0,46.0,1
+2021-05-25,148,N,0,0.0,47.0,1
+2021-05-26,148,N,0,0.0,46.0,1
+2021-05-27,148,N,0,0.0,45.0,1
+2021-05-28,148,N,0,0.0,45.0,1
+2021-05-29,148,N,0,0.0,45.0,1
+2021-05-30,148,N,0,0.0,45.0,1
+2021-05-31,148,N,0,0.0,47.0,1
+2021-06-01,148,N,0,0.0,46.0,1
+2021-05-01,149,E,0,0.0,14.0,0
+2021-05-02,149,E,0,0.0,15.0,0
+2021-05-03,149,E,0,0.0,14.0,0
+2021-05-04,149,E,0,0.0,13.0,0
+2021-05-05,149,E,0,0.0,14.0,0
+2021-05-06,149,E,0,0.0,15.0,0
+2021-05-07,149,E,0,0.0,15.0,0
+2021-05-08,149,E,0,0.0,14.0,0
+2021-05-09,149,E,0,0.0,15.0,0
+2021-05-10,149,E,0,0.0,17.0,0
+2021-05-11,149,E,0,0.0,15.0,0
+2021-05-12,149,E,0,0.0,15.0,0
+2021-05-13,149,E,0,0.0,17.0,0
+2021-05-14,149,E,0,0.0,15.0,0
+2021-05-15,149,E,0,0.0,17.0,1
+2021-05-16,149,E,0,0.0,18.0,1
+2021-05-17,149,E,0,0.0,18.0,1
+2021-05-18,149,E,0,0.0,20.0,1
+2021-05-19,149,E,0,0.0,18.0,1
+2021-05-20,149,E,0,0.0,18.0,1
+2021-05-21,149,E,0,0.0,20.0,1
+2021-05-22,149,E,0,0.0,19.0,1
+2021-05-23,149,E,0,0.0,19.0,1
+2021-05-24,149,E,0,0.0,20.0,1
+2021-05-25,149,E,0,0.0,21.0,1
+2021-05-26,149,E,0,0.0,22.0,1
+2021-05-27,149,E,0,0.0,20.0,1
+2021-05-28,149,E,0,0.0,21.0,1
+2021-05-29,149,E,0,0.0,21.0,1
+2021-05-30,149,E,0,0.0,21.0,1
+2021-05-31,149,E,0,0.0,23.0,1
+2021-06-01,149,E,0,0.0,22.0,1
+2021-05-01,150,N,1,0.0,43.0,0
+2021-05-02,150,N,1,0.0,43.0,0
+2021-05-03,150,N,1,0.0,42.0,0
+2021-05-04,150,N,1,0.0,43.0,0
+2021-05-05,150,N,1,0.0,43.0,0
+2021-05-06,150,N,1,0.0,44.0,0
+2021-05-07,150,N,1,0.0,44.0,0
+2021-05-08,150,N,1,0.0,44.0,0
+2021-05-09,150,N,1,0.0,43.0,0
+2021-05-10,150,N,1,0.0,44.0,0
+2021-05-11,150,N,1,0.0,45.0,0
+2021-05-12,150,N,1,0.0,43.0,0
+2021-05-13,150,N,1,0.0,42.0,0
+2021-05-14,150,N,1,0.0,43.0,0
+2021-05-15,150,N,1,0.0,42.0,1
+2021-05-16,150,N,1,0.04223953421475812,43.0,1
+2021-05-17,150,N,1,0.08447906842950914,44.0,1
+2021-05-18,150,N,1,0.12671860264426726,45.0,1
+2021-05-19,150,N,1,0.16895813685901828,44.0,1
+2021-05-20,150,N,1,0.2111976710737764,45.0,1
+2021-05-21,150,N,1,0.2111976710737764,45.0,1
+2021-05-22,150,N,1,0.2111976710737764,44.0,1
+2021-05-23,150,N,1,0.2111976710737764,46.0,1
+2021-05-24,150,N,1,0.2111976710737764,45.0,1
+2021-05-25,150,N,1,0.2111976710737764,44.0,1
+2021-05-26,150,N,1,0.2111976710737764,44.0,1
+2021-05-27,150,N,1,0.2111976710737764,45.0,1
+2021-05-28,150,N,1,0.2111976710737764,45.0,1
+2021-05-29,150,N,1,0.2111976710737764,44.0,1
+2021-05-30,150,N,1,0.2111976710737764,46.0,1
+2021-05-31,150,N,1,0.2111976710737764,47.0,1
+2021-06-01,150,N,1,0.2111976710737764,46.0,1
+2021-05-01,151,S,0,0.0,52.0,0
+2021-05-02,151,S,0,0.0,52.0,0
+2021-05-03,151,S,0,0.0,52.0,0
+2021-05-04,151,S,0,0.0,52.0,0
+2021-05-05,151,S,0,0.0,53.0,0
+2021-05-06,151,S,0,0.0,53.0,0
+2021-05-07,151,S,0,0.0,51.0,0
+2021-05-08,151,S,0,0.0,51.0,0
+2021-05-09,151,S,0,0.0,52.0,0
+2021-05-10,151,S,0,0.0,53.0,0
+2021-05-11,151,S,0,0.0,52.0,0
+2021-05-12,151,S,0,0.0,52.0,0
+2021-05-13,151,S,0,0.0,52.0,0
+2021-05-14,151,S,0,0.0,51.0,0
+2021-05-15,151,S,0,0.0,51.0,1
+2021-05-16,151,S,0,0.0,52.0,1
+2021-05-17,151,S,0,0.0,54.0,1
+2021-05-18,151,S,0,0.0,53.0,1
+2021-05-19,151,S,0,0.0,49.0,1
+2021-05-20,151,S,0,0.0,52.0,1
+2021-05-21,151,S,0,0.0,51.0,1
+2021-05-22,151,S,0,0.0,52.0,1
+2021-05-23,151,S,0,0.0,52.0,1
+2021-05-24,151,S,0,0.0,53.0,1
+2021-05-25,151,S,0,0.0,53.0,1
+2021-05-26,151,S,0,0.0,52.0,1
+2021-05-27,151,S,0,0.0,52.0,1
+2021-05-28,151,S,0,0.0,52.0,1
+2021-05-29,151,S,0,0.0,53.0,1
+2021-05-30,151,S,0,0.0,53.0,1
+2021-05-31,151,S,0,0.0,53.0,1
+2021-06-01,151,S,0,0.0,52.0,1
+2021-05-01,152,N,0,0.0,39.0,0
+2021-05-02,152,N,0,0.0,40.0,0
+2021-05-03,152,N,0,0.0,39.0,0
+2021-05-04,152,N,0,0.0,39.0,0
+2021-05-05,152,N,0,0.0,39.0,0
+2021-05-06,152,N,0,0.0,40.0,0
+2021-05-07,152,N,0,0.0,39.0,0
+2021-05-08,152,N,0,0.0,39.0,0
+2021-05-09,152,N,0,0.0,40.0,0
+2021-05-10,152,N,0,0.0,41.0,0
+2021-05-11,152,N,0,0.0,40.0,0
+2021-05-12,152,N,0,0.0,39.0,0
+2021-05-13,152,N,0,0.0,39.0,0
+2021-05-14,152,N,0,0.0,40.0,0
+2021-05-15,152,N,0,0.0,39.0,1
+2021-05-16,152,N,0,0.0,38.0,1
+2021-05-17,152,N,0,0.0,42.0,1
+2021-05-18,152,N,0,0.0,41.0,1
+2021-05-19,152,N,0,0.0,41.0,1
+2021-05-20,152,N,0,0.0,40.0,1
+2021-05-21,152,N,0,0.0,41.0,1
+2021-05-22,152,N,0,0.0,42.0,1
+2021-05-23,152,N,0,0.0,43.0,1
+2021-05-24,152,N,0,0.0,43.0,1
+2021-05-25,152,N,0,0.0,42.0,1
+2021-05-26,152,N,0,0.0,43.0,1
+2021-05-27,152,N,0,0.0,42.0,1
+2021-05-28,152,N,0,0.0,41.0,1
+2021-05-29,152,N,0,0.0,42.0,1
+2021-05-30,152,N,0,0.0,41.0,1
+2021-05-31,152,N,0,0.0,44.0,1
+2021-06-01,152,N,0,0.0,43.0,1
+2021-05-01,153,S,0,0.0,50.0,0
+2021-05-02,153,S,0,0.0,49.0,0
+2021-05-03,153,S,0,0.0,50.0,0
+2021-05-04,153,S,0,0.0,51.0,0
+2021-05-05,153,S,0,0.0,50.0,0
+2021-05-06,153,S,0,0.0,50.0,0
+2021-05-07,153,S,0,0.0,51.0,0
+2021-05-08,153,S,0,0.0,48.0,0
+2021-05-09,153,S,0,0.0,50.0,0
+2021-05-10,153,S,0,0.0,52.0,0
+2021-05-11,153,S,0,0.0,50.0,0
+2021-05-12,153,S,0,0.0,50.0,0
+2021-05-13,153,S,0,0.0,48.0,0
+2021-05-14,153,S,0,0.0,49.0,0
+2021-05-15,153,S,0,0.0,50.0,1
+2021-05-16,153,S,0,0.0,48.0,1
+2021-05-17,153,S,0,0.0,52.0,1
+2021-05-18,153,S,0,0.0,49.0,1
+2021-05-19,153,S,0,0.0,50.0,1
+2021-05-20,153,S,0,0.0,51.0,1
+2021-05-21,153,S,0,0.0,50.0,1
+2021-05-22,153,S,0,0.0,50.0,1
+2021-05-23,153,S,0,0.0,51.0,1
+2021-05-24,153,S,0,0.0,50.0,1
+2021-05-25,153,S,0,0.0,49.0,1
+2021-05-26,153,S,0,0.0,50.0,1
+2021-05-27,153,S,0,0.0,48.0,1
+2021-05-28,153,S,0,0.0,49.0,1
+2021-05-29,153,S,0,0.0,49.0,1
+2021-05-30,153,S,0,0.0,49.0,1
+2021-05-31,153,S,0,0.0,51.0,1
+2021-06-01,153,S,0,0.0,49.0,1
+2021-05-01,154,N,0,0.0,42.0,0
+2021-05-02,154,N,0,0.0,44.0,0
+2021-05-03,154,N,0,0.0,43.0,0
+2021-05-04,154,N,0,0.0,44.0,0
+2021-05-05,154,N,0,0.0,44.0,0
+2021-05-06,154,N,0,0.0,44.0,0
+2021-05-07,154,N,0,0.0,43.0,0
+2021-05-08,154,N,0,0.0,44.0,0
+2021-05-09,154,N,0,0.0,44.0,0
+2021-05-10,154,N,0,0.0,45.0,0
+2021-05-11,154,N,0,0.0,44.0,0
+2021-05-12,154,N,0,0.0,44.0,0
+2021-05-13,154,N,0,0.0,43.0,0
+2021-05-14,154,N,0,0.0,44.0,0
+2021-05-15,154,N,0,0.0,44.0,1
+2021-05-16,154,N,0,0.0,44.0,1
+2021-05-17,154,N,0,0.0,45.0,1
+2021-05-18,154,N,0,0.0,45.0,1
+2021-05-19,154,N,0,0.0,43.0,1
+2021-05-20,154,N,0,0.0,46.0,1
+2021-05-21,154,N,0,0.0,44.0,1
+2021-05-22,154,N,0,0.0,44.0,1
+2021-05-23,154,N,0,0.0,46.0,1
+2021-05-24,154,N,0,0.0,46.0,1
+2021-05-25,154,N,0,0.0,46.0,1
+2021-05-26,154,N,0,0.0,45.0,1
+2021-05-27,154,N,0,0.0,45.0,1
+2021-05-28,154,N,0,0.0,44.0,1
+2021-05-29,154,N,0,0.0,44.0,1
+2021-05-30,154,N,0,0.0,45.0,1
+2021-05-31,154,N,0,0.0,46.0,1
+2021-06-01,154,N,0,0.0,45.0,1
+2021-05-01,155,W,0,0.0,25.0,0
+2021-05-02,155,W,0,0.0,26.0,0
+2021-05-03,155,W,0,0.0,27.0,0
+2021-05-04,155,W,0,0.0,27.0,0
+2021-05-05,155,W,0,0.0,27.0,0
+2021-05-06,155,W,0,0.0,28.0,0
+2021-05-07,155,W,0,0.0,28.0,0
+2021-05-08,155,W,0,0.0,26.0,0
+2021-05-09,155,W,0,0.0,28.0,0
+2021-05-10,155,W,0,0.0,30.0,0
+2021-05-11,155,W,0,0.0,29.0,0
+2021-05-12,155,W,0,0.0,28.0,0
+2021-05-13,155,W,0,0.0,28.0,0
+2021-05-14,155,W,0,0.0,29.0,0
+2021-05-15,155,W,0,0.0,29.0,1
+2021-05-16,155,W,0,0.0,30.0,1
+2021-05-17,155,W,0,0.0,32.0,1
+2021-05-18,155,W,0,0.0,30.0,1
+2021-05-19,155,W,0,0.0,30.0,1
+2021-05-20,155,W,0,0.0,30.0,1
+2021-05-21,155,W,0,0.0,29.0,1
+2021-05-22,155,W,0,0.0,31.0,1
+2021-05-23,155,W,0,0.0,31.0,1
+2021-05-24,155,W,0,0.0,32.0,1
+2021-05-25,155,W,0,0.0,31.0,1
+2021-05-26,155,W,0,0.0,32.0,1
+2021-05-27,155,W,0,0.0,30.0,1
+2021-05-28,155,W,0,0.0,31.0,1
+2021-05-29,155,W,0,0.0,31.0,1
+2021-05-30,155,W,0,0.0,31.0,1
+2021-05-31,155,W,0,0.0,33.0,1
+2021-06-01,155,W,0,0.0,32.0,1
+2021-05-01,156,W,0,0.0,26.0,0
+2021-05-02,156,W,0,0.0,27.0,0
+2021-05-03,156,W,0,0.0,26.0,0
+2021-05-04,156,W,0,0.0,27.0,0
+2021-05-05,156,W,0,0.0,26.0,0
+2021-05-06,156,W,0,0.0,27.0,0
+2021-05-07,156,W,0,0.0,27.0,0
+2021-05-08,156,W,0,0.0,26.0,0
+2021-05-09,156,W,0,0.0,26.0,0
+2021-05-10,156,W,0,0.0,29.0,0
+2021-05-11,156,W,0,0.0,27.0,0
+2021-05-12,156,W,0,0.0,27.0,0
+2021-05-13,156,W,0,0.0,26.0,0
+2021-05-14,156,W,0,0.0,27.0,0
+2021-05-15,156,W,0,0.0,27.0,1
+2021-05-16,156,W,0,0.0,27.0,1
+2021-05-17,156,W,0,0.0,30.0,1
+2021-05-18,156,W,0,0.0,29.0,1
+2021-05-19,156,W,0,0.0,28.0,1
+2021-05-20,156,W,0,0.0,30.0,1
+2021-05-21,156,W,0,0.0,29.0,1
+2021-05-22,156,W,0,0.0,29.0,1
+2021-05-23,156,W,0,0.0,30.0,1
+2021-05-24,156,W,0,0.0,30.0,1
+2021-05-25,156,W,0,0.0,30.0,1
+2021-05-26,156,W,0,0.0,30.0,1
+2021-05-27,156,W,0,0.0,30.0,1
+2021-05-28,156,W,0,0.0,31.0,1
+2021-05-29,156,W,0,0.0,29.0,1
+2021-05-30,156,W,0,0.0,30.0,1
+2021-05-31,156,W,0,0.0,31.0,1
+2021-06-01,156,W,0,0.0,32.0,1
+2021-05-01,157,E,0,0.0,13.0,0
+2021-05-02,157,E,0,0.0,14.0,0
+2021-05-03,157,E,0,0.0,14.0,0
+2021-05-04,157,E,0,0.0,13.0,0
+2021-05-05,157,E,0,0.0,15.0,0
+2021-05-06,157,E,0,0.0,14.0,0
+2021-05-07,157,E,0,0.0,14.0,0
+2021-05-08,157,E,0,0.0,14.0,0
+2021-05-09,157,E,0,0.0,16.0,0
+2021-05-10,157,E,0,0.0,17.0,0
+2021-05-11,157,E,0,0.0,16.0,0
+2021-05-12,157,E,0,0.0,16.0,0
+2021-05-13,157,E,0,0.0,16.0,0
+2021-05-14,157,E,0,0.0,16.0,0
+2021-05-15,157,E,0,0.0,17.0,1
+2021-05-16,157,E,0,0.0,17.0,1
+2021-05-17,157,E,0,0.0,19.0,1
+2021-05-18,157,E,0,0.0,20.0,1
+2021-05-19,157,E,0,0.0,19.0,1
+2021-05-20,157,E,0,0.0,19.0,1
+2021-05-21,157,E,0,0.0,19.0,1
+2021-05-22,157,E,0,0.0,19.0,1
+2021-05-23,157,E,0,0.0,20.0,1
+2021-05-24,157,E,0,0.0,21.0,1
+2021-05-25,157,E,0,0.0,22.0,1
+2021-05-26,157,E,0,0.0,21.0,1
+2021-05-27,157,E,0,0.0,21.0,1
+2021-05-28,157,E,0,0.0,22.0,1
+2021-05-29,157,E,0,0.0,20.0,1
+2021-05-30,157,E,0,0.0,21.0,1
+2021-05-31,157,E,0,0.0,23.0,1
+2021-06-01,157,E,0,0.0,23.0,1
+2021-05-01,158,E,1,0.0,17.0,0
+2021-05-02,158,E,1,0.0,18.0,0
+2021-05-03,158,E,1,0.0,20.0,0
+2021-05-04,158,E,1,0.0,18.0,0
+2021-05-05,158,E,1,0.0,19.0,0
+2021-05-06,158,E,1,0.0,19.0,0
+2021-05-07,158,E,1,0.0,19.0,0
+2021-05-08,158,E,1,0.0,20.0,0
+2021-05-09,158,E,1,0.0,20.0,0
+2021-05-10,158,E,1,0.0,21.0,0
+2021-05-11,158,E,1,0.0,21.0,0
+2021-05-12,158,E,1,0.0,21.0,0
+2021-05-13,158,E,1,0.0,21.0,0
+2021-05-14,158,E,1,0.0,21.0,0
+2021-05-15,158,E,1,0.0,22.0,1
+2021-05-16,158,E,1,0.7526220203571121,22.0,1
+2021-05-17,158,E,1,1.5052440407142242,26.0,1
+2021-05-18,158,E,1,2.2578660610713364,26.0,1
+2021-05-19,158,E,1,3.010488081428445,26.0,1
+2021-05-20,158,E,1,3.763110101785557,26.0,1
+2021-05-21,158,E,1,3.763110101785557,27.0,1
+2021-05-22,158,E,1,3.763110101785557,26.0,1
+2021-05-23,158,E,1,3.763110101785557,29.0,1
+2021-05-24,158,E,1,3.763110101785557,30.0,1
+2021-05-25,158,E,1,3.763110101785557,28.0,1
+2021-05-26,158,E,1,3.763110101785557,29.0,1
+2021-05-27,158,E,1,3.763110101785557,30.0,1
+2021-05-28,158,E,1,3.763110101785557,29.0,1
+2021-05-29,158,E,1,3.763110101785557,28.0,1
+2021-05-30,158,E,1,3.763110101785557,29.0,1
+2021-05-31,158,E,1,3.763110101785557,30.0,1
+2021-06-01,158,E,1,3.763110101785557,30.0,1
+2021-05-01,159,S,0,0.0,49.0,0
+2021-05-02,159,S,0,0.0,49.0,0
+2021-05-03,159,S,0,0.0,48.0,0
+2021-05-04,159,S,0,0.0,49.0,0
+2021-05-05,159,S,0,0.0,49.0,0
+2021-05-06,159,S,0,0.0,50.0,0
+2021-05-07,159,S,0,0.0,50.0,0
+2021-05-08,159,S,0,0.0,48.0,0
+2021-05-09,159,S,0,0.0,50.0,0
+2021-05-10,159,S,0,0.0,49.0,0
+2021-05-11,159,S,0,0.0,49.0,0
+2021-05-12,159,S,0,0.0,49.0,0
+2021-05-13,159,S,0,0.0,48.0,0
+2021-05-14,159,S,0,0.0,48.0,0
+2021-05-15,159,S,0,0.0,48.0,1
+2021-05-16,159,S,0,0.0,48.0,1
+2021-05-17,159,S,0,0.0,52.0,1
+2021-05-18,159,S,0,0.0,49.0,1
+2021-05-19,159,S,0,0.0,47.0,1
+2021-05-20,159,S,0,0.0,49.0,1
+2021-05-21,159,S,0,0.0,50.0,1
+2021-05-22,159,S,0,0.0,49.0,1
+2021-05-23,159,S,0,0.0,49.0,1
+2021-05-24,159,S,0,0.0,48.0,1
+2021-05-25,159,S,0,0.0,50.0,1
+2021-05-26,159,S,0,0.0,49.0,1
+2021-05-27,159,S,0,0.0,49.0,1
+2021-05-28,159,S,0,0.0,49.0,1
+2021-05-29,159,S,0,0.0,48.0,1
+2021-05-30,159,S,0,0.0,49.0,1
+2021-05-31,159,S,0,0.0,49.0,1
+2021-06-01,159,S,0,0.0,50.0,1
+2021-05-01,160,N,0,0.0,44.0,0
+2021-05-02,160,N,0,0.0,45.0,0
+2021-05-03,160,N,0,0.0,44.0,0
+2021-05-04,160,N,0,0.0,45.0,0
+2021-05-05,160,N,0,0.0,44.0,0
+2021-05-06,160,N,0,0.0,45.0,0
+2021-05-07,160,N,0,0.0,45.0,0
+2021-05-08,160,N,0,0.0,45.0,0
+2021-05-09,160,N,0,0.0,45.0,0
+2021-05-10,160,N,0,0.0,45.0,0
+2021-05-11,160,N,0,0.0,47.0,0
+2021-05-12,160,N,0,0.0,44.0,0
+2021-05-13,160,N,0,0.0,44.0,0
+2021-05-14,160,N,0,0.0,44.0,0
+2021-05-15,160,N,0,0.0,44.0,1
+2021-05-16,160,N,0,0.0,46.0,1
+2021-05-17,160,N,0,0.0,47.0,1
+2021-05-18,160,N,0,0.0,46.0,1
+2021-05-19,160,N,0,0.0,47.0,1
+2021-05-20,160,N,0,0.0,46.0,1
+2021-05-21,160,N,0,0.0,45.0,1
+2021-05-22,160,N,0,0.0,45.0,1
+2021-05-23,160,N,0,0.0,46.0,1
+2021-05-24,160,N,0,0.0,47.0,1
+2021-05-25,160,N,0,0.0,49.0,1
+2021-05-26,160,N,0,0.0,46.0,1
+2021-05-27,160,N,0,0.0,47.0,1
+2021-05-28,160,N,0,0.0,47.0,1
+2021-05-29,160,N,0,0.0,47.0,1
+2021-05-30,160,N,0,0.0,48.0,1
+2021-05-31,160,N,0,0.0,49.0,1
+2021-06-01,160,N,0,0.0,47.0,1
+2021-05-01,161,N,0,0.0,42.0,0
+2021-05-02,161,N,0,0.0,43.0,0
+2021-05-03,161,N,0,0.0,44.0,0
+2021-05-04,161,N,0,0.0,43.0,0
+2021-05-05,161,N,0,0.0,43.0,0
+2021-05-06,161,N,0,0.0,44.0,0
+2021-05-07,161,N,0,0.0,42.0,0
+2021-05-08,161,N,0,0.0,44.0,0
+2021-05-09,161,N,0,0.0,43.0,0
+2021-05-10,161,N,0,0.0,44.0,0
+2021-05-11,161,N,0,0.0,44.0,0
+2021-05-12,161,N,0,0.0,44.0,0
+2021-05-13,161,N,0,0.0,43.0,0
+2021-05-14,161,N,0,0.0,43.0,0
+2021-05-15,161,N,0,0.0,42.0,1
+2021-05-16,161,N,0,0.0,43.0,1
+2021-05-17,161,N,0,0.0,44.0,1
+2021-05-18,161,N,0,0.0,45.0,1
+2021-05-19,161,N,0,0.0,43.0,1
+2021-05-20,161,N,0,0.0,46.0,1
+2021-05-21,161,N,0,0.0,45.0,1
+2021-05-22,161,N,0,0.0,43.0,1
+2021-05-23,161,N,0,0.0,45.0,1
+2021-05-24,161,N,0,0.0,46.0,1
+2021-05-25,161,N,0,0.0,47.0,1
+2021-05-26,161,N,0,0.0,47.0,1
+2021-05-27,161,N,0,0.0,45.0,1
+2021-05-28,161,N,0,0.0,44.0,1
+2021-05-29,161,N,0,0.0,43.0,1
+2021-05-30,161,N,0,0.0,44.0,1
+2021-05-31,161,N,0,0.0,47.0,1
+2021-06-01,161,N,0,0.0,46.0,1
+2021-05-01,162,N,0,0.0,44.0,0
+2021-05-02,162,N,0,0.0,46.0,0
+2021-05-03,162,N,0,0.0,45.0,0
+2021-05-04,162,N,0,0.0,46.0,0
+2021-05-05,162,N,0,0.0,47.0,0
+2021-05-06,162,N,0,0.0,47.0,0
+2021-05-07,162,N,0,0.0,47.0,0
+2021-05-08,162,N,0,0.0,46.0,0
+2021-05-09,162,N,0,0.0,46.0,0
+2021-05-10,162,N,0,0.0,46.0,0
+2021-05-11,162,N,0,0.0,47.0,0
+2021-05-12,162,N,0,0.0,47.0,0
+2021-05-13,162,N,0,0.0,45.0,0
+2021-05-14,162,N,0,0.0,45.0,0
+2021-05-15,162,N,0,0.0,48.0,1
+2021-05-16,162,N,0,0.0,47.0,1
+2021-05-17,162,N,0,0.0,49.0,1
+2021-05-18,162,N,0,0.0,49.0,1
+2021-05-19,162,N,0,0.0,47.0,1
+2021-05-20,162,N,0,0.0,48.0,1
+2021-05-21,162,N,0,0.0,46.0,1
+2021-05-22,162,N,0,0.0,49.0,1
+2021-05-23,162,N,0,0.0,48.0,1
+2021-05-24,162,N,0,0.0,49.0,1
+2021-05-25,162,N,0,0.0,49.0,1
+2021-05-26,162,N,0,0.0,49.0,1
+2021-05-27,162,N,0,0.0,49.0,1
+2021-05-28,162,N,0,0.0,50.0,1
+2021-05-29,162,N,0,0.0,48.0,1
+2021-05-30,162,N,0,0.0,48.0,1
+2021-05-31,162,N,0,0.0,48.0,1
+2021-06-01,162,N,0,0.0,48.0,1
+2021-05-01,163,S,0,0.0,47.0,0
+2021-05-02,163,S,0,0.0,51.0,0
+2021-05-03,163,S,0,0.0,49.0,0
+2021-05-04,163,S,0,0.0,50.0,0
+2021-05-05,163,S,0,0.0,49.0,0
+2021-05-06,163,S,0,0.0,50.0,0
+2021-05-07,163,S,0,0.0,49.0,0
+2021-05-08,163,S,0,0.0,49.0,0
+2021-05-09,163,S,0,0.0,50.0,0
+2021-05-10,163,S,0,0.0,51.0,0
+2021-05-11,163,S,0,0.0,49.0,0
+2021-05-12,163,S,0,0.0,49.0,0
+2021-05-13,163,S,0,0.0,49.0,0
+2021-05-14,163,S,0,0.0,48.0,0
+2021-05-15,163,S,0,0.0,49.0,1
+2021-05-16,163,S,0,0.0,50.0,1
+2021-05-17,163,S,0,0.0,50.0,1
+2021-05-18,163,S,0,0.0,49.0,1
+2021-05-19,163,S,0,0.0,48.0,1
+2021-05-20,163,S,0,0.0,49.0,1
+2021-05-21,163,S,0,0.0,49.0,1
+2021-05-22,163,S,0,0.0,49.0,1
+2021-05-23,163,S,0,0.0,51.0,1
+2021-05-24,163,S,0,0.0,51.0,1
+2021-05-25,163,S,0,0.0,50.0,1
+2021-05-26,163,S,0,0.0,50.0,1
+2021-05-27,163,S,0,0.0,50.0,1
+2021-05-28,163,S,0,0.0,50.0,1
+2021-05-29,163,S,0,0.0,50.0,1
+2021-05-30,163,S,0,0.0,50.0,1
+2021-05-31,163,S,0,0.0,49.0,1
+2021-06-01,163,S,0,0.0,49.0,1
+2021-05-01,164,E,0,0.0,12.0,0
+2021-05-02,164,E,0,0.0,13.0,0
+2021-05-03,164,E,0,0.0,14.0,0
+2021-05-04,164,E,0,0.0,12.0,0
+2021-05-05,164,E,0,0.0,13.0,0
+2021-05-06,164,E,0,0.0,14.0,0
+2021-05-07,164,E,0,0.0,14.0,0
+2021-05-08,164,E,0,0.0,13.0,0
+2021-05-09,164,E,0,0.0,14.0,0
+2021-05-10,164,E,0,0.0,16.0,0
+2021-05-11,164,E,0,0.0,15.0,0
+2021-05-12,164,E,0,0.0,14.0,0
+2021-05-13,164,E,0,0.0,15.0,0
+2021-05-14,164,E,0,0.0,16.0,0
+2021-05-15,164,E,0,0.0,17.0,1
+2021-05-16,164,E,0,0.0,16.0,1
+2021-05-17,164,E,0,0.0,19.0,1
+2021-05-18,164,E,0,0.0,19.0,1
+2021-05-19,164,E,0,0.0,15.0,1
+2021-05-20,164,E,0,0.0,18.0,1
+2021-05-21,164,E,0,0.0,18.0,1
+2021-05-22,164,E,0,0.0,19.0,1
+2021-05-23,164,E,0,0.0,19.0,1
+2021-05-24,164,E,0,0.0,20.0,1
+2021-05-25,164,E,0,0.0,20.0,1
+2021-05-26,164,E,0,0.0,19.0,1
+2021-05-27,164,E,0,0.0,18.0,1
+2021-05-28,164,E,0,0.0,21.0,1
+2021-05-29,164,E,0,0.0,19.0,1
+2021-05-30,164,E,0,0.0,20.0,1
+2021-05-31,164,E,0,0.0,22.0,1
+2021-06-01,164,E,0,0.0,21.0,1
+2021-05-01,165,N,0,0.0,45.0,0
+2021-05-02,165,N,0,0.0,44.0,0
+2021-05-03,165,N,0,0.0,44.0,0
+2021-05-04,165,N,0,0.0,43.0,0
+2021-05-05,165,N,0,0.0,44.0,0
+2021-05-06,165,N,0,0.0,46.0,0
+2021-05-07,165,N,0,0.0,45.0,0
+2021-05-08,165,N,0,0.0,44.0,0
+2021-05-09,165,N,0,0.0,45.0,0
+2021-05-10,165,N,0,0.0,47.0,0
+2021-05-11,165,N,0,0.0,44.0,0
+2021-05-12,165,N,0,0.0,44.0,0
+2021-05-13,165,N,0,0.0,46.0,0
+2021-05-14,165,N,0,0.0,44.0,0
+2021-05-15,165,N,0,0.0,45.0,1
+2021-05-16,165,N,0,0.0,46.0,1
+2021-05-17,165,N,0,0.0,47.0,1
+2021-05-18,165,N,0,0.0,47.0,1
+2021-05-19,165,N,0,0.0,44.0,1
+2021-05-20,165,N,0,0.0,47.0,1
+2021-05-21,165,N,0,0.0,46.0,1
+2021-05-22,165,N,0,0.0,46.0,1
+2021-05-23,165,N,0,0.0,46.0,1
+2021-05-24,165,N,0,0.0,47.0,1
+2021-05-25,165,N,0,0.0,47.0,1
+2021-05-26,165,N,0,0.0,48.0,1
+2021-05-27,165,N,0,0.0,46.0,1
+2021-05-28,165,N,0,0.0,48.0,1
+2021-05-29,165,N,0,0.0,47.0,1
+2021-05-30,165,N,0,0.0,46.0,1
+2021-05-31,165,N,0,0.0,49.0,1
+2021-06-01,165,N,0,0.0,49.0,1
+2021-05-01,166,N,0,0.0,43.0,0
+2021-05-02,166,N,0,0.0,43.0,0
+2021-05-03,166,N,0,0.0,45.0,0
+2021-05-04,166,N,0,0.0,43.0,0
+2021-05-05,166,N,0,0.0,44.0,0
+2021-05-06,166,N,0,0.0,43.0,0
+2021-05-07,166,N,0,0.0,45.0,0
+2021-05-08,166,N,0,0.0,43.0,0
+2021-05-09,166,N,0,0.0,43.0,0
+2021-05-10,166,N,0,0.0,45.0,0
+2021-05-11,166,N,0,0.0,45.0,0
+2021-05-12,166,N,0,0.0,44.0,0
+2021-05-13,166,N,0,0.0,44.0,0
+2021-05-14,166,N,0,0.0,44.0,0
+2021-05-15,166,N,0,0.0,44.0,1
+2021-05-16,166,N,0,0.0,45.0,1
+2021-05-17,166,N,0,0.0,46.0,1
+2021-05-18,166,N,0,0.0,46.0,1
+2021-05-19,166,N,0,0.0,44.0,1
+2021-05-20,166,N,0,0.0,47.0,1
+2021-05-21,166,N,0,0.0,46.0,1
+2021-05-22,166,N,0,0.0,45.0,1
+2021-05-23,166,N,0,0.0,46.0,1
+2021-05-24,166,N,0,0.0,47.0,1
+2021-05-25,166,N,0,0.0,45.0,1
+2021-05-26,166,N,0,0.0,45.0,1
+2021-05-27,166,N,0,0.0,45.0,1
+2021-05-28,166,N,0,0.0,45.0,1
+2021-05-29,166,N,0,0.0,46.0,1
+2021-05-30,166,N,0,0.0,46.0,1
+2021-05-31,166,N,0,0.0,47.0,1
+2021-06-01,166,N,0,0.0,46.0,1
+2021-05-01,167,E,1,0.0,18.0,0
+2021-05-02,167,E,1,0.0,20.0,0
+2021-05-03,167,E,1,0.0,19.0,0
+2021-05-04,167,E,1,0.0,19.0,0
+2021-05-05,167,E,1,0.0,18.0,0
+2021-05-06,167,E,1,0.0,20.0,0
+2021-05-07,167,E,1,0.0,20.0,0
+2021-05-08,167,E,1,0.0,20.0,0
+2021-05-09,167,E,1,0.0,20.0,0
+2021-05-10,167,E,1,0.0,21.0,0
+2021-05-11,167,E,1,0.0,21.0,0
+2021-05-12,167,E,1,0.0,20.0,0
+2021-05-13,167,E,1,0.0,21.0,0
+2021-05-14,167,E,1,0.0,20.0,0
+2021-05-15,167,E,1,0.0,22.0,1
+2021-05-16,167,E,1,0.08883672050561131,22.0,1
+2021-05-17,167,E,1,0.17767344101122262,24.0,1
+2021-05-18,167,E,1,0.26651016151683393,25.0,1
+2021-05-19,167,E,1,0.3553468820224417,22.0,1
+2021-05-20,167,E,1,0.444183602528053,25.0,1
+2021-05-21,167,E,1,0.444183602528053,25.0,1
+2021-05-22,167,E,1,0.444183602528053,25.0,1
+2021-05-23,167,E,1,0.444183602528053,25.0,1
+2021-05-24,167,E,1,0.444183602528053,26.0,1
+2021-05-25,167,E,1,0.444183602528053,27.0,1
+2021-05-26,167,E,1,0.444183602528053,26.0,1
+2021-05-27,167,E,1,0.444183602528053,27.0,1
+2021-05-28,167,E,1,0.444183602528053,26.0,1
+2021-05-29,167,E,1,0.444183602528053,28.0,1
+2021-05-30,167,E,1,0.444183602528053,28.0,1
+2021-05-31,167,E,1,0.444183602528053,28.0,1
+2021-06-01,167,E,1,0.444183602528053,29.0,1
+2021-05-01,168,S,0,0.0,52.0,0
+2021-05-02,168,S,0,0.0,52.0,0
+2021-05-03,168,S,0,0.0,53.0,0
+2021-05-04,168,S,0,0.0,51.0,0
+2021-05-05,168,S,0,0.0,53.0,0
+2021-05-06,168,S,0,0.0,53.0,0
+2021-05-07,168,S,0,0.0,53.0,0
+2021-05-08,168,S,0,0.0,52.0,0
+2021-05-09,168,S,0,0.0,52.0,0
+2021-05-10,168,S,0,0.0,53.0,0
+2021-05-11,168,S,0,0.0,52.0,0
+2021-05-12,168,S,0,0.0,52.0,0
+2021-05-13,168,S,0,0.0,51.0,0
+2021-05-14,168,S,0,0.0,52.0,0
+2021-05-15,168,S,0,0.0,52.0,1
+2021-05-16,168,S,0,0.0,52.0,1
+2021-05-17,168,S,0,0.0,53.0,1
+2021-05-18,168,S,0,0.0,53.0,1
+2021-05-19,168,S,0,0.0,52.0,1
+2021-05-20,168,S,0,0.0,53.0,1
+2021-05-21,168,S,0,0.0,52.0,1
+2021-05-22,168,S,0,0.0,52.0,1
+2021-05-23,168,S,0,0.0,52.0,1
+2021-05-24,168,S,0,0.0,52.0,1
+2021-05-25,168,S,0,0.0,53.0,1
+2021-05-26,168,S,0,0.0,52.0,1
+2021-05-27,168,S,0,0.0,54.0,1
+2021-05-28,168,S,0,0.0,53.0,1
+2021-05-29,168,S,0,0.0,53.0,1
+2021-05-30,168,S,0,0.0,51.0,1
+2021-05-31,168,S,0,0.0,53.0,1
+2021-06-01,168,S,0,0.0,52.0,1
+2021-05-01,169,W,0,0.0,27.0,0
+2021-05-02,169,W,0,0.0,28.0,0
+2021-05-03,169,W,0,0.0,27.0,0
+2021-05-04,169,W,0,0.0,28.0,0
+2021-05-05,169,W,0,0.0,28.0,0
+2021-05-06,169,W,0,0.0,29.0,0
+2021-05-07,169,W,0,0.0,28.0,0
+2021-05-08,169,W,0,0.0,28.0,0
+2021-05-09,169,W,0,0.0,29.0,0
+2021-05-10,169,W,0,0.0,29.0,0
+2021-05-11,169,W,0,0.0,29.0,0
+2021-05-12,169,W,0,0.0,30.0,0
+2021-05-13,169,W,0,0.0,30.0,0
+2021-05-14,169,W,0,0.0,29.0,0
+2021-05-15,169,W,0,0.0,29.0,1
+2021-05-16,169,W,0,0.0,28.0,1
+2021-05-17,169,W,0,0.0,32.0,1
+2021-05-18,169,W,0,0.0,31.0,1
+2021-05-19,169,W,0,0.0,30.0,1
+2021-05-20,169,W,0,0.0,30.0,1
+2021-05-21,169,W,0,0.0,31.0,1
+2021-05-22,169,W,0,0.0,31.0,1
+2021-05-23,169,W,0,0.0,30.0,1
+2021-05-24,169,W,0,0.0,31.0,1
+2021-05-25,169,W,0,0.0,33.0,1
+2021-05-26,169,W,0,0.0,30.0,1
+2021-05-27,169,W,0,0.0,33.0,1
+2021-05-28,169,W,0,0.0,32.0,1
+2021-05-29,169,W,0,0.0,32.0,1
+2021-05-30,169,W,0,0.0,31.0,1
+2021-05-31,169,W,0,0.0,33.0,1
+2021-06-01,169,W,0,0.0,34.0,1
+2021-05-01,170,E,1,0.0,13.0,0
+2021-05-02,170,E,1,0.0,15.0,0
+2021-05-03,170,E,1,0.0,16.0,0
+2021-05-04,170,E,1,0.0,15.0,0
+2021-05-05,170,E,1,0.0,16.0,0
+2021-05-06,170,E,1,0.0,16.0,0
+2021-05-07,170,E,1,0.0,17.0,0
+2021-05-08,170,E,1,0.0,16.0,0
+2021-05-09,170,E,1,0.0,17.0,0
+2021-05-10,170,E,1,0.0,18.0,0
+2021-05-11,170,E,1,0.0,17.0,0
+2021-05-12,170,E,1,0.0,19.0,0
+2021-05-13,170,E,1,0.0,16.0,0
+2021-05-14,170,E,1,0.0,17.0,0
+2021-05-15,170,E,1,0.0,18.0,1
+2021-05-16,170,E,1,0.2655513975362602,19.0,1
+2021-05-17,170,E,1,0.5311027950725205,21.0,1
+2021-05-18,170,E,1,0.7966541926087771,21.0,1
+2021-05-19,170,E,1,1.0622055901450373,21.0,1
+2021-05-20,170,E,1,1.3277569876812976,22.0,1
+2021-05-21,170,E,1,1.3277569876812976,21.0,1
+2021-05-22,170,E,1,1.3277569876812976,21.0,1
+2021-05-23,170,E,1,1.3277569876812976,21.0,1
+2021-05-24,170,E,1,1.3277569876812976,23.0,1
+2021-05-25,170,E,1,1.3277569876812976,23.0,1
+2021-05-26,170,E,1,1.3277569876812976,22.0,1
+2021-05-27,170,E,1,1.3277569876812976,24.0,1
+2021-05-28,170,E,1,1.3277569876812976,25.0,1
+2021-05-29,170,E,1,1.3277569876812976,25.0,1
+2021-05-30,170,E,1,1.3277569876812976,25.0,1
+2021-05-31,170,E,1,1.3277569876812976,25.0,1
+2021-06-01,170,E,1,1.3277569876812976,25.0,1
+2021-05-01,171,N,1,0.0,43.0,0
+2021-05-02,171,N,1,0.0,44.0,0
+2021-05-03,171,N,1,0.0,44.0,0
+2021-05-04,171,N,1,0.0,43.0,0
+2021-05-05,171,N,1,0.0,44.0,0
+2021-05-06,171,N,1,0.0,45.0,0
+2021-05-07,171,N,1,0.0,44.0,0
+2021-05-08,171,N,1,0.0,45.0,0
+2021-05-09,171,N,1,0.0,44.0,0
+2021-05-10,171,N,1,0.0,45.0,0
+2021-05-11,171,N,1,0.0,45.0,0
+2021-05-12,171,N,1,0.0,44.0,0
+2021-05-13,171,N,1,0.0,43.0,0
+2021-05-14,171,N,1,0.0,44.0,0
+2021-05-15,171,N,1,0.0,44.0,1
+2021-05-16,171,N,1,0.09975944232009937,44.0,1
+2021-05-17,171,N,1,0.19951888464019873,46.0,1
+2021-05-18,171,N,1,0.2992783269603052,46.0,1
+2021-05-19,171,N,1,0.3990377692804046,46.0,1
+2021-05-20,171,N,1,0.49879721160050394,47.0,1
+2021-05-21,171,N,1,0.49879721160050394,46.0,1
+2021-05-22,171,N,1,0.49879721160050394,45.0,1
+2021-05-23,171,N,1,0.49879721160050394,45.0,1
+2021-05-24,171,N,1,0.49879721160050394,46.0,1
+2021-05-25,171,N,1,0.49879721160050394,46.0,1
+2021-05-26,171,N,1,0.49879721160050394,47.0,1
+2021-05-27,171,N,1,0.49879721160050394,46.0,1
+2021-05-28,171,N,1,0.49879721160050394,47.0,1
+2021-05-29,171,N,1,0.49879721160050394,46.0,1
+2021-05-30,171,N,1,0.49879721160050394,46.0,1
+2021-05-31,171,N,1,0.49879721160050394,48.0,1
+2021-06-01,171,N,1,0.49879721160050394,49.0,1
+2021-05-01,172,W,0,0.0,26.0,0
+2021-05-02,172,W,0,0.0,27.0,0
+2021-05-03,172,W,0,0.0,27.0,0
+2021-05-04,172,W,0,0.0,26.0,0
+2021-05-05,172,W,0,0.0,27.0,0
+2021-05-06,172,W,0,0.0,29.0,0
+2021-05-07,172,W,0,0.0,29.0,0
+2021-05-08,172,W,0,0.0,29.0,0
+2021-05-09,172,W,0,0.0,28.0,0
+2021-05-10,172,W,0,0.0,30.0,0
+2021-05-11,172,W,0,0.0,29.0,0
+2021-05-12,172,W,0,0.0,28.0,0
+2021-05-13,172,W,0,0.0,30.0,0
+2021-05-14,172,W,0,0.0,27.0,0
+2021-05-15,172,W,0,0.0,30.0,1
+2021-05-16,172,W,0,0.0,29.0,1
+2021-05-17,172,W,0,0.0,30.0,1
+2021-05-18,172,W,0,0.0,32.0,1
+2021-05-19,172,W,0,0.0,28.0,1
+2021-05-20,172,W,0,0.0,30.0,1
+2021-05-21,172,W,0,0.0,31.0,1
+2021-05-22,172,W,0,0.0,30.0,1
+2021-05-23,172,W,0,0.0,32.0,1
+2021-05-24,172,W,0,0.0,32.0,1
+2021-05-25,172,W,0,0.0,32.0,1
+2021-05-26,172,W,0,0.0,32.0,1
+2021-05-27,172,W,0,0.0,32.0,1
+2021-05-28,172,W,0,0.0,33.0,1
+2021-05-29,172,W,0,0.0,33.0,1
+2021-05-30,172,W,0,0.0,31.0,1
+2021-05-31,172,W,0,0.0,34.0,1
+2021-06-01,172,W,0,0.0,35.0,1
+2021-05-01,173,S,0,0.0,48.0,0
+2021-05-02,173,S,0,0.0,49.0,0
+2021-05-03,173,S,0,0.0,50.0,0
+2021-05-04,173,S,0,0.0,49.0,0
+2021-05-05,173,S,0,0.0,48.0,0
+2021-05-06,173,S,0,0.0,48.0,0
+2021-05-07,173,S,0,0.0,49.0,0
+2021-05-08,173,S,0,0.0,47.0,0
+2021-05-09,173,S,0,0.0,49.0,0
+2021-05-10,173,S,0,0.0,51.0,0
+2021-05-11,173,S,0,0.0,48.0,0
+2021-05-12,173,S,0,0.0,47.0,0
+2021-05-13,173,S,0,0.0,48.0,0
+2021-05-14,173,S,0,0.0,48.0,0
+2021-05-15,173,S,0,0.0,49.0,1
+2021-05-16,173,S,0,0.0,48.0,1
+2021-05-17,173,S,0,0.0,49.0,1
+2021-05-18,173,S,0,0.0,49.0,1
+2021-05-19,173,S,0,0.0,48.0,1
+2021-05-20,173,S,0,0.0,49.0,1
+2021-05-21,173,S,0,0.0,49.0,1
+2021-05-22,173,S,0,0.0,50.0,1
+2021-05-23,173,S,0,0.0,50.0,1
+2021-05-24,173,S,0,0.0,50.0,1
+2021-05-25,173,S,0,0.0,49.0,1
+2021-05-26,173,S,0,0.0,48.0,1
+2021-05-27,173,S,0,0.0,48.0,1
+2021-05-28,173,S,0,0.0,49.0,1
+2021-05-29,173,S,0,0.0,50.0,1
+2021-05-30,173,S,0,0.0,47.0,1
+2021-05-31,173,S,0,0.0,49.0,1
+2021-06-01,173,S,0,0.0,49.0,1
+2021-05-01,174,N,0,0.0,45.0,0
+2021-05-02,174,N,0,0.0,46.0,0
+2021-05-03,174,N,0,0.0,46.0,0
+2021-05-04,174,N,0,0.0,45.0,0
+2021-05-05,174,N,0,0.0,46.0,0
+2021-05-06,174,N,0,0.0,45.0,0
+2021-05-07,174,N,0,0.0,46.0,0
+2021-05-08,174,N,0,0.0,45.0,0
+2021-05-09,174,N,0,0.0,46.0,0
+2021-05-10,174,N,0,0.0,48.0,0
+2021-05-11,174,N,0,0.0,46.0,0
+2021-05-12,174,N,0,0.0,45.0,0
+2021-05-13,174,N,0,0.0,46.0,0
+2021-05-14,174,N,0,0.0,46.0,0
+2021-05-15,174,N,0,0.0,46.0,1
+2021-05-16,174,N,0,0.0,46.0,1
+2021-05-17,174,N,0,0.0,47.0,1
+2021-05-18,174,N,0,0.0,47.0,1
+2021-05-19,174,N,0,0.0,46.0,1
+2021-05-20,174,N,0,0.0,48.0,1
+2021-05-21,174,N,0,0.0,47.0,1
+2021-05-22,174,N,0,0.0,47.0,1
+2021-05-23,174,N,0,0.0,45.0,1
+2021-05-24,174,N,0,0.0,47.0,1
+2021-05-25,174,N,0,0.0,49.0,1
+2021-05-26,174,N,0,0.0,49.0,1
+2021-05-27,174,N,0,0.0,49.0,1
+2021-05-28,174,N,0,0.0,49.0,1
+2021-05-29,174,N,0,0.0,48.0,1
+2021-05-30,174,N,0,0.0,48.0,1
+2021-05-31,174,N,0,0.0,48.0,1
+2021-06-01,174,N,0,0.0,49.0,1
+2021-05-01,175,S,0,0.0,50.0,0
+2021-05-02,175,S,0,0.0,50.0,0
+2021-05-03,175,S,0,0.0,52.0,0
+2021-05-04,175,S,0,0.0,51.0,0
+2021-05-05,175,S,0,0.0,49.0,0
+2021-05-06,175,S,0,0.0,52.0,0
+2021-05-07,175,S,0,0.0,50.0,0
+2021-05-08,175,S,0,0.0,50.0,0
+2021-05-09,175,S,0,0.0,51.0,0
+2021-05-10,175,S,0,0.0,53.0,0
+2021-05-11,175,S,0,0.0,51.0,0
+2021-05-12,175,S,0,0.0,52.0,0
+2021-05-13,175,S,0,0.0,50.0,0
+2021-05-14,175,S,0,0.0,51.0,0
+2021-05-15,175,S,0,0.0,51.0,1
+2021-05-16,175,S,0,0.0,48.0,1
+2021-05-17,175,S,0,0.0,53.0,1
+2021-05-18,175,S,0,0.0,51.0,1
+2021-05-19,175,S,0,0.0,50.0,1
+2021-05-20,175,S,0,0.0,50.0,1
+2021-05-21,175,S,0,0.0,51.0,1
+2021-05-22,175,S,0,0.0,50.0,1
+2021-05-23,175,S,0,0.0,51.0,1
+2021-05-24,175,S,0,0.0,51.0,1
+2021-05-25,175,S,0,0.0,50.0,1
+2021-05-26,175,S,0,0.0,51.0,1
+2021-05-27,175,S,0,0.0,50.0,1
+2021-05-28,175,S,0,0.0,51.0,1
+2021-05-29,175,S,0,0.0,51.0,1
+2021-05-30,175,S,0,0.0,50.0,1
+2021-05-31,175,S,0,0.0,50.0,1
+2021-06-01,175,S,0,0.0,51.0,1
+2021-05-01,176,W,0,0.0,27.0,0
+2021-05-02,176,W,0,0.0,27.0,0
+2021-05-03,176,W,0,0.0,26.0,0
+2021-05-04,176,W,0,0.0,27.0,0
+2021-05-05,176,W,0,0.0,28.0,0
+2021-05-06,176,W,0,0.0,28.0,0
+2021-05-07,176,W,0,0.0,28.0,0
+2021-05-08,176,W,0,0.0,27.0,0
+2021-05-09,176,W,0,0.0,29.0,0
+2021-05-10,176,W,0,0.0,29.0,0
+2021-05-11,176,W,0,0.0,29.0,0
+2021-05-12,176,W,0,0.0,29.0,0
+2021-05-13,176,W,0,0.0,28.0,0
+2021-05-14,176,W,0,0.0,29.0,0
+2021-05-15,176,W,0,0.0,29.0,1
+2021-05-16,176,W,0,0.0,29.0,1
+2021-05-17,176,W,0,0.0,31.0,1
+2021-05-18,176,W,0,0.0,31.0,1
+2021-05-19,176,W,0,0.0,31.0,1
+2021-05-20,176,W,0,0.0,31.0,1
+2021-05-21,176,W,0,0.0,29.0,1
+2021-05-22,176,W,0,0.0,30.0,1
+2021-05-23,176,W,0,0.0,33.0,1
+2021-05-24,176,W,0,0.0,33.0,1
+2021-05-25,176,W,0,0.0,32.0,1
+2021-05-26,176,W,0,0.0,33.0,1
+2021-05-27,176,W,0,0.0,31.0,1
+2021-05-28,176,W,0,0.0,32.0,1
+2021-05-29,176,W,0,0.0,32.0,1
+2021-05-30,176,W,0,0.0,32.0,1
+2021-05-31,176,W,0,0.0,32.0,1
+2021-06-01,176,W,0,0.0,32.0,1
+2021-05-01,177,S,0,0.0,50.0,0
+2021-05-02,177,S,0,0.0,50.0,0
+2021-05-03,177,S,0,0.0,49.0,0
+2021-05-04,177,S,0,0.0,48.0,0
+2021-05-05,177,S,0,0.0,49.0,0
+2021-05-06,177,S,0,0.0,50.0,0
+2021-05-07,177,S,0,0.0,50.0,0
+2021-05-08,177,S,0,0.0,49.0,0
+2021-05-09,177,S,0,0.0,50.0,0
+2021-05-10,177,S,0,0.0,50.0,0
+2021-05-11,177,S,0,0.0,49.0,0
+2021-05-12,177,S,0,0.0,50.0,0
+2021-05-13,177,S,0,0.0,50.0,0
+2021-05-14,177,S,0,0.0,47.0,0
+2021-05-15,177,S,0,0.0,50.0,1
+2021-05-16,177,S,0,0.0,49.0,1
+2021-05-17,177,S,0,0.0,52.0,1
+2021-05-18,177,S,0,0.0,49.0,1
+2021-05-19,177,S,0,0.0,48.0,1
+2021-05-20,177,S,0,0.0,51.0,1
+2021-05-21,177,S,0,0.0,49.0,1
+2021-05-22,177,S,0,0.0,49.0,1
+2021-05-23,177,S,0,0.0,49.0,1
+2021-05-24,177,S,0,0.0,51.0,1
+2021-05-25,177,S,0,0.0,48.0,1
+2021-05-26,177,S,0,0.0,50.0,1
+2021-05-27,177,S,0,0.0,49.0,1
+2021-05-28,177,S,0,0.0,49.0,1
+2021-05-29,177,S,0,0.0,49.0,1
+2021-05-30,177,S,0,0.0,49.0,1
+2021-05-31,177,S,0,0.0,51.0,1
+2021-06-01,177,S,0,0.0,49.0,1
+2021-05-01,178,E,0,0.0,16.0,0
+2021-05-02,178,E,0,0.0,16.0,0
+2021-05-03,178,E,0,0.0,17.0,0
+2021-05-04,178,E,0,0.0,16.0,0
+2021-05-05,178,E,0,0.0,17.0,0
+2021-05-06,178,E,0,0.0,18.0,0
+2021-05-07,178,E,0,0.0,17.0,0
+2021-05-08,178,E,0,0.0,17.0,0
+2021-05-09,178,E,0,0.0,17.0,0
+2021-05-10,178,E,0,0.0,21.0,0
+2021-05-11,178,E,0,0.0,19.0,0
+2021-05-12,178,E,0,0.0,19.0,0
+2021-05-13,178,E,0,0.0,19.0,0
+2021-05-14,178,E,0,0.0,18.0,0
+2021-05-15,178,E,0,0.0,20.0,1
+2021-05-16,178,E,0,0.0,21.0,1
+2021-05-17,178,E,0,0.0,22.0,1
+2021-05-18,178,E,0,0.0,21.0,1
+2021-05-19,178,E,0,0.0,21.0,1
+2021-05-20,178,E,0,0.0,22.0,1
+2021-05-21,178,E,0,0.0,22.0,1
+2021-05-22,178,E,0,0.0,23.0,1
+2021-05-23,178,E,0,0.0,23.0,1
+2021-05-24,178,E,0,0.0,23.0,1
+2021-05-25,178,E,0,0.0,24.0,1
+2021-05-26,178,E,0,0.0,23.0,1
+2021-05-27,178,E,0,0.0,22.0,1
+2021-05-28,178,E,0,0.0,24.0,1
+2021-05-29,178,E,0,0.0,25.0,1
+2021-05-30,178,E,0,0.0,24.0,1
+2021-05-31,178,E,0,0.0,26.0,1
+2021-06-01,178,E,0,0.0,25.0,1
+2021-05-01,179,S,0,0.0,51.0,0
+2021-05-02,179,S,0,0.0,50.0,0
+2021-05-03,179,S,0,0.0,50.0,0
+2021-05-04,179,S,0,0.0,49.0,0
+2021-05-05,179,S,0,0.0,48.0,0
+2021-05-06,179,S,0,0.0,49.0,0
+2021-05-07,179,S,0,0.0,49.0,0
+2021-05-08,179,S,0,0.0,49.0,0
+2021-05-09,179,S,0,0.0,51.0,0
+2021-05-10,179,S,0,0.0,51.0,0
+2021-05-11,179,S,0,0.0,49.0,0
+2021-05-12,179,S,0,0.0,51.0,0
+2021-05-13,179,S,0,0.0,49.0,0
+2021-05-14,179,S,0,0.0,48.0,0
+2021-05-15,179,S,0,0.0,50.0,1
+2021-05-16,179,S,0,0.0,51.0,1
+2021-05-17,179,S,0,0.0,51.0,1
+2021-05-18,179,S,0,0.0,50.0,1
+2021-05-19,179,S,0,0.0,48.0,1
+2021-05-20,179,S,0,0.0,50.0,1
+2021-05-21,179,S,0,0.0,51.0,1
+2021-05-22,179,S,0,0.0,50.0,1
+2021-05-23,179,S,0,0.0,51.0,1
+2021-05-24,179,S,0,0.0,52.0,1
+2021-05-25,179,S,0,0.0,52.0,1
+2021-05-26,179,S,0,0.0,51.0,1
+2021-05-27,179,S,0,0.0,50.0,1
+2021-05-28,179,S,0,0.0,49.0,1
+2021-05-29,179,S,0,0.0,50.0,1
+2021-05-30,179,S,0,0.0,49.0,1
+2021-05-31,179,S,0,0.0,51.0,1
+2021-06-01,179,S,0,0.0,50.0,1
+2021-05-01,180,E,1,0.0,14.0,0
+2021-05-02,180,E,1,0.0,16.0,0
+2021-05-03,180,E,1,0.0,17.0,0
+2021-05-04,180,E,1,0.0,17.0,0
+2021-05-05,180,E,1,0.0,15.0,0
+2021-05-06,180,E,1,0.0,18.0,0
+2021-05-07,180,E,1,0.0,16.0,0
+2021-05-08,180,E,1,0.0,17.0,0
+2021-05-09,180,E,1,0.0,17.0,0
+2021-05-10,180,E,1,0.0,19.0,0
+2021-05-11,180,E,1,0.0,18.0,0
+2021-05-12,180,E,1,0.0,19.0,0
+2021-05-13,180,E,1,0.0,18.0,0
+2021-05-14,180,E,1,0.0,18.0,0
+2021-05-15,180,E,1,0.0,19.0,1
+2021-05-16,180,E,1,0.4500757251338179,21.0,1
+2021-05-17,180,E,1,0.9001514502676393,23.0,1
+2021-05-18,180,E,1,1.3502271754014572,22.0,1
+2021-05-19,180,E,1,1.800302900535275,22.0,1
+2021-05-20,180,E,1,2.2503786256690965,24.0,1
+2021-05-21,180,E,1,2.2503786256690965,26.0,1
+2021-05-22,180,E,1,2.2503786256690965,24.0,1
+2021-05-23,180,E,1,2.2503786256690965,23.0,1
+2021-05-24,180,E,1,2.2503786256690965,25.0,1
+2021-05-25,180,E,1,2.2503786256690965,25.0,1
+2021-05-26,180,E,1,2.2503786256690965,26.0,1
+2021-05-27,180,E,1,2.2503786256690965,25.0,1
+2021-05-28,180,E,1,2.2503786256690965,26.0,1
+2021-05-29,180,E,1,2.2503786256690965,26.0,1
+2021-05-30,180,E,1,2.2503786256690965,27.0,1
+2021-05-31,180,E,1,2.2503786256690965,28.0,1
+2021-06-01,180,E,1,2.2503786256690965,29.0,1
+2021-05-01,181,E,0,0.0,20.0,0
+2021-05-02,181,E,0,0.0,22.0,0
+2021-05-03,181,E,0,0.0,21.0,0
+2021-05-04,181,E,0,0.0,22.0,0
+2021-05-05,181,E,0,0.0,22.0,0
+2021-05-06,181,E,0,0.0,22.0,0
+2021-05-07,181,E,0,0.0,22.0,0
+2021-05-08,181,E,0,0.0,23.0,0
+2021-05-09,181,E,0,0.0,25.0,0
+2021-05-10,181,E,0,0.0,25.0,0
+2021-05-11,181,E,0,0.0,24.0,0
+2021-05-12,181,E,0,0.0,24.0,0
+2021-05-13,181,E,0,0.0,25.0,0
+2021-05-14,181,E,0,0.0,23.0,0
+2021-05-15,181,E,0,0.0,25.0,1
+2021-05-16,181,E,0,0.0,27.0,1
+2021-05-17,181,E,0,0.0,27.0,1
+2021-05-18,181,E,0,0.0,27.0,1
+2021-05-19,181,E,0,0.0,25.0,1
+2021-05-20,181,E,0,0.0,25.0,1
+2021-05-21,181,E,0,0.0,26.0,1
+2021-05-22,181,E,0,0.0,28.0,1
+2021-05-23,181,E,0,0.0,29.0,1
+2021-05-24,181,E,0,0.0,30.0,1
+2021-05-25,181,E,0,0.0,30.0,1
+2021-05-26,181,E,0,0.0,28.0,1
+2021-05-27,181,E,0,0.0,27.0,1
+2021-05-28,181,E,0,0.0,29.0,1
+2021-05-29,181,E,0,0.0,29.0,1
+2021-05-30,181,E,0,0.0,29.0,1
+2021-05-31,181,E,0,0.0,32.0,1
+2021-06-01,181,E,0,0.0,30.0,1
+2021-05-01,182,W,0,0.0,26.0,0
+2021-05-02,182,W,0,0.0,30.0,0
+2021-05-03,182,W,0,0.0,28.0,0
+2021-05-04,182,W,0,0.0,27.0,0
+2021-05-05,182,W,0,0.0,28.0,0
+2021-05-06,182,W,0,0.0,29.0,0
+2021-05-07,182,W,0,0.0,27.0,0
+2021-05-08,182,W,0,0.0,27.0,0
+2021-05-09,182,W,0,0.0,28.0,0
+2021-05-10,182,W,0,0.0,30.0,0
+2021-05-11,182,W,0,0.0,29.0,0
+2021-05-12,182,W,0,0.0,30.0,0
+2021-05-13,182,W,0,0.0,30.0,0
+2021-05-14,182,W,0,0.0,30.0,0
+2021-05-15,182,W,0,0.0,30.0,1
+2021-05-16,182,W,0,0.0,30.0,1
+2021-05-17,182,W,0,0.0,32.0,1
+2021-05-18,182,W,0,0.0,29.0,1
+2021-05-19,182,W,0,0.0,30.0,1
+2021-05-20,182,W,0,0.0,32.0,1
+2021-05-21,182,W,0,0.0,31.0,1
+2021-05-22,182,W,0,0.0,32.0,1
+2021-05-23,182,W,0,0.0,33.0,1
+2021-05-24,182,W,0,0.0,32.0,1
+2021-05-25,182,W,0,0.0,32.0,1
+2021-05-26,182,W,0,0.0,33.0,1
+2021-05-27,182,W,0,0.0,32.0,1
+2021-05-28,182,W,0,0.0,33.0,1
+2021-05-29,182,W,0,0.0,33.0,1
+2021-05-30,182,W,0,0.0,35.0,1
+2021-05-31,182,W,0,0.0,34.0,1
+2021-06-01,182,W,0,0.0,33.0,1
+2021-05-01,183,S,0,0.0,52.0,0
+2021-05-02,183,S,0,0.0,51.0,0
+2021-05-03,183,S,0,0.0,50.0,0
+2021-05-04,183,S,0,0.0,49.0,0
+2021-05-05,183,S,0,0.0,50.0,0
+2021-05-06,183,S,0,0.0,51.0,0
+2021-05-07,183,S,0,0.0,50.0,0
+2021-05-08,183,S,0,0.0,50.0,0
+2021-05-09,183,S,0,0.0,52.0,0
+2021-05-10,183,S,0,0.0,53.0,0
+2021-05-11,183,S,0,0.0,51.0,0
+2021-05-12,183,S,0,0.0,48.0,0
+2021-05-13,183,S,0,0.0,50.0,0
+2021-05-14,183,S,0,0.0,50.0,0
+2021-05-15,183,S,0,0.0,50.0,1
+2021-05-16,183,S,0,0.0,52.0,1
+2021-05-17,183,S,0,0.0,52.0,1
+2021-05-18,183,S,0,0.0,50.0,1
+2021-05-19,183,S,0,0.0,50.0,1
+2021-05-20,183,S,0,0.0,51.0,1
+2021-05-21,183,S,0,0.0,50.0,1
+2021-05-22,183,S,0,0.0,49.0,1
+2021-05-23,183,S,0,0.0,52.0,1
+2021-05-24,183,S,0,0.0,51.0,1
+2021-05-25,183,S,0,0.0,51.0,1
+2021-05-26,183,S,0,0.0,51.0,1
+2021-05-27,183,S,0,0.0,51.0,1
+2021-05-28,183,S,0,0.0,49.0,1
+2021-05-29,183,S,0,0.0,51.0,1
+2021-05-30,183,S,0,0.0,50.0,1
+2021-05-31,183,S,0,0.0,51.0,1
+2021-06-01,183,S,0,0.0,51.0,1
+2021-05-01,184,W,0,0.0,24.0,0
+2021-05-02,184,W,0,0.0,25.0,0
+2021-05-03,184,W,0,0.0,25.0,0
+2021-05-04,184,W,0,0.0,26.0,0
+2021-05-05,184,W,0,0.0,26.0,0
+2021-05-06,184,W,0,0.0,26.0,0
+2021-05-07,184,W,0,0.0,25.0,0
+2021-05-08,184,W,0,0.0,24.0,0
+2021-05-09,184,W,0,0.0,26.0,0
+2021-05-10,184,W,0,0.0,27.0,0
+2021-05-11,184,W,0,0.0,26.0,0
+2021-05-12,184,W,0,0.0,25.0,0
+2021-05-13,184,W,0,0.0,26.0,0
+2021-05-14,184,W,0,0.0,26.0,0
+2021-05-15,184,W,0,0.0,27.0,1
+2021-05-16,184,W,0,0.0,28.0,1
+2021-05-17,184,W,0,0.0,29.0,1
+2021-05-18,184,W,0,0.0,29.0,1
+2021-05-19,184,W,0,0.0,27.0,1
+2021-05-20,184,W,0,0.0,27.0,1
+2021-05-21,184,W,0,0.0,28.0,1
+2021-05-22,184,W,0,0.0,29.0,1
+2021-05-23,184,W,0,0.0,29.0,1
+2021-05-24,184,W,0,0.0,28.0,1
+2021-05-25,184,W,0,0.0,29.0,1
+2021-05-26,184,W,0,0.0,30.0,1
+2021-05-27,184,W,0,0.0,30.0,1
+2021-05-28,184,W,0,0.0,29.0,1
+2021-05-29,184,W,0,0.0,30.0,1
+2021-05-30,184,W,0,0.0,31.0,1
+2021-05-31,184,W,0,0.0,31.0,1
+2021-06-01,184,W,0,0.0,32.0,1
+2021-05-01,185,N,0,0.0,42.0,0
+2021-05-02,185,N,0,0.0,43.0,0
+2021-05-03,185,N,0,0.0,44.0,0
+2021-05-04,185,N,0,0.0,44.0,0
+2021-05-05,185,N,0,0.0,44.0,0
+2021-05-06,185,N,0,0.0,45.0,0
+2021-05-07,185,N,0,0.0,43.0,0
+2021-05-08,185,N,0,0.0,45.0,0
+2021-05-09,185,N,0,0.0,43.0,0
+2021-05-10,185,N,0,0.0,45.0,0
+2021-05-11,185,N,0,0.0,45.0,0
+2021-05-12,185,N,0,0.0,44.0,0
+2021-05-13,185,N,0,0.0,43.0,0
+2021-05-14,185,N,0,0.0,43.0,0
+2021-05-15,185,N,0,0.0,45.0,1
+2021-05-16,185,N,0,0.0,44.0,1
+2021-05-17,185,N,0,0.0,45.0,1
+2021-05-18,185,N,0,0.0,46.0,1
+2021-05-19,185,N,0,0.0,45.0,1
+2021-05-20,185,N,0,0.0,46.0,1
+2021-05-21,185,N,0,0.0,45.0,1
+2021-05-22,185,N,0,0.0,45.0,1
+2021-05-23,185,N,0,0.0,45.0,1
+2021-05-24,185,N,0,0.0,47.0,1
+2021-05-25,185,N,0,0.0,48.0,1
+2021-05-26,185,N,0,0.0,45.0,1
+2021-05-27,185,N,0,0.0,47.0,1
+2021-05-28,185,N,0,0.0,46.0,1
+2021-05-29,185,N,0,0.0,46.0,1
+2021-05-30,185,N,0,0.0,46.0,1
+2021-05-31,185,N,0,0.0,47.0,1
+2021-06-01,185,N,0,0.0,48.0,1
+2021-05-01,186,S,0,0.0,49.0,0
+2021-05-02,186,S,0,0.0,48.0,0
+2021-05-03,186,S,0,0.0,50.0,0
+2021-05-04,186,S,0,0.0,48.0,0
+2021-05-05,186,S,0,0.0,48.0,0
+2021-05-06,186,S,0,0.0,48.0,0
+2021-05-07,186,S,0,0.0,48.0,0
+2021-05-08,186,S,0,0.0,49.0,0
+2021-05-09,186,S,0,0.0,48.0,0
+2021-05-10,186,S,0,0.0,49.0,0
+2021-05-11,186,S,0,0.0,47.0,0
+2021-05-12,186,S,0,0.0,47.0,0
+2021-05-13,186,S,0,0.0,48.0,0
+2021-05-14,186,S,0,0.0,47.0,0
+2021-05-15,186,S,0,0.0,49.0,1
+2021-05-16,186,S,0,0.0,48.0,1
+2021-05-17,186,S,0,0.0,49.0,1
+2021-05-18,186,S,0,0.0,49.0,1
+2021-05-19,186,S,0,0.0,49.0,1
+2021-05-20,186,S,0,0.0,49.0,1
+2021-05-21,186,S,0,0.0,48.0,1
+2021-05-22,186,S,0,0.0,48.0,1
+2021-05-23,186,S,0,0.0,47.0,1
+2021-05-24,186,S,0,0.0,49.0,1
+2021-05-25,186,S,0,0.0,49.0,1
+2021-05-26,186,S,0,0.0,47.0,1
+2021-05-27,186,S,0,0.0,47.0,1
+2021-05-28,186,S,0,0.0,48.0,1
+2021-05-29,186,S,0,0.0,48.0,1
+2021-05-30,186,S,0,0.0,48.0,1
+2021-05-31,186,S,0,0.0,49.0,1
+2021-06-01,186,S,0,0.0,49.0,1
+2021-05-01,187,S,0,0.0,50.0,0
+2021-05-02,187,S,0,0.0,52.0,0
+2021-05-03,187,S,0,0.0,51.0,0
+2021-05-04,187,S,0,0.0,50.0,0
+2021-05-05,187,S,0,0.0,50.0,0
+2021-05-06,187,S,0,0.0,51.0,0
+2021-05-07,187,S,0,0.0,49.0,0
+2021-05-08,187,S,0,0.0,50.0,0
+2021-05-09,187,S,0,0.0,50.0,0
+2021-05-10,187,S,0,0.0,51.0,0
+2021-05-11,187,S,0,0.0,49.0,0
+2021-05-12,187,S,0,0.0,49.0,0
+2021-05-13,187,S,0,0.0,49.0,0
+2021-05-14,187,S,0,0.0,49.0,0
+2021-05-15,187,S,0,0.0,49.0,1
+2021-05-16,187,S,0,0.0,48.0,1
+2021-05-17,187,S,0,0.0,52.0,1
+2021-05-18,187,S,0,0.0,51.0,1
+2021-05-19,187,S,0,0.0,49.0,1
+2021-05-20,187,S,0,0.0,50.0,1
+2021-05-21,187,S,0,0.0,50.0,1
+2021-05-22,187,S,0,0.0,49.0,1
+2021-05-23,187,S,0,0.0,49.0,1
+2021-05-24,187,S,0,0.0,51.0,1
+2021-05-25,187,S,0,0.0,49.0,1
+2021-05-26,187,S,0,0.0,50.0,1
+2021-05-27,187,S,0,0.0,48.0,1
+2021-05-28,187,S,0,0.0,50.0,1
+2021-05-29,187,S,0,0.0,50.0,1
+2021-05-30,187,S,0,0.0,48.0,1
+2021-05-31,187,S,0,0.0,51.0,1
+2021-06-01,187,S,0,0.0,49.0,1
+2021-05-01,188,E,0,0.0,14.0,0
+2021-05-02,188,E,0,0.0,16.0,0
+2021-05-03,188,E,0,0.0,16.0,0
+2021-05-04,188,E,0,0.0,18.0,0
+2021-05-05,188,E,0,0.0,17.0,0
+2021-05-06,188,E,0,0.0,19.0,0
+2021-05-07,188,E,0,0.0,18.0,0
+2021-05-08,188,E,0,0.0,16.0,0
+2021-05-09,188,E,0,0.0,18.0,0
+2021-05-10,188,E,0,0.0,18.0,0
+2021-05-11,188,E,0,0.0,19.0,0
+2021-05-12,188,E,0,0.0,18.0,0
+2021-05-13,188,E,0,0.0,18.0,0
+2021-05-14,188,E,0,0.0,18.0,0
+2021-05-15,188,E,0,0.0,20.0,1
+2021-05-16,188,E,0,0.0,20.0,1
+2021-05-17,188,E,0,0.0,22.0,1
+2021-05-18,188,E,0,0.0,22.0,1
+2021-05-19,188,E,0,0.0,21.0,1
+2021-05-20,188,E,0,0.0,22.0,1
+2021-05-21,188,E,0,0.0,22.0,1
+2021-05-22,188,E,0,0.0,23.0,1
+2021-05-23,188,E,0,0.0,21.0,1
+2021-05-24,188,E,0,0.0,24.0,1
+2021-05-25,188,E,0,0.0,25.0,1
+2021-05-26,188,E,0,0.0,24.0,1
+2021-05-27,188,E,0,0.0,22.0,1
+2021-05-28,188,E,0,0.0,24.0,1
+2021-05-29,188,E,0,0.0,25.0,1
+2021-05-30,188,E,0,0.0,25.0,1
+2021-05-31,188,E,0,0.0,26.0,1
+2021-06-01,188,E,0,0.0,26.0,1
+2021-05-01,189,S,1,0.0,47.0,0
+2021-05-02,189,S,1,0.0,48.0,0
+2021-05-03,189,S,1,0.0,47.0,0
+2021-05-04,189,S,1,0.0,49.0,0
+2021-05-05,189,S,1,0.0,48.0,0
+2021-05-06,189,S,1,0.0,49.0,0
+2021-05-07,189,S,1,0.0,49.0,0
+2021-05-08,189,S,1,0.0,47.0,0
+2021-05-09,189,S,1,0.0,48.0,0
+2021-05-10,189,S,1,0.0,50.0,0
+2021-05-11,189,S,1,0.0,49.0,0
+2021-05-12,189,S,1,0.0,48.0,0
+2021-05-13,189,S,1,0.0,46.0,0
+2021-05-14,189,S,1,0.0,46.0,0
+2021-05-15,189,S,1,0.0,45.0,1
+2021-05-16,189,S,1,0.41653709355675517,48.0,1
+2021-05-17,189,S,1,0.8330741871135103,49.0,1
+2021-05-18,189,S,1,1.2496112806702655,49.0,1
+2021-05-19,189,S,1,1.6661483742270136,48.0,1
+2021-05-20,189,S,1,2.0826854677837687,52.0,1
+2021-05-21,189,S,1,2.0826854677837687,50.0,1
+2021-05-22,189,S,1,2.0826854677837687,50.0,1
+2021-05-23,189,S,1,2.0826854677837687,50.0,1
+2021-05-24,189,S,1,2.0826854677837687,52.0,1
+2021-05-25,189,S,1,2.0826854677837687,51.0,1
+2021-05-26,189,S,1,2.0826854677837687,50.0,1
+2021-05-27,189,S,1,2.0826854677837687,49.0,1
+2021-05-28,189,S,1,2.0826854677837687,49.0,1
+2021-05-29,189,S,1,2.0826854677837687,49.0,1
+2021-05-30,189,S,1,2.0826854677837687,50.0,1
+2021-05-31,189,S,1,2.0826854677837687,51.0,1
+2021-06-01,189,S,1,2.0826854677837687,51.0,1
+2021-05-01,190,S,0,0.0,49.0,0
+2021-05-02,190,S,0,0.0,51.0,0
+2021-05-03,190,S,0,0.0,51.0,0
+2021-05-04,190,S,0,0.0,50.0,0
+2021-05-05,190,S,0,0.0,51.0,0
+2021-05-06,190,S,0,0.0,50.0,0
+2021-05-07,190,S,0,0.0,52.0,0
+2021-05-08,190,S,0,0.0,50.0,0
+2021-05-09,190,S,0,0.0,52.0,0
+2021-05-10,190,S,0,0.0,52.0,0
+2021-05-11,190,S,0,0.0,51.0,0
+2021-05-12,190,S,0,0.0,50.0,0
+2021-05-13,190,S,0,0.0,51.0,0
+2021-05-14,190,S,0,0.0,50.0,0
+2021-05-15,190,S,0,0.0,50.0,1
+2021-05-16,190,S,0,0.0,50.0,1
+2021-05-17,190,S,0,0.0,52.0,1
+2021-05-18,190,S,0,0.0,51.0,1
+2021-05-19,190,S,0,0.0,50.0,1
+2021-05-20,190,S,0,0.0,52.0,1
+2021-05-21,190,S,0,0.0,51.0,1
+2021-05-22,190,S,0,0.0,52.0,1
+2021-05-23,190,S,0,0.0,50.0,1
+2021-05-24,190,S,0,0.0,51.0,1
+2021-05-25,190,S,0,0.0,50.0,1
+2021-05-26,190,S,0,0.0,50.0,1
+2021-05-27,190,S,0,0.0,50.0,1
+2021-05-28,190,S,0,0.0,51.0,1
+2021-05-29,190,S,0,0.0,53.0,1
+2021-05-30,190,S,0,0.0,50.0,1
+2021-05-31,190,S,0,0.0,53.0,1
+2021-06-01,190,S,0,0.0,51.0,1
+2021-05-01,191,E,0,0.0,16.0,0
+2021-05-02,191,E,0,0.0,16.0,0
+2021-05-03,191,E,0,0.0,16.0,0
+2021-05-04,191,E,0,0.0,16.0,0
+2021-05-05,191,E,0,0.0,18.0,0
+2021-05-06,191,E,0,0.0,18.0,0
+2021-05-07,191,E,0,0.0,18.0,0
+2021-05-08,191,E,0,0.0,18.0,0
+2021-05-09,191,E,0,0.0,18.0,0
+2021-05-10,191,E,0,0.0,20.0,0
+2021-05-11,191,E,0,0.0,19.0,0
+2021-05-12,191,E,0,0.0,20.0,0
+2021-05-13,191,E,0,0.0,20.0,0
+2021-05-14,191,E,0,0.0,19.0,0
+2021-05-15,191,E,0,0.0,20.0,1
+2021-05-16,191,E,0,0.0,20.0,1
+2021-05-17,191,E,0,0.0,23.0,1
+2021-05-18,191,E,0,0.0,21.0,1
+2021-05-19,191,E,0,0.0,20.0,1
+2021-05-20,191,E,0,0.0,22.0,1
+2021-05-21,191,E,0,0.0,23.0,1
+2021-05-22,191,E,0,0.0,23.0,1
+2021-05-23,191,E,0,0.0,23.0,1
+2021-05-24,191,E,0,0.0,23.0,1
+2021-05-25,191,E,0,0.0,24.0,1
+2021-05-26,191,E,0,0.0,24.0,1
+2021-05-27,191,E,0,0.0,23.0,1
+2021-05-28,191,E,0,0.0,24.0,1
+2021-05-29,191,E,0,0.0,24.0,1
+2021-05-30,191,E,0,0.0,23.0,1
+2021-05-31,191,E,0,0.0,26.0,1
+2021-06-01,191,E,0,0.0,25.0,1
+2021-05-01,192,S,0,0.0,49.0,0
+2021-05-02,192,S,0,0.0,49.0,0
+2021-05-03,192,S,0,0.0,48.0,0
+2021-05-04,192,S,0,0.0,48.0,0
+2021-05-05,192,S,0,0.0,49.0,0
+2021-05-06,192,S,0,0.0,49.0,0
+2021-05-07,192,S,0,0.0,49.0,0
+2021-05-08,192,S,0,0.0,47.0,0
+2021-05-09,192,S,0,0.0,50.0,0
+2021-05-10,192,S,0,0.0,49.0,0
+2021-05-11,192,S,0,0.0,49.0,0
+2021-05-12,192,S,0,0.0,49.0,0
+2021-05-13,192,S,0,0.0,47.0,0
+2021-05-14,192,S,0,0.0,47.0,0
+2021-05-15,192,S,0,0.0,48.0,1
+2021-05-16,192,S,0,0.0,49.0,1
+2021-05-17,192,S,0,0.0,49.0,1
+2021-05-18,192,S,0,0.0,49.0,1
+2021-05-19,192,S,0,0.0,48.0,1
+2021-05-20,192,S,0,0.0,50.0,1
+2021-05-21,192,S,0,0.0,50.0,1
+2021-05-22,192,S,0,0.0,49.0,1
+2021-05-23,192,S,0,0.0,49.0,1
+2021-05-24,192,S,0,0.0,49.0,1
+2021-05-25,192,S,0,0.0,49.0,1
+2021-05-26,192,S,0,0.0,49.0,1
+2021-05-27,192,S,0,0.0,47.0,1
+2021-05-28,192,S,0,0.0,50.0,1
+2021-05-29,192,S,0,0.0,48.0,1
+2021-05-30,192,S,0,0.0,50.0,1
+2021-05-31,192,S,0,0.0,51.0,1
+2021-06-01,192,S,0,0.0,49.0,1
+2021-05-01,193,S,0,0.0,50.0,0
+2021-05-02,193,S,0,0.0,51.0,0
+2021-05-03,193,S,0,0.0,51.0,0
+2021-05-04,193,S,0,0.0,51.0,0
+2021-05-05,193,S,0,0.0,50.0,0
+2021-05-06,193,S,0,0.0,50.0,0
+2021-05-07,193,S,0,0.0,49.0,0
+2021-05-08,193,S,0,0.0,50.0,0
+2021-05-09,193,S,0,0.0,51.0,0
+2021-05-10,193,S,0,0.0,51.0,0
+2021-05-11,193,S,0,0.0,50.0,0
+2021-05-12,193,S,0,0.0,51.0,0
+2021-05-13,193,S,0,0.0,51.0,0
+2021-05-14,193,S,0,0.0,51.0,0
+2021-05-15,193,S,0,0.0,51.0,1
+2021-05-16,193,S,0,0.0,51.0,1
+2021-05-17,193,S,0,0.0,51.0,1
+2021-05-18,193,S,0,0.0,50.0,1
+2021-05-19,193,S,0,0.0,50.0,1
+2021-05-20,193,S,0,0.0,52.0,1
+2021-05-21,193,S,0,0.0,50.0,1
+2021-05-22,193,S,0,0.0,50.0,1
+2021-05-23,193,S,0,0.0,49.0,1
+2021-05-24,193,S,0,0.0,51.0,1
+2021-05-25,193,S,0,0.0,51.0,1
+2021-05-26,193,S,0,0.0,51.0,1
+2021-05-27,193,S,0,0.0,50.0,1
+2021-05-28,193,S,0,0.0,51.0,1
+2021-05-29,193,S,0,0.0,51.0,1
+2021-05-30,193,S,0,0.0,50.0,1
+2021-05-31,193,S,0,0.0,51.0,1
+2021-06-01,193,S,0,0.0,52.0,1
+2021-05-01,194,N,0,0.0,39.0,0
+2021-05-02,194,N,0,0.0,39.0,0
+2021-05-03,194,N,0,0.0,41.0,0
+2021-05-04,194,N,0,0.0,40.0,0
+2021-05-05,194,N,0,0.0,40.0,0
+2021-05-06,194,N,0,0.0,40.0,0
+2021-05-07,194,N,0,0.0,39.0,0
+2021-05-08,194,N,0,0.0,40.0,0
+2021-05-09,194,N,0,0.0,42.0,0
+2021-05-10,194,N,0,0.0,43.0,0
+2021-05-11,194,N,0,0.0,42.0,0
+2021-05-12,194,N,0,0.0,42.0,0
+2021-05-13,194,N,0,0.0,41.0,0
+2021-05-14,194,N,0,0.0,41.0,0
+2021-05-15,194,N,0,0.0,42.0,1
+2021-05-16,194,N,0,0.0,41.0,1
+2021-05-17,194,N,0,0.0,43.0,1
+2021-05-18,194,N,0,0.0,41.0,1
+2021-05-19,194,N,0,0.0,42.0,1
+2021-05-20,194,N,0,0.0,42.0,1
+2021-05-21,194,N,0,0.0,41.0,1
+2021-05-22,194,N,0,0.0,41.0,1
+2021-05-23,194,N,0,0.0,42.0,1
+2021-05-24,194,N,0,0.0,43.0,1
+2021-05-25,194,N,0,0.0,43.0,1
+2021-05-26,194,N,0,0.0,42.0,1
+2021-05-27,194,N,0,0.0,41.0,1
+2021-05-28,194,N,0,0.0,43.0,1
+2021-05-29,194,N,0,0.0,43.0,1
+2021-05-30,194,N,0,0.0,43.0,1
+2021-05-31,194,N,0,0.0,45.0,1
+2021-06-01,194,N,0,0.0,42.0,1
+2021-05-01,195,S,0,0.0,52.0,0
+2021-05-02,195,S,0,0.0,55.0,0
+2021-05-03,195,S,0,0.0,53.0,0
+2021-05-04,195,S,0,0.0,54.0,0
+2021-05-05,195,S,0,0.0,53.0,0
+2021-05-06,195,S,0,0.0,53.0,0
+2021-05-07,195,S,0,0.0,53.0,0
+2021-05-08,195,S,0,0.0,52.0,0
+2021-05-09,195,S,0,0.0,54.0,0
+2021-05-10,195,S,0,0.0,54.0,0
+2021-05-11,195,S,0,0.0,54.0,0
+2021-05-12,195,S,0,0.0,54.0,0
+2021-05-13,195,S,0,0.0,53.0,0
+2021-05-14,195,S,0,0.0,53.0,0
+2021-05-15,195,S,0,0.0,53.0,1
+2021-05-16,195,S,0,0.0,53.0,1
+2021-05-17,195,S,0,0.0,55.0,1
+2021-05-18,195,S,0,0.0,55.0,1
+2021-05-19,195,S,0,0.0,53.0,1
+2021-05-20,195,S,0,0.0,54.0,1
+2021-05-21,195,S,0,0.0,53.0,1
+2021-05-22,195,S,0,0.0,55.0,1
+2021-05-23,195,S,0,0.0,54.0,1
+2021-05-24,195,S,0,0.0,54.0,1
+2021-05-25,195,S,0,0.0,55.0,1
+2021-05-26,195,S,0,0.0,54.0,1
+2021-05-27,195,S,0,0.0,53.0,1
+2021-05-28,195,S,0,0.0,54.0,1
+2021-05-29,195,S,0,0.0,54.0,1
+2021-05-30,195,S,0,0.0,52.0,1
+2021-05-31,195,S,0,0.0,53.0,1
+2021-06-01,195,S,0,0.0,54.0,1
+2021-05-01,196,S,0,0.0,52.0,0
+2021-05-02,196,S,0,0.0,53.0,0
+2021-05-03,196,S,0,0.0,54.0,0
+2021-05-04,196,S,0,0.0,51.0,0
+2021-05-05,196,S,0,0.0,52.0,0
+2021-05-06,196,S,0,0.0,52.0,0
+2021-05-07,196,S,0,0.0,53.0,0
+2021-05-08,196,S,0,0.0,50.0,0
+2021-05-09,196,S,0,0.0,53.0,0
+2021-05-10,196,S,0,0.0,53.0,0
+2021-05-11,196,S,0,0.0,53.0,0
+2021-05-12,196,S,0,0.0,53.0,0
+2021-05-13,196,S,0,0.0,51.0,0
+2021-05-14,196,S,0,0.0,51.0,0
+2021-05-15,196,S,0,0.0,52.0,1
+2021-05-16,196,S,0,0.0,52.0,1
+2021-05-17,196,S,0,0.0,54.0,1
+2021-05-18,196,S,0,0.0,53.0,1
+2021-05-19,196,S,0,0.0,51.0,1
+2021-05-20,196,S,0,0.0,53.0,1
+2021-05-21,196,S,0,0.0,52.0,1
+2021-05-22,196,S,0,0.0,52.0,1
+2021-05-23,196,S,0,0.0,51.0,1
+2021-05-24,196,S,0,0.0,53.0,1
+2021-05-25,196,S,0,0.0,52.0,1
+2021-05-26,196,S,0,0.0,52.0,1
+2021-05-27,196,S,0,0.0,53.0,1
+2021-05-28,196,S,0,0.0,51.0,1
+2021-05-29,196,S,0,0.0,51.0,1
+2021-05-30,196,S,0,0.0,52.0,1
+2021-05-31,196,S,0,0.0,54.0,1
+2021-06-01,196,S,0,0.0,54.0,1
+2021-05-01,197,S,1,0.0,51.0,0
+2021-05-02,197,S,1,0.0,52.0,0
+2021-05-03,197,S,1,0.0,53.0,0
+2021-05-04,197,S,1,0.0,50.0,0
+2021-05-05,197,S,1,0.0,52.0,0
+2021-05-06,197,S,1,0.0,52.0,0
+2021-05-07,197,S,1,0.0,51.0,0
+2021-05-08,197,S,1,0.0,50.0,0
+2021-05-09,197,S,1,0.0,49.0,0
+2021-05-10,197,S,1,0.0,52.0,0
+2021-05-11,197,S,1,0.0,52.0,0
+2021-05-12,197,S,1,0.0,51.0,0
+2021-05-13,197,S,1,0.0,50.0,0
+2021-05-14,197,S,1,0.0,50.0,0
+2021-05-15,197,S,1,0.0,51.0,1
+2021-05-16,197,S,1,0.35424657427417827,50.0,1
+2021-05-17,197,S,1,0.7084931485483494,52.0,1
+2021-05-18,197,S,1,1.0627397228225277,52.0,1
+2021-05-19,197,S,1,1.4169862970966989,51.0,1
+2021-05-20,197,S,1,1.7712328713708771,54.0,1
+2021-05-21,197,S,1,1.7712328713708771,53.0,1
+2021-05-22,197,S,1,1.7712328713708771,54.0,1
+2021-05-23,197,S,1,1.7712328713708771,52.0,1
+2021-05-24,197,S,1,1.7712328713708771,54.0,1
+2021-05-25,197,S,1,1.7712328713708771,54.0,1
+2021-05-26,197,S,1,1.7712328713708771,52.0,1
+2021-05-27,197,S,1,1.7712328713708771,52.0,1
+2021-05-28,197,S,1,1.7712328713708771,53.0,1
+2021-05-29,197,S,1,1.7712328713708771,52.0,1
+2021-05-30,197,S,1,1.7712328713708771,54.0,1
+2021-05-31,197,S,1,1.7712328713708771,53.0,1
+2021-06-01,197,S,1,1.7712328713708771,55.0,1
+2021-05-01,198,W,0,0.0,25.0,0
+2021-05-02,198,W,0,0.0,26.0,0
+2021-05-03,198,W,0,0.0,28.0,0
+2021-05-04,198,W,0,0.0,26.0,0
+2021-05-05,198,W,0,0.0,29.0,0
+2021-05-06,198,W,0,0.0,27.0,0
+2021-05-07,198,W,0,0.0,27.0,0
+2021-05-08,198,W,0,0.0,28.0,0
+2021-05-09,198,W,0,0.0,28.0,0
+2021-05-10,198,W,0,0.0,29.0,0
+2021-05-11,198,W,0,0.0,29.0,0
+2021-05-12,198,W,0,0.0,28.0,0
+2021-05-13,198,W,0,0.0,27.0,0
+2021-05-14,198,W,0,0.0,28.0,0
+2021-05-15,198,W,0,0.0,27.0,1
+2021-05-16,198,W,0,0.0,29.0,1
+2021-05-17,198,W,0,0.0,30.0,1
+2021-05-18,198,W,0,0.0,30.0,1
+2021-05-19,198,W,0,0.0,28.0,1
+2021-05-20,198,W,0,0.0,30.0,1
+2021-05-21,198,W,0,0.0,29.0,1
+2021-05-22,198,W,0,0.0,30.0,1
+2021-05-23,198,W,0,0.0,31.0,1
+2021-05-24,198,W,0,0.0,31.0,1
+2021-05-25,198,W,0,0.0,31.0,1
+2021-05-26,198,W,0,0.0,31.0,1
+2021-05-27,198,W,0,0.0,31.0,1
+2021-05-28,198,W,0,0.0,31.0,1
+2021-05-29,198,W,0,0.0,31.0,1
+2021-05-30,198,W,0,0.0,32.0,1
+2021-05-31,198,W,0,0.0,32.0,1
+2021-06-01,198,W,0,0.0,34.0,1
+2021-05-01,199,E,0,0.0,17.0,0
+2021-05-02,199,E,0,0.0,18.0,0
+2021-05-03,199,E,0,0.0,20.0,0
+2021-05-04,199,E,0,0.0,19.0,0
+2021-05-05,199,E,0,0.0,19.0,0
+2021-05-06,199,E,0,0.0,22.0,0
+2021-05-07,199,E,0,0.0,19.0,0
+2021-05-08,199,E,0,0.0,17.0,0
+2021-05-09,199,E,0,0.0,20.0,0
+2021-05-10,199,E,0,0.0,21.0,0
+2021-05-11,199,E,0,0.0,21.0,0
+2021-05-12,199,E,0,0.0,21.0,0
+2021-05-13,199,E,0,0.0,22.0,0
+2021-05-14,199,E,0,0.0,21.0,0
+2021-05-15,199,E,0,0.0,21.0,1
+2021-05-16,199,E,0,0.0,22.0,1
+2021-05-17,199,E,0,0.0,25.0,1
+2021-05-18,199,E,0,0.0,23.0,1
+2021-05-19,199,E,0,0.0,21.0,1
+2021-05-20,199,E,0,0.0,24.0,1
+2021-05-21,199,E,0,0.0,24.0,1
+2021-05-22,199,E,0,0.0,25.0,1
+2021-05-23,199,E,0,0.0,23.0,1
+2021-05-24,199,E,0,0.0,26.0,1
+2021-05-25,199,E,0,0.0,25.0,1
+2021-05-26,199,E,0,0.0,25.0,1
+2021-05-27,199,E,0,0.0,26.0,1
+2021-05-28,199,E,0,0.0,25.0,1
+2021-05-29,199,E,0,0.0,26.0,1
+2021-05-30,199,E,0,0.0,26.0,1
+2021-05-31,199,E,0,0.0,26.0,1
+2021-06-01,199,E,0,0.0,28.0,1
+2021-05-01,200,W,0,0.0,26.0,0
+2021-05-02,200,W,0,0.0,28.0,0
+2021-05-03,200,W,0,0.0,27.0,0
+2021-05-04,200,W,0,0.0,27.0,0
+2021-05-05,200,W,0,0.0,27.0,0
+2021-05-06,200,W,0,0.0,28.0,0
+2021-05-07,200,W,0,0.0,27.0,0
+2021-05-08,200,W,0,0.0,28.0,0
+2021-05-09,200,W,0,0.0,29.0,0
+2021-05-10,200,W,0,0.0,28.0,0
+2021-05-11,200,W,0,0.0,27.0,0
+2021-05-12,200,W,0,0.0,28.0,0
+2021-05-13,200,W,0,0.0,29.0,0
+2021-05-14,200,W,0,0.0,28.0,0
+2021-05-15,200,W,0,0.0,29.0,1
+2021-05-16,200,W,0,0.0,29.0,1
+2021-05-17,200,W,0,0.0,30.0,1
+2021-05-18,200,W,0,0.0,30.0,1
+2021-05-19,200,W,0,0.0,28.0,1
+2021-05-20,200,W,0,0.0,31.0,1
+2021-05-21,200,W,0,0.0,30.0,1
+2021-05-22,200,W,0,0.0,29.0,1
+2021-05-23,200,W,0,0.0,30.0,1
+2021-05-24,200,W,0,0.0,32.0,1
+2021-05-25,200,W,0,0.0,31.0,1
+2021-05-26,200,W,0,0.0,32.0,1
+2021-05-27,200,W,0,0.0,32.0,1
+2021-05-28,200,W,0,0.0,35.0,1
+2021-05-29,200,W,0,0.0,31.0,1
+2021-05-30,200,W,0,0.0,33.0,1
+2021-05-31,200,W,0,0.0,32.0,1
+2021-06-01,200,W,0,0.0,33.0,1
diff --git a/book/data/matheus_data/short_offline_mkt_south.csv b/book/data/matheus_data/short_offline_mkt_south.csv
new file mode 100644
index 0000000..3adb541
--- /dev/null
+++ b/book/data/matheus_data/short_offline_mkt_south.csv
@@ -0,0 +1,1633 @@
+date,city,region,treated,tau,downloads,post
+2021-05-01,5,S,0,0.0,51.0,0
+2021-05-02,5,S,0,0.0,51.0,0
+2021-05-03,5,S,0,0.0,51.0,0
+2021-05-04,5,S,0,0.0,50.0,0
+2021-05-05,5,S,0,0.0,49.0,0
+2021-05-06,5,S,0,0.0,51.0,0
+2021-05-07,5,S,0,0.0,51.0,0
+2021-05-08,5,S,0,0.0,50.0,0
+2021-05-09,5,S,0,0.0,52.0,0
+2021-05-10,5,S,0,0.0,51.0,0
+2021-05-11,5,S,0,0.0,51.0,0
+2021-05-12,5,S,0,0.0,50.0,0
+2021-05-13,5,S,0,0.0,51.0,0
+2021-05-14,5,S,0,0.0,50.0,0
+2021-05-15,5,S,0,0.0,50.0,1
+2021-05-16,5,S,0,0.0,49.0,1
+2021-05-17,5,S,0,0.0,52.0,1
+2021-05-18,5,S,0,0.0,50.0,1
+2021-05-19,5,S,0,0.0,49.0,1
+2021-05-20,5,S,0,0.0,51.0,1
+2021-05-21,5,S,0,0.0,50.0,1
+2021-05-22,5,S,0,0.0,49.0,1
+2021-05-23,5,S,0,0.0,50.0,1
+2021-05-24,5,S,0,0.0,51.0,1
+2021-05-25,5,S,0,0.0,51.0,1
+2021-05-26,5,S,0,0.0,51.0,1
+2021-05-27,5,S,0,0.0,50.0,1
+2021-05-28,5,S,0,0.0,49.0,1
+2021-05-29,5,S,0,0.0,50.0,1
+2021-05-30,5,S,0,0.0,50.0,1
+2021-05-31,5,S,0,0.0,51.0,1
+2021-06-01,5,S,0,0.0,50.0,1
+2021-05-01,15,S,0,0.0,50.0,0
+2021-05-02,15,S,0,0.0,49.0,0
+2021-05-03,15,S,0,0.0,48.0,0
+2021-05-04,15,S,0,0.0,48.0,0
+2021-05-05,15,S,0,0.0,49.0,0
+2021-05-06,15,S,0,0.0,49.0,0
+2021-05-07,15,S,0,0.0,50.0,0
+2021-05-08,15,S,0,0.0,49.0,0
+2021-05-09,15,S,0,0.0,50.0,0
+2021-05-10,15,S,0,0.0,51.0,0
+2021-05-11,15,S,0,0.0,49.0,0
+2021-05-12,15,S,0,0.0,49.0,0
+2021-05-13,15,S,0,0.0,49.0,0
+2021-05-14,15,S,0,0.0,48.0,0
+2021-05-15,15,S,0,0.0,47.0,1
+2021-05-16,15,S,0,0.0,48.0,1
+2021-05-17,15,S,0,0.0,50.0,1
+2021-05-18,15,S,0,0.0,48.0,1
+2021-05-19,15,S,0,0.0,49.0,1
+2021-05-20,15,S,0,0.0,49.0,1
+2021-05-21,15,S,0,0.0,49.0,1
+2021-05-22,15,S,0,0.0,48.0,1
+2021-05-23,15,S,0,0.0,49.0,1
+2021-05-24,15,S,0,0.0,51.0,1
+2021-05-25,15,S,0,0.0,50.0,1
+2021-05-26,15,S,0,0.0,49.0,1
+2021-05-27,15,S,0,0.0,50.0,1
+2021-05-28,15,S,0,0.0,49.0,1
+2021-05-29,15,S,0,0.0,50.0,1
+2021-05-30,15,S,0,0.0,50.0,1
+2021-05-31,15,S,0,0.0,50.0,1
+2021-06-01,15,S,0,0.0,49.0,1
+2021-05-01,20,S,0,0.0,48.0,0
+2021-05-02,20,S,0,0.0,50.0,0
+2021-05-03,20,S,0,0.0,50.0,0
+2021-05-04,20,S,0,0.0,49.0,0
+2021-05-05,20,S,0,0.0,49.0,0
+2021-05-06,20,S,0,0.0,50.0,0
+2021-05-07,20,S,0,0.0,49.0,0
+2021-05-08,20,S,0,0.0,47.0,0
+2021-05-09,20,S,0,0.0,50.0,0
+2021-05-10,20,S,0,0.0,49.0,0
+2021-05-11,20,S,0,0.0,48.0,0
+2021-05-12,20,S,0,0.0,49.0,0
+2021-05-13,20,S,0,0.0,48.0,0
+2021-05-14,20,S,0,0.0,47.0,0
+2021-05-15,20,S,0,0.0,49.0,1
+2021-05-16,20,S,0,0.0,48.0,1
+2021-05-17,20,S,0,0.0,51.0,1
+2021-05-18,20,S,0,0.0,49.0,1
+2021-05-19,20,S,0,0.0,48.0,1
+2021-05-20,20,S,0,0.0,50.0,1
+2021-05-21,20,S,0,0.0,49.0,1
+2021-05-22,20,S,0,0.0,49.0,1
+2021-05-23,20,S,0,0.0,49.0,1
+2021-05-24,20,S,0,0.0,50.0,1
+2021-05-25,20,S,0,0.0,50.0,1
+2021-05-26,20,S,0,0.0,48.0,1
+2021-05-27,20,S,0,0.0,47.0,1
+2021-05-28,20,S,0,0.0,48.0,1
+2021-05-29,20,S,0,0.0,50.0,1
+2021-05-30,20,S,0,0.0,49.0,1
+2021-05-31,20,S,0,0.0,50.0,1
+2021-06-01,20,S,0,0.0,49.0,1
+2021-05-01,22,S,0,0.0,50.0,0
+2021-05-02,22,S,0,0.0,50.0,0
+2021-05-03,22,S,0,0.0,52.0,0
+2021-05-04,22,S,0,0.0,50.0,0
+2021-05-05,22,S,0,0.0,50.0,0
+2021-05-06,22,S,0,0.0,51.0,0
+2021-05-07,22,S,0,0.0,50.0,0
+2021-05-08,22,S,0,0.0,50.0,0
+2021-05-09,22,S,0,0.0,50.0,0
+2021-05-10,22,S,0,0.0,51.0,0
+2021-05-11,22,S,0,0.0,49.0,0
+2021-05-12,22,S,0,0.0,50.0,0
+2021-05-13,22,S,0,0.0,50.0,0
+2021-05-14,22,S,0,0.0,49.0,0
+2021-05-15,22,S,0,0.0,51.0,1
+2021-05-16,22,S,0,0.0,50.0,1
+2021-05-17,22,S,0,0.0,50.0,1
+2021-05-18,22,S,0,0.0,51.0,1
+2021-05-19,22,S,0,0.0,50.0,1
+2021-05-20,22,S,0,0.0,50.0,1
+2021-05-21,22,S,0,0.0,49.0,1
+2021-05-22,22,S,0,0.0,50.0,1
+2021-05-23,22,S,0,0.0,50.0,1
+2021-05-24,22,S,0,0.0,50.0,1
+2021-05-25,22,S,0,0.0,50.0,1
+2021-05-26,22,S,0,0.0,50.0,1
+2021-05-27,22,S,0,0.0,50.0,1
+2021-05-28,22,S,0,0.0,49.0,1
+2021-05-29,22,S,0,0.0,50.0,1
+2021-05-30,22,S,0,0.0,50.0,1
+2021-05-31,22,S,0,0.0,51.0,1
+2021-06-01,22,S,0,0.0,52.0,1
+2021-05-01,28,S,0,0.0,48.0,0
+2021-05-02,28,S,0,0.0,50.0,0
+2021-05-03,28,S,0,0.0,50.0,0
+2021-05-04,28,S,0,0.0,50.0,0
+2021-05-05,28,S,0,0.0,50.0,0
+2021-05-06,28,S,0,0.0,50.0,0
+2021-05-07,28,S,0,0.0,49.0,0
+2021-05-08,28,S,0,0.0,49.0,0
+2021-05-09,28,S,0,0.0,50.0,0
+2021-05-10,28,S,0,0.0,50.0,0
+2021-05-11,28,S,0,0.0,51.0,0
+2021-05-12,28,S,0,0.0,49.0,0
+2021-05-13,28,S,0,0.0,48.0,0
+2021-05-14,28,S,0,0.0,50.0,0
+2021-05-15,28,S,0,0.0,49.0,1
+2021-05-16,28,S,0,0.0,49.0,1
+2021-05-17,28,S,0,0.0,52.0,1
+2021-05-18,28,S,0,0.0,50.0,1
+2021-05-19,28,S,0,0.0,49.0,1
+2021-05-20,28,S,0,0.0,50.0,1
+2021-05-21,28,S,0,0.0,50.0,1
+2021-05-22,28,S,0,0.0,50.0,1
+2021-05-23,28,S,0,0.0,51.0,1
+2021-05-24,28,S,0,0.0,50.0,1
+2021-05-25,28,S,0,0.0,50.0,1
+2021-05-26,28,S,0,0.0,50.0,1
+2021-05-27,28,S,0,0.0,48.0,1
+2021-05-28,28,S,0,0.0,50.0,1
+2021-05-29,28,S,0,0.0,50.0,1
+2021-05-30,28,S,0,0.0,49.0,1
+2021-05-31,28,S,0,0.0,52.0,1
+2021-06-01,28,S,0,0.0,50.0,1
+2021-05-01,29,S,0,0.0,52.0,0
+2021-05-02,29,S,0,0.0,51.0,0
+2021-05-03,29,S,0,0.0,52.0,0
+2021-05-04,29,S,0,0.0,52.0,0
+2021-05-05,29,S,0,0.0,52.0,0
+2021-05-06,29,S,0,0.0,52.0,0
+2021-05-07,29,S,0,0.0,52.0,0
+2021-05-08,29,S,0,0.0,51.0,0
+2021-05-09,29,S,0,0.0,52.0,0
+2021-05-10,29,S,0,0.0,52.0,0
+2021-05-11,29,S,0,0.0,53.0,0
+2021-05-12,29,S,0,0.0,53.0,0
+2021-05-13,29,S,0,0.0,50.0,0
+2021-05-14,29,S,0,0.0,51.0,0
+2021-05-15,29,S,0,0.0,53.0,1
+2021-05-16,29,S,0,0.0,50.0,1
+2021-05-17,29,S,0,0.0,54.0,1
+2021-05-18,29,S,0,0.0,52.0,1
+2021-05-19,29,S,0,0.0,51.0,1
+2021-05-20,29,S,0,0.0,53.0,1
+2021-05-21,29,S,0,0.0,52.0,1
+2021-05-22,29,S,0,0.0,53.0,1
+2021-05-23,29,S,0,0.0,52.0,1
+2021-05-24,29,S,0,0.0,53.0,1
+2021-05-25,29,S,0,0.0,53.0,1
+2021-05-26,29,S,0,0.0,53.0,1
+2021-05-27,29,S,0,0.0,52.0,1
+2021-05-28,29,S,0,0.0,52.0,1
+2021-05-29,29,S,0,0.0,52.0,1
+2021-05-30,29,S,0,0.0,53.0,1
+2021-05-31,29,S,0,0.0,53.0,1
+2021-06-01,29,S,0,0.0,52.0,1
+2021-05-01,30,S,1,0.0,53.0,0
+2021-05-02,30,S,1,0.0,54.0,0
+2021-05-03,30,S,1,0.0,55.0,0
+2021-05-04,30,S,1,0.0,54.0,0
+2021-05-05,30,S,1,0.0,53.0,0
+2021-05-06,30,S,1,0.0,55.0,0
+2021-05-07,30,S,1,0.0,53.0,0
+2021-05-08,30,S,1,0.0,52.0,0
+2021-05-09,30,S,1,0.0,53.0,0
+2021-05-10,30,S,1,0.0,55.0,0
+2021-05-11,30,S,1,0.0,56.0,0
+2021-05-12,30,S,1,0.0,53.0,0
+2021-05-13,30,S,1,0.0,53.0,0
+2021-05-14,30,S,1,0.0,53.0,0
+2021-05-15,30,S,1,0.0,53.0,1
+2021-05-16,30,S,1,0.18358006426791462,54.0,1
+2021-05-17,30,S,1,0.36716012853582924,56.0,1
+2021-05-18,30,S,1,0.5507401928037368,53.0,1
+2021-05-19,30,S,1,0.7343202570716514,54.0,1
+2021-05-20,30,S,1,0.917900321339566,56.0,1
+2021-05-21,30,S,1,0.917900321339566,55.0,1
+2021-05-22,30,S,1,0.917900321339566,53.0,1
+2021-05-23,30,S,1,0.917900321339566,54.0,1
+2021-05-24,30,S,1,0.917900321339566,55.0,1
+2021-05-25,30,S,1,0.917900321339566,55.0,1
+2021-05-26,30,S,1,0.917900321339566,55.0,1
+2021-05-27,30,S,1,0.917900321339566,55.0,1
+2021-05-28,30,S,1,0.917900321339566,55.0,1
+2021-05-29,30,S,1,0.917900321339566,55.0,1
+2021-05-30,30,S,1,0.917900321339566,54.0,1
+2021-05-31,30,S,1,0.917900321339566,54.0,1
+2021-06-01,30,S,1,0.917900321339566,55.0,1
+2021-05-01,31,S,0,0.0,49.0,0
+2021-05-02,31,S,0,0.0,51.0,0
+2021-05-03,31,S,0,0.0,51.0,0
+2021-05-04,31,S,0,0.0,50.0,0
+2021-05-05,31,S,0,0.0,50.0,0
+2021-05-06,31,S,0,0.0,51.0,0
+2021-05-07,31,S,0,0.0,49.0,0
+2021-05-08,31,S,0,0.0,50.0,0
+2021-05-09,31,S,0,0.0,52.0,0
+2021-05-10,31,S,0,0.0,51.0,0
+2021-05-11,31,S,0,0.0,51.0,0
+2021-05-12,31,S,0,0.0,50.0,0
+2021-05-13,31,S,0,0.0,48.0,0
+2021-05-14,31,S,0,0.0,50.0,0
+2021-05-15,31,S,0,0.0,50.0,1
+2021-05-16,31,S,0,0.0,50.0,1
+2021-05-17,31,S,0,0.0,52.0,1
+2021-05-18,31,S,0,0.0,50.0,1
+2021-05-19,31,S,0,0.0,50.0,1
+2021-05-20,31,S,0,0.0,51.0,1
+2021-05-21,31,S,0,0.0,50.0,1
+2021-05-22,31,S,0,0.0,49.0,1
+2021-05-23,31,S,0,0.0,51.0,1
+2021-05-24,31,S,0,0.0,51.0,1
+2021-05-25,31,S,0,0.0,51.0,1
+2021-05-26,31,S,0,0.0,50.0,1
+2021-05-27,31,S,0,0.0,51.0,1
+2021-05-28,31,S,0,0.0,50.0,1
+2021-05-29,31,S,0,0.0,50.0,1
+2021-05-30,31,S,0,0.0,50.0,1
+2021-05-31,31,S,0,0.0,50.0,1
+2021-06-01,31,S,0,0.0,51.0,1
+2021-05-01,36,S,0,0.0,52.0,0
+2021-05-02,36,S,0,0.0,53.0,0
+2021-05-03,36,S,0,0.0,52.0,0
+2021-05-04,36,S,0,0.0,53.0,0
+2021-05-05,36,S,0,0.0,53.0,0
+2021-05-06,36,S,0,0.0,53.0,0
+2021-05-07,36,S,0,0.0,51.0,0
+2021-05-08,36,S,0,0.0,52.0,0
+2021-05-09,36,S,0,0.0,52.0,0
+2021-05-10,36,S,0,0.0,51.0,0
+2021-05-11,36,S,0,0.0,51.0,0
+2021-05-12,36,S,0,0.0,51.0,0
+2021-05-13,36,S,0,0.0,51.0,0
+2021-05-14,36,S,0,0.0,50.0,0
+2021-05-15,36,S,0,0.0,51.0,1
+2021-05-16,36,S,0,0.0,51.0,1
+2021-05-17,36,S,0,0.0,54.0,1
+2021-05-18,36,S,0,0.0,52.0,1
+2021-05-19,36,S,0,0.0,51.0,1
+2021-05-20,36,S,0,0.0,53.0,1
+2021-05-21,36,S,0,0.0,51.0,1
+2021-05-22,36,S,0,0.0,53.0,1
+2021-05-23,36,S,0,0.0,53.0,1
+2021-05-24,36,S,0,0.0,53.0,1
+2021-05-25,36,S,0,0.0,54.0,1
+2021-05-26,36,S,0,0.0,51.0,1
+2021-05-27,36,S,0,0.0,53.0,1
+2021-05-28,36,S,0,0.0,53.0,1
+2021-05-29,36,S,0,0.0,52.0,1
+2021-05-30,36,S,0,0.0,52.0,1
+2021-05-31,36,S,0,0.0,52.0,1
+2021-06-01,36,S,0,0.0,54.0,1
+2021-05-01,39,S,0,0.0,52.0,0
+2021-05-02,39,S,0,0.0,53.0,0
+2021-05-03,39,S,0,0.0,52.0,0
+2021-05-04,39,S,0,0.0,51.0,0
+2021-05-05,39,S,0,0.0,53.0,0
+2021-05-06,39,S,0,0.0,53.0,0
+2021-05-07,39,S,0,0.0,53.0,0
+2021-05-08,39,S,0,0.0,51.0,0
+2021-05-09,39,S,0,0.0,52.0,0
+2021-05-10,39,S,0,0.0,53.0,0
+2021-05-11,39,S,0,0.0,51.0,0
+2021-05-12,39,S,0,0.0,51.0,0
+2021-05-13,39,S,0,0.0,51.0,0
+2021-05-14,39,S,0,0.0,50.0,0
+2021-05-15,39,S,0,0.0,52.0,1
+2021-05-16,39,S,0,0.0,50.0,1
+2021-05-17,39,S,0,0.0,53.0,1
+2021-05-18,39,S,0,0.0,51.0,1
+2021-05-19,39,S,0,0.0,51.0,1
+2021-05-20,39,S,0,0.0,52.0,1
+2021-05-21,39,S,0,0.0,52.0,1
+2021-05-22,39,S,0,0.0,52.0,1
+2021-05-23,39,S,0,0.0,52.0,1
+2021-05-24,39,S,0,0.0,54.0,1
+2021-05-25,39,S,0,0.0,53.0,1
+2021-05-26,39,S,0,0.0,53.0,1
+2021-05-27,39,S,0,0.0,52.0,1
+2021-05-28,39,S,0,0.0,53.0,1
+2021-05-29,39,S,0,0.0,53.0,1
+2021-05-30,39,S,0,0.0,49.0,1
+2021-05-31,39,S,0,0.0,53.0,1
+2021-06-01,39,S,0,0.0,52.0,1
+2021-05-01,41,S,0,0.0,49.0,0
+2021-05-02,41,S,0,0.0,49.0,0
+2021-05-03,41,S,0,0.0,48.0,0
+2021-05-04,41,S,0,0.0,49.0,0
+2021-05-05,41,S,0,0.0,49.0,0
+2021-05-06,41,S,0,0.0,49.0,0
+2021-05-07,41,S,0,0.0,48.0,0
+2021-05-08,41,S,0,0.0,48.0,0
+2021-05-09,41,S,0,0.0,49.0,0
+2021-05-10,41,S,0,0.0,50.0,0
+2021-05-11,41,S,0,0.0,49.0,0
+2021-05-12,41,S,0,0.0,49.0,0
+2021-05-13,41,S,0,0.0,48.0,0
+2021-05-14,41,S,0,0.0,47.0,0
+2021-05-15,41,S,0,0.0,50.0,1
+2021-05-16,41,S,0,0.0,49.0,1
+2021-05-17,41,S,0,0.0,52.0,1
+2021-05-18,41,S,0,0.0,51.0,1
+2021-05-19,41,S,0,0.0,48.0,1
+2021-05-20,41,S,0,0.0,51.0,1
+2021-05-21,41,S,0,0.0,48.0,1
+2021-05-22,41,S,0,0.0,48.0,1
+2021-05-23,41,S,0,0.0,50.0,1
+2021-05-24,41,S,0,0.0,50.0,1
+2021-05-25,41,S,0,0.0,49.0,1
+2021-05-26,41,S,0,0.0,48.0,1
+2021-05-27,41,S,0,0.0,49.0,1
+2021-05-28,41,S,0,0.0,49.0,1
+2021-05-29,41,S,0,0.0,48.0,1
+2021-05-30,41,S,0,0.0,49.0,1
+2021-05-31,41,S,0,0.0,51.0,1
+2021-06-01,41,S,0,0.0,49.0,1
+2021-05-01,43,S,0,0.0,49.0,0
+2021-05-02,43,S,0,0.0,50.0,0
+2021-05-03,43,S,0,0.0,51.0,0
+2021-05-04,43,S,0,0.0,49.0,0
+2021-05-05,43,S,0,0.0,51.0,0
+2021-05-06,43,S,0,0.0,50.0,0
+2021-05-07,43,S,0,0.0,50.0,0
+2021-05-08,43,S,0,0.0,48.0,0
+2021-05-09,43,S,0,0.0,50.0,0
+2021-05-10,43,S,0,0.0,51.0,0
+2021-05-11,43,S,0,0.0,50.0,0
+2021-05-12,43,S,0,0.0,48.0,0
+2021-05-13,43,S,0,0.0,49.0,0
+2021-05-14,43,S,0,0.0,48.0,0
+2021-05-15,43,S,0,0.0,50.0,1
+2021-05-16,43,S,0,0.0,49.0,1
+2021-05-17,43,S,0,0.0,51.0,1
+2021-05-18,43,S,0,0.0,51.0,1
+2021-05-19,43,S,0,0.0,48.0,1
+2021-05-20,43,S,0,0.0,50.0,1
+2021-05-21,43,S,0,0.0,50.0,1
+2021-05-22,43,S,0,0.0,49.0,1
+2021-05-23,43,S,0,0.0,49.0,1
+2021-05-24,43,S,0,0.0,51.0,1
+2021-05-25,43,S,0,0.0,51.0,1
+2021-05-26,43,S,0,0.0,50.0,1
+2021-05-27,43,S,0,0.0,49.0,1
+2021-05-28,43,S,0,0.0,50.0,1
+2021-05-29,43,S,0,0.0,49.0,1
+2021-05-30,43,S,0,0.0,49.0,1
+2021-05-31,43,S,0,0.0,50.0,1
+2021-06-01,43,S,0,0.0,50.0,1
+2021-05-01,47,S,0,0.0,48.0,0
+2021-05-02,47,S,0,0.0,49.0,0
+2021-05-03,47,S,0,0.0,49.0,0
+2021-05-04,47,S,0,0.0,49.0,0
+2021-05-05,47,S,0,0.0,49.0,0
+2021-05-06,47,S,0,0.0,48.0,0
+2021-05-07,47,S,0,0.0,49.0,0
+2021-05-08,47,S,0,0.0,48.0,0
+2021-05-09,47,S,0,0.0,50.0,0
+2021-05-10,47,S,0,0.0,50.0,0
+2021-05-11,47,S,0,0.0,50.0,0
+2021-05-12,47,S,0,0.0,49.0,0
+2021-05-13,47,S,0,0.0,47.0,0
+2021-05-14,47,S,0,0.0,48.0,0
+2021-05-15,47,S,0,0.0,49.0,1
+2021-05-16,47,S,0,0.0,48.0,1
+2021-05-17,47,S,0,0.0,49.0,1
+2021-05-18,47,S,0,0.0,49.0,1
+2021-05-19,47,S,0,0.0,48.0,1
+2021-05-20,47,S,0,0.0,48.0,1
+2021-05-21,47,S,0,0.0,50.0,1
+2021-05-22,47,S,0,0.0,50.0,1
+2021-05-23,47,S,0,0.0,50.0,1
+2021-05-24,47,S,0,0.0,48.0,1
+2021-05-25,47,S,0,0.0,49.0,1
+2021-05-26,47,S,0,0.0,49.0,1
+2021-05-27,47,S,0,0.0,48.0,1
+2021-05-28,47,S,0,0.0,50.0,1
+2021-05-29,47,S,0,0.0,49.0,1
+2021-05-30,47,S,0,0.0,48.0,1
+2021-05-31,47,S,0,0.0,51.0,1
+2021-06-01,47,S,0,0.0,50.0,1
+2021-05-01,48,S,0,0.0,49.0,0
+2021-05-02,48,S,0,0.0,48.0,0
+2021-05-03,48,S,0,0.0,49.0,0
+2021-05-04,48,S,0,0.0,50.0,0
+2021-05-05,48,S,0,0.0,49.0,0
+2021-05-06,48,S,0,0.0,50.0,0
+2021-05-07,48,S,0,0.0,47.0,0
+2021-05-08,48,S,0,0.0,49.0,0
+2021-05-09,48,S,0,0.0,48.0,0
+2021-05-10,48,S,0,0.0,49.0,0
+2021-05-11,48,S,0,0.0,50.0,0
+2021-05-12,48,S,0,0.0,49.0,0
+2021-05-13,48,S,0,0.0,49.0,0
+2021-05-14,48,S,0,0.0,47.0,0
+2021-05-15,48,S,0,0.0,50.0,1
+2021-05-16,48,S,0,0.0,48.0,1
+2021-05-17,48,S,0,0.0,51.0,1
+2021-05-18,48,S,0,0.0,50.0,1
+2021-05-19,48,S,0,0.0,49.0,1
+2021-05-20,48,S,0,0.0,50.0,1
+2021-05-21,48,S,0,0.0,49.0,1
+2021-05-22,48,S,0,0.0,49.0,1
+2021-05-23,48,S,0,0.0,48.0,1
+2021-05-24,48,S,0,0.0,50.0,1
+2021-05-25,48,S,0,0.0,50.0,1
+2021-05-26,48,S,0,0.0,49.0,1
+2021-05-27,48,S,0,0.0,50.0,1
+2021-05-28,48,S,0,0.0,50.0,1
+2021-05-29,48,S,0,0.0,49.0,1
+2021-05-30,48,S,0,0.0,49.0,1
+2021-05-31,48,S,0,0.0,51.0,1
+2021-06-01,48,S,0,0.0,50.0,1
+2021-05-01,49,S,0,0.0,53.0,0
+2021-05-02,49,S,0,0.0,52.0,0
+2021-05-03,49,S,0,0.0,53.0,0
+2021-05-04,49,S,0,0.0,52.0,0
+2021-05-05,49,S,0,0.0,53.0,0
+2021-05-06,49,S,0,0.0,53.0,0
+2021-05-07,49,S,0,0.0,52.0,0
+2021-05-08,49,S,0,0.0,51.0,0
+2021-05-09,49,S,0,0.0,53.0,0
+2021-05-10,49,S,0,0.0,54.0,0
+2021-05-11,49,S,0,0.0,52.0,0
+2021-05-12,49,S,0,0.0,53.0,0
+2021-05-13,49,S,0,0.0,52.0,0
+2021-05-14,49,S,0,0.0,52.0,0
+2021-05-15,49,S,0,0.0,52.0,1
+2021-05-16,49,S,0,0.0,50.0,1
+2021-05-17,49,S,0,0.0,53.0,1
+2021-05-18,49,S,0,0.0,53.0,1
+2021-05-19,49,S,0,0.0,52.0,1
+2021-05-20,49,S,0,0.0,52.0,1
+2021-05-21,49,S,0,0.0,52.0,1
+2021-05-22,49,S,0,0.0,51.0,1
+2021-05-23,49,S,0,0.0,51.0,1
+2021-05-24,49,S,0,0.0,53.0,1
+2021-05-25,49,S,0,0.0,53.0,1
+2021-05-26,49,S,0,0.0,52.0,1
+2021-05-27,49,S,0,0.0,52.0,1
+2021-05-28,49,S,0,0.0,52.0,1
+2021-05-29,49,S,0,0.0,53.0,1
+2021-05-30,49,S,0,0.0,51.0,1
+2021-05-31,49,S,0,0.0,53.0,1
+2021-06-01,49,S,0,0.0,53.0,1
+2021-05-01,58,S,0,0.0,53.0,0
+2021-05-02,58,S,0,0.0,53.0,0
+2021-05-03,58,S,0,0.0,51.0,0
+2021-05-04,58,S,0,0.0,52.0,0
+2021-05-05,58,S,0,0.0,51.0,0
+2021-05-06,58,S,0,0.0,52.0,0
+2021-05-07,58,S,0,0.0,52.0,0
+2021-05-08,58,S,0,0.0,51.0,0
+2021-05-09,58,S,0,0.0,51.0,0
+2021-05-10,58,S,0,0.0,52.0,0
+2021-05-11,58,S,0,0.0,53.0,0
+2021-05-12,58,S,0,0.0,51.0,0
+2021-05-13,58,S,0,0.0,51.0,0
+2021-05-14,58,S,0,0.0,51.0,0
+2021-05-15,58,S,0,0.0,51.0,1
+2021-05-16,58,S,0,0.0,51.0,1
+2021-05-17,58,S,0,0.0,53.0,1
+2021-05-18,58,S,0,0.0,52.0,1
+2021-05-19,58,S,0,0.0,51.0,1
+2021-05-20,58,S,0,0.0,51.0,1
+2021-05-21,58,S,0,0.0,53.0,1
+2021-05-22,58,S,0,0.0,52.0,1
+2021-05-23,58,S,0,0.0,52.0,1
+2021-05-24,58,S,0,0.0,53.0,1
+2021-05-25,58,S,0,0.0,54.0,1
+2021-05-26,58,S,0,0.0,50.0,1
+2021-05-27,58,S,0,0.0,52.0,1
+2021-05-28,58,S,0,0.0,52.0,1
+2021-05-29,58,S,0,0.0,52.0,1
+2021-05-30,58,S,0,0.0,52.0,1
+2021-05-31,58,S,0,0.0,53.0,1
+2021-06-01,58,S,0,0.0,52.0,1
+2021-05-01,59,S,0,0.0,51.0,0
+2021-05-02,59,S,0,0.0,51.0,0
+2021-05-03,59,S,0,0.0,51.0,0
+2021-05-04,59,S,0,0.0,51.0,0
+2021-05-05,59,S,0,0.0,52.0,0
+2021-05-06,59,S,0,0.0,52.0,0
+2021-05-07,59,S,0,0.0,51.0,0
+2021-05-08,59,S,0,0.0,50.0,0
+2021-05-09,59,S,0,0.0,51.0,0
+2021-05-10,59,S,0,0.0,53.0,0
+2021-05-11,59,S,0,0.0,51.0,0
+2021-05-12,59,S,0,0.0,49.0,0
+2021-05-13,59,S,0,0.0,52.0,0
+2021-05-14,59,S,0,0.0,49.0,0
+2021-05-15,59,S,0,0.0,50.0,1
+2021-05-16,59,S,0,0.0,49.0,1
+2021-05-17,59,S,0,0.0,52.0,1
+2021-05-18,59,S,0,0.0,50.0,1
+2021-05-19,59,S,0,0.0,51.0,1
+2021-05-20,59,S,0,0.0,52.0,1
+2021-05-21,59,S,0,0.0,51.0,1
+2021-05-22,59,S,0,0.0,52.0,1
+2021-05-23,59,S,0,0.0,51.0,1
+2021-05-24,59,S,0,0.0,51.0,1
+2021-05-25,59,S,0,0.0,53.0,1
+2021-05-26,59,S,0,0.0,50.0,1
+2021-05-27,59,S,0,0.0,51.0,1
+2021-05-28,59,S,0,0.0,50.0,1
+2021-05-29,59,S,0,0.0,51.0,1
+2021-05-30,59,S,0,0.0,51.0,1
+2021-05-31,59,S,0,0.0,52.0,1
+2021-06-01,59,S,0,0.0,52.0,1
+2021-05-01,63,S,0,0.0,50.0,0
+2021-05-02,63,S,0,0.0,49.0,0
+2021-05-03,63,S,0,0.0,49.0,0
+2021-05-04,63,S,0,0.0,49.0,0
+2021-05-05,63,S,0,0.0,49.0,0
+2021-05-06,63,S,0,0.0,50.0,0
+2021-05-07,63,S,0,0.0,50.0,0
+2021-05-08,63,S,0,0.0,49.0,0
+2021-05-09,63,S,0,0.0,50.0,0
+2021-05-10,63,S,0,0.0,52.0,0
+2021-05-11,63,S,0,0.0,50.0,0
+2021-05-12,63,S,0,0.0,49.0,0
+2021-05-13,63,S,0,0.0,49.0,0
+2021-05-14,63,S,0,0.0,49.0,0
+2021-05-15,63,S,0,0.0,48.0,1
+2021-05-16,63,S,0,0.0,49.0,1
+2021-05-17,63,S,0,0.0,53.0,1
+2021-05-18,63,S,0,0.0,50.0,1
+2021-05-19,63,S,0,0.0,50.0,1
+2021-05-20,63,S,0,0.0,50.0,1
+2021-05-21,63,S,0,0.0,50.0,1
+2021-05-22,63,S,0,0.0,49.0,1
+2021-05-23,63,S,0,0.0,50.0,1
+2021-05-24,63,S,0,0.0,51.0,1
+2021-05-25,63,S,0,0.0,51.0,1
+2021-05-26,63,S,0,0.0,50.0,1
+2021-05-27,63,S,0,0.0,49.0,1
+2021-05-28,63,S,0,0.0,50.0,1
+2021-05-29,63,S,0,0.0,50.0,1
+2021-05-30,63,S,0,0.0,50.0,1
+2021-05-31,63,S,0,0.0,50.0,1
+2021-06-01,63,S,0,0.0,49.0,1
+2021-05-01,71,S,1,0.0,51.0,0
+2021-05-02,71,S,1,0.0,51.0,0
+2021-05-03,71,S,1,0.0,51.0,0
+2021-05-04,71,S,1,0.0,52.0,0
+2021-05-05,71,S,1,0.0,51.0,0
+2021-05-06,71,S,1,0.0,52.0,0
+2021-05-07,71,S,1,0.0,51.0,0
+2021-05-08,71,S,1,0.0,49.0,0
+2021-05-09,71,S,1,0.0,52.0,0
+2021-05-10,71,S,1,0.0,51.0,0
+2021-05-11,71,S,1,0.0,51.0,0
+2021-05-12,71,S,1,0.0,51.0,0
+2021-05-13,71,S,1,0.0,50.0,0
+2021-05-14,71,S,1,0.0,49.0,0
+2021-05-15,71,S,1,0.0,49.0,1
+2021-05-16,71,S,1,0.017818528720439986,51.0,1
+2021-05-17,71,S,1,0.03563705744087997,53.0,1
+2021-05-18,71,S,1,0.05345558616131285,51.0,1
+2021-05-19,71,S,1,0.07127411488175284,49.0,1
+2021-05-20,71,S,1,0.08909264360219282,51.0,1
+2021-05-21,71,S,1,0.08909264360219282,52.0,1
+2021-05-22,71,S,1,0.08909264360219282,51.0,1
+2021-05-23,71,S,1,0.08909264360219282,51.0,1
+2021-05-24,71,S,1,0.08909264360219282,53.0,1
+2021-05-25,71,S,1,0.08909264360219282,52.0,1
+2021-05-26,71,S,1,0.08909264360219282,53.0,1
+2021-05-27,71,S,1,0.08909264360219282,50.0,1
+2021-05-28,71,S,1,0.08909264360219282,51.0,1
+2021-05-29,71,S,1,0.08909264360219282,50.0,1
+2021-05-30,71,S,1,0.08909264360219282,51.0,1
+2021-05-31,71,S,1,0.08909264360219282,53.0,1
+2021-06-01,71,S,1,0.08909264360219282,52.0,1
+2021-05-01,76,S,0,0.0,52.0,0
+2021-05-02,76,S,0,0.0,52.0,0
+2021-05-03,76,S,0,0.0,53.0,0
+2021-05-04,76,S,0,0.0,53.0,0
+2021-05-05,76,S,0,0.0,52.0,0
+2021-05-06,76,S,0,0.0,54.0,0
+2021-05-07,76,S,0,0.0,54.0,0
+2021-05-08,76,S,0,0.0,53.0,0
+2021-05-09,76,S,0,0.0,52.0,0
+2021-05-10,76,S,0,0.0,54.0,0
+2021-05-11,76,S,0,0.0,52.0,0
+2021-05-12,76,S,0,0.0,53.0,0
+2021-05-13,76,S,0,0.0,50.0,0
+2021-05-14,76,S,0,0.0,52.0,0
+2021-05-15,76,S,0,0.0,53.0,1
+2021-05-16,76,S,0,0.0,52.0,1
+2021-05-17,76,S,0,0.0,54.0,1
+2021-05-18,76,S,0,0.0,52.0,1
+2021-05-19,76,S,0,0.0,53.0,1
+2021-05-20,76,S,0,0.0,54.0,1
+2021-05-21,76,S,0,0.0,53.0,1
+2021-05-22,76,S,0,0.0,54.0,1
+2021-05-23,76,S,0,0.0,53.0,1
+2021-05-24,76,S,0,0.0,54.0,1
+2021-05-25,76,S,0,0.0,54.0,1
+2021-05-26,76,S,0,0.0,53.0,1
+2021-05-27,76,S,0,0.0,54.0,1
+2021-05-28,76,S,0,0.0,52.0,1
+2021-05-29,76,S,0,0.0,52.0,1
+2021-05-30,76,S,0,0.0,53.0,1
+2021-05-31,76,S,0,0.0,54.0,1
+2021-06-01,76,S,0,0.0,53.0,1
+2021-05-01,78,S,0,0.0,51.0,0
+2021-05-02,78,S,0,0.0,52.0,0
+2021-05-03,78,S,0,0.0,54.0,0
+2021-05-04,78,S,0,0.0,52.0,0
+2021-05-05,78,S,0,0.0,52.0,0
+2021-05-06,78,S,0,0.0,53.0,0
+2021-05-07,78,S,0,0.0,51.0,0
+2021-05-08,78,S,0,0.0,52.0,0
+2021-05-09,78,S,0,0.0,53.0,0
+2021-05-10,78,S,0,0.0,53.0,0
+2021-05-11,78,S,0,0.0,52.0,0
+2021-05-12,78,S,0,0.0,52.0,0
+2021-05-13,78,S,0,0.0,53.0,0
+2021-05-14,78,S,0,0.0,51.0,0
+2021-05-15,78,S,0,0.0,51.0,1
+2021-05-16,78,S,0,0.0,52.0,1
+2021-05-17,78,S,0,0.0,53.0,1
+2021-05-18,78,S,0,0.0,54.0,1
+2021-05-19,78,S,0,0.0,52.0,1
+2021-05-20,78,S,0,0.0,52.0,1
+2021-05-21,78,S,0,0.0,52.0,1
+2021-05-22,78,S,0,0.0,51.0,1
+2021-05-23,78,S,0,0.0,52.0,1
+2021-05-24,78,S,0,0.0,52.0,1
+2021-05-25,78,S,0,0.0,53.0,1
+2021-05-26,78,S,0,0.0,52.0,1
+2021-05-27,78,S,0,0.0,51.0,1
+2021-05-28,78,S,0,0.0,51.0,1
+2021-05-29,78,S,0,0.0,51.0,1
+2021-05-30,78,S,0,0.0,51.0,1
+2021-05-31,78,S,0,0.0,53.0,1
+2021-06-01,78,S,0,0.0,53.0,1
+2021-05-01,83,S,0,0.0,53.0,0
+2021-05-02,83,S,0,0.0,55.0,0
+2021-05-03,83,S,0,0.0,55.0,0
+2021-05-04,83,S,0,0.0,53.0,0
+2021-05-05,83,S,0,0.0,53.0,0
+2021-05-06,83,S,0,0.0,54.0,0
+2021-05-07,83,S,0,0.0,53.0,0
+2021-05-08,83,S,0,0.0,53.0,0
+2021-05-09,83,S,0,0.0,54.0,0
+2021-05-10,83,S,0,0.0,54.0,0
+2021-05-11,83,S,0,0.0,55.0,0
+2021-05-12,83,S,0,0.0,52.0,0
+2021-05-13,83,S,0,0.0,53.0,0
+2021-05-14,83,S,0,0.0,54.0,0
+2021-05-15,83,S,0,0.0,52.0,1
+2021-05-16,83,S,0,0.0,53.0,1
+2021-05-17,83,S,0,0.0,55.0,1
+2021-05-18,83,S,0,0.0,53.0,1
+2021-05-19,83,S,0,0.0,55.0,1
+2021-05-20,83,S,0,0.0,53.0,1
+2021-05-21,83,S,0,0.0,54.0,1
+2021-05-22,83,S,0,0.0,54.0,1
+2021-05-23,83,S,0,0.0,54.0,1
+2021-05-24,83,S,0,0.0,54.0,1
+2021-05-25,83,S,0,0.0,53.0,1
+2021-05-26,83,S,0,0.0,53.0,1
+2021-05-27,83,S,0,0.0,54.0,1
+2021-05-28,83,S,0,0.0,53.0,1
+2021-05-29,83,S,0,0.0,52.0,1
+2021-05-30,83,S,0,0.0,53.0,1
+2021-05-31,83,S,0,0.0,54.0,1
+2021-06-01,83,S,0,0.0,54.0,1
+2021-05-01,87,S,0,0.0,50.0,0
+2021-05-02,87,S,0,0.0,51.0,0
+2021-05-03,87,S,0,0.0,51.0,0
+2021-05-04,87,S,0,0.0,51.0,0
+2021-05-05,87,S,0,0.0,50.0,0
+2021-05-06,87,S,0,0.0,51.0,0
+2021-05-07,87,S,0,0.0,49.0,0
+2021-05-08,87,S,0,0.0,50.0,0
+2021-05-09,87,S,0,0.0,51.0,0
+2021-05-10,87,S,0,0.0,51.0,0
+2021-05-11,87,S,0,0.0,51.0,0
+2021-05-12,87,S,0,0.0,51.0,0
+2021-05-13,87,S,0,0.0,49.0,0
+2021-05-14,87,S,0,0.0,49.0,0
+2021-05-15,87,S,0,0.0,50.0,1
+2021-05-16,87,S,0,0.0,51.0,1
+2021-05-17,87,S,0,0.0,52.0,1
+2021-05-18,87,S,0,0.0,51.0,1
+2021-05-19,87,S,0,0.0,51.0,1
+2021-05-20,87,S,0,0.0,52.0,1
+2021-05-21,87,S,0,0.0,51.0,1
+2021-05-22,87,S,0,0.0,50.0,1
+2021-05-23,87,S,0,0.0,49.0,1
+2021-05-24,87,S,0,0.0,52.0,1
+2021-05-25,87,S,0,0.0,51.0,1
+2021-05-26,87,S,0,0.0,50.0,1
+2021-05-27,87,S,0,0.0,49.0,1
+2021-05-28,87,S,0,0.0,49.0,1
+2021-05-29,87,S,0,0.0,50.0,1
+2021-05-30,87,S,0,0.0,49.0,1
+2021-05-31,87,S,0,0.0,52.0,1
+2021-06-01,87,S,0,0.0,52.0,1
+2021-05-01,99,S,0,0.0,48.0,0
+2021-05-02,99,S,0,0.0,47.0,0
+2021-05-03,99,S,0,0.0,46.0,0
+2021-05-04,99,S,0,0.0,46.0,0
+2021-05-05,99,S,0,0.0,46.0,0
+2021-05-06,99,S,0,0.0,47.0,0
+2021-05-07,99,S,0,0.0,46.0,0
+2021-05-08,99,S,0,0.0,44.0,0
+2021-05-09,99,S,0,0.0,45.0,0
+2021-05-10,99,S,0,0.0,47.0,0
+2021-05-11,99,S,0,0.0,46.0,0
+2021-05-12,99,S,0,0.0,46.0,0
+2021-05-13,99,S,0,0.0,44.0,0
+2021-05-14,99,S,0,0.0,44.0,0
+2021-05-15,99,S,0,0.0,46.0,1
+2021-05-16,99,S,0,0.0,46.0,1
+2021-05-17,99,S,0,0.0,47.0,1
+2021-05-18,99,S,0,0.0,46.0,1
+2021-05-19,99,S,0,0.0,44.0,1
+2021-05-20,99,S,0,0.0,46.0,1
+2021-05-21,99,S,0,0.0,46.0,1
+2021-05-22,99,S,0,0.0,47.0,1
+2021-05-23,99,S,0,0.0,45.0,1
+2021-05-24,99,S,0,0.0,47.0,1
+2021-05-25,99,S,0,0.0,46.0,1
+2021-05-26,99,S,0,0.0,48.0,1
+2021-05-27,99,S,0,0.0,45.0,1
+2021-05-28,99,S,0,0.0,46.0,1
+2021-05-29,99,S,0,0.0,46.0,1
+2021-05-30,99,S,0,0.0,45.0,1
+2021-05-31,99,S,0,0.0,47.0,1
+2021-06-01,99,S,0,0.0,46.0,1
+2021-05-01,100,S,1,0.0,49.0,0
+2021-05-02,100,S,1,0.0,50.0,0
+2021-05-03,100,S,1,0.0,49.0,0
+2021-05-04,100,S,1,0.0,50.0,0
+2021-05-05,100,S,1,0.0,49.0,0
+2021-05-06,100,S,1,0.0,50.0,0
+2021-05-07,100,S,1,0.0,48.0,0
+2021-05-08,100,S,1,0.0,49.0,0
+2021-05-09,100,S,1,0.0,49.0,0
+2021-05-10,100,S,1,0.0,50.0,0
+2021-05-11,100,S,1,0.0,48.0,0
+2021-05-12,100,S,1,0.0,49.0,0
+2021-05-13,100,S,1,0.0,51.0,0
+2021-05-14,100,S,1,0.0,49.0,0
+2021-05-15,100,S,1,0.0,49.0,1
+2021-05-16,100,S,1,0.30808023222790837,50.0,1
+2021-05-17,100,S,1,0.6161604644558167,51.0,1
+2021-05-18,100,S,1,0.924240696683718,51.0,1
+2021-05-19,100,S,1,1.2323209289116264,51.0,1
+2021-05-20,100,S,1,1.5404011611395347,53.0,1
+2021-05-21,100,S,1,1.5404011611395347,51.0,1
+2021-05-22,100,S,1,1.5404011611395347,49.0,1
+2021-05-23,100,S,1,1.5404011611395347,51.0,1
+2021-05-24,100,S,1,1.5404011611395347,51.0,1
+2021-05-25,100,S,1,1.5404011611395347,51.0,1
+2021-05-26,100,S,1,1.5404011611395347,52.0,1
+2021-05-27,100,S,1,1.5404011611395347,51.0,1
+2021-05-28,100,S,1,1.5404011611395347,52.0,1
+2021-05-29,100,S,1,1.5404011611395347,51.0,1
+2021-05-30,100,S,1,1.5404011611395347,50.0,1
+2021-05-31,100,S,1,1.5404011611395347,51.0,1
+2021-06-01,100,S,1,1.5404011611395347,52.0,1
+2021-05-01,102,S,0,0.0,53.0,0
+2021-05-02,102,S,0,0.0,51.0,0
+2021-05-03,102,S,0,0.0,51.0,0
+2021-05-04,102,S,0,0.0,51.0,0
+2021-05-05,102,S,0,0.0,50.0,0
+2021-05-06,102,S,0,0.0,52.0,0
+2021-05-07,102,S,0,0.0,50.0,0
+2021-05-08,102,S,0,0.0,50.0,0
+2021-05-09,102,S,0,0.0,52.0,0
+2021-05-10,102,S,0,0.0,52.0,0
+2021-05-11,102,S,0,0.0,50.0,0
+2021-05-12,102,S,0,0.0,51.0,0
+2021-05-13,102,S,0,0.0,49.0,0
+2021-05-14,102,S,0,0.0,49.0,0
+2021-05-15,102,S,0,0.0,51.0,1
+2021-05-16,102,S,0,0.0,51.0,1
+2021-05-17,102,S,0,0.0,52.0,1
+2021-05-18,102,S,0,0.0,53.0,1
+2021-05-19,102,S,0,0.0,51.0,1
+2021-05-20,102,S,0,0.0,53.0,1
+2021-05-21,102,S,0,0.0,52.0,1
+2021-05-22,102,S,0,0.0,52.0,1
+2021-05-23,102,S,0,0.0,52.0,1
+2021-05-24,102,S,0,0.0,50.0,1
+2021-05-25,102,S,0,0.0,52.0,1
+2021-05-26,102,S,0,0.0,51.0,1
+2021-05-27,102,S,0,0.0,51.0,1
+2021-05-28,102,S,0,0.0,51.0,1
+2021-05-29,102,S,0,0.0,51.0,1
+2021-05-30,102,S,0,0.0,52.0,1
+2021-05-31,102,S,0,0.0,53.0,1
+2021-06-01,102,S,0,0.0,53.0,1
+2021-05-01,107,S,1,0.0,49.0,0
+2021-05-02,107,S,1,0.0,49.0,0
+2021-05-03,107,S,1,0.0,50.0,0
+2021-05-04,107,S,1,0.0,49.0,0
+2021-05-05,107,S,1,0.0,47.0,0
+2021-05-06,107,S,1,0.0,50.0,0
+2021-05-07,107,S,1,0.0,48.0,0
+2021-05-08,107,S,1,0.0,48.0,0
+2021-05-09,107,S,1,0.0,48.0,0
+2021-05-10,107,S,1,0.0,49.0,0
+2021-05-11,107,S,1,0.0,47.0,0
+2021-05-12,107,S,1,0.0,48.0,0
+2021-05-13,107,S,1,0.0,48.0,0
+2021-05-14,107,S,1,0.0,48.0,0
+2021-05-15,107,S,1,0.0,49.0,1
+2021-05-16,107,S,1,0.131401599603457,49.0,1
+2021-05-17,107,S,1,0.26280319920690687,51.0,1
+2021-05-18,107,S,1,0.39420479881036385,48.0,1
+2021-05-19,107,S,1,0.5256063984138208,50.0,1
+2021-05-20,107,S,1,0.6570079980172707,50.0,1
+2021-05-21,107,S,1,0.6570079980172707,50.0,1
+2021-05-22,107,S,1,0.6570079980172707,50.0,1
+2021-05-23,107,S,1,0.6570079980172707,49.0,1
+2021-05-24,107,S,1,0.6570079980172707,49.0,1
+2021-05-25,107,S,1,0.6570079980172707,50.0,1
+2021-05-26,107,S,1,0.6570079980172707,49.0,1
+2021-05-27,107,S,1,0.6570079980172707,49.0,1
+2021-05-28,107,S,1,0.6570079980172707,48.0,1
+2021-05-29,107,S,1,0.6570079980172707,50.0,1
+2021-05-30,107,S,1,0.6570079980172707,49.0,1
+2021-05-31,107,S,1,0.6570079980172707,50.0,1
+2021-06-01,107,S,1,0.6570079980172707,50.0,1
+2021-05-01,110,S,0,0.0,49.0,0
+2021-05-02,110,S,0,0.0,51.0,0
+2021-05-03,110,S,0,0.0,50.0,0
+2021-05-04,110,S,0,0.0,49.0,0
+2021-05-05,110,S,0,0.0,51.0,0
+2021-05-06,110,S,0,0.0,50.0,0
+2021-05-07,110,S,0,0.0,50.0,0
+2021-05-08,110,S,0,0.0,49.0,0
+2021-05-09,110,S,0,0.0,50.0,0
+2021-05-10,110,S,0,0.0,51.0,0
+2021-05-11,110,S,0,0.0,51.0,0
+2021-05-12,110,S,0,0.0,50.0,0
+2021-05-13,110,S,0,0.0,49.0,0
+2021-05-14,110,S,0,0.0,49.0,0
+2021-05-15,110,S,0,0.0,50.0,1
+2021-05-16,110,S,0,0.0,48.0,1
+2021-05-17,110,S,0,0.0,51.0,1
+2021-05-18,110,S,0,0.0,51.0,1
+2021-05-19,110,S,0,0.0,49.0,1
+2021-05-20,110,S,0,0.0,49.0,1
+2021-05-21,110,S,0,0.0,50.0,1
+2021-05-22,110,S,0,0.0,49.0,1
+2021-05-23,110,S,0,0.0,50.0,1
+2021-05-24,110,S,0,0.0,49.0,1
+2021-05-25,110,S,0,0.0,51.0,1
+2021-05-26,110,S,0,0.0,51.0,1
+2021-05-27,110,S,0,0.0,48.0,1
+2021-05-28,110,S,0,0.0,49.0,1
+2021-05-29,110,S,0,0.0,52.0,1
+2021-05-30,110,S,0,0.0,49.0,1
+2021-05-31,110,S,0,0.0,51.0,1
+2021-06-01,110,S,0,0.0,52.0,1
+2021-05-01,111,S,0,0.0,49.0,0
+2021-05-02,111,S,0,0.0,50.0,0
+2021-05-03,111,S,0,0.0,50.0,0
+2021-05-04,111,S,0,0.0,50.0,0
+2021-05-05,111,S,0,0.0,50.0,0
+2021-05-06,111,S,0,0.0,51.0,0
+2021-05-07,111,S,0,0.0,50.0,0
+2021-05-08,111,S,0,0.0,49.0,0
+2021-05-09,111,S,0,0.0,50.0,0
+2021-05-10,111,S,0,0.0,51.0,0
+2021-05-11,111,S,0,0.0,49.0,0
+2021-05-12,111,S,0,0.0,50.0,0
+2021-05-13,111,S,0,0.0,48.0,0
+2021-05-14,111,S,0,0.0,49.0,0
+2021-05-15,111,S,0,0.0,49.0,1
+2021-05-16,111,S,0,0.0,48.0,1
+2021-05-17,111,S,0,0.0,51.0,1
+2021-05-18,111,S,0,0.0,49.0,1
+2021-05-19,111,S,0,0.0,49.0,1
+2021-05-20,111,S,0,0.0,50.0,1
+2021-05-21,111,S,0,0.0,50.0,1
+2021-05-22,111,S,0,0.0,50.0,1
+2021-05-23,111,S,0,0.0,52.0,1
+2021-05-24,111,S,0,0.0,50.0,1
+2021-05-25,111,S,0,0.0,51.0,1
+2021-05-26,111,S,0,0.0,49.0,1
+2021-05-27,111,S,0,0.0,51.0,1
+2021-05-28,111,S,0,0.0,51.0,1
+2021-05-29,111,S,0,0.0,50.0,1
+2021-05-30,111,S,0,0.0,51.0,1
+2021-05-31,111,S,0,0.0,51.0,1
+2021-06-01,111,S,0,0.0,51.0,1
+2021-05-01,127,S,1,0.0,53.0,0
+2021-05-02,127,S,1,0.0,55.0,0
+2021-05-03,127,S,1,0.0,54.0,0
+2021-05-04,127,S,1,0.0,52.0,0
+2021-05-05,127,S,1,0.0,53.0,0
+2021-05-06,127,S,1,0.0,54.0,0
+2021-05-07,127,S,1,0.0,53.0,0
+2021-05-08,127,S,1,0.0,53.0,0
+2021-05-09,127,S,1,0.0,53.0,0
+2021-05-10,127,S,1,0.0,54.0,0
+2021-05-11,127,S,1,0.0,53.0,0
+2021-05-12,127,S,1,0.0,54.0,0
+2021-05-13,127,S,1,0.0,53.0,0
+2021-05-14,127,S,1,0.0,52.0,0
+2021-05-15,127,S,1,0.0,53.0,1
+2021-05-16,127,S,1,0.10243385027720109,53.0,1
+2021-05-17,127,S,1,0.20486770055440928,55.0,1
+2021-05-18,127,S,1,0.30730155083161037,53.0,1
+2021-05-19,127,S,1,0.40973540110881856,54.0,1
+2021-05-20,127,S,1,0.5121692513860197,55.0,1
+2021-05-21,127,S,1,0.5121692513860197,54.0,1
+2021-05-22,127,S,1,0.5121692513860197,54.0,1
+2021-05-23,127,S,1,0.5121692513860197,54.0,1
+2021-05-24,127,S,1,0.5121692513860197,55.0,1
+2021-05-25,127,S,1,0.5121692513860197,55.0,1
+2021-05-26,127,S,1,0.5121692513860197,54.0,1
+2021-05-27,127,S,1,0.5121692513860197,54.0,1
+2021-05-28,127,S,1,0.5121692513860197,54.0,1
+2021-05-29,127,S,1,0.5121692513860197,53.0,1
+2021-05-30,127,S,1,0.5121692513860197,53.0,1
+2021-05-31,127,S,1,0.5121692513860197,53.0,1
+2021-06-01,127,S,1,0.5121692513860197,53.0,1
+2021-05-01,137,S,1,0.0,52.0,0
+2021-05-02,137,S,1,0.0,53.0,0
+2021-05-03,137,S,1,0.0,54.0,0
+2021-05-04,137,S,1,0.0,52.0,0
+2021-05-05,137,S,1,0.0,53.0,0
+2021-05-06,137,S,1,0.0,53.0,0
+2021-05-07,137,S,1,0.0,53.0,0
+2021-05-08,137,S,1,0.0,52.0,0
+2021-05-09,137,S,1,0.0,53.0,0
+2021-05-10,137,S,1,0.0,53.0,0
+2021-05-11,137,S,1,0.0,53.0,0
+2021-05-12,137,S,1,0.0,51.0,0
+2021-05-13,137,S,1,0.0,53.0,0
+2021-05-14,137,S,1,0.0,50.0,0
+2021-05-15,137,S,1,0.0,51.0,1
+2021-05-16,137,S,1,0.048589108274541104,52.0,1
+2021-05-17,137,S,1,0.09717821654908221,54.0,1
+2021-05-18,137,S,1,0.14576732482363042,51.0,1
+2021-05-19,137,S,1,0.19435643309817152,53.0,1
+2021-05-20,137,S,1,0.24294554137271263,53.0,1
+2021-05-21,137,S,1,0.24294554137271263,52.0,1
+2021-05-22,137,S,1,0.24294554137271263,53.0,1
+2021-05-23,137,S,1,0.24294554137271263,51.0,1
+2021-05-24,137,S,1,0.24294554137271263,53.0,1
+2021-05-25,137,S,1,0.24294554137271263,53.0,1
+2021-05-26,137,S,1,0.24294554137271263,55.0,1
+2021-05-27,137,S,1,0.24294554137271263,52.0,1
+2021-05-28,137,S,1,0.24294554137271263,53.0,1
+2021-05-29,137,S,1,0.24294554137271263,53.0,1
+2021-05-30,137,S,1,0.24294554137271263,54.0,1
+2021-05-31,137,S,1,0.24294554137271263,52.0,1
+2021-06-01,137,S,1,0.24294554137271263,54.0,1
+2021-05-01,146,S,1,0.0,52.0,0
+2021-05-02,146,S,1,0.0,52.0,0
+2021-05-03,146,S,1,0.0,53.0,0
+2021-05-04,146,S,1,0.0,50.0,0
+2021-05-05,146,S,1,0.0,51.0,0
+2021-05-06,146,S,1,0.0,52.0,0
+2021-05-07,146,S,1,0.0,51.0,0
+2021-05-08,146,S,1,0.0,53.0,0
+2021-05-09,146,S,1,0.0,52.0,0
+2021-05-10,146,S,1,0.0,52.0,0
+2021-05-11,146,S,1,0.0,52.0,0
+2021-05-12,146,S,1,0.0,51.0,0
+2021-05-13,146,S,1,0.0,50.0,0
+2021-05-14,146,S,1,0.0,49.0,0
+2021-05-15,146,S,1,0.0,50.0,1
+2021-05-16,146,S,1,0.09194129174159826,51.0,1
+2021-05-17,146,S,1,0.18388258348319653,51.0,1
+2021-05-18,146,S,1,0.2758238752247948,51.0,1
+2021-05-19,146,S,1,0.36776516696639305,53.0,1
+2021-05-20,146,S,1,0.4597064587079913,53.0,1
+2021-05-21,146,S,1,0.4597064587079913,51.0,1
+2021-05-22,146,S,1,0.4597064587079913,51.0,1
+2021-05-23,146,S,1,0.4597064587079913,52.0,1
+2021-05-24,146,S,1,0.4597064587079913,52.0,1
+2021-05-25,146,S,1,0.4597064587079913,52.0,1
+2021-05-26,146,S,1,0.4597064587079913,51.0,1
+2021-05-27,146,S,1,0.4597064587079913,51.0,1
+2021-05-28,146,S,1,0.4597064587079913,51.0,1
+2021-05-29,146,S,1,0.4597064587079913,53.0,1
+2021-05-30,146,S,1,0.4597064587079913,52.0,1
+2021-05-31,146,S,1,0.4597064587079913,54.0,1
+2021-06-01,146,S,1,0.4597064587079913,52.0,1
+2021-05-01,151,S,0,0.0,52.0,0
+2021-05-02,151,S,0,0.0,52.0,0
+2021-05-03,151,S,0,0.0,52.0,0
+2021-05-04,151,S,0,0.0,52.0,0
+2021-05-05,151,S,0,0.0,53.0,0
+2021-05-06,151,S,0,0.0,53.0,0
+2021-05-07,151,S,0,0.0,51.0,0
+2021-05-08,151,S,0,0.0,51.0,0
+2021-05-09,151,S,0,0.0,52.0,0
+2021-05-10,151,S,0,0.0,53.0,0
+2021-05-11,151,S,0,0.0,52.0,0
+2021-05-12,151,S,0,0.0,52.0,0
+2021-05-13,151,S,0,0.0,52.0,0
+2021-05-14,151,S,0,0.0,51.0,0
+2021-05-15,151,S,0,0.0,51.0,1
+2021-05-16,151,S,0,0.0,52.0,1
+2021-05-17,151,S,0,0.0,54.0,1
+2021-05-18,151,S,0,0.0,53.0,1
+2021-05-19,151,S,0,0.0,49.0,1
+2021-05-20,151,S,0,0.0,52.0,1
+2021-05-21,151,S,0,0.0,51.0,1
+2021-05-22,151,S,0,0.0,52.0,1
+2021-05-23,151,S,0,0.0,52.0,1
+2021-05-24,151,S,0,0.0,53.0,1
+2021-05-25,151,S,0,0.0,53.0,1
+2021-05-26,151,S,0,0.0,52.0,1
+2021-05-27,151,S,0,0.0,52.0,1
+2021-05-28,151,S,0,0.0,52.0,1
+2021-05-29,151,S,0,0.0,53.0,1
+2021-05-30,151,S,0,0.0,53.0,1
+2021-05-31,151,S,0,0.0,53.0,1
+2021-06-01,151,S,0,0.0,52.0,1
+2021-05-01,153,S,0,0.0,50.0,0
+2021-05-02,153,S,0,0.0,49.0,0
+2021-05-03,153,S,0,0.0,50.0,0
+2021-05-04,153,S,0,0.0,51.0,0
+2021-05-05,153,S,0,0.0,50.0,0
+2021-05-06,153,S,0,0.0,50.0,0
+2021-05-07,153,S,0,0.0,51.0,0
+2021-05-08,153,S,0,0.0,48.0,0
+2021-05-09,153,S,0,0.0,50.0,0
+2021-05-10,153,S,0,0.0,52.0,0
+2021-05-11,153,S,0,0.0,50.0,0
+2021-05-12,153,S,0,0.0,50.0,0
+2021-05-13,153,S,0,0.0,48.0,0
+2021-05-14,153,S,0,0.0,49.0,0
+2021-05-15,153,S,0,0.0,50.0,1
+2021-05-16,153,S,0,0.0,48.0,1
+2021-05-17,153,S,0,0.0,52.0,1
+2021-05-18,153,S,0,0.0,49.0,1
+2021-05-19,153,S,0,0.0,50.0,1
+2021-05-20,153,S,0,0.0,51.0,1
+2021-05-21,153,S,0,0.0,50.0,1
+2021-05-22,153,S,0,0.0,50.0,1
+2021-05-23,153,S,0,0.0,51.0,1
+2021-05-24,153,S,0,0.0,50.0,1
+2021-05-25,153,S,0,0.0,49.0,1
+2021-05-26,153,S,0,0.0,50.0,1
+2021-05-27,153,S,0,0.0,48.0,1
+2021-05-28,153,S,0,0.0,49.0,1
+2021-05-29,153,S,0,0.0,49.0,1
+2021-05-30,153,S,0,0.0,49.0,1
+2021-05-31,153,S,0,0.0,51.0,1
+2021-06-01,153,S,0,0.0,49.0,1
+2021-05-01,159,S,0,0.0,49.0,0
+2021-05-02,159,S,0,0.0,49.0,0
+2021-05-03,159,S,0,0.0,48.0,0
+2021-05-04,159,S,0,0.0,49.0,0
+2021-05-05,159,S,0,0.0,49.0,0
+2021-05-06,159,S,0,0.0,50.0,0
+2021-05-07,159,S,0,0.0,50.0,0
+2021-05-08,159,S,0,0.0,48.0,0
+2021-05-09,159,S,0,0.0,50.0,0
+2021-05-10,159,S,0,0.0,49.0,0
+2021-05-11,159,S,0,0.0,49.0,0
+2021-05-12,159,S,0,0.0,49.0,0
+2021-05-13,159,S,0,0.0,48.0,0
+2021-05-14,159,S,0,0.0,48.0,0
+2021-05-15,159,S,0,0.0,48.0,1
+2021-05-16,159,S,0,0.0,48.0,1
+2021-05-17,159,S,0,0.0,52.0,1
+2021-05-18,159,S,0,0.0,49.0,1
+2021-05-19,159,S,0,0.0,47.0,1
+2021-05-20,159,S,0,0.0,49.0,1
+2021-05-21,159,S,0,0.0,50.0,1
+2021-05-22,159,S,0,0.0,49.0,1
+2021-05-23,159,S,0,0.0,49.0,1
+2021-05-24,159,S,0,0.0,48.0,1
+2021-05-25,159,S,0,0.0,50.0,1
+2021-05-26,159,S,0,0.0,49.0,1
+2021-05-27,159,S,0,0.0,49.0,1
+2021-05-28,159,S,0,0.0,49.0,1
+2021-05-29,159,S,0,0.0,48.0,1
+2021-05-30,159,S,0,0.0,49.0,1
+2021-05-31,159,S,0,0.0,49.0,1
+2021-06-01,159,S,0,0.0,50.0,1
+2021-05-01,163,S,0,0.0,47.0,0
+2021-05-02,163,S,0,0.0,51.0,0
+2021-05-03,163,S,0,0.0,49.0,0
+2021-05-04,163,S,0,0.0,50.0,0
+2021-05-05,163,S,0,0.0,49.0,0
+2021-05-06,163,S,0,0.0,50.0,0
+2021-05-07,163,S,0,0.0,49.0,0
+2021-05-08,163,S,0,0.0,49.0,0
+2021-05-09,163,S,0,0.0,50.0,0
+2021-05-10,163,S,0,0.0,51.0,0
+2021-05-11,163,S,0,0.0,49.0,0
+2021-05-12,163,S,0,0.0,49.0,0
+2021-05-13,163,S,0,0.0,49.0,0
+2021-05-14,163,S,0,0.0,48.0,0
+2021-05-15,163,S,0,0.0,49.0,1
+2021-05-16,163,S,0,0.0,50.0,1
+2021-05-17,163,S,0,0.0,50.0,1
+2021-05-18,163,S,0,0.0,49.0,1
+2021-05-19,163,S,0,0.0,48.0,1
+2021-05-20,163,S,0,0.0,49.0,1
+2021-05-21,163,S,0,0.0,49.0,1
+2021-05-22,163,S,0,0.0,49.0,1
+2021-05-23,163,S,0,0.0,51.0,1
+2021-05-24,163,S,0,0.0,51.0,1
+2021-05-25,163,S,0,0.0,50.0,1
+2021-05-26,163,S,0,0.0,50.0,1
+2021-05-27,163,S,0,0.0,50.0,1
+2021-05-28,163,S,0,0.0,50.0,1
+2021-05-29,163,S,0,0.0,50.0,1
+2021-05-30,163,S,0,0.0,50.0,1
+2021-05-31,163,S,0,0.0,49.0,1
+2021-06-01,163,S,0,0.0,49.0,1
+2021-05-01,168,S,0,0.0,52.0,0
+2021-05-02,168,S,0,0.0,52.0,0
+2021-05-03,168,S,0,0.0,53.0,0
+2021-05-04,168,S,0,0.0,51.0,0
+2021-05-05,168,S,0,0.0,53.0,0
+2021-05-06,168,S,0,0.0,53.0,0
+2021-05-07,168,S,0,0.0,53.0,0
+2021-05-08,168,S,0,0.0,52.0,0
+2021-05-09,168,S,0,0.0,52.0,0
+2021-05-10,168,S,0,0.0,53.0,0
+2021-05-11,168,S,0,0.0,52.0,0
+2021-05-12,168,S,0,0.0,52.0,0
+2021-05-13,168,S,0,0.0,51.0,0
+2021-05-14,168,S,0,0.0,52.0,0
+2021-05-15,168,S,0,0.0,52.0,1
+2021-05-16,168,S,0,0.0,52.0,1
+2021-05-17,168,S,0,0.0,53.0,1
+2021-05-18,168,S,0,0.0,53.0,1
+2021-05-19,168,S,0,0.0,52.0,1
+2021-05-20,168,S,0,0.0,53.0,1
+2021-05-21,168,S,0,0.0,52.0,1
+2021-05-22,168,S,0,0.0,52.0,1
+2021-05-23,168,S,0,0.0,52.0,1
+2021-05-24,168,S,0,0.0,52.0,1
+2021-05-25,168,S,0,0.0,53.0,1
+2021-05-26,168,S,0,0.0,52.0,1
+2021-05-27,168,S,0,0.0,54.0,1
+2021-05-28,168,S,0,0.0,53.0,1
+2021-05-29,168,S,0,0.0,53.0,1
+2021-05-30,168,S,0,0.0,51.0,1
+2021-05-31,168,S,0,0.0,53.0,1
+2021-06-01,168,S,0,0.0,52.0,1
+2021-05-01,173,S,0,0.0,48.0,0
+2021-05-02,173,S,0,0.0,49.0,0
+2021-05-03,173,S,0,0.0,50.0,0
+2021-05-04,173,S,0,0.0,49.0,0
+2021-05-05,173,S,0,0.0,48.0,0
+2021-05-06,173,S,0,0.0,48.0,0
+2021-05-07,173,S,0,0.0,49.0,0
+2021-05-08,173,S,0,0.0,47.0,0
+2021-05-09,173,S,0,0.0,49.0,0
+2021-05-10,173,S,0,0.0,51.0,0
+2021-05-11,173,S,0,0.0,48.0,0
+2021-05-12,173,S,0,0.0,47.0,0
+2021-05-13,173,S,0,0.0,48.0,0
+2021-05-14,173,S,0,0.0,48.0,0
+2021-05-15,173,S,0,0.0,49.0,1
+2021-05-16,173,S,0,0.0,48.0,1
+2021-05-17,173,S,0,0.0,49.0,1
+2021-05-18,173,S,0,0.0,49.0,1
+2021-05-19,173,S,0,0.0,48.0,1
+2021-05-20,173,S,0,0.0,49.0,1
+2021-05-21,173,S,0,0.0,49.0,1
+2021-05-22,173,S,0,0.0,50.0,1
+2021-05-23,173,S,0,0.0,50.0,1
+2021-05-24,173,S,0,0.0,50.0,1
+2021-05-25,173,S,0,0.0,49.0,1
+2021-05-26,173,S,0,0.0,48.0,1
+2021-05-27,173,S,0,0.0,48.0,1
+2021-05-28,173,S,0,0.0,49.0,1
+2021-05-29,173,S,0,0.0,50.0,1
+2021-05-30,173,S,0,0.0,47.0,1
+2021-05-31,173,S,0,0.0,49.0,1
+2021-06-01,173,S,0,0.0,49.0,1
+2021-05-01,175,S,0,0.0,50.0,0
+2021-05-02,175,S,0,0.0,50.0,0
+2021-05-03,175,S,0,0.0,52.0,0
+2021-05-04,175,S,0,0.0,51.0,0
+2021-05-05,175,S,0,0.0,49.0,0
+2021-05-06,175,S,0,0.0,52.0,0
+2021-05-07,175,S,0,0.0,50.0,0
+2021-05-08,175,S,0,0.0,50.0,0
+2021-05-09,175,S,0,0.0,51.0,0
+2021-05-10,175,S,0,0.0,53.0,0
+2021-05-11,175,S,0,0.0,51.0,0
+2021-05-12,175,S,0,0.0,52.0,0
+2021-05-13,175,S,0,0.0,50.0,0
+2021-05-14,175,S,0,0.0,51.0,0
+2021-05-15,175,S,0,0.0,51.0,1
+2021-05-16,175,S,0,0.0,48.0,1
+2021-05-17,175,S,0,0.0,53.0,1
+2021-05-18,175,S,0,0.0,51.0,1
+2021-05-19,175,S,0,0.0,50.0,1
+2021-05-20,175,S,0,0.0,50.0,1
+2021-05-21,175,S,0,0.0,51.0,1
+2021-05-22,175,S,0,0.0,50.0,1
+2021-05-23,175,S,0,0.0,51.0,1
+2021-05-24,175,S,0,0.0,51.0,1
+2021-05-25,175,S,0,0.0,50.0,1
+2021-05-26,175,S,0,0.0,51.0,1
+2021-05-27,175,S,0,0.0,50.0,1
+2021-05-28,175,S,0,0.0,51.0,1
+2021-05-29,175,S,0,0.0,51.0,1
+2021-05-30,175,S,0,0.0,50.0,1
+2021-05-31,175,S,0,0.0,50.0,1
+2021-06-01,175,S,0,0.0,51.0,1
+2021-05-01,177,S,0,0.0,50.0,0
+2021-05-02,177,S,0,0.0,50.0,0
+2021-05-03,177,S,0,0.0,49.0,0
+2021-05-04,177,S,0,0.0,48.0,0
+2021-05-05,177,S,0,0.0,49.0,0
+2021-05-06,177,S,0,0.0,50.0,0
+2021-05-07,177,S,0,0.0,50.0,0
+2021-05-08,177,S,0,0.0,49.0,0
+2021-05-09,177,S,0,0.0,50.0,0
+2021-05-10,177,S,0,0.0,50.0,0
+2021-05-11,177,S,0,0.0,49.0,0
+2021-05-12,177,S,0,0.0,50.0,0
+2021-05-13,177,S,0,0.0,50.0,0
+2021-05-14,177,S,0,0.0,47.0,0
+2021-05-15,177,S,0,0.0,50.0,1
+2021-05-16,177,S,0,0.0,49.0,1
+2021-05-17,177,S,0,0.0,52.0,1
+2021-05-18,177,S,0,0.0,49.0,1
+2021-05-19,177,S,0,0.0,48.0,1
+2021-05-20,177,S,0,0.0,51.0,1
+2021-05-21,177,S,0,0.0,49.0,1
+2021-05-22,177,S,0,0.0,49.0,1
+2021-05-23,177,S,0,0.0,49.0,1
+2021-05-24,177,S,0,0.0,51.0,1
+2021-05-25,177,S,0,0.0,48.0,1
+2021-05-26,177,S,0,0.0,50.0,1
+2021-05-27,177,S,0,0.0,49.0,1
+2021-05-28,177,S,0,0.0,49.0,1
+2021-05-29,177,S,0,0.0,49.0,1
+2021-05-30,177,S,0,0.0,49.0,1
+2021-05-31,177,S,0,0.0,51.0,1
+2021-06-01,177,S,0,0.0,49.0,1
+2021-05-01,179,S,0,0.0,51.0,0
+2021-05-02,179,S,0,0.0,50.0,0
+2021-05-03,179,S,0,0.0,50.0,0
+2021-05-04,179,S,0,0.0,49.0,0
+2021-05-05,179,S,0,0.0,48.0,0
+2021-05-06,179,S,0,0.0,49.0,0
+2021-05-07,179,S,0,0.0,49.0,0
+2021-05-08,179,S,0,0.0,49.0,0
+2021-05-09,179,S,0,0.0,51.0,0
+2021-05-10,179,S,0,0.0,51.0,0
+2021-05-11,179,S,0,0.0,49.0,0
+2021-05-12,179,S,0,0.0,51.0,0
+2021-05-13,179,S,0,0.0,49.0,0
+2021-05-14,179,S,0,0.0,48.0,0
+2021-05-15,179,S,0,0.0,50.0,1
+2021-05-16,179,S,0,0.0,51.0,1
+2021-05-17,179,S,0,0.0,51.0,1
+2021-05-18,179,S,0,0.0,50.0,1
+2021-05-19,179,S,0,0.0,48.0,1
+2021-05-20,179,S,0,0.0,50.0,1
+2021-05-21,179,S,0,0.0,51.0,1
+2021-05-22,179,S,0,0.0,50.0,1
+2021-05-23,179,S,0,0.0,51.0,1
+2021-05-24,179,S,0,0.0,52.0,1
+2021-05-25,179,S,0,0.0,52.0,1
+2021-05-26,179,S,0,0.0,51.0,1
+2021-05-27,179,S,0,0.0,50.0,1
+2021-05-28,179,S,0,0.0,49.0,1
+2021-05-29,179,S,0,0.0,50.0,1
+2021-05-30,179,S,0,0.0,49.0,1
+2021-05-31,179,S,0,0.0,51.0,1
+2021-06-01,179,S,0,0.0,50.0,1
+2021-05-01,183,S,0,0.0,52.0,0
+2021-05-02,183,S,0,0.0,51.0,0
+2021-05-03,183,S,0,0.0,50.0,0
+2021-05-04,183,S,0,0.0,49.0,0
+2021-05-05,183,S,0,0.0,50.0,0
+2021-05-06,183,S,0,0.0,51.0,0
+2021-05-07,183,S,0,0.0,50.0,0
+2021-05-08,183,S,0,0.0,50.0,0
+2021-05-09,183,S,0,0.0,52.0,0
+2021-05-10,183,S,0,0.0,53.0,0
+2021-05-11,183,S,0,0.0,51.0,0
+2021-05-12,183,S,0,0.0,48.0,0
+2021-05-13,183,S,0,0.0,50.0,0
+2021-05-14,183,S,0,0.0,50.0,0
+2021-05-15,183,S,0,0.0,50.0,1
+2021-05-16,183,S,0,0.0,52.0,1
+2021-05-17,183,S,0,0.0,52.0,1
+2021-05-18,183,S,0,0.0,50.0,1
+2021-05-19,183,S,0,0.0,50.0,1
+2021-05-20,183,S,0,0.0,51.0,1
+2021-05-21,183,S,0,0.0,50.0,1
+2021-05-22,183,S,0,0.0,49.0,1
+2021-05-23,183,S,0,0.0,52.0,1
+2021-05-24,183,S,0,0.0,51.0,1
+2021-05-25,183,S,0,0.0,51.0,1
+2021-05-26,183,S,0,0.0,51.0,1
+2021-05-27,183,S,0,0.0,51.0,1
+2021-05-28,183,S,0,0.0,49.0,1
+2021-05-29,183,S,0,0.0,51.0,1
+2021-05-30,183,S,0,0.0,50.0,1
+2021-05-31,183,S,0,0.0,51.0,1
+2021-06-01,183,S,0,0.0,51.0,1
+2021-05-01,186,S,0,0.0,49.0,0
+2021-05-02,186,S,0,0.0,48.0,0
+2021-05-03,186,S,0,0.0,50.0,0
+2021-05-04,186,S,0,0.0,48.0,0
+2021-05-05,186,S,0,0.0,48.0,0
+2021-05-06,186,S,0,0.0,48.0,0
+2021-05-07,186,S,0,0.0,48.0,0
+2021-05-08,186,S,0,0.0,49.0,0
+2021-05-09,186,S,0,0.0,48.0,0
+2021-05-10,186,S,0,0.0,49.0,0
+2021-05-11,186,S,0,0.0,47.0,0
+2021-05-12,186,S,0,0.0,47.0,0
+2021-05-13,186,S,0,0.0,48.0,0
+2021-05-14,186,S,0,0.0,47.0,0
+2021-05-15,186,S,0,0.0,49.0,1
+2021-05-16,186,S,0,0.0,48.0,1
+2021-05-17,186,S,0,0.0,49.0,1
+2021-05-18,186,S,0,0.0,49.0,1
+2021-05-19,186,S,0,0.0,49.0,1
+2021-05-20,186,S,0,0.0,49.0,1
+2021-05-21,186,S,0,0.0,48.0,1
+2021-05-22,186,S,0,0.0,48.0,1
+2021-05-23,186,S,0,0.0,47.0,1
+2021-05-24,186,S,0,0.0,49.0,1
+2021-05-25,186,S,0,0.0,49.0,1
+2021-05-26,186,S,0,0.0,47.0,1
+2021-05-27,186,S,0,0.0,47.0,1
+2021-05-28,186,S,0,0.0,48.0,1
+2021-05-29,186,S,0,0.0,48.0,1
+2021-05-30,186,S,0,0.0,48.0,1
+2021-05-31,186,S,0,0.0,49.0,1
+2021-06-01,186,S,0,0.0,49.0,1
+2021-05-01,187,S,0,0.0,50.0,0
+2021-05-02,187,S,0,0.0,52.0,0
+2021-05-03,187,S,0,0.0,51.0,0
+2021-05-04,187,S,0,0.0,50.0,0
+2021-05-05,187,S,0,0.0,50.0,0
+2021-05-06,187,S,0,0.0,51.0,0
+2021-05-07,187,S,0,0.0,49.0,0
+2021-05-08,187,S,0,0.0,50.0,0
+2021-05-09,187,S,0,0.0,50.0,0
+2021-05-10,187,S,0,0.0,51.0,0
+2021-05-11,187,S,0,0.0,49.0,0
+2021-05-12,187,S,0,0.0,49.0,0
+2021-05-13,187,S,0,0.0,49.0,0
+2021-05-14,187,S,0,0.0,49.0,0
+2021-05-15,187,S,0,0.0,49.0,1
+2021-05-16,187,S,0,0.0,48.0,1
+2021-05-17,187,S,0,0.0,52.0,1
+2021-05-18,187,S,0,0.0,51.0,1
+2021-05-19,187,S,0,0.0,49.0,1
+2021-05-20,187,S,0,0.0,50.0,1
+2021-05-21,187,S,0,0.0,50.0,1
+2021-05-22,187,S,0,0.0,49.0,1
+2021-05-23,187,S,0,0.0,49.0,1
+2021-05-24,187,S,0,0.0,51.0,1
+2021-05-25,187,S,0,0.0,49.0,1
+2021-05-26,187,S,0,0.0,50.0,1
+2021-05-27,187,S,0,0.0,48.0,1
+2021-05-28,187,S,0,0.0,50.0,1
+2021-05-29,187,S,0,0.0,50.0,1
+2021-05-30,187,S,0,0.0,48.0,1
+2021-05-31,187,S,0,0.0,51.0,1
+2021-06-01,187,S,0,0.0,49.0,1
+2021-05-01,189,S,1,0.0,47.0,0
+2021-05-02,189,S,1,0.0,48.0,0
+2021-05-03,189,S,1,0.0,47.0,0
+2021-05-04,189,S,1,0.0,49.0,0
+2021-05-05,189,S,1,0.0,48.0,0
+2021-05-06,189,S,1,0.0,49.0,0
+2021-05-07,189,S,1,0.0,49.0,0
+2021-05-08,189,S,1,0.0,47.0,0
+2021-05-09,189,S,1,0.0,48.0,0
+2021-05-10,189,S,1,0.0,50.0,0
+2021-05-11,189,S,1,0.0,49.0,0
+2021-05-12,189,S,1,0.0,48.0,0
+2021-05-13,189,S,1,0.0,46.0,0
+2021-05-14,189,S,1,0.0,46.0,0
+2021-05-15,189,S,1,0.0,45.0,1
+2021-05-16,189,S,1,0.41653709355675517,48.0,1
+2021-05-17,189,S,1,0.8330741871135103,49.0,1
+2021-05-18,189,S,1,1.2496112806702655,49.0,1
+2021-05-19,189,S,1,1.6661483742270136,48.0,1
+2021-05-20,189,S,1,2.0826854677837687,52.0,1
+2021-05-21,189,S,1,2.0826854677837687,50.0,1
+2021-05-22,189,S,1,2.0826854677837687,50.0,1
+2021-05-23,189,S,1,2.0826854677837687,50.0,1
+2021-05-24,189,S,1,2.0826854677837687,52.0,1
+2021-05-25,189,S,1,2.0826854677837687,51.0,1
+2021-05-26,189,S,1,2.0826854677837687,50.0,1
+2021-05-27,189,S,1,2.0826854677837687,49.0,1
+2021-05-28,189,S,1,2.0826854677837687,49.0,1
+2021-05-29,189,S,1,2.0826854677837687,49.0,1
+2021-05-30,189,S,1,2.0826854677837687,50.0,1
+2021-05-31,189,S,1,2.0826854677837687,51.0,1
+2021-06-01,189,S,1,2.0826854677837687,51.0,1
+2021-05-01,190,S,0,0.0,49.0,0
+2021-05-02,190,S,0,0.0,51.0,0
+2021-05-03,190,S,0,0.0,51.0,0
+2021-05-04,190,S,0,0.0,50.0,0
+2021-05-05,190,S,0,0.0,51.0,0
+2021-05-06,190,S,0,0.0,50.0,0
+2021-05-07,190,S,0,0.0,52.0,0
+2021-05-08,190,S,0,0.0,50.0,0
+2021-05-09,190,S,0,0.0,52.0,0
+2021-05-10,190,S,0,0.0,52.0,0
+2021-05-11,190,S,0,0.0,51.0,0
+2021-05-12,190,S,0,0.0,50.0,0
+2021-05-13,190,S,0,0.0,51.0,0
+2021-05-14,190,S,0,0.0,50.0,0
+2021-05-15,190,S,0,0.0,50.0,1
+2021-05-16,190,S,0,0.0,50.0,1
+2021-05-17,190,S,0,0.0,52.0,1
+2021-05-18,190,S,0,0.0,51.0,1
+2021-05-19,190,S,0,0.0,50.0,1
+2021-05-20,190,S,0,0.0,52.0,1
+2021-05-21,190,S,0,0.0,51.0,1
+2021-05-22,190,S,0,0.0,52.0,1
+2021-05-23,190,S,0,0.0,50.0,1
+2021-05-24,190,S,0,0.0,51.0,1
+2021-05-25,190,S,0,0.0,50.0,1
+2021-05-26,190,S,0,0.0,50.0,1
+2021-05-27,190,S,0,0.0,50.0,1
+2021-05-28,190,S,0,0.0,51.0,1
+2021-05-29,190,S,0,0.0,53.0,1
+2021-05-30,190,S,0,0.0,50.0,1
+2021-05-31,190,S,0,0.0,53.0,1
+2021-06-01,190,S,0,0.0,51.0,1
+2021-05-01,192,S,0,0.0,49.0,0
+2021-05-02,192,S,0,0.0,49.0,0
+2021-05-03,192,S,0,0.0,48.0,0
+2021-05-04,192,S,0,0.0,48.0,0
+2021-05-05,192,S,0,0.0,49.0,0
+2021-05-06,192,S,0,0.0,49.0,0
+2021-05-07,192,S,0,0.0,49.0,0
+2021-05-08,192,S,0,0.0,47.0,0
+2021-05-09,192,S,0,0.0,50.0,0
+2021-05-10,192,S,0,0.0,49.0,0
+2021-05-11,192,S,0,0.0,49.0,0
+2021-05-12,192,S,0,0.0,49.0,0
+2021-05-13,192,S,0,0.0,47.0,0
+2021-05-14,192,S,0,0.0,47.0,0
+2021-05-15,192,S,0,0.0,48.0,1
+2021-05-16,192,S,0,0.0,49.0,1
+2021-05-17,192,S,0,0.0,49.0,1
+2021-05-18,192,S,0,0.0,49.0,1
+2021-05-19,192,S,0,0.0,48.0,1
+2021-05-20,192,S,0,0.0,50.0,1
+2021-05-21,192,S,0,0.0,50.0,1
+2021-05-22,192,S,0,0.0,49.0,1
+2021-05-23,192,S,0,0.0,49.0,1
+2021-05-24,192,S,0,0.0,49.0,1
+2021-05-25,192,S,0,0.0,49.0,1
+2021-05-26,192,S,0,0.0,49.0,1
+2021-05-27,192,S,0,0.0,47.0,1
+2021-05-28,192,S,0,0.0,50.0,1
+2021-05-29,192,S,0,0.0,48.0,1
+2021-05-30,192,S,0,0.0,50.0,1
+2021-05-31,192,S,0,0.0,51.0,1
+2021-06-01,192,S,0,0.0,49.0,1
+2021-05-01,193,S,0,0.0,50.0,0
+2021-05-02,193,S,0,0.0,51.0,0
+2021-05-03,193,S,0,0.0,51.0,0
+2021-05-04,193,S,0,0.0,51.0,0
+2021-05-05,193,S,0,0.0,50.0,0
+2021-05-06,193,S,0,0.0,50.0,0
+2021-05-07,193,S,0,0.0,49.0,0
+2021-05-08,193,S,0,0.0,50.0,0
+2021-05-09,193,S,0,0.0,51.0,0
+2021-05-10,193,S,0,0.0,51.0,0
+2021-05-11,193,S,0,0.0,50.0,0
+2021-05-12,193,S,0,0.0,51.0,0
+2021-05-13,193,S,0,0.0,51.0,0
+2021-05-14,193,S,0,0.0,51.0,0
+2021-05-15,193,S,0,0.0,51.0,1
+2021-05-16,193,S,0,0.0,51.0,1
+2021-05-17,193,S,0,0.0,51.0,1
+2021-05-18,193,S,0,0.0,50.0,1
+2021-05-19,193,S,0,0.0,50.0,1
+2021-05-20,193,S,0,0.0,52.0,1
+2021-05-21,193,S,0,0.0,50.0,1
+2021-05-22,193,S,0,0.0,50.0,1
+2021-05-23,193,S,0,0.0,49.0,1
+2021-05-24,193,S,0,0.0,51.0,1
+2021-05-25,193,S,0,0.0,51.0,1
+2021-05-26,193,S,0,0.0,51.0,1
+2021-05-27,193,S,0,0.0,50.0,1
+2021-05-28,193,S,0,0.0,51.0,1
+2021-05-29,193,S,0,0.0,51.0,1
+2021-05-30,193,S,0,0.0,50.0,1
+2021-05-31,193,S,0,0.0,51.0,1
+2021-06-01,193,S,0,0.0,52.0,1
+2021-05-01,195,S,0,0.0,52.0,0
+2021-05-02,195,S,0,0.0,55.0,0
+2021-05-03,195,S,0,0.0,53.0,0
+2021-05-04,195,S,0,0.0,54.0,0
+2021-05-05,195,S,0,0.0,53.0,0
+2021-05-06,195,S,0,0.0,53.0,0
+2021-05-07,195,S,0,0.0,53.0,0
+2021-05-08,195,S,0,0.0,52.0,0
+2021-05-09,195,S,0,0.0,54.0,0
+2021-05-10,195,S,0,0.0,54.0,0
+2021-05-11,195,S,0,0.0,54.0,0
+2021-05-12,195,S,0,0.0,54.0,0
+2021-05-13,195,S,0,0.0,53.0,0
+2021-05-14,195,S,0,0.0,53.0,0
+2021-05-15,195,S,0,0.0,53.0,1
+2021-05-16,195,S,0,0.0,53.0,1
+2021-05-17,195,S,0,0.0,55.0,1
+2021-05-18,195,S,0,0.0,55.0,1
+2021-05-19,195,S,0,0.0,53.0,1
+2021-05-20,195,S,0,0.0,54.0,1
+2021-05-21,195,S,0,0.0,53.0,1
+2021-05-22,195,S,0,0.0,55.0,1
+2021-05-23,195,S,0,0.0,54.0,1
+2021-05-24,195,S,0,0.0,54.0,1
+2021-05-25,195,S,0,0.0,55.0,1
+2021-05-26,195,S,0,0.0,54.0,1
+2021-05-27,195,S,0,0.0,53.0,1
+2021-05-28,195,S,0,0.0,54.0,1
+2021-05-29,195,S,0,0.0,54.0,1
+2021-05-30,195,S,0,0.0,52.0,1
+2021-05-31,195,S,0,0.0,53.0,1
+2021-06-01,195,S,0,0.0,54.0,1
+2021-05-01,196,S,0,0.0,52.0,0
+2021-05-02,196,S,0,0.0,53.0,0
+2021-05-03,196,S,0,0.0,54.0,0
+2021-05-04,196,S,0,0.0,51.0,0
+2021-05-05,196,S,0,0.0,52.0,0
+2021-05-06,196,S,0,0.0,52.0,0
+2021-05-07,196,S,0,0.0,53.0,0
+2021-05-08,196,S,0,0.0,50.0,0
+2021-05-09,196,S,0,0.0,53.0,0
+2021-05-10,196,S,0,0.0,53.0,0
+2021-05-11,196,S,0,0.0,53.0,0
+2021-05-12,196,S,0,0.0,53.0,0
+2021-05-13,196,S,0,0.0,51.0,0
+2021-05-14,196,S,0,0.0,51.0,0
+2021-05-15,196,S,0,0.0,52.0,1
+2021-05-16,196,S,0,0.0,52.0,1
+2021-05-17,196,S,0,0.0,54.0,1
+2021-05-18,196,S,0,0.0,53.0,1
+2021-05-19,196,S,0,0.0,51.0,1
+2021-05-20,196,S,0,0.0,53.0,1
+2021-05-21,196,S,0,0.0,52.0,1
+2021-05-22,196,S,0,0.0,52.0,1
+2021-05-23,196,S,0,0.0,51.0,1
+2021-05-24,196,S,0,0.0,53.0,1
+2021-05-25,196,S,0,0.0,52.0,1
+2021-05-26,196,S,0,0.0,52.0,1
+2021-05-27,196,S,0,0.0,53.0,1
+2021-05-28,196,S,0,0.0,51.0,1
+2021-05-29,196,S,0,0.0,51.0,1
+2021-05-30,196,S,0,0.0,52.0,1
+2021-05-31,196,S,0,0.0,54.0,1
+2021-06-01,196,S,0,0.0,54.0,1
+2021-05-01,197,S,1,0.0,51.0,0
+2021-05-02,197,S,1,0.0,52.0,0
+2021-05-03,197,S,1,0.0,53.0,0
+2021-05-04,197,S,1,0.0,50.0,0
+2021-05-05,197,S,1,0.0,52.0,0
+2021-05-06,197,S,1,0.0,52.0,0
+2021-05-07,197,S,1,0.0,51.0,0
+2021-05-08,197,S,1,0.0,50.0,0
+2021-05-09,197,S,1,0.0,49.0,0
+2021-05-10,197,S,1,0.0,52.0,0
+2021-05-11,197,S,1,0.0,52.0,0
+2021-05-12,197,S,1,0.0,51.0,0
+2021-05-13,197,S,1,0.0,50.0,0
+2021-05-14,197,S,1,0.0,50.0,0
+2021-05-15,197,S,1,0.0,51.0,1
+2021-05-16,197,S,1,0.35424657427417827,50.0,1
+2021-05-17,197,S,1,0.7084931485483494,52.0,1
+2021-05-18,197,S,1,1.0627397228225277,52.0,1
+2021-05-19,197,S,1,1.4169862970966989,51.0,1
+2021-05-20,197,S,1,1.7712328713708771,54.0,1
+2021-05-21,197,S,1,1.7712328713708771,53.0,1
+2021-05-22,197,S,1,1.7712328713708771,54.0,1
+2021-05-23,197,S,1,1.7712328713708771,52.0,1
+2021-05-24,197,S,1,1.7712328713708771,54.0,1
+2021-05-25,197,S,1,1.7712328713708771,54.0,1
+2021-05-26,197,S,1,1.7712328713708771,52.0,1
+2021-05-27,197,S,1,1.7712328713708771,52.0,1
+2021-05-28,197,S,1,1.7712328713708771,53.0,1
+2021-05-29,197,S,1,1.7712328713708771,52.0,1
+2021-05-30,197,S,1,1.7712328713708771,54.0,1
+2021-05-31,197,S,1,1.7712328713708771,53.0,1
+2021-06-01,197,S,1,1.7712328713708771,55.0,1