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matt-bernhardt/attendance.ipynb

Created March 26, 2019 21:27
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attendance.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Columbus Crew attendance analysis\n",
"By Matt Bernhardt (@BernhardtSoccer)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Load libraries\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt \n",
"import seaborn as sns\n",
"\n",
"# Inline plots\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Load data\n",
"data = pd.read_csv('crew_attendance_190311.csv')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"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>ID</th>\n",
" <th>Attendance</th>\n",
" <th>MatchTime</th>\n",
" <th>Season</th>\n",
" <th>MONTH</th>\n",
" <th>DAYOFYEAR</th>\n",
" <th>DAYOFWEEK</th>\n",
" <th>TIME</th>\n",
" <th>GameNumber</th>\n",
" <th>Since</th>\n",
" <th>...</th>\n",
" <th>Visitor</th>\n",
" <th>VenueName</th>\n",
" <th>Temperature</th>\n",
" <th>Precipitation</th>\n",
" <th>LastYear</th>\n",
" <th>LastGame</th>\n",
" <th>Opener</th>\n",
" <th>LastResult</th>\n",
" <th>LastResultNumber</th>\n",
" <th>StartPPG</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>10992</td>\n",
" <td>25266</td>\n",
" <td>4/13/1996 19:30</td>\n",
" <td>1996</td>\n",
" <td>4</td>\n",
" <td>104</td>\n",
" <td>7</td>\n",
" <td>19.5</td>\n",
" <td>1</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>D.C. United</td>\n",
" <td>Ohio Stadium</td>\n",
" <td>60</td>\n",
" <td>0</td>\n",
" <td>1996</td>\n",
" <td>104</td>\n",
" <td>True</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>10993</td>\n",
" <td>24343</td>\n",
" <td>4/20/1996 19:30</td>\n",
" <td>1996</td>\n",
" <td>4</td>\n",
" <td>111</td>\n",
" <td>7</td>\n",
" <td>19.5</td>\n",
" <td>2</td>\n",
" <td>7.0</td>\n",
" <td>...</td>\n",
" <td>Tampa Bay Mutiny</td>\n",
" <td>Ohio Stadium</td>\n",
" <td>66</td>\n",
" <td>0.4</td>\n",
" <td>1996</td>\n",
" <td>111</td>\n",
" <td>False</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>10997</td>\n",
" <td>24750</td>\n",
" <td>5/11/1996 19:30</td>\n",
" <td>1996</td>\n",
" <td>5</td>\n",
" <td>132</td>\n",
" <td>7</td>\n",
" <td>19.5</td>\n",
" <td>3</td>\n",
" <td>21.0</td>\n",
" <td>...</td>\n",
" <td>New England Revolution</td>\n",
" <td>Ohio Stadium</td>\n",
" <td>56</td>\n",
" <td>\\N</td>\n",
" <td>1996</td>\n",
" <td>132</td>\n",
" <td>False</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>10999</td>\n",
" <td>20184</td>\n",
" <td>5/19/1996 16:00</td>\n",
" <td>1996</td>\n",
" <td>5</td>\n",
" <td>140</td>\n",
" <td>1</td>\n",
" <td>16.0</td>\n",
" <td>4</td>\n",
" <td>8.0</td>\n",
" <td>...</td>\n",
" <td>Colorado Rapids</td>\n",
" <td>Ohio Stadium</td>\n",
" <td>78</td>\n",
" <td>\\N</td>\n",
" <td>1996</td>\n",
" <td>140</td>\n",
" <td>False</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>11002</td>\n",
" <td>16526</td>\n",
" <td>6/8/1996 13:30</td>\n",
" <td>1996</td>\n",
" <td>6</td>\n",
" <td>160</td>\n",
" <td>7</td>\n",
" <td>13.5</td>\n",
" <td>5</td>\n",
" <td>20.0</td>\n",
" <td>...</td>\n",
" <td>Sporting Kansas City</td>\n",
" <td>Ohio Stadium</td>\n",
" <td>67</td>\n",
" <td>\\N</td>\n",
" <td>1996</td>\n",
" <td>160</td>\n",
" <td>False</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 22 columns</p>\n",
"</div>"
],
"text/plain": [
" ID Attendance MatchTime Season MONTH DAYOFYEAR DAYOFWEEK \\\n",
"0 10992 25266 4/13/1996 19:30 1996 4 104 7 \n",
"1 10993 24343 4/20/1996 19:30 1996 4 111 7 \n",
"2 10997 24750 5/11/1996 19:30 1996 5 132 7 \n",
"3 10999 20184 5/19/1996 16:00 1996 5 140 1 \n",
"4 11002 16526 6/8/1996 13:30 1996 6 160 7 \n",
"\n",
" TIME GameNumber Since ... Visitor VenueName \\\n",
"0 19.5 1 NaN ... D.C. United Ohio Stadium \n",
"1 19.5 2 7.0 ... Tampa Bay Mutiny Ohio Stadium \n",
"2 19.5 3 21.0 ... New England Revolution Ohio Stadium \n",
"3 16.0 4 8.0 ... Colorado Rapids Ohio Stadium \n",
"4 13.5 5 20.0 ... Sporting Kansas City Ohio Stadium \n",
"\n",
" Temperature Precipitation LastYear LastGame Opener LastResult \\\n",
"0 60 0 1996 104 True NaN \n",
"1 66 0.4 1996 111 False NaN \n",
"2 56 \\N 1996 132 False NaN \n",
"3 78 \\N 1996 140 False NaN \n",
"4 67 \\N 1996 160 False NaN \n",
"\n",
" LastResultNumber StartPPG \n",
"0 NaN NaN \n",
"1 NaN NaN \n",
"2 NaN NaN \n",
"3 NaN NaN \n",
"4 NaN NaN \n",
"\n",
"[5 rows x 22 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 366 entries, 0 to 365\n",
"Data columns (total 22 columns):\n",
"ID 366 non-null int64\n",
"Attendance 366 non-null int64\n",
"MatchTime 366 non-null object\n",
"Season 366 non-null int64\n",
"MONTH 366 non-null int64\n",
"DAYOFYEAR 366 non-null int64\n",
"DAYOFWEEK 366 non-null int64\n",
"TIME 366 non-null float64\n",
"GameNumber 366 non-null int64\n",
"Since 342 non-null float64\n",
"HScore 366 non-null int64\n",
"AScore 366 non-null int64\n",
"Visitor 366 non-null object\n",
"VenueName 366 non-null object\n",
"Temperature 366 non-null int64\n",
"Precipitation 366 non-null object\n",
"LastYear 366 non-null int64\n",
"LastGame 366 non-null int64\n",
"Opener 366 non-null bool\n",
"LastResult 237 non-null object\n",
"LastResultNumber 237 non-null float64\n",
"StartPPG 237 non-null float64\n",
"dtypes: bool(1), float64(4), int64(12), object(5)\n",
"memory usage: 60.5+ KB\n"
]
}
],
"source": [
"data.info()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x12bd4fbf7f0>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.lmplot(x=\"Attendance\", y=\"GameNumber\", data=data)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x12bd70b2d68>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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6RMn3OTme51P7n+HPrn5zwz9z2/izrSdpm0Nc6/4vnBhjbLqEw8znfWqyQMkbi33spKhqgEXkLuATxpjT4f+7gT83xvz7Rk9uNVCPflNJivmsxfr6ebm4AGZlcnFvue8go7kiriOkXAdjYDRX5Jb7Djb8fd+3p5erj5zmi98/zGTBoz3j8pHLd9ZUSQfLWzCuh/Gudf+iF7hEjhN8viLg+4aCt/r9+Dgx4Asj4wtgjBkVkbc2cE6rimZWqGrm2JgNUS7uyYlCOQa8uSu7Irm4AycnMcZQ9AzGBMZAwvE42FwwbbMgbKvRCiWPUxOz4+4rkS2USTlMFTx8YxABYwATjMclKUclzgyd0OsFQEQ2EM9z3i4i3xWR50XkORH5RLS/iDwgIofCx+5wXETkdhHpF5FnReSiir91Xbj9IRG5rmL8YhH5UbjP7dIAF6eZk7ybWRvAhiRzcT3f4JnQCBA8eibwyKphmzNu+3lv727j1GR+lo7Fqcl8rPfthRNjDE/kyRW8cM3DY3giz6ET8cIANtlCu3s7yaSEfMlnuuiTL/lkUsLu3s5Yx04yVz+OAf5z4Aci8lkR+SzwA+C/xdivBPyeMeY84FLgoyLyRuAm4DvGmN3Ad8L/A1wF7A5/rge+AGWD/0fA24FLgD+quCB8Idw22u/KGPNaFs28iLZWU+CS/MzSbuADmIofgJRb3TewNaC2n7dN+t5Uwcfzg+fRK/V8yBX8WMe2cXQ2d2WYnHOcyYLP5q5MrGMn6ahUNcDGmK8AVwMngCHg/zTG/F2M/Y4ZY54Mn48TpK5tBd4H3BVudhfw/vD5+4CvmIBHgfUisoWgCOQBY8yIMWYUeAC4MvxdlzHmERP0VfpKxd+qG83cEaOZvXcbbD8zmyyG9mwKhyD0QPjohOPVsDWgtp93lL6XcR18AxnXoacjwyMDI1X3LXoVBlAWGV8Cm4vmdw4O4zrghOEeR8B1gvE4JOmoxFVDOwiMRtuLyA5jzCtxDyIi5wBvBf4VOMsYcwwCIy0i0bdiK1BZ8HEkHFtq/MgC4wsd/3oCT5kdO3bEnXaZZu2I0czdYm1jcrV+ZrZx8929nbzk1laFZ5szbvt5D47m2NSRpaezpTxmjIlliBxHSGHww/CLCLgyszBWDZtsocmCR8oRHJnxJ33jM1mIVy+WZK5+HC2I3yHwfh8AvgX87/AxFiLSAfwT8J+MMUsFhBb6pEwN4/MHjbnTGLPXGLO3p6en2pRfMzSr916PmFytXmw9qsnSrsvmdS284axONq9rIe26sYygbejE9vO28aB3bmwDhLTjkE05pB0HkHB8eSw3d6E94zI3xO6bYDwOSYas4njAnwDeYIw5tdw/LiJpAuP7VWPM/wqHT4jIltD73UIQ1oDAg91esfs24NVwfN+c8QPh+LYFtlcqaEbv3VY/w8aLTbKarB454zaf9w1X9PGp/c9wdHSKku+TcoJMhv/6i2+suu9NV53HJ/c/w0S+hOcbXEdYn01z01XnxTq2Tf70Ry7fyW0P9VPyg9i1b4Kfj1y+M9axk8zVj1WKDJxZ7h8OMxK+BDxvjPmLil/dA1wH3Bw+frNi/GMicjfBgtuZ0EjfD/xpxcLbu4DfN8aMiMi4iFxKENr4deCvljtPZfUxOJrDFRgYnijfxm/qyMQ2gjYGvB63ozZGMOkLZq1FR/v29PL5q99csxG75b6DjEwWghAG4Pk+xclCrPzpj//C6wHm5T9H43Hnn8T7HscADwAHROR/A/locI5RXYifBT4E/EhEng7H/oDA8H5dRD4MvAJ8MPzdt4H3AP1ADvjN8DgjYfbF4+F2nzHGRKsCvw38LdAK3Bv+KE1OZzbFoaEJXEdwHaHkB5Vsu3vjqZnZeLE2XmBEsxa/2BYd2Rix/qEJPBPWzggQpu/1D03E2v/jv/D6ZRnc1UIcA/xK+JMJf2JhjPk+C8dpAd65wPaGRTQmjDFfBr68wPgTwAVx56Q0B6acRMusx/J4FWy9WJvS82Yufkmy6KgUfbaRxQiNcCnmZ96sxNGC+OOVmIiiREwUPLrbUpyaLOKbIK1oY3s69qq2TTaArRdYj/h1Ut5zktkArkCpooClcjwOSelQ2BInC6JHRP5MRL4tIg9FPw2fmbJm6ci4nJoozqomOzVRjL2qbZMNkKT+84GDQ3xy/zM8NTjKibFpnhoc5ZP7n1lW9sftD77AhZ++n11/8G0u/PT93P7gC7H3TTIbYHNndlnjlTRz15o4lXBfJcgD3gn8MfASM/FYRak7E/kSPrMjEH44vlyWewNrW8xgs//N9z7P6VwR44MrgvHhdK7IzffGk9++/cEXuO2hfqaKHiknOO5tD/XHNsJJpi1OLyKcs9h4JXc8PEDRmy1HWfTiy1Gu6ko4YKMx5ktA0RjzL6EK2qUNnpeyhhmeKJCaU9mUcoLxONh4NLZeoM3+h0/lcMLiBRHBcQRHgvE4fPH7h8P3ysERJ3wMxuOyb08vX7v+Ur534zv42vWXrlj449Qin+1i45UcGhrn5HiBUpj+VvINJ8cLHBoaj3XsJCvh4hjgYvh4TER+MVRC27bUDopiiyNCNuXSknbJplycZegs2Xg0tl5gkl7kZMFjbuGZI8SOnSdJ5OeKzPxUji9FoeSDBOeMIMG5IuF4DJIs2Y+TBfE5EVkH/B5Bnm0X8LsNnZXymqDWhY2+Te0cGppAKuQFfQO7Ywqq16OYwsZg1rq/7etuz7hhmMYrlwMDdMTQoUia1rTDVNGftwjXmq7uI6ZdYaoYKM6V5SiBTMwVvCRL9uOI8XzLGHPGGPNjY8zPG2MuNsbc0/CZKU2NTRjgxiv30N2WRoCS5yNAd1uaG6/cE+vYzSpCZPu637mnp1wFZpipCHvnntVffv/bP7drln5+9Py3f25X1X1ff1YXG9szpFzBM4aUK2xsz7D7rK5Yx7a5a8mXPM5MFRkam451rLksemkUkb9iiTsAY8xK9DdcFTRrYj0kN3ebdKx9e3r5M4uqqmYVIbJ93QePT0Tps2UkHF8JbM41m2q26PPevC5V8+cd567FGBNqDntMF4NHv8Jlr+VbJYslt1cIn/8s8EbgH8L/fxD4oTGmKcMQe/fuNU888UTs7SsT6ys/3JWK69l2SEhq7pff8hDrW9Oz2gAZYzgzVeR7N76joceGmfdtLfXhe8N/uRdjDK4zc2Pr+T4iwk8/d1VDjx2l0FVqQXRkU3x+BXrhRcev9+ft+4bp0oyxzZf8JYuB+no6lt0QYlEP2BhzF4CI/Abw88aYYvj//wH883IP1KzYJtbbYFtVleTcbZP6k5KjVGojSqGLGqFWptCtxOdQj8+75PlMlz1cL/Ying1xovOvAzqBSH+hIxxbE9gKw9hga0CTLC21CQMkXc7brCGnnRvbODQ0QdHzynqtjsDu3vjdoGt97ZUpdBAsABrfxE6hS4KiFxjbqaJHvujHFo+vJ3EM8M3AUyLy3fD/Pwd8umEzWmUk2eLc1oAm6YXaSPzVw3Ovde5JG38b3vOmLfzFg4fK/zcEgjbvedOWWPs382uPQz4MJ+TDGG7JX3mDO5c4WhD/j4jcSyARCXCTMeZ4Y6e1ekiyxXk9OiR8cv8zHD09NSsuF0fZqx5fxlpvC20vPDZzTzJsY8u9Pz6OKzNZEJEHfO+Pj8dazIoqyio7G3e1xuts3LepnRdOjM/zvl9/VjwFu3pTbcFstRC3b7MLDBO0JXq9iFzRuCmtLsbzJdrTzqyOq+1pZ0VanNejNl8ATKgkZhaXp5tLkuWZtmlkNnNv5kamAycngbCQgZk84Gi8GjYVZVddsHlWE9Lo+VUXbF7uy6gJ3w++HyOTBV49PcVLp3K8enqKkckCuUJpVRpfiNde/hbgV4DnCEryIXhvH27gvFYPxnAmP9sYnMl7dLY2/gO1Veq/4+EBulrTbK5B2atZ48dgN/ckFcHALuzj+YZK6YTI5jhz+/UsQmVFGQQG3BcTazHqkYERejuzjE/PeM+dLSkeGRihEfmqnm/Ki2XTpSCskCS1xo/jxIDfT9CSKF91y9cgI5NBJXal52gqxleKWsx9sxoi2wuPzdyTzCG2acsDzCtDjogbLbOpKLNp6BkHzzdMFT2mCoHRTWLBLGJsqsiLwxP0D08yMDxB/9AEL5/K0f+n71n234rbESNNRTeMtUTe80k7wWJGVN6ZkmC80djGYZvVEIF9b7NaY9/16A9Wqxd7y30HGc0VcR0h5ToYA6O5Yqy2PDBfS7fa+Fxef1YXh09OzPFi0+zc1PiOznOJMhTyJZ+pQuMN7mMDI9z9+CDHxqbY0tXKNW/bzt6d3Rw7PR0a28DQDgxPMjReP1MYxwDngKdF5DvMbkm0Jirh2jMuk3Pivb6B9mw8bVobbBeEbIzovj29XH3k9LzKpNW+EBUxO/YtsWPfYGf8bS6aAycng1SuihCAERM7hrtQa/jK1LBqRBcuL7TYnjGU/Hjni+0FO8kMhccGRrj5vufDIhIYHs/zo1fP4DqyaPhFgK3drezq6eDc3nZ29dS22BjHAN8T/qxJ3rmnh288faz8/8ibWIn6+iQ79B44OMT+J4/S05llR/iF2v/kUS7ctn7VG2Gb2Hc9jm1z0fR8Q8mfEdMRIBVTVGbnxjb6hydJO1IOIXjGLKs1fK0XruWea/lSFE5Y+QyFkclC4NUOTfDi8CTfOzRMsSJ4bkzwjxfGzltSDjt72jm3p4NdvR3s6mmnb1MHrTEbBCxFnDS0u0SkFdhhjPmp9RGbjONjBbrbUpyZKpXb46xrTXF8LJ42rQ31vK1b7ul9x8MDFEqzU5I6W+KlJCVNkguINsfuaU9z5MzM7W1kk7a0pxfZYza2reFtL1yL3Tn4fpASVvZyS17ZuDUSzzcMjuZ4cWiSF4cnykZ3NBdv/cYV+NJvvI2t61txY95FLJc4WRC/BHyeoCHnThF5C0Fn4vc2ZEarjMHRHFvXt7Gte7amQTNkA9jcDr9wYoyx6RIOMwUopyYLlLyxOryyeHOvNRsgyQVEm2OLs3BW6GLjc7FtDV+vC1eh5DNdCqrL8qWVKenNFUoMDE+Wvdr+4QkOn5xc9NiOwNkb29nV0853nh9a0EERYMeGxp4zcUIQnwYuAQ4AGGOeFpGdDZzTqqKZswFsboejW7LK0lLfNxRitIixZa6wy8mJPJ/c/0xsYRfb1vI2xt/mojk0nscJCykiHGFZiz428evt3W28dGqCsanZhRjnbFw8vjm34KHR3q0xhuHxPP3DgaF9cShYIHv19OJykO0Zl76eDs4Nwwfn9nZwzsZ2Mqngwva9Q8PkS/Pn7MbtCGpBHANcMsacmVP5tTqzmhtAM2cD2Hg0mZTDVCGIzZVTkgzlk7aR1EPYpdbW8raZJzYXTc8PFtAqv2m+CS58K8FlfRt47KWRcCEQCp7P0HiBa9+2YdYco/zbIKwwoxC2UCbBJX0bFjvcPObuf/XFW+ntapkVr31xOMjSWIyzurIVsdpggWxzV8uSlattmRSFUnGejGel09Uo4hzhxyLyq4ArIruBjwM/aOy0Vg/NnA1g473v7u2c7w21p5f0huqFrbCLTWv5epQiP3vkNM+9eobJQiDW/eyR07H2TbtB9dlccxt3Ec6WRwZG6OnIzEpD68i6fK//JNe8fceSgjWPDYxw20OHSDlCV0uKU5N5bnvoEJ9gdywjfODgEP/9QD++HywcPnfsDE9/8/Si26dd4ZyN7WWvdldvB7s2ddDRsnyjefaGdlLOJBP5IN0tHb7uresbr/cSZ7a/A/xnghS0vwfuBz7byEmtJpo5G8DGe6+HyHVS2Hj+tnHQqDNx1Eg06kwMVNVjaM+myBcLGJlJIxMTjMfFJnzyysgkG9oydLdlwo4aBmMMgyM5JpbwOgHufnyQlCPlMu7onLn78cFZBtg3ZlZubbRAtlSYpaslxe7eDvpCz/bcnnZ2bGgj5dbnbuyat23nlvsP4vkmyBzxDSU/GG80cT7ZXzTG/GcCIwyAiHwQ+MeGzWoV0cziLDa3w/UoSKgV295otcQyK/e1iflXdiaG4Fa+5Pt88fuHqxrg3b2dvOTWNm9YfviksthhuujR09HCqcn8LC2M6aLP5q7WefvO5djYFF0bg7NbAAAgAElEQVRzvM9MSnhldJJvPXusHKsdGJ6cp/OxGB1Zl9a0y93XX7oi4ldEzUBrOFQq5kLpvP1ibPP7zDe2C429JqnHyrBtV4ukhclXOuB/45V7ZkpyvWARbTm90eLEMhfDNuY/WfCYGyaP25l4oUKI5Ry7Wupg0fOZKnpMFwIN3LmLZde8bTu3PXSIqaJHS9oJCyJMLE9wU3uWE+PTYCinnEULtn/xwAvzto9ya3eFi2Nf+cFLjMxJD5vIe3RkUw03vnc/PkhHNkVPR7Y8tpD3nnIcUq6Qdh0y7szztCs1z3GpnnBXAe8BtorI7RW/6gIaLwW2SqiHpm6tizoHDg7xH7/6Q3LFIO52ZHSKZwZH+Ztfu3jVd+OwwbY32kKxzLjCMLYx//ZMYLQr00Z9E4zHoej55Is+Bih5hmwqfgpXZeqgAxRLPicn8hSKHq+cylWtLrukbwNXHj+Lr//wCFNFj9a0yy9fvG2WEaolt3ZjRyYwtGEGQl9Px7zc2i8c6F9w39Fc4/Pty967gBAUsbRnXIbGpzmrqyUwtI4Tu6JwOSzlAb8KPAG8F/hhxfg4a6gtvW1Kk00I45P/+HTZ+Ebkij6f/MeneeK/vqu2FxQTG23YiHp0lqhVhKhWYZgDB4f4u0dfplDyEQIlsL979OXYMf+PXL6T2x7qp+T75ZQy3wTj1bjlvoNM5j0yKaccepnMe7G0IDw/mKsxYbVQaEjwDXnPxCrtfWxghPt+coIN7Rla0g65gsc9zx5jJFek6Pu8ODxZNbc24zogsKEtw1UXbOEXL9zM+rZM1WMXPbOglnGxzmmPkRcbGdWUK5y9oZ2TE9OzYu25QomzN7YvK/5e03wW+4Ux5hngGRE5K+oPFyEinwBua+jMVhG1pjSBXQjj5CKKa4uN15NDQ+OcyRVxHJmlDVv0qmvDgr3nn5QIka0gjk1337haEMYYCl6QAlYI47eFkh8sStWQOmiMYWg8zx0PDzCZD7Rz8yW/bPy++cyr8/Zpz7gzqV5hFkJlbu1yaU275EteYMBDPN+nJbW8cl9HAuMahAicWYY25SwcKviP+3Yllmoax7xfA/y3OWO/wRoxwDYpTZC8vmyt2GjDgp3nn6QIka0gDgRGOI7BjYsxhvHpYjnvtlBauDvv2RvaGTg5zvj0TFeKzhaXszfMLF4WPZ9XTuXCQoYJ+oeq59Y6Apf1bVxWbu1y+eWLt3HXoy+D789aeP3li7fN21YkMKZR/DWdckg7wfNaMiOSXHBeKgZ8LfCrBOXHlWI8XcDJRk9stWC7CGdjDOZWRVWONxobbVhINhUsyS+UDVFTTcyMEfKM4ewNbQzHqIZ76/Z1PHv0NK4TVS7C+LRHxhVuvvcgLw4HurWlRQo7IuGf1rRLNuWQTQV3AD2dLXz2/RdUPb5NIcaHfuYcgHL8uS3t8itv285vXbFr1mJXyrFb9FqMpLpoL+UB/wA4BmwC/rxi3BB0yFgT2KQ0gZ0xeN+bt8xSYqscbzQ22rBg5/nX466h1i9UPToLL4dIN2G66PHhy/v403ufZ7IQlGA7jtCVSXP9FbuW/Bu+MRw7M813fzpMS8phuuRTGfJ97OXRefvMza3d3dvB8dPT/PcD/aQcKWdBeCZeFsRjAyPccv9BJsPy8dHJArfcP8mN796zoBGu9GIjA/upq/Zw0y+eR8pxGiZ+s9pYKgb8MvAycFkowPOrwC8Dh4F/WpnpJY9NSlNErcbg1msuAp7knmePl9Wt3nvh5nC8sdgWYtiIoidZ/v2eN23h1orOwhDchcTtLFyNSBEsKuetTAW7+Jxu3v/m1wVeoOeRdRze/+bXzTJg00WPwycny2W5L4Ylukvl1rqOcPm5m8o6CLt6OtjUkZnnRe7c1E7/0PiSWRCLcef3BhibCtcMXMGYoHPEF78/wDvO650Xj03XqYii2VkqBPF6gvjvtcAp4B8AMcb8/ArNbVVgk9JUD2695iJuvWYFDjSHetzGr5S2bD15ZGCEzeuy8+54avm8Pd+QL6uCVde9nZuFMJn3+OYzr3JsLE/B83lxaILB0dyCYSkI3m9D4ChEttX4cPaGNv7ol6pf+OYef7roc99PTvCGzV2LGuFosfLIaFA+7lZ0ERcHBken6O1qWXDfudQja6bZWCoEcRD4HvBLxph+ABFZM+lnEYOjObIph8q1/2zKaYouubbYxMUapS3baAZHc7NW4iFIrar2eZc8P8hMKAaPhdLiuglz8fwgRe4L//IiE9MlvDALIfKO73vu+Lx9otzaXT3t7A692k9/88e8MjqFIzOC7L6Y2D2J7n58kGLJ43RhRhOhPePyD08Msm9P7+yMgjDTQMqLlbMfgfi9kEg27zxJljLA/47AA/6uiNwH3E1NRXrNTUfGpX94sqzMVfIMR09Pc27MsthmxsYjSVIU3YbObIpDQxO4Fel3R09Ps7t3JvYd5dzmS6Ei2DJa6EzmA93ashZCldxagJQj7HtDD309HaGxbV8wtzZX8jmrK8torlg2oN1tGXJVSn+jeOxLpyYYmy6VPeySH1xMGJlk87qlvdioG4f4s8vHz90UL27fzCX/NiwVA/4G8A0RaSfojPy7wFki8gXgG8aYf16hOSaKVNxSlS8/hrqvwi5GUrdlSebiJokJBWgKpRlVMocgfev4menYerdRbu2LoeBMlPa1lG6tI5B2nVlZCL4xbOpo4Q/eU72rxZauVk5N5tle8R5PFT1627NlI5tJOTMLX3NStwpehRxmGM/wfOYVAy2EbTeOpC/YSX3P4rQkmgS+CnxVRDYAHwRuAtaEAR7Pl9i6voWTE4VyTHBzV5aJfOOrsetxW1briZVkLq7NvG0oej5DE/lyNVaEAU5NFsgVFv7Mi57Py6dyy9Kt3dzVUpZRDPRr23nlZI7bvzs3CyG+Klek5ZAvBQto06WgpPljP7+Lcza2VXUaiqEXbsr/zB5fCttuHNu72xbIuknFzrqx4cDBoRntEd/n5HieT+1/hj+L2QDAhmXV2RljRoA7wp81QeTJ9VV0Pc0VSvR2xltYsMHWCNoY8KQbgjYyHhiFEKJYbcHzKZb8oAKs6OM64DqzK7KiEMHYVDEMH0wyEBrcpXJr065w9sagoWPUPXdXz8K6tVvWtXLliepZCJEHm3JmRGFSrvDLb9vO5nUtNRtB26Jfm7j9QtlGwxMFfvWS+NlGtWJb/WhD4yXfm5wkU6JsjaCNAU+6IaitDkVEMTKypZlFsqXitWlXyJfA84JiiEjLoVDyuebOR5fUrV3Xmg682oruuWcvQ7d2bhZCvuTzz88PcdHZ3ezb01tW4YojClOLMZVF92q8Ht4jAyP0dmbqkn2yXOpR/VgraoCrkGRKlG0RiI0Br0cIoda+bsvVoYi0EYqeKWcjFD1T9mqrMZNbOxHqugolMzsOUfRN2fgKsLW7tRw6iCQVN7bPz62tRmVsdv+TR2hJObRlUzgitKSDu62/f2yQX3rL1qp/y/rOQaJEtoXGG0ut2SfNjhrgGCSVEmVbBGLjxdpeeG6+93lGJwvleGrJMxRLhVh93ZbSoSh6/iyvNl8KNGsX0kZYiJHJQhinnWnqWC23NuUKF23v5tJdG9nd28HOTe20xpSXDOY/U/XlOkH6VrAYNlu74PjYNOtb07OM+Erd8UAoZOMEC3FRR45Kz7CRxMk+aRS2GRw2qAFexdgWgdh6sTYXnhdPTuKFK+qRY+WZYLwaKSfwaqMwQOCMBnKFgyPxjNFc3drI6FbTrT23p4PWtMvhk5NM5otsXd/GtZfsiK1pkHaD7IUo2yB6jINt2GdwNIcrMDA8UT5fNnVkYhvwqBNJoLVAuT1P36bGp1zOzT6JSsDjXlhtsM3gsKFhBlhEvgz8H8CQMeaCcOzTwG8Bw+Fmf2CM+Xb4u98HPgx4wMeNMfeH41cSKK+5wBeNMTeH4zsJcpM3AE8CHzLGNES9OakUFRtdWwgM6MVPH5lXyrwSer6lSMc1cp5CI1zygi9a0TN4vqHo+3he8FjyDCXPsGNDB0dGJ5msKAjoyqTY1r2wIcgVgtza/qGZPmOHTy2tW3v2xvZZpbmVubV/94OXePylEaaKHlPFCX56fGyeARYJwgZRuthy4rOLYXvBtM1Zt+1EYsPJyUJQtxFFQcILwMnJxguy22Zw2NBID/hvgf8OfGXO+K3GmM9XDojIGwmKPs4HXgc8GJZCA/w18G+BI8DjInKPMeYnwC3h37pbRP4HgfH+Qr1fRJIVOrYe0e0PvsA9zx4PepSlBN/APc8eZ+emF6rKJdq8bmMMjgQe71wHxhU4XMULjtKpNmVSs1rj/MrebZwYm6Z/KOgtFie3VoC2jMubt63nZ8/dWFW39u9+8BJ3PfpyUFbrBNoNdz36Mq4jXL9vF9nUTI5uIxS5bMI+tjnrtp1IbCiUfNwwsyOiVJF90mhWoxqaFcaYh0XknJibvw+42xiTBw6LSD9wSfi7fmPMAICI3A28T0SeB95BIBAEcBfwaRpggJOs0LH1iGwaRMZ53aVwsavg+eXnRS8wlpva05yYmH+7v7E9PW9sLpf0beDfvtrL1394hHzJx3WETR0Z/vS+g7Fya1vSLk++MkpLyqE965IvGQ6fmuS9b34drz+rc8lj/+MPj8x6zwjfs6//8Aj/5ZfOrzp3W2wMQT1y1m2Ob3PHZCt/2qwkEQP+mIj8OkG7o98zxowCW4FHK7Y5Eo4BDM4ZfzuwEThtjCktsP08ROR64HqAHTt2LGuytnE1G2w9osmCh0MgCBMtqrgSr0FklEFhTBCTMyb4krx8apKjp6eqZhi0t2RwJopU+i9OOD6XM2Fu7Ythbu2zR85w7MyMV1vyDcfHZtK/0q5wzsb2sjj4rt4Odm2aya39v/7hGTqyqYoW6fObLFaGEDKpIHyQcR2mSv68zgmuI7Hes6RJMmfd9k7RVv60WVlpA/wF4LMEUZ7PEugM/3sW1pgwBN/ZhcYX235BjDF3AncC7N27d1lR/SRXZ8HOI8mmgr5eUWmpMVA00JaZeVt9f3b8NXre05Hl5MTsFuVTRY/ezhbyMdqKTxZKbF43W5dgfWuKsekiD78wXI7Vvjg8sWRurSuQTbm4jtDdluEPf+k8dlTJrZ3XIl2gNWyy2NOZJZtyFw1B2DbVhOS6YCeZs16Pysm5HaFL/srMPUlW1AAbY05Ez0XkfwLfCv97BKist9xG0BSURcZPAutFJBV6wZXb13vO4RNmPS5ndTapRbwNrSlyBW9eaem6rMurp6cCo7tIUcKv7N3OLfcf5MTYdHkBrz2b4qP7zo117LM6Wjg+Pk1nS7rcpvz4WAEDfPr//cm87aPc2l09Hfzw5RG6WlJkU27ZGzUYxqdLs7y7hRARtq5r5VQuT3smTdjGj6mix9kb2+lsWToEYtNUE+zyn229SNuOzjbUQ8uhVvlSaF4pyxU1wCKyxRgTtXj4APDj8Pk9wN+LyF8QLMLtBh4j+Ex2hxkPRwkW6n7VGGNE5LvA1QSZENcB32zEnCcKHt1tKU5NFvHDhrMb29Oxb0lXqs7c8005RzYqSJhYZI7ToTZtLCJt2SW+DZW5tZEWwuBIbtFbkpaUw845GQh9YfoXBCGEU5P5Welb00WfzV2ts/5OFEbIuA7ZdPiYcvj4O3fzyf3PcGIsv2wxeJummhDkP49MBBeaKP+5UIyX/1yP0vP9Tx6lpzPLjtAD3v/k0dgdnW2wXTC2kS9tZinLRqahfQ3YB2wSkSPAHwH7wu4aBngJuAHAGPOciHwd+AlQAj5qjPHCv/Mx4H6CNLQvG2OeCw9xI3C3iHwOeAr4UiNeR2c2xbHTU+W4hwFGJou8/qx4cbVb7jvIyGQhiIUa8IxPcbJQU52570cVX0GYoOj5FP3FK76KniG1kK5BjFbfdz8+SEc2RU9HtjyWK5T42x+8xHi+FDu3Nu0I4gRfjHfu6eXKCzbzuvWtS7acibIgporejCiNb7jusrNZ35YpG92leoMVwk7BfpjLWnDix3Av3Lae81+3ruxNXbhtfex9+4cnZsW9I0PcPzxRdd96lJ4XSrNLuDtbaivhXi43XNHH73ztSSYLXtlRac+4sS56YPfam1nKspFZENcuMLyokTTG/AnwJwuMfxv49gLjA8xkSjSM8akCs+yVCRKVx6fi5Sf2D02UCxIq9+8fWvgLGZXVlg2sN+PZxpFBrCQTxoArwwxC9TblAEfP5Mi6DqdzBaYru/EyzZ98+/l52zsCOza0zfJqz+3tWFC3tho/u3sT2ZTDVx97hWNnptje3cZ/+Lldy6rCyxV90o5TXlHPFf1YXqitN7XYtS3GNc/ai3zhxBhj0yUcZvKAT00WKHljsfa34dkjp8vGF4KwzWTB49kjpxsuX5q0lKUNWglXheHJIg7MW80fnlzc66ukFHmmlY6aCbQFJvKlcvpWyfcplhaPydZCd2uaM7nirFCAhOPlqSygW9s/NMHw+OIXmPaMS1+ofxAZ2qVya5ci7Tq0pN1ZIQQRYfuGNj6wQEvyOBw+lQMMRd/MKqkNxpfGVgjIESkvJM0dr4btIloxtPJRMUjQGdnEuuOx5YvfP4zrCNk5ebxxUh7B7rU3q/Y0qAGuiu8bfGbbTz8cX4pSmA/rEHi8CxUkDI0tXkAQYdPqG5mvb+UT5Iv+9Xf7y6lfS+XWuo7QknLKWSC/dXkf777grJqKEESkXMSQTbu0pt2GdL/1fUNl/n5U27+42tcMyxUCmkvWdcj588Md2RjlyLaLaJmUw8R0iZI/k3YoBjKtjW+AOVnwmHv9dWKmPIJdymWS2R+2qAGuQjrlUIxOogqxqHTKmYnF+jMhg8IccZizN7Zz+OTkPC/07I3Vy0OX2+q7kjNTRU6MTS34u+GJAv/05NHZr7Mit3ZXb+DVPj4wwjefebWsTfvv3rqVK9+0ueq8IxwRsumgw0NL2OUhruG2WdV2ovSFhcarsJQQULxjL2zk3UXGK7FdRNvUnmE0KumFsAouGG809UjfqzXlMknFQlvUAFehJSXkCvO7BGRdiSUMc/2/6ZtlRKN0ruv/TfWr82Ktvu/83kDZAPvGcOz09EyPsRi5tQAX71hfDiOc29vB9u7WWbm1jw2M8N0XhpfVITcdZiNkUy4t4WMtWMdhFwnjLDZeiW1FliMOgj/vgitS3Qu1XUwSCRYlM3PEdJZzt1Lrhe8jl+/kL79ziKI34/E6Ej99z5akSoltWfMGOCpEiFK3onhskCNrWN+aYTRXmh9Hjbm4dEnfBm589x7ufnyQ42NTbF5GGGFwNDdHDjCYxcunJrntwUP0DweaCFNVmy4y45n40Nma4s8++OYl97n78UFSjlRUk7mzqslcR2YZ2kwYpqgkqXZIruPg+/68uH1lNshi1KMia66vGzcCa7uYZFuKbHPhu3DbejoyLhMVWRAdGXdZGSRrkTVngEu+YWhsmqIfGNxqmQW5orfgF6pap9lKLunbED9uGzIyWcA3wSKS5/nM0Qfnm8/MrjtpSTn0zenGcOe/HOb4WI6J/IyqWEeby9b11cMfx8amAvnH0Xx5343tGYYnptnW3VZ1wS3Jdkg9HRmOzBHo8cPxakTxxM3rUjXFE0uLLHgtNl6J7WJSJOBfScHzYwv421z47nh4gJ6uFs6umHuzpIIlyZozwF6YfRCXU5MF3DCkWKlTeqpOMnkzurXBglic3FpXhIvP6S63KO/r6WDrArm1v/b2HYGqWMdsVbFqTR7TrkNnxuXwqVxZ2tD34fhYnnN74mU7JNkOqSObwmEmBzeqI+nIVj/dbRfCpkuLFb9Uv2DbLibZCvjb6J4knQqmlXCvYeZmMNSqET2ZD3RrK+O1S+nWLtIghl+/dAcf+plzqh7vkr4NfILdS4Y/XCcSpZkJJ7iOkE65QUzRmYknLkfa0ObLbGuIJgoeGzvSnJoslrMB4lYv2i6ELXZDFSeF23YxyVbA30b3JMlUsCS7GtuiBrgKG1pTs2QVI6+qp3Xxt25ubu1jL41w6ERgiBajPesG6l5hEcOu3g5uvvcgr5zKzYtl/suhk7EMMMwPf0R5ty3p4HGxbg228cTObIqfHh/HhMa75HsMjkzxhs1Ly0GCvSHqyLhB9WJZtyOoXtzdm116R5KtJgO7xSRbAX8b3ZMkU8GS7GpsixrgKlSTVSx6Pi+fys3SQXhxeGLJ3FoBztvSxd5zutnV08Hu3g7O6srO8y6Pnp7CdSBdsXjk+z6Dy7itqzS4rWk3dodeW2nD8amZ8mugHMOOW0FoY4gmC95MO6RwzDPxclJtq8kWu2tZCVVbWy90ouDNv+h2ZGO9b0mmgiXZ1dgWNcBVqJRVLITi4C1ph1fPTPFbX3mCl0/lKC1yf5kOU8fm/t4Apyam+Y2YXuxySDkOLZnA6LamXf6/Qydrio3ZejSvji2cBrfYeD0ZGs+TcpjVXNIVqqbmgX01WcqV8t+YOx6HJOUobS+6zZoKliRqgBcgyq3tH54AAyNTRUqewTPgeYZCmOv44vDMFXZda5pzwwWxXb2BV7u9u5V3/eX3FjzGiSVKfSO2r2/l5ZEczOnWenb3jGJUJhQUj4odKkMKNpkIth6NTSy0Hjgis96LODnAELyfUwUP35hZse+4Zda7wsaWcxdtd8VobFkPOUqbzyzS5D16emrZKnJJkmRXY1vWvAHOFz0GTk6WW5RH5blL5da6jnD+li7etrM77MrQwcb2TN17hF1/xa6giKNQwvcNjiN0ZdL83rvewOvWt1atLLPNp03So7HxBG2+kLt7O/nR0dNM5Gc+/46sy+7e6rFrCDrsfvxrTzJRmCkHbs+4sTrs1kPV69kjp3nu1TNMFjzOTBVji+FENKMmb5JdjW1ZcwY4ly/xtcdeKcdrj4zmFvXKotzazpY0R0enyBVKbF3fxq+9PX6b8paUw/QCWQ4tMTyqy1+/iZb0+Xz1sZc5dnqK7Rval3VSJ50aVCu2nqDNF3JzV4ZHBmZffCfyHpu74pfzZtIuGd+Uj51Jx6sItP28bn/wBW57qD/saRfEf297qB8gliBOs2ryJtnV2JY1Z4CPnJ7if37v8LzxjR2ZcgbCub0di+bWLpfLz93IgweHFxyvxBGZlZ0Qebfbutt4/0WLtrtbkmZViaqH517rF/K+504sOn7rMubuiuBhcEVIu7Ii+c82TVihuTV5mzX+vOYMMMDOTe1BqleFpGIturVxODlRpDPrMpH3yjHBjqzLqckiHS2pwOgu0aPMhiRTg7paUoxPzy/h7mypfsrV03Nfbsh5qhjcrVRGdoyZGa+GjZqa7edlq0i2VjV5k2TNGeDdvR186bq9K3a8Y2NTbF4XeNIi4ISJSicn8rFWl23iarZVXTbH/sjlO/mLBw/NGjPEE2ex9QRtbodt08hs1NRsF9FsFcnWqiZvkjReKHSVUe+FsoVIuw4dLSl6OrOcs7Ed3xjSrkPKcXAcYbrkxzoxI0MyND49y5AcODgUax4HDg7xlUdfpuD55dLUrzz6cqz9o+aSTw2OcmJsmqcGR/nk/mdiH/vwyYU7fiw2XskNV/RR9Ay5QgljgsfleIKVt8MiwWMUBqjGtijDxFT8VI5XIe0Knm+YLnpMFT2mix6eb2Krqe3b08vXrr+U7934Dr52/aXLuq3+yOU78U0QdvCNHz7GVyTbt6eXqy/ayvB4nuePjzM8nufqi7bGTlu0+czWKmvOADeCTMqhqzVNb1cLOza0sX1DG72dLXS2pPntn9vFmakih4bGOXh8LLhFnSrGOjFtDAkErXlO54oYP9CPMD6czhW5+d75LYXquS/APc8eB0JRcJm5pY/Gl2Lfnl4+897z6e1s4cxUkd7OFj7z3vOXtfjYOmfhK+7t8GffdwHrwirHyBNe15ris++7INaxezqy87xlATZ1VK/Cg+DCd+2dj3L5LQ9x7Z2Pxr7gQbDQ9ol3nEtr2qXkB6/5E+84N3ZD0coy7PM2d9LTmWX/k0djzcH2M7PF5n1LkjUXgrBFRMqaCS1ph5aUW1Xou9bUHtu42uFToZxlRVGB8U2s1jw2+wKLqszF7Wtns6hiczu8b08vt/3KW2sOA9ho8tZD0+Djv/D62AZ3Ls2atqhdkV/DRAa3lq4OYJfaU4+4WqmicASCW550Kt78fWMolWbyWR0JvOE4uI4saGzjZpXc/uALNbeGr1dBQS01IzYaGklrGjTrQlrSGRg2qAGeQ2RwW1IurZnlG9y52KqC2RiSzqzLyTmLP344Xo3eziyDo1Nlb90YKBnYsi7erfR7L9zMN54+Nk857r0XVm9pZJvPCrXfddh6UzblvElrGmzvbltAjD61LDH6JGjWCwdoDDg0uC7dbRlet76Vcza2sWVdK93tGVrSrvWiXWc2xdHT05RCAxpJ/MXRpoW5hmR5oi65wsIr74uNV9KecYnWjSIb6kr8FfVbr7mID7xlS9njdR3hA2/Zwq3XXFR13y9+/zAQFDIUSib0pE04Xp3ormP3WZ2ct2Udu8/qpKs1HSt2bht3b+bFqMv6NjAceu7Rou3wRIHLltlMYKXZ3t02r3K1WTIw1qQHHAnVRIUPjcyMMMbgh1VRleLgcST+bMIXAHnPn5dWJeF4NSYKHtu6W2fdSm/qyMTOKYXACN96TezNZ46dL4VdjIMJR6XEcaUwbTwiW2/KJpVs58Y2Dg1NUPS8WToSu3ur60jUg0cGRujtzDA2NeMBd7XG1xNOqhRZuyI3EdmUw+vWx0spqgfDE3nEAVNh88SBkxPVlblsjUFKYO5RTDheDVtlLBskWr2K5hleReJeKG1i5/WIu9e6GPWeN23h1jm5074JxleCwdEcG9uzbOpYvp5wPRbCajXgzdwVec2HIBpN0TPlMuPI63ZEYskb2t5aLXaEOItLSd5Kt6YDQ2vMzA9AWzqeAbaZe5Kv+5GBETavy9KWccMwiMvmdVkeGQ44gtcAABYZSURBVBhp+LHB7nyzDd1EGSBPvTLK8TNTPPXKKJ9aRt65Tf50kqgBbjCZlAMmyCgwGPwwlhun9NjWGHhm/gfshOPV2Lenl4t3rOOlUzl+/OoYL53KcfGOdcs6sWvNzXzT1m7Wt6bKFV2OwPrWFBds7Y61v01OapL5rJEH2tfTwZ7NXfT1dLCxPbtii0k255tN7jXMZIAYCDJAmMkAeS2z5kIQK83u3k5eOjUxO67Wno7VqbZepanZio4aJd+f90VZiNsffIF7nj0eZCKkBN8ERRQ7N70QKxPB5pY0iult7MjWHNOzyUlNKp816XJem/PNdu5JZ4AkhRrgBnPDFX18av8zwSKcCRbjSsswJjbG4COX7+S2h/op+cGqth8uZsUpTbVV1rLJzWzmmJ4Nq2ExqdbzbTXMvRlRA7wCGAAJF5FkeQn+NivLkaGspaBhsuAhGPJzCjHiZkHUI5vAxuDavG9JreY384XHdu7N3NXCBjXADeaOhwdY15pmS0Ii1xduW8/5r1tXNiYXblsfa7+MK0wVZy4V0ReiNeZCWNJtyisF2U9O5Pnk/mf4fIyS3qTLWpPWtbVV36t17s3c1cIGXYRrMDaLE/VYWa5V0Wwx8Zi4ojK2C4g24io2QkJRW/rjZ6b56Ylxjp+ZplDyYr/ntiQpKmOrvmdDJKL/1u3dbO5q4a3bu2NdMJsd9YAbjK3Ida1lzDBjiFyReYao2ok9VfQWLOJYqldeJTa3pDYeLNgJCdm2pbchae87aU2FpL3/JFAPOAY2XskNV/QxPDbNc6+e4UdHz/Dcq2cYHpuO5QnaljFXGiIRwXEER4hliHKFmWqsMHSNCceXy3JFbW6+93lGJgrkiz5Fz5Av+oxMFGJLYdpQ2ZY+es+A2G3pbbC947HFNpVMWT5qgKtge1v27JHTTBS8cuNP3wRlvs8eOV1133K58hxx8DhlzLYUSt7Moc2MEY3Gq2HzvvUPT+Azc0xDICLUP1xdzB2gb1N7mPExk3vtm2C8GjZ527YMjuYoeT4DwxMcPD7GwPAEJc9fMQPYzJoKzYoa4CrYeiVf/P5hXEdoDSvhWtMuriOxhGUmCh5b17eQcgXPGFKusHV9S+xMhL5N7Qt2Z4hjiFzHWbCIw3XinTI271vkbM4Vc4/rhN545R6629IIUAr1MLrb0tx45Z6q++7u7WRTZ4ZUKKeZcoRNnZnYbeltsL3jseWGK/pqbh4AzSuKniRqgKtge1s2WZjdowvip3Nt726jMEc4p+DFa2cEcNUFmysd5/Lzqy6oLgnZ05FhrmSPH47HweZ9S8nCpcipmFoQ+/b08qFLzyaTcjAImZTDhy49O3ZrnZJnas7btiHJO56IWtX3klzAa2bUAFfB9rasPeNS8oN82umiR77kUfJNLFnHy/o2MDQ+Wx5waDy+PGCgbpWlPdQWaM+49HbG0xboyKZwmK2H44TjcbB53zavW1jwZ7Hxudi01gG7vG0bbO94bElSxhPWpgetBrgKtulU79zTg+cHsV9D8Oj5wXg1HhkYoacjQ8Z18A1kXIeejkxscZbB0RybOmZrC2zqiKctMFHw2NiRLt/+i8DGjnRsY2DzvkVaxJXGfzlaxDbGIMrb3t3byZ7NXezu7WRdTCNky/buNlKuM+vzSrnOisVgbe5abO8U16oHrQa4CrbiLMfHCgsKyxwfK1Tdd3A0R3bO4k825cQ+qW280I6My2iuRNpxaEk5pB2H0VwpthG0ed8iLeJKVbBt3a3LqsKzMSRJLYQlLeZuc75s727j1GR+1vt2ajIf++KRdAZIUmgecAxs8hMHwxzYSi3buBqrHRmX/uHJch5vyQsWZc7tiSfQbdPSqDzfSEEelqXJC7W/b7ZaxDa5153ZFIeGJnAdmbUQtru38W15ki5FttFzuKxvA4+9NBIK6syEy659W7xwWTO3FbJBDXAMbMozt3e38fyxM4xNB10eHIGulhTnbVlXdd96GMFae6PZNJe0xbYXno0hmbUQVvG4UgthSRYj2FwAonDZ3H5ycbtpJK0ElxRqgKtgW520uSvDIwMzRss3cHqqxOau6tkE4/kSG9rSnJwslI33pvZMbCNYj47MSXTEACh6PvmijyHo7JxNVW+jFGFjSKKFsFkXno7sii2EJU2tF4BovaGnc/ndNGDtqqlpDLgKtrGp7xwcXjAN7TsHh6vu25lNMZIrknYdWtIOaddhJFeMnYlgEwtNMh55y30Hmcx7ZFLB686kHCbzXk3i3Mv1W+uxELYWV/Nts4WSFMJPkoYZYBH5sogMiciPK8Y2iMgDInIofOwOx0VEbheRfhF5VkQuqtjnunD7QyJyXcX4xSLyo3Cf26VBnTVtV3crG0xGJb1xG0za5oXafCmS/EJUinMLgiNBCXVccW6bFfV6iAjZrOY3q/GuxwW7WdsK2dBID/hvgSvnjN0EfMcYsxv4Tvh/gKuA3eHP9cAXIDDYwB8BbwcuAf4oMtrhNtdX7Df3WHXB9so+K45b8RjnemGbF2r7pWjWL4TNXYvthcfm2M2cirVWPVhbGhYDNsY8LCLnzBl+H7AvfH4XcAC4MRz/iglcu0dFZL2IbAm3fcAYMwIgIg8AV4rIAaDLGPNIOP4V4P3AvfV+Hbaxqda0MJE3zHVa4zSYtI3DJr2qXiu24txJisHbHDtpNTJb1qKamS0rvQh3ljHmGIAx5piIRJ/WVmCwYrsj4dhS40cWGF8QEbmewFtmx44dy5qwrRF709bumrMg6rEw0YxfCltx7iRX1G3lR9diKtZaZrUswi3kDpoaxhfEGHOnMWavMWZvT0/1CrS52NyK33BFH12tGXZuaueC13Wxc1M7Xa2ZWEZ0rd7W7dvTy69fevasCsBfj6nlAMkuINocW9XI1h4r7QGfEJEtofe7BYiCW0eA7RXbbQNeDcf3zRk/EI5vW2D7VYetB92MHqwtlVoOO0LPf/+TR7lw2/r4reVJJvRic+y1moq1lpFGJpiHMeBvGWMuCP//Z8ApY8zNInITsMEY83+LyC8CHwPeQ7Dgdrsx5pJwEe6HQJQV8SRwsTFmREQeB34H+Ffg28BfGWO+XW1Oe/fuNU888URdX6eyMLc/+EJNDUGvvfPRebfxUez7a9df2sgpJ05U9NNMMXulzLIzsRrmAYvI1wi8100icoQgm+Fm4Osi8mHgFeCD4ebfJjC+/UAO+E2A0NB+Fng83O4z0YIc8NsEmRatBItvdV+AU2rn9gdf4C+/c6gsRD82XeIvv3MIoKoRXsux0LV4x7OWaWQWxLWL/OqdC2xrgI8u8ne+DHx5gfEngAts5rgWSKrF+v94eKCc/xz1M/JNMF7NAK/VstRmJ6lzrZlZLYtwSgNIMq+03DtuTv5znJ5ySauCKcunHudasxah2KAG+DVMkhJ/i9WZxKlXXKvZH82M7bnWzEUoNqgYzyrH5rYuyVjq1q4sR87k5xWgbO3KxtpfY6HNhe251uxFKLWiHvAq5sDBIT61/xmeemWU42emeOqVUT61/5nYXkGSeaWf+8CFdGbdWUL0nVmXz33gwoYfW1l5bM81W82VZkUN8CrmlvsOMporYoCU62CA0VwxtipYPYRlao3J7dvTy19dexFv37mR7d2tvH3nRv7q2ote097MWsb2XFurRSgagljFVKqCQRA/NWJiq4LZFAXY6iBHx1eDuzawLX5Zq0UoaoBf49RqBNdqTE6pHZsLbrMKR9miBngVY6sKZsNaLoZQkmEt3jFpDHgFqDWWetNV57G+LY044BmDOLC+Lb4qmA1rNSanKCuJGuAGY5PfuG9PL5+/+s28dXs3m7taeOv2bj5/9ZtXxEvQYghFaTwNFeNZjay0GE8zC8uoMIyiLIvVI8ajBDRzLHUtxuQUZSXREESD0ViqoiiLoQa4wWgsVVGUxVAD3GBUWEZRlMXQGPAKoLFURVEWQg3wKqeZRa6bee6KshJoCGIV08waqc08d0VZKdQArwC1VsIlKahuSzPPXVFWCjXADcbGE2xmjdRmnruirBRqgBuMjSfYzDnEzTx3RVkp1AA3GBtPsJlziJt57oqyUmgWRIOxabGetEaqTRZD0nNXlGZAxXgaTGVniUql/9VejNGs81aUBFm2GI+GIBpMs1bCaRaDojQeDUGsAM1YCdfMKm6K0iyoAV4BmrEizCZ2rShKPDQE0WCatSJMsxgUpfGoAW4wzRpLbdbYtaI0ExqCaDDNHEttxti1ojQT6gE3GK0IUxRlMdQANxiNpSqKshhqgBuMxlIVRVkMjQGvABpLVRRlIdQDVhRFSQg1wIqiKAmhBlhRFCUh1AAriqIkhC7CKYvSjBoWitJMqAesLEizalgoSjOhBlhZkGbVsFCUZkINsLIg2tVYURqPGmBlQVTDQlEajxpgZUFUw0JRGk8iBlhEXhKRH4nI0yLyRDi2QUQeEJFD4WN3OC4icruI9IvIsyJyUcXfuS7c/pCIXJfEa3mtohoWitJ4EumKLCIvAXuNMScrxv4bMGKMuVlEbgK6jTE3ish7gN8B3gO8HbjNGPN2EdkAPAHsBQzwQ+BiY8zoUsde6a7IiqKsGZq6K/L7gLvC53cB768Y/4oJeBRYLyJbgHcDDxhjRkKj+wBw5UpPWlEUpVaSMsAG+GcR+aGIXB+OnWWMOQYQPkb3uluBwYp9j4Rji40riqI0BUlVwv2sMeZVEekFHhCRg0tsu5Bbb5YYn/8HAiN/PcCOHTuWO1dFUZSGkIgHbIx5NXwcAr4BXAKcCEMLhI9RydURYHvF7tuAV5cYX+h4dxpj9hpj9vb09NTzpSiKotTMihtgEWkXkc7oOfAu4MfAPUCUyXAd8M3w+T3Ar4fZEJcCZ8IQxf3Au0SkO8yYeFc4piiK0hQkEYI4C/iGiETH/3tjzH0i8jjwdRH5MPAK8MFw+28TZED0AzngNwGMMSMi8lng8XC7zxhjRlbuZSiKotiRSBpakmgamqIoDaKp09AURVHWFGqAFUVREmLNhSBEZBz4aUKH3wScrLqVHluPrcduxmO3GGMuWM4Oa7Ejxk+NMXuTOLCIPKHH1mPrsV+7x17uPhqCUBRFSQg1wIqiKAmxFg3wnXpsPbYeW4+9Go695hbhFEVRVgtr0QNWFEVZFagBVhRFSYg1Y4BF5EoR+WnY2uimFTzudhH5rog8LyLPicgnVurYFXNwReQpEfnWCh93vYjsF5GD4eu/bAWP/bvh+/1jEfmaiLQ0+HhfFpEhkf+/vbONsauqwvDzlqFIgUKVgh8lmdJYgQYpRRosSHFAokiKRgjEakrEHzZapYpSaCLRXyDffkEIxBJLVQq1CSSaxpbPxH7QiWVaaiq0EAZLyx8iVmUo8/Jj76vHYS7TaXr2vZ1ZT3LSffY9Z7/7TM9dd5+1z15Lmyt1g6bZKqR9c/67Pyvp95KOKaVd+ewaSZZ0bEltSQvyd31LzrRTRFvSdElrG6nWJM0csiHbI34DDgFeAE4ExgKbgFMKaX8ImJHLRwHbSmlX+vBdYBnwaGHd+4Gv5/JY4JhCuh8BdgCH5/0HgStr1jwXmAFsrtT9BFiUy4uAmwpqXwh05PJNJbVz/Qmk6IQvAccWvO5PA38CDsv7xxXUXgV8LpcvAh4fqp3RMgKeCTxve7vtPuC3pFRHtWN7p+3uXH4D2ErBzB2SJgGfB+4tpZl1x5Nu0vsAbPfZfr1gFzqAwyV1AONoEiv6QGH7SWBgNL5mabZq17a9yvbevLuWFC+7iHbmduAHNEmSUKP2fOBG22/mY3a/68T6tA2Mz+Wj2Yd7brQY4LZIXySpEzgdWFdQ9g7SF6G/oCakp43XgF9l98e9Of5z7dh+BbiFFNZ0JymG9KoS2gNolmarNF8D/lBKTNIc4BXbm0ppVpgKfErSOklPSDqzoPbVwM2SXibdf9cNdcJoMcD7nL6otg5IRwIPA1fb/kchzYuB3bY3ltAbQAfpEe0u26cDe0iP4bWTfa2XAJOBDwNHSPpKCe12Q9JiYC/wQCG9ccBi4Icl9AahA5gAnAV8nxRjfNhhIveT+cBC2ycAC8lPf+/FaDHA+5y+qA4kHUoyvg/YXlFKFzgbmCPpRZLbpUvS0kLavUCv7cZo/yGSQS7BBcAO26/ZfgtYAcwqpF2lWZqtIkiaB1wMzHV2TBZgCumHb1O+7yYB3ZI+WEi/F1jhxHrSk18tk4CDMI90rwEsJ7k+35PRYoA3AB+VNFnSWOAKUqqj2sm/vvcBW23fVkKzge3rbE+y3Um65jW2i4wEbb8KvCzpY7nqfOC5Etok18NZksblv//5JN97aZql2aodSZ8FrgXm2P5XKV3bPbaPs92Z77te0iT0q4W6sBLoApA0lTT5Wyo62t+B2bncBfxtyDPqmCFsx400K7mN9DbE4oK655DcHc8Cf8nbRS24/vMo/xbEdOCZfO0rgQkFtX8E/JWUb/DX5FnxGvV+Q/I3v0UyOlcBHwBW5y/iauD9BbWfJ817NO65u0tpD/j8Rep7C2Kw6x4LLM3/791AV0Htc4CNpLes1gFnDNVOLEUOgiBoEaPFBREEQdB2hAEOgiBoEWGAgyAIWkQY4CAIghYRBjgIgqBFhAEO2hJJx0taJmm7pI2S/izpizXqXSmpX9LHK3Wb8/LxA9H+Pw9EO8HIIgxw0HbkxRMrgSdtn2j7DNJCkloCylToJS2jbStyQKFgBBIGOGhHuoA+23c3Kmy/ZPtnkjolPSWpO2+zACSdl4OvPChpm6QbJc2VtF5Sj6Qp+biJkh6WtCFvZ1d0HwWmVVbv/ZfqCFbSpZKW5PISSXcpxXzeLml2jhW7tXFM5bxbc59XS5qY66ZI+mMe5T8l6aRKu7dJeowUTjIYgYQBDtqRaaRVTIOxG/iM7RnA5cBPK5+dBnwHOBX4KjDV9kxSKM4F+Zg7gdttnwl8if8P09lPiuF7/TD7O4H0o7EQeIQUinEacKqk6fmYI4Du3O8ngBty/T3AgjzKvwb4ZaXdqcAFtr83zP4EBwnxaBO0PZJ+QVrm2UcKtPPzbNjeJhmpBhucwz9KeoEUIBughxSom3z+KZUAWeMlHVVpYxmwWNLkYXTxEduW1APsst2T+7AF6CQtBe4HfpePXwqsyBHyZgHLK/05rNLucttvD6MfwUFGGOCgHdlCGp0CYPubOa3NM6RR5i7SaHcM8J/KeW9Wyv2V/X7+d6+PAT5p+99VwYYBtL1X0q2kQDZVqmv2B6Y3quoM7EOz75hzX163Pb3JMXua1AcjhHBBBO3IGuB9kuZX6sblf48GdtruJ7kZDhlm26uAbzV2Ki6CKktII+WJlbpdkk6WNAbYn7cxxgCX5vKXgaed4kLvkHRZ7osknbYfbQcHKWGAg7bDKULUF4DZknZIWk9K6XMtyUc6T9JakvthuKPEbwOfUEpW+RzwjUH0+0i+5WoGi0WkSbo1pChYw2UPaYJvI8lf/ONcPxe4StIm0si/SKqsoD2IaGhBEAQtIkbAQRAELSIMcBAEQYsIAxwEQdAiwgAHQRC0iDDAQRAELSIMcBAEQYsIAxwEQdAi3gEdnRvOj7iwvwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.lmplot(x=\"GameNumber\", y=\"Attendance\", data=data)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x12bd81019b0>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.distplot(data.Attendance)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Bold**\n",
"asdf\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Raw
crew_attendance_190311.csv
ID Attendance MatchTime Season MONTH DAYOFYEAR DAYOFWEEK TIME GameNumber Since HScore AScore Visitor VenueName Temperature Precipitation LastYear LastGame Opener LastResult LastResultNumber StartPPG
10992 25266 4/13/1996 19:30 1996 4 104 7 19.5 1 4 0 D.C. United Ohio Stadium 60 0 1996 104 TRUE
10993 24343 4/20/1996 19:30 1996 4 111 7 19.5 2 7 1 2 Tampa Bay Mutiny Ohio Stadium 66 0.4 1996 111 FALSE
10997 24750 5/11/1996 19:30 1996 5 132 7 19.5 3 21 3 2 New England Revolution Ohio Stadium 56 \N 1996 132 FALSE
10999 20184 5/19/1996 16:00 1996 5 140 1 16 4 8 2 4 Colorado Rapids Ohio Stadium 78 \N 1996 140 FALSE
11002 16526 6/8/1996 13:30 1996 6 160 7 13.5 5 20 3 3 Sporting Kansas City Ohio Stadium 67 \N 1996 160 FALSE
11003 13093 6/19/1996 19:30 1996 6 171 4 19.5 6 11 2 2 Colorado Rapids Ohio Stadium 78 \N 1996 171 FALSE
11006 17261 6/30/1996 15:00 1996 6 182 1 15 7 11 0 4 New York Red Bulls Ohio Stadium 84 \N 1996 182 FALSE
11009 13751 7/11/1996 19:30 1996 7 193 5 19.5 8 11 1 1 New England Revolution Ohio Stadium 68 \N 1996 193 FALSE
11010 18156 7/20/1996 19:30 1996 7 202 7 19.5 9 9 3 4 San Jose Earthquakes Ohio Stadium 67 \N 1996 202 FALSE
11011 12832 7/25/1996 19:30 1996 7 207 5 19.5 10 5 1 0 Tampa Bay Mutiny Ohio Stadium 72 \N 1996 207 FALSE
11013 13190 7/31/1996 19:30 1996 7 213 4 19.5 11 6 1 2 FC Dallas Ohio Stadium 69 \N 1996 213 FALSE
11015 18587 8/10/1996 19:30 1996 8 223 7 19.5 12 10 3 2 D.C. United Ohio Stadium 70 \N 1996 223 FALSE
11017 16629 8/18/1996 15:00 1996 8 231 1 15 13 8 2 0 San Jose Earthquakes Ohio Stadium 72 \N 1996 231 FALSE
11018 20249 8/24/1996 19:30 1996 8 237 7 19.5 14 6 2 1 Sporting Kansas City Ohio Stadium 72 \N 1996 237 FALSE
11019 16747 8/28/1996 19:30 1996 8 241 4 19.5 15 4 2 0 Los Angeles Galaxy Ohio Stadium 74 \N 1996 241 FALSE
11021 31550 9/15/1996 15:00 1996 9 259 1 15 16 18 2 0 New York Red Bulls Ohio Stadium 60 \N 1996 259 FALSE
11047 14485 3/29/1997 0:00 1997 3 88 7 0 1 1 1 Colorado Rapids Ohio Stadium 52 \N 1997 88 TRUE
11049 10662 4/13/1997 0:00 1997 4 103 1 0 2 15 2 1 FC Dallas Ohio Stadium 40 \N 1997 103 FALSE
11050 18358 4/19/1997 0:00 1997 4 109 7 0 3 6 1 1 San Jose Earthquakes Ohio Stadium 44 \N 1997 109 FALSE
11054 14701 5/11/1997 0:00 1997 5 131 1 0 4 22 3 0 New York Red Bulls Ohio Stadium 51 \N 1997 131 FALSE
11058 12299 5/29/1997 0:00 1997 5 149 5 0 5 18 2 3 D.C. United Ohio Stadium 58 \N 1997 149 FALSE
11060 12694 6/15/1997 0:00 1997 6 166 1 0 6 17 0 2 Colorado Rapids Ohio Stadium 64 \N 1997 166 FALSE
11061 17190 6/21/1997 0:00 1997 6 172 7 0 7 6 2 1 New York Red Bulls Ohio Stadium 79 \N 1997 172 FALSE
11062 16743 7/4/1997 0:00 1997 7 185 6 0 8 13 1 2 Sporting Kansas City Ohio Stadium 68 \N 1997 185 FALSE
11063 12329 7/13/1997 0:00 1997 7 194 1 0 9 9 1 2 FC Dallas Ohio Stadium 74 \N 1997 194 FALSE
11064 14248 7/20/1997 0:00 1997 7 201 1 0 10 7 1 0 New England Revolution Ohio Stadium 71 \N 1997 201 FALSE
11066 12340 7/27/1997 0:00 1997 7 208 1 0 11 7 0 0 Tampa Bay Mutiny Ohio Stadium 82 \N 1997 208 FALSE
11070 15355 8/16/1997 0:00 1997 8 228 7 0 12 20 2 0 D.C. United Ohio Stadium 79 \N 1997 228 FALSE
11071 15718 8/23/1997 0:00 1997 8 235 7 0 13 7 2 1 New England Revolution Ohio Stadium 63 \N 1997 235 FALSE
11072 16167 8/30/1997 0:00 1997 8 242 7 0 14 7 2 0 Los Angeles Galaxy Ohio Stadium 65 \N 1997 242 FALSE
11075 15132 9/14/1997 0:00 1997 9 257 1 0 15 15 4 0 Sporting Kansas City Ohio Stadium 66 \N 1997 257 FALSE
11078 22259 9/28/1997 0:00 1997 9 271 1 0 16 14 1 1 Tampa Bay Mutiny Ohio Stadium 65 \N 1997 271 FALSE
11086 14148 4/4/1998 0:00 1998 4 94 7 0 1 2 1 D.C. United Ohio Stadium 42 \N 1998 94 TRUE
11087 10121 4/11/1998 0:00 1998 4 101 7 0 2 7 3 2 New England Revolution Ohio Stadium 46 \N 1998 101 FALSE
11088 12636 4/18/1998 0:00 1998 4 108 7 0 3 7 5 1 Miami Fusion Ohio Stadium 46 \N 1998 108 FALSE
11092 10854 5/17/1998 0:00 1998 5 137 1 0 4 29 2 4 Los Angeles Galaxy Ohio Stadium 68 \N 1998 137 FALSE
11095 10903 5/30/1998 0:00 1998 5 150 7 0 5 13 4 1 San Jose Earthquakes Ohio Stadium 75 \N 1998 150 FALSE
11097 13347 6/13/1998 0:00 1998 6 164 7 0 6 14 3 3 D.C. United Ohio Stadium 72 \N 1998 164 FALSE
11098 10801 6/20/1998 0:00 1998 6 171 7 0 7 7 2 1 New York Red Bulls Ohio Stadium 75 \N 1998 171 FALSE
11100 10091 7/9/1998 0:00 1998 7 190 5 0 8 19 3 0 Chicago Fire Ohio Stadium 76 \N 1998 190 FALSE
11102 15628 7/25/1998 0:00 1998 7 206 7 0 9 16 1 2 FC Dallas Ohio Stadium 72 \N 1998 206 FALSE
11104 13712 8/8/1998 0:00 1998 8 220 7 0 10 14 6 1 New England Revolution Ohio Stadium 82 \N 1998 220 FALSE
11106 11992 8/16/1998 0:00 1998 8 228 1 0 11 8 5 3 Sporting Kansas City Ohio Stadium 78 \N 1998 228 FALSE
11107 15110 8/22/1998 0:00 1998 8 234 7 0 12 6 3 1 Tampa Bay Mutiny Ohio Stadium 78 \N 1998 234 FALSE
11109 13598 9/6/1998 0:00 1998 9 249 1 0 13 15 4 3 New York Red Bulls Ohio Stadium 82 \N 1998 249 FALSE
11110 9305 9/9/1998 0:00 1998 9 252 4 0 14 3 1 0 Miami Fusion Ohio Stadium 60 \N 1998 252 FALSE
11112 9165 9/16/1998 0:00 1998 9 259 4 0 15 7 2 4 Colorado Rapids Ohio Stadium 76 \N 1998 259 FALSE
11114 14552 9/24/1998 0:00 1998 9 267 5 0 16 8 3 4 Tampa Bay Mutiny Ohio Stadium 60 \N 1998 267 FALSE
11132 24741 5/15/1999 0:00 1999 5 135 7 0 1 2 0 New England Revolution MAPFRE Stadium 62 \N 1999 135 TRUE
11133 20782 5/22/1999 0:00 1999 5 142 7 0 2 7 0 0 Tampa Bay Mutiny MAPFRE Stadium 66 \N 1999 142 FALSE
11134 16596 5/29/1999 0:00 1999 5 149 7 0 3 7 1 1 Los Angeles Galaxy MAPFRE Stadium 69 \N 1999 149 FALSE
11136 17386 6/13/1999 0:00 1999 6 164 1 0 4 15 1 2 D.C. United MAPFRE Stadium 78 \N 1999 164 FALSE
11137 14005 6/16/1999 0:00 1999 6 167 4 0 5 3 1 1 New England Revolution MAPFRE Stadium 62 \N 1999 167 FALSE
11138 18632 6/26/1999 0:00 1999 6 177 7 0 6 10 2 1 New York Red Bulls MAPFRE Stadium 82 \N 1999 177 FALSE
11139 15397 6/30/1999 0:00 1999 6 181 4 0 7 4 3 3 San Jose Earthquakes MAPFRE Stadium 70 \N 1999 181 FALSE
11141 18101 7/7/1999 0:00 1999 7 188 4 0 8 7 1 1 D.C. United MAPFRE Stadium 74 \N 1999 188 FALSE
11143 19356 7/24/1999 0:00 1999 7 205 7 0 9 17 4 1 FC Dallas MAPFRE Stadium 83 \N 1999 205 FALSE
11144 13891 8/1/1999 0:00 1999 8 213 1 0 10 8 4 0 Miami Fusion MAPFRE Stadium 82 \N 1999 213 FALSE
11145 16639 8/8/1999 0:00 1999 8 220 1 0 11 7 2 1 Sporting Kansas City MAPFRE Stadium 74 \N 1999 220 FALSE
11148 19070 8/22/1999 0:00 1999 8 234 1 0 12 14 1 1 Tampa Bay Mutiny MAPFRE Stadium 72 \N 1999 234 FALSE
11150 19521 9/4/1999 0:00 1999 9 247 7 0 13 13 2 1 Colorado Rapids MAPFRE Stadium 78 \N 1999 247 FALSE
11151 14782 9/12/1999 0:00 1999 9 255 1 0 14 8 1 2 New York Red Bulls MAPFRE Stadium 74 \N 1999 255 FALSE
11154 15251 9/26/1999 0:00 1999 9 269 1 0 15 14 2 1 Miami Fusion MAPFRE Stadium 72 \N 1999 269 FALSE
11156 18979 10/10/1999 0:00 1999 10 283 1 0 16 14 2 2 Chicago Fire MAPFRE Stadium 65 \N 1999 283 FALSE
11246 16095 3/25/2000 0:00 2000 3 85 7 0 1 2 1 San Jose Earthquakes MAPFRE Stadium 62 \N 2000 85 TRUE
11247 12952 4/1/2000 0:00 2000 4 92 7 0 2 7 0 2 Chicago Fire MAPFRE Stadium 48 \N 2000 92 FALSE
11248 10797 4/8/2000 0:00 2000 4 99 7 0 3 7 2 2 Los Angeles Galaxy MAPFRE Stadium 46 \N 2000 99 FALSE
11250 12295 4/22/2000 0:00 2000 4 113 7 0 4 14 2 3 Colorado Rapids MAPFRE Stadium 46 \N 2000 113 FALSE
11253 17558 5/6/2000 0:00 2000 5 127 7 0 5 14 0 2 New York Red Bulls MAPFRE Stadium 72 \N 2000 127 FALSE
11255 13548 5/20/2000 0:00 2000 5 141 7 0 6 14 2 1 FC Dallas MAPFRE Stadium 55 \N 2000 141 FALSE
11257 19431 6/3/2000 0:00 2000 6 155 7 0 7 14 1 1 D.C. United MAPFRE Stadium 68 \N 2000 155 FALSE
11259 14925 6/10/2000 0:00 2000 6 162 7 0 8 7 1 1 FC Dallas MAPFRE Stadium 81 \N 2000 162 FALSE
11261 15039 6/24/2000 0:00 2000 6 176 7 0 9 14 3 1 New England Revolution MAPFRE Stadium 78 \N 2000 176 FALSE
11262 13030 6/28/2000 0:00 2000 6 180 4 0 10 4 1 2 Tampa Bay Mutiny MAPFRE Stadium 68 \N 2000 180 FALSE
11263 14068 7/1/2000 0:00 2000 7 183 7 0 11 3 2 1 San Jose Earthquakes MAPFRE Stadium 70 \N 2000 183 FALSE
11266 12998 7/12/2000 0:00 2000 7 194 4 0 12 11 4 1 New England Revolution MAPFRE Stadium 74 \N 2000 194 FALSE
11267 18004 7/15/2000 0:00 2000 7 197 7 0 13 3 2 0 Sporting Kansas City MAPFRE Stadium 70 \N 2000 197 FALSE
11271 16192 8/16/2000 0:00 2000 8 229 4 0 14 32 2 0 Miami Fusion MAPFRE Stadium 74 \N 2000 229 FALSE
11273 15941 8/30/2000 0:00 2000 8 243 4 0 15 14 3 4 Tampa Bay Mutiny MAPFRE Stadium 72 \N 2000 243 FALSE
11276 24347 9/9/2000 0:00 2000 9 253 7 0 16 10 2 3 Chicago Fire MAPFRE Stadium 74 \N 2000 253 FALSE
11282 17947 4/7/2001 0:00 2001 4 97 7 0 1 1 1 Chicago Fire MAPFRE Stadium 71 \N 2001 97 TRUE
11284 14488 4/21/2001 0:00 2001 4 111 7 0 2 14 0 3 Sporting Kansas City MAPFRE Stadium 66 \N 2001 111 FALSE
11285 13975 5/5/2001 0:00 2001 5 125 7 0 3 14 0 0 Miami Fusion MAPFRE Stadium 67 \N 2001 125 FALSE
11288 18491 5/19/2001 0:00 2001 5 139 7 0 4 14 2 1 D.C. United MAPFRE Stadium 66 \N 2001 139 FALSE
11289 12630 5/26/2001 0:00 2001 5 146 7 0 5 7 3 3 Colorado Rapids MAPFRE Stadium 59 \N 2001 146 FALSE
11290 15174 6/2/2001 0:00 2001 6 153 7 0 6 7 1 1 Los Angeles Galaxy MAPFRE Stadium 59 \N 2001 153 FALSE
11292 19128 6/16/2001 0:00 2001 6 167 7 0 7 14 6 1 Tampa Bay Mutiny MAPFRE Stadium 76 \N 2001 167 FALSE
11296 18937 7/7/2001 0:00 2001 7 188 7 0 8 21 2 2 FC Dallas MAPFRE Stadium 66 \N 2001 188 FALSE
11297 15855 7/18/2001 0:00 2001 7 199 4 0 9 11 2 1 New York Red Bulls MAPFRE Stadium 76 \N 2001 199 FALSE
11298 20272 7/21/2001 0:00 2001 7 202 7 0 10 3 2 1 San Jose Earthquakes MAPFRE Stadium 78 \N 2001 202 FALSE
11299 17705 8/1/2001 0:00 2001 8 213 4 0 11 11 3 0 Chicago Fire MAPFRE Stadium 79 \N 2001 213 FALSE
11302 19008 8/15/2001 0:00 2001 8 227 4 0 12 14 3 0 FC Dallas MAPFRE Stadium 68 \N 2001 227 FALSE
11306 24033 9/1/2001 0:00 2001 9 244 7 0 13 17 4 1 New England Revolution MAPFRE Stadium 67 \N 2001 244 FALSE
11028 18450 3/23/2002 0:00 2002 3 82 7 0 1 0 2 Chicago Fire MAPFRE Stadium 36 \N 2002 82 TRUE
11 11103 4/6/2002 0:00 2002 4 96 7 0 2 14 1 2 New York Red Bulls MAPFRE Stadium 34 \N 2002 96 FALSE
11030 13493 4/20/2002 0:00 2002 4 110 7 0 3 14 0 2 New England Revolution MAPFRE Stadium 60 \N 2002 110 FALSE
23 14998 4/27/2002 0:00 2002 4 117 7 0 4 7 1 0 D.C. United MAPFRE Stadium 50 \N 2002 117 FALSE
36 15712 5/18/2002 0:00 2002 5 138 7 0 5 21 2 0 San Jose Earthquakes MAPFRE Stadium 46 \N 2002 138 FALSE
41 13773 5/25/2002 0:00 2002 5 145 7 0 6 7 1 1 FC Dallas MAPFRE Stadium 65 \N 2002 145 FALSE
54 19085 6/15/2002 0:00 2002 6 166 7 0 7 21 2 1 San Jose Earthquakes MAPFRE Stadium 66 \N 2002 166 FALSE
59 14098 6/19/2002 0:00 2002 6 170 4 0 8 4 1 1 Sporting Kansas City MAPFRE Stadium 74 \N 2002 170 FALSE
11035 19756 7/6/2002 0:00 2002 7 187 7 0 9 17 2 3 New York Red Bulls MAPFRE Stadium 71 \N 2002 187 FALSE
87 21432 7/20/2002 0:00 2002 7 201 7 0 10 14 1 1 Colorado Rapids MAPFRE Stadium 78 \N 2002 201 FALSE
91 17368 7/24/2002 0:00 2002 7 205 4 0 11 4 1 0 D.C. United MAPFRE Stadium 72 \N 2002 205 FALSE
105 17860 8/14/2002 0:00 2002 8 226 4 0 12 21 3 2 Los Angeles Galaxy MAPFRE Stadium 79 \N 2002 226 FALSE
122 24422 8/31/2002 0:00 2002 8 243 7 0 13 17 0 0 New England Revolution MAPFRE Stadium 74 \N 2002 243 FALSE
131 22459 9/14/2002 0:00 2002 9 257 7 0 14 14 2 0 Chicago Fire MAPFRE Stadium 78 \N 2002 257 FALSE
1348 22058 4/5/2003 0:00 2003 4 95 7 0 1 1 1 Los Angeles Galaxy MAPFRE Stadium 44 \N 2003 95 TRUE
1451 12165 4/26/2003 0:00 2003 4 116 7 0 2 21 0 1 New York Red Bulls MAPFRE Stadium 56 \N 2003 116 FALSE
1453 16555 5/10/2003 0:00 2003 5 130 7 0 3 14 2 0 Colorado Rapids MAPFRE Stadium 68 \N 2003 130 FALSE
1455 13186 5/24/2003 0:00 2003 5 144 7 0 4 14 2 3 New England Revolution MAPFRE Stadium 54 \N 2003 144 FALSE
1456 12518 5/31/2003 0:00 2003 5 151 7 0 5 7 1 1 New York Red Bulls MAPFRE Stadium 58 \N 2003 151 FALSE
1457 16481 6/7/2003 0:00 2003 6 158 7 0 6 7 1 0 San Jose Earthquakes MAPFRE Stadium 66 \N 2003 158 FALSE
1460 16489 6/28/2003 0:00 2003 6 179 7 0 7 21 3 0 D.C. United MAPFRE Stadium 68 \N 2003 179 FALSE
1461 14412 7/5/2003 0:00 2003 7 186 7 0 8 7 0 0 FC Dallas MAPFRE Stadium 76 \N 2003 186 FALSE
1462 16472 7/19/2003 0:00 2003 7 200 7 0 9 14 0 1 Sporting Kansas City MAPFRE Stadium 70 \N 2003 200 FALSE
1463 14632 7/23/2003 0:00 2003 7 204 4 0 10 4 1 1 New England Revolution MAPFRE Stadium 68 \N 2003 204 FALSE
1465 17193 8/13/2003 0:00 2003 8 225 4 0 11 21 2 2 Chicago Fire MAPFRE Stadium 78 \N 2003 225 FALSE
1468 18147 8/31/2003 0:00 2003 8 243 1 0 12 18 1 0 Sporting Kansas City MAPFRE Stadium 65 \N 2003 243 FALSE
1471 16049 9/13/2003 0:00 2003 9 256 7 0 13 13 3 2 FC Dallas MAPFRE Stadium 70 \N 2003 256 FALSE
1474 17995 10/4/2003 0:00 2003 10 277 7 0 14 21 1 1 D.C. United MAPFRE Stadium 52 \N 2003 277 FALSE
1477 19404 10/26/2003 0:00 2003 10 299 1 0 15 22 6 2 Chicago Fire MAPFRE Stadium 50 \N 2003 299 FALSE
2322 20356 4/3/2004 0:00 2004 4 94 7 0 1 1 3 New York Red Bulls MAPFRE Stadium 48 \N 2004 94 TRUE
3260 13271 5/1/2004 0:00 2004 5 122 7 0 2 28 0 0 FC Dallas MAPFRE Stadium 68 \N 2004 122 FALSE Loss -1 0
3233 16694 5/15/2004 0:00 2004 5 136 7 0 3 14 1 0 New England Revolution MAPFRE Stadium 62 \N 2004 136 FALSE Draw 0 0.4
3263 14555 5/29/2004 0:00 2004 5 150 7 0 4 14 1 0 San Jose Earthquakes MAPFRE Stadium 60 \N 2004 150 FALSE Win 1 1.1429
3264 13680 6/12/2004 0:00 2004 6 164 7 0 5 14 2 2 Sporting Kansas City MAPFRE Stadium 68 \N 2004 164 FALSE Win 1 1.5556
3266 13407 6/26/2004 0:00 2004 6 178 7 0 6 14 1 2 Colorado Rapids MAPFRE Stadium 65 \N 2004 178 FALSE Loss -1 1.3636
3267 13059 7/3/2004 0:00 2004 7 185 7 0 7 7 2 0 Chicago Fire MAPFRE Stadium 78 \N 2004 185 FALSE Loss -1 1.25
3244 13373 7/17/2004 0:00 2004 7 199 7 0 8 14 1 1 New England Revolution MAPFRE Stadium 68 \N 2004 199 FALSE Draw 0 1.3571
3269 13069 7/28/2004 0:00 2004 7 210 4 0 9 11 2 1 FC Dallas MAPFRE Stadium 66 \N 2004 210 FALSE Draw 0 1.3125
3272 14580 8/18/2004 0:00 2004 8 231 4 0 10 21 2 1 Sporting Kansas City MAPFRE Stadium 72 \N 2004 231 FALSE Draw 0 1.3684
3273 23849 8/21/2004 0:00 2004 8 234 7 0 11 3 2 2 D.C. United MAPFRE Stadium 66 \N 2004 234 FALSE Win 1 1.45
3275 17928 9/4/2004 0:00 2004 9 248 7 0 12 14 3 1 Los Angeles Galaxy MAPFRE Stadium 75 \N 2004 248 FALSE Draw 0 1.4091
3278 18233 9/18/2004 0:00 2004 9 262 7 0 13 14 4 2 New York Red Bulls MAPFRE Stadium 62 \N 2004 262 FALSE Win 1 1.5417
3279 23775 9/25/2004 0:00 2004 9 269 7 0 14 7 1 0 D.C. United MAPFRE Stadium 66 \N 2004 269 FALSE Win 1 1.6
3280 23250 10/2/2004 0:00 2004 10 276 7 0 15 7 3 3 Chicago Fire MAPFRE Stadium 56 \N 2004 276 FALSE Win 1 1.6538
7886 14358 4/2/2005 0:00 2005 4 92 7 0 1 3 0 Los Angeles Galaxy MAPFRE Stadium 37 \N 2005 92 TRUE
7893 12449 4/15/2005 0:00 2005 4 105 6 0 2 13 1 0 D.C. United MAPFRE Stadium 55 \N 2005 105 FALSE Loss -1 1.5
8056 11111 4/30/2005 0:00 2005 4 120 7 0 3 15 0 2 Chicago Fire MAPFRE Stadium 49 \N 2005 120 FALSE Loss -1 1.5
7914 9260 5/14/2005 0:00 2005 5 134 7 0 4 14 0 4 Sporting Kansas City MAPFRE Stadium 61 \N 2005 134 FALSE Loss -1 1
7920 10575 5/21/2005 0:00 2005 5 141 7 0 5 7 2 0 Real Salt Lake MAPFRE Stadium 60 \N 2005 141 FALSE Loss -1 0.8571
7928 9413 5/28/2005 0:00 2005 5 148 7 0 6 7 0 3 New York Red Bulls MAPFRE Stadium 62 \N 2005 148 FALSE Draw 0 1.1111
8024 11224 6/11/2005 0:00 2005 6 162 7 0 7 14 1 0 Colorado Rapids MAPFRE Stadium 74 \N 2005 162 FALSE Loss -1 1
8035 10799 6/22/2005 0:00 2005 6 173 4 0 8 11 1 3 New England Revolution MAPFRE Stadium 75 \N 2005 173 FALSE Loss -1 1.0833
7931 12998 7/2/2005 0:00 2005 7 183 7 0 9 10 0 1 D.C. United MAPFRE Stadium 70 \N 2005 183 FALSE Draw 0 1
7938 12539 7/9/2005 0:00 2005 7 190 7 0 10 7 1 2 San Jose Earthquakes MAPFRE Stadium 73 \N 2005 190 FALSE Loss -1 0.9333
7945 10990 7/20/2005 0:00 2005 7 201 4 0 11 11 1 0 New York Red Bulls MAPFRE Stadium 77 \N 2005 201 FALSE Draw 0 0.8824
7950 14579 7/23/2005 0:00 2005 7 204 7 0 12 3 2 0 Sporting Kansas City MAPFRE Stadium 78 \N 2005 204 FALSE Win 1 1
7968 15525 8/20/2005 0:00 2005 8 232 7 0 13 28 1 0 FC Dallas MAPFRE Stadium 84 \N 2005 232 FALSE Loss -1 1
8061 18517 9/17/2005 0:00 2005 9 260 7 0 14 28 1 2 Chicago Fire MAPFRE Stadium 67 \N 2005 260 FALSE Loss -1 1.2
7993 11769 9/21/2005 0:00 2005 9 264 4 0 15 4 1 1 New England Revolution MAPFRE Stadium 70 \N 2005 264 FALSE Loss -1 1.1538
8003 20548 10/1/2005 0:00 2005 10 274 7 0 16 10 0 1 Chivas USA MAPFRE Stadium 63 \N 2005 274 FALSE Win 1 1.2143
9957 20818 4/15/2006 0:00 2006 4 105 7 0 1 1 1 Chicago Fire MAPFRE Stadium 66 \N 2006 105 TRUE Loss -1 0
9969 13399 4/29/2006 0:00 2006 4 119 7 0 2 14 0 1 Sporting Kansas City MAPFRE Stadium 60 \N 2006 119 FALSE Win 1 1
9982 8920 5/13/2006 0:00 2006 5 133 7 0 3 14 1 0 Colorado Rapids MAPFRE Stadium 56 \N 2006 133 FALSE Win 1 1.1667
9988 12646 5/20/2006 0:00 2006 5 140 7 0 4 7 1 1 D.C. United MAPFRE Stadium 54 \N 2006 140 FALSE Win 1 1.4286
10008 11754 6/10/2006 0:00 2006 6 161 7 0 5 21 0 1 Sporting Kansas City MAPFRE Stadium 59 \N 2006 161 FALSE Win 1 1.4
10018 9491 6/21/2006 0:00 2006 6 172 4 0 6 11 1 1 New England Revolution MAPFRE Stadium 72 \N 2006 172 FALSE Loss -1 1.1667
10020 12095 6/24/2006 0:00 2006 6 175 7 0 7 3 1 1 Chivas USA MAPFRE Stadium 72 \N 2006 175 FALSE Draw 0 1.1538
10040 14134 7/8/2006 0:00 2006 7 189 7 0 8 14 0 1 D.C. United MAPFRE Stadium 70 \N 2006 189 FALSE Draw 0 1.125
10051 10537 7/19/2006 0:00 2006 7 200 4 0 9 11 0 2 New York Red Bulls MAPFRE Stadium 80 \N 2006 200 FALSE Loss -1 1
10054 16942 7/22/2006 0:00 2006 7 203 7 0 10 3 1 1 Los Angeles Galaxy MAPFRE Stadium 71 \N 2006 203 FALSE Loss -1 0.9474
10073 14618 8/16/2006 0:00 2006 8 228 4 0 11 25 1 2 Real Salt Lake MAPFRE Stadium 73 \N 2006 228 FALSE Loss -1 0.9091
10080 20149 8/19/2006 0:00 2006 8 231 7 0 12 3 1 0 New York Red Bulls MAPFRE Stadium 80 \N 2006 231 FALSE Loss -1 0.8696
10094 11341 9/2/2006 0:00 2006 9 245 7 0 13 14 3 0 New England Revolution MAPFRE Stadium 62 \N 2006 245 FALSE Loss -1 0.92
10100 10472 9/9/2006 0:00 2006 9 252 7 0 14 7 1 2 Chicago Fire MAPFRE Stadium 72 \N 2006 252 FALSE Win 1 1
10113 11878 9/23/2006 0:00 2006 9 266 7 0 15 14 1 1 Houston Dynamo MAPFRE Stadium 70 \N 2006 266 FALSE Loss -1 0.9286
10121 13505 9/30/2006 0:00 2006 9 273 7 0 16 7 3 1 FC Dallas MAPFRE Stadium 57 \N 2006 273 FALSE Draw 0 0.931
10799 13782 4/7/2007 19:00 2007 4 97 7 19 1 0 0 New York Red Bulls MAPFRE Stadium 28 \N 2007 97 TRUE
10810 13290 4/19/2007 19:00 2007 4 109 5 19 2 12 2 2 New England Revolution MAPFRE Stadium 52 \N 2007 109 FALSE Draw 0 1
10818 13572 4/28/2007 19:30 2007 4 118 7 19.5 3 9 1 0 D.C. United MAPFRE Stadium 59 \N 2007 118 FALSE Draw 0 1
10831 12545 5/12/2007 0:00 2007 5 132 7 0 4 14 1 1 Chivas USA MAPFRE Stadium 66 \N 2007 132 FALSE Loss -1 1.2
10846 11755 5/26/2007 0:00 2007 5 146 7 0 5 14 2 2 Toronto FC MAPFRE Stadium 73 \N 2007 146 FALSE Loss -1 1
10861 12661 6/10/2007 17:00 2007 6 161 1 17 6 15 1 2 Houston Dynamo MAPFRE Stadium 65 \N 2007 161 FALSE Loss -1 0.8889
10869 10254 6/20/2007 0:00 2007 6 171 4 0 7 10 2 1 Sporting Kansas City MAPFRE Stadium 70 \N 2007 171 FALSE Draw 0 0.8182
10878 11435 6/30/2007 0:00 2007 6 181 7 0 8 10 1 0 New York Red Bulls MAPFRE Stadium 67 \N 2007 181 FALSE Win 1 1.1538
10889 14203 7/7/2007 19:30 2007 7 188 7 19.5 9 7 2 0 Real Salt Lake MAPFRE Stadium 75 \N 2007 188 FALSE Draw 0 1.2667
10902 13479 7/22/2007 17:00 2007 7 203 1 17 10 15 2 0 Toronto FC MAPFRE Stadium 71 \N 2007 203 FALSE Loss -1 1.2941
10921 21639 8/18/2007 19:30 2007 8 230 7 19.5 11 27 0 2 D.C. United MAPFRE Stadium 67 \N 2007 230 FALSE Loss -1 1.3
10940 16036 9/2/2007 15:00 2007 9 245 1 15 12 15 1 1 Colorado Rapids MAPFRE Stadium 73 \N 2007 245 FALSE Draw 0 1.2273
10942 19983 9/8/2007 0:00 2007 9 251 7 0 13 6 0 1 Chicago Fire MAPFRE Stadium 79 \N 2007 251 FALSE Draw 0 1.2174
10970 24300 9/30/2007 17:00 2007 9 273 1 17 14 22 1 2 Los Angeles Galaxy MAPFRE Stadium 67 \N 2007 273 FALSE Win 1 1.1923
10972 19517 10/6/2007 0:00 2007 10 279 7 0 15 6 1 3 FC Dallas MAPFRE Stadium 78 \N 2007 279 FALSE Loss -1 1.1481
11204 13843 3/29/2008 0:00 2008 3 89 7 0 1 2 0 Toronto FC MAPFRE Stadium 39 \N 2008 89 TRUE
11206 6733 4/12/2008 0:00 2008 4 103 7 0 2 14 4 3 Chivas USA MAPFRE Stadium 47 \N 2008 103 FALSE Loss -1 1.5
11208 15271 4/26/2008 0:00 2008 4 117 7 0 3 14 1 0 Houston Dynamo MAPFRE Stadium 62 \N 2008 117 FALSE Win 1 2.25
11209 10447 5/3/2008 0:00 2008 5 124 7 0 4 7 2 1 Sporting Kansas City MAPFRE Stadium 62 \N 2008 124 FALSE Win 1 2.4
11212 5621 5/24/2008 0:00 2008 5 145 7 0 5 21 0 1 New England Revolution MAPFRE Stadium 59 \N 2008 145 FALSE Draw 0 2.375
11214 11704 6/7/2008 0:00 2008 6 159 7 0 6 14 0 2 San Jose Earthquakes MAPFRE Stadium 80 \N 2008 159 FALSE Loss -1 1.9
11217 12254 6/28/2008 0:00 2008 6 180 7 0 7 21 2 1 Colorado Rapids MAPFRE Stadium 76 \N 2008 180 FALSE Draw 0 1.7692
11218 17172 7/5/2008 0:00 2008 7 187 7 0 8 7 2 2 Chicago Fire MAPFRE Stadium 73 \N 2008 187 FALSE Win 1 1.8571
11220 16117 7/17/2008 0:00 2008 7 199 5 0 9 12 3 3 Sporting Kansas City MAPFRE Stadium 80 \N 2008 199 FALSE Loss -1 1.6875
11223 17647 8/16/2008 0:00 2008 8 229 7 0 10 30 2 1 FC Dallas MAPFRE Stadium 70 \N 2008 229 FALSE Loss -1 1.6316
11224 12448 8/23/2008 19:30 2008 8 236 7 19.5 11 7 3 0 Real Salt Lake MAPFRE Stadium 78 \N 2008 236 FALSE Win 1 1.7
11226 16918 9/6/2008 0:00 2008 9 250 7 0 12 14 4 0 New England Revolution MAPFRE Stadium 71 \N 2008 250 FALSE Win 1 1.8182
11228 10881 9/18/2008 0:00 2008 9 262 5 0 13 12 3 1 New York Red Bulls MAPFRE Stadium 67 \N 2008 262 FALSE Draw 0 1.8333
11230 22685 10/4/2008 0:00 2008 10 278 7 0 14 16 1 0 Los Angeles Galaxy MAPFRE Stadium 58 \N 2008 278 FALSE Win 1 1.9231
11233 19591 10/26/2008 17:00 2008 10 300 1 17 15 22 1 0 D.C. United MAPFRE Stadium 53 \N 2008 300 FALSE Loss -1 1.8621
11166 14686 3/28/2009 0:00 2009 3 87 7 0 1 1 1 Toronto FC MAPFRE Stadium 52 \N 2009 87 TRUE Draw 0 1
11169 7465 4/11/2009 0:00 2009 4 101 7 0 2 14 1 1 Colorado Rapids MAPFRE Stadium 46 \N 2009 101 FALSE Loss -1 0.5
11170 16628 4/25/2009 0:00 2009 4 115 7 0 3 14 2 2 Chicago Fire MAPFRE Stadium 74 \N 2009 115 FALSE Draw 0 0.6
11172 14271 5/9/2009 0:00 2009 5 129 7 0 4 14 3 2 Sporting Kansas City MAPFRE Stadium 62 \N 2009 129 FALSE Draw 0 0.7143
11174 8793 5/27/2009 0:00 2009 5 147 4 0 5 18 2 1 San Jose Earthquakes MAPFRE Stadium 75 \N 2009 147 FALSE Draw 0 1
11177 12658 6/14/2009 15:00 2009 6 165 1 15 6 18 2 1 Chivas USA MAPFRE Stadium 68 \N 2009 165 FALSE Win 1 1.3333
11179 15575 6/27/2009 0:00 2009 6 178 7 0 7 13 1 0 New York Red Bulls MAPFRE Stadium 74 \N 2009 178 FALSE Loss -1 1.3571
11180 14370 7/4/2009 0:00 2009 7 185 7 0 8 7 1 1 D.C. United MAPFRE Stadium 67 \N 2009 185 FALSE Win 1 1.4667
11182 12922 7/18/2009 0:00 2009 7 199 7 0 9 14 3 1 Real Salt Lake MAPFRE Stadium 65 \N 2009 199 FALSE Draw 0 1.4118
11183 13775 7/25/2009 0:00 2009 7 206 7 0 10 7 3 2 Toronto FC MAPFRE Stadium 71 \N 2009 206 FALSE Win 1 1.5
11186 19115 8/15/2009 0:00 2009 8 227 7 0 11 21 2 0 FC Dallas MAPFRE Stadium 76 \N 2009 227 FALSE Win 1 1.7143
11188 14306 9/13/2009 17:00 2009 9 256 1 17 12 29 2 1 Houston Dynamo MAPFRE Stadium 64 \N 2009 256 FALSE Loss -1 1.6957
11190 20966 9/26/2009 0:00 2009 9 269 7 0 13 13 2 0 Los Angeles Galaxy MAPFRE Stadium 65 \N 2009 269 FALSE Draw 0 1.72
11191 14372 10/3/2009 0:00 2009 10 276 7 0 14 7 0 1 Seattle Sounders MAPFRE Stadium 57 \N 2009 276 FALSE Win 1 1.7692
11194 16797 10/25/2009 18:00 2009 10 298 1 18 15 22 0 1 New England Revolution MAPFRE Stadium 48 \N 2009 298 FALSE Loss -1 1.6897
11467 13536 3/27/2010 16:00 2010 3 86 7 16 1 2 0 Toronto FC MAPFRE Stadium 42 \N 2010 86 TRUE
11469 14322 4/24/2010 19:30 2010 4 114 7 19.5 2 28 1 0 Real Salt Lake MAPFRE Stadium 62 \N 2010 114 FALSE Draw 0 2
11471 10197 5/8/2010 19:00 2010 5 128 7 19 3 14 3 2 New England Revolution MAPFRE Stadium 52 \N 2010 128 FALSE Draw 0 2
11472 15027 5/15/2010 19:30 2010 5 135 7 19.5 4 7 1 0 Chivas USA MAPFRE Stadium 63 \N 2010 135 FALSE Win 1 2.2
11475 18139 5/29/2010 19:30 2010 5 149 7 19.5 5 14 0 2 Los Angeles Galaxy MAPFRE Stadium 76 \N 2010 149 FALSE Win 1 2.5
11599 15335 6/26/2010 19:30 2010 6 177 7 19.5 6 28 2 0 D.C. United MAPFRE Stadium 78 \N 2010 177 FALSE Loss -1 1.9091
11600 14017 7/3/2010 19:30 2010 7 184 7 19.5 7 7 2 1 Chicago Fire MAPFRE Stadium 70 \N 2010 184 FALSE Win 1 2
11602 11304 7/14/2010 19:30 2010 7 195 4 19.5 8 11 0 1 Sporting Kansas City MAPFRE Stadium 76 \N 2010 195 FALSE Draw 0 2
11603 14378 7/17/2010 19:30 2010 7 198 7 19.5 9 3 2 0 New York Red Bulls MAPFRE Stadium 79 \N 2010 198 FALSE Loss -1 1.8667
11604 13585 7/24/2010 19:30 2010 7 205 7 19.5 10 7 3 0 Houston Dynamo MAPFRE Stadium 86 \N 2010 205 FALSE Win 1 1.9375
11609 16063 8/21/2010 19:30 2010 8 233 7 19.5 11 28 3 1 Colorado Rapids MAPFRE Stadium 78 \N 2010 233 FALSE Loss -1 1.85
11611 16708 8/28/2010 19:30 2010 8 240 7 19.5 12 7 0 0 FC Dallas MAPFRE Stadium 70 \N 2010 240 FALSE Win 1 1.9048
11616 17144 9/18/2010 19:30 2010 9 261 7 19.5 13 21 0 4 Seattle Sounders MAPFRE Stadium 67 \N 2010 261 FALSE Loss -1 1.8333
11620 10867 10/2/2010 19:30 2010 10 275 7 19.5 14 14 0 0 San Jose Earthquakes MAPFRE Stadium 55 \N 2010 275 FALSE Draw 0 1.7308
11836 19006 10/24/2010 16:00 2010 10 297 1 16 15 22 3 1 Philadelphia Union MAPFRE Stadium 65 \N 2010 297 FALSE Draw 0 1.6207
11875 10306 3/26/2011 16:00 2011 3 85 7 16 1 0 0 New York Red Bulls MAPFRE Stadium 31 \N 2011 85 TRUE Loss -1 0
11882 14549 4/1/2011 19:30 2011 4 91 6 19.5 2 6 2 0 FC Dallas MAPFRE Stadium 41 \N 2011 91 FALSE Draw 0 0.5
11904 7695 4/16/2011 19:30 2011 4 106 7 19.5 3 15 1 0 Sporting Kansas City MAPFRE Stadium 50 \N 2011 106 FALSE Draw 0 1.25
11921 11298 4/30/2011 19:30 2011 4 120 7 19.5 4 14 2 1 Vancouver Whitecaps MAPFRE Stadium 53 \N 2011 120 FALSE Draw 0 1.5
11933 7148 5/7/2011 19:30 2011 5 127 7 19.5 5 7 1 1 Seattle Sounders MAPFRE Stadium 56 \N 2011 127 FALSE Win 1 1.7143
11962 9431 5/28/2011 19:30 2011 5 148 7 19.5 6 21 3 3 Chivas USA MAPFRE Stadium 70 \N 2011 148 FALSE Loss -1 1.3
11979 9650 6/8/2011 19:30 2011 6 159 4 19.5 7 11 2 1 Real Salt Lake MAPFRE Stadium 81 \N 2011 159 FALSE Draw 0 1.25
11988 13498 6/12/2011 16:00 2011 6 163 1 16 8 4 0 1 Chicago Fire MAPFRE Stadium 67 \N 2011 163 FALSE Win 1 1.3846
12011 10771 6/26/2011 20:00 2011 6 177 1 20 9 14 4 1 Colorado Rapids MAPFRE Stadium 69 \N 2011 177 FALSE Win 1 1.4
12035 14109 7/16/2011 19:30 2011 7 197 7 19.5 10 20 0 0 San Jose Earthquakes MAPFRE Stadium 77 \N 2011 197 FALSE Win 1 1.5
12047 11246 7/23/2011 20:00 2011 7 204 7 20 11 7 1 0 Portland Timbers MAPFRE Stadium 84 \N 2011 204 FALSE Loss -1 1.4
12079 13041 8/13/2011 19:30 2011 8 225 7 19.5 12 21 3 1 New England Revolution MAPFRE Stadium 75 \N 2011 225 FALSE Loss -1 1.4783
12086 13869 8/20/2011 19:30 2011 8 232 7 19.5 13 7 2 1 Philadelphia Union MAPFRE Stadium 76 \N 2011 232 FALSE Win 1 1.5417
12110 13058 9/10/2011 19:30 2011 9 253 7 19.5 14 21 2 4 Toronto FC MAPFRE Stadium 69 \N 2011 253 FALSE Loss -1 1.5385
12114 10709 9/14/2011 19:30 2011 9 257 4 19.5 15 4 2 2 Houston Dynamo MAPFRE Stadium 65 \N 2011 257 FALSE Loss -1 1.4815
12128 21203 9/24/2011 19:30 2011 9 267 7 19.5 16 10 0 1 Los Angeles Galaxy MAPFRE Stadium 61 \N 2011 267 FALSE Loss -1 1.4138
12145 15566 10/2/2011 16:00 2011 10 275 1 16 17 8 2 1 D.C. United MAPFRE Stadium 50 \N 2011 275 FALSE Loss -1 1.3226
12630 18197 3/24/2012 16:00 2012 3 84 7 16 1 2 0 Montreal Impact MAPFRE Stadium 61 \N 2012 84 TRUE Loss -1 0
12648 11516 4/7/2012 15:00 2012 4 98 7 15 2 14 1 4 New York Red Bulls MAPFRE Stadium 48 \N 2012 98 FALSE Win 1 2
12666 10479 4/21/2012 19:30 2012 4 112 7 19.5 3 14 2 2 Houston Dynamo MAPFRE Stadium 48 \N 2012 112 FALSE Loss -1 1.2
12678 11978 4/28/2012 19:30 2012 4 119 7 19.5 4 7 0 1 Vancouver Whitecaps MAPFRE Stadium 47 \N 2012 119 FALSE Draw 0 1.1667
12701 11120 5/12/2012 19:30 2012 5 133 7 19.5 5 14 2 1 FC Dallas MAPFRE Stadium 61 \N 2012 133 FALSE Draw 0 1
12723 16024 5/26/2012 19:00 2012 5 147 7 19 6 14 2 1 Chicago Fire MAPFRE Stadium 80 \N 2012 147 FALSE Win 1 1.3636
12761 19674 6/30/2012 21:00 2012 6 182 7 21 7 35 2 0 Real Salt Lake MAPFRE Stadium 80 \N 2012 182 FALSE Loss -1 1.3571
12784 17588 7/14/2012 19:30 2012 7 196 7 19.5 8 14 0 2 Sporting Kansas City MAPFRE Stadium 77 \N 2012 196 FALSE Loss -1 1.375
12800 17150 7/21/2012 19:30 2012 7 203 7 19.5 9 7 1 0 D.C. United MAPFRE Stadium 75 \N 2012 203 FALSE Loss -1 1.2941
12832 17019 8/15/2012 19:00 2012 8 228 4 19 10 25 1 1 Los Angeles Galaxy MAPFRE Stadium 75 \N 2012 228 FALSE Loss -1 1.4
12825 10049 8/22/2012 19:30 2012 8 235 4 19.5 11 7 2 1 Toronto FC MAPFRE Stadium 71 \N 2012 235 FALSE Draw 0 1.3636
12847 13651 8/25/2012 19:30 2012 8 238 7 19.5 12 3 4 3 New England Revolution MAPFRE Stadium 79 \N 2012 238 FALSE Win 1 1.4348
12859 12522 9/1/2012 19:30 2012 9 245 7 19.5 13 7 2 1 Montreal Impact MAPFRE Stadium 80 \N 2012 245 FALSE Win 1 1.56
12881 13874 9/19/2012 19:30 2012 9 263 4 19.5 14 18 1 0 Chivas USA MAPFRE Stadium 55 \N 2012 263 FALSE Loss -1 1.5
12895 14673 9/29/2012 19:30 2012 9 273 7 19.5 15 10 3 2 Philadelphia Union MAPFRE Stadium 59 \N 2012 273 FALSE Loss -1 1.5
12910 13566 10/7/2012 16:00 2012 10 281 1 16 16 8 1 1 Sporting Kansas City MAPFRE Stadium 47 \N 2012 281 FALSE Win 1 1.5484
13589 15672 10/28/2012 16:00 2012 10 302 1 16 17 21 2 1 Toronto FC MAPFRE Stadium 43 \N 2012 302 FALSE Loss -1 1.4848
13270 16528 3/16/2013 17:30 2013 3 75 7 17.5 1 1 1 San Jose Earthquakes MAPFRE Stadium 43 \N 2013 75 TRUE Loss -1 1.5
13298 10293 4/6/2013 17:00 2013 4 96 7 17 2 21 1 1 Philadelphia Union MAPFRE Stadium 46 \N 2013 96 FALSE Win 1 1.75
13326 14090 4/27/2013 19:30 2013 4 117 7 19.5 3 21 3 0 D.C. United MAPFRE Stadium 56 \N 2013 117 FALSE Loss -1 1.2857
13333 12020 5/4/2013 16:00 2013 5 124 7 16 4 7 0 1 New York Red Bulls MAPFRE Stadium 64 \N 2013 124 FALSE Win 1 1.5
13349 11269 5/11/2013 19:30 2013 5 131 7 19.5 5 7 0 2 Colorado Rapids MAPFRE Stadium 55 \N 2013 131 FALSE Loss -1 1.3333
13375 11040 6/1/2013 19:30 2013 6 152 7 19.5 6 21 1 1 Houston Dynamo MAPFRE Stadium 77 \N 2013 152 FALSE Draw 0 1.3333
13387 18320 6/15/2013 19:30 2013 6 166 7 19.5 7 14 2 0 Montreal Impact MAPFRE Stadium 67 \N 2013 166 FALSE Loss -1 1.2143
13397 19624 6/22/2013 20:00 2013 6 173 7 20 8 7 1 2 Chicago Fire MAPFRE Stadium 78 \N 2013 173 FALSE Win 1 1.3333
13425 15051 7/7/2013 17:00 2013 7 188 1 17 9 15 1 0 Portland Timbers MAPFRE Stadium 75 \N 2013 188 FALSE Loss -1 1.1111
13440 19323 7/20/2013 19:30 2013 7 201 7 19.5 10 13 0 2 New England Revolution MAPFRE Stadium 75 \N 2013 201 FALSE Win 1 1.2105
13465 19080 8/10/2013 19:30 2013 8 222 7 19.5 11 21 2 0 New York Red Bulls MAPFRE Stadium 75 \N 2013 222 FALSE Loss -1 1.0455
13474 16352 8/17/2013 19:30 2013 8 229 7 19.5 12 7 2 0 Toronto FC MAPFRE Stadium 73 \N 2013 229 FALSE Win 1 1.1304
13496 20392 8/31/2013 19:30 2013 8 243 7 19.5 13 14 0 1 Seattle Sounders MAPFRE Stadium 79 \N 2013 243 FALSE Loss -1 1.16
13502 14360 9/4/2013 19:30 2013 9 247 4 19.5 14 4 2 0 Houston Dynamo MAPFRE Stadium 68 \N 2013 247 FALSE Loss -1 1.1154
13526 19010 9/21/2013 19:30 2013 9 264 7 19.5 15 17 3 0 Chicago Fire MAPFRE Stadium 66 \N 2013 264 FALSE Win 1 1.2069
13544 19107 10/5/2013 19:30 2013 10 278 7 19.5 16 14 0 1 Sporting Kansas City MAPFRE Stadium 75 \N 2013 278 FALSE Win 1 1.3226
13572 17505 10/27/2013 16:00 2013 10 300 1 16 17 22 0 1 New England Revolution MAPFRE Stadium 44 \N 2013 300 FALSE Loss -1 1.2424
13967 17517 3/22/2014 18:00 2014 3 81 7 18 1 2 1 Philadelphia Union MAPFRE Stadium 49 \N 2014 81 TRUE Win 1 3
13999 12045 4/5/2014 18:00 2014 4 95 7 18 2 14 0 2 Toronto FC MAPFRE Stadium 44 \N 2014 95 FALSE Win 1 3
13931 11437 4/19/2014 19:30 2014 4 109 7 19.5 3 14 1 1 D.C. United MAPFRE Stadium 57 \N 2014 109 FALSE Draw 0 2
13912 18026 4/26/2014 19:30 2014 4 116 7 19.5 4 7 1 1 New York Red Bulls MAPFRE Stadium 60 \N 2014 116 FALSE Draw 0 1.8333
13959 14495 5/10/2014 19:30 2014 5 130 7 19.5 5 14 0 1 Vancouver Whitecaps MAPFRE Stadium 62 \N 2014 130 FALSE Loss -1 1.3333
13883 15290 5/24/2014 19:30 2014 5 144 7 19.5 6 14 2 0 Chicago Fire MAPFRE Stadium 64 \N 2014 144 FALSE Draw 0 1.1818
13887 11121 6/4/2014 19:30 2014 6 155 4 19.5 7 11 1 1 Real Salt Lake MAPFRE Stadium 68 \N 2014 155 FALSE Loss -1 1.2308
13893 20617 6/29/2014 14:00 2014 6 180 1 14 8 25 0 0 FC Dallas MAPFRE Stadium 80 \N 2014 180 FALSE Draw 0 1.2
13812 13643 7/16/2014 19:30 2014 7 197 4 19.5 9 17 1 2 Sporting Kansas City MAPFRE Stadium 65 \N 2014 197 FALSE Loss -1 1.1111
13819 21112 7/19/2014 19:30 2014 7 200 7 19.5 10 3 2 1 Montreal Impact MAPFRE Stadium 69 \N 2014 200 FALSE Loss -1 1.0526
13776 17822 8/9/2014 19:30 2014 8 221 7 19.5 11 21 2 3 Toronto FC MAPFRE Stadium 75 \N 2014 221 FALSE Draw 0 1.2273
13761 20729 8/16/2014 19:30 2014 8 228 7 19.5 12 7 4 1 Los Angeles Galaxy MAPFRE Stadium 67 \N 2014 228 FALSE Loss -1 1.1739
13785 17551 8/23/2014 19:30 2014 8 235 7 19.5 13 7 3 0 Houston Dynamo MAPFRE Stadium 80 \N 2014 235 FALSE Win 1 1.25
13796 17043 9/7/2014 15:00 2014 9 250 1 15 14 15 3 0 Chivas USA MAPFRE Stadium 68 \N 2014 250 FALSE Loss -1 1.2692
13725 21318 9/20/2014 19:30 2014 9 263 7 19.5 15 13 1 0 New England Revolution MAPFRE Stadium 72 \N 2014 263 FALSE Draw 0 1.3214
13758 20318 9/27/2014 19:30 2014 9 270 7 19.5 16 7 2 0 Montreal Impact MAPFRE Stadium 68 \N 2014 270 FALSE Win 1 1.3793
13700 16892 10/26/2014 16:00 2014 10 299 1 16 17 29 2 1 Philadelphia Union MAPFRE Stadium 52 \N 2014 299 FALSE Win 1 1.4848
14645 15826 3/14/2015 19:30 2015 3 73 7 19.5 1 2 0 Toronto FC MAPFRE Stadium 48 \N 2015 73 TRUE Loss -1 0
14663 10302 3/28/2015 19:30 2015 3 87 7 19.5 2 14 1 2 New York Red Bulls MAPFRE Stadium 25 \N 2015 87 FALSE Win 1 1.5
14692 15655 4/18/2015 19:30 2015 4 108 7 19.5 3 21 3 0 Orlando City MAPFRE Stadium 63 \N 2015 108 FALSE Draw 0 1
14702 15553 4/25/2015 19:30 2015 4 115 7 19.5 4 7 4 1 Philadelphia Union MAPFRE Stadium 47 \N 2015 115 FALSE Win 1 1.3333
14726 16714 5/9/2015 19:30 2015 5 129 7 19.5 5 14 3 2 Seattle Sounders MAPFRE Stadium 75 \N 2015 129 FALSE Loss -1 1.375
14742 13118 5/22/2015 20:00 2015 5 142 6 20 6 13 2 2 Chicago Fire MAPFRE Stadium 57 \N 2015 142 FALSE Loss -1 1.4
14771 12265 6/6/2015 19:30 2015 6 157 7 19.5 7 15 1 2 Montreal Impact MAPFRE Stadium 70 \N 2015 157 FALSE Loss -1 1.2308
14780 21051 6/13/2015 19:30 2015 6 164 7 19.5 8 7 1 1 Los Angeles Galaxy MAPFRE Stadium 80 \N 2015 164 FALSE Loss -1 1.1429
14795 11435 6/24/2015 19:30 2015 6 175 4 19.5 9 11 2 1 New England Revolution MAPFRE Stadium 72 \N 2015 175 FALSE Draw 0 1.1333
14810 14429 7/4/2015 19:30 2015 7 185 7 19.5 10 10 2 1 New York Red Bulls MAPFRE Stadium 69 \N 2015 185 FALSE Draw 0 1.2353
14834 15455 7/19/2015 17:00 2015 7 200 1 17 11 15 3 1 Chicago Fire MAPFRE Stadium 79 \N 2015 200 FALSE Win 1 1.35
14839 21324 7/25/2015 19:30 2015 7 206 7 19.5 12 6 3 3 Toronto FC MAPFRE Stadium 75 \N 2015 206 FALSE Win 1 1.4286
14876 15514 8/19/2015 19:30 2015 8 231 4 19.5 13 25 2 2 New York City FC MAPFRE Stadium 78 \N 2015 231 FALSE Win 1 1.4167
14883 20018 8/22/2015 19:30 2015 8 234 7 19.5 14 3 3 2 Sporting Kansas City MAPFRE Stadium 70 \N 2015 234 FALSE Draw 0 1.4
14903 20217 9/6/2015 19:00 2015 9 249 1 19 15 15 0 3 FC Dallas MAPFRE Stadium 78 \N 2015 249 FALSE Win 1 1.5185
14932 22719 9/26/2015 19:30 2015 9 269 7 19.5 16 20 1 2 Portland Timbers MAPFRE Stadium 69 \N 2015 269 FALSE Win 1 1.5667
14965 19121 10/25/2015 17:00 2015 10 298 1 17 17 29 5 0 D.C. United MAPFRE Stadium 52 \N 2015 298 FALSE Win 1 1.5152
17229 17015 3/12/2016 19:30 2016 3 72 7 19.5 1 1 2 Philadelphia Union MAPFRE Stadium 54 \N 2016 72 TRUE Loss -1 0
17271 16715 4/16/2016 19:30 2016 4 107 7 19.5 2 35 3 2 New York City FC MAPFRE Stadium 63 \N 2016 107 FALSE Loss -1 0.4
17282 17705 4/23/2016 19:30 2016 4 114 7 19.5 3 7 1 0 Houston Dynamo MAPFRE Stadium 53 \N 2016 114 FALSE Win 1 0.8333
17304 14095 5/7/2016 19:30 2016 5 128 7 19.5 4 14 4 4 Montreal Impact MAPFRE Stadium 58 \N 2016 128 FALSE Loss -1 1
17318 15023 5/14/2016 19:30 2016 5 135 7 19.5 5 7 1 1 Colorado Rapids MAPFRE Stadium 49 \N 2016 135 FALSE Draw 0 1
17339 14894 5/28/2016 19:30 2016 5 149 7 19.5 6 14 4 3 Real Salt Lake MAPFRE Stadium 77 \N 2016 149 FALSE Draw 0 1
17356 14814 6/18/2016 19:30 2016 6 170 7 19.5 7 21 0 0 Montreal Impact MAPFRE Stadium 74 \N 2016 170 FALSE Loss -1 1.0769
17369 20389 6/25/2016 19:30 2016 6 177 7 19.5 8 7 1 1 New York Red Bulls MAPFRE Stadium 74 \N 2016 177 FALSE Draw 0 1.0714
17396 13410 7/13/2016 19:30 2016 7 195 4 19.5 9 18 1 1 Toronto FC MAPFRE Stadium 81 \N 2016 195 FALSE Loss -1 0.9412
17403 20065 7/16/2016 19:30 2016 7 198 7 19.5 10 3 1 1 D.C. United MAPFRE Stadium 75 \N 2016 198 FALSE Draw 0 0.9444
17416 20034 7/23/2016 19:30 2016 7 205 7 19.5 11 7 2 2 Orlando City MAPFRE Stadium 80 \N 2016 205 FALSE Draw 0 0.9474
17445 18189 8/13/2016 19:30 2016 8 226 7 19.5 12 21 3 3 New York City FC MAPFRE Stadium 84 \N 2016 226 FALSE Loss -1 0.9048
17463 13114 8/24/2016 19:30 2016 8 237 4 19.5 13 11 1 2 Philadelphia Union MAPFRE Stadium 73 \N 2016 237 FALSE Win 1 1
17472 20031 8/27/2016 19:30 2016 8 240 7 19.5 14 3 2 0 San Jose Earthquakes MAPFRE Stadium 81 \N 2016 240 FALSE Loss -1 0.9583
17487 15589 9/10/2016 19:30 2016 9 254 7 19.5 15 14 1 3 Vancouver Whitecaps MAPFRE Stadium 76 \N 2016 254 FALSE Loss -1 1
17514 20012 9/25/2016 19:00 2016 9 269 1 19 16 15 2 0 New England Revolution MAPFRE Stadium 69 \N 2016 269 FALSE Win 1 1.0357
17522 20034 10/1/2016 19:30 2016 10 275 7 19.5 17 6 3 0 Chicago Fire MAPFRE Stadium 60 \N 2016 275 FALSE Loss -1 1.0667
19040 15023 3/4/2017 14:00 2017 3 63 7 14 1 1 1 Chicago Fire MAPFRE Stadium 31 \N 2017 63 TRUE
19074 11067 3/25/2017 19:30 2017 3 84 7 19.5 2 21 3 2 Portland Timbers MAPFRE Stadium 67 \N 2017 84 FALSE Win 1 1.3333
19077 12226 4/1/2017 16:00 2017 4 91 7 16 3 7 2 0 Orlando City MAPFRE Stadium 46 \N 2017 91 FALSE Win 1 1.75
19103 12319 4/15/2017 20:00 2017 4 105 7 20 4 14 2 1 Toronto FC MAPFRE Stadium 68 \N 2017 105 FALSE Loss -1 1.6667
19123 17336 4/29/2017 19:30 2017 4 119 7 19.5 5 14 2 3 New York City FC MAPFRE Stadium 66 \N 2017 119 FALSE Loss -1 1.625
19137 13340 5/6/2017 19:30 2017 5 126 7 19.5 6 7 2 0 New England Revolution MAPFRE Stadium 52 \N 2017 126 FALSE Loss -1 1.4444
19144 10318 5/10/2017 19:30 2017 5 130 4 19.5 7 4 1 2 Toronto FC MAPFRE Stadium 63 \N 2017 130 FALSE Win 1 1.6
19183 12773 5/31/2017 19:30 2017 5 151 4 19.5 8 21 3 0 Seattle Sounders MAPFRE Stadium 68 \N 2017 151 FALSE Loss -1 1.3571
19222 16592 6/24/2017 19:30 2017 6 175 7 19.5 9 24 4 1 Montreal Impact MAPFRE Stadium 71 \N 2017 175 FALSE Loss -1 1.2941
19232 20391 7/1/2017 19:30 2017 7 182 7 19.5 10 7 0 2 Atlanta United FC MAPFRE Stadium 76 \N 2017 182 FALSE Win 1 1.3889
19261 17418 7/22/2017 19:30 2017 7 203 7 19.5 11 21 1 0 Philadelphia Union MAPFRE Stadium 80 \N 2017 203 FALSE Win 1 1.4
19294 18690 8/12/2017 19:30 2017 8 224 7 19.5 12 21 3 1 Chicago Fire MAPFRE Stadium 72 \N 2017 224 FALSE Loss -1 1.3333
19314 12150 8/23/2017 19:30 2017 8 235 4 19.5 13 11 2 0 Los Angeles Galaxy MAPFRE Stadium 70 \N 2017 235 FALSE Draw 0 1.3846
19323 18379 8/26/2017 19:30 2017 8 238 7 19.5 14 3 2 1 FC Dallas MAPFRE Stadium 66 \N 2017 238 FALSE Win 1 1.4444
19343 17089 9/10/2017 13:00 2017 9 253 1 13 15 15 1 1 Sporting Kansas City MAPFRE Stadium 60 \N 2017 253 FALSE Win 1 1.5
19363 20008 9/23/2017 19:30 2017 9 266 7 19.5 16 13 3 2 New York Red Bulls MAPFRE Stadium 77 \N 2017 266 FALSE Draw 0 1.4667
19381 17350 9/30/2017 19:30 2017 9 273 7 19.5 17 7 2 0 D.C. United MAPFRE Stadium 59 \N 2017 273 FALSE Win 1 1.5161
20132 11098 3/10/2018 13:00 2018 3 69 7 13 1 3 2 Montreal Impact MAPFRE Stadium 33 \N 2018 69 TRUE Win 1 3
20152 8443 3/24/2018 18:00 2018 3 83 7 18 2 14 3 1 D.C. United MAPFRE Stadium 34 \N 2018 83 FALSE Draw 0 2.3333
20157 8992 3/31/2018 15:00 2018 3 90 7 15 3 7 1 2 Vancouver Whitecaps MAPFRE Stadium 44 \N 2018 90 FALSE Win 1 2.5
20193 11264 4/21/2018 19:30 2018 4 111 7 19.5 4 21 2 2 New England Revolution MAPFRE Stadium 45 \N 2018 111 FALSE Loss -1 1.4286
20204 11479 4/28/2018 19:30 2018 4 118 7 19.5 5 7 2 1 San Jose Earthquakes MAPFRE Stadium 45 \N 2018 118 FALSE Draw 0 1.375
20223 7683 5/9/2018 19:30 2018 5 129 4 19.5 6 11 1 0 Philadelphia Union MAPFRE Stadium 70 \N 2018 129 FALSE Draw 0 1.5
20231 11108 5/12/2018 19:30 2018 5 132 7 19.5 7 3 3 0 Chicago Fire MAPFRE Stadium 74 \N 2018 132 FALSE Win 1 1.6364
20269 12305 6/2/2018 19:30 2018 6 153 7 19.5 8 21 3 3 Toronto FC MAPFRE Stadium 75 \N 2018 153 FALSE Draw 0 1.7857
20278 11246 6/9/2018 17:00 2018 6 160 7 17 9 7 1 1 New York Red Bulls MAPFRE Stadium 76 \N 2018 160 FALSE Draw 0 1.7333
20287 10132 6/13/2018 19:30 2018 6 164 4 19.5 10 4 0 2 Atlanta United FC MAPFRE Stadium 75 \N 2018 164 FALSE Draw 0 1.6875
20306 16680 6/30/2018 19:30 2018 6 181 7 19.5 11 17 2 1 Real Salt Lake MAPFRE Stadium 81 \N 2018 181 FALSE Loss -1 1.5
20348 14052 7/21/2018 20:18 2018 7 202 7 20.3 12 21 3 2 Orlando City MAPFRE Stadium 72 \N 2018 202 FALSE Loss -1 1.4286
20380 15891 8/11/2018 19:30 2018 8 223 7 19.5 13 21 1 0 Houston Dynamo MAPFRE Stadium 74 \N 2018 223 FALSE Win 1 1.5652
20424 11991 9/1/2018 20:00 2018 9 244 7 20 14 21 2 1 New York City FC MAPFRE Stadium 78 \N 2018 244 FALSE Draw 0 1.5385
20452 19121 9/22/2018 19:30 2018 9 265 7 19.5 15 21 2 1 Colorado Rapids MAPFRE Stadium 62 \N 2018 265 FALSE Loss -1 1.5172
20464 12441 9/29/2018 19:30 2018 9 272 7 19.5 16 7 0 0 Philadelphia Union MAPFRE Stadium 61 \N 2018 272 FALSE Win 1 1.5667
20504 17677 10/28/2018 16:30 2018 10 301 1 16.5 17 29 3 2 Minnesota United FC MAPFRE Stadium 49 \N 2018 301 FALSE Loss -1 1.4545
20559 17931 3/2/2019 16:30 2019 3 61 7 16.5 1 1 1 New York Red Bulls MAPFRE Stadium 33 \N 2019 61 TRUE
Raw
gistfile1.txt
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Columbus Crew attendance analysis\n",
"By Matt Bernhardt (@BernhardtSoccer)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Load libraries\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt \n",
"import seaborn as sns\n",
"\n",
"# Inline plots\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Load data\n",
"data = pd.read_csv('crew_attendance_190311.csv')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"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>ID</th>\n",
" <th>Attendance</th>\n",
" <th>MatchTime</th>\n",
" <th>Season</th>\n",
" <th>MONTH</th>\n",
" <th>DAYOFYEAR</th>\n",
" <th>DAYOFWEEK</th>\n",
" <th>TIME</th>\n",
" <th>GameNumber</th>\n",
" <th>Since</th>\n",
" <th>...</th>\n",
" <th>Visitor</th>\n",
" <th>VenueName</th>\n",
" <th>Temperature</th>\n",
" <th>Precipitation</th>\n",
" <th>LastYear</th>\n",
" <th>LastGame</th>\n",
" <th>Opener</th>\n",
" <th>LastResult</th>\n",
" <th>LastResultNumber</th>\n",
" <th>StartPPG</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>10992</td>\n",
" <td>25266</td>\n",
" <td>4/13/1996 19:30</td>\n",
" <td>1996</td>\n",
" <td>4</td>\n",
" <td>104</td>\n",
" <td>7</td>\n",
" <td>19.5</td>\n",
" <td>1</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>D.C. United</td>\n",
" <td>Ohio Stadium</td>\n",
" <td>60</td>\n",
" <td>0</td>\n",
" <td>1996</td>\n",
" <td>104</td>\n",
" <td>True</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>10993</td>\n",
" <td>24343</td>\n",
" <td>4/20/1996 19:30</td>\n",
" <td>1996</td>\n",
" <td>4</td>\n",
" <td>111</td>\n",
" <td>7</td>\n",
" <td>19.5</td>\n",
" <td>2</td>\n",
" <td>7.0</td>\n",
" <td>...</td>\n",
" <td>Tampa Bay Mutiny</td>\n",
" <td>Ohio Stadium</td>\n",
" <td>66</td>\n",
" <td>0.4</td>\n",
" <td>1996</td>\n",
" <td>111</td>\n",
" <td>False</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>10997</td>\n",
" <td>24750</td>\n",
" <td>5/11/1996 19:30</td>\n",
" <td>1996</td>\n",
" <td>5</td>\n",
" <td>132</td>\n",
" <td>7</td>\n",
" <td>19.5</td>\n",
" <td>3</td>\n",
" <td>21.0</td>\n",
" <td>...</td>\n",
" <td>New England Revolution</td>\n",
" <td>Ohio Stadium</td>\n",
" <td>56</td>\n",
" <td>\\N</td>\n",
" <td>1996</td>\n",
" <td>132</td>\n",
" <td>False</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>10999</td>\n",
" <td>20184</td>\n",
" <td>5/19/1996 16:00</td>\n",
" <td>1996</td>\n",
" <td>5</td>\n",
" <td>140</td>\n",
" <td>1</td>\n",
" <td>16.0</td>\n",
" <td>4</td>\n",
" <td>8.0</td>\n",
" <td>...</td>\n",
" <td>Colorado Rapids</td>\n",
" <td>Ohio Stadium</td>\n",
" <td>78</td>\n",
" <td>\\N</td>\n",
" <td>1996</td>\n",
" <td>140</td>\n",
" <td>False</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>11002</td>\n",
" <td>16526</td>\n",
" <td>6/8/1996 13:30</td>\n",
" <td>1996</td>\n",
" <td>6</td>\n",
" <td>160</td>\n",
" <td>7</td>\n",
" <td>13.5</td>\n",
" <td>5</td>\n",
" <td>20.0</td>\n",
" <td>...</td>\n",
" <td>Sporting Kansas City</td>\n",
" <td>Ohio Stadium</td>\n",
" <td>67</td>\n",
" <td>\\N</td>\n",
" <td>1996</td>\n",
" <td>160</td>\n",
" <td>False</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 22 columns</p>\n",
"</div>"
],
"text/plain": [
" ID Attendance MatchTime Season MONTH DAYOFYEAR DAYOFWEEK \\\n",
"0 10992 25266 4/13/1996 19:30 1996 4 104 7 \n",
"1 10993 24343 4/20/1996 19:30 1996 4 111 7 \n",
"2 10997 24750 5/11/1996 19:30 1996 5 132 7 \n",
"3 10999 20184 5/19/1996 16:00 1996 5 140 1 \n",
"4 11002 16526 6/8/1996 13:30 1996 6 160 7 \n",
"\n",
" TIME GameNumber Since ... Visitor VenueName \\\n",
"0 19.5 1 NaN ... D.C. United Ohio Stadium \n",
"1 19.5 2 7.0 ... Tampa Bay Mutiny Ohio Stadium \n",
"2 19.5 3 21.0 ... New England Revolution Ohio Stadium \n",
"3 16.0 4 8.0 ... Colorado Rapids Ohio Stadium \n",
"4 13.5 5 20.0 ... Sporting Kansas City Ohio Stadium \n",
"\n",
" Temperature Precipitation LastYear LastGame Opener LastResult \\\n",
"0 60 0 1996 104 True NaN \n",
"1 66 0.4 1996 111 False NaN \n",
"2 56 \\N 1996 132 False NaN \n",
"3 78 \\N 1996 140 False NaN \n",
"4 67 \\N 1996 160 False NaN \n",
"\n",
" LastResultNumber StartPPG \n",
"0 NaN NaN \n",
"1 NaN NaN \n",
"2 NaN NaN \n",
"3 NaN NaN \n",
"4 NaN NaN \n",
"\n",
"[5 rows x 22 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 366 entries, 0 to 365\n",
"Data columns (total 22 columns):\n",
"ID 366 non-null int64\n",
"Attendance 366 non-null int64\n",
"MatchTime 366 non-null object\n",
"Season 366 non-null int64\n",
"MONTH 366 non-null int64\n",
"DAYOFYEAR 366 non-null int64\n",
"DAYOFWEEK 366 non-null int64\n",
"TIME 366 non-null float64\n",
"GameNumber 366 non-null int64\n",
"Since 342 non-null float64\n",
"HScore 366 non-null int64\n",
"AScore 366 non-null int64\n",
"Visitor 366 non-null object\n",
"VenueName 366 non-null object\n",
"Temperature 366 non-null int64\n",
"Precipitation 366 non-null object\n",
"LastYear 366 non-null int64\n",
"LastGame 366 non-null int64\n",
"Opener 366 non-null bool\n",
"LastResult 237 non-null object\n",
"LastResultNumber 237 non-null float64\n",
"StartPPG 237 non-null float64\n",
"dtypes: bool(1), float64(4), int64(12), object(5)\n",
"memory usage: 60.5+ KB\n"
]
}
],
"source": [
"data.info()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.lmplot(x=\"Attendance\", y=\"GameNumber\", data=data)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x12bd70b2d68>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.lmplot(x=\"GameNumber\", y=\"Attendance\", data=data)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x12bd81019b0>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.distplot(data.Attendance)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Bold**\n",
"asdf\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
ID,Attendance,MatchTime,Season,MONTH,DAYOFYEAR,DAYOFWEEK,TIME,GameNumber,Since,HScore,AScore,Visitor,VenueName,Temperature,Precipitation,LastYear,LastGame,Opener,LastResult,LastResultNumber,StartPPG
10992,25266,4/13/1996 19:30,1996,4,104,7,19.5,1,,4,0,D.C. United,Ohio Stadium,60,0,1996,104,TRUE,,,
10993,24343,4/20/1996 19:30,1996,4,111,7,19.5,2,7,1,2,Tampa Bay Mutiny,Ohio Stadium,66,0.4,1996,111,FALSE,,,
10997,24750,5/11/1996 19:30,1996,5,132,7,19.5,3,21,3,2,New England Revolution,Ohio Stadium,56,\N,1996,132,FALSE,,,
10999,20184,5/19/1996 16:00,1996,5,140,1,16,4,8,2,4,Colorado Rapids,Ohio Stadium,78,\N,1996,140,FALSE,,,
11002,16526,6/8/1996 13:30,1996,6,160,7,13.5,5,20,3,3,Sporting Kansas City,Ohio Stadium,67,\N,1996,160,FALSE,,,
11003,13093,6/19/1996 19:30,1996,6,171,4,19.5,6,11,2,2,Colorado Rapids,Ohio Stadium,78,\N,1996,171,FALSE,,,
11006,17261,6/30/1996 15:00,1996,6,182,1,15,7,11,0,4,New York Red Bulls,Ohio Stadium,84,\N,1996,182,FALSE,,,
11009,13751,7/11/1996 19:30,1996,7,193,5,19.5,8,11,1,1,New England Revolution,Ohio Stadium,68,\N,1996,193,FALSE,,,
11010,18156,7/20/1996 19:30,1996,7,202,7,19.5,9,9,3,4,San Jose Earthquakes,Ohio Stadium,67,\N,1996,202,FALSE,,,
11011,12832,7/25/1996 19:30,1996,7,207,5,19.5,10,5,1,0,Tampa Bay Mutiny,Ohio Stadium,72,\N,1996,207,FALSE,,,
11013,13190,7/31/1996 19:30,1996,7,213,4,19.5,11,6,1,2,FC Dallas,Ohio Stadium,69,\N,1996,213,FALSE,,,
11015,18587,8/10/1996 19:30,1996,8,223,7,19.5,12,10,3,2,D.C. United,Ohio Stadium,70,\N,1996,223,FALSE,,,
11017,16629,8/18/1996 15:00,1996,8,231,1,15,13,8,2,0,San Jose Earthquakes,Ohio Stadium,72,\N,1996,231,FALSE,,,
11018,20249,8/24/1996 19:30,1996,8,237,7,19.5,14,6,2,1,Sporting Kansas City,Ohio Stadium,72,\N,1996,237,FALSE,,,
11019,16747,8/28/1996 19:30,1996,8,241,4,19.5,15,4,2,0,Los Angeles Galaxy,Ohio Stadium,74,\N,1996,241,FALSE,,,
11021,31550,9/15/1996 15:00,1996,9,259,1,15,16,18,2,0,New York Red Bulls,Ohio Stadium,60,\N,1996,259,FALSE,,,
11047,14485,3/29/1997 0:00,1997,3,88,7,0,1,,1,1,Colorado Rapids,Ohio Stadium,52,\N,1997,88,TRUE,,,
11049,10662,4/13/1997 0:00,1997,4,103,1,0,2,15,2,1,FC Dallas,Ohio Stadium,40,\N,1997,103,FALSE,,,
11050,18358,4/19/1997 0:00,1997,4,109,7,0,3,6,1,1,San Jose Earthquakes,Ohio Stadium,44,\N,1997,109,FALSE,,,
11054,14701,5/11/1997 0:00,1997,5,131,1,0,4,22,3,0,New York Red Bulls,Ohio Stadium,51,\N,1997,131,FALSE,,,
11058,12299,5/29/1997 0:00,1997,5,149,5,0,5,18,2,3,D.C. United,Ohio Stadium,58,\N,1997,149,FALSE,,,
11060,12694,6/15/1997 0:00,1997,6,166,1,0,6,17,0,2,Colorado Rapids,Ohio Stadium,64,\N,1997,166,FALSE,,,
11061,17190,6/21/1997 0:00,1997,6,172,7,0,7,6,2,1,New York Red Bulls,Ohio Stadium,79,\N,1997,172,FALSE,,,
11062,16743,7/4/1997 0:00,1997,7,185,6,0,8,13,1,2,Sporting Kansas City,Ohio Stadium,68,\N,1997,185,FALSE,,,
11063,12329,7/13/1997 0:00,1997,7,194,1,0,9,9,1,2,FC Dallas,Ohio Stadium,74,\N,1997,194,FALSE,,,
11064,14248,7/20/1997 0:00,1997,7,201,1,0,10,7,1,0,New England Revolution,Ohio Stadium,71,\N,1997,201,FALSE,,,
11066,12340,7/27/1997 0:00,1997,7,208,1,0,11,7,0,0,Tampa Bay Mutiny,Ohio Stadium,82,\N,1997,208,FALSE,,,
11070,15355,8/16/1997 0:00,1997,8,228,7,0,12,20,2,0,D.C. United,Ohio Stadium,79,\N,1997,228,FALSE,,,
11071,15718,8/23/1997 0:00,1997,8,235,7,0,13,7,2,1,New England Revolution,Ohio Stadium,63,\N,1997,235,FALSE,,,
11072,16167,8/30/1997 0:00,1997,8,242,7,0,14,7,2,0,Los Angeles Galaxy,Ohio Stadium,65,\N,1997,242,FALSE,,,
11075,15132,9/14/1997 0:00,1997,9,257,1,0,15,15,4,0,Sporting Kansas City,Ohio Stadium,66,\N,1997,257,FALSE,,,
11078,22259,9/28/1997 0:00,1997,9,271,1,0,16,14,1,1,Tampa Bay Mutiny,Ohio Stadium,65,\N,1997,271,FALSE,,,
11086,14148,4/4/1998 0:00,1998,4,94,7,0,1,,2,1,D.C. United,Ohio Stadium,42,\N,1998,94,TRUE,,,
11087,10121,4/11/1998 0:00,1998,4,101,7,0,2,7,3,2,New England Revolution,Ohio Stadium,46,\N,1998,101,FALSE,,,
11088,12636,4/18/1998 0:00,1998,4,108,7,0,3,7,5,1,Miami Fusion,Ohio Stadium,46,\N,1998,108,FALSE,,,
11092,10854,5/17/1998 0:00,1998,5,137,1,0,4,29,2,4,Los Angeles Galaxy,Ohio Stadium,68,\N,1998,137,FALSE,,,
11095,10903,5/30/1998 0:00,1998,5,150,7,0,5,13,4,1,San Jose Earthquakes,Ohio Stadium,75,\N,1998,150,FALSE,,,
11097,13347,6/13/1998 0:00,1998,6,164,7,0,6,14,3,3,D.C. United,Ohio Stadium,72,\N,1998,164,FALSE,,,
11098,10801,6/20/1998 0:00,1998,6,171,7,0,7,7,2,1,New York Red Bulls,Ohio Stadium,75,\N,1998,171,FALSE,,,
11100,10091,7/9/1998 0:00,1998,7,190,5,0,8,19,3,0,Chicago Fire,Ohio Stadium,76,\N,1998,190,FALSE,,,
11102,15628,7/25/1998 0:00,1998,7,206,7,0,9,16,1,2,FC Dallas,Ohio Stadium,72,\N,1998,206,FALSE,,,
11104,13712,8/8/1998 0:00,1998,8,220,7,0,10,14,6,1,New England Revolution,Ohio Stadium,82,\N,1998,220,FALSE,,,
11106,11992,8/16/1998 0:00,1998,8,228,1,0,11,8,5,3,Sporting Kansas City,Ohio Stadium,78,\N,1998,228,FALSE,,,
11107,15110,8/22/1998 0:00,1998,8,234,7,0,12,6,3,1,Tampa Bay Mutiny,Ohio Stadium,78,\N,1998,234,FALSE,,,
11109,13598,9/6/1998 0:00,1998,9,249,1,0,13,15,4,3,New York Red Bulls,Ohio Stadium,82,\N,1998,249,FALSE,,,
11110,9305,9/9/1998 0:00,1998,9,252,4,0,14,3,1,0,Miami Fusion,Ohio Stadium,60,\N,1998,252,FALSE,,,
11112,9165,9/16/1998 0:00,1998,9,259,4,0,15,7,2,4,Colorado Rapids,Ohio Stadium,76,\N,1998,259,FALSE,,,
11114,14552,9/24/1998 0:00,1998,9,267,5,0,16,8,3,4,Tampa Bay Mutiny,Ohio Stadium,60,\N,1998,267,FALSE,,,
11132,24741,5/15/1999 0:00,1999,5,135,7,0,1,,2,0,New England Revolution,MAPFRE Stadium,62,\N,1999,135,TRUE,,,
11133,20782,5/22/1999 0:00,1999,5,142,7,0,2,7,0,0,Tampa Bay Mutiny,MAPFRE Stadium,66,\N,1999,142,FALSE,,,
11134,16596,5/29/1999 0:00,1999,5,149,7,0,3,7,1,1,Los Angeles Galaxy,MAPFRE Stadium,69,\N,1999,149,FALSE,,,
11136,17386,6/13/1999 0:00,1999,6,164,1,0,4,15,1,2,D.C. United,MAPFRE Stadium,78,\N,1999,164,FALSE,,,
11137,14005,6/16/1999 0:00,1999,6,167,4,0,5,3,1,1,New England Revolution,MAPFRE Stadium,62,\N,1999,167,FALSE,,,
11138,18632,6/26/1999 0:00,1999,6,177,7,0,6,10,2,1,New York Red Bulls,MAPFRE Stadium,82,\N,1999,177,FALSE,,,
11139,15397,6/30/1999 0:00,1999,6,181,4,0,7,4,3,3,San Jose Earthquakes,MAPFRE Stadium,70,\N,1999,181,FALSE,,,
11141,18101,7/7/1999 0:00,1999,7,188,4,0,8,7,1,1,D.C. United,MAPFRE Stadium,74,\N,1999,188,FALSE,,,
11143,19356,7/24/1999 0:00,1999,7,205,7,0,9,17,4,1,FC Dallas,MAPFRE Stadium,83,\N,1999,205,FALSE,,,
11144,13891,8/1/1999 0:00,1999,8,213,1,0,10,8,4,0,Miami Fusion,MAPFRE Stadium,82,\N,1999,213,FALSE,,,
11145,16639,8/8/1999 0:00,1999,8,220,1,0,11,7,2,1,Sporting Kansas City,MAPFRE Stadium,74,\N,1999,220,FALSE,,,
11148,19070,8/22/1999 0:00,1999,8,234,1,0,12,14,1,1,Tampa Bay Mutiny,MAPFRE Stadium,72,\N,1999,234,FALSE,,,
11150,19521,9/4/1999 0:00,1999,9,247,7,0,13,13,2,1,Colorado Rapids,MAPFRE Stadium,78,\N,1999,247,FALSE,,,
11151,14782,9/12/1999 0:00,1999,9,255,1,0,14,8,1,2,New York Red Bulls,MAPFRE Stadium,74,\N,1999,255,FALSE,,,
11154,15251,9/26/1999 0:00,1999,9,269,1,0,15,14,2,1,Miami Fusion,MAPFRE Stadium,72,\N,1999,269,FALSE,,,
11156,18979,10/10/1999 0:00,1999,10,283,1,0,16,14,2,2,Chicago Fire,MAPFRE Stadium,65,\N,1999,283,FALSE,,,
11246,16095,3/25/2000 0:00,2000,3,85,7,0,1,,2,1,San Jose Earthquakes,MAPFRE Stadium,62,\N,2000,85,TRUE,,,
11247,12952,4/1/2000 0:00,2000,4,92,7,0,2,7,0,2,Chicago Fire,MAPFRE Stadium,48,\N,2000,92,FALSE,,,
11248,10797,4/8/2000 0:00,2000,4,99,7,0,3,7,2,2,Los Angeles Galaxy,MAPFRE Stadium,46,\N,2000,99,FALSE,,,
11250,12295,4/22/2000 0:00,2000,4,113,7,0,4,14,2,3,Colorado Rapids,MAPFRE Stadium,46,\N,2000,113,FALSE,,,
11253,17558,5/6/2000 0:00,2000,5,127,7,0,5,14,0,2,New York Red Bulls,MAPFRE Stadium,72,\N,2000,127,FALSE,,,
11255,13548,5/20/2000 0:00,2000,5,141,7,0,6,14,2,1,FC Dallas,MAPFRE Stadium,55,\N,2000,141,FALSE,,,
11257,19431,6/3/2000 0:00,2000,6,155,7,0,7,14,1,1,D.C. United,MAPFRE Stadium,68,\N,2000,155,FALSE,,,
11259,14925,6/10/2000 0:00,2000,6,162,7,0,8,7,1,1,FC Dallas,MAPFRE Stadium,81,\N,2000,162,FALSE,,,
11261,15039,6/24/2000 0:00,2000,6,176,7,0,9,14,3,1,New England Revolution,MAPFRE Stadium,78,\N,2000,176,FALSE,,,
11262,13030,6/28/2000 0:00,2000,6,180,4,0,10,4,1,2,Tampa Bay Mutiny,MAPFRE Stadium,68,\N,2000,180,FALSE,,,
11263,14068,7/1/2000 0:00,2000,7,183,7,0,11,3,2,1,San Jose Earthquakes,MAPFRE Stadium,70,\N,2000,183,FALSE,,,
11266,12998,7/12/2000 0:00,2000,7,194,4,0,12,11,4,1,New England Revolution,MAPFRE Stadium,74,\N,2000,194,FALSE,,,
11267,18004,7/15/2000 0:00,2000,7,197,7,0,13,3,2,0,Sporting Kansas City,MAPFRE Stadium,70,\N,2000,197,FALSE,,,
11271,16192,8/16/2000 0:00,2000,8,229,4,0,14,32,2,0,Miami Fusion,MAPFRE Stadium,74,\N,2000,229,FALSE,,,
11273,15941,8/30/2000 0:00,2000,8,243,4,0,15,14,3,4,Tampa Bay Mutiny,MAPFRE Stadium,72,\N,2000,243,FALSE,,,
11276,24347,9/9/2000 0:00,2000,9,253,7,0,16,10,2,3,Chicago Fire,MAPFRE Stadium,74,\N,2000,253,FALSE,,,
11282,17947,4/7/2001 0:00,2001,4,97,7,0,1,,1,1,Chicago Fire,MAPFRE Stadium,71,\N,2001,97,TRUE,,,
11284,14488,4/21/2001 0:00,2001,4,111,7,0,2,14,0,3,Sporting Kansas City,MAPFRE Stadium,66,\N,2001,111,FALSE,,,
11285,13975,5/5/2001 0:00,2001,5,125,7,0,3,14,0,0,Miami Fusion,MAPFRE Stadium,67,\N,2001,125,FALSE,,,
11288,18491,5/19/2001 0:00,2001,5,139,7,0,4,14,2,1,D.C. United,MAPFRE Stadium,66,\N,2001,139,FALSE,,,
11289,12630,5/26/2001 0:00,2001,5,146,7,0,5,7,3,3,Colorado Rapids,MAPFRE Stadium,59,\N,2001,146,FALSE,,,
11290,15174,6/2/2001 0:00,2001,6,153,7,0,6,7,1,1,Los Angeles Galaxy,MAPFRE Stadium,59,\N,2001,153,FALSE,,,
11292,19128,6/16/2001 0:00,2001,6,167,7,0,7,14,6,1,Tampa Bay Mutiny,MAPFRE Stadium,76,\N,2001,167,FALSE,,,
11296,18937,7/7/2001 0:00,2001,7,188,7,0,8,21,2,2,FC Dallas,MAPFRE Stadium,66,\N,2001,188,FALSE,,,
11297,15855,7/18/2001 0:00,2001,7,199,4,0,9,11,2,1,New York Red Bulls,MAPFRE Stadium,76,\N,2001,199,FALSE,,,
11298,20272,7/21/2001 0:00,2001,7,202,7,0,10,3,2,1,San Jose Earthquakes,MAPFRE Stadium,78,\N,2001,202,FALSE,,,
11299,17705,8/1/2001 0:00,2001,8,213,4,0,11,11,3,0,Chicago Fire,MAPFRE Stadium,79,\N,2001,213,FALSE,,,
11302,19008,8/15/2001 0:00,2001,8,227,4,0,12,14,3,0,FC Dallas,MAPFRE Stadium,68,\N,2001,227,FALSE,,,
11306,24033,9/1/2001 0:00,2001,9,244,7,0,13,17,4,1,New England Revolution,MAPFRE Stadium,67,\N,2001,244,FALSE,,,
11028,18450,3/23/2002 0:00,2002,3,82,7,0,1,,0,2,Chicago Fire,MAPFRE Stadium,36,\N,2002,82,TRUE,,,
11,11103,4/6/2002 0:00,2002,4,96,7,0,2,14,1,2,New York Red Bulls,MAPFRE Stadium,34,\N,2002,96,FALSE,,,
11030,13493,4/20/2002 0:00,2002,4,110,7,0,3,14,0,2,New England Revolution,MAPFRE Stadium,60,\N,2002,110,FALSE,,,
23,14998,4/27/2002 0:00,2002,4,117,7,0,4,7,1,0,D.C. United,MAPFRE Stadium,50,\N,2002,117,FALSE,,,
36,15712,5/18/2002 0:00,2002,5,138,7,0,5,21,2,0,San Jose Earthquakes,MAPFRE Stadium,46,\N,2002,138,FALSE,,,
41,13773,5/25/2002 0:00,2002,5,145,7,0,6,7,1,1,FC Dallas,MAPFRE Stadium,65,\N,2002,145,FALSE,,,
54,19085,6/15/2002 0:00,2002,6,166,7,0,7,21,2,1,San Jose Earthquakes,MAPFRE Stadium,66,\N,2002,166,FALSE,,,
59,14098,6/19/2002 0:00,2002,6,170,4,0,8,4,1,1,Sporting Kansas City,MAPFRE Stadium,74,\N,2002,170,FALSE,,,
11035,19756,7/6/2002 0:00,2002,7,187,7,0,9,17,2,3,New York Red Bulls,MAPFRE Stadium,71,\N,2002,187,FALSE,,,
87,21432,7/20/2002 0:00,2002,7,201,7,0,10,14,1,1,Colorado Rapids,MAPFRE Stadium,78,\N,2002,201,FALSE,,,
91,17368,7/24/2002 0:00,2002,7,205,4,0,11,4,1,0,D.C. United,MAPFRE Stadium,72,\N,2002,205,FALSE,,,
105,17860,8/14/2002 0:00,2002,8,226,4,0,12,21,3,2,Los Angeles Galaxy,MAPFRE Stadium,79,\N,2002,226,FALSE,,,
122,24422,8/31/2002 0:00,2002,8,243,7,0,13,17,0,0,New England Revolution,MAPFRE Stadium,74,\N,2002,243,FALSE,,,
131,22459,9/14/2002 0:00,2002,9,257,7,0,14,14,2,0,Chicago Fire,MAPFRE Stadium,78,\N,2002,257,FALSE,,,
1348,22058,4/5/2003 0:00,2003,4,95,7,0,1,,1,1,Los Angeles Galaxy,MAPFRE Stadium,44,\N,2003,95,TRUE,,,
1451,12165,4/26/2003 0:00,2003,4,116,7,0,2,21,0,1,New York Red Bulls,MAPFRE Stadium,56,\N,2003,116,FALSE,,,
1453,16555,5/10/2003 0:00,2003,5,130,7,0,3,14,2,0,Colorado Rapids,MAPFRE Stadium,68,\N,2003,130,FALSE,,,
1455,13186,5/24/2003 0:00,2003,5,144,7,0,4,14,2,3,New England Revolution,MAPFRE Stadium,54,\N,2003,144,FALSE,,,
1456,12518,5/31/2003 0:00,2003,5,151,7,0,5,7,1,1,New York Red Bulls,MAPFRE Stadium,58,\N,2003,151,FALSE,,,
1457,16481,6/7/2003 0:00,2003,6,158,7,0,6,7,1,0,San Jose Earthquakes,MAPFRE Stadium,66,\N,2003,158,FALSE,,,
1460,16489,6/28/2003 0:00,2003,6,179,7,0,7,21,3,0,D.C. United,MAPFRE Stadium,68,\N,2003,179,FALSE,,,
1461,14412,7/5/2003 0:00,2003,7,186,7,0,8,7,0,0,FC Dallas,MAPFRE Stadium,76,\N,2003,186,FALSE,,,
1462,16472,7/19/2003 0:00,2003,7,200,7,0,9,14,0,1,Sporting Kansas City,MAPFRE Stadium,70,\N,2003,200,FALSE,,,
1463,14632,7/23/2003 0:00,2003,7,204,4,0,10,4,1,1,New England Revolution,MAPFRE Stadium,68,\N,2003,204,FALSE,,,
1465,17193,8/13/2003 0:00,2003,8,225,4,0,11,21,2,2,Chicago Fire,MAPFRE Stadium,78,\N,2003,225,FALSE,,,
1468,18147,8/31/2003 0:00,2003,8,243,1,0,12,18,1,0,Sporting Kansas City,MAPFRE Stadium,65,\N,2003,243,FALSE,,,
1471,16049,9/13/2003 0:00,2003,9,256,7,0,13,13,3,2,FC Dallas,MAPFRE Stadium,70,\N,2003,256,FALSE,,,
1474,17995,10/4/2003 0:00,2003,10,277,7,0,14,21,1,1,D.C. United,MAPFRE Stadium,52,\N,2003,277,FALSE,,,
1477,19404,10/26/2003 0:00,2003,10,299,1,0,15,22,6,2,Chicago Fire,MAPFRE Stadium,50,\N,2003,299,FALSE,,,
2322,20356,4/3/2004 0:00,2004,4,94,7,0,1,,1,3,New York Red Bulls,MAPFRE Stadium,48,\N,2004,94,TRUE,,,
3260,13271,5/1/2004 0:00,2004,5,122,7,0,2,28,0,0,FC Dallas,MAPFRE Stadium,68,\N,2004,122,FALSE,Loss,-1,0
3233,16694,5/15/2004 0:00,2004,5,136,7,0,3,14,1,0,New England Revolution,MAPFRE Stadium,62,\N,2004,136,FALSE,Draw,0,0.4
3263,14555,5/29/2004 0:00,2004,5,150,7,0,4,14,1,0,San Jose Earthquakes,MAPFRE Stadium,60,\N,2004,150,FALSE,Win,1,1.1429
3264,13680,6/12/2004 0:00,2004,6,164,7,0,5,14,2,2,Sporting Kansas City,MAPFRE Stadium,68,\N,2004,164,FALSE,Win,1,1.5556
3266,13407,6/26/2004 0:00,2004,6,178,7,0,6,14,1,2,Colorado Rapids,MAPFRE Stadium,65,\N,2004,178,FALSE,Loss,-1,1.3636
3267,13059,7/3/2004 0:00,2004,7,185,7,0,7,7,2,0,Chicago Fire,MAPFRE Stadium,78,\N,2004,185,FALSE,Loss,-1,1.25
3244,13373,7/17/2004 0:00,2004,7,199,7,0,8,14,1,1,New England Revolution,MAPFRE Stadium,68,\N,2004,199,FALSE,Draw,0,1.3571
3269,13069,7/28/2004 0:00,2004,7,210,4,0,9,11,2,1,FC Dallas,MAPFRE Stadium,66,\N,2004,210,FALSE,Draw,0,1.3125
3272,14580,8/18/2004 0:00,2004,8,231,4,0,10,21,2,1,Sporting Kansas City,MAPFRE Stadium,72,\N,2004,231,FALSE,Draw,0,1.3684
3273,23849,8/21/2004 0:00,2004,8,234,7,0,11,3,2,2,D.C. United,MAPFRE Stadium,66,\N,2004,234,FALSE,Win,1,1.45
3275,17928,9/4/2004 0:00,2004,9,248,7,0,12,14,3,1,Los Angeles Galaxy,MAPFRE Stadium,75,\N,2004,248,FALSE,Draw,0,1.4091
3278,18233,9/18/2004 0:00,2004,9,262,7,0,13,14,4,2,New York Red Bulls,MAPFRE Stadium,62,\N,2004,262,FALSE,Win,1,1.5417
3279,23775,9/25/2004 0:00,2004,9,269,7,0,14,7,1,0,D.C. United,MAPFRE Stadium,66,\N,2004,269,FALSE,Win,1,1.6
3280,23250,10/2/2004 0:00,2004,10,276,7,0,15,7,3,3,Chicago Fire,MAPFRE Stadium,56,\N,2004,276,FALSE,Win,1,1.6538
7886,14358,4/2/2005 0:00,2005,4,92,7,0,1,,3,0,Los Angeles Galaxy,MAPFRE Stadium,37,\N,2005,92,TRUE,,,
7893,12449,4/15/2005 0:00,2005,4,105,6,0,2,13,1,0,D.C. United,MAPFRE Stadium,55,\N,2005,105,FALSE,Loss,-1,1.5
8056,11111,4/30/2005 0:00,2005,4,120,7,0,3,15,0,2,Chicago Fire,MAPFRE Stadium,49,\N,2005,120,FALSE,Loss,-1,1.5
7914,9260,5/14/2005 0:00,2005,5,134,7,0,4,14,0,4,Sporting Kansas City,MAPFRE Stadium,61,\N,2005,134,FALSE,Loss,-1,1
7920,10575,5/21/2005 0:00,2005,5,141,7,0,5,7,2,0,Real Salt Lake,MAPFRE Stadium,60,\N,2005,141,FALSE,Loss,-1,0.8571
7928,9413,5/28/2005 0:00,2005,5,148,7,0,6,7,0,3,New York Red Bulls,MAPFRE Stadium,62,\N,2005,148,FALSE,Draw,0,1.1111
8024,11224,6/11/2005 0:00,2005,6,162,7,0,7,14,1,0,Colorado Rapids,MAPFRE Stadium,74,\N,2005,162,FALSE,Loss,-1,1
8035,10799,6/22/2005 0:00,2005,6,173,4,0,8,11,1,3,New England Revolution,MAPFRE Stadium,75,\N,2005,173,FALSE,Loss,-1,1.0833
7931,12998,7/2/2005 0:00,2005,7,183,7,0,9,10,0,1,D.C. United,MAPFRE Stadium,70,\N,2005,183,FALSE,Draw,0,1
7938,12539,7/9/2005 0:00,2005,7,190,7,0,10,7,1,2,San Jose Earthquakes,MAPFRE Stadium,73,\N,2005,190,FALSE,Loss,-1,0.9333
7945,10990,7/20/2005 0:00,2005,7,201,4,0,11,11,1,0,New York Red Bulls,MAPFRE Stadium,77,\N,2005,201,FALSE,Draw,0,0.8824
7950,14579,7/23/2005 0:00,2005,7,204,7,0,12,3,2,0,Sporting Kansas City,MAPFRE Stadium,78,\N,2005,204,FALSE,Win,1,1
7968,15525,8/20/2005 0:00,2005,8,232,7,0,13,28,1,0,FC Dallas,MAPFRE Stadium,84,\N,2005,232,FALSE,Loss,-1,1
8061,18517,9/17/2005 0:00,2005,9,260,7,0,14,28,1,2,Chicago Fire,MAPFRE Stadium,67,\N,2005,260,FALSE,Loss,-1,1.2
7993,11769,9/21/2005 0:00,2005,9,264,4,0,15,4,1,1,New England Revolution,MAPFRE Stadium,70,\N,2005,264,FALSE,Loss,-1,1.1538
8003,20548,10/1/2005 0:00,2005,10,274,7,0,16,10,0,1,Chivas USA,MAPFRE Stadium,63,\N,2005,274,FALSE,Win,1,1.2143
9957,20818,4/15/2006 0:00,2006,4,105,7,0,1,,1,1,Chicago Fire,MAPFRE Stadium,66,\N,2006,105,TRUE,Loss,-1,0
9969,13399,4/29/2006 0:00,2006,4,119,7,0,2,14,0,1,Sporting Kansas City,MAPFRE Stadium,60,\N,2006,119,FALSE,Win,1,1
9982,8920,5/13/2006 0:00,2006,5,133,7,0,3,14,1,0,Colorado Rapids,MAPFRE Stadium,56,\N,2006,133,FALSE,Win,1,1.1667
9988,12646,5/20/2006 0:00,2006,5,140,7,0,4,7,1,1,D.C. United,MAPFRE Stadium,54,\N,2006,140,FALSE,Win,1,1.4286
10008,11754,6/10/2006 0:00,2006,6,161,7,0,5,21,0,1,Sporting Kansas City,MAPFRE Stadium,59,\N,2006,161,FALSE,Win,1,1.4
10018,9491,6/21/2006 0:00,2006,6,172,4,0,6,11,1,1,New England Revolution,MAPFRE Stadium,72,\N,2006,172,FALSE,Loss,-1,1.1667
10020,12095,6/24/2006 0:00,2006,6,175,7,0,7,3,1,1,Chivas USA,MAPFRE Stadium,72,\N,2006,175,FALSE,Draw,0,1.1538
10040,14134,7/8/2006 0:00,2006,7,189,7,0,8,14,0,1,D.C. United,MAPFRE Stadium,70,\N,2006,189,FALSE,Draw,0,1.125
10051,10537,7/19/2006 0:00,2006,7,200,4,0,9,11,0,2,New York Red Bulls,MAPFRE Stadium,80,\N,2006,200,FALSE,Loss,-1,1
10054,16942,7/22/2006 0:00,2006,7,203,7,0,10,3,1,1,Los Angeles Galaxy,MAPFRE Stadium,71,\N,2006,203,FALSE,Loss,-1,0.9474
10073,14618,8/16/2006 0:00,2006,8,228,4,0,11,25,1,2,Real Salt Lake,MAPFRE Stadium,73,\N,2006,228,FALSE,Loss,-1,0.9091
10080,20149,8/19/2006 0:00,2006,8,231,7,0,12,3,1,0,New York Red Bulls,MAPFRE Stadium,80,\N,2006,231,FALSE,Loss,-1,0.8696
10094,11341,9/2/2006 0:00,2006,9,245,7,0,13,14,3,0,New England Revolution,MAPFRE Stadium,62,\N,2006,245,FALSE,Loss,-1,0.92
10100,10472,9/9/2006 0:00,2006,9,252,7,0,14,7,1,2,Chicago Fire,MAPFRE Stadium,72,\N,2006,252,FALSE,Win,1,1
10113,11878,9/23/2006 0:00,2006,9,266,7,0,15,14,1,1,Houston Dynamo,MAPFRE Stadium,70,\N,2006,266,FALSE,Loss,-1,0.9286
10121,13505,9/30/2006 0:00,2006,9,273,7,0,16,7,3,1,FC Dallas,MAPFRE Stadium,57,\N,2006,273,FALSE,Draw,0,0.931
10799,13782,4/7/2007 19:00,2007,4,97,7,19,1,,0,0,New York Red Bulls,MAPFRE Stadium,28,\N,2007,97,TRUE,,,
10810,13290,4/19/2007 19:00,2007,4,109,5,19,2,12,2,2,New England Revolution,MAPFRE Stadium,52,\N,2007,109,FALSE,Draw,0,1
10818,13572,4/28/2007 19:30,2007,4,118,7,19.5,3,9,1,0,D.C. United,MAPFRE Stadium,59,\N,2007,118,FALSE,Draw,0,1
10831,12545,5/12/2007 0:00,2007,5,132,7,0,4,14,1,1,Chivas USA,MAPFRE Stadium,66,\N,2007,132,FALSE,Loss,-1,1.2
10846,11755,5/26/2007 0:00,2007,5,146,7,0,5,14,2,2,Toronto FC,MAPFRE Stadium,73,\N,2007,146,FALSE,Loss,-1,1
10861,12661,6/10/2007 17:00,2007,6,161,1,17,6,15,1,2,Houston Dynamo,MAPFRE Stadium,65,\N,2007,161,FALSE,Loss,-1,0.8889
10869,10254,6/20/2007 0:00,2007,6,171,4,0,7,10,2,1,Sporting Kansas City,MAPFRE Stadium,70,\N,2007,171,FALSE,Draw,0,0.8182
10878,11435,6/30/2007 0:00,2007,6,181,7,0,8,10,1,0,New York Red Bulls,MAPFRE Stadium,67,\N,2007,181,FALSE,Win,1,1.1538
10889,14203,7/7/2007 19:30,2007,7,188,7,19.5,9,7,2,0,Real Salt Lake,MAPFRE Stadium,75,\N,2007,188,FALSE,Draw,0,1.2667
10902,13479,7/22/2007 17:00,2007,7,203,1,17,10,15,2,0,Toronto FC,MAPFRE Stadium,71,\N,2007,203,FALSE,Loss,-1,1.2941
10921,21639,8/18/2007 19:30,2007,8,230,7,19.5,11,27,0,2,D.C. United,MAPFRE Stadium,67,\N,2007,230,FALSE,Loss,-1,1.3
10940,16036,9/2/2007 15:00,2007,9,245,1,15,12,15,1,1,Colorado Rapids,MAPFRE Stadium,73,\N,2007,245,FALSE,Draw,0,1.2273
10942,19983,9/8/2007 0:00,2007,9,251,7,0,13,6,0,1,Chicago Fire,MAPFRE Stadium,79,\N,2007,251,FALSE,Draw,0,1.2174
10970,24300,9/30/2007 17:00,2007,9,273,1,17,14,22,1,2,Los Angeles Galaxy,MAPFRE Stadium,67,\N,2007,273,FALSE,Win,1,1.1923
10972,19517,10/6/2007 0:00,2007,10,279,7,0,15,6,1,3,FC Dallas,MAPFRE Stadium,78,\N,2007,279,FALSE,Loss,-1,1.1481
11204,13843,3/29/2008 0:00,2008,3,89,7,0,1,,2,0,Toronto FC,MAPFRE Stadium,39,\N,2008,89,TRUE,,,
11206,6733,4/12/2008 0:00,2008,4,103,7,0,2,14,4,3,Chivas USA,MAPFRE Stadium,47,\N,2008,103,FALSE,Loss,-1,1.5
11208,15271,4/26/2008 0:00,2008,4,117,7,0,3,14,1,0,Houston Dynamo,MAPFRE Stadium,62,\N,2008,117,FALSE,Win,1,2.25
11209,10447,5/3/2008 0:00,2008,5,124,7,0,4,7,2,1,Sporting Kansas City,MAPFRE Stadium,62,\N,2008,124,FALSE,Win,1,2.4
11212,5621,5/24/2008 0:00,2008,5,145,7,0,5,21,0,1,New England Revolution,MAPFRE Stadium,59,\N,2008,145,FALSE,Draw,0,2.375
11214,11704,6/7/2008 0:00,2008,6,159,7,0,6,14,0,2,San Jose Earthquakes,MAPFRE Stadium,80,\N,2008,159,FALSE,Loss,-1,1.9
11217,12254,6/28/2008 0:00,2008,6,180,7,0,7,21,2,1,Colorado Rapids,MAPFRE Stadium,76,\N,2008,180,FALSE,Draw,0,1.7692
11218,17172,7/5/2008 0:00,2008,7,187,7,0,8,7,2,2,Chicago Fire,MAPFRE Stadium,73,\N,2008,187,FALSE,Win,1,1.8571
11220,16117,7/17/2008 0:00,2008,7,199,5,0,9,12,3,3,Sporting Kansas City,MAPFRE Stadium,80,\N,2008,199,FALSE,Loss,-1,1.6875
11223,17647,8/16/2008 0:00,2008,8,229,7,0,10,30,2,1,FC Dallas,MAPFRE Stadium,70,\N,2008,229,FALSE,Loss,-1,1.6316
11224,12448,8/23/2008 19:30,2008,8,236,7,19.5,11,7,3,0,Real Salt Lake,MAPFRE Stadium,78,\N,2008,236,FALSE,Win,1,1.7
11226,16918,9/6/2008 0:00,2008,9,250,7,0,12,14,4,0,New England Revolution,MAPFRE Stadium,71,\N,2008,250,FALSE,Win,1,1.8182
11228,10881,9/18/2008 0:00,2008,9,262,5,0,13,12,3,1,New York Red Bulls,MAPFRE Stadium,67,\N,2008,262,FALSE,Draw,0,1.8333
11230,22685,10/4/2008 0:00,2008,10,278,7,0,14,16,1,0,Los Angeles Galaxy,MAPFRE Stadium,58,\N,2008,278,FALSE,Win,1,1.9231
11233,19591,10/26/2008 17:00,2008,10,300,1,17,15,22,1,0,D.C. United,MAPFRE Stadium,53,\N,2008,300,FALSE,Loss,-1,1.8621
11166,14686,3/28/2009 0:00,2009,3,87,7,0,1,,1,1,Toronto FC,MAPFRE Stadium,52,\N,2009,87,TRUE,Draw,0,1
11169,7465,4/11/2009 0:00,2009,4,101,7,0,2,14,1,1,Colorado Rapids,MAPFRE Stadium,46,\N,2009,101,FALSE,Loss,-1,0.5
11170,16628,4/25/2009 0:00,2009,4,115,7,0,3,14,2,2,Chicago Fire,MAPFRE Stadium,74,\N,2009,115,FALSE,Draw,0,0.6
11172,14271,5/9/2009 0:00,2009,5,129,7,0,4,14,3,2,Sporting Kansas City,MAPFRE Stadium,62,\N,2009,129,FALSE,Draw,0,0.7143
11174,8793,5/27/2009 0:00,2009,5,147,4,0,5,18,2,1,San Jose Earthquakes,MAPFRE Stadium,75,\N,2009,147,FALSE,Draw,0,1
11177,12658,6/14/2009 15:00,2009,6,165,1,15,6,18,2,1,Chivas USA,MAPFRE Stadium,68,\N,2009,165,FALSE,Win,1,1.3333
11179,15575,6/27/2009 0:00,2009,6,178,7,0,7,13,1,0,New York Red Bulls,MAPFRE Stadium,74,\N,2009,178,FALSE,Loss,-1,1.3571
11180,14370,7/4/2009 0:00,2009,7,185,7,0,8,7,1,1,D.C. United,MAPFRE Stadium,67,\N,2009,185,FALSE,Win,1,1.4667
11182,12922,7/18/2009 0:00,2009,7,199,7,0,9,14,3,1,Real Salt Lake,MAPFRE Stadium,65,\N,2009,199,FALSE,Draw,0,1.4118
11183,13775,7/25/2009 0:00,2009,7,206,7,0,10,7,3,2,Toronto FC,MAPFRE Stadium,71,\N,2009,206,FALSE,Win,1,1.5
11186,19115,8/15/2009 0:00,2009,8,227,7,0,11,21,2,0,FC Dallas,MAPFRE Stadium,76,\N,2009,227,FALSE,Win,1,1.7143
11188,14306,9/13/2009 17:00,2009,9,256,1,17,12,29,2,1,Houston Dynamo,MAPFRE Stadium,64,\N,2009,256,FALSE,Loss,-1,1.6957
11190,20966,9/26/2009 0:00,2009,9,269,7,0,13,13,2,0,Los Angeles Galaxy,MAPFRE Stadium,65,\N,2009,269,FALSE,Draw,0,1.72
11191,14372,10/3/2009 0:00,2009,10,276,7,0,14,7,0,1,Seattle Sounders,MAPFRE Stadium,57,\N,2009,276,FALSE,Win,1,1.7692
11194,16797,10/25/2009 18:00,2009,10,298,1,18,15,22,0,1,New England Revolution,MAPFRE Stadium,48,\N,2009,298,FALSE,Loss,-1,1.6897
11467,13536,3/27/2010 16:00,2010,3,86,7,16,1,,2,0,Toronto FC,MAPFRE Stadium,42,\N,2010,86,TRUE,,,
11469,14322,4/24/2010 19:30,2010,4,114,7,19.5,2,28,1,0,Real Salt Lake,MAPFRE Stadium,62,\N,2010,114,FALSE,Draw,0,2
11471,10197,5/8/2010 19:00,2010,5,128,7,19,3,14,3,2,New England Revolution,MAPFRE Stadium,52,\N,2010,128,FALSE,Draw,0,2
11472,15027,5/15/2010 19:30,2010,5,135,7,19.5,4,7,1,0,Chivas USA,MAPFRE Stadium,63,\N,2010,135,FALSE,Win,1,2.2
11475,18139,5/29/2010 19:30,2010,5,149,7,19.5,5,14,0,2,Los Angeles Galaxy,MAPFRE Stadium,76,\N,2010,149,FALSE,Win,1,2.5
11599,15335,6/26/2010 19:30,2010,6,177,7,19.5,6,28,2,0,D.C. United,MAPFRE Stadium,78,\N,2010,177,FALSE,Loss,-1,1.9091
11600,14017,7/3/2010 19:30,2010,7,184,7,19.5,7,7,2,1,Chicago Fire,MAPFRE Stadium,70,\N,2010,184,FALSE,Win,1,2
11602,11304,7/14/2010 19:30,2010,7,195,4,19.5,8,11,0,1,Sporting Kansas City,MAPFRE Stadium,76,\N,2010,195,FALSE,Draw,0,2
11603,14378,7/17/2010 19:30,2010,7,198,7,19.5,9,3,2,0,New York Red Bulls,MAPFRE Stadium,79,\N,2010,198,FALSE,Loss,-1,1.8667
11604,13585,7/24/2010 19:30,2010,7,205,7,19.5,10,7,3,0,Houston Dynamo,MAPFRE Stadium,86,\N,2010,205,FALSE,Win,1,1.9375
11609,16063,8/21/2010 19:30,2010,8,233,7,19.5,11,28,3,1,Colorado Rapids,MAPFRE Stadium,78,\N,2010,233,FALSE,Loss,-1,1.85
11611,16708,8/28/2010 19:30,2010,8,240,7,19.5,12,7,0,0,FC Dallas,MAPFRE Stadium,70,\N,2010,240,FALSE,Win,1,1.9048
11616,17144,9/18/2010 19:30,2010,9,261,7,19.5,13,21,0,4,Seattle Sounders,MAPFRE Stadium,67,\N,2010,261,FALSE,Loss,-1,1.8333
11620,10867,10/2/2010 19:30,2010,10,275,7,19.5,14,14,0,0,San Jose Earthquakes,MAPFRE Stadium,55,\N,2010,275,FALSE,Draw,0,1.7308
11836,19006,10/24/2010 16:00,2010,10,297,1,16,15,22,3,1,Philadelphia Union,MAPFRE Stadium,65,\N,2010,297,FALSE,Draw,0,1.6207
11875,10306,3/26/2011 16:00,2011,3,85,7,16,1,,0,0,New York Red Bulls,MAPFRE Stadium,31,\N,2011,85,TRUE,Loss,-1,0
11882,14549,4/1/2011 19:30,2011,4,91,6,19.5,2,6,2,0,FC Dallas,MAPFRE Stadium,41,\N,2011,91,FALSE,Draw,0,0.5
11904,7695,4/16/2011 19:30,2011,4,106,7,19.5,3,15,1,0,Sporting Kansas City,MAPFRE Stadium,50,\N,2011,106,FALSE,Draw,0,1.25
11921,11298,4/30/2011 19:30,2011,4,120,7,19.5,4,14,2,1,Vancouver Whitecaps,MAPFRE Stadium,53,\N,2011,120,FALSE,Draw,0,1.5
11933,7148,5/7/2011 19:30,2011,5,127,7,19.5,5,7,1,1,Seattle Sounders,MAPFRE Stadium,56,\N,2011,127,FALSE,Win,1,1.7143
11962,9431,5/28/2011 19:30,2011,5,148,7,19.5,6,21,3,3,Chivas USA,MAPFRE Stadium,70,\N,2011,148,FALSE,Loss,-1,1.3
11979,9650,6/8/2011 19:30,2011,6,159,4,19.5,7,11,2,1,Real Salt Lake,MAPFRE Stadium,81,\N,2011,159,FALSE,Draw,0,1.25
11988,13498,6/12/2011 16:00,2011,6,163,1,16,8,4,0,1,Chicago Fire,MAPFRE Stadium,67,\N,2011,163,FALSE,Win,1,1.3846
12011,10771,6/26/2011 20:00,2011,6,177,1,20,9,14,4,1,Colorado Rapids,MAPFRE Stadium,69,\N,2011,177,FALSE,Win,1,1.4
12035,14109,7/16/2011 19:30,2011,7,197,7,19.5,10,20,0,0,San Jose Earthquakes,MAPFRE Stadium,77,\N,2011,197,FALSE,Win,1,1.5
12047,11246,7/23/2011 20:00,2011,7,204,7,20,11,7,1,0,Portland Timbers,MAPFRE Stadium,84,\N,2011,204,FALSE,Loss,-1,1.4
12079,13041,8/13/2011 19:30,2011,8,225,7,19.5,12,21,3,1,New England Revolution,MAPFRE Stadium,75,\N,2011,225,FALSE,Loss,-1,1.4783
12086,13869,8/20/2011 19:30,2011,8,232,7,19.5,13,7,2,1,Philadelphia Union,MAPFRE Stadium,76,\N,2011,232,FALSE,Win,1,1.5417
12110,13058,9/10/2011 19:30,2011,9,253,7,19.5,14,21,2,4,Toronto FC,MAPFRE Stadium,69,\N,2011,253,FALSE,Loss,-1,1.5385
12114,10709,9/14/2011 19:30,2011,9,257,4,19.5,15,4,2,2,Houston Dynamo,MAPFRE Stadium,65,\N,2011,257,FALSE,Loss,-1,1.4815
12128,21203,9/24/2011 19:30,2011,9,267,7,19.5,16,10,0,1,Los Angeles Galaxy,MAPFRE Stadium,61,\N,2011,267,FALSE,Loss,-1,1.4138
12145,15566,10/2/2011 16:00,2011,10,275,1,16,17,8,2,1,D.C. United,MAPFRE Stadium,50,\N,2011,275,FALSE,Loss,-1,1.3226
12630,18197,3/24/2012 16:00,2012,3,84,7,16,1,,2,0,Montreal Impact,MAPFRE Stadium,61,\N,2012,84,TRUE,Loss,-1,0
12648,11516,4/7/2012 15:00,2012,4,98,7,15,2,14,1,4,New York Red Bulls,MAPFRE Stadium,48,\N,2012,98,FALSE,Win,1,2
12666,10479,4/21/2012 19:30,2012,4,112,7,19.5,3,14,2,2,Houston Dynamo,MAPFRE Stadium,48,\N,2012,112,FALSE,Loss,-1,1.2
12678,11978,4/28/2012 19:30,2012,4,119,7,19.5,4,7,0,1,Vancouver Whitecaps,MAPFRE Stadium,47,\N,2012,119,FALSE,Draw,0,1.1667
12701,11120,5/12/2012 19:30,2012,5,133,7,19.5,5,14,2,1,FC Dallas,MAPFRE Stadium,61,\N,2012,133,FALSE,Draw,0,1
12723,16024,5/26/2012 19:00,2012,5,147,7,19,6,14,2,1,Chicago Fire,MAPFRE Stadium,80,\N,2012,147,FALSE,Win,1,1.3636
12761,19674,6/30/2012 21:00,2012,6,182,7,21,7,35,2,0,Real Salt Lake,MAPFRE Stadium,80,\N,2012,182,FALSE,Loss,-1,1.3571
12784,17588,7/14/2012 19:30,2012,7,196,7,19.5,8,14,0,2,Sporting Kansas City,MAPFRE Stadium,77,\N,2012,196,FALSE,Loss,-1,1.375
12800,17150,7/21/2012 19:30,2012,7,203,7,19.5,9,7,1,0,D.C. United,MAPFRE Stadium,75,\N,2012,203,FALSE,Loss,-1,1.2941
12832,17019,8/15/2012 19:00,2012,8,228,4,19,10,25,1,1,Los Angeles Galaxy,MAPFRE Stadium,75,\N,2012,228,FALSE,Loss,-1,1.4
12825,10049,8/22/2012 19:30,2012,8,235,4,19.5,11,7,2,1,Toronto FC,MAPFRE Stadium,71,\N,2012,235,FALSE,Draw,0,1.3636
12847,13651,8/25/2012 19:30,2012,8,238,7,19.5,12,3,4,3,New England Revolution,MAPFRE Stadium,79,\N,2012,238,FALSE,Win,1,1.4348
12859,12522,9/1/2012 19:30,2012,9,245,7,19.5,13,7,2,1,Montreal Impact,MAPFRE Stadium,80,\N,2012,245,FALSE,Win,1,1.56
12881,13874,9/19/2012 19:30,2012,9,263,4,19.5,14,18,1,0,Chivas USA,MAPFRE Stadium,55,\N,2012,263,FALSE,Loss,-1,1.5
12895,14673,9/29/2012 19:30,2012,9,273,7,19.5,15,10,3,2,Philadelphia Union,MAPFRE Stadium,59,\N,2012,273,FALSE,Loss,-1,1.5
12910,13566,10/7/2012 16:00,2012,10,281,1,16,16,8,1,1,Sporting Kansas City,MAPFRE Stadium,47,\N,2012,281,FALSE,Win,1,1.5484
13589,15672,10/28/2012 16:00,2012,10,302,1,16,17,21,2,1,Toronto FC,MAPFRE Stadium,43,\N,2012,302,FALSE,Loss,-1,1.4848
13270,16528,3/16/2013 17:30,2013,3,75,7,17.5,1,,1,1,San Jose Earthquakes,MAPFRE Stadium,43,\N,2013,75,TRUE,Loss,-1,1.5
13298,10293,4/6/2013 17:00,2013,4,96,7,17,2,21,1,1,Philadelphia Union,MAPFRE Stadium,46,\N,2013,96,FALSE,Win,1,1.75
13326,14090,4/27/2013 19:30,2013,4,117,7,19.5,3,21,3,0,D.C. United,MAPFRE Stadium,56,\N,2013,117,FALSE,Loss,-1,1.2857
13333,12020,5/4/2013 16:00,2013,5,124,7,16,4,7,0,1,New York Red Bulls,MAPFRE Stadium,64,\N,2013,124,FALSE,Win,1,1.5
13349,11269,5/11/2013 19:30,2013,5,131,7,19.5,5,7,0,2,Colorado Rapids,MAPFRE Stadium,55,\N,2013,131,FALSE,Loss,-1,1.3333
13375,11040,6/1/2013 19:30,2013,6,152,7,19.5,6,21,1,1,Houston Dynamo,MAPFRE Stadium,77,\N,2013,152,FALSE,Draw,0,1.3333
13387,18320,6/15/2013 19:30,2013,6,166,7,19.5,7,14,2,0,Montreal Impact,MAPFRE Stadium,67,\N,2013,166,FALSE,Loss,-1,1.2143
13397,19624,6/22/2013 20:00,2013,6,173,7,20,8,7,1,2,Chicago Fire,MAPFRE Stadium,78,\N,2013,173,FALSE,Win,1,1.3333
13425,15051,7/7/2013 17:00,2013,7,188,1,17,9,15,1,0,Portland Timbers,MAPFRE Stadium,75,\N,2013,188,FALSE,Loss,-1,1.1111
13440,19323,7/20/2013 19:30,2013,7,201,7,19.5,10,13,0,2,New England Revolution,MAPFRE Stadium,75,\N,2013,201,FALSE,Win,1,1.2105
13465,19080,8/10/2013 19:30,2013,8,222,7,19.5,11,21,2,0,New York Red Bulls,MAPFRE Stadium,75,\N,2013,222,FALSE,Loss,-1,1.0455
13474,16352,8/17/2013 19:30,2013,8,229,7,19.5,12,7,2,0,Toronto FC,MAPFRE Stadium,73,\N,2013,229,FALSE,Win,1,1.1304
13496,20392,8/31/2013 19:30,2013,8,243,7,19.5,13,14,0,1,Seattle Sounders,MAPFRE Stadium,79,\N,2013,243,FALSE,Loss,-1,1.16
13502,14360,9/4/2013 19:30,2013,9,247,4,19.5,14,4,2,0,Houston Dynamo,MAPFRE Stadium,68,\N,2013,247,FALSE,Loss,-1,1.1154
13526,19010,9/21/2013 19:30,2013,9,264,7,19.5,15,17,3,0,Chicago Fire,MAPFRE Stadium,66,\N,2013,264,FALSE,Win,1,1.2069
13544,19107,10/5/2013 19:30,2013,10,278,7,19.5,16,14,0,1,Sporting Kansas City,MAPFRE Stadium,75,\N,2013,278,FALSE,Win,1,1.3226
13572,17505,10/27/2013 16:00,2013,10,300,1,16,17,22,0,1,New England Revolution,MAPFRE Stadium,44,\N,2013,300,FALSE,Loss,-1,1.2424
13967,17517,3/22/2014 18:00,2014,3,81,7,18,1,,2,1,Philadelphia Union,MAPFRE Stadium,49,\N,2014,81,TRUE,Win,1,3
13999,12045,4/5/2014 18:00,2014,4,95,7,18,2,14,0,2,Toronto FC,MAPFRE Stadium,44,\N,2014,95,FALSE,Win,1,3
13931,11437,4/19/2014 19:30,2014,4,109,7,19.5,3,14,1,1,D.C. United,MAPFRE Stadium,57,\N,2014,109,FALSE,Draw,0,2
13912,18026,4/26/2014 19:30,2014,4,116,7,19.5,4,7,1,1,New York Red Bulls,MAPFRE Stadium,60,\N,2014,116,FALSE,Draw,0,1.8333
13959,14495,5/10/2014 19:30,2014,5,130,7,19.5,5,14,0,1,Vancouver Whitecaps,MAPFRE Stadium,62,\N,2014,130,FALSE,Loss,-1,1.3333
13883,15290,5/24/2014 19:30,2014,5,144,7,19.5,6,14,2,0,Chicago Fire,MAPFRE Stadium,64,\N,2014,144,FALSE,Draw,0,1.1818
13887,11121,6/4/2014 19:30,2014,6,155,4,19.5,7,11,1,1,Real Salt Lake,MAPFRE Stadium,68,\N,2014,155,FALSE,Loss,-1,1.2308
13893,20617,6/29/2014 14:00,2014,6,180,1,14,8,25,0,0,FC Dallas,MAPFRE Stadium,80,\N,2014,180,FALSE,Draw,0,1.2
13812,13643,7/16/2014 19:30,2014,7,197,4,19.5,9,17,1,2,Sporting Kansas City,MAPFRE Stadium,65,\N,2014,197,FALSE,Loss,-1,1.1111
13819,21112,7/19/2014 19:30,2014,7,200,7,19.5,10,3,2,1,Montreal Impact,MAPFRE Stadium,69,\N,2014,200,FALSE,Loss,-1,1.0526
13776,17822,8/9/2014 19:30,2014,8,221,7,19.5,11,21,2,3,Toronto FC,MAPFRE Stadium,75,\N,2014,221,FALSE,Draw,0,1.2273
13761,20729,8/16/2014 19:30,2014,8,228,7,19.5,12,7,4,1,Los Angeles Galaxy,MAPFRE Stadium,67,\N,2014,228,FALSE,Loss,-1,1.1739
13785,17551,8/23/2014 19:30,2014,8,235,7,19.5,13,7,3,0,Houston Dynamo,MAPFRE Stadium,80,\N,2014,235,FALSE,Win,1,1.25
13796,17043,9/7/2014 15:00,2014,9,250,1,15,14,15,3,0,Chivas USA,MAPFRE Stadium,68,\N,2014,250,FALSE,Loss,-1,1.2692
13725,21318,9/20/2014 19:30,2014,9,263,7,19.5,15,13,1,0,New England Revolution,MAPFRE Stadium,72,\N,2014,263,FALSE,Draw,0,1.3214
13758,20318,9/27/2014 19:30,2014,9,270,7,19.5,16,7,2,0,Montreal Impact,MAPFRE Stadium,68,\N,2014,270,FALSE,Win,1,1.3793
13700,16892,10/26/2014 16:00,2014,10,299,1,16,17,29,2,1,Philadelphia Union,MAPFRE Stadium,52,\N,2014,299,FALSE,Win,1,1.4848
14645,15826,3/14/2015 19:30,2015,3,73,7,19.5,1,,2,0,Toronto FC,MAPFRE Stadium,48,\N,2015,73,TRUE,Loss,-1,0
14663,10302,3/28/2015 19:30,2015,3,87,7,19.5,2,14,1,2,New York Red Bulls,MAPFRE Stadium,25,\N,2015,87,FALSE,Win,1,1.5
14692,15655,4/18/2015 19:30,2015,4,108,7,19.5,3,21,3,0,Orlando City,MAPFRE Stadium,63,\N,2015,108,FALSE,Draw,0,1
14702,15553,4/25/2015 19:30,2015,4,115,7,19.5,4,7,4,1,Philadelphia Union,MAPFRE Stadium,47,\N,2015,115,FALSE,Win,1,1.3333
14726,16714,5/9/2015 19:30,2015,5,129,7,19.5,5,14,3,2,Seattle Sounders,MAPFRE Stadium,75,\N,2015,129,FALSE,Loss,-1,1.375
14742,13118,5/22/2015 20:00,2015,5,142,6,20,6,13,2,2,Chicago Fire,MAPFRE Stadium,57,\N,2015,142,FALSE,Loss,-1,1.4
14771,12265,6/6/2015 19:30,2015,6,157,7,19.5,7,15,1,2,Montreal Impact,MAPFRE Stadium,70,\N,2015,157,FALSE,Loss,-1,1.2308
14780,21051,6/13/2015 19:30,2015,6,164,7,19.5,8,7,1,1,Los Angeles Galaxy,MAPFRE Stadium,80,\N,2015,164,FALSE,Loss,-1,1.1429
14795,11435,6/24/2015 19:30,2015,6,175,4,19.5,9,11,2,1,New England Revolution,MAPFRE Stadium,72,\N,2015,175,FALSE,Draw,0,1.1333
14810,14429,7/4/2015 19:30,2015,7,185,7,19.5,10,10,2,1,New York Red Bulls,MAPFRE Stadium,69,\N,2015,185,FALSE,Draw,0,1.2353
14834,15455,7/19/2015 17:00,2015,7,200,1,17,11,15,3,1,Chicago Fire,MAPFRE Stadium,79,\N,2015,200,FALSE,Win,1,1.35
14839,21324,7/25/2015 19:30,2015,7,206,7,19.5,12,6,3,3,Toronto FC,MAPFRE Stadium,75,\N,2015,206,FALSE,Win,1,1.4286
14876,15514,8/19/2015 19:30,2015,8,231,4,19.5,13,25,2,2,New York City FC,MAPFRE Stadium,78,\N,2015,231,FALSE,Win,1,1.4167
14883,20018,8/22/2015 19:30,2015,8,234,7,19.5,14,3,3,2,Sporting Kansas City,MAPFRE Stadium,70,\N,2015,234,FALSE,Draw,0,1.4
14903,20217,9/6/2015 19:00,2015,9,249,1,19,15,15,0,3,FC Dallas,MAPFRE Stadium,78,\N,2015,249,FALSE,Win,1,1.5185
14932,22719,9/26/2015 19:30,2015,9,269,7,19.5,16,20,1,2,Portland Timbers,MAPFRE Stadium,69,\N,2015,269,FALSE,Win,1,1.5667
14965,19121,10/25/2015 17:00,2015,10,298,1,17,17,29,5,0,D.C. United,MAPFRE Stadium,52,\N,2015,298,FALSE,Win,1,1.5152
17229,17015,3/12/2016 19:30,2016,3,72,7,19.5,1,,1,2,Philadelphia Union,MAPFRE Stadium,54,\N,2016,72,TRUE,Loss,-1,0
17271,16715,4/16/2016 19:30,2016,4,107,7,19.5,2,35,3,2,New York City FC,MAPFRE Stadium,63,\N,2016,107,FALSE,Loss,-1,0.4
17282,17705,4/23/2016 19:30,2016,4,114,7,19.5,3,7,1,0,Houston Dynamo,MAPFRE Stadium,53,\N,2016,114,FALSE,Win,1,0.8333
17304,14095,5/7/2016 19:30,2016,5,128,7,19.5,4,14,4,4,Montreal Impact,MAPFRE Stadium,58,\N,2016,128,FALSE,Loss,-1,1
17318,15023,5/14/2016 19:30,2016,5,135,7,19.5,5,7,1,1,Colorado Rapids,MAPFRE Stadium,49,\N,2016,135,FALSE,Draw,0,1
17339,14894,5/28/2016 19:30,2016,5,149,7,19.5,6,14,4,3,Real Salt Lake,MAPFRE Stadium,77,\N,2016,149,FALSE,Draw,0,1
17356,14814,6/18/2016 19:30,2016,6,170,7,19.5,7,21,0,0,Montreal Impact,MAPFRE Stadium,74,\N,2016,170,FALSE,Loss,-1,1.0769
17369,20389,6/25/2016 19:30,2016,6,177,7,19.5,8,7,1,1,New York Red Bulls,MAPFRE Stadium,74,\N,2016,177,FALSE,Draw,0,1.0714
17396,13410,7/13/2016 19:30,2016,7,195,4,19.5,9,18,1,1,Toronto FC,MAPFRE Stadium,81,\N,2016,195,FALSE,Loss,-1,0.9412
17403,20065,7/16/2016 19:30,2016,7,198,7,19.5,10,3,1,1,D.C. United,MAPFRE Stadium,75,\N,2016,198,FALSE,Draw,0,0.9444
17416,20034,7/23/2016 19:30,2016,7,205,7,19.5,11,7,2,2,Orlando City,MAPFRE Stadium,80,\N,2016,205,FALSE,Draw,0,0.9474
17445,18189,8/13/2016 19:30,2016,8,226,7,19.5,12,21,3,3,New York City FC,MAPFRE Stadium,84,\N,2016,226,FALSE,Loss,-1,0.9048
17463,13114,8/24/2016 19:30,2016,8,237,4,19.5,13,11,1,2,Philadelphia Union,MAPFRE Stadium,73,\N,2016,237,FALSE,Win,1,1
17472,20031,8/27/2016 19:30,2016,8,240,7,19.5,14,3,2,0,San Jose Earthquakes,MAPFRE Stadium,81,\N,2016,240,FALSE,Loss,-1,0.9583
17487,15589,9/10/2016 19:30,2016,9,254,7,19.5,15,14,1,3,Vancouver Whitecaps,MAPFRE Stadium,76,\N,2016,254,FALSE,Loss,-1,1
17514,20012,9/25/2016 19:00,2016,9,269,1,19,16,15,2,0,New England Revolution,MAPFRE Stadium,69,\N,2016,269,FALSE,Win,1,1.0357
17522,20034,10/1/2016 19:30,2016,10,275,7,19.5,17,6,3,0,Chicago Fire,MAPFRE Stadium,60,\N,2016,275,FALSE,Loss,-1,1.0667
19040,15023,3/4/2017 14:00,2017,3,63,7,14,1,,1,1,Chicago Fire,MAPFRE Stadium,31,\N,2017,63,TRUE,,,
19074,11067,3/25/2017 19:30,2017,3,84,7,19.5,2,21,3,2,Portland Timbers,MAPFRE Stadium,67,\N,2017,84,FALSE,Win,1,1.3333
19077,12226,4/1/2017 16:00,2017,4,91,7,16,3,7,2,0,Orlando City,MAPFRE Stadium,46,\N,2017,91,FALSE,Win,1,1.75
19103,12319,4/15/2017 20:00,2017,4,105,7,20,4,14,2,1,Toronto FC,MAPFRE Stadium,68,\N,2017,105,FALSE,Loss,-1,1.6667
19123,17336,4/29/2017 19:30,2017,4,119,7,19.5,5,14,2,3,New York City FC,MAPFRE Stadium,66,\N,2017,119,FALSE,Loss,-1,1.625
19137,13340,5/6/2017 19:30,2017,5,126,7,19.5,6,7,2,0,New England Revolution,MAPFRE Stadium,52,\N,2017,126,FALSE,Loss,-1,1.4444
19144,10318,5/10/2017 19:30,2017,5,130,4,19.5,7,4,1,2,Toronto FC,MAPFRE Stadium,63,\N,2017,130,FALSE,Win,1,1.6
19183,12773,5/31/2017 19:30,2017,5,151,4,19.5,8,21,3,0,Seattle Sounders,MAPFRE Stadium,68,\N,2017,151,FALSE,Loss,-1,1.3571
19222,16592,6/24/2017 19:30,2017,6,175,7,19.5,9,24,4,1,Montreal Impact,MAPFRE Stadium,71,\N,2017,175,FALSE,Loss,-1,1.2941
19232,20391,7/1/2017 19:30,2017,7,182,7,19.5,10,7,0,2,Atlanta United FC,MAPFRE Stadium,76,\N,2017,182,FALSE,Win,1,1.3889
19261,17418,7/22/2017 19:30,2017,7,203,7,19.5,11,21,1,0,Philadelphia Union,MAPFRE Stadium,80,\N,2017,203,FALSE,Win,1,1.4
19294,18690,8/12/2017 19:30,2017,8,224,7,19.5,12,21,3,1,Chicago Fire,MAPFRE Stadium,72,\N,2017,224,FALSE,Loss,-1,1.3333
19314,12150,8/23/2017 19:30,2017,8,235,4,19.5,13,11,2,0,Los Angeles Galaxy,MAPFRE Stadium,70,\N,2017,235,FALSE,Draw,0,1.3846
19323,18379,8/26/2017 19:30,2017,8,238,7,19.5,14,3,2,1,FC Dallas,MAPFRE Stadium,66,\N,2017,238,FALSE,Win,1,1.4444
19343,17089,9/10/2017 13:00,2017,9,253,1,13,15,15,1,1,Sporting Kansas City,MAPFRE Stadium,60,\N,2017,253,FALSE,Win,1,1.5
19363,20008,9/23/2017 19:30,2017,9,266,7,19.5,16,13,3,2,New York Red Bulls,MAPFRE Stadium,77,\N,2017,266,FALSE,Draw,0,1.4667
19381,17350,9/30/2017 19:30,2017,9,273,7,19.5,17,7,2,0,D.C. United,MAPFRE Stadium,59,\N,2017,273,FALSE,Win,1,1.5161
20132,11098,3/10/2018 13:00,2018,3,69,7,13,1,,3,2,Montreal Impact,MAPFRE Stadium,33,\N,2018,69,TRUE,Win,1,3
20152,8443,3/24/2018 18:00,2018,3,83,7,18,2,14,3,1,D.C. United,MAPFRE Stadium,34,\N,2018,83,FALSE,Draw,0,2.3333
20157,8992,3/31/2018 15:00,2018,3,90,7,15,3,7,1,2,Vancouver Whitecaps,MAPFRE Stadium,44,\N,2018,90,FALSE,Win,1,2.5
20193,11264,4/21/2018 19:30,2018,4,111,7,19.5,4,21,2,2,New England Revolution,MAPFRE Stadium,45,\N,2018,111,FALSE,Loss,-1,1.4286
20204,11479,4/28/2018 19:30,2018,4,118,7,19.5,5,7,2,1,San Jose Earthquakes,MAPFRE Stadium,45,\N,2018,118,FALSE,Draw,0,1.375
20223,7683,5/9/2018 19:30,2018,5,129,4,19.5,6,11,1,0,Philadelphia Union,MAPFRE Stadium,70,\N,2018,129,FALSE,Draw,0,1.5
20231,11108,5/12/2018 19:30,2018,5,132,7,19.5,7,3,3,0,Chicago Fire,MAPFRE Stadium,74,\N,2018,132,FALSE,Win,1,1.6364
20269,12305,6/2/2018 19:30,2018,6,153,7,19.5,8,21,3,3,Toronto FC,MAPFRE Stadium,75,\N,2018,153,FALSE,Draw,0,1.7857
20278,11246,6/9/2018 17:00,2018,6,160,7,17,9,7,1,1,New York Red Bulls,MAPFRE Stadium,76,\N,2018,160,FALSE,Draw,0,1.7333
20287,10132,6/13/2018 19:30,2018,6,164,4,19.5,10,4,0,2,Atlanta United FC,MAPFRE Stadium,75,\N,2018,164,FALSE,Draw,0,1.6875
20306,16680,6/30/2018 19:30,2018,6,181,7,19.5,11,17,2,1,Real Salt Lake,MAPFRE Stadium,81,\N,2018,181,FALSE,Loss,-1,1.5
20348,14052,7/21/2018 20:18,2018,7,202,7,20.3,12,21,3,2,Orlando City,MAPFRE Stadium,72,\N,2018,202,FALSE,Loss,-1,1.4286
20380,15891,8/11/2018 19:30,2018,8,223,7,19.5,13,21,1,0,Houston Dynamo,MAPFRE Stadium,74,\N,2018,223,FALSE,Win,1,1.5652
20424,11991,9/1/2018 20:00,2018,9,244,7,20,14,21,2,1,New York City FC,MAPFRE Stadium,78,\N,2018,244,FALSE,Draw,0,1.5385
20452,19121,9/22/2018 19:30,2018,9,265,7,19.5,15,21,2,1,Colorado Rapids,MAPFRE Stadium,62,\N,2018,265,FALSE,Loss,-1,1.5172
20464,12441,9/29/2018 19:30,2018,9,272,7,19.5,16,7,0,0,Philadelphia Union,MAPFRE Stadium,61,\N,2018,272,FALSE,Win,1,1.5667
20504,17677,10/28/2018 16:30,2018,10,301,1,16.5,17,29,3,2,Minnesota United FC,MAPFRE Stadium,49,\N,2018,301,FALSE,Loss,-1,1.4545
20559,17931,3/2/2019 16:30,2019,3,61,7,16.5,1,,1,1,New York Red Bulls,MAPFRE Stadium,33,\N,2019,61,TRUE,,,
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