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@susanli2016
Created December 24, 2016 18:38
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{
"cells": [
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"data=pd.read_excel(\"Ref_game_log.xlsx\", sheetname=\"Data\")"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
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{
"data": {
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"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ID</th>\n",
" <th>Home</th>\n",
" <th>Away</th>\n",
" <th>Home Score</th>\n",
" <th>Away Score</th>\n",
" <th>My Position</th>\n",
" <th>Ref Name</th>\n",
" <th>AR1 Name</th>\n",
" <th>AR2 Name</th>\n",
" <th>Match Type</th>\n",
" <th>...</th>\n",
" <th>running distance</th>\n",
" <th>ref mileage</th>\n",
" <th>Column1</th>\n",
" <th>Column2</th>\n",
" <th>Column3</th>\n",
" <th>Column4</th>\n",
" <th>Column5</th>\n",
" <th>Column6</th>\n",
" <th>Column7</th>\n",
" <th>Column8</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1.0</td>\n",
" <td>Excel</td>\n",
" <td>NaN</td>\n",
" <td>lost record</td>\n",
" <td>lost record</td>\n",
" <td>AR1</td>\n",
" <td>CULLEN BENNETT</td>\n",
" <td>JOHN ZHANG</td>\n",
" <td>MIGUEL IBANEZ</td>\n",
" <td>Select</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
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" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2.0</td>\n",
" <td>Griffin Excell 2000 White</td>\n",
" <td>United FA 01 White</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>Ref</td>\n",
" <td>JOHN ZHANG</td>\n",
" <td>Miguel Ibanez</td>\n",
" <td>COLIN RELEFORD</td>\n",
" <td>Select</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3.0</td>\n",
" <td>Excel</td>\n",
" <td>NaN</td>\n",
" <td>lost record</td>\n",
" <td>lost record</td>\n",
" <td>AR1</td>\n",
" <td>MIGUEL IBANEZ</td>\n",
" <td>JOHN ZHANG</td>\n",
" <td>KHAIEN CONNOR</td>\n",
" <td>Select</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4.0</td>\n",
" <td>Excel</td>\n",
" <td>Grey</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>AR2</td>\n",
" <td>JEREMY HAND</td>\n",
" <td>MICHAEL NEWMAN, JR</td>\n",
" <td>JOHN ZHANG</td>\n",
" <td>Select</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5.0</td>\n",
" <td>Griffin Hawks</td>\n",
" <td>Griffin Tigers</td>\n",
" <td>0</td>\n",
" <td>12</td>\n",
" <td>Ref</td>\n",
" <td>JOHN ZHANG</td>\n",
" <td>NONE</td>\n",
" <td>NONE</td>\n",
" <td>Rec</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 32 columns</p>\n",
"</div>"
],
"text/plain": [
" ID Home Away Home Score \\\n",
"0 1.0 Excel NaN lost record \n",
"1 2.0 Griffin Excell 2000 White United FA 01 White 1 \n",
"2 3.0 Excel NaN lost record \n",
"3 4.0 Excel Grey 0 \n",
"4 5.0 Griffin Hawks Griffin Tigers 0 \n",
"\n",
" Away Score My Position Ref Name AR1 Name \\\n",
"0 lost record AR1 CULLEN BENNETT JOHN ZHANG \n",
"1 0 Ref JOHN ZHANG Miguel Ibanez \n",
"2 lost record AR1 MIGUEL IBANEZ JOHN ZHANG \n",
"3 0 AR2 JEREMY HAND MICHAEL NEWMAN, JR \n",
"4 12 Ref JOHN ZHANG NONE \n",
"\n",
" AR2 Name Match Type ... running distance ref mileage Column1 \\\n",
"0 MIGUEL IBANEZ Select ... NaN NaN NaN \n",
"1 COLIN RELEFORD Select ... NaN NaN NaN \n",
"2 KHAIEN CONNOR Select ... NaN NaN NaN \n",
"3 JOHN ZHANG Select ... NaN NaN NaN \n",
"4 NONE Rec ... NaN NaN NaN \n",
"\n",
" Column2 Column3 Column4 Column5 Column6 Column7 Column8 \n",
"0 NaN NaN NaN NaN NaN NaN NaN \n",
"1 NaN NaN NaN NaN NaN NaN NaN \n",
"2 NaN NaN NaN NaN NaN NaN NaN \n",
"3 NaN NaN NaN NaN NaN NaN NaN \n",
"4 NaN NaN NaN NaN NaN NaN NaN \n",
"\n",
"[5 rows x 32 columns]"
]
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"metadata": {},
"output_type": "execute_result"
}
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"source": [
"data.head()"
]
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{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ID</th>\n",
" <th>Home</th>\n",
" <th>Away</th>\n",
" <th>Home Score</th>\n",
" <th>Away Score</th>\n",
" <th>My Position</th>\n",
" <th>Ref Name</th>\n",
" <th>AR1 Name</th>\n",
" <th>AR2 Name</th>\n",
" <th>Match Type</th>\n",
" <th>...</th>\n",
" <th>running distance</th>\n",
" <th>ref mileage</th>\n",
" <th>Column1</th>\n",
" <th>Column2</th>\n",
" <th>Column3</th>\n",
" <th>Column4</th>\n",
" <th>Column5</th>\n",
" <th>Column6</th>\n",
" <th>Column7</th>\n",
" <th>Column8</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>666</th>\n",
" <td>NaN</td>\n",
" <td>CONCORDE FIRE ECNL U16</td>\n",
" <td>AFU ECNL U16</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>Ref</td>\n",
" <td>JOHN ZHANG</td>\n",
" <td>Matthew Lloyd</td>\n",
" <td>MICHAEL TERRY</td>\n",
" <td>Select</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>667</th>\n",
" <td>NaN</td>\n",
" <td>CONCORDE FIRE CENTRAL WHITE</td>\n",
" <td>CHIEFS PREMIER 02</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>Ref</td>\n",
" <td>JOHN ZHANG</td>\n",
" <td>TBD</td>\n",
" <td>Samuel Odutola</td>\n",
" <td>Select</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>668</th>\n",
" <td>NaN</td>\n",
" <td>CONCORDE FIRE ECNL U14</td>\n",
" <td>TAMPA BAY UNITED ECNL U14</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>AR1</td>\n",
" <td>JOEL WITTENMYER</td>\n",
" <td>JOHN ZHANG</td>\n",
" <td>JOE HENDRICKS</td>\n",
" <td>Select</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>669</th>\n",
" <td>NaN</td>\n",
" <td>CONCORDE FIRE ECNL U15</td>\n",
" <td>TAMPA BAY UNITED ECNL U15</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>Ref</td>\n",
" <td>JOHN ZHANG</td>\n",
" <td>JOE HENDRICKS</td>\n",
" <td>BRANDON ADAMS</td>\n",
" <td>Select</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>670</th>\n",
" <td>NaN</td>\n",
" <td>CONCORDE FIRE ECNL U18/U19</td>\n",
" <td>TAMPA BAY UNITED ECNL U18/U19</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>AR2</td>\n",
" <td>BRANDON ADAMS</td>\n",
" <td>KYLE JOHNSTON</td>\n",
" <td>JOHN ZHANG</td>\n",
" <td>Select</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 32 columns</p>\n",
"</div>"
],
"text/plain": [
" ID Home Away \\\n",
"666 NaN CONCORDE FIRE ECNL U16 AFU ECNL U16 \n",
"667 NaN CONCORDE FIRE CENTRAL WHITE CHIEFS PREMIER 02 \n",
"668 NaN CONCORDE FIRE ECNL U14 TAMPA BAY UNITED ECNL U14 \n",
"669 NaN CONCORDE FIRE ECNL U15 TAMPA BAY UNITED ECNL U15 \n",
"670 NaN CONCORDE FIRE ECNL U18/U19 TAMPA BAY UNITED ECNL U18/U19 \n",
"\n",
" Home Score Away Score My Position Ref Name AR1 Name \\\n",
"666 NaN NaN Ref JOHN ZHANG Matthew Lloyd \n",
"667 NaN NaN Ref JOHN ZHANG TBD \n",
"668 NaN NaN AR1 JOEL WITTENMYER JOHN ZHANG \n",
"669 NaN NaN Ref JOHN ZHANG JOE HENDRICKS \n",
"670 NaN NaN AR2 BRANDON ADAMS KYLE JOHNSTON \n",
"\n",
" AR2 Name Match Type ... running distance ref mileage Column1 \\\n",
"666 MICHAEL TERRY Select ... NaN NaN NaN \n",
"667 Samuel Odutola Select ... NaN NaN NaN \n",
"668 JOE HENDRICKS Select ... NaN NaN NaN \n",
"669 BRANDON ADAMS Select ... NaN NaN NaN \n",
"670 JOHN ZHANG Select ... NaN NaN NaN \n",
"\n",
" Column2 Column3 Column4 Column5 Column6 Column7 Column8 \n",
"666 NaN NaN NaN NaN NaN NaN NaN \n",
"667 NaN NaN NaN NaN NaN NaN NaN \n",
"668 NaN NaN NaN NaN NaN NaN NaN \n",
"669 NaN NaN NaN NaN NaN NaN NaN \n",
"670 NaN NaN NaN NaN NaN NaN NaN \n",
"\n",
"[5 rows x 32 columns]"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.tail()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"ID float64\n",
"Home object\n",
"Away object\n",
"Home Score object\n",
"Away Score object\n",
"My Position object\n",
"Ref Name object\n",
"AR1 Name object\n",
"AR2 Name object\n",
"Match Type object\n",
"Age Group object\n",
"M/F object\n",
"Date datetime64[ns]\n",
"Time object\n",
"Location object\n",
"FieldNumber object\n",
"Half time Duration object\n",
"# of Players object\n",
"Game Pay int64\n",
"Note object\n",
"Note 2 object\n",
"Note 3 object\n",
"running distance object\n",
"ref mileage object\n",
"Column1 object\n",
"Column2 object\n",
"Column3 float64\n",
"Column4 float64\n",
"Column5 object\n",
"Column6 object\n",
"Column7 object\n",
"Column8 object\n",
"dtype: object"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.dtypes"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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//Ed99913Hsc7nU75+/tbMSoA4Aq8/qWzHyPzo4iICJ09e1ZBQUGqr6/32Gto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\n6v8BxmWJyQruRPMAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x284828044e0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with sns.axes_style(\"white\"):\n",
" sns.factorplot(\"M/F\", data=data, kind=\"count\")"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x28480c17860>"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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LkJIDERHJpTFnHr/zzKEDuuXlYe8sWcNVt8+bQO6qMtbtoxAlBtOBnTKdaGZDgUeBzpmO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\niIhIzP8BfOmXK5iaUUIAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x28482cd39b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.factorplot(\"M/F\", data=data, kind=\"count\", hue=\"Age Group\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Sorry for the mess on the x-axis, I haven't figured out how to fix it."
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x28482d854e0>"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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cfUVRX++mwIqil6wABlQdrYiISE5qbToeU7zMzAYRE+zeWUVR3wPuc/e/l1i3HBhWtGwA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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x28482d85f28>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.factorplot(\"Age Group\", data=data, kind=\"count\", hue=\"M/F\")"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x2848285fb00>"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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DVyWKNQM/jTUKb5vZY7TSmdTdPzOzLYAzCc0ZewAXmdmTwCHuPgM4CnjO3X8X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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x28482c95630>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.factorplot(\"My Position\", data=data, kind=\"count\", hue=\"Match Type\")"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x28482ce34a8>"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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0hm3146Pe6tFnQLucrGbWVP791A1bAm/neYgDgU+BXwG3ZJXdBxzPsuRgTeAS4GEzWye5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\niW1GWIlyKGG10F0Jy1ifQPhb8BBwgrv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"text/plain": [
"<matplotlib.figure.Figure at 0x28483efeda0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.factorplot(\"Match Type\", data=data, kind=\"count\", hue=\"My Position\")"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x28483f55ba8>"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x28483f51208>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data[\"Game Pay\"].hist(bins=20)\n",
"plt.title(\"Histogram of Game Pay\")\n",
"plt.xlabel(\"$\")\n",
"plt.ylabel(\"Frequency\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Let's combine a kernel density with histogram."
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\Susan\\Anaconda3\\lib\\site-packages\\statsmodels\\nonparametric\\kdetools.py:20: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n",
" y = X[:m/2+1] + np.r_[0,X[m/2+1:],0]*1j\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x28484050518>"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Dv/hXb2xi4zmyokfNg2CsRGLZ0l2OTUREdo2SDqko0YHtq9z3NczepXOFmppp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\nAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2848405d240>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.distplot(data[\"Game Pay\"], bins=20, kde_kws={\"color\": \"indianred\", \"label\": \"KDE PLOT\"},\n",
" hist_kws={\"color\": \"blue\", \"label\":\"HIST\"})"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Ref 210\n",
"AR2 206\n",
"AR1 143\n",
"Dual Ref 106\n",
"Single Ref 3\n",
"4th 3\n",
"Name: My Position, dtype: int64"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data[\"My Position\"].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Select 322\n",
"High School 176\n",
"Rec 145\n",
"Academy 28\n",
"Name: Match Type, dtype: int64"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data[\"Match Type\"].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Varsity 113\n",
"Adult 94\n",
"U16 67\n",
"U17 61\n",
"U14 60\n",
"U15 49\n",
"U13 46\n",
"U19 41\n",
"JV 39\n",
"U12 24\n",
"7/8 Grade 21\n",
"U11 17\n",
"U18 17\n",
"U10 13\n",
"U12 5\n",
"varsity 2\n",
"U9 1\n",
"9th grade 1\n",
"Name: Age Group, dtype: int64"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data[\"Age Group\"].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\Susan\\Anaconda3\\lib\\site-packages\\statsmodels\\nonparametric\\kdetools.py:20: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n",
" y = X[:m/2+1] + np.r_[0,X[m/2+1:],0]*1j\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x284841a4780>"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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tuGGt/wHOALDW+saY04FfAc8DMeBO3EISIjIA/EiEhmfnUPfwg8TagqkhMzPJ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D9SM4ub40L3sMHZIYP2uEEiO/X3SEBXtFbB0ipYUuVNNKFfCb9usjnYuRuOngRAaaDddhPcf4c3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\nbVpJi7YkxlKMGqQMtbQlmbEkl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"text/plain": [
"<matplotlib.figure.Figure at 0x284840cc160>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig=sns.FacetGrid(data, hue=\"M/F\", aspect=4)\n",
"fig.map(sns.kdeplot, \"Game Pay\", shade=\"True\")\n",
"most=data[\"Game Pay\"].max()\n",
"fig.set(xlim=(0,most))\n",
"fig.add_legend()\n",
"plt.title(\"Another Way to Visualize the Gender Distribution\")"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\Susan\\Anaconda3\\lib\\site-packages\\statsmodels\\nonparametric\\kdetools.py:20: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n",
" y = X[:m/2+1] + np.r_[0,X[m/2+1:],0]*1j\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x2848422cf28>"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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q+D7DmSMD9YMVwHlmtmf4bRRIuwh4PD3/YS6G2M6BfIIQFP1JH9f8bjQvJO7e7u63EBYM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\njSIiIiIiIiIiIrIm/n91KydNUEQ13AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x284840a3c88>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig=sns.FacetGrid(data, hue=\"My Position\", aspect=4)\n",
"fig.map(sns.kdeplot, \"Game Pay\", shade=\"True\")\n",
"most=data[\"Game Pay\"].max()\n",
"fig.set(xlim=(0,most))\n",
"fig.add_legend()\n",
"plt.title(\"Another Way to Visualize Position's Distribution\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### The relationship between match type, position and pay."
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x284840c4160>"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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qtV6K8WR/g7sx+JInY+79gNla6/1KqZ1AstZ6hVIqDGPywn+9GmEAylu5grzG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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x284840c4390>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.factorplot(\"My Position\", \"Game Pay\", hue=\"Match Type\", data=data)"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"data[\"Home Score\"]= pd.to_numeric(data[\"Home Score\"], errors='coerce')\n",
"data[\"Away Score\"]=pd.to_numeric(data[\"Away Score\"], errors=\"coerce\")"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x28483f51a20>"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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ciIh0kDiOmbx8mSHPw3YVTGR7UjgREekQKnwVySmciIh0gOmJcczsrApfRVA4ERHZVMYY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\nwomIiIgMlP8f3sW7I1/oWEQAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2848285f128>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"groups=[0,5,10,15,20]\n",
"sns.lmplot(\"Home Score\", \"Game Pay\", hue=\"M/F\", data=data, x_bins=groups)"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x284842ee518>"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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V/hrwfcBHgB89yx2kWUaajOCMR8vFfu4F7OdeOOxLp1OsHVvvlbxYXSXttIdeJk8Swnv3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\nJSIiItJHCr5ERERE+kjBl4iIiEgf/X/RH4TSRKdn7gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x284843b2160>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lmplot(\"Home Score\",\"Game Pay\", hue=\"Match Type\", data=data, x_bins=groups)"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x284848ca1d0>"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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SA84rpv1WjFB5xZSfH0bUKpWlURmNhuw+QRBQqVSo1WqEYeWK98+yjDiOSbsd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"text/plain": [
"<matplotlib.figure.Figure at 0x284848ca198>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lmplot(\"Away Score\", \"Game Pay\", hue=\"Match Type\", data=data, x_bins=groups)"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"data_indexed = data.set_index([\"Date\"]).sort_index()"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ID</th>\n",
" <th>Home</th>\n",
" <th>Away</th>\n",
" <th>Home Score</th>\n",
" <th>Away Score</th>\n",
" <th>My Position</th>\n",
" <th>Ref Name</th>\n",
" <th>AR1 Name</th>\n",
" <th>AR2 Name</th>\n",
" <th>Match Type</th>\n",
" <th>...</th>\n",
" <th>running distance</th>\n",
" <th>ref mileage</th>\n",
" <th>Column1</th>\n",
" <th>Column2</th>\n",
" <th>Column3</th>\n",
" <th>Column4</th>\n",
" <th>Column5</th>\n",
" <th>Column6</th>\n",
" <th>Column7</th>\n",
" <th>Column8</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2013-09-07</th>\n",
" <td>1.0</td>\n",
" <td>Excel</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>AR1</td>\n",
" <td>CULLEN BENNETT</td>\n",
" <td>JOHN ZHANG</td>\n",
" <td>MIGUEL IBANEZ</td>\n",
" <td>Select</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-09-07</th>\n",
" <td>2.0</td>\n",
" <td>Griffin Excell 2000 White</td>\n",
" <td>United FA 01 White</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>Ref</td>\n",
" <td>JOHN ZHANG</td>\n",
" <td>Miguel Ibanez</td>\n",
" <td>COLIN RELEFORD</td>\n",
" <td>Select</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-09-08</th>\n",
" <td>3.0</td>\n",
" <td>Excel</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>AR1</td>\n",
" <td>MIGUEL IBANEZ</td>\n",
" <td>JOHN ZHANG</td>\n",
" <td>KHAIEN CONNOR</td>\n",
" <td>Select</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-09-08</th>\n",
" <td>4.0</td>\n",
" <td>Excel</td>\n",
" <td>Grey</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>AR2</td>\n",
" <td>JEREMY HAND</td>\n",
" <td>MICHAEL NEWMAN, JR</td>\n",
" <td>JOHN ZHANG</td>\n",
" <td>Select</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-09-14</th>\n",
" <td>5.0</td>\n",
" <td>Griffin Hawks</td>\n",
" <td>Griffin Tigers</td>\n",
" <td>0.0</td>\n",
" <td>12.0</td>\n",
" <td>Ref</td>\n",
" <td>JOHN ZHANG</td>\n",
" <td>NONE</td>\n",
" <td>NONE</td>\n",
" <td>Rec</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 31 columns</p>\n",
"</div>"
],
"text/plain": [
" ID Home Away Home Score \\\n",
"Date \n",
"2013-09-07 1.0 Excel NaN NaN \n",
"2013-09-07 2.0 Griffin Excell 2000 White United FA 01 White 1.0 \n",
"2013-09-08 3.0 Excel NaN NaN \n",
"2013-09-08 4.0 Excel Grey 0.0 \n",
"2013-09-14 5.0 Griffin Hawks Griffin Tigers 0.0 \n",
"\n",
" Away Score My Position Ref Name AR1 Name \\\n",
"Date \n",
"2013-09-07 NaN AR1 CULLEN BENNETT JOHN ZHANG \n",
"2013-09-07 0.0 Ref JOHN ZHANG Miguel Ibanez \n",
"2013-09-08 NaN AR1 MIGUEL IBANEZ JOHN ZHANG \n",
"2013-09-08 0.0 AR2 JEREMY HAND MICHAEL NEWMAN, JR \n",
"2013-09-14 12.0 Ref JOHN ZHANG NONE \n",
"\n",
" AR2 Name Match Type ... running distance ref mileage \\\n",
"Date ... \n",
"2013-09-07 MIGUEL IBANEZ Select ... NaN NaN \n",
"2013-09-07 COLIN RELEFORD Select ... NaN NaN \n",
"2013-09-08 KHAIEN CONNOR Select ... NaN NaN \n",
"2013-09-08 JOHN ZHANG Select ... NaN NaN \n",
"2013-09-14 NONE Rec ... NaN NaN \n",
"\n",
" Column1 Column2 Column3 Column4 Column5 Column6 Column7 Column8 \n",
"Date \n",
"2013-09-07 NaN NaN NaN NaN NaN NaN NaN NaN \n",
"2013-09-07 NaN NaN NaN NaN NaN NaN NaN NaN \n",
"2013-09-08 NaN NaN NaN NaN NaN NaN NaN NaN \n",
"2013-09-08 NaN NaN NaN NaN NaN NaN NaN NaN \n",
"2013-09-14 NaN NaN NaN NaN NaN NaN NaN NaN \n",
"\n",
"[5 rows x 31 columns]"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_indexed.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### The distribution of Home Scores."
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x28484997be0>"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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D0W9c81fodS33TLwKvVqtis9reHGQTXa4zOHDozBNU/yZFToRpRkDXRHewTIh/8qkY1yb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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2848436a6a0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.violinplot([data[\"Home Score\"]], bw=0.05)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Finally, is there a relationship between pay and score?"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x28485c37908>"
]
},
"execution_count": 60,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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s1fRpMzvlPdwMndLXTukntHjubsdxPlOm+TDwjxSN7nZd9/XNKa1g/7tc1z2Z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\nCCGEkFP/BxreQHC0Vbs1AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x28485c37710>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lmplot(\"Game Pay\", \"Home Score\", data, scatter_kws={'marker':'o', 'color': 'indianred'}, \n",
" line_kws={'linewidth':1,'color':'blue'})"
]
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [default]",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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