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Created September 12, 2019 12:57
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Professional Cyclists - height, weight, BMI
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{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "# Cyclist physique\nExamination of height, weight and BMI of professional cyclists"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import pandas as pd\nimport numpy as np\nfrom bs4 import BeautifulSoup\nimport requests \nimport re\nfrom glob import glob\nfrom pathlib import Path\n%matplotlib inline\npath = Path('/Users/Gavin/Gavin/Jupyter/ProCycling')\nimport matplotlib.pylab as plt",
"execution_count": 157,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "rider_ids = glob('data/rider/*')\nriders = pd.DataFrame()\nfor rider in rider_ids:\n riders = pd.concat([riders, pd.read_feather(str(path/rider))])\nriders.head()",
"execution_count": 2,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 2,
"data": {
"text/plain": " rider_id Name DOB Weight_(kg) \\\n0 rider/szymon-sajnok Szymon Sajnok 1997-08-24 75 \n0 rider/jacob-rathe Jacob Rathe 1991-03-13 NaN \n0 rider/taco-van-der-hoorn Taco van der Hoorn 1993-12-04 75 \n0 rider/nelson-soto Nelson Andrés Soto 1994-06-19 NaN \n0 rider/casper-pedersen Casper Pedersen 1996-03-15 NaN \n\n Height_(m) Nation Birthplace \n0 1.84 Poland Kartuzy \n0 NaN United States None \n0 1.87 Netherlands Rotterdam \n0 NaN Colombia Barranquilla \n0 1.86 Denmark Copenhagen ",
"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>rider_id</th>\n <th>Name</th>\n <th>DOB</th>\n <th>Weight_(kg)</th>\n <th>Height_(m)</th>\n <th>Nation</th>\n <th>Birthplace</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>rider/szymon-sajnok</td>\n <td>Szymon Sajnok</td>\n <td>1997-08-24</td>\n <td>75</td>\n <td>1.84</td>\n <td>Poland</td>\n <td>Kartuzy</td>\n </tr>\n <tr>\n <th>0</th>\n <td>rider/jacob-rathe</td>\n <td>Jacob Rathe</td>\n <td>1991-03-13</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>United States</td>\n <td>None</td>\n </tr>\n <tr>\n <th>0</th>\n <td>rider/taco-van-der-hoorn</td>\n <td>Taco van der Hoorn</td>\n <td>1993-12-04</td>\n <td>75</td>\n <td>1.87</td>\n <td>Netherlands</td>\n <td>Rotterdam</td>\n </tr>\n <tr>\n <th>0</th>\n <td>rider/nelson-soto</td>\n <td>Nelson Andrés Soto</td>\n <td>1994-06-19</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>Colombia</td>\n <td>Barranquilla</td>\n </tr>\n <tr>\n <th>0</th>\n <td>rider/casper-pedersen</td>\n <td>Casper Pedersen</td>\n <td>1996-03-15</td>\n <td>NaN</td>\n <td>1.86</td>\n <td>Denmark</td>\n <td>Copenhagen</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "riders[['Weight_(kg)','Height_(m)']] = riders[['Weight_(kg)','Height_(m)']].astype(float)",
"execution_count": 6,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "riders['BMI'] = riders['Weight_(kg)'] / riders['Height_(m)']**2\nriders[['Height_(m)','Weight_(kg)','BMI',]].hist(figsize=(8,8))\nriders.describe()",
"execution_count": 10,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 10,
"data": {
"text/plain": " Weight_(kg) Height_(m) BMI\ncount 1151.000000 1190.000000 1149.000000\nmean 68.488271 1.803319 21.038849\nstd 6.302249 0.064702 1.334471\nmin 51.000000 1.590000 17.617725\n25% 64.000000 1.760000 20.061728\n50% 68.000000 1.800000 20.983988\n75% 73.000000 1.850000 21.913580\nmax 92.000000 2.040000 26.753864",
"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>Weight_(kg)</th>\n <th>Height_(m)</th>\n <th>BMI</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>count</th>\n <td>1151.000000</td>\n <td>1190.000000</td>\n <td>1149.000000</td>\n </tr>\n <tr>\n <th>mean</th>\n <td>68.488271</td>\n <td>1.803319</td>\n <td>21.038849</td>\n </tr>\n <tr>\n <th>std</th>\n <td>6.302249</td>\n <td>0.064702</td>\n <td>1.334471</td>\n </tr>\n <tr>\n <th>min</th>\n <td>51.000000</td>\n <td>1.590000</td>\n <td>17.617725</td>\n </tr>\n <tr>\n <th>25%</th>\n <td>64.000000</td>\n <td>1.760000</td>\n <td>20.061728</td>\n </tr>\n <tr>\n <th>50%</th>\n <td>68.000000</td>\n <td>1.800000</td>\n <td>20.983988</td>\n </tr>\n <tr>\n <th>75%</th>\n <td>73.000000</td>\n <td>1.850000</td>\n <td>21.913580</td>\n </tr>\n <tr>\n <th>max</th>\n <td>92.000000</td>\n <td>2.040000</td>\n <td>26.753864</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 576x576 with 4 Axes>",
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "#riders[riders.Nation=='Great Britain'].sort_values('BMI')\nriders[riders.BMI<18.1].sort_values('BMI')",
"execution_count": 58,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 58,
"data": {
"text/plain": " rider_id Name DOB Weight_(kg) \\\n0 rider/stephen-williams Stephen Williams 1996-06-09 59.0 \n0 rider/david-gaudu David Gaudu 1996-10-10 53.0 \n0 rider/clement-chevrier Clément Chevrier 1992-06-29 56.0 \n0 rider/george-bennett George Bennett 1990-04-07 58.0 \n0 rider/warren-barguil Warren Barguil 1991-10-28 60.0 \n0 rider/emanuel-buchmann Emanuel Buchmann 1992-11-18 59.0 \n0 rider/karel-hnik Karel Hník 1991-08-09 54.0 \n\n Height_(m) Nation Birthplace BMI \n0 1.83 Great Britain Newport 17.617725 \n0 1.73 France Quimper 17.708577 \n0 1.77 France Amiens 17.874812 \n0 1.80 New Zealand Nelson 17.901235 \n0 1.83 France Hennebont 17.916331 \n0 1.81 Germany Ravensburg 18.009218 \n0 1.73 Czech Republic None 18.042701 ",
"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>rider_id</th>\n <th>Name</th>\n <th>DOB</th>\n <th>Weight_(kg)</th>\n <th>Height_(m)</th>\n <th>Nation</th>\n <th>Birthplace</th>\n <th>BMI</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>rider/stephen-williams</td>\n <td>Stephen Williams</td>\n <td>1996-06-09</td>\n <td>59.0</td>\n <td>1.83</td>\n <td>Great Britain</td>\n <td>Newport</td>\n <td>17.617725</td>\n </tr>\n <tr>\n <th>0</th>\n <td>rider/david-gaudu</td>\n <td>David Gaudu</td>\n <td>1996-10-10</td>\n <td>53.0</td>\n <td>1.73</td>\n <td>France</td>\n <td>Quimper</td>\n <td>17.708577</td>\n </tr>\n <tr>\n <th>0</th>\n <td>rider/clement-chevrier</td>\n <td>Clément Chevrier</td>\n <td>1992-06-29</td>\n <td>56.0</td>\n <td>1.77</td>\n <td>France</td>\n <td>Amiens</td>\n <td>17.874812</td>\n </tr>\n <tr>\n <th>0</th>\n <td>rider/george-bennett</td>\n <td>George Bennett</td>\n <td>1990-04-07</td>\n <td>58.0</td>\n <td>1.80</td>\n <td>New Zealand</td>\n <td>Nelson</td>\n <td>17.901235</td>\n </tr>\n <tr>\n <th>0</th>\n <td>rider/warren-barguil</td>\n <td>Warren Barguil</td>\n <td>1991-10-28</td>\n <td>60.0</td>\n <td>1.83</td>\n <td>France</td>\n <td>Hennebont</td>\n <td>17.916331</td>\n </tr>\n <tr>\n <th>0</th>\n <td>rider/emanuel-buchmann</td>\n <td>Emanuel Buchmann</td>\n <td>1992-11-18</td>\n <td>59.0</td>\n <td>1.81</td>\n <td>Germany</td>\n <td>Ravensburg</td>\n <td>18.009218</td>\n </tr>\n <tr>\n <th>0</th>\n <td>rider/karel-hnik</td>\n <td>Karel Hník</td>\n <td>1991-08-09</td>\n <td>54.0</td>\n <td>1.73</td>\n <td>Czech Republic</td>\n <td>None</td>\n <td>18.042701</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "results = pd.read_feather('data/Results2018')\n\nresults.Position = results.Position.apply(lambda x: '999' if x in ['DNF', 'OTL'] else x)\nresults.Position = results.Position.apply(lambda x: x.strip())\nfor code in [ 'DNS', 'DSQ', 'DF']:\n results = results[results.Position!=code]\n\nresults['Remove'] = results.race_id.apply(lambda x: x.split('/')[-1] in ['teams'])\nresults = results[results.Remove==False]\n\nrate = 5.5\nresults['PosX'] = results.Position.apply(lambda x: np.exp(-int(x)/rate)/np.exp(-1/rate))\n\nresults.head()",
"execution_count": 75,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 75,
"data": {
"text/plain": " index race_id Position Rider \\\n0 0 race/gp-montreal/2018 1 Michael Matthews \n1 1 race/gp-montreal/2018 2 Sonny Colbrelli \n2 2 race/gp-montreal/2018 3 Greg Van Avermaet \n3 3 race/gp-montreal/2018 4 Oliver Naesen \n4 4 race/gp-montreal/2018 5 Timo Roosen \n\n rider_id Team \\\n0 rider/michael-matthews Team Sunweb \n1 rider/sonny-colbrelli Bahrain Merida Pro Cycling Team \n2 rider/greg-van-avermaet BMC Racing Team \n3 rider/oliver-naesen AG2R La Mondiale \n4 rider/timo-roosen Team LottoNL-Jumbo \n\n team_id Remove PosX \n0 team/team-sunweb-2018 False 1.000000 \n1 team/bahrain-merida-pro-cycling-team-2018 False 0.833753 \n2 team/bmc-racing-team-2018 False 0.695144 \n3 team/ag2r-la-mondiale-2018 False 0.579578 \n4 team/team-lottonl-jumbo-2018 False 0.483225 ",
"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>index</th>\n <th>race_id</th>\n <th>Position</th>\n <th>Rider</th>\n <th>rider_id</th>\n <th>Team</th>\n <th>team_id</th>\n <th>Remove</th>\n <th>PosX</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>0</td>\n <td>race/gp-montreal/2018</td>\n <td>1</td>\n <td>Michael Matthews</td>\n <td>rider/michael-matthews</td>\n <td>Team Sunweb</td>\n <td>team/team-sunweb-2018</td>\n <td>False</td>\n <td>1.000000</td>\n </tr>\n <tr>\n <th>1</th>\n <td>1</td>\n <td>race/gp-montreal/2018</td>\n <td>2</td>\n <td>Sonny Colbrelli</td>\n <td>rider/sonny-colbrelli</td>\n <td>Bahrain Merida Pro Cycling Team</td>\n <td>team/bahrain-merida-pro-cycling-team-2018</td>\n <td>False</td>\n <td>0.833753</td>\n </tr>\n <tr>\n <th>2</th>\n <td>2</td>\n <td>race/gp-montreal/2018</td>\n <td>3</td>\n <td>Greg Van Avermaet</td>\n <td>rider/greg-van-avermaet</td>\n <td>BMC Racing Team</td>\n <td>team/bmc-racing-team-2018</td>\n <td>False</td>\n <td>0.695144</td>\n </tr>\n <tr>\n <th>3</th>\n <td>3</td>\n <td>race/gp-montreal/2018</td>\n <td>4</td>\n <td>Oliver Naesen</td>\n <td>rider/oliver-naesen</td>\n <td>AG2R La Mondiale</td>\n <td>team/ag2r-la-mondiale-2018</td>\n <td>False</td>\n <td>0.579578</td>\n </tr>\n <tr>\n <th>4</th>\n <td>4</td>\n <td>race/gp-montreal/2018</td>\n <td>5</td>\n <td>Timo Roosen</td>\n <td>rider/timo-roosen</td>\n <td>Team LottoNL-Jumbo</td>\n <td>team/team-lottonl-jumbo-2018</td>\n <td>False</td>\n <td>0.483225</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "#xRiders = ['rider/christopher-froome','rider/geraint-thomas','rider/hugh-carthy']\nxRiders = riders.rider_id[riders.Nation=='Colombia']\nyRiders = riders.rider_id[riders.Nation=='Netherlands']\n",
"execution_count": 166,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "riders[riders.rider_id.isin(xRiders)].describe()",
"execution_count": 162,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 162,
"data": {
"text/plain": " Weight_(kg) Height_(m) BMI\ncount 41.000000 41.000000 41.000000\nmean 61.975610 1.726341 20.779022\nstd 5.076848 0.055577 1.123628\nmin 55.000000 1.640000 18.809206\n25% 58.000000 1.680000 19.959355\n50% 62.000000 1.710000 20.685150\n75% 65.000000 1.780000 21.357796\nmax 76.000000 1.860000 23.597004",
"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>Weight_(kg)</th>\n <th>Height_(m)</th>\n <th>BMI</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>count</th>\n <td>41.000000</td>\n <td>41.000000</td>\n <td>41.000000</td>\n </tr>\n <tr>\n <th>mean</th>\n <td>61.975610</td>\n <td>1.726341</td>\n <td>20.779022</td>\n </tr>\n <tr>\n <th>std</th>\n <td>5.076848</td>\n <td>0.055577</td>\n <td>1.123628</td>\n </tr>\n <tr>\n <th>min</th>\n <td>55.000000</td>\n <td>1.640000</td>\n <td>18.809206</td>\n </tr>\n <tr>\n <th>25%</th>\n <td>58.000000</td>\n <td>1.680000</td>\n <td>19.959355</td>\n </tr>\n <tr>\n <th>50%</th>\n <td>62.000000</td>\n <td>1.710000</td>\n <td>20.685150</td>\n </tr>\n <tr>\n <th>75%</th>\n <td>65.000000</td>\n <td>1.780000</td>\n <td>21.357796</td>\n </tr>\n <tr>\n <th>max</th>\n <td>76.000000</td>\n <td>1.860000</td>\n <td>23.597004</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "riders[riders.rider_id.isin(yRiders)].describe()",
"execution_count": 161,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 161,
"data": {
"text/plain": " Weight_(kg) Height_(m) BMI\ncount 82.000000 85.000000 82.000000\nmean 71.408537 1.836824 21.165546\nstd 6.115215 0.056762 1.330280\nmin 58.000000 1.690000 18.107741\n25% 68.000000 1.790000 20.325668\n50% 71.000000 1.840000 21.092673\n75% 75.000000 1.870000 21.971133\nmax 91.000000 1.970000 23.939481",
"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>Weight_(kg)</th>\n <th>Height_(m)</th>\n <th>BMI</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>count</th>\n <td>82.000000</td>\n <td>85.000000</td>\n <td>82.000000</td>\n </tr>\n <tr>\n <th>mean</th>\n <td>71.408537</td>\n <td>1.836824</td>\n <td>21.165546</td>\n </tr>\n <tr>\n <th>std</th>\n <td>6.115215</td>\n <td>0.056762</td>\n <td>1.330280</td>\n </tr>\n <tr>\n <th>min</th>\n <td>58.000000</td>\n <td>1.690000</td>\n <td>18.107741</td>\n </tr>\n <tr>\n <th>25%</th>\n <td>68.000000</td>\n <td>1.790000</td>\n <td>20.325668</td>\n </tr>\n <tr>\n <th>50%</th>\n <td>71.000000</td>\n <td>1.840000</td>\n <td>21.092673</td>\n </tr>\n <tr>\n <th>75%</th>\n <td>75.000000</td>\n <td>1.870000</td>\n <td>21.971133</td>\n </tr>\n <tr>\n <th>max</th>\n <td>91.000000</td>\n <td>1.970000</td>\n <td>23.939481</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "\nax=riders.plot.scatter(x='Height_(m)', y='Weight_(kg)', figsize=(16,16));\nriders[riders.rider_id.isin(xRiders)].plot.scatter(x='Height_(m)', y='Weight_(kg)', c='r', ax=ax, s=80, label='Colombians');\n#for x,y,l in riders.loc[riders.rider_id.isin(xRiders),['Height_(m)','Weight_(kg)','Name']].dropna().values:\n# l = l.split(' ')[-1]\n# ax.annotate(l, (x, y), size=16)\nriders[riders.rider_id.isin(yRiders)].plot.scatter(x='Height_(m)', y='Weight_(kg)', c='orange', ax=ax, s=80, label='Dutch');\n\nx = np.linspace(riders['Height_(m)'].min(), riders['Height_(m)'].max(),100)\ny18 = 18*x**2\ny20 = 20*x**2\ny22 = 22*x**2\ny24 = 24*x**2\nax.plot(x,y18, c='c', alpha=0.5 );\nax.plot(x,y20, c='c', alpha=0.5 );\nax.plot(x,y22, c='c', alpha=0.5 );\nax.plot(x,y24, c='c', alpha=0.5 );\nfor x,y,l in zip([x.max()]*4,[y18.max(),y20.max(),y22.max(),y24.max()],['BMI=18','BMI=20','BMI=22','BMI=24']):\n ax.annotate(l, (x-0.01, y), size=16)\n\nfor item in ([ax.title, ax.xaxis.label, ax.yaxis.label] +\n ax.get_xticklabels() + ax.get_yticklabels()):\n item.set_fontsize(20)\nax.legend(loc='upper left', shadow=True, fontsize='x-large')\nplt.savefig('ColNed.png')",
"execution_count": 167,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1152x1152 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "g = results.groupby('rider_id')['PosX'].sum().sort_values(ascending=False)\nxRiders=g[:60].index",
"execution_count": 169,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "ax=riders.plot.scatter(x='Height_(m)', y='Weight_(kg)', figsize=(20,20));\nriders[riders.rider_id.isin(xRiders)].plot.scatter(x='Height_(m)', y='Weight_(kg)', c='r', ax=ax, s=80);\nfor x,y,l in riders.loc[riders.rider_id.isin(xRiders),['Height_(m)','Weight_(kg)','Name']].dropna().values:\n l = l.split(' ')[-1]\n ax.annotate(l, (x, y), size=16)\n#riders[riders.rider_id.isin(yRiders)].plot.scatter(x='Height_(m)', y='Weight_(kg)', c='y', ax=ax);\n\nx = np.linspace(riders['Height_(m)'].min(), riders['Height_(m)'].max(),100)\ny18 = 18*x**2\ny20 = 20*x**2\ny22 = 22*x**2\ny24 = 24*x**2\nax.plot(x,y18, c='c', alpha=0.5 );\nax.plot(x,y20, c='c', alpha=0.5 );\nax.plot(x,y22, c='c', alpha=0.5 );\nax.plot(x,y24, c='c', alpha=0.5 );\nfor x,y,l in zip([x.max()]*4,[y18.max(),y20.max(),y22.max(),y24.max()],['BMI=18','BMI=20','BMI=22','BMI=24']):\n ax.annotate(l, (x-0.01, y), size=16)\nfor item in ([ax.title, ax.xaxis.label, ax.yaxis.label] +\n ax.get_xticklabels() + ax.get_yticklabels()):\n item.set_fontsize(20)\nplt.savefig('Top60.png')",
"execution_count": 171,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1440x1440 with 1 Axes>",
"image/png": 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},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "riders[riders.rider_id.isin(xRiders)].describe()",
"execution_count": 172,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 172,
"data": {
"text/plain": " Weight_(kg) Height_(m) BMI\ncount 58.000000 59.000000 58.000000\nmean 66.491379 1.781864 20.938452\nstd 6.257971 0.056247 1.588082\nmin 53.000000 1.650000 17.901235\n25% 62.000000 1.745000 19.617757\n50% 65.000000 1.800000 20.893989\n75% 70.750000 1.820000 21.942755\nmax 80.000000 1.900000 24.609734",
"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>Weight_(kg)</th>\n <th>Height_(m)</th>\n <th>BMI</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>count</th>\n <td>58.000000</td>\n <td>59.000000</td>\n <td>58.000000</td>\n </tr>\n <tr>\n <th>mean</th>\n <td>66.491379</td>\n <td>1.781864</td>\n <td>20.938452</td>\n </tr>\n <tr>\n <th>std</th>\n <td>6.257971</td>\n <td>0.056247</td>\n <td>1.588082</td>\n </tr>\n <tr>\n <th>min</th>\n <td>53.000000</td>\n <td>1.650000</td>\n <td>17.901235</td>\n </tr>\n <tr>\n <th>25%</th>\n <td>62.000000</td>\n <td>1.745000</td>\n <td>19.617757</td>\n </tr>\n <tr>\n <th>50%</th>\n <td>65.000000</td>\n <td>1.800000</td>\n <td>20.893989</td>\n </tr>\n <tr>\n <th>75%</th>\n <td>70.750000</td>\n <td>1.820000</td>\n <td>21.942755</td>\n </tr>\n <tr>\n <th>max</th>\n <td>80.000000</td>\n <td>1.900000</td>\n <td>24.609734</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "xRiders=g[:100].index\nriders[riders.rider_id.isin(xRiders)].describe()",
"execution_count": 87,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 87,
"data": {
"text/plain": " Weight_(kg) Height_(m) BMI\ncount 97.000000 98.000000 96.000000\nmean 68.005155 1.792551 21.150467\nstd 6.608271 0.059366 1.459100\nmin 53.000000 1.650000 17.901235\n25% 63.000000 1.752500 19.939659\n50% 68.000000 1.800000 21.091266\n75% 72.000000 1.830000 22.067087\nmax 92.000000 1.990000 24.609734",
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