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@jakevdp
Created October 20, 2015 20:45
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Fremont Bike Counts 2015
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Fremont Bridge Stats\n",
"\n",
"![Fremont Bridge Counts](FremontBridgeCounts.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Code to Generate the Image"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import numpy as np\n",
"import seaborn as sns; sns.set()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# !curl -o FremontBridge.csv https://data.seattle.gov/api/views/65db-xm6k/rows.csv?accessType=DOWNLOAD"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"trips = pd.read_csv('FremontBridge.csv', index_col='Date',\n",
" parse_dates=True)\n",
"trips = trips.groupby(trips.index.date.astype('datetime64')).sum()\n",
"trips['total'] = trips.sum(1)\n",
"trips['weekly'] = pd.rolling_mean(trips['total'], 7, center=True)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# Compute a sinusoidal model\n",
"from sklearn.linear_model import LinearRegression\n",
"days = (trips.index - trips.index[0]).days\n",
"X = np.sin(2 * np.pi * (days[:, None] / 365 - [0, 0.25]))\n",
"y = trips['total']\n",
"trips['model'] = LinearRegression(fit_intercept=True).fit(X, y).predict(X)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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4Ll1C3McjAVDERBP17XfoKlQCIKpYCTyCqmG/+TsS24agT25Z1AUEYvTwxOby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+YSu5JxFfWx+818/wDwkkiWuARHvlqpjJvTmMLVBy6xPKfcge9920nc9PqDAIB/fuw8Hn9+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\nQRDE0Pn/AYWCMPVgauzvAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10a0fefd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from matplotlib import dates\n",
"\n",
"fig, ax = plt.subplots(figsize=(16, 5))\n",
"trips['total'].plot(ax=ax, alpha=0.3, label='daily counts')\n",
"trips['weekly'].plot(ax=ax, label='weekly counts',\n",
" color=ax.lines[0].get_color())\n",
"trips['model'].plot(ax=ax, alpha=0.3, label='annual model',\n",
" color='gray', lw=6)\n",
"ax.legend(loc='best', fontsize=14)\n",
"ax.set_title('Fremont Bridge Bicycle Counts', size=16)\n",
"ax.annotate(\"September 2015: whoah!\", (16670, 5000), (0.9, 0.9),\n",
" xycoords='data', textcoords='axes fraction', ha='right',\n",
" fontsize=16, color='red', arrowprops=dict(arrowstyle=\"->\", color='red', lw=1))\n",
"fig.savefig('FremontBridgeCounts.png', bbox_inches='tight')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3.4",
"language": "",
"name": "python3.4"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.4.3"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
@barnettjacob
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Jake, I was trying to work out how the annual model worked but if I run the notebook locally, I get a very different looking annual curve (see below) - guessing it's a minor issue! Any ideas - I'd love to get my head round how it works. Thanks.

ps, looks like they might have fixed the dodgy data :-)

image

@jakevdp
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jakevdp commented Nov 6, 2015

Yep, looks like the dataset was updated, and they cleaned the results somehow. Thanks for pointing it out!

@jakevdp
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jakevdp commented Nov 6, 2015

Oh, and the annual model is just fitting the phase and amplitude of a sine wave: y(x) = Asin(x) + Bcos(x). Not sure why you're getting a flat line, though...

@barnettjacob
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Weird, I'll take a another look. Thanks!

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