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@jiffyclub
Created June 7, 2012 20:30
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SWC Tutorial Notebook - June 7, 2012
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{
"metadata": {
"name": "SWC Demo"
},
"nbformat": 2,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"source": [
"## Software Carpentry Demo - June 7, 2012 ##",
"",
"Note: IPython is running here in `--pylab` mode so I didn't have to import matplotlib."
]
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"import numpy as np",
"import scipy.stats as spst",
"import scipy.optimize as spop",
"import scipy.interpolate as spint"
],
"language": "python",
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "markdown",
"source": [
"Load the data and take an initial look.",
"",
"http://docs.scipy.org/doc/numpy/reference/generated/numpy.loadtxt.html"
]
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"year, aus, can = np.loadtxt('temperatures.txt', delimiter=',', ",
" skiprows=1, unpack=True)"
],
"language": "python",
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot(year, aus)",
"title('Australia')",
"xlabel('Year')",
"ylabel('Temperature (C)')"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 3,
"text": [
"<matplotlib.text.Text at 0x105ba3ed0>"
]
},
{
"output_type": "display_data",
"png": 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2DMaAS5fMcSL19Xwp9aQk/ziR2lpejhsRwY/nSZSMdiKXLvG+hgMkIiawdSswaxYJCRE8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\nrkJggg==\n"
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot(year, can)",
"title('Canada')",
"xlabel('Year')",
"ylabel('Temperature (C)')"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 4,
"text": [
"<matplotlib.text.Text at 0x105c88c90>"
]
},
{
"output_type": "display_data",
"png": 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trexw5MlywHPxEPFlgTxspXQeDz8MXHWV/d9bLLQqrRwt55GVRZ2QGeIB6E+a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\n"
}
],
"prompt_number": 4
},
{
"cell_type": "markdown",
"source": [
"Fit a line to the Australia temperatures using scipy.stats.linregress: http://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.linregress.html"
]
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"aus_line = spst.linregress(year, aus)"
],
"language": "python",
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"aus_line_pts = aus_line[0] * year + aus_line[1]"
],
"language": "python",
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot(year, aus)",
"plot(year, aus_line_pts)",
"title('Australia')",
"xlabel('Year')",
"ylabel('Temperature (C)')"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 7,
"text": [
"<matplotlib.text.Text at 0x105e82e90>"
]
},
{
"output_type": "display_data",
"png": 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zxYZ6h7PEE2hwMJucpd0U1KI2J+IsnHX4MMtHLFjAJv6wMODAAWDRIuCqq+wf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\nbtxEGGOM2Y2bCGOMMbtxE2GMMWa3/wDg+oQGKzgoIAAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 7
},
{
"cell_type": "markdown",
"source": [
"Fit a line to the Canada data using scipy.optimize.curve_fit: http://docs.scipy.org/doc/scipy/reference/generated/scipy.optimize.curve_fit.html"
]
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"def linear_func(year, slope, intercept):",
" return slope * year + intercept"
],
"language": "python",
"outputs": [],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"can_line, can_cov = spop.curve_fit(linear_func, year, can)"
],
"language": "python",
"outputs": [],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"can_line_pts = linear_func(year, can_line[0], can_line[1])"
],
"language": "python",
"outputs": [],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot(year, can)",
"plot(year, can_line_pts)",
"title('Canada')",
"xlabel('Year')",
"ylabel('Temperature (C)')"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 11,
"text": [
"<matplotlib.text.Text at 0x105ec0150>"
]
},
{
"output_type": "display_data",
"png": 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9q7y1ikdaGhM+cdqup2NRPPz8/DBs2DAcOXIEI0eOdNaYvIKCAuZi8ATEbit7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\n"
}
],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"spst.pearsonr(year, can)"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 12,
"text": [
"(0.51195782671512846, 1.2713276823278399e-08)"
]
}
],
"prompt_number": 12
},
{
"cell_type": "markdown",
"source": [
"Fit a spline to the Australia data using scipy.interpolate.UnivariateSpline: http://docs.scipy.org/doc/scipy/reference/generated/scipy.interpolate.UnivariateSpline.html"
]
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"spline = spint.UnivariateSpline(year, aus, k=5)"
],
"language": "python",
"outputs": [],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"x = np.linspace(year.min(), year.max(), 1000)"
],
"language": "python",
"outputs": [],
"prompt_number": 14
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"y = spline(x)"
],
"language": "python",
"outputs": [],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot(year, aus)",
"plot(x, y)",
"title('Australia')",
"xlabel('Year')",
"ylabel('Temperature (C)')"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 16,
"text": [
"<matplotlib.text.Text at 0x10620e6d0>"
]
},
{
"output_type": "display_data",
"png": 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IinJu7N4GExEV4DhlE44Mhqs8/DDwyy+uHYPjgNJSdZxIdTVppR4Z6R4nUlVFynH9/cnx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\nAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 16
},
{
"cell_type": "markdown",
"source": [
"Plot the temperatures against each other and fit a line."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot(aus, can, 'bo')",
"xlabel('Australia Temp (C)')",
"ylabel('Canada Temp (C)')"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 17,
"text": [
"<matplotlib.text.Text at 0x1062b47d0>"
]
},
{
"output_type": "display_data",
"png": 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sHtH71I+cDa5WDRZrEbX8YaqRSDYybGeiOgC6359Irie5Kf10PCmfr9aDhfSK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\nAABJRU5ErkJggg==\n"
}
],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"new_line = spst.linregress(aus, can)",
"new_line_pts = new_line[0] * aus + new_line[1]",
"plot(aus, can, 'bo')",
"plot(aus, new_line_pts, 'r-')",
"xlabel('Australia Temp (C)')",
"ylabel('Canada Temp (C)')"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 18,
"text": [
"<matplotlib.text.Text at 0x1062ea450>"
]
},
{
"output_type": "display_data",
"png": 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6qa+QgjyNX8XFxYm6ujq/x8Gk2L9/vxg9erTo3r27GDNmjDh06JDT90kI+4of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\nuQAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 18
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"new_line"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 19,
"text": [
"(0.8255661193335796,",
" -25.090352153252795,",
" 0.44948681311947275,",
" 9.4409823433233215e-07,",
" 0.15861125998986189)"
]
}
],
"prompt_number": 19
},
{
"cell_type": "markdown",
"source": [
"Plot the temperatures as variations about their respective best fit lines."
]
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"aus_sub = aus - aus_line_pts"
],
"language": "python",
"outputs": [],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"can_sub = can - can_line_pts"
],
"language": "python",
"outputs": [],
"prompt_number": 21
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot(year, aus_sub, label='Aus')",
"plot(year, can_sub, label='Can')",
"xlabel('Year')",
"ylabel('Temperature Variation (C)')",
"legend(loc='lower left')"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 22,
"text": [
"<matplotlib.legend.Legend at 0x106593f10>"
]
},
{
"output_type": "display_data",
"png": 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0KZLPU3p4OnISye9//3sAbrnllqx/4xFnzTyLt2rfYtcu4aPmgkQkgd4CSrq+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\nEAgEAsEqiJAQCAQCwSqIkBAIBALBKv4f20qaX9i4/bUAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 22
},
{
"cell_type": "code",
"collapsed": true,
"input": [],
"language": "python",
"outputs": [],
"prompt_number": 22
}
]
}
]
}
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