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Diffstat (limited to 'fg21sim/utils/analyze.py')
| -rw-r--r-- | fg21sim/utils/analyze.py | 29 |
1 files changed, 27 insertions, 2 deletions
diff --git a/fg21sim/utils/analyze.py b/fg21sim/utils/analyze.py index ad9f1b4..f33f65c 100644 --- a/fg21sim/utils/analyze.py +++ b/fg21sim/utils/analyze.py @@ -1,5 +1,5 @@ -# Copyright (c) 2017 Weitian LI <weitian@aaronly.me> -# MIT license +# Copyright (c) 2017,2019 Weitian LI <wt@liwt.net> +# MIT License """ Utilities to help analyze the simulation results. @@ -77,3 +77,28 @@ def countdist_integrated(x, nbin, log=True, xmin=None, xmax=None): binedges = np.exp(binedges) return (counts, bins, binedges) + + +def logfit(x, y): + """ + Fit the data points with: y = a * x^b + + Parameters + ---------- + x, y : list[float] + The data points. + + Returns + ------- + coef : (a, b) + The fitted coefficients. + fp : function + The function with fitted coefficients to calculate the fitted + values: fp(x). + """ + logx = np.log(x) + logy = np.log(y) + fit = np.polyfit(logx, logy, deg=1) + coef = (np.exp(fit[1]), fit[0]) + fp = lambda x: np.exp(np.polyval(fit, np.log(x))) + return coef, fp |