From 1ccbe44c3783252d764947b1b2af342dcd869b82 Mon Sep 17 00:00:00 2001 From: Cameron Davidson-Pilon Date: Fri, 9 Dec 2016 21:39:45 -0500 Subject: [PATCH 1/2] adding documentation --- docs/Survival Regression.rst | 15 ++++++++ docs/images/lls_democracy.png | Bin 0 -> 106833 bytes docs/images/lls_regime_type.png | Bin 0 -> 151123 bytes lifelines/datasets/__init__.py | 14 +++---- lifelines/fitters/kaplan_meier_fitter.py | 2 + lifelines/plotting.py | 47 +++++++++++++++++++++++ 6 files changed, 70 insertions(+), 8 deletions(-) create mode 100644 docs/images/lls_democracy.png create mode 100644 docs/images/lls_regime_type.png diff --git a/docs/Survival Regression.rst b/docs/Survival Regression.rst index 5709ab3e8..5bff37ef3 100644 --- a/docs/Survival Regression.rst +++ b/docs/Survival Regression.rst @@ -427,6 +427,21 @@ This example data is from the paper `here SgjmRG?c0VIo3q zcRazfU07bQtyE7isR3eTDQbKT-K#LUinAEH`vZ;I?ZE>Qj}Q#bxHj81hcXW48_q^N 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zbVm;2#}t7sRli8t%MZC&l%#8sbm+(u>>+c=CLk@A3V{P?1`pTuD?b8lmZ$lT&@A|r zyo#bA22Wc^-ugj!%?pZf+ru`>kyP5c#$($s(b5|-GNrj+VNDRi8BNZ zYm?mWfOsJH>VqjoQpe&&?i98=(?+12!0P~k1wzEyG(@)zu=7wa;>|lQdBMChL&gf|J zZ@;J;Dmx(duy924M>+QuRiPvh}=4#_MXRX}oMz?BE? zNb;6Yo&*Ef38_Ql(H1G1nPid%oSzi9GNhG1z&;)+qFjkn_6yT!hUQg0$Hr8N7Sq}U zTO%&sMO!Pg9sCKZOnYdehDU-x;IrLxFM#9xi(4DW9MrjkgZOAtHXDw?I+@$FNO_{xv$vA1MM5OP$xPDYJHr|H_4Ifcwz~gJ)|@|9?Db5|Q|;ci!9jzlMxRA}RmA<9|Hq|4+{U mpPc{LTL>5K|IMAVB>YZyIW_*{vc)?1rKNsWE&H_fo&N)y(dMxL literal 0 HcmV?d00001 diff --git a/lifelines/datasets/__init__.py b/lifelines/datasets/__init__.py index 0392e856b..5e0474fd5 100644 --- a/lifelines/datasets/__init__.py +++ b/lifelines/datasets/__init__.py @@ -52,14 +52,12 @@ def load_holly_molly_polly(**kwargs): From https://stat.ethz.ch/education/semesters/ss2011/seminar/contents/presentation_10.pdf Used as a toy example for CoxPH in recurrent SA. - ID Status Stratum Start(days) Stop(days) tx T - M 1 1 0 100 1 100 - M 1 2 100 105 1 5 - H 1 1 0 30 0 30 - H 1 2 30 50 0 20 - P 1 1 0 20 0 20 - P 1 2 20 60 0 40 - P 1 3 60 85 0 25 + ID Status Stratum Start(days) Stop(days) tx T + 0 M 1 1 0 100 1 100 + 1 M 1 2 100 105 1 5 + 2 H 1 1 0 30 0 30 + 3 H 1 2 30 50 0 20 + 4 P 1 1 0 20 0 20 """ return load_dataset('holly_molly_polly.tsv', sep="\s", **kwargs) diff --git a/lifelines/fitters/kaplan_meier_fitter.py b/lifelines/fitters/kaplan_meier_fitter.py index 41b2254cf..79cd97aac 100644 --- a/lifelines/fitters/kaplan_meier_fitter.py +++ b/lifelines/fitters/kaplan_meier_fitter.py @@ -6,6 +6,7 @@ from lifelines.fitters import UnivariateFitter from lifelines.utils import _preprocess_inputs, _additive_estimate, StatError, inv_normal_cdf,\ median_survival_times +from lifelines.plotting import plot_loglogs class KaplanMeierFitter(UnivariateFitter): @@ -76,6 +77,7 @@ def fit(self, durations, event_observed=None, timeline=None, entry=None, label=' # plotting functions self.plot = self._plot_estimate(estimate_name) setattr(self, "plot_" + estimate_name, self.plot) + self.plot_loglogs = plot_loglogs(self) return self def _bounds(self, cumulative_sq_, alpha, ci_labels): diff --git a/lifelines/plotting.py b/lifelines/plotting.py index fd35709ee..ab00914a2 100644 --- a/lifelines/plotting.py +++ b/lifelines/plotting.py @@ -168,6 +168,7 @@ def add_at_risk_counts(*fitters, **kwargs): return ax + def plot_lifetimes(lifetimes, event_observed=None, birthtimes=None, order=False, block=True): """ @@ -242,6 +243,52 @@ def create_dataframe_slicer(iloc, ix): return lambda df: getattr(df, get_method)[user_submitted_slice] +def plot_loglogs(cls): + doc_string = """ + Specifies a plot of the log(-log(SV)) versus log(time) where SV is the estimated survival function. + """ + + def _plot_loglogs(ix=None, iloc=None, show_censors=False, censor_styles=None, **kwargs): + + loglog = lambda s: np.log(-np.log(s)) + + if (ix is not None) and (iloc is not None): + raise ValueError('Cannot set both ix and iloc in call to .plot().') + + if censor_styles is None: + censor_styles = {} + + set_kwargs_ax(kwargs) + set_kwargs_color(kwargs) + set_kwargs_drawstyle(kwargs) + kwargs['logx'] = True + + dataframe_slicer = create_dataframe_slicer(iloc, ix) + + # plot censors + ax = kwargs['ax'] + colour = kwargs['color'] + + if show_censors and cls.event_table['censored'].sum() > 0: + cs = { + 'marker': '+', + 'ms': 12, + 'mew': 1 + } + cs.update(censor_styles) + times = dataframe_slicer(cls.event_table.ix[(cls.event_table['censored'] > 0)]).index.values.astype(float) + v = cls.predict(times) + # don't log times, as Pandas will take care of all log-scaling later. + ax.plot(times, loglog(v), linestyle='None', + color=colour, **cs) + + # plot estimate + dataframe_slicer(loglog(cls.survival_function_)).plot(**kwargs) + return ax + _plot_loglogs.__doc__ = doc_string + return _plot_loglogs + + def plot_estimate(cls, estimate): doc_string = """" Plots a pretty version of the fitted %s. From 949d782156496c40c32fff60beb1a0b12b70e6be Mon Sep 17 00:00:00 2001 From: Cameron Davidson-Pilon Date: Fri, 9 Dec 2016 21:40:57 -0500 Subject: [PATCH 2/2] adding changelong --- CHANGELOG.md | 3 +++ 1 file changed, 3 insertions(+) diff --git a/CHANGELOG.md b/CHANGELOG.md index 15b335612..a0d909753 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,8 @@ ### Changelogs +#### 0.9.3 (in dev) + - adding `plot_loglogs` to `KaplanMeierFitter` + #### 0.9.2 - deprecates Pandas versions before 0.18. - throw an error if no admissable pairs in the c-index calculation. Previosly a NaN was returned.