From cd2a8c53aa43d45b4af03682ed8266a754b51cdb Mon Sep 17 00:00:00 2001 From: Aron Mirwald Date: Fri, 21 Jun 2024 15:34:30 +0200 Subject: [PATCH 1/8] KS testing: bins that are empty are included --- seismostats/analysis/estimate_mc.py | 13 ++++++++++--- 1 file changed, 10 insertions(+), 3 deletions(-) diff --git a/seismostats/analysis/estimate_mc.py b/seismostats/analysis/estimate_mc.py index 227f7e1..abcaf56 100644 --- a/seismostats/analysis/estimate_mc.py +++ b/seismostats/analysis/estimate_mc.py @@ -44,6 +44,8 @@ def cdf_discrete_GR( def empirical_cdf( sample: np.ndarray | pd.Series, + mc: float, + delta_m: float = 0.1, weights: np.ndarray | pd.Series | None = None, ) -> tuple[np.ndarray, np.ndarray]: """ @@ -70,15 +72,20 @@ def empirical_cdf( pass idx = np.argsort(sample) - sample_sorted = sample[idx] + x = sample[idx] + # the next step is necessary to include all magnitude bins, even if they + # are empty + x = np.concatenate((x, np.arange(mc, max(x) + delta_m, delta_m))) + x = bin_to_precision(x, delta_m) if weights is not None: weights_sorted = weights[idx] - x, y = sample_sorted, np.cumsum(weights_sorted) / weights_sorted.sum() + y = np.cumsum(weights_sorted) / weights_sorted.sum() else: - x, y = sample_sorted, np.arange(1, len(sample) + 1) / len(sample) + y = np.arange(1, len(sample) + 1) / len(sample) x, y_count = np.unique(x, return_counts=True) + y_count -= 1 y = y[np.cumsum(y_count) - 1] return x, y From c8f0fba6cb5a85988fca2a5a472f35dcc826e127 Mon Sep 17 00:00:00 2001 From: Aron Mirwald Date: Fri, 21 Jun 2024 16:05:16 +0200 Subject: [PATCH 2/8] testing --- seismostats/analysis/estimate_mc.py | 10 +++++++--- .../analysis/tests/test_estimate_mc.py | 20 +++++++++---------- 2 files changed, 17 insertions(+), 13 deletions(-) diff --git a/seismostats/analysis/estimate_mc.py b/seismostats/analysis/estimate_mc.py index abcaf56..eab2866 100644 --- a/seismostats/analysis/estimate_mc.py +++ b/seismostats/analysis/estimate_mc.py @@ -44,7 +44,7 @@ def cdf_discrete_GR( def empirical_cdf( sample: np.ndarray | pd.Series, - mc: float, + mc: float = None, delta_m: float = 0.1, weights: np.ndarray | pd.Series | None = None, ) -> tuple[np.ndarray, np.ndarray]: @@ -71,12 +71,16 @@ def empirical_cdf( except BaseException: pass + if mc is None: + mc = np.min(sample) + idx = np.argsort(sample) x = sample[idx] # the next step is necessary to include all magnitude bins, even if they # are empty x = np.concatenate((x, np.arange(mc, max(x) + delta_m, delta_m))) x = bin_to_precision(x, delta_m) + print(x, 'check1') if weights is not None: weights_sorted = weights[idx] @@ -138,13 +142,13 @@ def ks_test_gr( for ii in range(n): simulated = simulated_all[n_sample * ii: n_sample * (ii + 1)] _, y_th = cdf_discrete_GR(simulated, mc=mc, delta_m=delta_m, beta=beta) - _, y_emp = empirical_cdf(simulated) + _, y_emp = empirical_cdf(simulated, mc, delta_m) ks_d = np.max(np.abs(y_emp - y_th)) ks_ds.append(ks_d) _, y_th = cdf_discrete_GR(sample, mc=mc, delta_m=delta_m, beta=beta) - _, y_emp = empirical_cdf(sample) + _, y_emp = empirical_cdf(sample, mc, delta_m) ks_d_obs = np.max(np.abs(y_emp - y_th)) p_val = sum(ks_ds >= ks_d_obs) / len(ks_ds) diff --git a/seismostats/analysis/tests/test_estimate_mc.py b/seismostats/analysis/tests/test_estimate_mc.py index c94e3ca..42ed9a4 100644 --- a/seismostats/analysis/tests/test_estimate_mc.py +++ b/seismostats/analysis/tests/test_estimate_mc.py @@ -4,6 +4,7 @@ import pytest from numpy.testing import assert_allclose, assert_almost_equal, assert_equal +from seismostats.analysis.estimate_mc import bin_to_precision from seismostats.analysis.estimate_mc import (empirical_cdf, mc_ks, mc_max_curvature) @@ -117,17 +118,16 @@ def setup_magnitudes(): return mags -# load data for test_empirical_cdf -with open("seismostats/analysis/tests/data/test_empirical_cdf.p", "rb") as f: - data = pickle.load(f) - - -@pytest.mark.parametrize("sample,xs,ys", [data["values_test"]]) -def test_empirical_cdf(sample, xs, ys): - x, y = empirical_cdf(sample) +def test_empirical_cdf(setup_magnitudes, delta_m=0.1): + x, y = empirical_cdf(setup_magnitudes, delta_m) - assert_allclose(x, xs, rtol=1e-7) - assert_allclose(y, ys, rtol=1e-7) + x_expected = bin_to_precision(np.arange(min(setup_magnitudes), max( + setup_magnitudes) + delta_m, delta_m)) + print(min(setup_magnitudes)) + print(x) + print(x_expected) + assert_allclose(x, x_expected, rtol=1e-7) + assert_equal(y[-1], 1) # load data for test_estimate_mc From f8f000e6c9df788f8e65143d34e870c78872b595 Mon Sep 17 00:00:00 2001 From: Aron Mirwald Date: Fri, 21 Jun 2024 16:46:55 +0200 Subject: [PATCH 3/8] changed KS test to adjust errors --- seismostats/analysis/estimate_mc.py | 26 ++++++++++++------- .../analysis/tests/test_estimate_mc.py | 8 +++--- 2 files changed, 20 insertions(+), 14 deletions(-) diff --git a/seismostats/analysis/estimate_mc.py b/seismostats/analysis/estimate_mc.py index eab2866..6e4a340 100644 --- a/seismostats/analysis/estimate_mc.py +++ b/seismostats/analysis/estimate_mc.py @@ -45,7 +45,7 @@ def cdf_discrete_GR( def empirical_cdf( sample: np.ndarray | pd.Series, mc: float = None, - delta_m: float = 0.1, + delta_m: float = 0, weights: np.ndarray | pd.Series | None = None, ) -> tuple[np.ndarray, np.ndarray]: """ @@ -76,11 +76,12 @@ def empirical_cdf( idx = np.argsort(sample) x = sample[idx] - # the next step is necessary to include all magnitude bins, even if they - # are empty - x = np.concatenate((x, np.arange(mc, max(x) + delta_m, delta_m))) - x = bin_to_precision(x, delta_m) - print(x, 'check1') + + if delta_m > 0: + # this step is necessary to include all magnitude bins, even if they + # are empty. Only done when the magnitudesa are discrete. + x = np.concatenate((x, np.arange(mc, max(x) + delta_m, delta_m))) + x = bin_to_precision(x, delta_m) if weights is not None: weights_sorted = weights[idx] @@ -141,14 +142,14 @@ def ks_test_gr( for ii in range(n): simulated = simulated_all[n_sample * ii: n_sample * (ii + 1)] - _, y_th = cdf_discrete_GR(simulated, mc=mc, delta_m=delta_m, beta=beta) - _, y_emp = empirical_cdf(simulated, mc, delta_m) + x, y_emp = empirical_cdf(simulated, mc, delta_m) + _, y_th = cdf_discrete_GR(x, mc=mc, delta_m=delta_m, beta=beta) ks_d = np.max(np.abs(y_emp - y_th)) ks_ds.append(ks_d) - _, y_th = cdf_discrete_GR(sample, mc=mc, delta_m=delta_m, beta=beta) - _, y_emp = empirical_cdf(sample, mc, delta_m) + x, y_emp = empirical_cdf(sample, mc, delta_m) + _, y_th = cdf_discrete_GR(x, mc=mc, delta_m=delta_m, beta=beta) ks_d_obs = np.max(np.abs(y_emp - y_th)) p_val = sum(ks_ds >= ks_d_obs) / len(ks_ds) @@ -212,6 +213,11 @@ def mc_ks( if not np.all(np.diff(mcs_test) > 0): warnings.warn("mcs_test are being re-ordered by size.") mcs_test = np.sort(np.unique(mcs_test)) + if not np.allclose(mcs_test, bin_to_precision(mcs_test, delta_m)): + warnings.warn( + "mc_test are not binned correctly," + "this might affect the test." + ) if get_option("warnings") is True: # check if binning is correct diff --git a/seismostats/analysis/tests/test_estimate_mc.py b/seismostats/analysis/tests/test_estimate_mc.py index 42ed9a4..b22ee53 100644 --- a/seismostats/analysis/tests/test_estimate_mc.py +++ b/seismostats/analysis/tests/test_estimate_mc.py @@ -119,15 +119,15 @@ def setup_magnitudes(): def test_empirical_cdf(setup_magnitudes, delta_m=0.1): - x, y = empirical_cdf(setup_magnitudes, delta_m) + x, y = empirical_cdf(setup_magnitudes, delta_m=delta_m) x_expected = bin_to_precision(np.arange(min(setup_magnitudes), max( setup_magnitudes) + delta_m, delta_m)) - print(min(setup_magnitudes)) - print(x) - print(x_expected) + assert_allclose(x, x_expected, rtol=1e-7) assert_equal(y[-1], 1) + assert_equal(len(x), len(y)) + assert_equal(y[0], 0.06) # load data for test_estimate_mc From ca459c5d1f189153d1a2e81594a6c15be9a0c76a Mon Sep 17 00:00:00 2001 From: Aron Mirwald Date: Fri, 21 Jun 2024 16:50:04 +0200 Subject: [PATCH 4/8] allow for continous data --- seismostats/analysis/estimate_mc.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/seismostats/analysis/estimate_mc.py b/seismostats/analysis/estimate_mc.py index 6e4a340..1dc91c0 100644 --- a/seismostats/analysis/estimate_mc.py +++ b/seismostats/analysis/estimate_mc.py @@ -90,7 +90,8 @@ def empirical_cdf( y = np.arange(1, len(sample) + 1) / len(sample) x, y_count = np.unique(x, return_counts=True) - y_count -= 1 + if delta_m > 0: + y_count -= 1 y = y[np.cumsum(y_count) - 1] return x, y From 65e48983646947ff95d0361a97be879dc1fd232a Mon Sep 17 00:00:00 2001 From: Aron Mirwald Date: Fri, 21 Jun 2024 17:29:34 +0200 Subject: [PATCH 5/8] simplified code --- seismostats/analysis/estimate_mc.py | 27 ++++++++++++++++++++------- 1 file changed, 20 insertions(+), 7 deletions(-) diff --git a/seismostats/analysis/estimate_mc.py b/seismostats/analysis/estimate_mc.py index 1dc91c0..a051d3b 100644 --- a/seismostats/analysis/estimate_mc.py +++ b/seismostats/analysis/estimate_mc.py @@ -71,18 +71,20 @@ def empirical_cdf( except BaseException: pass + if get_option("warnings") is True: + # check if binning is correct + if not np.allclose(sample, bin_to_precision(sample, delta_m)): + warnings.warn( + "Magnitudes are not binned correctly. " + "Test might fail because of this." + ) + if mc is None: mc = np.min(sample) idx = np.argsort(sample) x = sample[idx] - if delta_m > 0: - # this step is necessary to include all magnitude bins, even if they - # are empty. Only done when the magnitudesa are discrete. - x = np.concatenate((x, np.arange(mc, max(x) + delta_m, delta_m))) - x = bin_to_precision(x, delta_m) - if weights is not None: weights_sorted = weights[idx] y = np.cumsum(weights_sorted) / weights_sorted.sum() @@ -90,9 +92,20 @@ def empirical_cdf( y = np.arange(1, len(sample) + 1) / len(sample) x, y_count = np.unique(x, return_counts=True) + # add empty bins if delta_m > 0: - y_count -= 1 + for mag_bin in bin_to_precision( + np.arange(mc, np.max(sample) + delta_m, delta_m), delta_m + ): + if mag_bin not in x: + x = np.append(x, mag_bin) + y_count = np.append(y_count, 0) + idx = np.argsort(x) + x = x[idx] + y_count = y_count[idx] + y = y[np.cumsum(y_count) - 1] + return x, y From 3639b21b0de886f72bfda208998864dc71767cc3 Mon Sep 17 00:00:00 2001 From: Aron Mirwald Date: Tue, 2 Jul 2024 20:11:11 +0200 Subject: [PATCH 6/8] adjust KS test, and corresonsing testing function --- seismostats/analysis/estimate_mc.py | 114 +- seismostats/analysis/tests/data/ks_ds.csv | 10001 ++++++++++++++++ .../analysis/tests/data/test_empirical_cdf.p | Bin 1435 -> 0 bytes .../analysis/tests/data/test_estimate_mc.p | Bin 1009 -> 0 bytes .../analysis/tests/test_estimate_mc.py | 92 +- 5 files changed, 10128 insertions(+), 79 deletions(-) create mode 100644 seismostats/analysis/tests/data/ks_ds.csv delete mode 100644 seismostats/analysis/tests/data/test_empirical_cdf.p delete mode 100644 seismostats/analysis/tests/data/test_estimate_mc.p diff --git a/seismostats/analysis/estimate_mc.py b/seismostats/analysis/estimate_mc.py index a051d3b..01d562b 100644 --- a/seismostats/analysis/estimate_mc.py +++ b/seismostats/analysis/estimate_mc.py @@ -45,7 +45,7 @@ def cdf_discrete_GR( def empirical_cdf( sample: np.ndarray | pd.Series, mc: float = None, - delta_m: float = 0, + delta_m: float = 1e-16, weights: np.ndarray | pd.Series | None = None, ) -> tuple[np.ndarray, np.ndarray]: """ @@ -54,11 +54,18 @@ def empirical_cdf( Parameters: sample: Magnitude sample + mc: Completeness magnitude, if None, the minimum of the sample + is used + delta_m: Magnitude bin size, by default 1e-16. Its recommended to + use the value that the samples are rounded to. weights: Sample weights, by default None Returns: - x: x-values of the empirical CDF - y: y-values of the empirical CDF + x: x-values of the empirical CDF (i.e. the unique vector of + magnitudes from mc to the maximum magnitude in the sample, + binned by delta_m) + y: y-values of the empirical CDF (i.e., the empirical + frequency observed in the sample corresponding to the x-values) """ try: @@ -71,6 +78,9 @@ def empirical_cdf( except BaseException: pass + if delta_m == 0: + raise ValueError("delta_m has to be > 0") + if get_option("warnings") is True: # check if binning is correct if not np.allclose(sample, bin_to_precision(sample, delta_m)): @@ -78,33 +88,42 @@ def empirical_cdf( "Magnitudes are not binned correctly. " "Test might fail because of this." ) + if delta_m == 1e-16: + warnings.warn( + "delta_m = 1e-16, this might lead to extended computation time") if mc is None: mc = np.min(sample) idx = np.argsort(sample) x = sample[idx] + x, y_count = np.unique(x, return_counts=True) - if weights is not None: + # add empty bins + for mag_bin in bin_to_precision( + np.arange(mc, np.max(sample) + delta_m, delta_m), delta_m + ): + if mag_bin not in x: + x = np.append(x, mag_bin) + y_count = np.append(y_count, 0) + idx = np.argsort(x) + x = x[idx] + y_count = y_count[idx] + + # estimate the CDF + if weights is None: + y = np.cumsum(y_count) / len(sample) + else: weights_sorted = weights[idx] y = np.cumsum(weights_sorted) / weights_sorted.sum() - else: - y = np.arange(1, len(sample) + 1) / len(sample) - x, y_count = np.unique(x, return_counts=True) - # add empty bins - if delta_m > 0: - for mag_bin in bin_to_precision( - np.arange(mc, np.max(sample) + delta_m, delta_m), delta_m - ): - if mag_bin not in x: - x = np.append(x, mag_bin) - y_count = np.append(y_count, 0) - idx = np.argsort(x) - x = x[idx] - y_count = y_count[idx] - - y = y[np.cumsum(y_count) - 1] + # make sure that y is zero if there are no samples in the first bins + for ii, y_loop in enumerate(y_count): + if y_loop > 0: + break + leading_zeros = np.zeros(ii) + + y = leading_zeros.append(y[np.cumsum(y_count[ii:]) - 1]) return x, y @@ -115,6 +134,7 @@ def ks_test_gr( delta_m: float, beta: float, n: int = 10000, + ks_ds: list | None = None, ) -> tuple[float, float, list[float]]: """ For a given magnitude sample and mc and beta, @@ -127,8 +147,12 @@ def ks_test_gr( mc: Completeness magnitude delta_m: Magnitude bin size beta : Beta parameter for the Gutenberg-Richter distribution - n: Number of times the KS distance is calculated for - estimating the p-value, by default 10000 + n: Number of times the KS distance is calculated from + synthetic samples with the given parameters, used for + estimating the p-value. By default 10000. + ks_ds: List of KS distances from synthetic data with the given + paramters. If None, they will be estimated here (then, n is + not needed). By default None. Returns: p_val: p-value @@ -147,20 +171,21 @@ def ks_test_gr( warnings.warn("sample contains only one value") return 0, 1, [] - ks_ds = [] + if ks_ds is None: + ks_ds = [] - n_sample = len(sample) - simulated_all = simulate_magnitudes_binned( - n * n_sample, beta, mc, delta_m, b_parameter="beta" - ) + n_sample = len(sample) + simulated_all = simulate_magnitudes_binned( + n * n_sample, beta, mc, delta_m, b_parameter="beta" + ) - for ii in range(n): - simulated = simulated_all[n_sample * ii: n_sample * (ii + 1)] - x, y_emp = empirical_cdf(simulated, mc, delta_m) - _, y_th = cdf_discrete_GR(x, mc=mc, delta_m=delta_m, beta=beta) + for ii in range(n): + simulated = simulated_all[n_sample * ii: n_sample * (ii + 1)] + x, y_emp = empirical_cdf(simulated, mc, delta_m) + _, y_th = cdf_discrete_GR(x, mc=mc, delta_m=delta_m, beta=beta) - ks_d = np.max(np.abs(y_emp - y_th)) - ks_ds.append(ks_d) + ks_d = np.max(np.abs(y_emp - y_th)) + ks_ds.append(ks_d) x, y_emp = empirical_cdf(sample, mc, delta_m) _, y_th = cdf_discrete_GR(x, mc=mc, delta_m=delta_m, beta=beta) @@ -181,6 +206,7 @@ def mc_ks( beta: float | None = None, b_method: str | None = None, n: int = 10000, + ks_ds_list: list[list] | None = None, ) -> tuple[np.ndarray, list[float], np.ndarray, float | None, float | None]: """ Return the completeness magnitude (mc) estimate @@ -209,6 +235,10 @@ def mc_ks( n: Number of number of times the KS distance is calculated for estimating the p-value, by default 10000 + ks_ds_list: List of list of KS distances from synthetic data + (needed for testing). If None, they will be estimated + in this funciton. By default None + Returns: mcs_test: tested completeness magnitudes ks_ds: KS distances @@ -259,7 +289,7 @@ def mc_ks( ps = [] betas = [] - for mc in mcs_test: + for ii, mc in enumerate(mcs_test): if verbose: print("\ntesting mc", mc) @@ -278,9 +308,19 @@ def mc_ks( else: mc_beta = beta - p, ks_d, _ = ks_test_gr( - mc_sample, mc=mc, delta_m=delta_m, beta=mc_beta, n=n - ) + if ks_ds_list is None: + p, ks_d, _ = ks_test_gr( + mc_sample, mc=mc, delta_m=delta_m, beta=mc_beta, n=n + ) + else: + p, ks_d, _ = ks_test_gr( + mc_sample, + mc=mc, + delta_m=delta_m, + beta=mc_beta, + n=n, + ks_ds=ks_ds_list[ii], + ) mcs_tested.append(mc) ks_ds.append(ks_d) diff --git a/seismostats/analysis/tests/data/ks_ds.csv b/seismostats/analysis/tests/data/ks_ds.csv new file mode 100644 index 0000000..05d4e81 --- /dev/null +++ b/seismostats/analysis/tests/data/ks_ds.csv @@ -0,0 +1,10001 @@ +,0.8,0.9,1.0,1.1 +0,0.039313816633812226,0.0708003778811237,0.0433734169744564,0.11109531596808375 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a/seismostats/analysis/tests/data/test_empirical_cdf.p b/seismostats/analysis/tests/data/test_empirical_cdf.p deleted file mode 100644 index a3733b1fabe23f59253b65497af01b872b86d4d0..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1435 zcmai!dq~r37{|AcYi3y|v`$5Mf+94_LkcG$?HdN2YBkWV#6rBxGt0}|MN%n@SeY$d z`gXriX%QV-8Bz)rRGzL@mgNo8t!>TRrje|m=(68$?*q|4J%4O$@B2K@_jx|w->*F6 zfJG(|V;eJ%EzZa@s`cpxwcfzYlM0Oa+LE}eLY+D;-OQe}>H%nvD3aKLA#56LqEZb0`RSPMjauV5|is0#Q zW@!>rDwQj~1w#B#NDM4X`@Ocm6 z+q67l%Xue^3#WJIt+(NdVohPV_aXMKc=m7Y|Ltgwb@rc@*C1lSCYk$;6Jy@F)^`lr zkaWS{t+F^U5>g)DKdT+qi1)`UO1#L`-ZUl1-I(D>+_!l95VCywvk9BK5u*;hDybVr zss7Ni8h;%1z?_R({;J$C^DZt(E+(9?ccJEKm}UQtVn`;dW_(-Ig6JC+Q>#n^h}tK$ zt9IF-`+DbX&NUZq4b9nDSlNK#GY5Chee8kz?%$_BI=a9DWHccfxd2!*=105}gTSZ( zEr5U#2wDIwiW-q15=?*zC=E^n5;y`)AZSn$OaKWSfgmts90EX#paqg)eg;DZB4d#e zX@LZW3`Ky*IJ9^IOp7MNlOYK-8HS8Th9CoxVd+63!~POjS)}zJdnrTkyB)@b4!g(iJwS}A`nEs1mEV7Y`oL*tT^rAPh6FL% zdHxIB@ka+TUh+DfND~Eg@p|2`mkI)Vc->wU3FWk}c>O*E-(EJ}$A)FW1m4dML5-^V zHSgu@1Qj5l158^U%Xt!}Ps03QUo{sFG@2Mi diff --git a/seismostats/analysis/tests/data/test_estimate_mc.p b/seismostats/analysis/tests/data/test_estimate_mc.p deleted file mode 100644 index 13a1de49802bcbd4d4706dbda5793c4f715fcd29..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1009 zcmZuwJxc>Y5WP!`7HVm4nJSHqg|LSf2OgxbmynMO3i;x0Pe>uyL=9}0u`s{M{0%{{ zxI>YIh??x&TgfF;+%P+D-n^OHz1wzC@?z%R9< zmb|V8LA6h6uM+t6ZYPvMRF^a&RnS0EJDmnYM&wxoIY_Bn(tAZ*tWWVPx zOLEO)8a{G1uj~^lm&@nB3)3IZl2jX>9xjwMwdI^6Z6AWQP6cB2b1{BiT4K(Do4hRT zJI&A5@|$^PhHo>kl;6DMa Date: Wed, 3 Jul 2024 14:16:24 +0200 Subject: [PATCH 7/8] correct empricial_cdf for case with weights and include tests --- seismostats/analysis/estimate_mc.py | 15 +++++++-------- seismostats/analysis/tests/test_estimate_mc.py | 15 +++++++++++++++ 2 files changed, 22 insertions(+), 8 deletions(-) diff --git a/seismostats/analysis/estimate_mc.py b/seismostats/analysis/estimate_mc.py index 01d562b..6bc7105 100644 --- a/seismostats/analysis/estimate_mc.py +++ b/seismostats/analysis/estimate_mc.py @@ -95,8 +95,8 @@ def empirical_cdf( if mc is None: mc = np.min(sample) - idx = np.argsort(sample) - x = sample[idx] + idx1 = np.argsort(sample) + x = sample[idx1] x, y_count = np.unique(x, return_counts=True) # add empty bins @@ -106,15 +106,15 @@ def empirical_cdf( if mag_bin not in x: x = np.append(x, mag_bin) y_count = np.append(y_count, 0) - idx = np.argsort(x) - x = x[idx] - y_count = y_count[idx] + idx2 = np.argsort(x) + x = x[idx2] + y_count = y_count[idx2] # estimate the CDF if weights is None: y = np.cumsum(y_count) / len(sample) else: - weights_sorted = weights[idx] + weights_sorted = weights[idx1] y = np.cumsum(weights_sorted) / weights_sorted.sum() # make sure that y is zero if there are no samples in the first bins @@ -122,8 +122,7 @@ def empirical_cdf( if y_loop > 0: break leading_zeros = np.zeros(ii) - - y = leading_zeros.append(y[np.cumsum(y_count[ii:]) - 1]) + y = np.append(leading_zeros, y[np.cumsum(y_count[ii:]) - 1]) return x, y diff --git a/seismostats/analysis/tests/test_estimate_mc.py b/seismostats/analysis/tests/test_estimate_mc.py index 2eb66d1..abd018c 100644 --- a/seismostats/analysis/tests/test_estimate_mc.py +++ b/seismostats/analysis/tests/test_estimate_mc.py @@ -128,6 +128,21 @@ def test_empirical_cdf(setup_magnitudes, delta_m=0.1): assert_equal(len(x), len(y)) assert_equal(y[0], 0.06) + # test that weights function the way that they should + # 1. with equal weights + magnitudes = np.array([0.5, 0.6, 0.7, 0.8, 0.9]) + weights = np.array([1, 1, 1, 1, 1]) + x, y = empirical_cdf(magnitudes, mc=0, delta_m=0.1, weights=weights) + assert_almost_equal(x, np.arange(0, 1, 0.1)) + assert_almost_equal(y, [0, 0, 0, 0, 0, 0.2, 0.4, 0.6, 0.8, 1]) + + # 2. with different weights + magnitudes = np.array([0.5, 0.6, 0.7, 0.8, 0.9]) + weights = np.array([0.5, 0.5, 0.5, 0.5, 3]) + x, y = empirical_cdf(magnitudes, mc=0, delta_m=0.1, weights=weights) + assert_almost_equal(x, np.arange(0, 1, 0.1)) + assert_almost_equal(y, [0, 0, 0, 0, 0, 0.1, 0.2, 0.3, 0.4, 1]) + @pytest.fixture def setup_ks_dists(): From 315f57d96b5c320d2163f28155fae955130e297c Mon Sep 17 00:00:00 2001 From: Aron Mirwald Date: Wed, 3 Jul 2024 14:22:13 +0200 Subject: [PATCH 8/8] testing improved for empricial_cdf --- seismostats/analysis/tests/test_estimate_mc.py | 17 +++++++++++------ 1 file changed, 11 insertions(+), 6 deletions(-) diff --git a/seismostats/analysis/tests/test_estimate_mc.py b/seismostats/analysis/tests/test_estimate_mc.py index abd018c..2a47283 100644 --- a/seismostats/analysis/tests/test_estimate_mc.py +++ b/seismostats/analysis/tests/test_estimate_mc.py @@ -132,16 +132,21 @@ def test_empirical_cdf(setup_magnitudes, delta_m=0.1): # 1. with equal weights magnitudes = np.array([0.5, 0.6, 0.7, 0.8, 0.9]) weights = np.array([1, 1, 1, 1, 1]) - x, y = empirical_cdf(magnitudes, mc=0, delta_m=0.1, weights=weights) - assert_almost_equal(x, np.arange(0, 1, 0.1)) - assert_almost_equal(y, [0, 0, 0, 0, 0, 0.2, 0.4, 0.6, 0.8, 1]) + x_weight, y_weight = empirical_cdf( + magnitudes, mc=0, delta_m=0.1, weights=weights) + x, y = empirical_cdf(magnitudes, mc=0, delta_m=0.1) + assert_almost_equal(x_weight, np.arange(0, 1, 0.1)) + assert_almost_equal(y_weight, [0, 0, 0, 0, 0, 0.2, 0.4, 0.6, 0.8, 1]) + assert_almost_equal(x_weight, x) + assert_almost_equal(y_weight, y) # 2. with different weights magnitudes = np.array([0.5, 0.6, 0.7, 0.8, 0.9]) weights = np.array([0.5, 0.5, 0.5, 0.5, 3]) - x, y = empirical_cdf(magnitudes, mc=0, delta_m=0.1, weights=weights) - assert_almost_equal(x, np.arange(0, 1, 0.1)) - assert_almost_equal(y, [0, 0, 0, 0, 0, 0.1, 0.2, 0.3, 0.4, 1]) + x_weight, y_weight = empirical_cdf( + magnitudes, mc=0, delta_m=0.1, weights=weights) + assert_almost_equal(x_weight, np.arange(0, 1, 0.1)) + assert_almost_equal(y_weight, [0, 0, 0, 0, 0, 0.1, 0.2, 0.3, 0.4, 1]) @pytest.fixture