Notebook

Analyzing replicability of connectivity-based multivariate BWAS on the Human Connectome Project dataset¶

Re-compute certain results for more sample sizes.¶

Imports¶

In [1]:

import numpy as np
import pandas as pd
import seaborn as sns
import matplotlib.pyplot as plt
from sklearn.linear_model import Ridge
from sklearn.svm import SVR
from sklearn.model_selection import KFold, train_test_split, cross_val_predict, GridSearchCV
from sklearn.pipeline import Pipeline
from sklearn.decomposition import PCA
from joblib import Parallel, delayed
from mlxtend.evaluate import permutation_test
sns.set(rc={"figure.figsize":(4, 2)})
sns.set_style("whitegrid")

Load HCP data¶

We load functional network matrices (netmats) from the HCP1200-release, as published on connectomeDB: https://db.humanconnectome.org/ Due to licensoing issues, data is not supplied with the repository, but can be downloaded from the ConnectomeDB. See hcp_data/readme.md for more details.

In [2]:

# HCP data can be obtained from the connectomeDB
# data is not part of this repository
subjectIDs = pd.read_csv('hcp_data/subjectIDs.txt', header=None)

netmats_pearson = pd.read_csv('hcp_data/netmats1_correlationZ.txt',
                             sep=' ',
                             header=None)
netmats_pearson['ID'] = subjectIDs[0]
netmats_pearson.set_index('ID', drop=True, inplace=True)


netmats_parcor = pd.read_csv('hcp_data/netmats2_partial-correlation.txt',
                             sep=' ',
                             header=None)
netmats_parcor['ID'] = subjectIDs[0]
netmats_parcor.set_index('ID', drop=True, inplace=True)

behavior = pd.read_csv('hcp_data/hcp1200_behavioral_data.csv')
behavior = behavior.set_index('Subject', drop=True)

# convert age to numeric
age = []
for s in behavior['Age']:
    if s == '36+':
        age.append(36)
    else:
        split = s.split(sep='-')
        age.append(np.mean((float(split[0]), float(split[1]))))

behavior['age'] = age
behavior

Out[2]:

	Release	Acquisition	Gender	Age	3T_Full_MR_Compl	T1_Count	T2_Count	3T_RS-fMRI_Count	3T_RS-fMRI_PctCompl	3T_Full_Task_fMRI	...	Odor_Unadj	Odor_AgeAdj	PainIntens_RawScore	PainInterf_Tscore	Taste_Unadj	Taste_AgeAdj	Mars_Log_Score	Mars_Errs	Mars_Final	age
Subject
100004	S900	Q06	M	22-25	False	0	0	0	0.0	False	...	101.12	86.45	2.0	45.9	107.17	105.31	1.80	0.0	1.80	23.5
100206	S900	Q11	M	26-30	True	1	1	4	100.0	True	...	108.79	97.19	1.0	49.7	72.63	72.03	1.84	0.0	1.84	28.0
100307	Q1	Q01	F	26-30	True	1	1	4	100.0	True	...	101.12	86.45	0.0	38.6	71.69	71.76	1.76	0.0	1.76	28.0
100408	Q3	Q03	M	31-35	True	1	1	4	100.0	True	...	108.79	98.04	2.0	52.6	114.01	113.59	1.76	2.0	1.68	33.0
100610	S900	Q08	M	26-30	True	2	1	4	100.0	True	...	122.25	110.45	0.0	38.6	84.84	85.31	1.92	1.0	1.88	28.0
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
992774	Q2	Q02	M	31-35	True	2	2	4	100.0	True	...	122.25	111.41	4.0	50.1	107.17	103.55	1.76	0.0	1.76	33.0
993675	S900	Q09	F	26-30	True	2	2	4	100.0	True	...	122.25	110.45	0.0	38.6	84.07	84.25	1.80	1.0	1.76	28.0
994273	S500	Q06	M	26-30	True	1	1	4	100.0	True	...	122.25	111.41	7.0	63.8	110.65	109.73	1.80	1.0	1.76	28.0
995174	S1200	Q13	M	22-25	False	1	1	2	0.0	True	...	88.61	64.58	3.0	50.1	117.16	117.40	1.80	0.0	1.80	23.5
996782	S900	Q08	F	26-30	True	2	2	4	100.0	True	...	108.79	97.19	0.0	38.6	75.43	73.72	1.84	0.0	1.84	28.0

1206 rows × 582 columns

Function to prepare target variable¶

In [3]:

def create_data(target='CogTotalComp_AgeAdj', feature_data=netmats_parcor):
    # it's a good practice to use pandas for merging, messing up subject order can be painful
    features = feature_data.columns
    df = behavior
    df = df.merge(feature_data, left_index=True, right_index=True, how='left')

    df = df.dropna(subset = [target] + features.values.tolist())
    y = df[target].values
    X = df[features].values
    return X, y

Function implementing a single bootstrap iteration¶

We define a workhorse function which:

randomly samples the discovery and the replication datasets,
creates cross-validated estimates of predictive performance within the discovery sample
finalizes the model by fitting it to the whole discovery sample (overfits the discovery but not the replication sample)
use it to predict the replication sample

In [4]:

def bootstrap_workhorse(X, y, sample_size, model, random_state, shuffle_y=False):

    #create discovery and replication samples by random sampling from the whole dataset (without replacement)

    if shuffle_y:
        rng = np.random.default_rng(random_state)
        y = rng.permutation(y)

    X_discovery, X_replication, y_discovery, y_replication = train_test_split(X, y, train_size=sample_size, test_size=sample_size, shuffle=True, random_state=random_state)

    cv = KFold(10)
    # obtain cross-validated predictions in the discovery sample

    predicted_discovery_cv = np.zeros_like(y_discovery)
    cor_per_fold = np.zeros(cv.n_splits)
    i = 0
    for train, test in cv.split(X=X_discovery, y=y_discovery):
        model.fit(X=X_discovery[train], y=y_discovery[train])
        predicted_discovery_cv[test] = model.predict(X=X_discovery[test])
        cor_per_fold[i] = np.corrcoef(y_discovery[test], predicted_discovery_cv[test])[0,1]
        i += 1
    # correlation between the cross-validated predictions and observations in the discovery sample
    # this is the correct, unbiased estimate!
    # calculated as mean test performance across all folds
    r_disc_cv = np.mean(cor_per_fold)
    # finalize model by training it on the full discovery sample (without cross-validation)
    final_model = model.fit(X=X_discovery, y=y_discovery)
    # obtain predictions with the final model on the discovery sample, note that this model actually overfits this sample.
    # we do this only to demonstrate biased estimates
    predicted_discovery_overfit = final_model.predict(X=X_discovery)
    # here we obtain the biased effect size (r) estimates for demonstrational purposes
    r_disc_overfit = np.corrcoef(predicted_discovery_overfit, y_discovery)[0, 1]

    # We use the final model to predict the replication sample
    # This is correct (no overfitting here), the final model did not see this data during training
    predicted_replication = final_model.predict(X=X_replication)
    # we obtain the out-of-sample prediction performance estimates
    r_rep = np.corrcoef(predicted_replication, y_replication)[0, 1]

    # below we calculate permutation-based p-values for all three effect size estimates (in-sample unbiased, in-sample biased, out-of-sample)
    # (one sided tests, testing for positive correlation)
    p_disc_cv = permutation_test(predicted_discovery_cv, y_discovery, method='approximate', num_rounds=1000, func=lambda x, y: np.corrcoef(x, y)[1][0],seed=random_state)
    p_disc_overfit = permutation_test(predicted_discovery_overfit, y_discovery, method='approximate', num_rounds=1000, func=lambda x, y: np.corrcoef(x, y)[1][0],seed=random_state)
    p_rep = permutation_test(predicted_replication, y_replication, method='approximate', num_rounds=1000, func=lambda x, y: np.corrcoef(x, y)[1][0],seed=random_state)
    # return results
    return r_disc_cv, r_disc_overfit, r_rep, p_disc_cv, p_disc_overfit, p_rep

All set, now we start the analysis.

Replicability with sample sizes n=25, 50, 75, 100, 125, 150, 175, 200, 225, 250, 275, 300, 325, 350, 375, 400, 425, 450, 475 and max¶

Here we train a few different models on 100 bootstrap samples.

We aggregate the results of our workhorse function in n_bootstrap=100 bootstrap cases (run in parallel).

The whole process is repeated for all sample sizes, fetaure_sets and target variables.

Here we test age and 5 cognitive variables, including 'cognitive ability' (the main target variable in the target paper)¶

age: age group of the participants
CogTotalComp_AgeAdj: total cognitive ability
PMAT24_A_CR, : Fluid Intelligence (Penn Progressive Matrices)
CardSort_AgeAdj: Executive Function/Cognitive Flexibility (Dimensional Change Card Sort)
Flanker_AgeAdj: Executive Function/Inhibition (Flanker Task)
PicSeq_AgeAdj: Episodic Memory (Picture Sequence Memory)

Reproducing the PCA+SVR-based model from the target paper¶

Like in the target paper:¶

Both PCA and SVR are done inside the cross-validation
PCA reatains the firts k principal components that together explain 50% of the variance
scikit-learn makes sure that PCA is only fit for the training samples
both for the test sets (in the cross-validation) and the replication sample PCA is not re-fit, bt features are simply transformed with the already fit PCA

In [8]:

%%time

random_state = 42
n_bootstrap = 100

features = {
    'netmats_pearson': netmats_pearson
}

models = {
    'PCA_SVR': Pipeline([('pca', PCA(n_components=0.5)),
                         ('svr', SVR())])

}

# We aggregate all results here:
df = pd.DataFrame(columns=['connectivity','model','target','n','r_discovery_cv','r_discovery_overfit','r_replication','p_discovery_cv','p_discovery_overfit','p_replication'])

for feature_set in features:
    for model in models:
        for target_var in ['age', 'CogTotalComp_AgeAdj', 'PMAT24_A_CR', 'Flanker_AgeAdj', 'CardSort_AgeAdj', 'PicSeq_AgeAdj']:
            for sample_size in [25, 50, 75, 100, 125, 150, 175, 200, 225, 250, 275, 300, 325, 350, 375, 400, 425, 450, 475, 'max']:

                print('*****************************************************************')
                print(feature_set, model, target_var, sample_size)

                X, y = create_data(target=target_var, feature_data=features[feature_set])

                if sample_size=='max':
                    sample_size = int(len(y)/2)

                # create random seeds for each bootstrap iteration for reproducibility
                rng = np.random.default_rng(random_state)
                random_sates = rng.integers(np.iinfo(np.int32).max, size=n_bootstrap)

                # run bootstrap iterations in parallel
                r_discovery_cv, r_discovery_overfit, r_replication, p_discovery_cv, p_discovery_overfit, p_replication = zip(
                    *Parallel(n_jobs=-1)(
                    delayed(bootstrap_workhorse)(X, y, sample_size, models[model], seed) for seed in random_sates))

                tmp_data_frame = pd.DataFrame({
                    'connectivity' : feature_set,
                    'model' : model,
                    'target' : target_var,
                    'n' : sample_size,
                    'r_discovery_cv': r_discovery_cv,
                    'r_discovery_overfit': r_discovery_overfit,
                    'r_replication': r_replication,
                    'p_discovery_cv': p_discovery_cv,
                    'p_discovery_overfit': p_discovery_overfit,
                    'p_replication': p_replication
                })
                #sns.scatterplot(x='r_replication', y='r_discovery_cv', data=tmp_data_frame)
                #plt.ylabel('in-sample (r)')
                #plt.xlabel('out-of-sample (r_pred)')
                #plt.show()
                print(tmp_data_frame.r_discovery_cv.mean(), tmp_data_frame.r_replication.mean())

                for alpha in [0.05, 0.01, 0.005, 0.001]:
                    print('Replicability at alpha =', alpha, ':',
                          (tmp_data_frame.loc[tmp_data_frame['p_discovery_cv']<alpha,'p_replication']<alpha).sum() / (tmp_data_frame['p_discovery_cv']<0.05).sum() * 100, '%')

                df = pd.concat((df, tmp_data_frame))
                df.reset_index(drop=True, inplace=True)
                df.to_csv('res/hires_results_PCA_SVR.csv')

df

*****************************************************************
netmats_pearson PCA_SVR age 25
0.07814693256464597 0.06311660130821281
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR age 50

/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]

0.0034788424473824646 0.05507531631070878
Replicability at alpha = 0.05 : nan %
Replicability at alpha = 0.01 : nan %
Replicability at alpha = 0.005 : nan %
Replicability at alpha = 0.001 : nan %
*****************************************************************
netmats_pearson PCA_SVR age 75

<timed exec>:59: RuntimeWarning: invalid value encountered in long_scalars

0.05767555332048385 0.06778677053397866
Replicability at alpha = 0.05 : 33.33333333333333 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR age 100
0.06510214673673408 0.07992169563215587
Replicability at alpha = 0.05 : 10.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR age 125
0.08398882831710941 0.10534949872581784
Replicability at alpha = 0.05 : 37.5 %
Replicability at alpha = 0.01 : 6.25 %
Replicability at alpha = 0.005 : 6.25 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR age 150
0.11257418326571461 0.11541960536894891
Replicability at alpha = 0.05 : 52.0 %
Replicability at alpha = 0.01 : 4.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR age 175
0.1155368141107679 0.12651956981630005
Replicability at alpha = 0.05 : 55.172413793103445 %
Replicability at alpha = 0.01 : 17.24137931034483 %
Replicability at alpha = 0.005 : 13.793103448275861 %
Replicability at alpha = 0.001 : 3.4482758620689653 %
*****************************************************************
netmats_pearson PCA_SVR age 200
0.1114303048333668 0.1398647058199516
Replicability at alpha = 0.05 : 64.70588235294117 %
Replicability at alpha = 0.01 : 26.47058823529412 %
Replicability at alpha = 0.005 : 11.76470588235294 %
Replicability at alpha = 0.001 : 2.941176470588235 %
*****************************************************************
netmats_pearson PCA_SVR age 225
0.11751236076225453 0.1413404590814415
Replicability at alpha = 0.05 : 69.04761904761905 %
Replicability at alpha = 0.01 : 21.428571428571427 %
Replicability at alpha = 0.005 : 16.666666666666664 %
Replicability at alpha = 0.001 : 4.761904761904762 %
*****************************************************************
netmats_pearson PCA_SVR age 250
0.13499620393072262 0.15429199592664644
Replicability at alpha = 0.05 : 78.26086956521739 %
Replicability at alpha = 0.01 : 36.95652173913043 %
Replicability at alpha = 0.005 : 28.26086956521739 %
Replicability at alpha = 0.001 : 13.043478260869565 %
*****************************************************************
netmats_pearson PCA_SVR age 275
0.14903193208079654 0.15447041039381318
Replicability at alpha = 0.05 : 83.33333333333334 %
Replicability at alpha = 0.01 : 25.757575757575758 %
Replicability at alpha = 0.005 : 19.696969696969695 %
Replicability at alpha = 0.001 : 7.575757575757576 %
*****************************************************************
netmats_pearson PCA_SVR age 300
0.15601435339697584 0.15810854528637436
Replicability at alpha = 0.05 : 89.1891891891892 %
Replicability at alpha = 0.01 : 40.54054054054054 %
Replicability at alpha = 0.005 : 31.08108108108108 %
Replicability at alpha = 0.001 : 12.162162162162163 %
*****************************************************************
netmats_pearson PCA_SVR age 325
0.1671812924407429 0.16278343644645824
Replicability at alpha = 0.05 : 91.02564102564102 %
Replicability at alpha = 0.01 : 58.97435897435898 %
Replicability at alpha = 0.005 : 41.02564102564102 %
Replicability at alpha = 0.001 : 14.102564102564102 %
*****************************************************************
netmats_pearson PCA_SVR age 350
0.1718316632124011 0.1731928713530674
Replicability at alpha = 0.05 : 94.11764705882352 %
Replicability at alpha = 0.01 : 63.52941176470588 %
Replicability at alpha = 0.005 : 52.94117647058824 %
Replicability at alpha = 0.001 : 18.823529411764707 %
*****************************************************************
netmats_pearson PCA_SVR age 375
0.17122668000377325 0.17928790504832592
Replicability at alpha = 0.05 : 97.6470588235294 %
Replicability at alpha = 0.01 : 76.47058823529412 %
Replicability at alpha = 0.005 : 63.52941176470588 %
Replicability at alpha = 0.001 : 23.52941176470588 %
*****************************************************************
netmats_pearson PCA_SVR age 400
0.17065337167611985 0.18509558942644763
Replicability at alpha = 0.05 : 97.72727272727273 %
Replicability at alpha = 0.01 : 79.54545454545455 %
Replicability at alpha = 0.005 : 64.77272727272727 %
Replicability at alpha = 0.001 : 32.95454545454545 %
*****************************************************************
netmats_pearson PCA_SVR age 425
0.17076394986094715 0.1902224982376579
Replicability at alpha = 0.05 : 98.82352941176471 %
Replicability at alpha = 0.01 : 78.82352941176471 %
Replicability at alpha = 0.005 : 69.41176470588235 %
Replicability at alpha = 0.001 : 41.17647058823529 %
*****************************************************************
netmats_pearson PCA_SVR age 450
0.17308250538661116 0.19597602750039833
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 81.52173913043478 %
Replicability at alpha = 0.005 : 71.73913043478261 %
Replicability at alpha = 0.001 : 45.65217391304348 %
*****************************************************************
netmats_pearson PCA_SVR age 475
0.18081606562456337 0.19381850490149558
Replicability at alpha = 0.05 : 98.93617021276596 %
Replicability at alpha = 0.01 : 91.48936170212765 %
Replicability at alpha = 0.005 : 88.29787234042553 %
Replicability at alpha = 0.001 : 60.63829787234043 %
*****************************************************************
netmats_pearson PCA_SVR age max
0.18282912012661387 0.19084783442850575
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 85.56701030927834 %
Replicability at alpha = 0.005 : 82.4742268041237 %
Replicability at alpha = 0.001 : 56.70103092783505 %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 25
-0.012765746580277846 0.052533016946524666
Replicability at alpha = 0.05 : nan %
Replicability at alpha = 0.01 : nan %
Replicability at alpha = 0.005 : nan %
Replicability at alpha = 0.001 : nan %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 50

<timed exec>:59: RuntimeWarning: invalid value encountered in long_scalars

0.02613076180866329 0.07257458992180708
Replicability at alpha = 0.05 : nan %
Replicability at alpha = 0.01 : nan %
Replicability at alpha = 0.005 : nan %
Replicability at alpha = 0.001 : nan %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 75

<timed exec>:59: RuntimeWarning: invalid value encountered in long_scalars

0.035862602309382 0.06095291179965927
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 100
0.04254487476856877 0.06349813361022945
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 125
0.04149677352346028 0.07303200757265954
Replicability at alpha = 0.05 : nan %
Replicability at alpha = 0.01 : nan %
Replicability at alpha = 0.005 : nan %
Replicability at alpha = 0.001 : nan %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 150

<timed exec>:59: RuntimeWarning: invalid value encountered in long_scalars

0.06587736162122486 0.07685151622875608
Replicability at alpha = 0.05 : 16.666666666666664 %
Replicability at alpha = 0.01 : 16.666666666666664 %
Replicability at alpha = 0.005 : 16.666666666666664 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 175
0.09249691698008317 0.09297984386331187
Replicability at alpha = 0.05 : 50.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 200
0.0801394538604939 0.1061294190223969
Replicability at alpha = 0.05 : 25.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 225
0.08863558904442431 0.11237818873176193
Replicability at alpha = 0.05 : 33.33333333333333 %
Replicability at alpha = 0.01 : 14.285714285714285 %
Replicability at alpha = 0.005 : 4.761904761904762 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 250
0.1044939349453288 0.12434596149490698
Replicability at alpha = 0.05 : 51.85185185185185 %
Replicability at alpha = 0.01 : 11.11111111111111 %
Replicability at alpha = 0.005 : 3.7037037037037033 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 275
0.11955052745942898 0.1359523201921851
Replicability at alpha = 0.05 : 64.86486486486487 %
Replicability at alpha = 0.01 : 18.91891891891892 %
Replicability at alpha = 0.005 : 8.108108108108109 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 300
0.12371681381416577 0.13372831832326426
Replicability at alpha = 0.05 : 62.16216216216216 %
Replicability at alpha = 0.01 : 18.91891891891892 %
Replicability at alpha = 0.005 : 10.81081081081081 %
Replicability at alpha = 0.001 : 2.7027027027027026 %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 325
0.13093104271229364 0.14009832266371144
Replicability at alpha = 0.05 : 72.3404255319149 %
Replicability at alpha = 0.01 : 23.404255319148938 %
Replicability at alpha = 0.005 : 14.893617021276595 %
Replicability at alpha = 0.001 : 4.25531914893617 %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 350
0.15088912196146678 0.15036264409074854
Replicability at alpha = 0.05 : 80.0 %
Replicability at alpha = 0.01 : 36.666666666666664 %
Replicability at alpha = 0.005 : 23.333333333333332 %
Replicability at alpha = 0.001 : 10.0 %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 375
0.15597119585148086 0.1576965059117357
Replicability at alpha = 0.05 : 90.9090909090909 %
Replicability at alpha = 0.01 : 43.93939393939394 %
Replicability at alpha = 0.005 : 33.33333333333333 %
Replicability at alpha = 0.001 : 6.0606060606060606 %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 400
0.15569714936227072 0.16274303113694116
Replicability at alpha = 0.05 : 95.65217391304348 %
Replicability at alpha = 0.01 : 50.72463768115942 %
Replicability at alpha = 0.005 : 34.78260869565217 %
Replicability at alpha = 0.001 : 8.695652173913043 %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 425
0.1588211600842311 0.1620844233266087
Replicability at alpha = 0.05 : 93.05555555555556 %
Replicability at alpha = 0.01 : 66.66666666666666 %
Replicability at alpha = 0.005 : 48.61111111111111 %
Replicability at alpha = 0.001 : 11.11111111111111 %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 450
0.1660449095766733 0.16863492603140337
Replicability at alpha = 0.05 : 95.34883720930233 %
Replicability at alpha = 0.01 : 67.44186046511628 %
Replicability at alpha = 0.005 : 51.162790697674424 %
Replicability at alpha = 0.001 : 18.6046511627907 %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 475
0.1639794666728734 0.17409341882316898
Replicability at alpha = 0.05 : 98.82352941176471 %
Replicability at alpha = 0.01 : 74.11764705882354 %
Replicability at alpha = 0.005 : 55.294117647058826 %
Replicability at alpha = 0.001 : 25.882352941176475 %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj max
0.1657456085840359 0.1759580210438174
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 72.82608695652173 %
Replicability at alpha = 0.005 : 58.69565217391305 %
Replicability at alpha = 0.001 : 29.347826086956523 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 25

/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]

0.009622651031827124 0.006527399552072927
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 50
0.01140704603289156 0.03937358302729429
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 75
0.03562457718858567 0.03201261112244902
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 100
0.0654201392870136 0.05283547742503512
Replicability at alpha = 0.05 : 18.75 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 125
0.06948704868304105 0.07003839749164883
Replicability at alpha = 0.05 : 10.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 150
0.07875099797108849 0.08901475342266543
Replicability at alpha = 0.05 : 26.666666666666668 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 175
0.079165374473938 0.09873289660325801
Replicability at alpha = 0.05 : 41.17647058823529 %
Replicability at alpha = 0.01 : 11.76470588235294 %
Replicability at alpha = 0.005 : 5.88235294117647 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 200
0.08398499336458215 0.09991315410566606
Replicability at alpha = 0.05 : 57.14285714285714 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 225
0.09610454017613254 0.1140036312432465
Replicability at alpha = 0.05 : 55.55555555555556 %
Replicability at alpha = 0.01 : 18.51851851851852 %
Replicability at alpha = 0.005 : 11.11111111111111 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 250
0.1088488350425472 0.12228373369465263
Replicability at alpha = 0.05 : 58.333333333333336 %
Replicability at alpha = 0.01 : 25.0 %
Replicability at alpha = 0.005 : 11.11111111111111 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 275
0.11805418247347252 0.12985218319730554
Replicability at alpha = 0.05 : 68.18181818181817 %
Replicability at alpha = 0.01 : 20.454545454545457 %
Replicability at alpha = 0.005 : 11.363636363636363 %
Replicability at alpha = 0.001 : 4.545454545454546 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 300
0.11497738950538995 0.14153398369488263
Replicability at alpha = 0.05 : 78.72340425531915 %
Replicability at alpha = 0.01 : 34.04255319148936 %
Replicability at alpha = 0.005 : 27.659574468085108 %
Replicability at alpha = 0.001 : 2.127659574468085 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 325
0.12332124492463431 0.14300465290889006
Replicability at alpha = 0.05 : 82.35294117647058 %
Replicability at alpha = 0.01 : 27.450980392156865 %
Replicability at alpha = 0.005 : 21.568627450980394 %
Replicability at alpha = 0.001 : 1.9607843137254901 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 350
0.13352263698943231 0.16051680473137572
Replicability at alpha = 0.05 : 87.87878787878788 %
Replicability at alpha = 0.01 : 31.818181818181817 %
Replicability at alpha = 0.005 : 18.181818181818183 %
Replicability at alpha = 0.001 : 6.0606060606060606 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 375
0.14291474184848016 0.16718204008058787
Replicability at alpha = 0.05 : 94.87179487179486 %
Replicability at alpha = 0.01 : 44.871794871794876 %
Replicability at alpha = 0.005 : 25.64102564102564 %
Replicability at alpha = 0.001 : 10.256410256410255 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 400
0.15238717524605863 0.17155022123378255
Replicability at alpha = 0.05 : 98.78048780487805 %
Replicability at alpha = 0.01 : 60.97560975609756 %
Replicability at alpha = 0.005 : 40.243902439024396 %
Replicability at alpha = 0.001 : 14.634146341463413 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 425
0.1530500523323691 0.1725480868980855
Replicability at alpha = 0.05 : 97.61904761904762 %
Replicability at alpha = 0.01 : 77.38095238095238 %
Replicability at alpha = 0.005 : 53.57142857142857 %
Replicability at alpha = 0.001 : 16.666666666666664 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 450
0.15706365287150292 0.17360298447608316
Replicability at alpha = 0.05 : 98.86363636363636 %
Replicability at alpha = 0.01 : 72.72727272727273 %
Replicability at alpha = 0.005 : 60.22727272727273 %
Replicability at alpha = 0.001 : 25.0 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 475
0.1630312924190221 0.17825945122880046
Replicability at alpha = 0.05 : 98.88888888888889 %
Replicability at alpha = 0.01 : 81.11111111111111 %
Replicability at alpha = 0.005 : 67.77777777777779 %
Replicability at alpha = 0.001 : 31.11111111111111 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR max
0.16937260790985878 0.17931030150814908
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 81.91489361702128 %
Replicability at alpha = 0.005 : 76.59574468085107 %
Replicability at alpha = 0.001 : 42.5531914893617 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 25
-0.0019028872213924125 -0.008753460718655168
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 50
0.0041877588769700476 0.026446681706768983
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 75
0.026825092375948947 0.03767071318825717
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 100
0.017319046912004265 0.037796860369966837
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 125
0.032955243766298 0.04020703484126933
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 150
0.020533910962801338 0.03458890797600347
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 175
0.025742836566290585 0.039566210794864866
Replicability at alpha = 0.05 : 16.666666666666664 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 200
0.04000162013366887 0.04785239767856528
Replicability at alpha = 0.05 : 16.666666666666664 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 225
0.049234767880881325 0.050938982294854905
Replicability at alpha = 0.05 : 25.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 250
0.06096902073007601 0.060499437456216644
Replicability at alpha = 0.05 : 6.666666666666667 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 275
0.06269480460047201 0.06623663681059051
Replicability at alpha = 0.05 : 25.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 300
0.06640491375871052 0.07393753936413099
Replicability at alpha = 0.05 : 18.181818181818183 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 325
0.06410086612576932 0.07828881514077404
Replicability at alpha = 0.05 : 16.666666666666664 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 350
0.07516133328180917 0.087532863488003
Replicability at alpha = 0.05 : 28.57142857142857 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 375
0.07251952508522898 0.09425589704444427
Replicability at alpha = 0.05 : 44.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 400
0.07964488965307073 0.0927428634369964
Replicability at alpha = 0.05 : 56.666666666666664 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 425
0.08959860531327472 0.0938875787742953
Replicability at alpha = 0.05 : 55.55555555555556 %
Replicability at alpha = 0.01 : 11.11111111111111 %
Replicability at alpha = 0.005 : 2.7777777777777777 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 450
0.09214835841629018 0.09710394400944428
Replicability at alpha = 0.05 : 68.18181818181817 %
Replicability at alpha = 0.01 : 4.545454545454546 %
Replicability at alpha = 0.005 : 2.272727272727273 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 475
0.09315563823606367 0.0981352592158315
Replicability at alpha = 0.05 : 62.7906976744186 %
Replicability at alpha = 0.01 : 4.651162790697675 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj max
0.0947098828552236 0.10203836949356383
Replicability at alpha = 0.05 : 61.224489795918366 %
Replicability at alpha = 0.01 : 8.16326530612245 %
Replicability at alpha = 0.005 : 4.081632653061225 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 25
0.017427440494622005 0.04635309528134357
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 50
0.013298678784128739 0.052864559935567525
Replicability at alpha = 0.05 : nan %
Replicability at alpha = 0.01 : nan %
Replicability at alpha = 0.005 : nan %
Replicability at alpha = 0.001 : nan %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 75

<timed exec>:59: RuntimeWarning: invalid value encountered in long_scalars

0.06975060074320828 0.033568783195742524
Replicability at alpha = 0.05 : 20.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 100
0.06624026266001 0.05511154998176417
Replicability at alpha = 0.05 : 60.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 125
0.06402370847302795 0.07293905202224414
Replicability at alpha = 0.05 : 20.0 %
Replicability at alpha = 0.01 : 10.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 150
0.07582578628232152 0.07617880223036112
Replicability at alpha = 0.05 : 28.57142857142857 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 175
0.08214592649616946 0.07228731176326164
Replicability at alpha = 0.05 : 13.333333333333334 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 200
0.0753583027418951 0.07325950038420452
Replicability at alpha = 0.05 : 45.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 225
0.08637113927170104 0.07568098334978508
Replicability at alpha = 0.05 : 38.095238095238095 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 250
0.08213338572959444 0.07938886872508781
Replicability at alpha = 0.05 : 25.0 %
Replicability at alpha = 0.01 : 4.166666666666666 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 275
0.07926130021302251 0.09196331693681625
Replicability at alpha = 0.05 : 35.714285714285715 %
Replicability at alpha = 0.01 : 7.142857142857142 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 300
0.08376531584402028 0.09085835147403382
Replicability at alpha = 0.05 : 38.46153846153847 %
Replicability at alpha = 0.01 : 3.8461538461538463 %
Replicability at alpha = 0.005 : 3.8461538461538463 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 325
0.07707530022995264 0.09320999915319664
Replicability at alpha = 0.05 : 38.095238095238095 %
Replicability at alpha = 0.01 : 14.285714285714285 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 350
0.0841396096406637 0.09349802960081627
Replicability at alpha = 0.05 : 43.333333333333336 %
Replicability at alpha = 0.01 : 6.666666666666667 %
Replicability at alpha = 0.005 : 3.3333333333333335 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 375
0.08814404029494786 0.09530660548395765
Replicability at alpha = 0.05 : 42.10526315789473 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 400
0.09240300272718435 0.09578858550347505
Replicability at alpha = 0.05 : 48.717948717948715 %
Replicability at alpha = 0.01 : 5.128205128205128 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 425
0.09544017127530559 0.09794898999887712
Replicability at alpha = 0.05 : 60.416666666666664 %
Replicability at alpha = 0.01 : 6.25 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 450
0.0994420545269816 0.10088886217363773
Replicability at alpha = 0.05 : 63.63636363636363 %
Replicability at alpha = 0.01 : 5.454545454545454 %
Replicability at alpha = 0.005 : 1.8181818181818181 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 475
0.09993961752844732 0.10419426452299732
Replicability at alpha = 0.05 : 64.28571428571429 %
Replicability at alpha = 0.01 : 10.714285714285714 %
Replicability at alpha = 0.005 : 3.571428571428571 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj max
0.10509717705029202 0.10638876826754434
Replicability at alpha = 0.05 : 71.66666666666667 %
Replicability at alpha = 0.01 : 10.0 %
Replicability at alpha = 0.005 : 5.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 25
0.046214651785071836 0.003473316915260759
Replicability at alpha = 0.05 : nan %
Replicability at alpha = 0.01 : nan %
Replicability at alpha = 0.005 : nan %
Replicability at alpha = 0.001 : nan %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 50

<timed exec>:59: RuntimeWarning: invalid value encountered in long_scalars

0.030554472440857624 0.03493508595660751
Replicability at alpha = 0.05 : nan %
Replicability at alpha = 0.01 : nan %
Replicability at alpha = 0.005 : nan %
Replicability at alpha = 0.001 : nan %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 75

<timed exec>:59: RuntimeWarning: invalid value encountered in long_scalars

0.04865325647225168 0.05459780590717687
Replicability at alpha = 0.05 : nan %
Replicability at alpha = 0.01 : nan %
Replicability at alpha = 0.005 : nan %
Replicability at alpha = 0.001 : nan %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 100

<timed exec>:59: RuntimeWarning: invalid value encountered in long_scalars

0.047759076983809795 0.06147545482107202
Replicability at alpha = 0.05 : 20.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 125
0.04080505903681604 0.06367701849523064
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 150
0.045843724317538435 0.06137533503879337
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 175
0.032719090843903745 0.06389907075091782
Replicability at alpha = 0.05 : 16.666666666666664 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 200
0.05474657301765336 0.06749833856170852
Replicability at alpha = 0.05 : 42.857142857142854 %
Replicability at alpha = 0.01 : 14.285714285714285 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 225
0.0654340978662934 0.07025910568145566
Replicability at alpha = 0.05 : 50.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 250
0.07194870263258932 0.07938495413482728
Replicability at alpha = 0.05 : 10.0 %
Replicability at alpha = 0.01 : 10.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 275
0.07097419489735 0.07551583367253861
Replicability at alpha = 0.05 : 25.0 %
Replicability at alpha = 0.01 : 8.333333333333332 %
Replicability at alpha = 0.005 : 8.333333333333332 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 300
0.06991029950177208 0.07458636299063129
Replicability at alpha = 0.05 : 41.66666666666667 %
Replicability at alpha = 0.01 : 8.333333333333332 %
Replicability at alpha = 0.005 : 8.333333333333332 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 325
0.08308090703915044 0.081171907729014
Replicability at alpha = 0.05 : 47.61904761904761 %
Replicability at alpha = 0.01 : 14.285714285714285 %
Replicability at alpha = 0.005 : 4.761904761904762 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 350
0.08221829092335195 0.08688769951430177
Replicability at alpha = 0.05 : 56.25 %
Replicability at alpha = 0.01 : 31.25 %
Replicability at alpha = 0.005 : 12.5 %
Replicability at alpha = 0.001 : 6.25 %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 375
0.08468767921209663 0.09236588860311817
Replicability at alpha = 0.05 : 68.75 %
Replicability at alpha = 0.01 : 12.5 %
Replicability at alpha = 0.005 : 12.5 %
Replicability at alpha = 0.001 : 3.125 %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 400
0.0869689899820891 0.09318486322526578
Replicability at alpha = 0.05 : 65.625 %
Replicability at alpha = 0.01 : 9.375 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 425
0.08270536184135027 0.10051028430101452
Replicability at alpha = 0.05 : 61.29032258064516 %
Replicability at alpha = 0.01 : 9.67741935483871 %
Replicability at alpha = 0.005 : 6.451612903225806 %
Replicability at alpha = 0.001 : 3.225806451612903 %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 450
0.08636275270970561 0.09730143031198002
Replicability at alpha = 0.05 : 57.57575757575758 %
Replicability at alpha = 0.01 : 9.090909090909092 %
Replicability at alpha = 0.005 : 3.0303030303030303 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 475
0.08497287378671342 0.10125962454994882
Replicability at alpha = 0.05 : 62.5 %
Replicability at alpha = 0.01 : 18.75 %
Replicability at alpha = 0.005 : 3.125 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj max
0.09227559512484998 0.10077547292317074
Replicability at alpha = 0.05 : 56.81818181818182 %
Replicability at alpha = 0.01 : 11.363636363636363 %
Replicability at alpha = 0.005 : 2.272727272727273 %
Replicability at alpha = 0.001 : 2.272727272727273 %
CPU times: user 53.4 s, sys: 9.85 s, total: 1min 3s
Wall time: 7h 35min 52s

Out[8]:

	connectivity	model	target	n	r_discovery_cv	r_discovery_overfit	r_replication	p_discovery_cv	p_discovery_overfit	p_replication
0	netmats_pearson	PCA_SVR	age	25	NaN	0.466156	-0.139314	0.995005	0.017982	0.757243
1	netmats_pearson	PCA_SVR	age	25	NaN	0.689387	0.196194	0.94006	0.000999	0.180819
2	netmats_pearson	PCA_SVR	age	25	NaN	0.681033	0.064105	0.944056	0.000999	0.313686
3	netmats_pearson	PCA_SVR	age	25	NaN	0.513247	0.003161	0.998002	0.008991	0.526474
4	netmats_pearson	PCA_SVR	age	25	NaN	0.870617	0.063318	1.0	0.000999	0.376623
...	...	...	...	...	...	...	...	...	...	...
11995	netmats_pearson	PCA_SVR	PicSeq_AgeAdj	501	0.170381	0.360809	0.062856	0.004995	0.000999	0.085914
11996	netmats_pearson	PCA_SVR	PicSeq_AgeAdj	501	0.095436	0.352693	0.142834	0.085914	0.000999	0.000999
11997	netmats_pearson	PCA_SVR	PicSeq_AgeAdj	501	0.098129	0.373386	0.163908	0.028971	0.000999	0.000999
11998	netmats_pearson	PCA_SVR	PicSeq_AgeAdj	501	0.12842	0.376163	0.109268	0.065934	0.000999	0.012987
11999	netmats_pearson	PCA_SVR	PicSeq_AgeAdj	501	0.07409	0.308118	0.032076	0.347652	0.000999	0.225774

12000 rows × 10 columns

Now we fit a simple Ridge regression¶

(no feature selection, no hyperparameter optimization) This can be expected to perform better on low samples than SVR.

In [9]:

%%time

random_state = 42
n_bootstrap = 100

features = {
    'netmats_parcor': netmats_parcor,
}

models = {
    'ridge': Ridge()
}

# We aggregate all results here:
df = pd.DataFrame(columns=['connectivity','model','target','n','r_discovery_cv','r_discovery_overfit','r_replication','p_discovery_cv','p_discovery_overfit','p_replication'])

for feature_set in features:
    for model in models:
        for target_var in ['age', 'CogTotalComp_AgeAdj', 'PMAT24_A_CR', 'Flanker_AgeAdj', 'CardSort_AgeAdj', 'PicSeq_AgeAdj']:
            for sample_size in [25, 50, 75, 100, 125, 150, 175, 200, 225, 250, 275, 300, 325, 350, 375, 400, 425, 450, 475, 'max']:

                print('*****************************************************************')
                print(feature_set, model, target_var, sample_size)

                X, y = create_data(target=target_var, feature_data=features[feature_set])

                if sample_size=='max':
                    sample_size = int(len(y)/2)

                # create random seeds for each bootstrap iteration for reproducibility
                rng = np.random.default_rng(random_state)
                random_sates = rng.integers(np.iinfo(np.int32).max, size=n_bootstrap)

                # run bootstrap iterations in parallel
                r_discovery_cv, r_discovery_overfit, r_replication, p_discovery_cv, p_discovery_overfit, p_replication = zip(
                    *Parallel(n_jobs=-1)(
                    delayed(bootstrap_workhorse)(X, y, sample_size, models[model], seed) for seed in random_sates))

                tmp_data_frame = pd.DataFrame({
                    'connectivity' : feature_set,
                    'model' : model,
                    'target' : target_var,
                    'n' : sample_size,
                    'r_discovery_cv': r_discovery_cv,
                    'r_discovery_overfit': r_discovery_overfit,
                    'r_replication': r_replication,
                    'p_discovery_cv': p_discovery_cv,
                    'p_discovery_overfit': p_discovery_overfit,
                    'p_replication': p_replication
                })
                #sns.scatterplot(x='r_replication', y='r_discovery_cv', data=tmp_data_frame)
                #plt.ylabel('in-sample (r)')
                #plt.xlabel('out-of-sample (r_pred)')
                #plt.show()
                print(tmp_data_frame.r_discovery_cv.mean(), tmp_data_frame.r_replication.mean())

                for alpha in [0.05, 0.01, 0.005, 0.001]:
                    print('Replicability at alpha =', alpha, ':',
                          (tmp_data_frame.loc[tmp_data_frame['p_discovery_cv']<alpha,'p_replication']<alpha).sum() / (tmp_data_frame['p_discovery_cv']<0.05).sum() * 100, '%')

                df = pd.concat((df, tmp_data_frame))
                df.reset_index(drop=True, inplace=True)
                df.to_csv('res/hires_results_Ridge.csv')

df

*****************************************************************
netmats_parcor ridge age 25

/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]

0.03846626475750679 0.20195824470429347
Replicability at alpha = 0.05 : 27.27272727272727 %
Replicability at alpha = 0.01 : 9.090909090909092 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor ridge age 50
0.24233370132686197 0.2609198136325508
Replicability at alpha = 0.05 : 58.536585365853654 %
Replicability at alpha = 0.01 : 14.634146341463413 %
Replicability at alpha = 0.005 : 12.195121951219512 %
Replicability at alpha = 0.001 : 7.317073170731707 %
*****************************************************************
netmats_parcor ridge age 75
0.30114061382903584 0.3130084537681716
Replicability at alpha = 0.05 : 85.5072463768116 %
Replicability at alpha = 0.01 : 46.3768115942029 %
Replicability at alpha = 0.005 : 30.434782608695656 %
Replicability at alpha = 0.001 : 15.942028985507244 %
*****************************************************************
netmats_parcor ridge age 100
0.3323209164524509 0.34287580012326385
Replicability at alpha = 0.05 : 97.75280898876404 %
Replicability at alpha = 0.01 : 71.91011235955057 %
Replicability at alpha = 0.005 : 58.42696629213483 %
Replicability at alpha = 0.001 : 38.20224719101123 %
*****************************************************************
netmats_parcor ridge age 125
0.3536915437328986 0.37328719776373454
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 86.86868686868688 %
Replicability at alpha = 0.005 : 81.81818181818183 %
Replicability at alpha = 0.001 : 57.57575757575758 %
*****************************************************************
netmats_parcor ridge age 150
0.37269972130673273 0.39257721832887166
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 97.0 %
Replicability at alpha = 0.005 : 96.0 %
Replicability at alpha = 0.001 : 81.0 %
*****************************************************************
netmats_parcor ridge age 175
0.383846400077567 0.40626720471185296
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 99.0 %
Replicability at alpha = 0.005 : 98.0 %
Replicability at alpha = 0.001 : 90.0 %
*****************************************************************
netmats_parcor ridge age 200
0.39528891792691084 0.4213171713707975
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 100.0 %
Replicability at alpha = 0.005 : 99.0 %
Replicability at alpha = 0.001 : 97.0 %
*****************************************************************
netmats_parcor ridge age 225
0.41525791231535986 0.4302399505434246
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 100.0 %
Replicability at alpha = 0.005 : 100.0 %
Replicability at alpha = 0.001 : 100.0 %
*****************************************************************
netmats_parcor ridge age 250
0.4230363939720904 0.4400122553011019
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 100.0 %
Replicability at alpha = 0.005 : 100.0 %
Replicability at alpha = 0.001 : 100.0 %
*****************************************************************
netmats_parcor ridge age 275
0.4339375270636514 0.4467434072645414
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 100.0 %
Replicability at alpha = 0.005 : 100.0 %
Replicability at alpha = 0.001 : 100.0 %
*****************************************************************
netmats_parcor ridge age 300
0.44147299146433366 0.4482536389663905
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 100.0 %
Replicability at alpha = 0.005 : 100.0 %
Replicability at alpha = 0.001 : 100.0 %
*****************************************************************
netmats_parcor ridge age 325
0.44819856265296143 0.4516077464994752
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 100.0 %
Replicability at alpha = 0.005 : 100.0 %
Replicability at alpha = 0.001 : 100.0 %
*****************************************************************
netmats_parcor ridge age 350
0.45805241126101803 0.4615190627200644
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 100.0 %
Replicability at alpha = 0.005 : 100.0 %
Replicability at alpha = 0.001 : 100.0 %
*****************************************************************
netmats_parcor ridge age 375
0.4614373687525392 0.4657248350520375
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 100.0 %
Replicability at alpha = 0.005 : 100.0 %
Replicability at alpha = 0.001 : 100.0 %
*****************************************************************
netmats_parcor ridge age 400
0.4655300859849282 0.4722500839559089
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 100.0 %
Replicability at alpha = 0.005 : 100.0 %
Replicability at alpha = 0.001 : 100.0 %
*****************************************************************
netmats_parcor ridge age 425
0.4682686000023048 0.4780749937610201
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 100.0 %
Replicability at alpha = 0.005 : 100.0 %
Replicability at alpha = 0.001 : 100.0 %
*****************************************************************
netmats_parcor ridge age 450
0.47483843462269654 0.48202525217751274
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 100.0 %
Replicability at alpha = 0.005 : 100.0 %
Replicability at alpha = 0.001 : 100.0 %
*****************************************************************
netmats_parcor ridge age 475
0.47485620136133266 0.4852031882499602
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 100.0 %
Replicability at alpha = 0.005 : 100.0 %
Replicability at alpha = 0.001 : 100.0 %
*****************************************************************
netmats_parcor ridge age max
0.48020846359551633 0.48967065593640496
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 100.0 %
Replicability at alpha = 0.005 : 100.0 %
Replicability at alpha = 0.001 : 100.0 %
*****************************************************************
netmats_parcor ridge CogTotalComp_AgeAdj 25
0.08891188071369756 0.2144511891494995
Replicability at alpha = 0.05 : 44.44444444444444 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor ridge CogTotalComp_AgeAdj 50
0.21283412855006123 0.25667317377477333
Replicability at alpha = 0.05 : 64.86486486486487 %
Replicability at alpha = 0.01 : 21.62162162162162 %
Replicability at alpha = 0.005 : 10.81081081081081 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor ridge CogTotalComp_AgeAdj 75
0.26076386267733564 0.31319831193220443
Replicability at alpha = 0.05 : 87.09677419354838 %
Replicability at alpha = 0.01 : 53.2258064516129 %
Replicability at alpha = 0.005 : 27.419354838709676 %
Replicability at alpha = 0.001 : 9.67741935483871 %
*****************************************************************
netmats_parcor ridge CogTotalComp_AgeAdj 100
0.30814190972607364 0.3244129647896814
Replicability at alpha = 0.05 : 97.5 %
Replicability at alpha = 0.01 : 68.75 %
Replicability at alpha = 0.005 : 63.74999999999999 %
Replicability at alpha = 0.001 : 33.75 %
*****************************************************************
netmats_parcor ridge CogTotalComp_AgeAdj 125
0.3347655438304903 0.35934886059509247
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 87.87878787878788 %
Replicability at alpha = 0.005 : 78.78787878787878 %
Replicability at alpha = 0.001 : 53.535353535353536 %
*****************************************************************
netmats_parcor ridge CogTotalComp_AgeAdj 150
0.36398751037805466 0.38005052329501976
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 96.96969696969697 %
Replicability at alpha = 0.005 : 95.95959595959596 %
Replicability at alpha = 0.001 : 82.82828282828282 %
*****************************************************************
netmats_parcor ridge CogTotalComp_AgeAdj 175
0.3704650451497419 0.3905465499564434
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 97.0 %
Replicability at alpha = 0.005 : 95.0 %
Replicability at alpha = 0.001 : 88.0 %
*****************************************************************
netmats_parcor ridge CogTotalComp_AgeAdj 200
0.40452415449126483 0.4062055329971098
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 99.0 %
Replicability at alpha = 0.005 : 99.0 %
Replicability at alpha = 0.001 : 98.0 %
*****************************************************************
netmats_parcor ridge CogTotalComp_AgeAdj 225
0.4069113613943092 0.41618072492675146
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 100.0 %
Replicability at alpha = 0.005 : 100.0 %
Replicability at alpha = 0.001 : 99.0 %
*****************************************************************
netmats_parcor ridge CogTotalComp_AgeAdj 250
0.42415431471335036 0.4272453026031276
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 100.0 %
Replicability at alpha = 0.005 : 100.0 %
Replicability at alpha = 0.001 : 100.0 %
*****************************************************************
netmats_parcor ridge CogTotalComp_AgeAdj 275
0.42997730862908023 0.43656946997620993
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 100.0 %
Replicability at alpha = 0.005 : 100.0 %
Replicability at alpha = 0.001 : 100.0 %
*****************************************************************
netmats_parcor ridge CogTotalComp_AgeAdj 300
0.4310543037446978 0.4438901556711544
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 100.0 %
Replicability at alpha = 0.005 : 100.0 %
Replicability at alpha = 0.001 : 100.0 %
*****************************************************************
netmats_parcor ridge CogTotalComp_AgeAdj 325
0.44353200030000506 0.4514763735561955
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 100.0 %
Replicability at alpha = 0.005 : 100.0 %
Replicability at alpha = 0.001 : 100.0 %
*****************************************************************
netmats_parcor ridge CogTotalComp_AgeAdj 350
0.4542887378559589 0.4576022348925519
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 100.0 %
Replicability at alpha = 0.005 : 100.0 %
Replicability at alpha = 0.001 : 100.0 %
*****************************************************************
netmats_parcor ridge CogTotalComp_AgeAdj 375
0.4566128451796406 0.45968455299473804
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 100.0 %
Replicability at alpha = 0.005 : 100.0 %
Replicability at alpha = 0.001 : 100.0 %
*****************************************************************
netmats_parcor ridge CogTotalComp_AgeAdj 400
0.46144213724357713 0.46674204902754995
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 100.0 %
Replicability at alpha = 0.005 : 100.0 %
Replicability at alpha = 0.001 : 100.0 %
*****************************************************************
netmats_parcor ridge CogTotalComp_AgeAdj 425
0.45889135955685617 0.4702377933656846
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 100.0 %
Replicability at alpha = 0.005 : 100.0 %
Replicability at alpha = 0.001 : 100.0 %
*****************************************************************
netmats_parcor ridge CogTotalComp_AgeAdj 450
0.4633997954321758 0.4747684720111674
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 100.0 %
Replicability at alpha = 0.005 : 100.0 %
Replicability at alpha = 0.001 : 100.0 %
*****************************************************************
netmats_parcor ridge CogTotalComp_AgeAdj 475
0.46877921995767813 0.4800715878132797
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 100.0 %
Replicability at alpha = 0.005 : 100.0 %
Replicability at alpha = 0.001 : 100.0 %
*****************************************************************
netmats_parcor ridge CogTotalComp_AgeAdj max
0.4726518883300038 0.47903946590450225
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 100.0 %
Replicability at alpha = 0.005 : 100.0 %
Replicability at alpha = 0.001 : 100.0 %
*****************************************************************
netmats_parcor ridge PMAT24_A_CR 25
0.1387297906252178 0.15396887588672828
Replicability at alpha = 0.05 : 14.285714285714285 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor ridge PMAT24_A_CR 50
0.1823401535280456 0.2012726045326664
Replicability at alpha = 0.05 : 45.83333333333333 %
Replicability at alpha = 0.01 : 8.333333333333332 %
Replicability at alpha = 0.005 : 4.166666666666666 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor ridge PMAT24_A_CR 75
0.19521267230580552 0.22145404057172566
Replicability at alpha = 0.05 : 65.38461538461539 %
Replicability at alpha = 0.01 : 26.923076923076923 %
Replicability at alpha = 0.005 : 7.6923076923076925 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor ridge PMAT24_A_CR 100
0.2267392726585016 0.22748732178394315
Replicability at alpha = 0.05 : 75.40983606557377 %
Replicability at alpha = 0.01 : 32.78688524590164 %
Replicability at alpha = 0.005 : 22.950819672131146 %
Replicability at alpha = 0.001 : 6.557377049180328 %
*****************************************************************
netmats_parcor ridge PMAT24_A_CR 125
0.24361618765963633 0.24411671800727036
Replicability at alpha = 0.05 : 87.83783783783784 %
Replicability at alpha = 0.01 : 44.5945945945946 %
Replicability at alpha = 0.005 : 36.486486486486484 %
Replicability at alpha = 0.001 : 14.864864864864865 %
*****************************************************************
netmats_parcor ridge PMAT24_A_CR 150
0.2515427819442655 0.26532373866948356
Replicability at alpha = 0.05 : 95.23809523809523 %
Replicability at alpha = 0.01 : 64.28571428571429 %
Replicability at alpha = 0.005 : 52.38095238095239 %
Replicability at alpha = 0.001 : 28.57142857142857 %
*****************************************************************
netmats_parcor ridge PMAT24_A_CR 175
0.2692655811849103 0.26837540626937784
Replicability at alpha = 0.05 : 96.7032967032967 %
Replicability at alpha = 0.01 : 73.62637362637363 %
Replicability at alpha = 0.005 : 63.73626373626373 %
Replicability at alpha = 0.001 : 34.065934065934066 %
*****************************************************************
netmats_parcor ridge PMAT24_A_CR 200
0.2721367270595466 0.27987993716710663
Replicability at alpha = 0.05 : 97.89473684210527 %
Replicability at alpha = 0.01 : 87.36842105263159 %
Replicability at alpha = 0.005 : 80.0 %
Replicability at alpha = 0.001 : 47.368421052631575 %
*****************************************************************
netmats_parcor ridge PMAT24_A_CR 225
0.26915313176746714 0.2929898872344192
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 88.65979381443299 %
Replicability at alpha = 0.005 : 80.41237113402062 %
Replicability at alpha = 0.001 : 63.91752577319587 %
*****************************************************************
netmats_parcor ridge PMAT24_A_CR 250
0.2683769763148771 0.29108794363843515
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 92.78350515463917 %
Replicability at alpha = 0.005 : 88.65979381443299 %
Replicability at alpha = 0.001 : 68.04123711340206 %
*****************************************************************
netmats_parcor ridge PMAT24_A_CR 275
0.2733321457568926 0.2902203838270722
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 97.95918367346938 %
Replicability at alpha = 0.005 : 94.89795918367348 %
Replicability at alpha = 0.001 : 81.63265306122449 %
*****************************************************************
netmats_parcor ridge PMAT24_A_CR 300
0.2861113545492929 0.2902385092001479
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 98.9795918367347 %
Replicability at alpha = 0.005 : 98.9795918367347 %
Replicability at alpha = 0.001 : 86.73469387755102 %
*****************************************************************
netmats_parcor ridge PMAT24_A_CR 325
0.2841944569235132 0.2942351651385739
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 98.0 %
Replicability at alpha = 0.005 : 98.0 %
Replicability at alpha = 0.001 : 89.0 %
*****************************************************************
netmats_parcor ridge PMAT24_A_CR 350
0.2880653207485513 0.29964618086532385
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 100.0 %
Replicability at alpha = 0.005 : 100.0 %
Replicability at alpha = 0.001 : 96.0 %
*****************************************************************
netmats_parcor ridge PMAT24_A_CR 375
0.2926210189001379 0.30087640738871324
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 100.0 %
Replicability at alpha = 0.005 : 100.0 %
Replicability at alpha = 0.001 : 99.0 %
*****************************************************************
netmats_parcor ridge PMAT24_A_CR 400
0.291779545534227 0.29896035301263657
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 100.0 %
Replicability at alpha = 0.005 : 100.0 %
Replicability at alpha = 0.001 : 100.0 %
*****************************************************************
netmats_parcor ridge PMAT24_A_CR 425
0.29205627610856966 0.30114314781730256
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 100.0 %
Replicability at alpha = 0.005 : 100.0 %
Replicability at alpha = 0.001 : 100.0 %
*****************************************************************
netmats_parcor ridge PMAT24_A_CR 450
0.2873795181224835 0.30165320273623036
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 100.0 %
Replicability at alpha = 0.005 : 100.0 %
Replicability at alpha = 0.001 : 100.0 %
*****************************************************************
netmats_parcor ridge PMAT24_A_CR 475
0.28760333998698584 0.303817053403011
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 100.0 %
Replicability at alpha = 0.005 : 100.0 %
Replicability at alpha = 0.001 : 99.0 %
*****************************************************************
netmats_parcor ridge PMAT24_A_CR max
0.2922426473940083 0.301492004778787
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 100.0 %
Replicability at alpha = 0.005 : 100.0 %
Replicability at alpha = 0.001 : 100.0 %
*****************************************************************
netmats_parcor ridge Flanker_AgeAdj 25
-0.017274226454176013 0.0813577641586005
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor ridge Flanker_AgeAdj 50
0.0443711981293818 0.06932189595874623
Replicability at alpha = 0.05 : 10.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor ridge Flanker_AgeAdj 75
0.058726375621616575 0.08205766391166974
Replicability at alpha = 0.05 : 22.22222222222222 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor ridge Flanker_AgeAdj 100
0.07383591946659811 0.08508903100867408
Replicability at alpha = 0.05 : 21.052631578947366 %
Replicability at alpha = 0.01 : 5.263157894736842 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor ridge Flanker_AgeAdj 125
0.10372001274176496 0.09361082871869117
Replicability at alpha = 0.05 : 25.925925925925924 %
Replicability at alpha = 0.01 : 3.7037037037037033 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor ridge Flanker_AgeAdj 150
0.10094447256046862 0.10662829133491625
Replicability at alpha = 0.05 : 41.66666666666667 %
Replicability at alpha = 0.01 : 4.166666666666666 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor ridge Flanker_AgeAdj 175
0.10203015480383872 0.10912675443100793
Replicability at alpha = 0.05 : 39.39393939393939 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor ridge Flanker_AgeAdj 200
0.1043401785816992 0.10467365119965867
Replicability at alpha = 0.05 : 44.44444444444444 %
Replicability at alpha = 0.01 : 11.11111111111111 %
Replicability at alpha = 0.005 : 2.7777777777777777 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor ridge Flanker_AgeAdj 225
0.1044783367473687 0.10622979563467744
Replicability at alpha = 0.05 : 51.28205128205128 %
Replicability at alpha = 0.01 : 28.205128205128204 %
Replicability at alpha = 0.005 : 20.51282051282051 %
Replicability at alpha = 0.001 : 7.6923076923076925 %
*****************************************************************
netmats_parcor ridge Flanker_AgeAdj 250
0.11690952361867106 0.11246060644155857
Replicability at alpha = 0.05 : 58.490566037735846 %
Replicability at alpha = 0.01 : 18.867924528301888 %
Replicability at alpha = 0.005 : 9.433962264150944 %
Replicability at alpha = 0.001 : 3.7735849056603774 %
*****************************************************************
netmats_parcor ridge Flanker_AgeAdj 275
0.10352441561164084 0.11844982349521507
Replicability at alpha = 0.05 : 58.490566037735846 %
Replicability at alpha = 0.01 : 22.641509433962266 %
Replicability at alpha = 0.005 : 13.20754716981132 %
Replicability at alpha = 0.001 : 1.8867924528301887 %
*****************************************************************
netmats_parcor ridge Flanker_AgeAdj 300
0.11740601607603006 0.11951226654893972
Replicability at alpha = 0.05 : 64.61538461538461 %
Replicability at alpha = 0.01 : 16.923076923076923 %
Replicability at alpha = 0.005 : 10.76923076923077 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor ridge Flanker_AgeAdj 325
0.111335253310811 0.1221343812773192
Replicability at alpha = 0.05 : 75.40983606557377 %
Replicability at alpha = 0.01 : 22.950819672131146 %
Replicability at alpha = 0.005 : 14.754098360655737 %
Replicability at alpha = 0.001 : 1.639344262295082 %
*****************************************************************
netmats_parcor ridge Flanker_AgeAdj 350
0.1130905740905626 0.13247464540192744
Replicability at alpha = 0.05 : 74.57627118644068 %
Replicability at alpha = 0.01 : 32.20338983050847 %
Replicability at alpha = 0.005 : 11.864406779661017 %
Replicability at alpha = 0.001 : 3.389830508474576 %
*****************************************************************
netmats_parcor ridge Flanker_AgeAdj 375
0.11033902919674596 0.13416816957751257
Replicability at alpha = 0.05 : 81.69014084507043 %
Replicability at alpha = 0.01 : 19.718309859154928 %
Replicability at alpha = 0.005 : 9.859154929577464 %
Replicability at alpha = 0.001 : 1.4084507042253522 %
*****************************************************************
netmats_parcor ridge Flanker_AgeAdj 400
0.11203753453718618 0.13801441627735017
Replicability at alpha = 0.05 : 89.70588235294117 %
Replicability at alpha = 0.01 : 33.82352941176471 %
Replicability at alpha = 0.005 : 17.647058823529413 %
Replicability at alpha = 0.001 : 5.88235294117647 %
*****************************************************************
netmats_parcor ridge Flanker_AgeAdj 425
0.12257908952117826 0.14500491538431326
Replicability at alpha = 0.05 : 95.77464788732394 %
Replicability at alpha = 0.01 : 47.88732394366197 %
Replicability at alpha = 0.005 : 29.577464788732392 %
Replicability at alpha = 0.001 : 12.676056338028168 %
*****************************************************************
netmats_parcor ridge Flanker_AgeAdj 450
0.1277304975522001 0.14538891530481088
Replicability at alpha = 0.05 : 95.18072289156626 %
Replicability at alpha = 0.01 : 59.036144578313255 %
Replicability at alpha = 0.005 : 38.55421686746988 %
Replicability at alpha = 0.001 : 12.048192771084338 %
*****************************************************************
netmats_parcor ridge Flanker_AgeAdj 475
0.13018095500485558 0.1411330691036414
Replicability at alpha = 0.05 : 90.58823529411765 %
Replicability at alpha = 0.01 : 60.0 %
Replicability at alpha = 0.005 : 43.529411764705884 %
Replicability at alpha = 0.001 : 11.76470588235294 %
*****************************************************************
netmats_parcor ridge Flanker_AgeAdj max
0.13226123494919054 0.14022631939127772
Replicability at alpha = 0.05 : 98.87640449438202 %
Replicability at alpha = 0.01 : 61.79775280898876 %
Replicability at alpha = 0.005 : 42.69662921348314 %
Replicability at alpha = 0.001 : 12.359550561797752 %
*****************************************************************
netmats_parcor ridge CardSort_AgeAdj 25
0.07373751024363717 0.08957786413695056
Replicability at alpha = 0.05 : 25.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor ridge CardSort_AgeAdj 50
0.03322269613512982 0.09078700181744905
Replicability at alpha = 0.05 : 25.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor ridge CardSort_AgeAdj 75
0.08264472304681346 0.09427433835954054
Replicability at alpha = 0.05 : 25.0 %
Replicability at alpha = 0.01 : 6.25 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor ridge CardSort_AgeAdj 100
0.07355512218057152 0.10144797710118604
Replicability at alpha = 0.05 : 36.36363636363637 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor ridge CardSort_AgeAdj 125
0.09415349720897825 0.10366913340390244
Replicability at alpha = 0.05 : 34.48275862068966 %
Replicability at alpha = 0.01 : 10.344827586206897 %
Replicability at alpha = 0.005 : 6.896551724137931 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor ridge CardSort_AgeAdj 150
0.11298254134882818 0.12024013737316559
Replicability at alpha = 0.05 : 43.58974358974359 %
Replicability at alpha = 0.01 : 15.384615384615385 %
Replicability at alpha = 0.005 : 10.256410256410255 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor ridge CardSort_AgeAdj 175
0.12121170759275741 0.1285900478982581
Replicability at alpha = 0.05 : 50.0 %
Replicability at alpha = 0.01 : 18.181818181818183 %
Replicability at alpha = 0.005 : 18.181818181818183 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor ridge CardSort_AgeAdj 200
0.1191089234752379 0.14201690360065491
Replicability at alpha = 0.05 : 53.48837209302325 %
Replicability at alpha = 0.01 : 13.953488372093023 %
Replicability at alpha = 0.005 : 11.627906976744185 %
Replicability at alpha = 0.001 : 2.3255813953488373 %
*****************************************************************
netmats_parcor ridge CardSort_AgeAdj 225
0.13361870818807844 0.15195420370009793
Replicability at alpha = 0.05 : 67.3076923076923 %
Replicability at alpha = 0.01 : 25.0 %
Replicability at alpha = 0.005 : 11.538461538461538 %
Replicability at alpha = 0.001 : 3.8461538461538463 %
*****************************************************************
netmats_parcor ridge CardSort_AgeAdj 250
0.14838523740790655 0.1541020223444213
Replicability at alpha = 0.05 : 76.11940298507463 %
Replicability at alpha = 0.01 : 35.82089552238806 %
Replicability at alpha = 0.005 : 20.8955223880597 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor ridge CardSort_AgeAdj 275
0.158365295482924 0.15828932621736438
Replicability at alpha = 0.05 : 80.26315789473685 %
Replicability at alpha = 0.01 : 38.15789473684211 %
Replicability at alpha = 0.005 : 23.684210526315788 %
Replicability at alpha = 0.001 : 2.631578947368421 %
*****************************************************************
netmats_parcor ridge CardSort_AgeAdj 300
0.16484711750220982 0.1671880335883637
Replicability at alpha = 0.05 : 89.74358974358975 %
Replicability at alpha = 0.01 : 46.15384615384615 %
Replicability at alpha = 0.005 : 33.33333333333333 %
Replicability at alpha = 0.001 : 5.128205128205128 %
*****************************************************************
netmats_parcor ridge CardSort_AgeAdj 325
0.1551024413212899 0.17362304721920016
Replicability at alpha = 0.05 : 97.33333333333334 %
Replicability at alpha = 0.01 : 61.33333333333333 %
Replicability at alpha = 0.005 : 45.33333333333333 %
Replicability at alpha = 0.001 : 17.333333333333336 %
*****************************************************************
netmats_parcor ridge CardSort_AgeAdj 350
0.1636742774040494 0.1799042810129786
Replicability at alpha = 0.05 : 98.85057471264368 %
Replicability at alpha = 0.01 : 72.41379310344827 %
Replicability at alpha = 0.005 : 58.620689655172406 %
Replicability at alpha = 0.001 : 22.988505747126435 %
*****************************************************************
netmats_parcor ridge CardSort_AgeAdj 375
0.15594987624710538 0.18221212765440215
Replicability at alpha = 0.05 : 98.83720930232558 %
Replicability at alpha = 0.01 : 76.74418604651163 %
Replicability at alpha = 0.005 : 61.627906976744185 %
Replicability at alpha = 0.001 : 27.906976744186046 %
*****************************************************************
netmats_parcor ridge CardSort_AgeAdj 400
0.15599216802708066 0.1845696380442604
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 71.5909090909091 %
Replicability at alpha = 0.005 : 54.54545454545454 %
Replicability at alpha = 0.001 : 31.818181818181817 %
*****************************************************************
netmats_parcor ridge CardSort_AgeAdj 425
0.15875793621436257 0.18198091889893933
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 76.92307692307693 %
Replicability at alpha = 0.005 : 67.03296703296702 %
Replicability at alpha = 0.001 : 35.16483516483517 %
*****************************************************************
netmats_parcor ridge CardSort_AgeAdj 450
0.16298918546473198 0.1853166442060895
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 86.66666666666667 %
Replicability at alpha = 0.005 : 72.22222222222221 %
Replicability at alpha = 0.001 : 40.0 %
*****************************************************************
netmats_parcor ridge CardSort_AgeAdj 475
0.17144728194698108 0.18781939263899136
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 90.72164948453609 %
Replicability at alpha = 0.005 : 85.56701030927834 %
Replicability at alpha = 0.001 : 58.76288659793815 %
*****************************************************************
netmats_parcor ridge CardSort_AgeAdj max
0.1789658621130238 0.1895769375836651
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 96.90721649484536 %
Replicability at alpha = 0.005 : 91.75257731958763 %
Replicability at alpha = 0.001 : 65.97938144329896 %
*****************************************************************
netmats_parcor ridge PicSeq_AgeAdj 25
0.06789708709210343 0.0167071633390681
Replicability at alpha = 0.05 : 25.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor ridge PicSeq_AgeAdj 50
0.10629000587633886 0.09860417658851763
Replicability at alpha = 0.05 : 10.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor ridge PicSeq_AgeAdj 75
0.11602493268393338 0.11283430801478507
Replicability at alpha = 0.05 : 36.36363636363637 %
Replicability at alpha = 0.01 : 4.545454545454546 %
Replicability at alpha = 0.005 : 4.545454545454546 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor ridge PicSeq_AgeAdj 100
0.0949755744370731 0.1314332174937417
Replicability at alpha = 0.05 : 47.05882352941176 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor ridge PicSeq_AgeAdj 125
0.12853066606554925 0.14218470543639888
Replicability at alpha = 0.05 : 54.054054054054056 %
Replicability at alpha = 0.01 : 8.108108108108109 %
Replicability at alpha = 0.005 : 5.405405405405405 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor ridge PicSeq_AgeAdj 150
0.13105192730742865 0.15304947717706793
Replicability at alpha = 0.05 : 60.416666666666664 %
Replicability at alpha = 0.01 : 14.583333333333334 %
Replicability at alpha = 0.005 : 6.25 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor ridge PicSeq_AgeAdj 175
0.13756987486646652 0.16110721086004698
Replicability at alpha = 0.05 : 78.0 %
Replicability at alpha = 0.01 : 20.0 %
Replicability at alpha = 0.005 : 6.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor ridge PicSeq_AgeAdj 200
0.146383528748086 0.1703337821724498
Replicability at alpha = 0.05 : 82.25806451612904 %
Replicability at alpha = 0.01 : 24.193548387096776 %
Replicability at alpha = 0.005 : 22.58064516129032 %
Replicability at alpha = 0.001 : 11.29032258064516 %
*****************************************************************
netmats_parcor ridge PicSeq_AgeAdj 225
0.15699571500690124 0.16920201869121673
Replicability at alpha = 0.05 : 82.08955223880598 %
Replicability at alpha = 0.01 : 43.28358208955223 %
Replicability at alpha = 0.005 : 28.35820895522388 %
Replicability at alpha = 0.001 : 10.44776119402985 %
*****************************************************************
netmats_parcor ridge PicSeq_AgeAdj 250
0.15628145596782886 0.17302321313164765
Replicability at alpha = 0.05 : 89.74358974358975 %
Replicability at alpha = 0.01 : 46.15384615384615 %
Replicability at alpha = 0.005 : 24.358974358974358 %
Replicability at alpha = 0.001 : 2.564102564102564 %
*****************************************************************
netmats_parcor ridge PicSeq_AgeAdj 275
0.16549960970582636 0.17651415449286414
Replicability at alpha = 0.05 : 93.75 %
Replicability at alpha = 0.01 : 51.24999999999999 %
Replicability at alpha = 0.005 : 40.0 %
Replicability at alpha = 0.001 : 16.25 %
*****************************************************************
netmats_parcor ridge PicSeq_AgeAdj 300
0.1703237435255263 0.17241277384991086
Replicability at alpha = 0.05 : 95.23809523809523 %
Replicability at alpha = 0.01 : 60.71428571428571 %
Replicability at alpha = 0.005 : 44.047619047619044 %
Replicability at alpha = 0.001 : 16.666666666666664 %
*****************************************************************
netmats_parcor ridge PicSeq_AgeAdj 325
0.1726029211736947 0.17504676025615457
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 67.90123456790124 %
Replicability at alpha = 0.005 : 54.32098765432099 %
Replicability at alpha = 0.001 : 27.160493827160494 %
*****************************************************************
netmats_parcor ridge PicSeq_AgeAdj 350
0.178856323248701 0.18061508547354407
Replicability at alpha = 0.05 : 96.42857142857143 %
Replicability at alpha = 0.01 : 80.95238095238095 %
Replicability at alpha = 0.005 : 66.66666666666666 %
Replicability at alpha = 0.001 : 36.904761904761905 %
*****************************************************************
netmats_parcor ridge PicSeq_AgeAdj 375
0.17890165254164345 0.17890610511816324
Replicability at alpha = 0.05 : 97.70114942528735 %
Replicability at alpha = 0.01 : 78.16091954022988 %
Replicability at alpha = 0.005 : 65.51724137931035 %
Replicability at alpha = 0.001 : 34.48275862068966 %
*****************************************************************
netmats_parcor ridge PicSeq_AgeAdj 400
0.18040278965614778 0.17994574875558744
Replicability at alpha = 0.05 : 98.87640449438202 %
Replicability at alpha = 0.01 : 74.15730337078652 %
Replicability at alpha = 0.005 : 67.41573033707866 %
Replicability at alpha = 0.001 : 40.44943820224719 %
*****************************************************************
netmats_parcor ridge PicSeq_AgeAdj 425
0.18191304515526988 0.18296378714232958
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 87.62886597938144 %
Replicability at alpha = 0.005 : 80.41237113402062 %
Replicability at alpha = 0.001 : 47.42268041237113 %
*****************************************************************
netmats_parcor ridge PicSeq_AgeAdj 450
0.1807163600826356 0.1844483362277593
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 92.5531914893617 %
Replicability at alpha = 0.005 : 80.85106382978722 %
Replicability at alpha = 0.001 : 50.0 %
*****************************************************************
netmats_parcor ridge PicSeq_AgeAdj 475
0.18354106709758333 0.18589995859966513
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 91.66666666666666 %
Replicability at alpha = 0.005 : 86.45833333333334 %
Replicability at alpha = 0.001 : 59.375 %
*****************************************************************
netmats_parcor ridge PicSeq_AgeAdj max
0.18233069324505247 0.185930935195939
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 93.87755102040816 %
Replicability at alpha = 0.005 : 90.81632653061224 %
Replicability at alpha = 0.001 : 66.3265306122449 %
CPU times: user 47.7 s, sys: 9.62 s, total: 57.3 s
Wall time: 37min

Out[9]:

	connectivity	model	target	n	r_discovery_cv	r_discovery_overfit	r_replication	p_discovery_cv	p_discovery_overfit	p_replication
0	netmats_parcor	ridge	age	25	NaN	1.0	0.420725	0.3996	0.000999	0.01998
1	netmats_parcor	ridge	age	25	NaN	1.0	0.183304	0.005994	0.000999	0.197802
2	netmats_parcor	ridge	age	25	NaN	1.0	0.261131	0.33966	0.000999	0.106893
3	netmats_parcor	ridge	age	25	NaN	1.0	0.010133	0.316683	0.000999	0.518482
4	netmats_parcor	ridge	age	25	NaN	1.0	0.267432	1.0	0.000999	0.107892
...	...	...	...	...	...	...	...	...	...	...
11995	netmats_parcor	ridge	PicSeq_AgeAdj	501	0.169242	1.0	0.214501	0.001998	0.000999	0.000999
11996	netmats_parcor	ridge	PicSeq_AgeAdj	501	0.236193	1.0	0.17445	0.000999	0.000999	0.000999
11997	netmats_parcor	ridge	PicSeq_AgeAdj	501	0.201298	1.0	0.265569	0.000999	0.000999	0.000999
11998	netmats_parcor	ridge	PicSeq_AgeAdj	501	0.261004	1.0	0.19719	0.000999	0.000999	0.000999
11999	netmats_parcor	ridge	PicSeq_AgeAdj	501	0.108183	1.0	0.203605	0.011988	0.000999	0.000999

12000 rows × 10 columns

Null scenario with random target¶

To evaluate false positives with biased estimates

In [10]:

%%time

random_state = 42
n_bootstrap = 100

features = {
    'netmats_pearson': netmats_pearson
}

models = {
    'PCA_SVR': Pipeline([('pca', PCA(n_components=0.5)),
                         ('svr', SVR())])

}

# We aggregate all results here:
df = pd.DataFrame(columns=['connectivity','model','target','n','r_discovery_cv','r_discovery_overfit','r_replication','p_discovery_cv','p_discovery_overfit','p_replication'])

for feature_set in features:
    for model in models:
        for target_var in ['age', 'CogTotalComp_AgeAdj', 'PMAT24_A_CR', 'Flanker_AgeAdj', 'CardSort_AgeAdj', 'PicSeq_AgeAdj']:
            for sample_size in [25, 50, 75, 100, 125, 150, 175, 200, 225, 250, 275, 300, 325, 350, 375, 400, 425, 450, 475, 'max']:

                print('*****************************************************************')
                print(feature_set, model, target_var, sample_size)

                X, y = create_data(target=target_var, feature_data=features[feature_set]) # gives a random y when target is None

                if sample_size=='max':
                    sample_size = int(len(y)/2)

                # create random seeds for each bootstrap iteration for reproducibility
                rng = np.random.default_rng(random_state)
                random_sates = rng.integers(np.iinfo(np.int32).max, size=n_bootstrap)

                # run bootstrap iterations in parallel, with shuffle_y=True
                r_discovery_cv, r_discovery_overfit, r_replication, p_discovery_cv, p_discovery_overfit, p_replication = zip(
                    *Parallel(n_jobs=-1)(
                    delayed(bootstrap_workhorse)(X, y, sample_size, models[model], seed, shuffle_y=True) for seed in random_sates))

                tmp_data_frame = pd.DataFrame({
                    'connectivity' : feature_set,
                    'model' : model,
                    'target' : target_var,
                    'n' : sample_size,
                    'r_discovery_cv': r_discovery_cv,
                    'r_discovery_overfit': r_discovery_overfit,
                    'r_replication': r_replication,
                    'p_discovery_cv': p_discovery_cv,
                    'p_discovery_overfit': p_discovery_overfit,
                    'p_replication': p_replication
                })

                #sns.scatterplot(x='r_replication', y='r_discovery_cv', data=tmp_data_frame)
                #plt.ylabel('in-sample (r)')
                #plt.xlabel('out-of-sample (r_pred)')
                #plt.show()
                print(tmp_data_frame.r_discovery_cv.mean(), tmp_data_frame.r_replication.mean())

                for alpha in [0.05, 0.01, 0.005, 0.001]:
                    print('Replicability at alpha =', alpha, ':',
                          (tmp_data_frame.loc[tmp_data_frame['p_discovery_cv']<alpha,'p_replication']<alpha).sum() / (tmp_data_frame['p_discovery_cv']<0.05).sum() * 100, '%')

                df = pd.concat((df, tmp_data_frame))
                df.reset_index(drop=True, inplace=True)
                df.to_csv('res/hires_results_null_PCA_SVR.csv')

df

*****************************************************************
netmats_pearson PCA_SVR age 25

/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]

0.08518749749985413 0.016481218487268464
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR age 50

/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]

0.024571488786007373 -0.014451749838611997
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR age 75
0.039851261007547795 0.016337031083290383
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR age 100
-0.00044926857529493697 0.030405907184989926
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR age 125
-0.01200201519483293 0.028682805985212872
Replicability at alpha = 0.05 : 25.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR age 150
0.00033094113711628503 0.01146111397530416
Replicability at alpha = 0.05 : 14.285714285714285 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR age 175
-2.067234706379664e-05 0.0030339493724871876
Replicability at alpha = 0.05 : 14.285714285714285 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR age 200
-0.0010054610405887615 0.0031573305279581944
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR age 225
-0.006685546480062144 0.0014860243715563663
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR age 250
0.014588257135750541 -0.007991745996903103
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR age 275
0.013499404421566502 -0.013805763860510549
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR age 300
0.009527945262594114 -0.008431552581373588
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR age 325
0.01547204634416991 -0.004218154462077495
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR age 350
0.013234027969129678 -0.0016196705709471426
Replicability at alpha = 0.05 : 10.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR age 375
0.011049004312491048 0.000962316139835158
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR age 400
0.0008501778727128657 -0.0034251780012879924
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR age 425
0.00726893169329448 -0.002658538092131316
Replicability at alpha = 0.05 : 11.11111111111111 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR age 450
0.007183167903795302 8.36635936331781e-05
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR age 475
0.005584027637928028 0.002054542841202279
Replicability at alpha = 0.05 : 8.333333333333332 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR age max
0.001958142137333959 0.0030783979421699927
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 25
0.0686668483400368 0.0017645396296381976
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 50
0.0187699902091165 -0.020558847820384533
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 75
0.008158128168874351 0.01613725302199441
Replicability at alpha = 0.05 : nan %
Replicability at alpha = 0.01 : nan %
Replicability at alpha = 0.005 : nan %
Replicability at alpha = 0.001 : nan %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 100

<timed exec>:60: RuntimeWarning: invalid value encountered in long_scalars

0.008057963444189749 0.0007617908898002353
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 125
-0.0055081698082560734 0.005587961002894532
Replicability at alpha = 0.05 : nan %
Replicability at alpha = 0.01 : nan %
Replicability at alpha = 0.005 : nan %
Replicability at alpha = 0.001 : nan %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 150

<timed exec>:60: RuntimeWarning: invalid value encountered in long_scalars

-0.007513323395307536 0.007795039076033006
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 175
-0.024426284422064924 0.0012732099168818367
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 200
-0.009799381612001118 -0.0007998371652269578
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 225
-0.006800965416406829 0.0036268724292571873
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 250
-0.005643844886017258 0.005905116934532512
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 275
-0.0077719657112639015 0.005089051475198677
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 300
-5.560961358049732e-05 0.004031677602922873
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 325
0.009858336998598637 0.0012551202601687702
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 350
0.008354480479978098 0.002851850940927076
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 375
-0.0009925765445703652 0.002565885599065646
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 400
-0.0063230559073241275 0.009341029456317186
Replicability at alpha = 0.05 : nan %
Replicability at alpha = 0.01 : nan %
Replicability at alpha = 0.005 : nan %
Replicability at alpha = 0.001 : nan %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 425

<timed exec>:60: RuntimeWarning: invalid value encountered in long_scalars

-0.0026882419873370074 0.002663124216213178
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 450
-0.0033108931357782594 0.0017600493742229478
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj 475
-0.006009179108780085 0.0003451398423298031
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CogTotalComp_AgeAdj max
-0.00432381390725913 0.0009409815772123078
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 25

/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]

-0.0020690067725892386 0.01791656637314636
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 50
0.008028813068835057 -0.007791174824071893
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 75
0.0030038526863170965 -0.024410976025185813
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 100
0.017448432133557602 -0.01142796342196336
Replicability at alpha = 0.05 : nan %
Replicability at alpha = 0.01 : nan %
Replicability at alpha = 0.005 : nan %
Replicability at alpha = 0.001 : nan %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 125

<timed exec>:60: RuntimeWarning: invalid value encountered in long_scalars

-0.011745913705172827 0.0015701689428313892
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 150
0.004682130921237872 0.008077423750979749
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 175
0.008377111073047287 0.0007396947990444197
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 200
0.00762089856315215 0.007601195768630712
Replicability at alpha = 0.05 : nan %
Replicability at alpha = 0.01 : nan %
Replicability at alpha = 0.005 : nan %
Replicability at alpha = 0.001 : nan %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 225

<timed exec>:60: RuntimeWarning: invalid value encountered in long_scalars

0.004539626282972586 0.011146561293955184
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 250
0.004534000426500338 0.0069876445099758475
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 275
0.015687029961596998 0.0045546164690225864
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 300
0.013826396717998823 0.00028625928905271636
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 325
0.015537331992997666 0.002657362747722801
Replicability at alpha = 0.05 : 10.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 350
0.014122297559363537 -0.00123750809209937
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 375
0.004394764699869901 0.00018156931476631826
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 400
-0.0003213337712836753 -0.0005133020306968125
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 425
0.0012179850109901964 -0.0007894193213929146
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 450
0.0032211375592086666 -0.0024186464334604316
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR 475
0.0023798146533590835 0.004755574941689076
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PMAT24_A_CR max
0.0012442268418254698 0.0006788357811788294
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 25
-0.010368062081003675 0.008046507525408711
Replicability at alpha = 0.05 : nan %
Replicability at alpha = 0.01 : nan %
Replicability at alpha = 0.005 : nan %
Replicability at alpha = 0.001 : nan %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 50

<timed exec>:60: RuntimeWarning: invalid value encountered in long_scalars

-0.006951145029068247 0.01310051805653064
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 75
-0.02211813055997961 -0.0015327321930223173
Replicability at alpha = 0.05 : nan %
Replicability at alpha = 0.01 : nan %
Replicability at alpha = 0.005 : nan %
Replicability at alpha = 0.001 : nan %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 100

<timed exec>:60: RuntimeWarning: invalid value encountered in long_scalars

0.0026547027339089086 -0.011287055848290308
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 125
-0.004085185456582049 -0.005436574090510735
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 150
0.006351054316329651 -0.0016043281951136107
Replicability at alpha = 0.05 : nan %
Replicability at alpha = 0.01 : nan %
Replicability at alpha = 0.005 : nan %
Replicability at alpha = 0.001 : nan %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 175

<timed exec>:60: RuntimeWarning: invalid value encountered in long_scalars

-0.0013170165851853078 0.007054488190669121
Replicability at alpha = 0.05 : nan %
Replicability at alpha = 0.01 : nan %
Replicability at alpha = 0.005 : nan %
Replicability at alpha = 0.001 : nan %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 200

<timed exec>:60: RuntimeWarning: invalid value encountered in long_scalars

0.0032305958927370975 0.010932189862339538
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 225
0.0038702843026217053 0.00670751467688789
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 250
-0.0017338995664610177 0.005023723215510912
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 275
-0.009579410471613963 0.004009035978402434
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 300
-0.009364873140989646 0.004417393188958138
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 325
-0.012730551302338316 0.005035249963531995
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 350
-0.005674608954688538 0.0020981463684660944
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 375
-0.003085373611425863 -0.0026181464434469736
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 400
-0.009200141103222157 -0.0011760124196208207
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 425
-0.007516357185878566 0.001823702086658912
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 450
0.001775273635506997 0.00091871517489634
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj 475
0.0016362261472975654 0.003645912001952621
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR Flanker_AgeAdj max
-0.008707439356889543 0.00429709444279815
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 25
-0.007471260589129269 -0.010523105186374403
Replicability at alpha = 0.05 : nan %
Replicability at alpha = 0.01 : nan %
Replicability at alpha = 0.005 : nan %
Replicability at alpha = 0.001 : nan %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 50

<timed exec>:60: RuntimeWarning: invalid value encountered in long_scalars

-0.0066247411916624775 0.005565188055752858
Replicability at alpha = 0.05 : nan %
Replicability at alpha = 0.01 : nan %
Replicability at alpha = 0.005 : nan %
Replicability at alpha = 0.001 : nan %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 75

<timed exec>:60: RuntimeWarning: invalid value encountered in long_scalars

0.024732081332919202 -0.003098713166931714
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 100
-0.0066700364064274445 -0.0012550854807044523
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 125
0.0008748149725552831 -0.012503410705501568
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 150
0.005235158565729553 -0.018725812586150054
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 175
-0.019576041430061128 -0.0030081661077301074
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 200
-0.007011765164321644 -0.001359026986178459
Replicability at alpha = 0.05 : 33.33333333333333 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 225
0.006687170659119923 -0.008361755894203625
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 250
0.007348686796235472 -0.004097072465235302
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 275
0.017662855497993714 -0.0017398534040184322
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 300
0.014291142572627707 -0.00043760039646580204
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 325
0.0072005012818622885 -0.0036804590726560254
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 350
0.008410705760970236 -0.00142359911083541
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 375
0.0015822124814592726 4.872542063388736e-05
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 400
0.004983089733263311 -0.0005793603050996731
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 425
0.006205343159989503 -0.0013925897505949916
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 450
-0.0006616110163891906 0.0018772721336790116
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj 475
-0.002363247042333287 0.0025257077980559146
Replicability at alpha = 0.05 : nan %
Replicability at alpha = 0.01 : nan %
Replicability at alpha = 0.005 : nan %
Replicability at alpha = 0.001 : nan %
*****************************************************************
netmats_pearson PCA_SVR CardSort_AgeAdj max

<timed exec>:60: RuntimeWarning: invalid value encountered in long_scalars

7.973534426850258e-05 0.0009197645946550262
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 25
0.0035313618245588975 -0.018715779861556075
Replicability at alpha = 0.05 : nan %
Replicability at alpha = 0.01 : nan %
Replicability at alpha = 0.005 : nan %
Replicability at alpha = 0.001 : nan %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 50

<timed exec>:60: RuntimeWarning: invalid value encountered in long_scalars

0.017903733881327325 0.01480521119830485
Replicability at alpha = 0.05 : nan %
Replicability at alpha = 0.01 : nan %
Replicability at alpha = 0.005 : nan %
Replicability at alpha = 0.001 : nan %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 75

<timed exec>:60: RuntimeWarning: invalid value encountered in long_scalars

0.0022159051889437216 0.0007679572783647408
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 100
-0.006270139331591028 0.001866435500016127
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 125
-0.010451597387826961 0.01194470589032671
Replicability at alpha = 0.05 : nan %
Replicability at alpha = 0.01 : nan %
Replicability at alpha = 0.005 : nan %
Replicability at alpha = 0.001 : nan %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 150

<timed exec>:60: RuntimeWarning: invalid value encountered in long_scalars

-0.007515165387502061 0.007867010232362288
Replicability at alpha = 0.05 : 100.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 175
0.005441196332331857 0.0017350151574608147
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 200
-0.005344849015655386 0.0013732274285362875
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 225
-0.0005694410745183176 -0.0024720961888230718
Replicability at alpha = 0.05 : 20.0 %
Replicability at alpha = 0.01 : 20.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 250
0.008677089454720035 -0.0022289683420963586
Replicability at alpha = 0.05 : 25.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 275
0.015069852332234686 -0.006518455917347051
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 300
0.010393117348453423 0.0005262481184145984
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 325
0.003260407561043856 -0.0016700013638583978
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 350
0.0030032189168597147 -0.0007761166008547188
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 375
0.0030616232094884377 0.0022756316401759086
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 400
0.0015794251181664178 -0.0001193252110228156
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 425
-9.28339141746343e-05 -0.0015291014008270657
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 450
0.0011448443762844137 0.0025144700972381463
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj 475
-0.002755252616117111 0.0007572032310020428
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_pearson PCA_SVR PicSeq_AgeAdj max
-0.00039147984484469634 0.0016130406528689545
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
CPU times: user 53.7 s, sys: 10.3 s, total: 1min 3s
Wall time: 7h 37min 58s

Out[10]:

	connectivity	model	target	n	r_discovery_cv	r_discovery_overfit	r_replication	p_discovery_cv	p_discovery_overfit	p_replication
0	netmats_pearson	PCA_SVR	age	25	NaN	0.640453	0.249772	0.904096	0.000999	0.110889
1	netmats_pearson	PCA_SVR	age	25	NaN	0.674393	-0.05573	0.959041	0.000999	0.606394
2	netmats_pearson	PCA_SVR	age	25	NaN	0.656076	-0.149824	0.908092	0.000999	0.724276
3	netmats_pearson	PCA_SVR	age	25	NaN	0.691142	0.022858	0.40959	0.000999	0.458541
4	netmats_pearson	PCA_SVR	age	25	NaN	0.723121	-0.185205	1.0	0.000999	0.833167
...	...	...	...	...	...	...	...	...	...	...
11995	netmats_pearson	PCA_SVR	PicSeq_AgeAdj	501	0.017149	0.334397	-0.004167	0.796204	0.000999	0.542458
11996	netmats_pearson	PCA_SVR	PicSeq_AgeAdj	501	-0.090964	0.325431	-0.060089	0.99001	0.000999	0.899101
11997	netmats_pearson	PCA_SVR	PicSeq_AgeAdj	501	0.073699	0.307215	-0.083865	0.23976	0.000999	0.973027
11998	netmats_pearson	PCA_SVR	PicSeq_AgeAdj	501	0.039265	0.311807	-0.081005	0.305694	0.000999	0.962038
11999	netmats_pearson	PCA_SVR	PicSeq_AgeAdj	501	-0.068938	0.278715	0.065742	0.987013	0.000999	0.08991

12000 rows × 10 columns

In [11]:

%%time

random_state = 42
n_bootstrap = 100

features = {
    'netmats_parcor': netmats_parcor
}

models = {
    'Ridge': Ridge()

}

# We aggregate all results here:
df = pd.DataFrame(columns=['connectivity','model','target','n','r_discovery_cv','r_discovery_overfit','r_replication','p_discovery_cv','p_discovery_overfit','p_replication'])

for feature_set in features:
    for model in models:
        for target_var in ['age', 'CogTotalComp_AgeAdj', 'PMAT24_A_CR', 'Flanker_AgeAdj', 'CardSort_AgeAdj', 'PicSeq_AgeAdj']:
            for sample_size in [25, 50, 75, 100, 125, 150, 175, 200, 225, 250, 275, 300, 325, 350, 375, 400, 425, 450, 475, 'max']:

                print('*****************************************************************')
                print(feature_set, model, target_var, sample_size)

                X, y = create_data(target=target_var, feature_data=features[feature_set]) # gives a random y when target is None

                if sample_size=='max':
                    sample_size = int(len(y)/2)

                # create random seeds for each bootstrap iteration for reproducibility
                rng = np.random.default_rng(random_state)
                random_sates = rng.integers(np.iinfo(np.int32).max, size=n_bootstrap)

                # run bootstrap iterations in parallel, with shuffle_y=True
                r_discovery_cv, r_discovery_overfit, r_replication, p_discovery_cv, p_discovery_overfit, p_replication = zip(
                    *Parallel(n_jobs=-1)(
                    delayed(bootstrap_workhorse)(X, y, sample_size, models[model], seed, shuffle_y=True) for seed in random_sates))

                tmp_data_frame = pd.DataFrame({
                    'connectivity' : feature_set,
                    'model' : model,
                    'target' : target_var,
                    'n' : sample_size,
                    'r_discovery_cv': r_discovery_cv,
                    'r_discovery_overfit': r_discovery_overfit,
                    'r_replication': r_replication,
                    'p_discovery_cv': p_discovery_cv,
                    'p_discovery_overfit': p_discovery_overfit,
                    'p_replication': p_replication
                })

                #sns.scatterplot(x='r_replication', y='r_discovery_cv', data=tmp_data_frame)
                #plt.ylabel('in-sample (r)')
                #plt.xlabel('out-of-sample (r_pred)')
                #plt.show()
                print(tmp_data_frame.r_discovery_cv.mean(), tmp_data_frame.r_replication.mean())

                for alpha in [0.05, 0.01, 0.005, 0.001]:
                    print('Replicability at alpha =', alpha, ':',
                          (tmp_data_frame.loc[tmp_data_frame['p_discovery_cv']<alpha,'p_replication']<alpha).sum() / (tmp_data_frame['p_discovery_cv']<0.05).sum() * 100, '%')

                df = pd.concat((df, tmp_data_frame))
                df.reset_index(drop=True, inplace=True)
                df.to_csv('res/hires_results_null_Ridge.csv')

df

*****************************************************************
netmats_parcor Ridge age 25

/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]

8.199844743948208e-05 0.02144258961164464
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge age 50
-0.014348756240858624 -0.019865509971863777
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge age 75
0.01132480327438587 0.007681449387039414
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge age 100
0.011020054799004317 0.00818911468614934
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge age 125
-0.012152257266449093 0.0031214213056316165
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge age 150
0.005420919606370545 -0.002755184146409364
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge age 175
0.009708783976454957 -0.012400478520836368
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge age 200
0.014167298702132609 -0.0043645513332393575
Replicability at alpha = 0.05 : 11.11111111111111 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge age 225
-0.007884798436007015 -0.0015628387132019213
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge age 250
-0.0023946881136740704 -0.0021844095747101575
Replicability at alpha = 0.05 : 22.22222222222222 %
Replicability at alpha = 0.01 : 11.11111111111111 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge age 275
-0.00413565995864074 -0.002076291198526297
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge age 300
-0.0021402405014510047 -0.0034273125837230166
Replicability at alpha = 0.05 : 11.11111111111111 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge age 325
0.0008469743020643555 0.0020141624379962707
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge age 350
0.006011196456277319 0.005531042370760666
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge age 375
0.016193289859692296 0.0025798272472850035
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge age 400
0.0077236227142928274 0.0059925435724840145
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge age 425
0.012473046429460746 0.005983369946365787
Replicability at alpha = 0.05 : 9.090909090909092 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge age 450
0.0019639661629030944 0.011530188264371213
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge age 475
0.001329399274584269 0.00711347985676066
Replicability at alpha = 0.05 : 9.090909090909092 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge age max
-0.000933870201982066 0.007505519687752571
Replicability at alpha = 0.05 : 8.333333333333332 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CogTotalComp_AgeAdj 25
-0.03794752166550473 0.011033271749798665
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CogTotalComp_AgeAdj 50
0.02293901689413578 -0.003553262241010552
Replicability at alpha = 0.05 : 33.33333333333333 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CogTotalComp_AgeAdj 75
0.00048681343634735474 0.006089852898209798
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CogTotalComp_AgeAdj 100
-0.002251849386081027 -0.007802699331008118
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CogTotalComp_AgeAdj 125
-0.0022015487458798013 -0.009026266792103494
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CogTotalComp_AgeAdj 150
0.0050267579622528214 -0.008904145308759902
Replicability at alpha = 0.05 : 14.285714285714285 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CogTotalComp_AgeAdj 175
-0.013849994360729862 -0.008880435831195506
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CogTotalComp_AgeAdj 200
-0.0174070410572923 0.008146498429030416
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CogTotalComp_AgeAdj 225
-0.019245701492524584 0.005314975142761079
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CogTotalComp_AgeAdj 250
-0.006367424261850278 0.0026309080496349727
Replicability at alpha = 0.05 : 14.285714285714285 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CogTotalComp_AgeAdj 275
-0.014111785380388063 0.00100123857438525
Replicability at alpha = 0.05 : 14.285714285714285 %
Replicability at alpha = 0.01 : 14.285714285714285 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CogTotalComp_AgeAdj 300
-0.009671674488352178 -0.0057145689425816115
Replicability at alpha = 0.05 : 14.285714285714285 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CogTotalComp_AgeAdj 325
-0.002680486934974818 -0.0015145417352178914
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CogTotalComp_AgeAdj 350
-0.005916351359436554 0.0016720316808293612
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CogTotalComp_AgeAdj 375
-0.005538783525115656 0.0008933804327632242
Replicability at alpha = 0.05 : 9.090909090909092 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CogTotalComp_AgeAdj 400
-0.00011388702458393325 0.0027188336109276734
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CogTotalComp_AgeAdj 425
-0.0005533651037586921 0.002056321188150599
Replicability at alpha = 0.05 : 7.142857142857142 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CogTotalComp_AgeAdj 450
-0.008061966058827696 0.0010617749015964931
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CogTotalComp_AgeAdj 475
-0.00013345370718497034 4.7695157922930385e-05
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CogTotalComp_AgeAdj max
0.008419829728109098 -0.0014326956221230609
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PMAT24_A_CR 25

/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2829: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[:, None]
/home/tspisak/src/RPN-signature/venv/lib/python3.8/site-packages/numpy/lib/function_base.py:2830: RuntimeWarning: invalid value encountered in true_divide
  c /= stddev[None, :]

-0.07912623822236929 -0.01542159650171998
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PMAT24_A_CR 50
0.002179824425776267 -0.021615718801904202
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PMAT24_A_CR 75
-0.005408858503609715 -0.020287244109884667
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PMAT24_A_CR 100
-0.003001451650394738 -0.012717970196495827
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PMAT24_A_CR 125
-0.011578627460505591 -0.004922661154089449
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PMAT24_A_CR 150
-0.015499850100602494 0.0054717946967486495
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PMAT24_A_CR 175
-0.0021307402520025346 -0.0006534914541610781
Replicability at alpha = 0.05 : 18.181818181818183 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PMAT24_A_CR 200
0.00010517823509648986 0.003351224006509012
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PMAT24_A_CR 225
-0.004305808792897517 0.001722426939039477
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PMAT24_A_CR 250
-0.002156397798199665 0.0032866403880800754
Replicability at alpha = 0.05 : 9.090909090909092 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PMAT24_A_CR 275
-0.009340691008858246 -0.0029535248415104927
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PMAT24_A_CR 300
-0.012993875534405668 -0.005839465329505123
Replicability at alpha = 0.05 : 11.11111111111111 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PMAT24_A_CR 325
-0.006793263139100687 -0.008475641124576964
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PMAT24_A_CR 350
-0.009722476472592063 -0.002783687508232086
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PMAT24_A_CR 375
-0.010297939614993179 -0.003993547394708989
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PMAT24_A_CR 400
0.0007947691024858178 -0.002228486101704662
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PMAT24_A_CR 425
0.0017441143036836806 -0.0008929905207835095
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PMAT24_A_CR 450
-0.0002871320151209044 -0.0025091889178992656
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PMAT24_A_CR 475
-0.0031496992074787292 -0.00574099826505302
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PMAT24_A_CR max
-0.0025841296777914524 -0.002606715356799574
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge Flanker_AgeAdj 25
-0.028248591904338607 -0.022960108234792543
Replicability at alpha = 0.05 : 33.33333333333333 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge Flanker_AgeAdj 50
-0.005863964548830961 0.007938764878329231
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge Flanker_AgeAdj 75
-0.046569120153264414 -0.005160710702040676
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge Flanker_AgeAdj 100
0.005747604717167121 -0.0013614969701774996
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge Flanker_AgeAdj 125
0.007459009561102434 0.0049605473771906165
Replicability at alpha = 0.05 : 11.11111111111111 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge Flanker_AgeAdj 150
0.016814768811980064 0.002669928881026069
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge Flanker_AgeAdj 175
-0.001708336169279477 0.0035274234344692267
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge Flanker_AgeAdj 200
0.004707590693397557 0.00441893901695366
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge Flanker_AgeAdj 225
-0.007843514123448915 0.004284656764506736
Replicability at alpha = 0.05 : 14.285714285714285 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge Flanker_AgeAdj 250
-0.013082431105864729 0.0049690388506722265
Replicability at alpha = 0.05 : 25.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge Flanker_AgeAdj 275
-0.017839005804068216 0.002947043197281757
Replicability at alpha = 0.05 : 20.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge Flanker_AgeAdj 300
-0.01615270249560154 0.00695399615510614
Replicability at alpha = 0.05 : 20.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge Flanker_AgeAdj 325
-0.016708787359416232 0.007785565309900845
Replicability at alpha = 0.05 : 20.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge Flanker_AgeAdj 350
-0.010484519319028775 0.0009024445232789927
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge Flanker_AgeAdj 375
-0.009837309234831424 0.00032552011326465816
Replicability at alpha = 0.05 : 14.285714285714285 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge Flanker_AgeAdj 400
-0.002655346400611871 6.819565089441911e-05
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge Flanker_AgeAdj 425
-0.003559305820238175 0.0032727169626263863
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge Flanker_AgeAdj 450
0.002685265244345312 0.0019622507090286206
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge Flanker_AgeAdj 475
0.01059469201758131 0.00138982737170195
Replicability at alpha = 0.05 : 5.88235294117647 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge Flanker_AgeAdj max
0.009222660248893805 0.003326531328318057
Replicability at alpha = 0.05 : 6.25 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CardSort_AgeAdj 25
-0.008613114087575919 -0.03011073544875355
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CardSort_AgeAdj 50
0.03164431766422981 -0.00012087256372228794
Replicability at alpha = 0.05 : 11.11111111111111 %
Replicability at alpha = 0.01 : 11.11111111111111 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CardSort_AgeAdj 75
0.04253420384711634 0.020167726716701587
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CardSort_AgeAdj 100
0.0074788574270472285 0.014062402717247841
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CardSort_AgeAdj 125
0.019962546264058377 0.007294401245049196
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CardSort_AgeAdj 150
0.008387723075940908 0.00738833983577719
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CardSort_AgeAdj 175
-0.020509820952311228 0.010415345527270583
Replicability at alpha = 0.05 : 33.33333333333333 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CardSort_AgeAdj 200
-0.02048848428661857 0.010242473789039303
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CardSort_AgeAdj 225
-0.0143145069898892 0.0021774075742849643
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CardSort_AgeAdj 250
0.0018091724311971424 -0.006340457833338306
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CardSort_AgeAdj 275
-0.004673342149915946 0.0001664504664363535
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CardSort_AgeAdj 300
-0.002088869610819724 -0.0016562721816369152
Replicability at alpha = 0.05 : 10.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CardSort_AgeAdj 325
-0.008305913616144701 -0.0001693005501161929
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CardSort_AgeAdj 350
-0.008427850861194597 -0.004337322594649755
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CardSort_AgeAdj 375
-0.012041928378503796 0.0005004386382909206
Replicability at alpha = 0.05 : 16.666666666666664 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CardSort_AgeAdj 400
-0.008236325515233608 -0.0009994833020925693
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CardSort_AgeAdj 425
-0.0011808972937559505 -4.533467129538879e-05
Replicability at alpha = 0.05 : 10.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CardSort_AgeAdj 450
-0.002111801412337958 0.00246582254357341
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CardSort_AgeAdj 475
-0.0055584508495603166 0.001574878011340832
Replicability at alpha = 0.05 : 11.11111111111111 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge CardSort_AgeAdj max
-0.00011425447587010948 -0.0019204116368759024
Replicability at alpha = 0.05 : 8.333333333333332 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PicSeq_AgeAdj 25
0.008915093319707067 -0.030889761985022114
Replicability at alpha = 0.05 : 33.33333333333333 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PicSeq_AgeAdj 50
-0.027364134838531836 -0.012612204598756137
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PicSeq_AgeAdj 75
0.03173456670969842 -0.01446924985695206
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PicSeq_AgeAdj 100
0.02162427958430202 -0.0016765017965614526
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PicSeq_AgeAdj 125
0.013507130001810162 0.007127348005264727
Replicability at alpha = 0.05 : 9.090909090909092 %
Replicability at alpha = 0.01 : 9.090909090909092 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PicSeq_AgeAdj 150
0.006582438829196889 0.0025483842311597297
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PicSeq_AgeAdj 175
0.017799151403310055 -0.0004026358409821931
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PicSeq_AgeAdj 200
0.011211144099184587 0.00199440458162263
Replicability at alpha = 0.05 : 10.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PicSeq_AgeAdj 225
0.010306369101861421 -0.0034555113509181935
Replicability at alpha = 0.05 : 11.11111111111111 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PicSeq_AgeAdj 250
0.00034573326334585736 -0.004732968686954609
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PicSeq_AgeAdj 275
0.004102934529826752 -0.004818787839864423
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PicSeq_AgeAdj 300
0.0018836019547171668 -0.003350605418368111
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PicSeq_AgeAdj 325
-0.0010905423378382404 -0.003715030144544747
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PicSeq_AgeAdj 350
-0.0001746811684030325 -0.004713710597695574
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PicSeq_AgeAdj 375
-0.0097148047836979 -0.006780159455520212
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PicSeq_AgeAdj 400
-0.006833634233518857 -0.004738994789755238
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PicSeq_AgeAdj 425
-0.000904049799112159 -0.0033452801755879356
Replicability at alpha = 0.05 : 10.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PicSeq_AgeAdj 450
0.0062302150734382476 -0.0023886560277333636
Replicability at alpha = 0.05 : 6.666666666666667 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PicSeq_AgeAdj 475
0.0026968977796192695 -0.005661499837796914
Replicability at alpha = 0.05 : 8.333333333333332 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
*****************************************************************
netmats_parcor Ridge PicSeq_AgeAdj max
0.002580691922613251 -0.004660561329078452
Replicability at alpha = 0.05 : 0.0 %
Replicability at alpha = 0.01 : 0.0 %
Replicability at alpha = 0.005 : 0.0 %
Replicability at alpha = 0.001 : 0.0 %
CPU times: user 49 s, sys: 9.43 s, total: 58.4 s
Wall time: 36min 30s

Out[11]:

	connectivity	model	target	n	r_discovery_cv	r_discovery_overfit	r_replication	p_discovery_cv	p_discovery_overfit	p_replication
0	netmats_parcor	Ridge	age	25	NaN	1.0	-0.107322	0.966034	0.000999	0.716284
1	netmats_parcor	Ridge	age	25	NaN	1.0	0.218641	0.997003	0.000999	0.144855
2	netmats_parcor	Ridge	age	25	NaN	1.0	0.135509	0.505495	0.000999	0.273726
3	netmats_parcor	Ridge	age	25	NaN	1.0	-0.186092	0.988012	0.000999	0.812188
4	netmats_parcor	Ridge	age	25	NaN	1.0	0.241457	0.866134	0.000999	0.130869
...	...	...	...	...	...	...	...	...	...	...
11995	netmats_parcor	Ridge	PicSeq_AgeAdj	501	0.001456	1.0	-0.069881	0.512488	0.000999	0.941059
11996	netmats_parcor	Ridge	PicSeq_AgeAdj	501	-0.073583	1.0	-0.004422	0.943057	0.000999	0.526474
11997	netmats_parcor	Ridge	PicSeq_AgeAdj	501	0.04575	1.0	-0.040273	0.087912	0.000999	0.824176
11998	netmats_parcor	Ridge	PicSeq_AgeAdj	501	0.037359	1.0	0.030245	0.267732	0.000999	0.256743
11999	netmats_parcor	Ridge	PicSeq_AgeAdj	501	0.180913	1.0	-0.007398	0.000999	0.000999	0.551449

12000 rows × 10 columns

Analyzing replicability of connectivity-based multivariate BWAS on the Human Connectome Project dataset¶

Re-compute certain results for more sample sizes.¶

Imports¶

Load HCP data¶

Function to prepare target variable¶

Function implementing a single bootstrap iteration¶

Replicability with sample sizes n=25, 50, 75, 100, 125, 150, 175, 200, 225, 250, 275, 300, 325, 350, 375, 400, 425, 450, 475 and max¶

Here we test age and 5 cognitive variables, including 'cognitive ability' (the main target variable in the target paper)¶

Reproducing the PCA+SVR-based model from the target paper¶

Like in the target paper:¶

Now we fit a simple Ridge regression¶

Null scenario with random target¶

See the notebook called 'plot_results_FC.ipynb' for the results.¶