Note
Go to the end to download the full example code.
2. Experiments
The purpose of this notebook is to compare performance of different ML models on our whole dataset.
import matplotlib.pyplot as plt
from ai4water.utils.utils import TrainTestSplit
from ai4water.experiments import MLRegressionExperiments
from utils import version_info
from utils import prepare_data, set_rcParams, SAVE
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/ai4water/hyperopt/_imports.py:25: UserWarning: skopt may not work with sklearn version >= 1.2
warnings.warn("skopt may not work with sklearn version >= 1.2")
for lib, ver in version_info().items():
print(lib, ver)
python 3.12.10 (main, May 6 2025, 10:49:23) [GCC 11.4.0]
os posix
ai4water 1.07
lightgbm 4.6.0
catboost 1.2.10
xgboost 3.2.0
easy_mpl 0.21.5
SeqMetrics 2.0.0
numpy 1.26.4
pandas 2.2.3
matplotlib 3.10.8
h5py 3.16.0
sklearn 1.3.1
optuna 4.8.0
skopt 0.10.2
plotly 6.6.0
seaborn 0.13.2
crepes 0.9.0
mapie 0.9.2
shap 0.49.1
scipy 1.17.1
set_rcParams()
We run all the experiments considering first order decay rate as target
data, _ = prepare_data(outputs="k")
print(data.shape)
(1527, 35)
input_features = data.columns.tolist()[0:-1]
output_features = data.columns.tolist()[-1:]
TrainX, TestX, TrainY, TestY = TrainTestSplit(seed=313).split_by_random(
data[input_features],
data[output_features]
)
print(TrainX.shape, TrainY.shape, TestX.shape, TestY.shape)
(1068, 34) (1068, 1) (459, 34) (459, 1)
experiment = MLRegressionExperiments(
input_features=input_features,
output_features=output_features,
show=False
)
experiment.fit(
x=TrainX,
y=TrainY.values,
)
running ARDRegression model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running AdaBoostRegressor model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running BaggingRegressor model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running BayesianRidge model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/scipy/stats/_stats_py.py:228: RuntimeWarning: invalid value encountered in log
log_a = xp.log(a)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running CatBoostRegressor model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/scipy/stats/_stats_py.py:228: RuntimeWarning: invalid value encountered in log
log_a = xp.log(a)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running DecisionTreeRegressor model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running DummyRegressor model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/ai4water/utils/utils.py:1397: RuntimeWarning: Precision loss occurred in moment calculation due to catastrophic cancellation. This occurs when the data are nearly identical. Results may be unreliable.
stats[feat] = np.round(point_features[feat](data), precision)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running ElasticNet model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running ElasticNetCV model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:628: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.807e-06, tolerance: 4.553e-06
model = cd_fast.enet_coordinate_descent(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/scipy/stats/_stats_py.py:228: RuntimeWarning: invalid value encountered in log
log_a = xp.log(a)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running ExtraTreeRegressor model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running ExtraTreesRegressor model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running GaussianProcessRegressor model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/scipy/stats/_stats_py.py:228: RuntimeWarning: invalid value encountered in log
log_a = xp.log(a)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running GradientBoostingRegressor model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/scipy/stats/_stats_py.py:228: RuntimeWarning: invalid value encountered in log
log_a = xp.log(a)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running HistGradientBoostingRegressor model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/scipy/stats/_stats_py.py:228: RuntimeWarning: invalid value encountered in log
log_a = xp.log(a)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running HuberRegressor model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. OF ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/scipy/stats/_stats_py.py:228: RuntimeWarning: invalid value encountered in log
log_a = xp.log(a)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running KNeighborsRegressor model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running KernelRidge model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/scipy/stats/_stats_py.py:228: RuntimeWarning: invalid value encountered in log
log_a = xp.log(a)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running LGBMRegressor model
[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/scipy/stats/_stats_py.py:228: RuntimeWarning: invalid value encountered in log
log_a = xp.log(a)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running Lars model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/scipy/stats/_stats_py.py:228: RuntimeWarning: invalid value encountered in log
log_a = xp.log(a)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running LarsCV model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/linear_model/_least_angle.py:639: ConvergenceWarning: Regressors in active set degenerate. Dropping a regressor, after 32 iterations, i.e. alpha=1.162e-02, with an active set of 25 regressors, and the smallest cholesky pivot element being 2.220e-16. Reduce max_iter or increase eps parameters.
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/scipy/stats/_stats_py.py:228: RuntimeWarning: invalid value encountered in log
log_a = xp.log(a)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running Lasso model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/ai4water/utils/utils.py:1397: RuntimeWarning: Precision loss occurred in moment calculation due to catastrophic cancellation. This occurs when the data are nearly identical. Results may be unreliable.
stats[feat] = np.round(point_features[feat](data), precision)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running LassoCV model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/linear_model/_coordinate_descent.py:628: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.821e-06, tolerance: 4.553e-06
model = cd_fast.enet_coordinate_descent(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/scipy/stats/_stats_py.py:228: RuntimeWarning: invalid value encountered in log
log_a = xp.log(a)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running LassoLars model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/ai4water/utils/utils.py:1397: RuntimeWarning: Precision loss occurred in moment calculation due to catastrophic cancellation. This occurs when the data are nearly identical. Results may be unreliable.
stats[feat] = np.round(point_features[feat](data), precision)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running LassoLarsCV model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/scipy/stats/_stats_py.py:228: RuntimeWarning: invalid value encountered in log
log_a = xp.log(a)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running LassoLarsIC model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/scipy/stats/_stats_py.py:228: RuntimeWarning: invalid value encountered in log
log_a = xp.log(a)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running LinearRegression model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/scipy/stats/_stats_py.py:228: RuntimeWarning: invalid value encountered in log
log_a = xp.log(a)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running LinearSVR model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/svm/_classes.py:32: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/svm/_base.py:1250: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/scipy/stats/_stats_py.py:228: RuntimeWarning: invalid value encountered in log
log_a = xp.log(a)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running MLPRegressor model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/scipy/stats/_stats_py.py:228: RuntimeWarning: invalid value encountered in log
log_a = xp.log(a)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running NuSVR model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/scipy/stats/_stats_py.py:228: RuntimeWarning: invalid value encountered in log
log_a = xp.log(a)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running OneClassSVM model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/scipy/stats/_stats_py.py:228: RuntimeWarning: invalid value encountered in log
log_a = xp.log(a)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running OrthogonalMatchingPursuit model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/scipy/stats/_stats_py.py:228: RuntimeWarning: invalid value encountered in log
log_a = xp.log(a)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running OrthogonalMatchingPursuitCV model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/scipy/stats/_stats_py.py:228: RuntimeWarning: invalid value encountered in log
log_a = xp.log(a)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running PoissonRegressor model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/linear_model/_linear_loss.py:290: RuntimeWarning: invalid value encountered in matmul
grad[:n_features] = X.T @ grad_pointwise + l2_reg_strength * weights
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/ai4water/utils/utils.py:1397: RuntimeWarning: Precision loss occurred in moment calculation due to catastrophic cancellation. This occurs when the data are nearly identical. Results may be unreliable.
stats[feat] = np.round(point_features[feat](data), precision)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running RANSACRegressor model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/scipy/stats/_stats_py.py:228: RuntimeWarning: invalid value encountered in log
log_a = xp.log(a)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running RadiusNeighborsRegressor model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running RandomForestRegressor model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running Ridge model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/scipy/stats/_stats_py.py:228: RuntimeWarning: invalid value encountered in log
log_a = xp.log(a)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running RidgeCV model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/scipy/stats/_stats_py.py:228: RuntimeWarning: invalid value encountered in log
log_a = xp.log(a)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running SGDRegressor model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/scipy/stats/_stats_py.py:228: RuntimeWarning: invalid value encountered in log
log_a = xp.log(a)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running SVR model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/ai4water/utils/utils.py:1397: RuntimeWarning: Precision loss occurred in moment calculation due to catastrophic cancellation. This occurs when the data are nearly identical. Results may be unreliable.
stats[feat] = np.round(point_features[feat](data), precision)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running TheilSenRegressor model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/scipy/stats/_stats_py.py:228: RuntimeWarning: invalid value encountered in log
log_a = xp.log(a)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running TweedieRegressor model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/linear_model/_glm/glm.py:282: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. OF ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
self.n_iter_ = _check_optimize_result("lbfgs", opt_res)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/scipy/stats/_stats_py.py:228: RuntimeWarning: invalid value encountered in log
log_a = xp.log(a)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running XGBRFRegressor model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
running XGBRegressor model
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/scipy/stats/_stats_py.py:228: RuntimeWarning: invalid value encountered in log
log_a = xp.log(a)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
r2 = experiment.compare_errors(
'r2', x=TestX, y=TestY, figsize=(8, 10),
cutoff_type='greater',
cutoff_val=0.1,
colors=("#005066", "#B3331D")
)
if SAVE:
plt.savefig("results/figures/exp_r2.png", dpi=600, bbox_inches="tight")
plt.tight_layout()
plt.show()
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/neighbors/_regression.py:500: UserWarning: One or more samples have no neighbors within specified radius; predicting NaN.
warnings.warn(empty_warning_msg)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/utils.py:683: UserWarning: Elements(s) [ 3 10 14 39 50 53 74 113 114 121 123 133 169 178 210 212 235 272
273 275 301 304 341 362 364 386 390 392 448 451] contained NaN values in the simulated array and elements(s) [] contained NaN values in the observed array and have been replaced (Elements are zero indexed).
warnings.warn("Elements(s) {} contained NaN values in the simulated array and "
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
print(r2)
train test
RandomForestRegressor 0.948535 0.944916
DecisionTreeRegressor 0.955957 0.943930
ExtraTreeRegressor 0.955957 0.943876
ExtraTreesRegressor 0.955957 0.943163
BaggingRegressor 0.945080 0.928714
CatBoostRegressor 0.915277 0.909172
XGBRegressor 0.913800 0.907283
GaussianProcessRegressor 0.943069 0.875830
HistGradientBoostingRegressor 0.832183 0.821290
LGBMRegressor 0.832183 0.821270
GradientBoostingRegressor 0.729901 0.770593
XGBRFRegressor 0.715011 0.746971
KNeighborsRegressor 0.758167 0.692704
AdaBoostRegressor 0.483460 0.530845
NuSVR 0.464450 0.522559
LassoLarsCV 0.443064 0.487327
RidgeCV 0.443160 0.487185
KernelRidge 0.443440 0.486951
Ridge 0.443440 0.486940
BayesianRidge 0.442324 0.486619
LinearRegression 0.444494 0.486033
LassoLarsIC 0.439580 0.483326
LinearSVR 0.429765 0.477060
TweedieRegressor 0.433127 0.473886
HuberRegressor 0.414285 0.465340
LassoCV 0.418865 0.455654
ElasticNetCV 0.418857 0.455645
TheilSenRegressor 0.405089 0.445110
OrthogonalMatchingPursuitCV 0.374931 0.395476
RANSACRegressor 0.307228 0.354534
OrthogonalMatchingPursuit 0.280149 0.299243
ARDRegression 0.217711 0.225830
LarsCV 0.206276 0.201215
ElasticNet 0.192400 0.185600
SGDRegressor 0.141413 0.173790
r2_score = experiment.compare_errors(
'r2_score', x=TestX, y=TestY, figsize=(8, 10),
cutoff_type='greater',
cutoff_val=0.1,
colors=("#005066", "#B3331D")
)
if SAVE:
plt.savefig("results/figures/exp_r2_score.png", dpi=600, bbox_inches="tight")
plt.tight_layout()
plt.show()
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/neighbors/_regression.py:500: UserWarning: One or more samples have no neighbors within specified radius; predicting NaN.
warnings.warn(empty_warning_msg)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/utils.py:683: UserWarning: Elements(s) [ 3 10 14 39 50 53 74 113 114 121 123 133 169 178 210 212 235 272
273 275 301 304 341 362 364 386 390 392 448 451] contained NaN values in the simulated array and elements(s) [] contained NaN values in the observed array and have been replaced (Elements are zero indexed).
warnings.warn("Elements(s) {} contained NaN values in the simulated array and "
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
print(r2_score)
train test
RandomForestRegressor 0.948191 0.944546
ExtraTreeRegressor 0.955957 0.943248
DecisionTreeRegressor 0.955957 0.943215
ExtraTreesRegressor 0.955957 0.942583
BaggingRegressor 0.944782 0.928529
CatBoostRegressor 0.913335 0.907967
XGBRegressor 0.911040 0.904665
GaussianProcessRegressor 0.943063 0.863298
HistGradientBoostingRegressor 0.829632 0.818793
LGBMRegressor 0.829632 0.818775
GradientBoostingRegressor 0.717602 0.751642
XGBRFRegressor 0.710365 0.741782
KNeighborsRegressor 0.757078 0.690158
AdaBoostRegressor 0.461476 0.508869
NuSVR 0.449525 0.491272
LassoLarsCV 0.443064 0.481309
RidgeCV 0.443160 0.481178
KernelRidge 0.443440 0.481034
Ridge 0.443439 0.481023
LinearRegression 0.444494 0.480367
BayesianRidge 0.442302 0.480205
LassoLarsIC 0.439471 0.476316
LinearSVR 0.413797 0.467761
TweedieRegressor 0.432951 0.467218
LassoCV 0.418363 0.448367
ElasticNetCV 0.418356 0.448358
TheilSenRegressor 0.403797 0.443625
HuberRegressor 0.399498 0.427054
OrthogonalMatchingPursuitCV 0.374931 0.393605
RANSACRegressor 0.287298 0.352114
OrthogonalMatchingPursuit 0.280149 0.296832
ARDRegression 0.217709 0.224318
LarsCV 0.202643 0.196257
r2_score = experiment.compare_errors(
'r2_score', x=TestX, y=TestY, figsize=(8, 10),
cutoff_type='greater',
cutoff_val=0.5,
colors=("#005066", "#B3331D")
)
plt.tight_layout()
plt.show()
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/neighbors/_regression.py:500: UserWarning: One or more samples have no neighbors within specified radius; predicting NaN.
warnings.warn(empty_warning_msg)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/utils.py:683: UserWarning: Elements(s) [ 3 10 14 39 50 53 74 113 114 121 123 133 169 178 210 212 235 272
273 275 301 304 341 362 364 386 390 392 448 451] contained NaN values in the simulated array and elements(s) [] contained NaN values in the observed array and have been replaced (Elements are zero indexed).
warnings.warn("Elements(s) {} contained NaN values in the simulated array and "
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/core/fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)
return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)
print(r2_score)
train test
RandomForestRegressor 0.948191 0.944546
ExtraTreeRegressor 0.955957 0.943248
DecisionTreeRegressor 0.955957 0.943215
ExtraTreesRegressor 0.955957 0.942583
BaggingRegressor 0.944782 0.928529
CatBoostRegressor 0.913335 0.907967
XGBRegressor 0.911040 0.904665
GaussianProcessRegressor 0.943063 0.863298
HistGradientBoostingRegressor 0.829632 0.818793
LGBMRegressor 0.829632 0.818775
GradientBoostingRegressor 0.717602 0.751642
XGBRFRegressor 0.710365 0.741782
KNeighborsRegressor 0.757078 0.690158
AdaBoostRegressor 0.461476 0.508869
figure = experiment.taylor_plot(
data=data,
figsize=(8, 8),
include=r2_score.index.tolist(),
leg_kws={'facecolor': 'white',
'edgecolor': 'black', 'bbox_to_anchor':(1.0, 0.9),
'fontsize': 10, 'labelspacing': 1.0, 'ncol': 1
},
)
figure.axes[0].axis['left'].label.set_text('')
figure.axes[0].set_title('Training')
if SAVE:
plt.savefig("results/figures/exp_taylor.png", dpi=600, bbox_inches="tight")
plt.tight_layout()
plt.show()
***** Training *****
input_x shape: (854, 34)
target shape: (854, 1)
***** Validation *****
input_x shape: (214, 34)
target shape: (214, 1)
***** Test *****
input_x shape: (459, 34)
target shape: (459, 1)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but ExtraTreeRegressor was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but Lasso was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but ARDRegression was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but LinearSVR was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but ExtraTreesRegressor was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but BaggingRegressor was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but TweedieRegressor was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but OneClassSVM was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but RANSACRegressor was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but SVR was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but HistGradientBoostingRegressor was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but ElasticNetCV was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but SGDRegressor was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but KernelRidge was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but LassoLarsCV was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but TheilSenRegressor was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but LassoLars was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but RadiusNeighborsRegressor was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/neighbors/_regression.py:500: UserWarning: One or more samples have no neighbors within specified radius; predicting NaN.
warnings.warn(empty_warning_msg)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/utils.py:683: UserWarning: Elements(s) [ 6 17 27 37 165 175 185 197 207 217 429 439 449] contained NaN values in the simulated array and elements(s) [] contained NaN values in the observed array and have been replaced (Elements are zero indexed).
warnings.warn("Elements(s) {} contained NaN values in the simulated array and "
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but MLPRegressor was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but KNeighborsRegressor was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but OrthogonalMatchingPursuitCV was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but LarsCV was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:2743: RuntimeWarning: invalid value encountered in divide
zy = (predicted - np.mean(predicted)) / np.std(predicted, ddof=1)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/lib/function_base.py:2897: RuntimeWarning: invalid value encountered in divide
c /= stddev[:, None]
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/numpy/lib/function_base.py:2898: RuntimeWarning: invalid value encountered in divide
c /= stddev[None, :]
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but Ridge was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but LinearRegression was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but NuSVR was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but HuberRegressor was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but LassoCV was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but PoissonRegressor was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but GaussianProcessRegressor was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but GradientBoostingRegressor was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but Lars was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but LassoLarsIC was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but BayesianRidge was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but RidgeCV was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but ElasticNet was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but AdaBoostRegressor was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but OrthogonalMatchingPursuit was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: divide by zero encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/sklearn/base.py:465: UserWarning: X does not have valid feature names, but DecisionTreeRegressor was fitted with feature names
warnings.warn(
/home/docs/checkouts/readthedocs.org/user_builds/weil101/envs/latest/lib/python3.12/site-packages/SeqMetrics/_rgr.py:3577: RuntimeWarning: invalid value encountered in divide
return float(np.mean(np.abs((true - predicted) / true)) * 100)
Total running time of the script: (1 minutes 42.855 seconds)