import numpy as np
import pandas as pd
import sklearn.linear_model
import matplotlib.pyplot as plt해당 자료는 전북대학교 최규빈 교수님 2023학년도 2학기 빅데이터분석특강 자료임
06wk-026: 취업+각종영어점수, LassoCV
최규빈
2023-10-05
1. 강의영상
https://youtu.be/playlist?list=PLQqh36zP38-xANeG7u_3isOkp7zm-2-RM&si=wkbrF2i9zUPcgZbn
2. Imports
3. Data
df = pd.read_csv("https://raw.githubusercontent.com/guebin/MP2023/main/posts/employment_multicollinearity.csv")
np.random.seed(43052)
df['employment_score'] = df.gpa * 1.0 + df.toeic* 1/100 + np.random.randn(500)df| employment_score | gpa | toeic | toeic0 | toeic1 | toeic2 | toeic3 | toeic4 | toeic5 | toeic6 | ... | toeic490 | toeic491 | toeic492 | toeic493 | toeic494 | toeic495 | toeic496 | toeic497 | toeic498 | toeic499 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1.784955 | 0.051535 | 135 | 129.566309 | 133.078481 | 121.678398 | 113.457366 | 133.564200 | 136.026566 | 141.793547 | ... | 132.014696 | 140.013265 | 135.575816 | 143.863346 | 152.162740 | 132.850033 | 115.956496 | 131.842126 | 125.090801 | 143.568527 |
| 1 | 10.789671 | 0.355496 | 935 | 940.563187 | 935.723570 | 939.190519 | 938.995672 | 945.376482 | 927.469901 | 952.424087 | ... | 942.251184 | 923.241548 | 939.924802 | 921.912261 | 953.250300 | 931.743615 | 940.205853 | 930.575825 | 941.530348 | 934.221055 |
| 2 | 8.221213 | 2.228435 | 485 | 493.671390 | 493.909118 | 475.500970 | 480.363752 | 478.868942 | 493.321602 | 490.059102 | ... | 484.438233 | 488.101275 | 485.626742 | 475.330715 | 485.147363 | 468.553780 | 486.870976 | 481.640957 | 499.340808 | 488.197332 |
| 3 | 2.137594 | 1.179701 | 65 | 62.272565 | 55.957257 | 68.521468 | 76.866765 | 51.436321 | 57.166824 | 67.834920 | ... | 67.653225 | 65.710588 | 64.146780 | 76.662194 | 66.837839 | 82.379018 | 69.174745 | 64.475993 | 52.647087 | 59.493275 |
| 4 | 8.650144 | 3.962356 | 445 | 449.280637 | 438.895582 | 433.598274 | 444.081141 | 437.005100 | 434.761142 | 443.135269 | ... | 455.940348 | 435.952854 | 441.521145 | 443.038886 | 433.118847 | 466.103355 | 430.056944 | 423.632873 | 446.973484 | 442.793633 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 495 | 9.057243 | 4.288465 | 280 | 276.680902 | 274.502675 | 277.868536 | 292.283300 | 277.476630 | 281.671647 | 296.307373 | ... | 269.541846 | 278.220546 | 278.484758 | 284.901284 | 272.451612 | 265.784490 | 275.795948 | 280.465992 | 268.528889 | 283.638470 |
| 496 | 4.108020 | 2.601212 | 310 | 296.940263 | 301.545000 | 306.725610 | 314.811407 | 311.935810 | 309.695838 | 301.979914 | ... | 304.680578 | 295.476836 | 316.582100 | 319.412132 | 312.984039 | 312.372112 | 312.106944 | 314.101927 | 309.409533 | 297.429968 |
| 497 | 2.430590 | 0.042323 | 225 | 206.793217 | 228.335345 | 222.115146 | 216.479498 | 227.469560 | 238.710310 | 233.797065 | ... | 233.469238 | 235.160919 | 228.517306 | 228.349646 | 224.153606 | 230.860484 | 218.683195 | 232.949484 | 236.951938 | 227.997629 |
| 498 | 5.343171 | 1.041416 | 320 | 327.461442 | 323.019899 | 329.589337 | 313.312233 | 315.645050 | 324.448247 | 314.271045 | ... | 326.297700 | 309.893822 | 312.873223 | 322.356584 | 319.332809 | 319.405283 | 324.021917 | 312.363694 | 318.493866 | 310.973930 |
| 499 | 6.505106 | 3.626883 | 375 | 370.966595 | 364.668477 | 371.853566 | 373.574930 | 376.701708 | 356.905085 | 354.584022 | ... | 382.278782 | 379.460816 | 371.031640 | 370.272639 | 375.618182 | 369.252740 | 376.925543 | 391.863103 | 368.735260 | 368.520844 |
500 rows × 503 columns
4. LassoCV
- LassoCV 클래스에서 모형을 선택해보자.
## step1
df_train, df_test = sklearn.model_selection.train_test_split(df,test_size=0.3,random_state=42)
X = df_train.loc[:,'gpa':'toeic499']
y = df_train.loc[:,'employment_score']
XX = df_test.loc[:,'gpa':'toeic499']
yy = df_test.loc[:,'employment_score']
## step2
predictr = sklearn.linear_model.LassoCV(alphas= np.linspace(0,2,100))
## step3
predictr.fit(X,y)
## step4 -- pass/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.256e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.652e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.606e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.694e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.950e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.776e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.379e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 9.839e-01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.182e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.368e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.157e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.121e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.062e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 9.033e-01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 8.667e-01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.202e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.410e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.363e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.107e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.023e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.036e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.050e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.043e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.022e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.211e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.432e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.682e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.873e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.890e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.955e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.133e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.278e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.196e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.822e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.619e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.615e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.663e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.716e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.874e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.076e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.567e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.048e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.629e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.070e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.461e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.806e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.742e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.590e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.535e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.552e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.512e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.746e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.771e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 5.253e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 5.761e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 5.898e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 5.657e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 5.876e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 6.096e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 7.101e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 8.186e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 8.907e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 9.861e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.073e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.116e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.124e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.071e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 9.424e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 9.659e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 9.496e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.018e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.021e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.055e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.085e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.212e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.339e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.503e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.684e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.803e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.897e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.991e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.252e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.602e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.907e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.098e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.392e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.630e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.790e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.793e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.675e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.340e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.900e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.623e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.670e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.597e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.611e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.417e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.999e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.284e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: UserWarning: Coordinate descent with no regularization may lead to unexpected results and is discouraged.
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.148e+00, tolerance: 2.707e-01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.771e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.263e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 5.173e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.671e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.317e-01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.372e-01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.132e-01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 5.367e-01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 6.155e-01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 7.074e-01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 7.322e-01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 8.089e-01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 9.867e-01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.038e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.063e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.028e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 9.531e-01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 9.686e-01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.031e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.075e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.099e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.129e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.146e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.089e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.458e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.637e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.744e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.979e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.371e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.905e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.939e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 5.025e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 5.322e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 5.215e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.838e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.373e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.925e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.559e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.174e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.236e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.877e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.641e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 5.404e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 6.174e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 6.833e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 7.358e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 7.812e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 8.197e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 8.644e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 9.129e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 9.555e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 9.854e+00, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.064e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.141e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.198e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.247e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.240e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.183e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.156e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.116e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.078e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.186e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.308e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.426e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.556e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.755e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.950e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.141e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.279e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.344e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.413e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.430e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.479e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.501e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.526e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.518e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.807e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.050e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.138e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.158e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.185e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.238e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.341e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.402e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.280e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.150e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.173e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.104e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.067e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.970e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.733e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.357e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.054e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.661e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.076e+01, tolerance: 2.707e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: UserWarning: Coordinate descent with no regularization may lead to unexpected results and is discouraged.
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.290e+00, tolerance: 2.707e-01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.021e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 8.739e-01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.749e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.104e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.254e-01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.181e-01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.324e-01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.381e-01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.057e-01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.330e-01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.041e-01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.544e-01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 5.969e-01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 7.370e-01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 8.501e-01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 9.239e-01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 9.585e-01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 9.942e-01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.005e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 9.750e-01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.008e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.097e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.320e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.642e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.913e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.018e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.223e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.570e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.774e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.292e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.959e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.804e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.822e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.961e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.097e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.040e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.837e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.006e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.174e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.087e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.304e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.659e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.993e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.153e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.229e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.118e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.808e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 5.491e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 6.042e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 6.231e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 6.454e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 6.437e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 6.412e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 6.513e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 6.981e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 7.463e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 8.113e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 8.770e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 9.355e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 9.757e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 9.891e+00, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.036e+01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.085e+01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.244e+01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.422e+01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.639e+01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.822e+01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.914e+01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.006e+01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.216e+01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.495e+01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.764e+01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.933e+01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.952e+01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.845e+01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.643e+01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.445e+01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.606e+01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.783e+01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.891e+01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.877e+01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.721e+01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.539e+01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.457e+01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.476e+01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.625e+01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.708e+01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.716e+01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.620e+01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.362e+01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.950e+01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.254e+01, tolerance: 2.670e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: UserWarning: Coordinate descent with no regularization may lead to unexpected results and is discouraged.
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.393e+00, tolerance: 2.670e-01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 6.197e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.270e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 7.127e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.962e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.102e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 6.142e-01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.889e-01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 5.129e-01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 5.539e-01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 7.839e-01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.037e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.187e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.159e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.009e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.035e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.507e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.887e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.061e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.291e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.625e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.850e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.891e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.744e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.504e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.189e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.201e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.481e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.821e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.064e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.220e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.425e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.580e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.699e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.673e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.553e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.360e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.118e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.063e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.166e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.150e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.074e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.933e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.788e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.624e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.675e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.796e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.642e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.234e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.569e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.900e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.798e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.457e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.823e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 5.293e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 5.609e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 6.510e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 6.789e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 8.410e+00, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.038e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.209e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.365e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.482e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.639e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.782e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.862e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.911e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.929e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.003e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.056e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.040e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.035e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.009e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.973e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.105e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.305e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.590e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.849e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.026e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.989e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.921e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.077e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.181e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.226e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.289e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.330e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.570e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.744e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.730e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.588e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.491e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.287e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.947e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.513e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.394e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.414e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.192e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.801e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.149e+01, tolerance: 2.721e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: UserWarning: Coordinate descent with no regularization may lead to unexpected results and is discouraged.
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.565e+00, tolerance: 2.721e-01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 9.107e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.577e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.421e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.473e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.119e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 5.834e-01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 7.138e-01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 5.546e-01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.948e-01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 5.917e-01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 6.409e-01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 7.762e-01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 9.701e-01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.126e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.237e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.337e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.311e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.201e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.063e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 8.786e-01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 9.199e-01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.040e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.150e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.121e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.338e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.364e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.288e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.247e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.355e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.611e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.947e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.317e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.819e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.165e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.426e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.748e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.115e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.297e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.679e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 5.415e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 5.820e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 5.534e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 5.187e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.834e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.370e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.166e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.067e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.924e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.816e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.875e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.412e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 5.271e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 6.280e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 7.259e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 8.209e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 8.826e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 9.719e+00, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.006e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.120e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.270e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.457e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.620e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.769e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.863e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.935e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.963e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.933e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.607e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.400e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.298e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.439e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.569e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.714e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.869e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.773e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.654e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.988e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.395e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.717e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.979e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.277e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.566e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.866e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.129e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.319e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.439e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.399e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.270e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 4.128e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.926e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.656e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.321e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 3.010e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.703e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 2.331e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.767e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.078e+01, tolerance: 2.540e-01
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: UserWarning: Coordinate descent with no regularization may lead to unexpected results and is discouraged.
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 1.059e+00, tolerance: 2.540e-01 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.
model = cd_fast.enet_coordinate_descent(
/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 8.315e+01, tolerance: 3.337e-01
model = cd_fast.enet_coordinate_descent(LassoCV(alphas=array([0. , 0.02020202, 0.04040404, 0.06060606, 0.08080808,
0.1010101 , 0.12121212, 0.14141414, 0.16161616, 0.18181818,
0.2020202 , 0.22222222, 0.24242424, 0.26262626, 0.28282828,
0.3030303 , 0.32323232, 0.34343434, 0.36363636, 0.38383838,
0.4040404 , 0.42424242, 0.44444444, 0.46464646, 0.48484848,
0.50505051, 0.52525253, 0.54545455, 0.56565657, 0.58585859,
0.60606061...
1.31313131, 1.33333333, 1.35353535, 1.37373737, 1.39393939,
1.41414141, 1.43434343, 1.45454545, 1.47474747, 1.49494949,
1.51515152, 1.53535354, 1.55555556, 1.57575758, 1.5959596 ,
1.61616162, 1.63636364, 1.65656566, 1.67676768, 1.6969697 ,
1.71717172, 1.73737374, 1.75757576, 1.77777778, 1.7979798 ,
1.81818182, 1.83838384, 1.85858586, 1.87878788, 1.8989899 ,
1.91919192, 1.93939394, 1.95959596, 1.97979798, 2. ]))In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
LassoCV(alphas=array([0. , 0.02020202, 0.04040404, 0.06060606, 0.08080808,
0.1010101 , 0.12121212, 0.14141414, 0.16161616, 0.18181818,
0.2020202 , 0.22222222, 0.24242424, 0.26262626, 0.28282828,
0.3030303 , 0.32323232, 0.34343434, 0.36363636, 0.38383838,
0.4040404 , 0.42424242, 0.44444444, 0.46464646, 0.48484848,
0.50505051, 0.52525253, 0.54545455, 0.56565657, 0.58585859,
0.60606061...
1.31313131, 1.33333333, 1.35353535, 1.37373737, 1.39393939,
1.41414141, 1.43434343, 1.45454545, 1.47474747, 1.49494949,
1.51515152, 1.53535354, 1.55555556, 1.57575758, 1.5959596 ,
1.61616162, 1.63636364, 1.65656566, 1.67676768, 1.6969697 ,
1.71717172, 1.73737374, 1.75757576, 1.77777778, 1.7979798 ,
1.81818182, 1.83838384, 1.85858586, 1.87878788, 1.8989899 ,
1.91919192, 1.93939394, 1.95959596, 1.97979798, 2. ]))predictr.score(X,y)0.9483494983570957predictr.score(XX,yy)0.87496916410816085. HW
- 현재 predictr 에 저장된[1] alpha값을 조사하고, 그것을 바탕으로 아래의 코드를 수정하여 위와 동일한 train_score, test_score가 나오도록 하라.
수정할코드
## step1
df_train, df_test = sklearn.model_selection.train_test_split(df,test_size=0.3,random_state=42)
X = df_train.loc[:,'gpa':'toeic499']
y = df_train.loc[:,'employment_score']
XX = df_test.loc[:,'gpa':'toeic499']
yy = df_test.loc[:,'employment_score']
## step2
predictr = sklearn.linear_model.Lasso(alpha=????)
## step3
predictr.fit(X,y)
## step4 -- pass나와야할 결과
[1] LassoCV클래스에서 생성된 predictor
predictr.alpha_0.36363636363636365## step1
df_train, df_test = sklearn.model_selection.train_test_split(df,test_size=0.3,random_state=42)
X = df_train.loc[:,'gpa':'toeic499']
y = df_train.loc[:,'employment_score']
XX = df_test.loc[:,'gpa':'toeic499']
yy = df_test.loc[:,'employment_score']
## step2
predictr = sklearn.linear_model.Lasso(alpha=0.36363636363636365)
## step3
predictr.fit(X,y)
## step4 -- pass/home/coco/anaconda3/envs/py38/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:631: 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: 8.315e+01, tolerance: 3.337e-01
model = cd_fast.enet_coordinate_descent(Lasso(alpha=0.36363636363636365)In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
Lasso(alpha=0.36363636363636365)
predictr.score(X,y)0.9483494983570957predictr.score(XX,yy)0.8749691641081608