Chapter 14 A Case Study: The Effect of Gun Ownership on Gun-Homicide Rates
We consider the problem of estimating the effect of gun ownership on the homicide rate. For this purpose, we estimate the following partially linear model
\[ Y_{j,t} = \beta D_{j,(t-1)} + g(Z_{j,t}) + \epsilon_{j,t}. \] ## Data \(Y_{j,t}\) is log homicide rate in county \(j\) at time \(t\), \(D_{j, t-1}\) is log fraction of suicides committed with a firearm in county \(j\) at time \(t-1\), which we use as a proxy for gun ownership, and \(Z_{j,t}\) is a set of demographic and economic characteristics of county \(j\) at time \(t\). The parameter \(\beta\) is the effect of gun ownership on the homicide rates, controlling for county-level demographic and economic characteristics.
The sample covers 195 large United States counties between the years 1980 through 1999, giving us 3900 observations.
# loading libraries
library(lfe)## Warning: package 'lfe' was built under R version 4.0.5## Loading required package: Matrixlibrary(hdm)
library(glmnet)## Loaded glmnet 4.1-3library(sandwich)
library(randomForest)## randomForest 4.6-14## Type rfNews() to see new features/changes/bug fixes.library(xtable)
data <- read.csv("./data/gun_clean.csv")
dim(data)[1]## [1] 3900
# Import relevant packages
import pandas as pd
import numpy as np
import pyreadr
import itertools
from sklearn import preprocessing
import patsy
from numpy import loadtxt
from keras.models import Sequential
from keras.layers import Dense
import hdmpy
import numpy as np
import random
import statsmodels.api as sm
import matplotlib.pyplot as plt
import numpy as np
from matplotlib import colors
from sklearn.linear_model import LassoCV
from sklearn.preprocessing import StandardScaler
from sklearn.linear_model import RidgeCV, ElasticNetCV
from sklearn.linear_model import LinearRegression
from sklearn import linear_model
from pandas.api.types import is_string_dtype
from pandas.api.types import is_numeric_dtype
from pandas.api.types import is_categorical_dtype
from itertools import compress
import statsmodels.api as sm
import statsmodels.formula.api as smf
from sklearn.feature_selection import SelectFromModel
data1 = pd.read_csv( r"./data/gun_clean.csv" )
data1.shape[0]## 390014.1 Preprocessing.
To account for heterogeneity across counties and time trends in all variables, we remove from them county-specific and time-specific effects in the following preprocessing.
################################# Find Variable Names from Dataset ########################
varlist <- function (df=NULL,type=c("numeric","factor","character"), pattern="", exclude=NULL) {
vars <- character(0)
if (any(type %in% "numeric")) {
vars <- c(vars,names(df)[sapply(df,is.numeric)])
}
if (any(type %in% "factor")) {
vars <- c(vars,names(df)[sapply(df,is.factor)])
}
if (any(type %in% "character")) {
vars <- c(vars,names(df)[sapply(df,is.character)])
}
vars[(!vars %in% exclude) & grepl(vars,pattern=pattern)]
}
################################# Create Variables ###############################
# Dummy Variables for Year and County Fixed Effects
fixed <- grep("X_Jfips", names(data), value=TRUE, fixed=TRUE)
year <- varlist(data, pattern="X_Tyear")
# Census Control Variables
census <- NULL
census_var <- c("^AGE", "^BN", "^BP", "^BZ", "^ED", "^EL","^HI", "^HS", "^INC", "^LF", "^LN", "^PI", "^PO", "^PP", "^PV", "^SPR", "^VS")
for(i in 1:length(census_var)){
census <- append(census, varlist(data, pattern=census_var[i]))
}
################################ Variables ##################################
# Treatment Variable
d <- "logfssl"
# Outcome Variable
y <- "logghomr"
# Other Control Variables
X1 <- c("logrobr", "logburg", "burg_missing", "robrate_missing")
X2 <- c("newblack", "newfhh", "newmove", "newdens", "newmal")
################################# Partial out Fixed Effects ########################
# New Dataset for Partiled-out Variables
rdata <- as.data.frame(data$CountyCode)
colnames(rdata) <- "CountyCode"
# Variables to be Partialled-out
varlist <- c(y, d,X1, X2, census)
# Partial out Variables in varlist from year and county fixed effect
for(i in 1:length(varlist)){
form <- as.formula(paste(varlist[i], "~", paste(paste(year,collapse="+"), paste(fixed,collapse="+"), sep="+")))
rdata[, varlist[i]] <- lm(form, data)$residuals
}
import re
################################# Find Variable Names from Dataset ########################
def varlist( df = None, type_dataframe = [ 'numeric' , 'categorical' , 'string' ], pattern = "", exclude = None ):
varrs = []
if ('numeric' in type_dataframe):
varrs = varrs + df.columns[ df.apply( is_numeric_dtype , axis = 0 ).to_list() ].tolist()
if ('categorical' in type_dataframe):
varrs = varrs + df.columns[ df.apply( is_categorical_dtype , axis = 0 ).to_list() ].tolist()
if ('string' in type_dataframe):
varrs = varrs + df.columns[ df.apply( is_string_dtype , axis = 0 ).to_list() ].tolist()
grepl_result = np.array( [ re.search( pattern , variable ) is not None for variable in df.columns.to_list() ] )
if exclude is None:
result = list(compress( varrs, grepl_result ) )
else:
varrs_excluded = np.array( [var in exclude for var in varrs ] )
and_filter = np.logical_and( ~varrs_excluded , grepl_result )
result = list(compress( varrs, and_filter ) )
return result
################################# Create Variables ###############################
# Dummy Variables for Year and County Fixed Effects
r = re.compile("X_Jfips")
fixed = list( filter( r.match, data1.columns.to_list() ) )
year = varlist(data1, pattern="X_Tyear")
census = []
census_var = ["^AGE", "^BN", "^BP", "^BZ", "^ED", "^EL","^HI", "^HS", "^INC", "^LF", "^LN", "^PI", "^PO", "^PP", "^PV", "^SPR", "^VS"]
for variable in census_var:
r = re.compile( variable )
census = census + list( filter( r.match, data1.columns.to_list() ) )
################################ Variables ##################################
# Treatment Variable
d = "logfssl"
# Outcome Variable
y = "logghomr"
# Other Control Variables
X1 = ["logrobr", "logburg", "burg_missing", "robrate_missing"]
X2 = ["newblack", "newfhh", "newmove", "newdens", "newmal"]
################################# Partial out Fixed Effects ########################
rdata = data1[['CountyCode']]
# Variables to be Partialled-out
varlist2 = [y] + [d] + X1 + X2 + census
# Partial out Variables in varlist from year and county fixed effect
for var_name in varlist2:
form = var_name + " ~ " + " + ".join( year ) + "+" + " + ".join( fixed )
rdata[f'{var_name}'] = smf.ols( formula = form , data = data1 ).fit().resid## <string>:3: SettingWithCopyWarning:
## A value is trying to be set on a copy of a slice from a DataFrame.
## Try using .loc[row_indexer,col_indexer] = value instead
##
## See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copyNow, we can construct the treatment variable, the outcome variable and the matrix \(Z\) that includes the control variables.
# Treatment Variable
D <- rdata[which(colnames(rdata) == d)]
# Outcome Variable
Y <- rdata[which(colnames(rdata) == y)]
# Construct matrix Z
Z <- rdata[which(colnames(rdata) %in% c(X1,X2,census))]
dim(Z)## [1] 3900 195
# load dataset
rdata_read = pyreadr.read_r("./data/gun_clean.RData")
data = rdata_read[ 'data' ]
n = data.shape[0]
# We check that our results are equal to R results at 6 decimals
column_names = data.columns.to_list()
for col in column_names:
result = (data[f'{col}'].round(6) == rdata[f'{col}'].round(6)).sum()
if result == 3900:
print(f'Column {col} are equal at 6 decimals.')
else:
print(f'\n\nColumn {col} are not equal at 6 decimals.')
# Now, we can construct the treatment variable, the outcome variable and the
# matrix Z that includes the control variables.
# Treatment Variable## Column logghomr are equal at 6 decimals.
## Column logfssl are equal at 6 decimals.
## Column logrobr are equal at 6 decimals.
## Column logburg are equal at 6 decimals.
## Column burg_missing are equal at 6 decimals.
## Column robrate_missing are equal at 6 decimals.
## Column newblack are equal at 6 decimals.
## Column newfhh are equal at 6 decimals.
## Column newmove are equal at 6 decimals.
## Column newdens are equal at 6 decimals.
## Column newmal are equal at 6 decimals.
## Column AGE010D are equal at 6 decimals.
## Column AGE050D are equal at 6 decimals.
## Column AGE110D are equal at 6 decimals.
## Column AGE170D are equal at 6 decimals.
## Column AGE180D are equal at 6 decimals.
## Column AGE270D are equal at 6 decimals.
## Column AGE310D are equal at 6 decimals.
## Column AGE320D are equal at 6 decimals.
## Column AGE350D are equal at 6 decimals.
## Column AGE380D are equal at 6 decimals.
## Column AGE410D are equal at 6 decimals.
## Column AGE470D are equal at 6 decimals.
## Column AGE570D are equal at 6 decimals.
## Column AGE640D are equal at 6 decimals.
## Column AGE670D are equal at 6 decimals.
## Column AGE760D are equal at 6 decimals.
## Column BNK010D are equal at 6 decimals.
## Column BNK050D are equal at 6 decimals.
## Column BPS030D are equal at 6 decimals.
## Column BPS130D are equal at 6 decimals.
## Column BPS230D are equal at 6 decimals.
## Column BPS020D are equal at 6 decimals.
## Column BPS120D are equal at 6 decimals.
## Column BPS220D are equal at 6 decimals.
## Column BPS820D are equal at 6 decimals.
## Column BZA010D are equal at 6 decimals.
## Column BZA110D are equal at 6 decimals.
## Column BZA210D are equal at 6 decimals.
## Column EDU100D are equal at 6 decimals.
## Column EDU200D are equal at 6 decimals.
## Column EDU600D are equal at 6 decimals.
## Column EDU610D are equal at 6 decimals.
## Column EDU620D are equal at 6 decimals.
## Column EDU630D are equal at 6 decimals.
## Column EDU635D are equal at 6 decimals.
## Column EDU640D are equal at 6 decimals.
## Column EDU650D are equal at 6 decimals.
## Column EDU680D are equal at 6 decimals.
## Column EDU685D are equal at 6 decimals.
## Column ELE010D are equal at 6 decimals.
## Column ELE020D are equal at 6 decimals.
## Column ELE025D are equal at 6 decimals.
## Column ELE030D are equal at 6 decimals.
## Column ELE035D are equal at 6 decimals.
## Column ELE060D are equal at 6 decimals.
## Column ELE065D are equal at 6 decimals.
## Column ELE210D are equal at 6 decimals.
## Column ELE220D are equal at 6 decimals.
## Column HIS010D are equal at 6 decimals.
## Column HIS020D are equal at 6 decimals.
## Column HIS030D are equal at 6 decimals.
## Column HIS040D are equal at 6 decimals.
## Column HIS110D are equal at 6 decimals.
## Column HIS120D are equal at 6 decimals.
## Column HIS130D are equal at 6 decimals.
## Column HIS140D are equal at 6 decimals.
## Column HIS200D are equal at 6 decimals.
## Column HIS300D are equal at 6 decimals.
## Column HIS500D are equal at 6 decimals.
## Column HIS700D are equal at 6 decimals.
## Column HSD010D are equal at 6 decimals.
## Column HSD020D are equal at 6 decimals.
## Column HSD030D are equal at 6 decimals.
## Column HSD110D are equal at 6 decimals.
## Column HSD120D are equal at 6 decimals.
## Column HSD130D are equal at 6 decimals.
## Column HSD140D are equal at 6 decimals.
## Column HSD150D are equal at 6 decimals.
## Column HSD170D are equal at 6 decimals.
## Column HSD200D are equal at 6 decimals.
## Column HSD210D are equal at 6 decimals.
## Column HSD230D are equal at 6 decimals.
## Column HSD300D are equal at 6 decimals.
## Column HSD310D are equal at 6 decimals.
## Column HSG030D are equal at 6 decimals.
## Column HSG195D are equal at 6 decimals.
## Column HSG200D are equal at 6 decimals.
## Column HSG220D are equal at 6 decimals.
## Column HSG440D are equal at 6 decimals.
## Column HSG445D are equal at 6 decimals.
## Column HSG460D are equal at 6 decimals.
## Column HSG680D are equal at 6 decimals.
## Column HSG700D are equal at 6 decimals.
## Column HSD410D are equal at 6 decimals.
## Column HSD500D are equal at 6 decimals.
## Column HSD510D are equal at 6 decimals.
## Column HSD520D are equal at 6 decimals.
## Column HSD530D are equal at 6 decimals.
## Column HSD540D are equal at 6 decimals.
## Column HSD550D are equal at 6 decimals.
## Column HSD560D are equal at 6 decimals.
## Column HSD570D are equal at 6 decimals.
## Column HSD580D are equal at 6 decimals.
## Column HSD590D are equal at 6 decimals.
## Column HSD610D are equal at 6 decimals.
## Column HSD620D are equal at 6 decimals.
## Column HSD710D are equal at 6 decimals.
## Column HSD720D are equal at 6 decimals.
## Column HSD730D are equal at 6 decimals.
## Column HSD740D are equal at 6 decimals.
## Column HSD750D are equal at 6 decimals.
## Column HSD760D are equal at 6 decimals.
## Column HSD770D are equal at 6 decimals.
## Column HSD780D are equal at 6 decimals.
## Column HSG040D are equal at 6 decimals.
## Column HSG045D are equal at 6 decimals.
## Column HSG050D are equal at 6 decimals.
## Column HSG182D are equal at 6 decimals.
## Column HSG210D are equal at 6 decimals.
## Column HSG230D are equal at 6 decimals.
## Column HSG240D are equal at 6 decimals.
## Column HSG250D are equal at 6 decimals.
## Column HSG310D are equal at 6 decimals.
## Column HSG315D are equal at 6 decimals.
## Column HSG320D are equal at 6 decimals.
## Column HSG325D are equal at 6 decimals.
## Column HSG335D are equal at 6 decimals.
## Column HSG350D are equal at 6 decimals.
## Column HSG370D are equal at 6 decimals.
## Column HSG375D are equal at 6 decimals.
## Column HSG380D are equal at 6 decimals.
## Column HSG450D are equal at 6 decimals.
## Column HSG490D are equal at 6 decimals.
## Column HSG500D are equal at 6 decimals.
## Column HSG510D are equal at 6 decimals.
## Column HSG520D are equal at 6 decimals.
## Column HSG530D are equal at 6 decimals.
## Column HSG540D are equal at 6 decimals.
## Column HSG550D are equal at 6 decimals.
## Column HSG560D are equal at 6 decimals.
## Column HSG570D are equal at 6 decimals.
## Column HSG650D are equal at 6 decimals.
## Column HSG690D are equal at 6 decimals.
## Column HSG710D are equal at 6 decimals.
## Column HSG730D are equal at 6 decimals.
## Column INC110D are equal at 6 decimals.
## Column INC650D are equal at 6 decimals.
## Column INC670D are equal at 6 decimals.
## Column INC680D are equal at 6 decimals.
## Column INC690D are equal at 6 decimals.
## Column INC700D are equal at 6 decimals.
## Column INC710D are equal at 6 decimals.
## Column INC720D are equal at 6 decimals.
## Column INC730D are equal at 6 decimals.
## Column INC760D are equal at 6 decimals.
## Column INC790D are equal at 6 decimals.
## Column LFE020D are equal at 6 decimals.
## Column LFE023D are equal at 6 decimals.
## Column LFE030D are equal at 6 decimals.
## Column LFE080D are equal at 6 decimals.
## Column LFE090D are equal at 6 decimals.
## Column LFE210D are equal at 6 decimals.
## Column LFE220D are equal at 6 decimals.
## Column LND110D are equal at 6 decimals.
## Column PIN020D are equal at 6 decimals.
## Column POP110D are equal at 6 decimals.
## Column POP210D are equal at 6 decimals.
## Column POP240D are equal at 6 decimals.
## Column POP440D are equal at 6 decimals.
## Column POP450D are equal at 6 decimals.
## Column POP470D are equal at 6 decimals.
## Column POP480D are equal at 6 decimals.
## Column POP540D are equal at 6 decimals.
## Column POP550D are equal at 6 decimals.
## Column POP570D are equal at 6 decimals.
## Column POP580D are equal at 6 decimals.
## Column POP700D are equal at 6 decimals.
## Column POP710D are equal at 6 decimals.
## Column POP720D are equal at 6 decimals.
## Column POP740D are equal at 6 decimals.
## Column PPQ010D are equal at 6 decimals.
## Column PPQ100D are equal at 6 decimals.
## Column PPQ110D are equal at 6 decimals.
## Column PPQ120D are equal at 6 decimals.
## Column PVY020D are equal at 6 decimals.
## Column PVY120D are equal at 6 decimals.
## Column PVY210D are equal at 6 decimals.
## Column PVY310D are equal at 6 decimals.
## Column PVY420D are equal at 6 decimals.
## Column PVY520D are equal at 6 decimals.
## Column SPR030D are equal at 6 decimals.
## Column SPR130D are equal at 6 decimals.
## Column SPR230D are equal at 6 decimals.
## Column SPR330D are equal at 6 decimals.
## Column SPR440D are equal at 6 decimals.
## Column VST020D are equal at 6 decimals.
## Column CountyCode are equal at 6 decimals.D = rdata[ f'{d}']
# Outcome Variable
Y = rdata[ f'{y}']
# Construct matrix Z
Z = rdata[ X1 + X2 + census ]
Z.shape## (3900, 195)We have in total \(195\) control variables. The control variables \(Z_{j,t}\) are from the U.S. Census Bureau and contain demographic and economic characteristics of the counties such as the age distribution, the income distribution, crime rates, federal spending, home ownership rates, house prices, educational attainment, voting paterns, employment statistics, and migration rates.
clu <- rdata[which(colnames(rdata) == "CountyCode")] #for clustering the standard errors
data <- data.frame(cbind(Y, D, Z,as.matrix(clu)))
save(data, file = "./data/gun_clean.RData")
clu = rdata[['CountyCode']]
data = pd.concat([Y, D, Z, clu], axis=1)
data.to_csv( r"./data/gun_clean2.csv" , index = False )14.2 The effect of gun ownership
14.2.1 OLS
After preprocessing the data, we first look at simple regression of \(Y_{j,t}\) on \(D_{j,t-1}\) without controls as a baseline model.
#baseline_formula <- as.formula(paste(y, "~", d ))
#baseline.ols <- lm(baseline_formula,data=rdata)
baseline.ols <- felm(logghomr ~ logfssl |0|0| CountyCode,data=data) # ols with clustered standard errors
est_baseline <- summary(baseline.ols)$coef[2,]
confint(baseline.ols)[2,]## 2.5 % 97.5 %
## 0.1552382 0.4093708est_baseline## Estimate Cluster s.e. t value Pr(>|t|)
## 2.823045e-01 6.481080e-02 4.355825e+00 1.359767e-05
import statsmodels.api as sm
import statsmodels.formula.api as smf
# OLS clustering at the County level
model = "logghomr ~ logfssl"
baseline_ols = smf.ols(model , data=data).fit().get_robustcov_results(cov_type = "cluster", groups= data['CountyCode'])
baseline_ols_table = baseline_ols.summary2().tables[1]
print( baseline_ols_table.iloc[ 1 , 4:] )## [0.025 0.154480
## 0.975] 0.410129
## Name: logfssl, dtype: float64baseline_ols_table.iloc[1, :]## Coef. 0.282304
## Std.Err. 0.064811
## t 4.355825
## P>|t| 0.000021
## [0.025 0.154480
## 0.975] 0.410129
## Name: logfssl, dtype: float64The point estimate is \(0.282\) with the confidence interval ranging from 0.155 to 0.41. This suggests that increases in gun ownership rates are related to gun homicide rates - if gun ownership increases by 1% relative to a trend then the predicted gun homicide rate goes up by 0.28%, without controlling for counties’ characteristics.
Since our goal is to estimate the effect of gun ownership after controlling for a rich set county characteristics we next include the controls. First, we estimate the model by ols and then by an array of the modern regression methods using the double machine learning approach.
control_formula <- as.formula(paste("logghomr", "~", paste("logfssl",paste(colnames(Z),collapse="+"),
sep="+"),"|0|0| CountyCode"))
control_formula## logghomr ~ logfssl + logrobr + logburg + burg_missing + robrate_missing +
## newblack + newfhh + newmove + newdens + newmal + AGE010D +
## AGE050D + AGE110D + AGE170D + AGE180D + AGE270D + AGE310D +
## AGE320D + AGE350D + AGE380D + AGE410D + AGE470D + AGE570D +
## AGE640D + AGE670D + AGE760D + BNK010D + BNK050D + BPS030D +
## BPS130D + BPS230D + BPS020D + BPS120D + BPS220D + BPS820D +
## BZA010D + BZA110D + BZA210D + EDU100D + EDU200D + EDU600D +
## EDU610D + EDU620D + EDU630D + EDU635D + EDU640D + EDU650D +
## EDU680D + EDU685D + ELE010D + ELE020D + ELE025D + ELE030D +
## ELE035D + ELE060D + ELE065D + ELE210D + ELE220D + HIS010D +
## HIS020D + HIS030D + HIS040D + HIS110D + HIS120D + HIS130D +
## HIS140D + HIS200D + HIS300D + HIS500D + HIS700D + HSD010D +
## HSD020D + HSD030D + HSD110D + HSD120D + HSD130D + HSD140D +
## HSD150D + HSD170D + HSD200D + HSD210D + HSD230D + HSD300D +
## HSD310D + HSG030D + HSG195D + HSG200D + HSG220D + HSG440D +
## HSG445D + HSG460D + HSG680D + HSG700D + HSD410D + HSD500D +
## HSD510D + HSD520D + HSD530D + HSD540D + HSD550D + HSD560D +
## HSD570D + HSD580D + HSD590D + HSD610D + HSD620D + HSD710D +
## HSD720D + HSD730D + HSD740D + HSD750D + HSD760D + HSD770D +
## HSD780D + HSG040D + HSG045D + HSG050D + HSG182D + HSG210D +
## HSG230D + HSG240D + HSG250D + HSG310D + HSG315D + HSG320D +
## HSG325D + HSG335D + HSG350D + HSG370D + HSG375D + HSG380D +
## HSG450D + HSG490D + HSG500D + HSG510D + HSG520D + HSG530D +
## HSG540D + HSG550D + HSG560D + HSG570D + HSG650D + HSG690D +
## HSG710D + HSG730D + INC110D + INC650D + INC670D + INC680D +
## INC690D + INC700D + INC710D + INC720D + INC730D + INC760D +
## INC790D + LFE020D + LFE023D + LFE030D + LFE080D + LFE090D +
## LFE210D + LFE220D + LND110D + PIN020D + POP110D + POP210D +
## POP240D + POP440D + POP450D + POP470D + POP480D + POP540D +
## POP550D + POP570D + POP580D + POP700D + POP710D + POP720D +
## POP740D + PPQ010D + PPQ100D + PPQ110D + PPQ120D + PVY020D +
## PVY120D + PVY210D + PVY310D + PVY420D + PVY520D + SPR030D +
## SPR130D + SPR230D + SPR330D + SPR440D + VST020D | 0 | 0 |
## CountyCode
# define the variables
y = 'logghomr'
data_columns = list(data)
no_relev_col = ['logfssl', 'CountyCode', 'logghomr']
# This gives us: new_list = ['carrot' , 'lemon']
z = [col for col in data_columns if col not in no_relev_col]
control_formula = "logghomr" + ' ~ ' + 'logfssl + ' + ' + '.join( Z.columns.to_list() )
control_formula## 'logghomr ~ logfssl + logrobr + logburg + burg_missing + robrate_missing + newblack + newfhh + newmove + newdens + newmal + AGE010D + AGE050D + AGE110D + AGE170D + AGE180D + AGE270D + AGE310D + AGE320D + AGE350D + AGE380D + AGE410D + AGE470D + AGE570D + AGE640D + AGE670D + AGE760D + BNK010D + BNK050D + BPS030D + BPS130D + BPS230D + BPS020D + BPS120D + BPS220D + BPS820D + BZA010D + BZA110D + BZA210D + EDU100D + EDU200D + EDU600D + EDU610D + EDU620D + EDU630D + EDU635D + EDU640D + EDU650D + EDU680D + EDU685D + ELE010D + ELE020D + ELE025D + ELE030D + ELE035D + ELE060D + ELE065D + ELE210D + ELE220D + HIS010D + HIS020D + HIS030D + HIS040D + HIS110D + HIS120D + HIS130D + HIS140D + HIS200D + HIS300D + HIS500D + HIS700D + HSD010D + HSD020D + HSD030D + HSD110D + HSD120D + HSD130D + HSD140D + HSD150D + HSD170D + HSD200D + HSD210D + HSD230D + HSD300D + HSD310D + HSG030D + HSG195D + HSG200D + HSG220D + HSG440D + HSG445D + HSG460D + HSG680D + HSG700D + HSD410D + HSD500D + HSD510D + HSD520D + HSD530D + HSD540D + HSD550D + HSD560D + HSD570D + HSD580D + HSD590D + HSD610D + HSD620D + HSD710D + HSD720D + HSD730D + HSD740D + HSD750D + HSD760D + HSD770D + HSD780D + HSG040D + HSG045D + HSG050D + HSG182D + HSG210D + HSG230D + HSG240D + HSG250D + HSG310D + HSG315D + HSG320D + HSG325D + HSG335D + HSG350D + HSG370D + HSG375D + HSG380D + HSG450D + HSG490D + HSG500D + HSG510D + HSG520D + HSG530D + HSG540D + HSG550D + HSG560D + HSG570D + HSG650D + HSG690D + HSG710D + HSG730D + INC110D + INC650D + INC670D + INC680D + INC690D + INC700D + INC710D + INC720D + INC730D + INC760D + INC790D + LFE020D + LFE023D + LFE030D + LFE080D + LFE090D + LFE210D + LFE220D + LND110D + PIN020D + POP110D + POP210D + POP240D + POP440D + POP450D + POP470D + POP480D + POP540D + POP550D + POP570D + POP580D + POP700D + POP710D + POP720D + POP740D + PPQ010D + PPQ100D + PPQ110D + PPQ120D + PVY020D + PVY120D + PVY210D + PVY310D + PVY420D + PVY520D + SPR030D + SPR130D + SPR230D + SPR330D + SPR440D + VST020D'control.ols <- felm(control_formula,data=data)## Warning in chol.default(mat, pivot = TRUE, tol = tol): the matrix is either
## rank-deficient or indefiniteest_ols <- summary(control.ols)$coef[2,]## Warning in chol.default(mat, pivot = TRUE, tol = tol): the matrix is either
## rank-deficient or indefiniteconfint(control.ols)[2,]## 2.5 % 97.5 %
## 0.08781594 0.29347352est_ols## Estimate Cluster s.e. t value Pr(>|t|)
## 0.1906447266 0.0524475582 3.6349590576 0.0002817867
control_ols = smf.ols( control_formula , data=data).fit().get_robustcov_results(cov_type = "cluster", groups= data['CountyCode'])
control_ols_table = control_ols.summary2().tables[1]## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\statsmodels\base\model.py:1832: ValueWarning: covariance of constraints does not have full rank. The number of constraints is 196, but rank is 11
## warnings.warn('covariance of constraints does not have full 'print( control_ols_table.iloc[ 1 , 4:] )## [0.025 0.087501
## 0.975] 0.296418
## Name: logfssl, dtype: float64control_ols_table.iloc[1, :]## Coef. 0.191959
## Std.Err. 0.052964
## t 3.624352
## P>|t| 0.000370
## [0.025 0.087501
## 0.975] 0.296418
## Name: logfssl, dtype: float64Note that, in R, the coefficients of the bellow variables are Null. However, in python we got a very high value.
summary(control.ols)$coef## Estimate Cluster s.e. t value Pr(>|t|)
## (Intercept) 1.675988e-15 1.659040e-15 1.01021546 0.3124577934
## logfssl 1.906447e-01 5.244756e-02 3.63495906 0.0002817867
## logrobr 1.890471e-01 5.385086e-02 3.51056802 0.0004524588
## logburg 2.192630e-01 6.282510e-02 3.49005460 0.0004885304
## burg_missing 1.529614e+00 4.443831e-01 3.44210759 0.0005835660
## robrate_missing 1.133081e+00 3.047595e-01 3.71795224 0.0002038034
## newblack 2.434718e+01 4.480200e+01 0.54343965 0.5868597027
## newfhh -6.875928e+01 1.146440e+02 -0.59976317 0.5487006184
## newmove 4.211082e+01 2.869630e+01 1.46746488 0.1423341971
## newdens NaN 0.000000e+00 NaN NaN
## newmal 6.116798e-01 2.747573e-01 2.22625493 0.0260568012
## AGE010D NaN 0.000000e+00 NaN NaN
## AGE050D 1.042682e+01 6.123894e+00 1.70264548 0.0887179971
## AGE110D -6.459149e+00 4.079379e+00 -1.58336574 0.1134231550
## AGE170D -6.446777e+00 4.865130e+00 -1.32509863 0.1852198433
## AGE180D -1.153232e+01 1.387809e+01 -0.83097311 0.4060421653
## AGE270D 3.565629e+01 1.975098e+01 1.80529173 0.0711098841
## AGE310D 1.938343e+01 2.660572e+01 0.72854358 0.4663267705
## AGE320D 1.588112e+00 1.533212e+00 1.03580745 0.3003593274
## AGE350D -9.330175e+00 1.308344e+01 -0.71312884 0.4758107752
## AGE380D 2.713707e+01 2.716928e+01 0.99881432 0.3179496313
## AGE410D -9.263883e+00 1.254796e+01 -0.73827778 0.4603922507
## AGE470D 5.171539e+00 2.509152e+00 2.06107040 0.0393656944
## AGE570D 3.818025e+00 1.956870e+00 1.95108731 0.0511216497
## AGE640D 1.965092e+00 1.301353e+00 1.51003749 0.1311188123
## AGE670D -1.729271e+00 1.281977e+00 -1.34890925 0.1774482404
## AGE760D 8.113869e-01 3.211334e+00 0.25266355 0.8005421838
## BNK010D -7.570156e-02 8.044091e-02 -0.94108275 0.3467235766
## BNK050D 1.852136e-02 6.938743e-02 0.26692674 0.7895403658
## BPS030D -6.704976e-02 1.089697e-01 -0.61530630 0.5383901048
## BPS130D 2.817522e-02 1.170381e-01 0.24073556 0.8097733487
## BPS230D -7.302215e-02 5.730500e-02 -1.27427189 0.2026466944
## BPS020D -8.320940e-02 7.705625e-02 -1.07985271 0.2802778012
## BPS120D 3.548627e-02 7.738514e-02 0.45856698 0.6465719491
## BPS220D 6.768837e-02 5.606068e-02 1.20741261 0.2273500631
## BPS820D 3.140106e-02 2.038741e-02 1.54021833 0.1235922195
## BZA010D 3.411898e-01 4.658880e-01 0.73234312 0.4640053171
## BZA110D -1.356470e-01 1.051417e-01 -1.29013453 0.1970841625
## BZA210D -9.719128e-02 2.462350e-01 -0.39470952 0.6930799086
## EDU100D NaN 0.000000e+00 NaN NaN
## EDU200D NaN 0.000000e+00 NaN NaN
## EDU600D -5.066895e+01 5.740460e+01 -0.88266362 0.3774750913
## EDU610D -4.282046e-01 4.307568e-01 -0.99407498 0.3202510390
## EDU620D 1.100166e+00 5.949783e-01 1.84908562 0.0645247583
## EDU630D 2.852338e+01 5.343602e+01 0.53378559 0.5935217894
## EDU635D -2.276359e+01 5.296737e+01 -0.42976631 0.6673905377
## EDU640D -1.003886e+00 1.132567e+00 -0.88638126 0.3754694231
## EDU650D -2.018917e+00 1.010839e+00 -1.99726803 0.0458688103
## EDU680D -8.054419e+00 1.726277e+01 -0.46657738 0.6408296028
## EDU685D 7.225687e+00 1.731191e+01 0.41738246 0.6764227738
## ELE010D 1.605351e+01 1.783530e+01 0.90009752 0.3681266321
## ELE020D 2.237260e+00 1.435988e+01 0.15579932 0.8761996655
## ELE025D -2.567246e+00 1.437740e+01 -0.17856122 0.8582919727
## ELE030D -1.866836e+01 1.350585e+01 -1.38224255 0.1669802455
## ELE035D 1.868152e+01 1.352188e+01 1.38157648 0.1671847712
## ELE060D 5.554263e-03 1.694503e-02 0.32778124 0.7430955214
## ELE065D -1.429770e-02 2.175021e-02 -0.65735908 0.5109907376
## ELE210D -3.298408e-01 1.192344e-01 -2.76632180 0.0056972635
## ELE220D -2.834829e-03 5.497247e-02 -0.05156815 0.9588755677
## HIS010D NaN 0.000000e+00 NaN NaN
## HIS020D 1.891708e+01 1.106578e+01 1.70951132 0.0874396986
## HIS030D -9.105969e+00 5.382978e+00 -1.69162283 0.0908016883
## HIS040D -9.430152e+00 5.929500e+00 -1.59037901 0.1118343952
## HIS110D -8.352976e-01 4.182648e-01 -1.99705460 0.0458919989
## HIS120D 6.089463e-02 1.159491e+00 0.05251840 0.9581184559
## HIS130D -2.684936e-02 1.006257e-01 -0.26682418 0.7896193313
## HIS140D -1.435648e-01 1.427121e-01 -1.00597562 0.3144927445
## HIS200D NaN 0.000000e+00 NaN NaN
## HIS300D NaN 0.000000e+00 NaN NaN
## HIS500D NaN 0.000000e+00 NaN NaN
## HIS700D NaN 0.000000e+00 NaN NaN
## HSD010D NaN 0.000000e+00 NaN NaN
## HSD020D -1.531087e-01 5.484766e-02 -2.79152585 0.0052727958
## HSD030D 5.620273e+00 3.853949e+00 1.45831554 0.1448380303
## HSD110D 7.687393e+01 7.548054e+01 1.01846034 0.3085254876
## HSD120D -1.778908e+01 1.028307e+01 -1.72993876 0.0837241832
## HSD130D -7.827044e+01 3.322732e+01 -2.35560507 0.0185442080
## HSD140D 1.254501e+01 7.792679e+00 1.60984521 0.1075165226
## HSD150D -2.970500e+00 2.023770e+00 -1.46780532 0.1422416758
## HSD170D -6.816366e+00 5.728793e+00 -1.18984338 0.2341839086
## HSD200D -5.897996e+01 2.158014e+01 -2.73306672 0.0063044394
## HSD210D 3.349649e+01 1.152682e+01 2.90596099 0.0036828908
## HSD230D -3.189445e+00 3.321077e+00 -0.96036483 0.3369340630
## HSD300D 1.173776e+01 1.199081e+02 0.09788959 0.9220252375
## HSD310D -2.043832e+01 1.968933e+01 -1.03804039 0.2993187358
## HSG030D -6.708315e+01 7.755978e+01 -0.86492192 0.3871374294
## HSG195D -6.676062e-02 3.295566e-01 -0.20257710 0.8394766729
## HSG200D NaN 0.000000e+00 NaN NaN
## HSG220D -1.367472e+00 1.999215e+00 -0.68400483 0.4940147353
## HSG440D -3.980950e+02 2.320600e+02 -1.71548273 0.0863400521
## HSG445D 6.478967e+01 6.510285e+01 0.99518956 0.3197088247
## HSG460D 3.935831e-01 9.560335e-01 0.41168338 0.6805952351
## HSG680D -8.097862e+01 1.054962e+02 -0.76759767 0.4427749789
## HSG700D 1.199957e+00 1.202745e+00 0.99768125 0.3184988552
## HSD410D -3.377378e+01 7.279306e+01 -0.46396970 0.6426966075
## HSD500D -8.672304e+01 7.767604e+01 -1.11647098 0.2642927136
## HSD510D 9.676153e+01 3.254933e+01 2.97276583 0.0029702282
## HSD520D -8.168854e+00 6.079706e+00 -1.34362658 0.1791511430
## HSD530D -8.030763e-01 6.423317e+00 -0.12502517 0.9005103783
## HSD540D 4.753137e+00 2.496710e+00 1.90375973 0.0570185978
## HSD550D -8.360490e-01 1.047426e+00 -0.79819412 0.4248088121
## HSD560D -3.439882e-01 1.367921e+00 -0.25146797 0.8014662146
## HSD570D 7.647683e+01 1.123773e+02 0.68053635 0.4962072766
## HSD580D 2.345820e+00 2.024690e+00 1.15860693 0.2466908351
## HSD590D 2.719451e+00 1.561376e+00 1.74170134 0.0816433967
## HSD610D 2.823649e+01 2.400510e+01 1.17627047 0.2395620994
## HSD620D -3.138407e+01 1.357836e+01 -2.31133046 0.0208690187
## HSD710D 4.159756e+01 1.115499e+02 0.37290533 0.7092401558
## HSD720D NaN 0.000000e+00 NaN NaN
## HSD730D -7.506224e+00 9.295964e+00 -0.80747124 0.4194466803
## HSD740D -1.469670e+01 6.189021e+00 -2.37464065 0.0176164947
## HSD750D 8.656444e-01 4.654000e-01 1.86000081 0.0629643051
## HSD760D 1.291384e+01 4.490220e+00 2.87599308 0.0040504889
## HSD770D 1.432418e+01 6.662478e+00 2.14997794 0.0316212543
## HSD780D -2.016183e+00 9.138744e-01 -2.20619221 0.0274314623
## HSG040D 6.108460e+01 7.851636e+01 0.77798563 0.4366269727
## HSG045D 2.258228e-01 1.119299e-01 2.01753844 0.0437110492
## HSG050D NaN 0.000000e+00 NaN NaN
## HSG182D 3.310403e+02 2.117707e+02 1.56320136 0.1180903229
## HSG210D 5.425883e+00 1.770768e+00 3.06414087 0.0021986067
## HSG230D NaN 0.000000e+00 NaN NaN
## HSG240D 1.336521e+01 5.893618e+00 2.26774195 0.0234020669
## HSG250D 1.173353e-01 3.869749e-01 0.30321165 0.7617455335
## HSG310D 1.826967e-01 3.943338e-01 0.46330455 0.6431731935
## HSG315D 7.833447e-02 1.703940e-01 0.45972547 0.6457401557
## HSG320D 1.786177e-01 2.517786e-01 0.70942361 0.4781061129
## HSG325D -1.602961e-02 7.436999e-02 -0.21553866 0.8293591933
## HSG335D 7.728969e-02 9.656506e-02 0.80038988 0.4235360681
## HSG350D 5.258843e-02 4.608991e-02 1.14099655 0.2539448261
## HSG370D -1.064835e+00 5.715847e-01 -1.86295187 0.0625478182
## HSG375D -8.430715e-01 1.546834e+00 -0.54503040 0.5857652908
## HSG380D -2.101950e+00 2.512322e+00 -0.83665644 0.4028394664
## HSG450D 2.021205e-01 8.857546e-01 0.22819023 0.8195108996
## HSG490D 7.114237e-01 4.177444e-01 1.70301185 0.0886494063
## HSG500D 7.656358e-02 1.681345e-01 0.45537100 0.6488689364
## HSG510D -5.463342e-02 2.496872e-01 -0.21880745 0.8268120494
## HSG520D 3.393079e-01 2.772015e-01 1.22404802 0.2210116517
## HSG530D -4.894345e-01 2.244472e-01 -2.18062172 0.0292738736
## HSG540D 3.915525e-01 1.839890e-01 2.12812982 0.0333918974
## HSG550D -1.784613e-01 1.841501e-01 -0.96910794 0.3325543554
## HSG560D 4.408262e-02 2.318256e-01 0.19015427 0.8491986214
## HSG570D -2.961613e-02 1.638496e-01 -0.18075190 0.8565721667
## HSG650D 6.809284e-01 7.682109e-01 0.88638218 0.3754689316
## HSG690D -4.527924e-01 1.085753e+00 -0.41703084 0.6766799224
## HSG710D 7.963255e+01 1.054475e+02 0.75518645 0.4501849377
## HSG730D -9.230860e-01 5.853310e-01 -1.57703254 0.1148730890
## INC110D -1.235313e+00 1.078768e+00 -1.14511488 0.2522352601
## INC650D -6.442207e-01 1.014725e+00 -0.63487233 0.5255507394
## INC670D -1.702863e-01 5.768438e-01 -0.29520341 0.7678549786
## INC680D -5.918466e-01 8.113658e-01 -0.72944477 0.4657755757
## INC690D 5.845942e-01 8.127620e-01 0.71926852 0.4720206837
## INC700D 1.170391e-01 6.963397e-01 0.16807762 0.8665313529
## INC710D 3.471736e-01 8.713310e-01 0.39844057 0.6903283322
## INC720D -1.708082e+00 7.960121e-01 -2.14579879 0.0319535758
## INC730D 1.483208e-01 8.578518e-01 0.17289792 0.8627410775
## INC760D 1.017342e+00 7.336568e-01 1.38667346 0.1656244679
## INC790D -6.652951e-01 4.540644e-01 -1.46519978 0.1429509529
## LFE020D -1.112201e+01 7.068153e+00 -1.57353783 0.1156793978
## LFE023D 5.507397e+00 6.053565e+00 0.90977745 0.3629988439
## LFE030D 1.922607e-01 8.542568e-02 2.25061918 0.0244678567
## LFE080D -1.935132e-01 7.938202e-01 -0.24377461 0.8074188345
## LFE090D 9.927097e-01 3.152135e+00 0.31493253 0.7528305519
## LFE210D 2.534576e+00 2.057739e+00 1.23172845 0.2181284130
## LFE220D 1.923026e-01 5.655733e-01 0.34001349 0.7338655712
## LND110D -9.539248e-01 1.384016e+00 -0.68924413 0.4907126459
## PIN020D 2.388887e-01 3.901170e-01 0.61235143 0.5403427058
## POP110D -2.404944e+00 1.831862e+00 -1.31284130 0.1893174327
## POP210D -9.720964e-01 7.998094e-01 -1.21541015 0.2242868484
## POP240D -2.869339e+01 4.460417e+01 -0.64328935 0.5200760293
## POP440D -3.881124e+00 2.264654e+00 -1.71378237 0.0866520339
## POP450D 1.163618e+01 7.385817e+00 1.57547630 0.1152316021
## POP470D -3.537641e+00 1.298042e+00 -2.72536703 0.0064530760
## POP480D -1.772580e+00 1.383176e+00 -1.28152871 0.2000879155
## POP540D -1.480846e+00 2.178010e+00 -0.67990786 0.4966051241
## POP550D -2.819152e+01 9.802578e+00 -2.87592884 0.0040513115
## POP570D 1.664636e-01 1.815677e+00 0.09168131 0.9269561833
## POP580D 2.250655e+00 1.805525e+00 1.24653803 0.2126454427
## POP700D 4.431694e+01 3.299450e+01 1.34316119 0.1793017450
## POP710D -1.312782e+01 8.549459e+00 -1.53551458 0.1247425434
## POP720D 8.919858e-01 8.173148e-01 1.09136132 0.2751846249
## POP740D 4.068641e-01 4.012353e-01 1.01402872 0.3106350140
## PPQ010D -3.143311e-01 4.125242e-01 -0.76196997 0.4461262473
## PPQ100D 4.905432e-01 2.543427e-01 1.92867065 0.0538477824
## PPQ110D NaN 0.000000e+00 NaN NaN
## PPQ120D NaN 0.000000e+00 NaN NaN
## PVY020D -1.147171e+00 2.642032e+00 -0.43420016 0.6641682869
## PVY120D 2.031614e+00 1.935390e+00 1.04971787 0.2939160549
## PVY210D 3.072820e-01 4.854728e-01 0.63295424 0.5268024437
## PVY310D -4.283431e-01 7.508571e-01 -0.57047226 0.5683918965
## PVY420D 6.114984e-01 1.787418e+00 0.34211267 0.7322854345
## PVY520D -3.268629e-01 8.053323e-01 -0.40587336 0.6848590063
## SPR030D -5.001729e-01 4.806889e-01 -1.04053346 0.2981597677
## SPR130D -1.657500e+00 8.607775e-01 -1.92558437 0.0542324511
## SPR230D 1.448402e+00 8.382389e-01 1.72791032 0.0840873159
## SPR330D -3.365234e-02 4.012711e-01 -0.08386435 0.9331687958
## SPR440D -4.318271e-01 2.718852e-01 -1.58826958 0.1123103997
## VST020D 5.322021e-01 2.990330e-01 1.77974346 0.0751995905
control_ols_table.loc[['PPQ110D', 'PPQ120D'], :]## Coef. Std.Err. ... [0.025 0.975]
## PPQ110D -1.389921e+11 5.683131e+11 ... -1.259858e+12 9.818733e+11
## PPQ120D 2.292041e+11 7.420594e+11 ... -1.234336e+12 1.692744e+12
##
## [2 rows x 6 columns]After controlling for a rich set of characteristics, the point estimate of gun ownership reduces to \(0.19\).
14.3 DML algorithm
Here we perform inference of the predictive coefficient \(\beta\) in our partially linear statistical model,
\[ Y = D\beta + g(Z) + \epsilon, \quad E (\epsilon | D, Z) = 0, \]
using the double machine learning approach.
For \(\tilde Y = Y- E(Y|Z)\) and \(\tilde D= D- E(D|Z)\), we can write \[ \tilde Y = \alpha \tilde D + \epsilon, \quad E (\epsilon |\tilde D) =0. \]
Using cross-fitting, we employ modern regression methods to build estimators \(\hat \ell(Z)\) and \(\hat m(Z)\) of \(\ell(Z):=E(Y|Z)\) and \(m(Z):=E(D|Z)\) to obtain the estimates of the residualized quantities:
\[ \tilde Y_i = Y_i - \hat \ell (Z_i), \quad \tilde D_i = D_i - \hat m(Z_i), \quad \text{ for each } i = 1,\dots,n. \]
Finally, using ordinary least squares of \(\tilde Y_i\) on \(\tilde D_i\), we obtain the estimate of \(\beta\).
The following algorithm comsumes \(Y, D, Z\), and a machine learning method for learning the residuals \(\tilde Y\) and \(\tilde D\), where the residuals are obtained by cross-validation (cross-fitting). Then, it prints the estimated coefficient \(\beta\) and the corresponding standard error from the final OLS regression.
DML2.for.PLM <- function(z, d, y, dreg, yreg, nfold=2, clu) {
nobs <- nrow(z) #number of observations
foldid <- rep.int(1:nfold,times = ceiling(nobs/nfold))[sample.int(nobs)] #define folds indices
I <- split(1:nobs, foldid) #split observation indices into folds
ytil <- dtil <- rep(NA, nobs)
cat("fold: ")
for(b in 1:length(I)){
dfit <- dreg(z[-I[[b]],], d[-I[[b]]]) #take a fold out
yfit <- yreg(z[-I[[b]],], y[-I[[b]]]) # take a foldt out
dhat <- predict(dfit, z[I[[b]],], type="response") #predict the left-out fold
yhat <- predict(yfit, z[I[[b]],], type="response") #predict the left-out fold
dtil[I[[b]]] <- (d[I[[b]]] - dhat) #record residual for the left-out fold
ytil[I[[b]]] <- (y[I[[b]]] - yhat) #record residial for the left-out fold
cat(b," ")
}
#rfit <- lm(ytil ~ dtil) #estimate the main parameter by regressing one residual on the other
data <- data.frame(cbind(ytil, dtil, as.matrix(clu)))
rfit <- felm(ytil ~ dtil|0|0|CountyCode,data=data)
coef.est <- coef(rfit)[2] #extract coefficient
#HC <- vcovHC(rfit)
se <- summary(rfit,robust=T)$coefficients[2,2] #record robust standard error by County
cat(sprintf("\ncoef (se) = %g (%g)\n", coef.est , se)) #printing output
return( list(coef.est =coef.est , se=se, dtil=dtil, ytil=ytil, rfit=rfit) ) #save output and residuals
}
def DML2_for_PLM(z, d, y, dreg, yreg, nfold, clu):
# Num ob observations
nobs = z.shape[0]
# Define folds indices
list_1 = [*range(0, nfold, 1)]*nobs
sample = np.random.choice(nobs,nobs, replace=False).tolist()
foldid = [list_1[index] for index in sample]
# Create split function(similar to R)
def split(x, f):
count = max(f) + 1
return tuple( list(itertools.compress(x, (el == i for el in f))) for i in range(count) )
# Split observation indices into folds
list_2 = [*range(0, nobs, 1)]
I = split(list_2, foldid)
# Create array to save errors
dtil = np.zeros( len(z) ).reshape( len(z) , 1 )
ytil = np.zeros( len(z) ).reshape( len(z) , 1 )
# loop to save results
for b in range(0,len(I)):
# Split data - index to keep are in mask as booleans
include_idx = set(I[b]) #Here should go I[b] Set is more efficient, but doesn't reorder your elements if that is desireable
mask = np.array([(i in include_idx) for i in range(len(z))])
# Lasso regression, excluding folds selected
dfit = dreg(z[~mask,], d[~mask,])
yfit = yreg(z[~mask,], y[~mask,])
# predict estimates using the
dhat = dfit.predict( z[mask,] )
yhat = yfit.predict( z[mask,] )
# save errors
dtil[mask] = d[mask,] - dhat.reshape( len(I[b]) , 1 )
ytil[mask] = y[mask,] - yhat.reshape( len(I[b]) , 1 )
print(b, " ")
# Create dataframe
data_2 = pd.DataFrame(np.concatenate( ( ytil, dtil,clu ), axis = 1), columns = ['ytil','dtil','CountyCode'])
# OLS clustering at the County level
model = "ytil ~ dtil"
baseline_ols = smf.ols(model , data = data_2 ).fit().get_robustcov_results(cov_type = "cluster", groups= data_2['CountyCode'])
coef_est = baseline_ols.summary2().tables[1]['Coef.']['dtil']
se = baseline_ols.summary2().tables[1]['Std.Err.']['dtil']
Final_result = { 'coef_est' : coef_est , 'se' : se , 'dtil' : dtil , 'ytil' : ytil }
print("Coefficient is {}, SE is equal to {}".format(coef_est, se))
return Final_resultNow, we apply the Double Machine Learning (DML) approach with different machine learning methods. First, we load the relevant libraries.Let us construct the input matrices.
y <- as.matrix(Y)
d <- as.matrix(D)
z <- as.matrix(Z)
clu <- rdata[which(colnames(rdata) == "CountyCode")]
head(data.frame(cbind(y,d,as.matrix(clu))))## logghomr logfssl CountyCode
## 1 -0.13477752 0.096127077 1073
## 2 -0.23962152 0.080809373 1073
## 3 -0.07867716 0.057339916 1073
## 4 -0.33146546 0.081694483 1073
## 5 -0.31663980 0.025365514 1073
## 6 0.10513190 -0.006777264 1073
# Create main variables
Y = data['logghomr']
D = data['logfssl']
Z = data.drop(['logghomr', 'logfssl', 'CountyCode'], axis=1)
CLU = data['CountyCode']
# as matrix
y = Y.to_numpy().reshape( len(Y) , 1 )
d = D.to_numpy().reshape( len(Y) , 1 )
z = Z.to_numpy()
clu = clu.to_numpy().reshape( len(Y) , 1 )In the following, we apply the DML approach with the differnt versions of lasso.
14.4 Lasso
#DML with Lasso:
set.seed(123)
dreg <- function(z,d){ rlasso(z,d, post=FALSE) } #ML method= lasso from hdm
yreg <- function(z,y){ rlasso(z,y, post=FALSE) } #ML method = lasso from hdm
DML2.lasso = DML2.for.PLM(z, d, y, dreg, yreg, nfold=10,clu)## fold: 1 2 3 4 5 6 7 8 9 10
## coef (se) = 0.222959 (0.0570325)
def dreg(z,d):
alpha=0.00000001
result = linear_model.Lasso(alpha = alpha).fit(z, d)
return result
def yreg(z,y):
alpha=0.00000001
result = linear_model.Lasso(alpha = alpha).fit(z, y)
return result
DML2_lasso = DML2_for_PLM(z, d, y, dreg, yreg, 10, clu)## 0
## 1
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## Coefficient is 0.22563244270416072, SE is equal to 0.05615432948957408
##
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21.408226320720118, tolerance: 0.004898741045390642
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 252.75328536420844, tolerance: 0.06221457983963014
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20.767911758891426, tolerance: 0.004783131511050045
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 252.1220053679897, tolerance: 0.06152827283725992
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20.65691903452728, tolerance: 0.004805093207789742
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 255.59675300866473, tolerance: 0.06285931117481391
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21.04533385612849, tolerance: 0.004835216528185025
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 252.596015111074, tolerance: 0.06240900691900152
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21.148593127755145, tolerance: 0.00491162066521675
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 256.21157781788685, tolerance: 0.063129759468084
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20.95782133037658, tolerance: 0.00483211103082916
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 253.40439664651262, tolerance: 0.06239241285584087
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21.178444000642894, tolerance: 0.004899345836434669
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 243.92685456153407, tolerance: 0.05986375639496425
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20.493124704289233, tolerance: 0.004720876821598902
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 256.55834025641315, tolerance: 0.06304761948098823
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20.68876939802004, tolerance: 0.004760980051673085
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 257.52243060429896, tolerance: 0.06363557044746153
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21.319068320321733, tolerance: 0.004917723473760483
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 248.1663047329574, tolerance: 0.061291451716837676
## model = cd_fast.enet_coordinate_descent(#DML with Post-Lasso:
dreg <- function(z,d){ rlasso(z,d, post=T) } #ML method= lasso from hdm
yreg <- function(z,y){ rlasso(z,y, post=T) } #ML method = lasso from hdm
DML2.post = DML2.for.PLM(z, d, y, dreg, yreg, nfold=10, clu)## fold: 1 2 3 4 5 6 7 8 9 10
## coef (se) = 0.226934 (0.0561918)
class Lasso_post:
def __init__(self, alpha ):
self.alpha = alpha
def fit( self, X, Y ):
self.X = X
self.Y = Y
lasso = linear_model.Lasso( alpha = self.alpha ).fit( X , Y )
model = SelectFromModel( lasso , prefit = True )
X_new = model.transform( X )
# Gettin indices from columns which has variance for regression
index_X = model.get_support()
self.index = index_X
new_x = X[ : , index_X ]
lasso2 = linear_model.Lasso( alpha = self.alpha ).fit( new_x , Y )
self.model = lasso2
return self
def predict( self , X ):
dropped_X = X[ : , self.index ]
predictions = self.model.predict( dropped_X )
return predictions
def dreg(z,d):
alpha=0.00000001
result = Lasso_post( alpha = alpha ).fit( z , d )
return result
def yreg( z , y ):
alpha = 0.00000001
result = Lasso_post( alpha = alpha ).fit( z , y )
return result
DML2_lasso_post = DML2_for_PLM(z, d, y, dreg, yreg, 10, clu)## 0
## 1
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## Coefficient is 0.21528213892990053, SE is equal to 0.0549504784065154
##
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21.38253369748833, tolerance: 0.004875718417186141
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21.38253369748833, tolerance: 0.004875718417186141
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 258.53629296006244, tolerance: 0.06322065881479762
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 258.53629296006244, tolerance: 0.06322065881479762
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21.23262073662759, tolerance: 0.004884108891861294
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21.23262073662759, tolerance: 0.004884108891861294
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 255.02859943044746, tolerance: 0.06274154858923262
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 255.02859943044746, tolerance: 0.06274154858923262
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20.948868569202908, tolerance: 0.004846649078876803
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20.948868569202908, tolerance: 0.004846649078876803
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 251.51831984294512, tolerance: 0.06236370752006502
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 251.51831984294512, tolerance: 0.06236370752006502
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21.55927234088894, tolerance: 0.0049779958500209475
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21.55927234088894, tolerance: 0.0049779958500209475
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 252.24033305884288, tolerance: 0.06159788815987577
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 252.24033305884288, tolerance: 0.06159788815987577
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20.80967489652827, tolerance: 0.004810977978023321
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20.80967489652827, tolerance: 0.004810977978023321
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 255.5324448268249, tolerance: 0.06295507133260804
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 255.5324448268249, tolerance: 0.06295507133260804
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21.1853360729535, tolerance: 0.004871935021188474
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21.1853360729535, tolerance: 0.004871935021188474
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 243.44089645705995, tolerance: 0.06066096488430466
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 243.44089645705995, tolerance: 0.06066096488430466
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21.123279936265497, tolerance: 0.0048713085423764
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21.123279936265497, tolerance: 0.0048713085423764
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 256.4322091593768, tolerance: 0.062857925155972
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 256.4322091593768, tolerance: 0.062857925155972
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20.609935496483047, tolerance: 0.004731658920524713
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20.609935496483047, tolerance: 0.004731658920524713
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 248.23960560329402, tolerance: 0.06086128993929883
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 248.23960560329402, tolerance: 0.06086128993929883
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20.248380062964465, tolerance: 0.004722320409936379
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20.248380062964465, tolerance: 0.004722320409936379
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 252.13483358797325, tolerance: 0.06251846551050855
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 252.13483358797325, tolerance: 0.06251846551050855
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20.649842394673154, tolerance: 0.004772868828138275
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20.649842394673154, tolerance: 0.004772868828138275
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 255.06337981038462, tolerance: 0.06259902131113264
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 255.06337981038462, tolerance: 0.06259902131113264
## model = cd_fast.enet_coordinate_descent(We can replicate the above regressions but using hmdpy library.
import hdmpy
from statsmodels.tools import add_constant
class rlasso_sklearn:
def __init__(self, post ):
self.post = post
def fit( self, X, Y ):
self.X = X
self.Y = Y
# Standarization of X and Y
self.rlasso_model = hdmpy.rlasso( X , Y , post = self.post )
return self
def predict( self , X_1 ):
self.X_1 = X_1
beta = self.rlasso_model.est['coefficients'].to_numpy()
if beta.sum() == 0:
prediction = np.repeat( self.rlasso_model.est['intercept'] , self.X_1.shape[0] )
else:
prediction = ( add_constant( self.X_1 , has_constant = 'add') @ beta ).flatten()
return prediction
# Post = false
def dreg(x, d):
result = rlasso_sklearn( post = False ).fit( x , d )
return result
def yreg(x,y):
result = rlasso_sklearn( post = False ).fit( x , y )
return result
DML2_lasso_hdmpy = DML2_for_PLM(z, d, y, dreg, yreg, 10, clu)
# Post = True## 0
## 1
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## Coefficient is 0.2206218197820153, SE is equal to 0.056882323963129935def dreg(x, d):
result = rlasso_sklearn( post = True ).fit( x , d )
return result
def yreg(x,y):
result = rlasso_sklearn( post = True ).fit( x , y )
return result
DML2_lasso_post_hdmpy = DML2_for_PLM(z, d, y, dreg, yreg, 10, clu)## 0
## 1
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## Coefficient is 0.2252093137856904, SE is equal to 0.05522199118349484We found out that the results are close. However, there are not a big differences between the sklearn and the hdmpy lasso function.
#DML with cross-validated Lasso:
dreg <- function(z,d){ cv.glmnet(z,d,family="gaussian", alpha=1) } #ML method = lasso from glmnet
yreg <- function(z,y){ cv.glmnet(z,y,family="gaussian", alpha=1) } #ML method = lasso from glmnet
DML2.lasso.cv = DML2.for.PLM(z, d, y, dreg, yreg, nfold=10, clu)## fold: 1 2 3 4 5 6 7 8 9 10
## coef (se) = 0.201058 (0.0574912)dreg <- function(z,d){ cv.glmnet(z,d,family="gaussian", alpha=0.5) } #ML method = elastic net from glmnet
yreg <- function(z,y){ cv.glmnet(z,y,family="gaussian", alpha=0.5) } #ML method = elastic net from glmnet
DML2.elnet = DML2.for.PLM(z, d, y, dreg, yreg, nfold=10, clu)## fold: 1 2 3 4 5 6 7 8 9 10
## coef (se) = 0.20636 (0.0572624)dreg <- function(z,d){ cv.glmnet(z,d,family="gaussian", alpha=0) } #ML method = ridge from glmnet
yreg <- function(z,y){ cv.glmnet(z,y,family="gaussian", alpha=0) } #ML method = ridge from glmnet
DML2.ridge = DML2.for.PLM(z, d, y, dreg, yreg, nfold=10, clu)## fold: 1 2 3 4 5 6 7 8 9 10
## coef (se) = 0.201745 (0.0578539)
class standard_skl_model:
def __init__(self, model ):
self.model = model
def fit( self, X, Y ):
# Standarization of X and Y
self.scaler_X = StandardScaler()
self.scaler_X.fit( X )
std_X = self.scaler_X.transform( X )
self.model.fit( std_X , Y )
return self
def predict( self , X ):
self.scaler_X = StandardScaler()
self.scaler_X.fit( X )
std_X = self.scaler_X.transform( X )
prediction = self.model.predict( std_X )
return prediction
#DML with cross-validated Lasso:
def dreg(z,d):
result = standard_skl_model( LassoCV(cv = 10 , random_state = 0 ) ).fit( z, d )
return result
def yreg(z,y):
result = standard_skl_model( LassoCV(cv = 10 , random_state = 0 ) ).fit( z, y )
return result
DML2_lasso_cv = DML2_for_PLM(z, d, y, dreg, yreg, 2 , clu)
# DML with cross-validated Lasso:## 0
## 1
## Coefficient is 0.20929087995342308, SE is equal to 0.05659990411450082
##
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\utils\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
## return f(*args, **kwargs)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.00559410201315913, tolerance: 0.0026385064693776527
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.005525947612646576, tolerance: 0.0026385064693776527
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.004841786444920615, tolerance: 0.0026385064693776527
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0033070233913683467, tolerance: 0.0026385064693776527
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0029207676582636566, tolerance: 0.0026385064693776527
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.010671565429440477, tolerance: 0.0026385064693776527
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.01642671170036536, tolerance: 0.0026385064693776527
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.026334356975350914, tolerance: 0.0026385064693776527
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03167829281260737, tolerance: 0.0026385064693776527
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.036315864348647864, tolerance: 0.0026385064693776527
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03874476087303691, tolerance: 0.0026385064693776527
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.02418400461679937, tolerance: 0.0026385064693776527
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.04710352406018359, tolerance: 0.0026385064693776527
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.148288704557185, tolerance: 0.0026385064693776527
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.16072967402523375, tolerance: 0.0026385064693776527
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.02952081962777342, tolerance: 0.0026385064693776527
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.08397725128103417, tolerance: 0.0026385064693776527
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.17926194427789355, tolerance: 0.0026385064693776527
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.22265247485801254, tolerance: 0.0026385064693776527
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.18580366940812354, tolerance: 0.0026385064693776527
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.12301372219484108, tolerance: 0.0026385064693776527
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.11306981553088491, tolerance: 0.0026385064693776527
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0892559175049783, tolerance: 0.0026385064693776527
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0935290641532518, tolerance: 0.0026385064693776527
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.10408543822435945, tolerance: 0.0026385064693776527
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.17382801318433394, tolerance: 0.0026385064693776527
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2168068958480447, tolerance: 0.0026385064693776527
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.28149130913555, tolerance: 0.0026385064693776527
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.21506962111462258, tolerance: 0.0026385064693776527
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5589163899582132, tolerance: 0.0026385064693776527
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0813408374132507, tolerance: 0.0026385064693776527
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.5592550132819643, tolerance: 0.0026385064693776527
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.8767169180202927, tolerance: 0.0026385064693776527
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.2434339927551896, tolerance: 0.0026385064693776527
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.004672530026397226, tolerance: 0.002610773578347099
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.006653327008930177, tolerance: 0.002610773578347099
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0028718096147422045, tolerance: 0.002610773578347099
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.004410634002983471, tolerance: 0.002610773578347099
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.005608646241231696, tolerance: 0.002610773578347099
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0055653057442413, tolerance: 0.002610773578347099
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.006106725415364167, tolerance: 0.002610773578347099
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.005303196141838384, tolerance: 0.002610773578347099
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0059032539746226576, tolerance: 0.002610773578347099
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.005737180078931203, tolerance: 0.002610773578347099
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.010585816227433043, tolerance: 0.002610773578347099
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.009144826367720071, tolerance: 0.002610773578347099
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.011479840788705786, tolerance: 0.002610773578347099
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.007500321422174494, tolerance: 0.002610773578347099
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.005636788377255897, tolerance: 0.002610773578347099
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.003095511941928919, tolerance: 0.002610773578347099
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.022279915929626526, tolerance: 0.002610773578347099
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.08207944731896788, tolerance: 0.002610773578347099
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1425425189356062, tolerance: 0.002610773578347099
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.12263386116414665, tolerance: 0.002610773578347099
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1833415830068681, tolerance: 0.002610773578347099
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1912256357793467, tolerance: 0.002610773578347099
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1556461373623499, tolerance: 0.002610773578347099
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.21090032720395513, tolerance: 0.002610773578347099
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.21476319223471663, tolerance: 0.002610773578347099
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2649320497452585, tolerance: 0.002610773578347099
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4139189006170447, tolerance: 0.002610773578347099
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.6623527087704328, tolerance: 0.002610773578347099
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.8276046600349822, tolerance: 0.002610773578347099
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.1962645856935996, tolerance: 0.002610773578347099
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.5447865696329686, tolerance: 0.002610773578347099
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.847040217539, tolerance: 0.002610773578347099
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.153719561177901, tolerance: 0.002610773578347099
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.003471200019127707, tolerance: 0.002637008058438537
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0035983128328318514, tolerance: 0.002637008058438537
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.00408273315269625, tolerance: 0.002637008058438537
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0038185993228090354, tolerance: 0.002637008058438537
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0029366099181089567, tolerance: 0.002637008058438537
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.00708699876356178, tolerance: 0.002637008058438537
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.005405058176886968, tolerance: 0.002637008058438537
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.00859415593263435, tolerance: 0.002637008058438537
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.009686594705527796, tolerance: 0.002637008058438537
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.010105139439382071, tolerance: 0.002637008058438537
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.013421686245475684, tolerance: 0.002637008058438537
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.014665457423749473, tolerance: 0.002637008058438537
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.014806615712593896, tolerance: 0.002637008058438537
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.02669978646862603, tolerance: 0.002637008058438537
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03846500628561955, tolerance: 0.002637008058438537
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.026903686477751876, tolerance: 0.002637008058438537
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03537731352831841, tolerance: 0.002637008058438537
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.08367102015767358, tolerance: 0.002637008058438537
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.12986090545198437, tolerance: 0.002637008058438537
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1759599354640038, tolerance: 0.002637008058438537
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2600132012943739, tolerance: 0.002637008058438537
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.38873866099334364, tolerance: 0.002637008058438537
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.19922504313143108, tolerance: 0.002637008058438537
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.3280830494934719, tolerance: 0.002637008058438537
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5963073125308114, tolerance: 0.002637008058438537
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.8702669634902982, tolerance: 0.002637008058438537
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0675571249663758, tolerance: 0.002637008058438537
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.267313939586085, tolerance: 0.002637008058438537
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.003922234812790748, tolerance: 0.002621711667874007
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.010669235663460341, tolerance: 0.002621711667874007
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.002983713518098341, tolerance: 0.002621711667874007
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.012324017964726153, tolerance: 0.002621711667874007
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.010415916066193631, tolerance: 0.002621711667874007
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03292271624135523, tolerance: 0.002621711667874007
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.07134499754941714, tolerance: 0.002621711667874007
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06206668252716696, tolerance: 0.002621711667874007
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05759629740514427, tolerance: 0.002621711667874007
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06996411319452278, tolerance: 0.002621711667874007
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.057250828551726585, tolerance: 0.002621711667874007
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.04464349982638893, tolerance: 0.002621711667874007
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.044597872972484964, tolerance: 0.002621711667874007
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.043611272596969286, tolerance: 0.002621711667874007
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.027585632683923222, tolerance: 0.002621711667874007
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0348478892693187, tolerance: 0.002621711667874007
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05154640935796806, tolerance: 0.002621711667874007
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05033406152663389, tolerance: 0.002621711667874007
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.08079588106706126, tolerance: 0.002621711667874007
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.10379900307023604, tolerance: 0.002621711667874007
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.10480566289411897, tolerance: 0.002621711667874007
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.10063644171984265, tolerance: 0.002621711667874007
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.11586876265083035, tolerance: 0.002621711667874007
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.10232834348955677, tolerance: 0.002621711667874007
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.23157165594256668, tolerance: 0.002621711667874007
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4767697828974633, tolerance: 0.002621711667874007
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.7495409034554541, tolerance: 0.002621711667874007
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0315773205550833, tolerance: 0.002621711667874007
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2632893843297968, tolerance: 0.002621711667874007
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.4813890928420914, tolerance: 0.002621711667874007
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.003534781150737132, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.007832049631261384, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.008341299971899474, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.007214520206179742, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.006517094837160897, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.002502335648355114, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.007159556697423852, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.004436033929419381, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.005667184139948489, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.00685655252863171, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.007757070204558403, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.011207766601931013, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.006655449971376015, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.008447143172652716, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.021632565012431826, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.021312257230462706, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.030452076563765473, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.027956443012389087, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.02698137535863765, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.00991752695458814, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.02246510707589522, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03105657794496608, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.029665670457127646, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05587819965780483, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06735594192824479, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.11011917429992124, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.21043020571461923, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.3743748915802101, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4451865741235874, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4785528739271374, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5415899766171677, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.550821600736608, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5554327110661159, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.48088132137181816, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4829299077990381, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.566101666579744, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.6466988974205243, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5120851171990655, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.6493391738998451, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.7933245556151647, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.9076607613825907, tolerance: 0.002416338330807509
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0034222326211263976, tolerance: 0.002355430956120951
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.004551956356532827, tolerance: 0.002355430956120951
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.007423617892548862, tolerance: 0.002355430956120951
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.005952465872027801, tolerance: 0.002355430956120951
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.01057825804464585, tolerance: 0.002355430956120951
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.009309325656296608, tolerance: 0.002355430956120951
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.009650428362828478, tolerance: 0.002355430956120951
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.010800878397922986, tolerance: 0.002355430956120951
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.014394012257714195, tolerance: 0.002355430956120951
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.053657804776023, tolerance: 0.002355430956120951
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06641322769278446, tolerance: 0.002355430956120951
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0925196587263244, tolerance: 0.002355430956120951
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1270193292046642, tolerance: 0.002355430956120951
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.15459160668972416, tolerance: 0.002355430956120951
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.15558608079414427, tolerance: 0.002355430956120951
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.227971522056162, tolerance: 0.002355430956120951
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.19762627366656815, tolerance: 0.002355430956120951
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.15055755756391065, tolerance: 0.002355430956120951
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.13637095163635493, tolerance: 0.002355430956120951
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.13572002466612432, tolerance: 0.002355430956120951
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.15436139566593354, tolerance: 0.002355430956120951
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.16099047880868156, tolerance: 0.002355430956120951
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.21235418710885412, tolerance: 0.002355430956120951
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.3198365436061419, tolerance: 0.002355430956120951
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4532002715659331, tolerance: 0.002355430956120951
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.642044988611504, tolerance: 0.002355430956120951
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.7572785700874647, tolerance: 0.002355430956120951
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.7320544021877886, tolerance: 0.002355430956120951
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.8511260510940915, tolerance: 0.002355430956120951
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.9548458952898695, tolerance: 0.002355430956120951
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.3215810793074603, tolerance: 0.002355430956120951
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.7755897099142413, tolerance: 0.002355430956120951
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.005118671784700268, tolerance: 0.002046566393912424
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.004957303892656029, tolerance: 0.002046566393912424
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.00433272370879223, tolerance: 0.002046566393912424
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0059335649605714025, tolerance: 0.002046566393912424
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.007960072566728371, tolerance: 0.002046566393912424
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.00795601733638307, tolerance: 0.002046566393912424
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.016973357791446375, tolerance: 0.002046566393912424
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.005217259752352987, tolerance: 0.002046566393912424
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.007371941742764676, tolerance: 0.002046566393912424
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0037716107204168736, tolerance: 0.002046566393912424
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.023065190112109946, tolerance: 0.002046566393912424
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.024259116853585283, tolerance: 0.002046566393912424
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.030607217399129638, tolerance: 0.002046566393912424
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03820832348657177, tolerance: 0.002046566393912424
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.04864915424506577, tolerance: 0.002046566393912424
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.052791755153119624, tolerance: 0.002046566393912424
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.12276017356357904, tolerance: 0.002046566393912424
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1487263831063821, tolerance: 0.002046566393912424
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1457742761961267, tolerance: 0.002046566393912424
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1652427384621511, tolerance: 0.002046566393912424
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.20686294563170193, tolerance: 0.002046566393912424
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.23900174641768857, tolerance: 0.002046566393912424
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2265721759292667, tolerance: 0.002046566393912424
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2460326265796784, tolerance: 0.002046566393912424
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.23114290290320127, tolerance: 0.002046566393912424
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2353437706492052, tolerance: 0.002046566393912424
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.26333545342431286, tolerance: 0.002046566393912424
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4536382579616518, tolerance: 0.002046566393912424
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.6888253551479515, tolerance: 0.002046566393912424
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.7590211841911128, tolerance: 0.002046566393912424
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.7771425986244918, tolerance: 0.002046566393912424
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.059493875892409, tolerance: 0.002046566393912424
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.3357130952804326, tolerance: 0.002046566393912424
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.5984364857659088, tolerance: 0.002046566393912424
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0029856639176450983, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.005905029303193032, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.005918144647719004, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.004873832988749882, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.00635525097104761, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.007420742462993957, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.008638369666034151, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.006249910805731673, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.01306237293026058, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.013597332633448644, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.007821359048097776, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0075660434448003855, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.013832550785043196, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.008283376604801163, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.004874312784906465, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.004670730845351301, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0050045927511988, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.04371195062750033, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.08086977655813499, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.12904880676815367, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1571080514642489, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.16519750153369728, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.14242053736764504, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.13875050262236854, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.13054703830359315, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2599046108131944, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.40844502870102417, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4949828906384788, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.48773698434466795, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.6576745655647223, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.8300998028920183, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.976225123059228, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.1262137766279796, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2461232476292121, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.3036791123018823, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2591771231460864, tolerance: 0.0026519303733993703
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.003667713950690654, tolerance: 0.0026131532359422883
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0040114837835574235, tolerance: 0.0026131532359422883
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.003924302292883652, tolerance: 0.0026131532359422883
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.005480656840987308, tolerance: 0.0026131532359422883
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0026984668708465165, tolerance: 0.0026131532359422883
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.003622525648591335, tolerance: 0.0026131532359422883
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.003639684214519434, tolerance: 0.0026131532359422883
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0054225619785093215, tolerance: 0.0026131532359422883
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.011644958418450813, tolerance: 0.0026131532359422883
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05869184506452996, tolerance: 0.0026131532359422883
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05715224791932272, tolerance: 0.0026131532359422883
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.10063494628587577, tolerance: 0.0026131532359422883
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.17559548766460154, tolerance: 0.0026131532359422883
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.23237797406995853, tolerance: 0.0026131532359422883
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.25852463817859217, tolerance: 0.0026131532359422883
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2450076995297472, tolerance: 0.0026131532359422883
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.24069661490338135, tolerance: 0.0026131532359422883
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.22899877756357156, tolerance: 0.0026131532359422883
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.20947924350883085, tolerance: 0.0026131532359422883
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2495115068379299, tolerance: 0.0026131532359422883
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2066904763332822, tolerance: 0.0026131532359422883
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.3565700172263533, tolerance: 0.0026131532359422883
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4845535708790365, tolerance: 0.0026131532359422883
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.575764053065793, tolerance: 0.0026131532359422883
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.6380732493637211, tolerance: 0.0026131532359422883
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.678145815784017, tolerance: 0.0026131532359422883
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.8058231669358289, tolerance: 0.0026131532359422883
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.9784133828877248, tolerance: 0.0026131532359422883
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0951418372561115, tolerance: 0.0026131532359422883
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2543543948029487, tolerance: 0.0026131532359422883
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.61906217856939, tolerance: 0.0026131532359422883
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.042195046364638, tolerance: 0.0026131532359422883
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.004665174729225896, tolerance: 0.0025929274937929268
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.010218011408593242, tolerance: 0.0025929274937929268
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.005718474932912443, tolerance: 0.0025929274937929268
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.007616655755988688, tolerance: 0.0025929274937929268
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.007961517903410709, tolerance: 0.0025929274937929268
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.00943848201088926, tolerance: 0.0025929274937929268
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.023448842771465195, tolerance: 0.0025929274937929268
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.01165910867114306, tolerance: 0.0025929274937929268
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.015587408659598623, tolerance: 0.0025929274937929268
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.019702124519991315, tolerance: 0.0025929274937929268
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0433178147642046, tolerance: 0.0025929274937929268
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05997963424029962, tolerance: 0.0025929274937929268
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0574228295770034, tolerance: 0.0025929274937929268
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.058395269828615426, tolerance: 0.0025929274937929268
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.08304123789449136, tolerance: 0.0025929274937929268
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.13160517140474326, tolerance: 0.0025929274937929268
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.13561068508510132, tolerance: 0.0025929274937929268
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1746840199134212, tolerance: 0.0025929274937929268
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2540669150059749, tolerance: 0.0025929274937929268
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.3774972051749117, tolerance: 0.0025929274937929268
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.6133109586764327, tolerance: 0.0025929274937929268
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.7967200070333877, tolerance: 0.0025929274937929268
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0201743426613934, tolerance: 0.0025929274937929268
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.1554856277748904, tolerance: 0.0025929274937929268
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.220813498945251, tolerance: 0.0025929274937929268
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.3468984275334392, tolerance: 0.0025929274937929268
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.5203294137976542, tolerance: 0.0025929274937929268
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.690758289276225, tolerance: 0.0025929274937929268
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.8858227342410547, tolerance: 0.0025929274937929268
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.087161804369428, tolerance: 0.0025929274937929268
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\utils\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
## return f(*args, **kwargs)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03401248606365925, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.051274136116603586, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.046356608740552474, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1372723319788065, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06835553779487213, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.060637067944611545, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0913188297516001, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06628560855617138, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03326139026503938, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.09114924024612492, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.22117519262513952, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.28930985987250324, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.7760482709261964, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2331617256892855, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.10153440981818562, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.07884508892851727, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.20064133628400782, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1776346722768949, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2569538551530286, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2903694622925741, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.31947387688671824, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5044503238326001, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.4058185545612218, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.213422178940675, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.5623279635666734, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.5791137288008485, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.1693980152670065, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.6048482770897294, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.578716497978263, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.9884867704871851, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.8068646732792786, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.2346285524892835, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.826510962454336, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.198889987674846, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11.97076632442284, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13.682161901973046, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15.337982531133775, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18.607284263730435, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.186989197401346, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.925489204627382, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20.177862988593375, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20.624840637854646, tolerance: 0.03097611427093233
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0626777016726976, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.12942564770145282, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1591458802846546, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.16901611186113996, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.15801576648544824, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1448373851684437, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.10844455555633203, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.099835270637044, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.10375897554990843, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.07382198046013855, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.030826537065649973, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.048650741235121586, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.15333241645214457, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.07960577369388488, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.11088305836213408, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.3891764568763847, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5742981356541463, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.7835892265756002, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5656161186341819, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5021439238009009, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.941172652040251, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2918528722277074, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2789871660449421, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0060138720791088, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.3428701134239418, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.0121240534969616, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.612031648472481, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.7709163073872674, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.146188983879284, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.177091719353996, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.82744077791449, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11.80770826280235, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15.165705175899006, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17.527826285644096, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20.022807707271852, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27.55252245364582, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.244915051318884, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34.4716923776014, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37.64587672744551, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 40.2894207373472, tolerance: 0.029982124192820966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03178876360507843, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.04023902408818003, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06310331939249636, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.036402930518477206, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03182291936821002, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.060231121897686535, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.07634540638812837, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0470069566896143, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.17793631165488932, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4262822079565751, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4063189847806825, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5826007164169766, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.3541739118375915, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4869128021193774, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5981080887574706, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.7558424680709663, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.7941194786100993, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.8607320872067703, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0865031351937091, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.9857554531923824, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.8737489067565036, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.8623268755183915, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.6437030930307515, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.9032734498548223, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.192470409693243, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.098435155788735, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.765749638494327, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.0447706711353817, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.9119846373987173, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.742811359966794, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.18317957805462, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.2457253553225485, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.092021161383087, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.262568029205596, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.174134025226067, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.759721082747234, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.052396465596246, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.294380081817621, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.636589888594614, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.815578242862841, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.186946785755538, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.540979467092825, tolerance: 0.029415215195119023
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06308769162043859, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1422397725597193, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.12643300509142819, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.24710557589622795, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0483542507645609, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2843571156016367, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.35031105409160546, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.40175681826843856, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.3000826137030117, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2887916615529491, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.47819701122486435, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.6176128921179895, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.556478098987867, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5868993353101928, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.9423750045266388, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.1526667433629711, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.8161564542012627, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.213043810937961, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.3997288159258403, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.7584104479726648, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.23024163434323, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.7493801500205564, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.6183264787750034, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.6879965267411023, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.225338378086178, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.66540880891435, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.534474693947288, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.767127758253679, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11.15081486645147, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12.732551974680945, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14.18084788336273, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16.93769023646604, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.310976468828358, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20.773628228996245, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22.34808922519835, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22.94368798624629, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24.4819670308286, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26.45201249463119, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29.298349600059595, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.55965324517132, tolerance: 0.030227225682035227
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.032816049908490186, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.08166857946145001, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.07264391164636663, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.10772417704274062, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.10894331832778903, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05649478303857336, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.7752184289196862, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.8529098052686663, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4976230820760179, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.45010656358303436, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4041157197206644, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.527876657102496, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4591551011354511, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.38865404738058373, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4448380890143824, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.33472160430426356, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.3805497893838208, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.8480558849772137, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.103091100586397, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.142513221136909, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.9458572335186943, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.9574807559376382, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2429165418187438, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.7911425999939468, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.16152561994096, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.973177254391402, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.971658041229006, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.564937916515305, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.383895617342205, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.231462664853439, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.8867716707, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12.784500542945835, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14.337051671797184, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16.231609514425656, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18.95245312606218, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22.951439324030304, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26.039712449720014, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28.028680247242704, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28.552784836297718, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.341980436198156, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33.435145060252125, tolerance: 0.029567514050900037
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03719109584599778, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05689022988039483, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.054738764432727294, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.031317157096282244, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.20583115892921455, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.6205885727246425, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.6027422654352961, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.46500611013351545, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4135587476246485, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5125938992339627, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5824073545514636, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.742267952638457, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0660896030263416, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.195892607896326, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.018101532590407, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5875978949200658, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.7602910721225555, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.3601550380433594, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.9256770994858812, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.040715908029796, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.3188738544783405, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.4443797240241736, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.4843906411700232, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.1315894946629044, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.8473444001003543, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.3836494712013234, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.170472586917441, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.725975873002909, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12.340204303784873, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15.066643128537578, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16.431302992659965, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18.47307431245862, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21.02762552663691, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23.313056825918807, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25.402829331095035, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27.53149068531242, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29.220669647398182, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27.23188322655099, tolerance: 0.028231588512082125
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03382086679539498, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.060377705182645514, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05299712808539425, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03304984535020594, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.053747901650865515, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1222780006187918, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.382219589477387, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2675973988183671, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2112554153421513, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.3669985097823769, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.32966292781279094, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.21677168072361042, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.42871615313956113, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.45019335665512017, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.27056917064066965, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.19598674296167928, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.3479079565965719, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2435077273491686, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.10189248563426645, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.8350954721999528, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.3591816682124147, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.8580677703969002, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.13358344349092, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.35556870714754, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.156695676665208, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.605945764279369, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.596152818005521, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.683885660063851, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.7381214886653993, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.6150446739557935, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.940575256706978, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.573834978894268, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.948026339814703, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.175631827700158, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.756093545975233, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11.891892724320144, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13.005197922552043, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16.10976436660704, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18.4695949428573, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20.836766652516218, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21.469284441435647, tolerance: 0.029286092547039278
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05231854221509025, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05890151597728277, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03757816474012543, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03843321670743194, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05925247629156161, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.029871986534260486, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.056005837089315946, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.20938997674380744, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.19121668952607251, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.40641629363122433, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5701866830667655, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.23920713868355392, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.3930681494181556, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.31512237620151495, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.3904429991968641, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5759335908298624, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.657023099773653, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5829539421430354, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.9766911811629768, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.6497537795131336, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.7748502747320742, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.01313437483293, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.069837073130259, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.6194593377181263, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.3552726515375753, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.968927217874466, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.982732169147624, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.478586766084504, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.73473126501068, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.122998716204194, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.102650497040543, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.771523362677158, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.066308605190926, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12.150367877597176, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15.356228389428566, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18.89456565702531, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21.526800278906506, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23.782686278764885, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26.579114880140736, tolerance: 0.028668597756384247
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06933067998417641, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.17959741484773417, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.10862264709234637, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.15522718773041788, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.13464046455649736, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1323717271090743, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1884820231591391, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1987337960788409, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2061912493082616, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.23273277720446117, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.1082990221479463, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2680083850281392, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.16922322926191669, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.21494707519744338, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.24274719148576196, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.19552001453303092, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.23844327449782554, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.8120686010328768, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.8424165267612125, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.47624420606857143, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5403026918541514, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.3091616371113446, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.1219251716862004, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.9702629704560195, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.126971293984894, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.4959786326379, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.178108392235629, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.168639323876562, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.024216662851245, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.922120048578279, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.964078482798243, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11.80355749482925, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12.545008734916934, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13.961784203116338, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16.73014691362002, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14.170193751499937, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16.666826272242815, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.13671363947931, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21.329690146016674, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21.889908936175146, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23.43365610875736, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24.98316320807018, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27.409474585964773, tolerance: 0.028341346125629538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.07491244273478515, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.12163602332319101, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.10508295083695884, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.08813222499486528, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.08267235230658798, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1236985943766058, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.18351552101810853, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.20441355809219885, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4123849793609793, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.500072964326165, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.7160555778406774, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.9732038946197861, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0669582083993703, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.8109610078448384, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.592556139611844, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.51258364526214, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.41068219183367205, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.7427011186358357, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.407068473992098, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.9188737064533825, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.676737997142055, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.692375400904979, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.575510367396589, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.786716404214701, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.162298328660853, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.446494003640595, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11.67231347116362, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14.678117958372098, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16.08711428676955, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17.074976157244805, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18.050402178501287, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22.130930153377165, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24.360992459126606, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27.90516463790084, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30.462803474943627, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32.514892556653734, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33.99888781678611, tolerance: 0.028990326142536656
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\utils\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
## return f(*args, **kwargs)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.004077915563520662, tolerance: 0.002421554416315886
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.011513919674090545, tolerance: 0.002421554416315886
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.009312337560775319, tolerance: 0.002421554416315886
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.021368347120890974, tolerance: 0.002421554416315886
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.018862693772273786, tolerance: 0.002421554416315886
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.032809849212092956, tolerance: 0.002421554416315886
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03836661199997238, tolerance: 0.002421554416315886
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.042367813052717196, tolerance: 0.002421554416315886
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.04419800412729913, tolerance: 0.002421554416315886
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.08839335586096553, tolerance: 0.002421554416315886
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1103645933079811, tolerance: 0.002421554416315886
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.14760761509485576, tolerance: 0.002421554416315886
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.17182927616147126, tolerance: 0.002421554416315886
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.11481278884581769, tolerance: 0.002421554416315886
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.12149256155949217, tolerance: 0.002421554416315886
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.08675474677103523, tolerance: 0.002421554416315886
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.10010035461421651, tolerance: 0.002421554416315886
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.16781358754952436, tolerance: 0.002421554416315886
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.27163004441839433, tolerance: 0.002421554416315886
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.3085525349174105, tolerance: 0.002421554416315886
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.3288673899510677, tolerance: 0.002421554416315886
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.31943434123809666, tolerance: 0.002421554416315886
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2860718173413659, tolerance: 0.002421554416315886
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.30525587833916035, tolerance: 0.002421554416315886
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.3429175677423011, tolerance: 0.002421554416315886
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4352873783894342, tolerance: 0.002421554416315886
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.6381502843209077, tolerance: 0.002421554416315886
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.9047148862515542, tolerance: 0.002421554416315886
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.1700040543528623, tolerance: 0.002421554416315886
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.3445683287133612, tolerance: 0.002421554416315886
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.005532050687804713, tolerance: 0.002366856868654646
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.009579899189180452, tolerance: 0.002366856868654646
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.006353217074398287, tolerance: 0.002366856868654646
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03757897619798456, tolerance: 0.002366856868654646
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06583581309735465, tolerance: 0.002366856868654646
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.07574744477788897, tolerance: 0.002366856868654646
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.09698222798323286, tolerance: 0.002366856868654646
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06593596702445836, tolerance: 0.002366856868654646
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06875449608506301, tolerance: 0.002366856868654646
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06558825399861945, tolerance: 0.002366856868654646
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06639306123895494, tolerance: 0.002366856868654646
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.10379738552331119, tolerance: 0.002366856868654646
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.14500280776050545, tolerance: 0.002366856868654646
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.16647182589862908, tolerance: 0.002366856868654646
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1829491460812065, tolerance: 0.002366856868654646
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.19645157842094108, tolerance: 0.002366856868654646
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.18994374558768712, tolerance: 0.002366856868654646
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.12244421941988648, tolerance: 0.002366856868654646
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.09734002166007016, tolerance: 0.002366856868654646
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.13026537637330549, tolerance: 0.002366856868654646
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.13167703527224006, tolerance: 0.002366856868654646
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.13032508014822497, tolerance: 0.002366856868654646
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.13753457029554284, tolerance: 0.002366856868654646
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.13967216921155057, tolerance: 0.002366856868654646
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2796656830007258, tolerance: 0.002366856868654646
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4640621714601494, tolerance: 0.002366856868654646
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.6275103819319501, tolerance: 0.002366856868654646
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5841618751737219, tolerance: 0.002366856868654646
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5556606917347935, tolerance: 0.002366856868654646
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5660166177678843, tolerance: 0.002366856868654646
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.7836811286481389, tolerance: 0.002366856868654646
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0334375041050734, tolerance: 0.002366856868654646
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0026584658282224893, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.005763107325254424, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.011166142845905114, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.018186004899746422, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.022950881573304827, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.02030940846375273, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.02030083024028073, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.02203778909805365, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.02450781853542594, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.011196885676888257, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.012383206909966304, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.023720239687811784, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03334252952298655, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0603190883799094, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.08140842657407887, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06488598214345132, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.07711847433475327, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.08562873732516607, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.08206439327632609, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.023274741469602844, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03480696181215848, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.04921733742179768, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0792775338980114, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.14687403259086906, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.22694420508096158, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.26371505877044754, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.30789161434491064, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.36897773852215465, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4324473068253649, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5668540480799678, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5697465139019755, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.6578877865073913, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.9076331727817504, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.9636323940517642, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.8761258466503108, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.8525142366961376, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.9839542217108459, tolerance: 0.002362471233164164
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0084652340343645, tolerance: 0.0024516936611035482
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0091847755703931, tolerance: 0.0024516936611035482
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.014217152762743268, tolerance: 0.0024516936611035482
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05190689549227301, tolerance: 0.0024516936611035482
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.09239513196779114, tolerance: 0.0024516936611035482
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.14017319538094952, tolerance: 0.0024516936611035482
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.15026194004435212, tolerance: 0.0024516936611035482
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.15667608400906374, tolerance: 0.0024516936611035482
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1514524537377433, tolerance: 0.0024516936611035482
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.11406409622876268, tolerance: 0.0024516936611035482
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05466558033409896, tolerance: 0.0024516936611035482
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06833229295356702, tolerance: 0.0024516936611035482
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.08493356243923245, tolerance: 0.0024516936611035482
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.09849919855192724, tolerance: 0.0024516936611035482
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.12288799186813293, tolerance: 0.0024516936611035482
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.19605803358057727, tolerance: 0.0024516936611035482
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.28397258949783577, tolerance: 0.0024516936611035482
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.34728939736984543, tolerance: 0.0024516936611035482
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.43732924434659637, tolerance: 0.0024516936611035482
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5219368331224246, tolerance: 0.0024516936611035482
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4859983551576832, tolerance: 0.0024516936611035482
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4978046665469851, tolerance: 0.0024516936611035482
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5690644764974913, tolerance: 0.0024516936611035482
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5869075824694949, tolerance: 0.0024516936611035482
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.6648084864690507, tolerance: 0.0024516936611035482
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.8567167954233454, tolerance: 0.0024516936611035482
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.092775816061339, tolerance: 0.0024516936611035482
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2572818749048764, tolerance: 0.0024516936611035482
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.4547261119995678, tolerance: 0.0024516936611035482
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.6759742203040275, tolerance: 0.0024516936611035482
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.9225255858270227, tolerance: 0.0024516936611035482
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.230195942862917, tolerance: 0.0024516936611035482
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.005433707729544324, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.007338050717535793, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.00798143281609498, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.008166806593845166, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.010673918913770564, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.007292007159154679, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.010633329432859995, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.013387550266326542, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.032351221376991646, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05008016806986859, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06931410452852305, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.07316361581462161, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.07396868318023309, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0669600948391782, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0668655980310966, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.07134890871445165, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.07467823219455028, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.07941965513624893, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.10320253779972433, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0686142667130838, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.09654778192650326, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.10123156560819524, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.13850710064097882, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2558220433576004, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.35363704050938516, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4718335719119935, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5349865436110655, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.6894099109211584, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.8469526227578505, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.7498596413410006, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.7129531399797511, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.8489604881359547, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.034877235383295, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.1796320466717614, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2955982448033794, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.3668783796643353, tolerance: 0.002166333210603658
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.002081838540185288, tolerance: 0.002045717084437968
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0021031290505177935, tolerance: 0.002045717084437968
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0022583935126156973, tolerance: 0.002045717084437968
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.016370954078034572, tolerance: 0.002045717084437968
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05499477202176983, tolerance: 0.002045717084437968
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.031005616640651823, tolerance: 0.002045717084437968
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.025526788398085642, tolerance: 0.002045717084437968
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05466155889737223, tolerance: 0.002045717084437968
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06591048898073915, tolerance: 0.002045717084437968
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.07649292094968096, tolerance: 0.002045717084437968
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0950882455074229, tolerance: 0.002045717084437968
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.10191034584317116, tolerance: 0.002045717084437968
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1022373515191255, tolerance: 0.002045717084437968
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0778108111942668, tolerance: 0.002045717084437968
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.059727534027285145, tolerance: 0.002045717084437968
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.04969395463453097, tolerance: 0.002045717084437968
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.07650490748586236, tolerance: 0.002045717084437968
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.10072548462020947, tolerance: 0.002045717084437968
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.14851100288514196, tolerance: 0.002045717084437968
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.218670099029735, tolerance: 0.002045717084437968
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.21601216140972923, tolerance: 0.002045717084437968
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.22014491952497117, tolerance: 0.002045717084437968
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.24907717515047345, tolerance: 0.002045717084437968
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2975177681038961, tolerance: 0.002045717084437968
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.28875531365644136, tolerance: 0.002045717084437968
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.36908843256668433, tolerance: 0.002045717084437968
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.45601513988071396, tolerance: 0.002045717084437968
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.582289074701329, tolerance: 0.002045717084437968
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.7153879956987907, tolerance: 0.002045717084437968
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.848647372427342, tolerance: 0.002045717084437968
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.9771053940514456, tolerance: 0.002045717084437968
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.035971464683895, tolerance: 0.002045717084437968
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0853083516800641, tolerance: 0.002045717084437968
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.1504332728840296, tolerance: 0.002045717084437968
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.003848455957594865, tolerance: 0.002119846084956641
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.004140392047279562, tolerance: 0.002119846084956641
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.004311024002127795, tolerance: 0.002119846084956641
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0028196769793886745, tolerance: 0.002119846084956641
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.006020755618884266, tolerance: 0.002119846084956641
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.006845669688186007, tolerance: 0.002119846084956641
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.01116281487146864, tolerance: 0.002119846084956641
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.007650643301612803, tolerance: 0.002119846084956641
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.007637104242789405, tolerance: 0.002119846084956641
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.016244950740141206, tolerance: 0.002119846084956641
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.019636417086580593, tolerance: 0.002119846084956641
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.02226311874921194, tolerance: 0.002119846084956641
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.018312168346337643, tolerance: 0.002119846084956641
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.015621900791632726, tolerance: 0.002119846084956641
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0264383512839359, tolerance: 0.002119846084956641
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06517329165800945, tolerance: 0.002119846084956641
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05517118473672511, tolerance: 0.002119846084956641
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.07254403242045981, tolerance: 0.002119846084956641
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06994897739522443, tolerance: 0.002119846084956641
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1603137410056945, tolerance: 0.002119846084956641
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2645552307433423, tolerance: 0.002119846084956641
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.3364501679205798, tolerance: 0.002119846084956641
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4130936689064111, tolerance: 0.002119846084956641
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5204998144433066, tolerance: 0.002119846084956641
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.6030020229922908, tolerance: 0.002119846084956641
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.8189899672206131, tolerance: 0.002119846084956641
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.9138241412365566, tolerance: 0.002119846084956641
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.9386502561799723, tolerance: 0.002119846084956641
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.8275046107935875, tolerance: 0.002119846084956641
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.8258459464879664, tolerance: 0.002119846084956641
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.9431330858559619, tolerance: 0.002119846084956641
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2234563904789244, tolerance: 0.002119846084956641
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.503193843677881, tolerance: 0.002119846084956641
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.6636886200921364, tolerance: 0.002119846084956641
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0028283552412986523, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.007429297656397438, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.00810101959071119, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.01606712245868991, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.023172170185379315, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.022425905187684947, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.025049517168596935, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.04687895883038706, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0570223868988009, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.030795388917802313, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.04087899596689937, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05528067708134543, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.054988342013142955, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.04578396609602464, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05010923995497407, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06030200843491329, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.08711676414651137, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1303826763880238, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2130423224191773, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.31535363377639314, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.3305362167874648, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.38281008574093534, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.44574010763700755, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5202772705439571, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5143172724795733, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.6012895679448569, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.6507978757245052, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.7123966175046306, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.7951350440911114, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.9447357014481472, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.7893631786261359, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.9007485541174844, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.9358673727976861, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.9492724579478296, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.1922038918290827, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.4376690029042702, tolerance: 0.0024062048816363953
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0028645159115932017, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0026309046474928266, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0036078033042734603, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0049986246548989755, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0037573499453316117, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.016045351028587618, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06662524328525521, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06888179011827944, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06531356180384762, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06154837674707281, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.04816421534347626, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0439085266471686, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.04969966334961384, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06876155431230657, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.04631786588538134, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.050510526007030876, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.09211118521623618, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.14700569289220766, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.11837118934847268, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.16610612144128822, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1858594274557035, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.17053714674589315, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1945773663786774, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.23310843688447136, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2152412645221098, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.24479722859518205, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.3322767228746706, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4536986709345925, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5758153733820386, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.7071966788745083, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.8400553044341965, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.9920570792203627, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.1179053661488716, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.3387755986367793, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.5968621041716435, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.8388441248069967, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.032869018906414, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.208295099382376, tolerance: 0.0023997014658853873
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.00482688191680225, tolerance: 0.002426181434583705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.002918636211145298, tolerance: 0.002426181434583705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0045770001094034285, tolerance: 0.002426181434583705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.025874343235535946, tolerance: 0.002426181434583705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.041152264356568935, tolerance: 0.002426181434583705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03774429275411961, tolerance: 0.002426181434583705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.032246722589160726, tolerance: 0.002426181434583705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.020781627694006488, tolerance: 0.002426181434583705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.02054777012840958, tolerance: 0.002426181434583705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03140729842830936, tolerance: 0.002426181434583705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03959398138878001, tolerance: 0.002426181434583705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.04677807475877316, tolerance: 0.002426181434583705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.07091136615122906, tolerance: 0.002426181434583705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0774030465101383, tolerance: 0.002426181434583705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.09758039661840101, tolerance: 0.002426181434583705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.08231883189498035, tolerance: 0.002426181434583705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.07963020252236674, tolerance: 0.002426181434583705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.08967516992539615, tolerance: 0.002426181434583705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1863758483363256, tolerance: 0.002426181434583705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2277254162777531, tolerance: 0.002426181434583705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.23179559214483092, tolerance: 0.002426181434583705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4300251586567576, tolerance: 0.002426181434583705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5865019269227965, tolerance: 0.002426181434583705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.7123138611283135, tolerance: 0.002426181434583705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.8868012709043054, tolerance: 0.002426181434583705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.9093966358578669, tolerance: 0.002426181434583705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0009993887895163, tolerance: 0.002426181434583705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0968164761490833, tolerance: 0.002426181434583705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0652118002146604, tolerance: 0.002426181434583705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.024816437513838, tolerance: 0.002426181434583705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2333266441168824, tolerance: 0.002426181434583705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2486436192318457, tolerance: 0.002426181434583705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2346819759076233, tolerance: 0.002426181434583705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2232917817780304, tolerance: 0.002426181434583705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\utils\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
## return f(*args, **kwargs)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0518861619668769, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.060882092204849414, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.07805349387831484, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.07899406727074165, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.08375314802526646, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.09438595586033216, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.08398923683762405, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06109006900726399, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03814251695183657, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06256550011681838, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06428010148943031, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.061352353483016486, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.12621089413960362, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1731446726056447, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1731098176774708, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.12923615905299357, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1987730898303539, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.3642829023319223, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.8804648240516713, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.1984885976513908, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.230853008371838, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.9385892130655975, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.6294931949349234, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.2125260804817515, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.261874868422325, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.991258766195614, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.057988658686696, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.547549296333045, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.673905986048709, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.799570970901556, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.4935855893154155, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.439735855949067, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.175285726275604, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.61279426603653, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.42318136838034, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29.24012543327811, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37.448479151539146, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 43.65557763453191, tolerance: 0.0347096555687309
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05858549018898884, tolerance: 0.03312331840647998
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06265991995024933, tolerance: 0.03312331840647998
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.07009448624245351, tolerance: 0.03312331840647998
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.07455098740064159, tolerance: 0.03312331840647998
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.13807557174197882, tolerance: 0.03312331840647998
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2437481215733328, tolerance: 0.03312331840647998
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.3709167081330236, tolerance: 0.03312331840647998
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.7485572694863549, tolerance: 0.03312331840647998
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.069163682095791, tolerance: 0.03312331840647998
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0971655586366467, tolerance: 0.03312331840647998
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0846897730416742, tolerance: 0.03312331840647998
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0680257720710244, tolerance: 0.03312331840647998
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.9305966614729755, tolerance: 0.03312331840647998
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.7783839603078491, tolerance: 0.03312331840647998
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.221884335727026, tolerance: 0.03312331840647998
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.443979401126768, tolerance: 0.03312331840647998
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.5587050833313754, tolerance: 0.03312331840647998
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.961957883664013, tolerance: 0.03312331840647998
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.850986733171652, tolerance: 0.03312331840647998
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.5080044932438454, tolerance: 0.03312331840647998
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.642564843110733, tolerance: 0.03312331840647998
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11.47151379179789, tolerance: 0.03312331840647998
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13.045059743818797, tolerance: 0.03312331840647998
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14.349093117411257, tolerance: 0.03312331840647998
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16.89072396760261, tolerance: 0.03312331840647998
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18.984172278099805, tolerance: 0.03312331840647998
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23.934796219274517, tolerance: 0.03312331840647998
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28.217287226444256, tolerance: 0.03312331840647998
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.579387205091194, tolerance: 0.03312331840647998
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34.477176684686256, tolerance: 0.03312331840647998
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36.62524904730665, tolerance: 0.03312331840647998
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38.602661965518024, tolerance: 0.03312331840647998
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39.78719861112572, tolerance: 0.03312331840647998
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03622023673790409, tolerance: 0.03343288027569692
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.09700769763304606, tolerance: 0.03343288027569692
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0852178925169369, tolerance: 0.03343288027569692
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.08529107752571008, tolerance: 0.03343288027569692
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.11082049817633788, tolerance: 0.03343288027569692
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.14086766657112548, tolerance: 0.03343288027569692
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2471149711743692, tolerance: 0.03343288027569692
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.32486686117778163, tolerance: 0.03343288027569692
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06487640474267664, tolerance: 0.03343288027569692
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5262097806250949, tolerance: 0.03343288027569692
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.6761314688158109, tolerance: 0.03343288027569692
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.9366799490534277, tolerance: 0.03343288027569692
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.0936420488012573, tolerance: 0.03343288027569692
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.7933306862720144, tolerance: 0.03343288027569692
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.4718376961643003, tolerance: 0.03343288027569692
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.751808527863062, tolerance: 0.03343288027569692
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.13305037031148, tolerance: 0.03343288027569692
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.371275598154199, tolerance: 0.03343288027569692
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.740201301182907, tolerance: 0.03343288027569692
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.683202558645348, tolerance: 0.03343288027569692
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.140875915009531, tolerance: 0.03343288027569692
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.597046262828144, tolerance: 0.03343288027569692
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.171525288590402, tolerance: 0.03343288027569692
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.991892623311372, tolerance: 0.03343288027569692
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.547780927184903, tolerance: 0.03343288027569692
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.73097634526519, tolerance: 0.03343288027569692
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.378022823927466, tolerance: 0.03343288027569692
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14.835569141303438, tolerance: 0.03343288027569692
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21.61236572717135, tolerance: 0.03343288027569692
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.036392284065016156, tolerance: 0.03373049260129988
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.07106978444136303, tolerance: 0.03373049260129988
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.04149874076023252, tolerance: 0.03373049260129988
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0396078351855067, tolerance: 0.03373049260129988
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.10399096664201579, tolerance: 0.03373049260129988
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1343447193368661, tolerance: 0.03373049260129988
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.13537140939899928, tolerance: 0.03373049260129988
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.23633028707985204, tolerance: 0.03373049260129988
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.11229150789540654, tolerance: 0.03373049260129988
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1167858786435545, tolerance: 0.03373049260129988
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.41354172387462995, tolerance: 0.03373049260129988
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4410777266148216, tolerance: 0.03373049260129988
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.37713770510475797, tolerance: 0.03373049260129988
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.09845265076353371, tolerance: 0.03373049260129988
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05489857869406478, tolerance: 0.03373049260129988
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2947555133367814, tolerance: 0.03373049260129988
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.7799042362886723, tolerance: 0.03373049260129988
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.203530398292287, tolerance: 0.03373049260129988
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.7535666350305235, tolerance: 0.03373049260129988
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.715217225665356, tolerance: 0.03373049260129988
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.362355782996872, tolerance: 0.03373049260129988
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11.944663248899019, tolerance: 0.03373049260129988
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15.250113301917708, tolerance: 0.03373049260129988
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17.53183347168084, tolerance: 0.03373049260129988
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.497038486649302, tolerance: 0.03373049260129988
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20.672908758964923, tolerance: 0.03373049260129988
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20.32156692078479, tolerance: 0.03373049260129988
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.660696802690268, tolerance: 0.03373049260129988
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21.238554940788845, tolerance: 0.03373049260129988
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27.41046053476424, tolerance: 0.03373049260129988
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34.558254505159056, tolerance: 0.03373049260129988
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 40.37519036797349, tolerance: 0.03373049260129988
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 44.823561158582436, tolerance: 0.03373049260129988
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.053022804283386904, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1894525454213749, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.23079050435075033, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.14981185571511446, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1248148521043504, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.12136815760331388, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.13450685235403625, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1354527730121049, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.21365747335050855, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.30329488839691976, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.40247806655077056, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5287478141551674, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.6159341724587364, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.6776486140761051, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.7077444806836866, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5621896438964882, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.8677445801635599, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.3347666505688096, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.7534209330664794, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.399124257879663, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.8800357877444753, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.1872657328967193, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.232169548871667, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.859331599989929, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.960873952842519, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.796820835241164, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.392108863993826, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11.71982341175459, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14.197367585781535, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17.280937753984006, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.898348096724163, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21.650389054730283, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22.750889246174296, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23.861631966224195, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23.433752562651932, tolerance: 0.03339454976219273
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.034433302027792934, tolerance: 0.028282321077025115
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.041827636539665036, tolerance: 0.028282321077025115
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.058770502858578766, tolerance: 0.028282321077025115
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.07533382842788683, tolerance: 0.028282321077025115
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06045139614681716, tolerance: 0.028282321077025115
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.08942300428475392, tolerance: 0.028282321077025115
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03170302033007033, tolerance: 0.028282321077025115
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.18722458217195026, tolerance: 0.028282321077025115
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.8185805219152371, tolerance: 0.028282321077025115
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.1388908891915435, tolerance: 0.028282321077025115
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.6650041119419825, tolerance: 0.028282321077025115
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.7060379200537454, tolerance: 0.028282321077025115
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.71899236637438, tolerance: 0.028282321077025115
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.464412758145329, tolerance: 0.028282321077025115
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.20591444405423, tolerance: 0.028282321077025115
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.758752790021049, tolerance: 0.028282321077025115
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.36796912804806, tolerance: 0.028282321077025115
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.608210517899494, tolerance: 0.028282321077025115
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.816583560622206, tolerance: 0.028282321077025115
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.038260048463314, tolerance: 0.028282321077025115
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.01411305640707, tolerance: 0.028282321077025115
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.209701840344621, tolerance: 0.028282321077025115
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.82483375664603, tolerance: 0.028282321077025115
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.396094203971984, tolerance: 0.028282321077025115
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.11149916292058, tolerance: 0.028282321077025115
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11.771227181313634, tolerance: 0.028282321077025115
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12.783117848390845, tolerance: 0.028282321077025115
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13.933997356419894, tolerance: 0.028282321077025115
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16.037365344513546, tolerance: 0.028282321077025115
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17.854420089386508, tolerance: 0.028282321077025115
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.039921367633724, tolerance: 0.03279903449278497
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05662018574250283, tolerance: 0.03279903449278497
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06381802437385886, tolerance: 0.03279903449278497
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06758009233769258, tolerance: 0.03279903449278497
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.10644320332795587, tolerance: 0.03279903449278497
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.09158809367207255, tolerance: 0.03279903449278497
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1337249938829359, tolerance: 0.03279903449278497
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.13474225251286498, tolerance: 0.03279903449278497
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.34252367650935867, tolerance: 0.03279903449278497
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5856539433504508, tolerance: 0.03279903449278497
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.15656875223214684, tolerance: 0.03279903449278497
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.17716325191671, tolerance: 0.03279903449278497
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.134831045907987, tolerance: 0.03279903449278497
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.8458125277500415, tolerance: 0.03279903449278497
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.566651536832012, tolerance: 0.03279903449278497
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.529622244086681, tolerance: 0.03279903449278497
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.102877610104002, tolerance: 0.03279903449278497
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.15705397834003, tolerance: 0.03279903449278497
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.627467169857255, tolerance: 0.03279903449278497
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11.505206866942018, tolerance: 0.03279903449278497
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.300821414899218, tolerance: 0.03279903449278497
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.336409368950655, tolerance: 0.03279903449278497
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.665424347878087, tolerance: 0.03279903449278497
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12.802342881515358, tolerance: 0.03279903449278497
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16.191287176765485, tolerance: 0.03279903449278497
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.445775577694405, tolerance: 0.03279903449278497
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23.89506603306748, tolerance: 0.03279903449278497
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28.060169980752732, tolerance: 0.03279903449278497
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31.622459375638783, tolerance: 0.03279903449278497
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35.74315940598433, tolerance: 0.03279903449278497
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37.54518138761935, tolerance: 0.03279903449278497
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06011341073940457, tolerance: 0.03251889366692963
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.04368986925948093, tolerance: 0.03251889366692963
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05278400006943684, tolerance: 0.03251889366692963
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.10256538369532109, tolerance: 0.03251889366692963
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.26464144076390994, tolerance: 0.03251889366692963
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.17971005853630118, tolerance: 0.03251889366692963
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.22879335969344083, tolerance: 0.03251889366692963
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.32054898632307527, tolerance: 0.03251889366692963
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2999668525197592, tolerance: 0.03251889366692963
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.30988341929264607, tolerance: 0.03251889366692963
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.6976238433438482, tolerance: 0.03251889366692963
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.8174745918385327, tolerance: 0.03251889366692963
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.2230372948745014, tolerance: 0.03251889366692963
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.782697912678316, tolerance: 0.03251889366692963
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.775576545956113, tolerance: 0.03251889366692963
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.364974223055299, tolerance: 0.03251889366692963
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.376226657678842, tolerance: 0.03251889366692963
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.2663007940140005, tolerance: 0.03251889366692963
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.008293089947443, tolerance: 0.03251889366692963
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.517701207887768, tolerance: 0.03251889366692963
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.794256297269186, tolerance: 0.03251889366692963
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.277312310906723, tolerance: 0.03251889366692963
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.559042603509539, tolerance: 0.03251889366692963
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.487750756352511, tolerance: 0.03251889366692963
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.53613917160311, tolerance: 0.03251889366692963
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12.558924135426423, tolerance: 0.03251889366692963
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16.67712155236964, tolerance: 0.03251889366692963
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.944463922969504, tolerance: 0.03251889366692963
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21.644960345024487, tolerance: 0.03251889366692963
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23.627046287691712, tolerance: 0.03251889366692963
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24.975875516372213, tolerance: 0.03251889366692963
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05170976055421761, tolerance: 0.03378334315840385
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06053463496760969, tolerance: 0.03378334315840385
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0596751057356073, tolerance: 0.03378334315840385
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0432920192906181, tolerance: 0.03378334315840385
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.045341587549103224, tolerance: 0.03378334315840385
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.14281442083751017, tolerance: 0.03378334315840385
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.18315063507765217, tolerance: 0.03378334315840385
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.5861320696065491, tolerance: 0.03378334315840385
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.14950773798568662, tolerance: 0.03378334315840385
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.20506390921730144, tolerance: 0.03378334315840385
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.38720173152967163, tolerance: 0.03378334315840385
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.41403809675591674, tolerance: 0.03378334315840385
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.47478956539021056, tolerance: 0.03378334315840385
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.9360425104735555, tolerance: 0.03378334315840385
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.274764020863529, tolerance: 0.03378334315840385
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.6299341904867788, tolerance: 0.03378334315840385
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.526622318546515, tolerance: 0.03378334315840385
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.4144167337190083, tolerance: 0.03378334315840385
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4.6572919451792245, tolerance: 0.03378334315840385
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.508493611092206, tolerance: 0.03378334315840385
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.083366575048046, tolerance: 0.03378334315840385
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.9938016392607665, tolerance: 0.03378334315840385
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.40535043000159, tolerance: 0.03378334315840385
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6.820552085616157, tolerance: 0.03378334315840385
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.807869986390813, tolerance: 0.03378334315840385
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.898797207349617, tolerance: 0.03378334315840385
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14.957327344450874, tolerance: 0.03378334315840385
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20.123380953723228, tolerance: 0.03378334315840385
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25.327506047314102, tolerance: 0.03378334315840385
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33.09044722573228, tolerance: 0.03378334315840385
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37.752302649063154, tolerance: 0.03378334315840385
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 40.60911805097922, tolerance: 0.03378334315840385
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 42.217364416506, tolerance: 0.03378334315840385
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 43.281565395413935, tolerance: 0.03378334315840385
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.043387455614322334, tolerance: 0.032884669720628416
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.035687461446684665, tolerance: 0.032884669720628416
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0365623035676208, tolerance: 0.032884669720628416
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03920877296633307, tolerance: 0.032884669720628416
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03815867096659531, tolerance: 0.032884669720628416
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06816405862372221, tolerance: 0.032884669720628416
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.536419453002992, tolerance: 0.032884669720628416
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.6985173570685959, tolerance: 0.032884669720628416
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.547258396674124, tolerance: 0.032884669720628416
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.4588614347658222, tolerance: 0.032884669720628416
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.34211661288938444, tolerance: 0.032884669720628416
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1992938418743222, tolerance: 0.032884669720628416
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.20501838905849468, tolerance: 0.032884669720628416
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.40990265488164823, tolerance: 0.032884669720628416
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.773706583735077, tolerance: 0.032884669720628416
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.179201815606035, tolerance: 0.032884669720628416
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.6261687847890585, tolerance: 0.032884669720628416
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.10830330380432, tolerance: 0.032884669720628416
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.209229864274818, tolerance: 0.032884669720628416
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5.843076103242197, tolerance: 0.032884669720628416
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7.435210497514589, tolerance: 0.032884669720628416
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8.590121484193617, tolerance: 0.032884669720628416
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.028010690179201, tolerance: 0.032884669720628416
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12.145197915335245, tolerance: 0.032884669720628416
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12.931091493135312, tolerance: 0.032884669720628416
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12.85732590837668, tolerance: 0.032884669720628416
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11.717535215574145, tolerance: 0.032884669720628416
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9.154946113422398, tolerance: 0.032884669720628416
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10.59288634786725, tolerance: 0.032884669720628416
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12.363431810242076, tolerance: 0.032884669720628416
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15.980501658433752, tolerance: 0.032884669720628416
## model = cd_fast.enet_coordinate_descent_gram(def dreg(z,d):
result = standard_skl_model( ElasticNetCV( cv = 10 , random_state = 0 , l1_ratio = 0.5, max_iter = 100000 ) ).fit( z, d )
return result
def yreg(z,y):
result = standard_skl_model( ElasticNetCV( cv = 10 , random_state = 0 , l1_ratio = 0.5, max_iter = 100000 ) ).fit( z, y )
return result
DML2_elnet = DML2_for_PLM(z, d, y, dreg, yreg, 2 , clu)
#DML with cross-validated Lasso (Ridge)## 0
## 1
## Coefficient is 0.19738962500888535, SE is equal to 0.05715703746851356
##
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\utils\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
## return f(*args, **kwargs)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.002752444367015272, tolerance: 0.002607741274759616
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\utils\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
## return f(*args, **kwargs)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.08100980720459461, tolerance: 0.03091643837984289
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\utils\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
## return f(*args, **kwargs)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\utils\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
## return f(*args, **kwargs)def dreg(z,d):
result = standard_skl_model( ElasticNetCV( cv = 10 , random_state = 0 , l1_ratio = 0.0001 ) ).fit( z, d )
return result
def yreg(z,y):
result = standard_skl_model( ElasticNetCV( cv = 10 , random_state = 0 , l1_ratio = 0.0001 ) ).fit( z, y )
return result
DML2_ridge = DML2_for_PLM(z, d, y, dreg, yreg, 2, clu)## 0
## 1
## Coefficient is 0.21167169384171883, SE is equal to 0.057104726692524026
##
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\utils\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
## return f(*args, **kwargs)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.010149327888797188, tolerance: 0.0025163995594130167
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.005155174537001983, tolerance: 0.0025163995594130167
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.007790344762117485, tolerance: 0.002474921403671151
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.009945975769468873, tolerance: 0.002474921403671151
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.013012134375511408, tolerance: 0.002474921403671151
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.00891693737117194, tolerance: 0.0024815926069111137
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.018177801812786498, tolerance: 0.0024815926069111137
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.037715887237574464, tolerance: 0.0024815926069111137
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.003901311430766441, tolerance: 0.002558847924948623
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.012421264442448177, tolerance: 0.002558847924948623
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.01149539046646808, tolerance: 0.002558847924948623
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03258494434493642, tolerance: 0.002558847924948623
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05262859159137889, tolerance: 0.002558847924948623
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.005269523912303953, tolerance: 0.002293893411058512
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0073739030477995016, tolerance: 0.002293893411058512
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.011685000598070872, tolerance: 0.002293893411058512
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.010521029405321514, tolerance: 0.002293893411058512
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05141951237616382, tolerance: 0.002293893411058512
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.008107931674327773, tolerance: 0.0022114616547990722
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.004632318946114822, tolerance: 0.0020860139938889467
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.011450081883275232, tolerance: 0.0020860139938889467
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.015172165282713479, tolerance: 0.0020860139938889467
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.018449327384832515, tolerance: 0.0020860139938889467
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.02357587169601416, tolerance: 0.0020860139938889467
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.009475712427789773, tolerance: 0.0020860139938889467
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.051092248227433856, tolerance: 0.0020860139938889467
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.009841292799492862, tolerance: 0.0025306007121969542
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.010036059222723992, tolerance: 0.0025306007121969542
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.02540797997698263, tolerance: 0.0025306007121969542
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.013632090521038975, tolerance: 0.0025306007121969542
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.042472374946502356, tolerance: 0.0025306007121969542
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.028105377111256047, tolerance: 0.0025306007121969542
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.01101031656174456, tolerance: 0.0024959429208404648
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.008011857769805175, tolerance: 0.0024959429208404648
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.008337557576027166, tolerance: 0.0024959429208404648
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.016287920439751247, tolerance: 0.0024959429208404648
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.002811496734608454, tolerance: 0.0025133672012554024
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.015248102189680424, tolerance: 0.0025133672012554024
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.025765318923625102, tolerance: 0.0025133672012554024
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.012738243301203767, tolerance: 0.0025133672012554024
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.015436775383243173, tolerance: 0.0025133672012554024
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\utils\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
## return f(*args, **kwargs)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.15724113249797256, tolerance: 0.03279783396427064
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\utils\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
## return f(*args, **kwargs)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.007066117495522661, tolerance: 0.0025342369182964645
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.006707073006680275, tolerance: 0.0025342369182964645
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.011223866817413608, tolerance: 0.0025342369182964645
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03608584057660025, tolerance: 0.0025342369182964645
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.049068382648499664, tolerance: 0.0025342369182964645
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03844665535164182, tolerance: 0.0025342369182964645
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.040275222811853695, tolerance: 0.0025342369182964645
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.14991280730015433, tolerance: 0.0025342369182964645
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1539355791968937, tolerance: 0.0025342369182964645
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2367575452902848, tolerance: 0.0025342369182964645
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.07461560083195096, tolerance: 0.0025342369182964645
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.3955751822368967, tolerance: 0.0025342369182964645
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.003309285257600436, tolerance: 0.0025074107222820955
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.006418057076061245, tolerance: 0.0025074107222820955
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.017888980807690302, tolerance: 0.0025074107222820955
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.024943193631838056, tolerance: 0.0025074107222820955
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.040923652055262494, tolerance: 0.0025074107222820955
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.012698096544497162, tolerance: 0.0025074107222820955
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.08164423675365384, tolerance: 0.0025074107222820955
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.12735272199472902, tolerance: 0.0025074107222820955
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06766159274711825, tolerance: 0.0025074107222820955
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.10466039389108772, tolerance: 0.0025074107222820955
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1944734222085529, tolerance: 0.0025074107222820955
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.3095935930721083, tolerance: 0.0025074107222820955
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1754516273147395, tolerance: 0.0025074107222820955
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.09391311396973379, tolerance: 0.0025074107222820955
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.018401184889690114, tolerance: 0.0025195729152619824
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.017833898878762966, tolerance: 0.0025195729152619824
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.011904351665862123, tolerance: 0.0025195729152619824
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.045824890684677655, tolerance: 0.0025195729152619824
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.07107580073881081, tolerance: 0.0025195729152619824
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05544266551032351, tolerance: 0.0025195729152619824
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.11610889137752523, tolerance: 0.0025195729152619824
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.042060320815568986, tolerance: 0.0025195729152619824
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.008064448715941808, tolerance: 0.0025256857766896342
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.01957837026314735, tolerance: 0.0025256857766896342
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.01816986095554185, tolerance: 0.0025256857766896342
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.022092640883631276, tolerance: 0.0025256857766896342
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.034834829984905724, tolerance: 0.0025256857766896342
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06611356340414787, tolerance: 0.0025256857766896342
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.09748419893683291, tolerance: 0.0025256857766896342
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.07847772507143347, tolerance: 0.0025256857766896342
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05258755055200126, tolerance: 0.0025256857766896342
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.21124522790384503, tolerance: 0.0025256857766896342
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.256297236325679, tolerance: 0.0025256857766896342
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.16864474751019642, tolerance: 0.0025256857766896342
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.10767948807088246, tolerance: 0.0025256857766896342
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.012022546005997725, tolerance: 0.0022692278455168705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.024746752012688944, tolerance: 0.0022692278455168705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.02024772700048416, tolerance: 0.0022692278455168705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.02050063322926121, tolerance: 0.0022692278455168705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06796631031917855, tolerance: 0.0022692278455168705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.02403570786558973, tolerance: 0.0022692278455168705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.13029045613430768, tolerance: 0.0022692278455168705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.09628025006258056, tolerance: 0.0022692278455168705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.16182388170809503, tolerance: 0.0022692278455168705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.092745249257419, tolerance: 0.0022692278455168705
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.006187466341330605, tolerance: 0.002170078200965193
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.009381423421906732, tolerance: 0.002170078200965193
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.009089248593802779, tolerance: 0.002170078200965193
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.014365543131390268, tolerance: 0.002170078200965193
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.03557493803202405, tolerance: 0.002170078200965193
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.07455748794018646, tolerance: 0.002170078200965193
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05570216313477161, tolerance: 0.002170078200965193
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.11661492492229542, tolerance: 0.002170078200965193
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.055598373839753634, tolerance: 0.002170078200965193
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.26196220064136, tolerance: 0.002170078200965193
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.22643598110490615, tolerance: 0.002170078200965193
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.22672781890623384, tolerance: 0.002170078200965193
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.10680318241625031, tolerance: 0.002170078200965193
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.009642524122728702, tolerance: 0.00211051574838181
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.02346835051553242, tolerance: 0.00211051574838181
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.018558384189422128, tolerance: 0.00211051574838181
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.01530301671149914, tolerance: 0.00211051574838181
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06974468440253645, tolerance: 0.00211051574838181
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.031139727445118837, tolerance: 0.00211051574838181
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.09183841796104275, tolerance: 0.00211051574838181
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1334626325807804, tolerance: 0.00211051574838181
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.23772576499116127, tolerance: 0.00211051574838181
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.15684467409905167, tolerance: 0.00211051574838181
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.3913241844801636, tolerance: 0.00211051574838181
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.005796229015842869, tolerance: 0.0025240739917960805
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.017780064098591453, tolerance: 0.0025240739917960805
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.026762026434724362, tolerance: 0.0025240739917960805
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.05221785898175568, tolerance: 0.0025240739917960805
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.023165693795601072, tolerance: 0.0025240739917960805
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.04315105906574246, tolerance: 0.0025240739917960805
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.15504675414937452, tolerance: 0.0025240739917960805
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.08055786984775182, tolerance: 0.0025240739917960805
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.27181458477517495, tolerance: 0.0025240739917960805
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.3698325398121156, tolerance: 0.0025240739917960805
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.20348880658033508, tolerance: 0.0025240739917960805
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.16299295378179934, tolerance: 0.0025240739917960805
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.003219182712751234, tolerance: 0.0025216224995449643
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.008832024742410738, tolerance: 0.0025216224995449643
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.02277878939917599, tolerance: 0.0025216224995449643
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.032457942735224066, tolerance: 0.0025216224995449643
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.06671536656608978, tolerance: 0.0025216224995449643
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.021391419027882108, tolerance: 0.0025216224995449643
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.10027315110108503, tolerance: 0.0025216224995449643
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.17367214033759026, tolerance: 0.0025216224995449643
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.08007213764390642, tolerance: 0.0025216224995449643
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.27752094188197063, tolerance: 0.0025216224995449643
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.35633491423117647, tolerance: 0.0025216224995449643
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.2343363215435943, tolerance: 0.0025216224995449643
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.1810783166768637, tolerance: 0.0025216224995449643
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.005420098767800141, tolerance: 0.002505035878208515
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.016568453772645597, tolerance: 0.002505035878208515
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.0357829749992753, tolerance: 0.002505035878208515
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.018394939134143584, tolerance: 0.002505035878208515
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.045086148052732256, tolerance: 0.002505035878208515
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.09361812154854476, tolerance: 0.002505035878208515
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.027058006192454798, tolerance: 0.002505035878208515
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.17545208844563476, tolerance: 0.002505035878208515
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.09616645965616755, tolerance: 0.002505035878208515
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.10044443473158537, tolerance: 0.002505035878208515
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\utils\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
## return f(*args, **kwargs)Here we also compute DML with OLS used as the ML method
dreg <- function(z,d){ glmnet(z,d,family="gaussian", lambda=0) } #ML method = ols from glmnet
yreg <- function(z,y){ glmnet(z,y,family="gaussian", lambda=0) } #ML method = ols from glmnet
DML2.ols = DML2.for.PLM(z, d, y, dreg, yreg, nfold=10, clu)## fold: 1 2 3 4 5 6 7 8 9 10
## coef (se) = 0.221087 (0.0538062)
#DML with cross-validated Lasso:
def dreg(z,d):
result = LinearRegression().fit( z, d )
return result
def yreg(z,y):
result = LinearRegression().fit( z, y )
return result
DML2_ols = DML2_for_PLM(z, d, y, dreg, yreg, 2, clu)## 0
## 1
## Coefficient is 0.34565657792029836, SE is equal to 0.080115871627886Next, we also apply Random Forest for comparison purposes.
14.4.1 Random Forest
#DML with Random Forest:
dreg <- function(z,d){ randomForest(z, d) } #ML method=Forest
yreg <- function(z,y){ randomForest(z, y) } #ML method=Forest
set.seed(1)
DML2.RF = DML2.for.PLM(z, d, y, dreg, yreg, nfold=2, clu) # set to 2 due to computation time## fold: 1 2
## coef (se) = 0.153017 (0.0605311)
from sklearn.tree import DecisionTreeRegressor
from sklearn.ensemble import RandomForestRegressor
from sklearn.ensemble import GradientBoostingRegressor
#DML with cross-validated Lasso:
def dreg(z,d):
result = RandomForestRegressor( random_state = 0 , n_estimators = 500 , max_features = 65 , n_jobs = 4 , min_samples_leaf = 5 ).fit( z, d )
return result
def yreg(z,y):
result = RandomForestRegressor( random_state = 0 , n_estimators = 500 , max_features = 65 , n_jobs = 4 , min_samples_leaf = 5 ).fit( z, y )
return result
DML2_RF = DML2_for_PLM(z, d, y, dreg, yreg, 2, clu) # set to 2 due to computation time## 0
## 1
## Coefficient is 0.11355041105579197, SE is equal to 0.05545457413597953
##
## <string>:2: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().
## <string>:2: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().
## <string>:2: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().
## <string>:2: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().We conclude that the gun ownership rates are related to gun homicide rates - if gun ownership increases by 1% relative to a trend then the predicted gun homicide rate goes up by about 0.20% controlling for counties’ characteristics.
Finally, let’s see which method is actually better. We compute RMSE for predicting D and Y, and see which of the methods works better.
mods<- list(DML2.ols, DML2.lasso, DML2.post, DML2.lasso.cv, DML2.ridge, DML2.elnet, DML2.RF)
RMSE.mdl<- function(mdl) {
RMSEY <- sqrt(mean(mdl$ytil)^2)
RMSED <- sqrt(mean(mdl$dtil)^2)
return( list(RMSEY=RMSEY, RMSED=RMSED))
}
#RMSE.mdl(DML2.lasso)
#DML2.lasso$ytil
Res<- lapply(mods, RMSE.mdl)
prRes.Y<- c( Res[[1]]$RMSEY,Res[[2]]$RMSEY, Res[[3]]$RMSEY, Res[[4]]$RMSEY, Res[[5]]$RMSEY, Res[[6]]$RMSEY, Res[[7]]$RMSEY)
prRes.D<- c( Res[[1]]$RMSED,Res[[2]]$RMSED, Res[[3]]$RMSED, Res[[4]]$RMSED, Res[[5]]$RMSED, Res[[6]]$RMSED, Res[[7]]$RMSED)
prRes<- rbind(prRes.Y, prRes.D);
rownames(prRes)<- c("RMSE D", "RMSE Y");
colnames(prRes)<- c("OLS", "Lasso", "Post-Lasso", "CV Lasso", "CV Ridge", "CV Elnet", "RF")
print(prRes,digit=6)## OLS Lasso Post-Lasso CV Lasso CV Ridge CV Elnet
## RMSE D 8.77717e-05 3.25471e-05 1.32656e-04 4.05133e-04 2.80351e-04 0.000800899
## RMSE Y 2.49659e-05 3.35791e-05 6.89649e-05 6.22797e-05 1.83980e-06 0.000025963
## RF
## RMSE D 0.01086246
## RMSE Y 0.00152755
mods = [DML2_ols, DML2_lasso, DML2_lasso_post , DML2_lasso_cv, DML2_ridge, DML2_elnet, DML2_RF]
mods_name = ["DML2_ols", "DML2_lasso", "DML2_lasso_post" , "DML2_lasso_cv", 'DML2_ridge', 'DML2_elnet', 'DML2_RF']
def mdl( model , model_name ):
RMSEY = np.sqrt( np.mean( model[ 'ytil' ] ) ** 2 ) # I have some doubts about these equations...we have to recheck
RMSED = np.sqrt( np.mean( model[ 'dtil' ] ) ** 2 ) # I have some doubts about these equations...we have to recheck
result = pd.DataFrame( { model_name : [ RMSEY , RMSED ]} , index = [ 'RMSEY' , 'RMSED' ])
return result
RES = [ mdl( model , name ) for model, name in zip( mods , mods_name ) ]
pr_Res = pd.concat( RES, axis = 1)
pr_Res## DML2_ols DML2_lasso ... DML2_elnet DML2_RF
## RMSEY 0.000850 0.000351 ... 3.302202e-18 0.000271
## RMSED 0.002293 0.000298 ... 3.985416e-19 0.000691
##
## [2 rows x 7 columns]It looks like the best method for predicting D is Lasso, and the best method for predicting Y is CV Ridge.
dreg <- function(z,d){ rlasso(z,d, post=T) } #ML method= lasso from hdm
yreg <- function(z,y){ cv.glmnet(z,y,family="gaussian", alpha=0) } #ML method = ridge from glmnet
DML2.best= DML2.for.PLM(z, d, y, dreg, yreg, nfold=10, clu)## fold: 1 2 3 4 5 6 7 8 9 10
## coef (se) = 0.219222 (0.0557086)
#DML with cross-validated Lasso:
def dreg(z,d):
result = standard_skl_model( LassoCV(cv = 10 , random_state = 0 , alphas = [0]) ).fit( z, d )
return result
def yreg(z,y):
result = standard_skl_model( ElasticNetCV( cv = 10 , random_state = 0 , l1_ratio = 0.0001 ) ).fit( z, y )
return result
DML2_best = DML2_for_PLM(z, d, y , dreg, yreg, 10, clu)## 0
## 1
## 2
## 3
## 4
## 5
## 6
## 7
## 8
## 9
## Coefficient is 0.19759689785145373, SE is equal to 0.0515308040711744
##
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\utils\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
## return f(*args, **kwargs)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.4176065470948, tolerance: 0.004495208289024329
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.055986601739853, tolerance: 0.004427585968663211
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.41171989784634, tolerance: 0.004444079368859386
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.352309329860468, tolerance: 0.004494269849670537
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17.2451136963234, tolerance: 0.004064609370079191
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16.431175924700756, tolerance: 0.0038810302984898606
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16.76403406335082, tolerance: 0.0037708993348733255
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.45289885101836, tolerance: 0.0045087098114118505
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.47874227857963, tolerance: 0.004442238444391954
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.373263864930585, tolerance: 0.00445733940352517
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:1349: UserWarning: With alpha=0, this algorithm does not converge well. You are advised to use the LinearRegression estimator
## model.fit(X, y)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: UserWarning: Coordinate descent with no regularization may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20.82947732627743, tolerance: 0.00477624161918963
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\utils\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
## return f(*args, **kwargs)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.1062490552503164, tolerance: 0.06259413395811286
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\utils\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
## return f(*args, **kwargs)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18.950184634428393, tolerance: 0.004497200991925987
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18.604838650008794, tolerance: 0.004412605030144105
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18.797458993665952, tolerance: 0.004415118671727848
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18.97347711966396, tolerance: 0.004510067748808966
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16.599247084841117, tolerance: 0.004003372928279514
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16.19481455820649, tolerance: 0.003894674970535546
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16.625954632992105, tolerance: 0.0037583222700189865
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18.898133339389354, tolerance: 0.00448024982699413
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18.864274251083902, tolerance: 0.00442616041797027
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18.757973983115672, tolerance: 0.004439349686917034
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:1349: UserWarning: With alpha=0, this algorithm does not converge well. You are advised to use the LinearRegression estimator
## model.fit(X, y)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: UserWarning: Coordinate descent with no regularization may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20.303239743313682, tolerance: 0.0047596959833147165
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\utils\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
## return f(*args, **kwargs)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\utils\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
## return f(*args, **kwargs)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.552716236939617, tolerance: 0.004534546689303314
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.271130862754852, tolerance: 0.00447215722846558
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.425844463211885, tolerance: 0.004468556411789537
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.559633215420433, tolerance: 0.004558714499544268
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17.558595103937833, tolerance: 0.004129078841753372
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16.814125662857588, tolerance: 0.003922271119599538
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16.584004051032814, tolerance: 0.0037456301064730173
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.590056212627495, tolerance: 0.004546398132582812
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.667330707178365, tolerance: 0.004521204471907841
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.452251542901088, tolerance: 0.004494533698364169
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:1349: UserWarning: With alpha=0, this algorithm does not converge well. You are advised to use the LinearRegression estimator
## model.fit(X, y)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: UserWarning: Coordinate descent with no regularization may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20.99750444588804, tolerance: 0.0048214779769305905
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\utils\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
## return f(*args, **kwargs)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.348784122114239, tolerance: 0.06070118451708202
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\utils\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
## return f(*args, **kwargs)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.826489754515727, tolerance: 0.00459977928545764
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.508745066957616, tolerance: 0.004545572786661457
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.765245528500387, tolerance: 0.004558446530620401
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.793888505250145, tolerance: 0.004629995416627879
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17.673503618806393, tolerance: 0.004155539700731995
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16.87580422547724, tolerance: 0.003999424978070696
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17.140339080131756, tolerance: 0.003867052283498096
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.872677470631167, tolerance: 0.004629671825207263
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.831988239563753, tolerance: 0.004564383129225498
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.706055520027565, tolerance: 0.004570577227479629
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:1349: UserWarning: With alpha=0, this algorithm does not converge well. You are advised to use the LinearRegression estimator
## model.fit(X, y)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: UserWarning: Coordinate descent with no regularization may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21.27251532223881, tolerance: 0.004902285419681361
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\utils\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
## return f(*args, **kwargs)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\utils\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
## return f(*args, **kwargs)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.832897018589808, tolerance: 0.0045836248861587025
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.45312500160906, tolerance: 0.004510871375522954
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.82237676623484, tolerance: 0.004546295542745177
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.77370080345384, tolerance: 0.004599912506862376
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17.61152409553831, tolerance: 0.0041348526641819105
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16.771372850403743, tolerance: 0.003960651541060596
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17.06179518776898, tolerance: 0.0038400684753379767
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.748726015108325, tolerance: 0.004585857788108508
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.868812551179776, tolerance: 0.004539821427279877
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.85697623383317, tolerance: 0.004571615975205035
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:1349: UserWarning: With alpha=0, this algorithm does not converge well. You are advised to use the LinearRegression estimator
## model.fit(X, y)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: UserWarning: Coordinate descent with no regularization may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21.253165591333662, tolerance: 0.004874861079770203
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\utils\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
## return f(*args, **kwargs)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\utils\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
## return f(*args, **kwargs)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.930649627432068, tolerance: 0.004649688739341868
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.50759942138106, tolerance: 0.00455654673939331
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.86208058984633, tolerance: 0.004595513907555969
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.963957764959567, tolerance: 0.004665688675494356
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17.7076653577647, tolerance: 0.004195925829911004
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17.046377521394582, tolerance: 0.004009186258426691
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16.841311433747194, tolerance: 0.0037920355622445587
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.925171279069946, tolerance: 0.004644956294772149
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.892310762413544, tolerance: 0.004588751731552956
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.851894238925908, tolerance: 0.004608298651233063
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:1349: UserWarning: With alpha=0, this algorithm does not converge well. You are advised to use the LinearRegression estimator
## model.fit(X, y)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: UserWarning: Coordinate descent with no regularization may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21.340910888472052, tolerance: 0.004922980270226814
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\utils\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
## return f(*args, **kwargs)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.890777993265374, tolerance: 0.0628707974065299
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\utils\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
## return f(*args, **kwargs)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.64748643642587, tolerance: 0.004494217545459553
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.40609864254821, tolerance: 0.004441855823157964
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.601962158507703, tolerance: 0.004445901947922878
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.612245008191774, tolerance: 0.004519378719547408
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17.569472184006926, tolerance: 0.004072723066440738
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16.64370954009961, tolerance: 0.003873637416559465
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16.66039242089783, tolerance: 0.003745641179996018
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.723685382722426, tolerance: 0.0045251400769465875
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.706639694926302, tolerance: 0.004481754193972298
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.58164778145689, tolerance: 0.004471536200576808
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:1349: UserWarning: With alpha=0, this algorithm does not converge well. You are advised to use the LinearRegression estimator
## model.fit(X, y)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: UserWarning: Coordinate descent with no regularization may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21.065797434865214, tolerance: 0.004785767298554842
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\utils\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
## return f(*args, **kwargs)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1.8597372267294645, tolerance: 0.061755402992338206
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\utils\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
## return f(*args, **kwargs)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.99632275683351, tolerance: 0.004613361649345925
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.729078609119163, tolerance: 0.0045711475697482904
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.82638784478833, tolerance: 0.004538230957234997
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20.048010871010828, tolerance: 0.004654016301858528
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17.81336322403843, tolerance: 0.004190415930224895
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16.942431992542843, tolerance: 0.003981085418808664
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17.02839319423471, tolerance: 0.0038072872055495226
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.927129044334855, tolerance: 0.0046153831196630865
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20.04529114259031, tolerance: 0.004576921411291107
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.879014298011093, tolerance: 0.0045727079668910885
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:1349: UserWarning: With alpha=0, this algorithm does not converge well. You are advised to use the LinearRegression estimator
## model.fit(X, y)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: UserWarning: Coordinate descent with no regularization may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21.411485937513923, tolerance: 0.004902291988171039
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\utils\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
## return f(*args, **kwargs)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\utils\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
## return f(*args, **kwargs)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.43197617697013, tolerance: 0.00449334695776156
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.12092773214811, tolerance: 0.004444962767579769
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.36103676099678, tolerance: 0.004449583706157874
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.418752718143057, tolerance: 0.00453145398545237
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17.257770082882793, tolerance: 0.004066854548840613
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17.102762735332057, tolerance: 0.004025467716740815
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16.536774435273333, tolerance: 0.003704900129609514
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.418655707228766, tolerance: 0.0045085368142088085
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.468516923049556, tolerance: 0.004466047143225332
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.487023581066737, tolerance: 0.004493377134046159
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:1349: UserWarning: With alpha=0, this algorithm does not converge well. You are advised to use the LinearRegression estimator
## model.fit(X, y)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: UserWarning: Coordinate descent with no regularization may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20.88640776210364, tolerance: 0.004798295971201951
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\utils\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
## return f(*args, **kwargs)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 0.3926758759542963, tolerance: 0.06159309658450335
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\utils\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
## return f(*args, **kwargs)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.476314058057742, tolerance: 0.004527472686217779
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.35754020645666, tolerance: 0.0045142656451122275
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.410026926079315, tolerance: 0.00447676426714302
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.40705911743945, tolerance: 0.004541465912279265
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17.563399230964947, tolerance: 0.004155031315691372
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16.237877828137897, tolerance: 0.0038734935007597947
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16.798461473248615, tolerance: 0.0037649248335003393
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.497260512321365, tolerance: 0.00454713510130796
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.599585580324575, tolerance: 0.004504430831651946
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: UserWarning: Coordinate descent with alpha=0 may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:526: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19.400745782880165, tolerance: 0.004500029512214036
## model = cd_fast.enet_coordinate_descent_gram(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:1349: UserWarning: With alpha=0, this algorithm does not converge well. You are advised to use the LinearRegression estimator
## model.fit(X, y)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: UserWarning: Coordinate descent with no regularization may lead to unexpected results and is discouraged.
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20.918348855728365, tolerance: 0.004822792554371512
## model = cd_fast.enet_coordinate_descent(
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\utils\validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
## return f(*args, **kwargs)
## C:\Users\MSI-NB\ANACON~1\envs\TENSOR~2\lib\site-packages\sklearn\linear_model\_coordinate_descent.py:530: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3.374075768603916, tolerance: 0.06233544981136511
## model = cd_fast.enet_coordinate_descent(Let’s organize the results in a table.
table <- matrix(0,9,2)
table[1,1] <- as.numeric(est_baseline[1])
table[2,1] <- as.numeric(est_ols[1])
table[3,1] <- as.numeric(DML2.lasso$coef.est)
table[4,1] <- as.numeric(DML2.post$coef.est)
table[5,1] <-as.numeric(DML2.lasso.cv$coef.est)
table[6,1] <-as.numeric(DML2.elnet$coef.est)
table[7,1] <-as.numeric(DML2.ridge$coef.est)
table[8,1] <-as.numeric(DML2.RF$coef.est)
table[9,1] <-as.numeric(DML2.best$coef.est)
table[1,2] <- as.numeric(est_baseline[2])
table[2,2] <- as.numeric(est_ols[2])
table[3,2] <- as.numeric(DML2.lasso$se)
table[4,2] <- as.numeric(DML2.post$se)
table[5,2] <-as.numeric(DML2.lasso.cv$se)
table[6,2] <-as.numeric(DML2.elnet$se)
table[7,2] <-as.numeric(DML2.ridge$se)
table[8,2] <-as.numeric(DML2.RF$se)
table[9,2] <-as.numeric(DML2.best$se)
# Print Results
colnames(table) <- c("Estimate","Standard Error")
rownames(table) <- c("Baseline OLS", "Least Squares with controls", "Lasso", "Post-Lasso", "CV Lasso","CV Elnet", "CV Ridge", "Random Forest",
"Best")
table## Estimate Standard Error
## Baseline OLS 0.2823045 0.06481080
## Least Squares with controls 0.1906447 0.05244756
## Lasso 0.2229591 0.05703248
## Post-Lasso 0.2269338 0.05619181
## CV Lasso 0.2010581 0.05749121
## CV Elnet 0.2063605 0.05726240
## CV Ridge 0.2017451 0.05785387
## Random Forest 0.1530170 0.06053105
## Best 0.2192225 0.05570857print(table, digit=3)## Estimate Standard Error
## Baseline OLS 0.282 0.0648
## Least Squares with controls 0.191 0.0524
## Lasso 0.223 0.0570
## Post-Lasso 0.227 0.0562
## CV Lasso 0.201 0.0575
## CV Elnet 0.206 0.0573
## CV Ridge 0.202 0.0579
## Random Forest 0.153 0.0605
## Best 0.219 0.0557tab <- xtable(table, digits=3)
print(tab, type="latex")## % latex table generated in R 4.0.4 by xtable 1.8-4 package
## % Wed Nov 24 14:53:01 2021
## \begin{table}[ht]
## \centering
## \begin{tabular}{rrr}
## \hline
## & Estimate & Standard Error \\
## \hline
## Baseline OLS & 0.282 & 0.065 \\
## Least Squares with controls & 0.191 & 0.052 \\
## Lasso & 0.223 & 0.057 \\
## Post-Lasso & 0.227 & 0.056 \\
## CV Lasso & 0.201 & 0.057 \\
## CV Elnet & 0.206 & 0.057 \\
## CV Ridge & 0.202 & 0.058 \\
## Random Forest & 0.153 & 0.061 \\
## Best & 0.219 & 0.056 \\
## \hline
## \end{tabular}
## \end{table}
table = np.zeros( ( 9 , 2 ))
table[ 0 , 0] = baseline_ols_table.iloc[ 1 , 0 ]
table[ 1 , 0] = control_ols_table.iloc[ 1 , 0 ]
table[ 2 , 0] = DML2_lasso['coef_est']
table[ 3 , 0] = DML2_lasso_post['coef_est']
table[ 4 , 0] = DML2_lasso_cv['coef_est']
table[ 5 , 0] = DML2_ridge['coef_est']
table[ 6 , 0] = DML2_elnet['coef_est']
table[ 7 , 0] = DML2_RF['coef_est']
table[ 8 , 0] = DML2_best['coef_est']
table[ 0 , 1] = baseline_ols_table.iloc[ 1 , 1 ]
table[ 1 , 1] = control_ols_table.iloc[ 1 , 1 ]
table[ 2 , 1] = DML2_lasso['se']
table[ 3 , 1] = DML2_lasso_post['se']
table[ 4 , 1] = DML2_lasso_cv['se']
table[ 5 , 1] = DML2_ridge['se']
table[ 6 , 1] = DML2_elnet['se']
table[ 7 , 1] = DML2_RF['se']
table[ 8 , 1] = DML2_best['se']
table = pd.DataFrame( table , index = [ "Baseline OLS", "Least Squares with controls", "Lasso", \
"Post-Lasso", "CV Lasso","CV Elnet", "CV Ridge", "Random Forest", "Best" ] , \
columns = ["Estimate","Standard Error"] )
table.round( 3 )## Estimate Standard Error
## Baseline OLS 0.282 0.065
## Least Squares with controls 0.192 0.053
## Lasso 0.226 0.056
## Post-Lasso 0.215 0.055
## CV Lasso 0.209 0.057
## CV Elnet 0.212 0.057
## CV Ridge 0.197 0.057
## Random Forest 0.114 0.055
## Best 0.198 0.052table.to_latex()## '\\begin{tabular}{lrr}\n\\toprule\n{} & Estimate & Standard Error \\\\\n\\midrule\nBaseline OLS & 0.282304 & 0.064811 \\\\\nLeast Squares with controls & 0.191959 & 0.052964 \\\\\nLasso & 0.225632 & 0.056154 \\\\\nPost-Lasso & 0.215282 & 0.054950 \\\\\nCV Lasso & 0.209291 & 0.056600 \\\\\nCV Elnet & 0.211672 & 0.057105 \\\\\nCV Ridge & 0.197390 & 0.057157 \\\\\nRandom Forest & 0.113550 & 0.055455 \\\\\nBest & 0.197597 & 0.051531 \\\\\n\\bottomrule\n\\end{tabular}\n'