library(readr)## Warning: package 'readr' was built under R version 4.4.3library(tidymodels)## Warning: package 'tidymodels' was built under R version 4.4.3## ── Attaching packages ────────────────────────────────────── tidymodels 1.3.0 ──## ✔ broom 1.0.7 ✔ recipes 1.3.1
## ✔ dials 1.4.0 ✔ rsample 1.3.0
## ✔ dplyr 1.1.4 ✔ tibble 3.2.1
## ✔ ggplot2 3.5.2 ✔ tidyr 1.3.1
## ✔ infer 1.0.8 ✔ tune 1.3.0
## ✔ modeldata 1.4.0 ✔ workflows 1.2.0
## ✔ parsnip 1.3.1 ✔ workflowsets 1.1.0
## ✔ purrr 1.0.4 ✔ yardstick 1.3.2## Warning: package 'broom' was built under R version 4.4.3## Warning: package 'dials' was built under R version 4.4.3## Warning: package 'scales' was built under R version 4.4.3## Warning: package 'dplyr' was built under R version 4.4.3## Warning: package 'ggplot2' was built under R version 4.4.3## Warning: package 'infer' was built under R version 4.4.3## Warning: package 'modeldata' was built under R version 4.4.3## Warning: package 'parsnip' was built under R version 4.4.3## Warning: package 'purrr' was built under R version 4.4.3## Warning: package 'recipes' was built under R version 4.4.3## Warning: package 'rsample' was built under R version 4.4.3## Warning: package 'tibble' was built under R version 4.4.3## Warning: package 'tidyr' was built under R version 4.4.3## Warning: package 'tune' was built under R version 4.4.3## Warning: package 'workflows' was built under R version 4.4.3## Warning: package 'workflowsets' was built under R version 4.4.3## Warning: package 'yardstick' was built under R version 4.4.3## ── Conflicts ───────────────────────────────────────── tidymodels_conflicts() ──
## ✖ purrr::discard() masks scales::discard()
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ✖ yardstick::spec() masks readr::spec()
## ✖ recipes::step() masks stats::step()stress_df <- read.csv("C:\\Users\\THINKPAD\\OneDrive\\Documents\\StressLevelDataset.csv")
head(stress_df)## anxiety_level self_esteem mental_health_history depression headache
## 1 14 20 0 11 2
## 2 15 8 1 15 5
## 3 12 18 1 14 2
## 4 16 12 1 15 4
## 5 16 28 0 7 2
## 6 20 13 1 21 3
## blood_pressure sleep_quality breathing_problem noise_level living_conditions
## 1 1 2 4 2 3
## 2 3 1 4 3 1
## 3 1 2 2 2 2
## 4 3 1 3 4 2
## 5 3 5 1 3 2
## 6 3 1 4 3 2
## safety basic_needs academic_performance study_load
## 1 3 2 3 2
## 2 2 2 1 4
## 3 3 2 2 3
## 4 2 2 2 4
## 5 4 3 4 3
## 6 2 1 2 5
## teacher_student_relationship future_career_concerns social_support
## 1 3 3 2
## 2 1 5 1
## 3 3 2 2
## 4 1 4 1
## 5 1 2 1
## 6 2 5 1
## peer_pressure extracurricular_activities bullying stress_level
## 1 3 3 2 1
## 2 4 5 5 2
## 3 3 2 2 1
## 4 4 4 5 2
## 5 5 0 5 1
## 6 4 4 5 2# Check the dataset
str(stress_df)## 'data.frame': 1100 obs. of 21 variables:
## $ anxiety_level : int 14 15 12 16 16 20 4 17 13 6 ...
## $ self_esteem : int 20 8 18 12 28 13 26 3 22 8 ...
## $ mental_health_history : int 0 1 1 1 0 1 0 1 1 0 ...
## $ depression : int 11 15 14 15 7 21 6 22 12 27 ...
## $ headache : int 2 5 2 4 2 3 1 4 3 4 ...
## $ blood_pressure : int 1 3 1 3 3 3 2 3 1 3 ...
## $ sleep_quality : int 2 1 2 1 5 1 4 1 2 1 ...
## $ breathing_problem : int 4 4 2 3 1 4 1 5 4 2 ...
## $ noise_level : int 2 3 2 4 3 3 1 3 3 0 ...
## $ living_conditions : int 3 1 2 2 2 2 4 1 3 5 ...
## $ safety : int 3 2 3 2 4 2 4 1 3 2 ...
## $ basic_needs : int 2 2 2 2 3 1 4 1 3 2 ...
## $ academic_performance : int 3 1 2 2 4 2 5 1 3 2 ...
## $ study_load : int 2 4 3 4 3 5 1 3 3 2 ...
## $ teacher_student_relationship: int 3 1 3 1 1 2 4 2 2 1 ...
## $ future_career_concerns : int 3 5 2 4 2 5 1 4 3 5 ...
## $ social_support : int 2 1 2 1 1 1 3 1 3 1 ...
## $ peer_pressure : int 3 4 3 4 5 4 2 4 3 5 ...
## $ extracurricular_activities : int 3 5 2 4 0 4 2 4 2 3 ...
## $ bullying : int 2 5 2 5 5 5 1 5 2 4 ...
## $ stress_level : int 1 2 1 2 1 2 0 2 1 1 ...# Check the variabel target as factor
stress_df$mental_health_history <- as.factor(stress_df$mental_health_history)# Check distribution of target
table(stress_df$mental_health_history)##
## 0 1
## 558 542prop.table(table(stress_df$mental_health_history))##
## 0 1
## 0.5072727 0.4927273# Check correlation beatwean numeric variable and mental_health_history
numeric_vars <- sapply(stress_df, is.numeric)
correlation_with_target <- sapply(stress_df[, numeric_vars], function(x) cor(x, as.numeric(stress_df$mental_health_history)))
print("Korelasi variabel dengan mental_health_history:")## [1] "Korelasi variabel dengan mental_health_history:"print(correlation_with_target)## anxiety_level self_esteem
## 0.6344496 -0.6035019
## depression headache
## 0.6158823 0.6048258
## blood_pressure sleep_quality
## 0.2956173 -0.6141460
## breathing_problem noise_level
## 0.4643473 0.5152899
## living_conditions safety
## -0.5085252 -0.5467313
## basic_needs academic_performance
## -0.6011955 -0.5861931
## study_load teacher_student_relationship
## 0.5322665 -0.5877277
## future_career_concerns social_support
## 0.6259094 -0.4825596
## peer_pressure extracurricular_activities
## 0.5806019 0.5545762
## bullying stress_level
## 0.6243658 0.6486440Korelasi positif kuat: anxiety_level (0.63), depression (0.62), headache (0.60), future_career_concerns (0.63), bullying (0.62), stress_level (0.65)
Korelasi negatif kuat: self_esteem (-0. 60), sleep_quality (-0.61), basic_needs (-0.60), academic_performance (-0.59), teacher_student_relationship (-0.59)
# split dataset for training (80%) and testing (20%)
set.seed(123) # untuk reproduksibilitas
sample_indices <- sample(1:nrow(stress_df), size = 0.8 * nrow(stress_df))
train_data <- stress_df[sample_indices, ]
test_data <- stress_df[-sample_indices, ]
# Build formula for model
predictors <- names(stress_df)[!names(stress_df) %in% c("mental_health_history")]
formula_str <- paste("mental_health_history ~", paste(predictors, collapse = " + "))
formula_obj <- as.formula(formula_str)
# Model
model <- glm(formula_obj, data = train_data, family = binomial(link = "logit"))# Summary model
summary_model <- summary(model)
print(summary_model)##
## Call:
## glm(formula = formula_obj, family = binomial(link = "logit"),
## data = train_data)
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -7.936e-01 1.217e+00 -0.652 0.514334
## anxiety_level 8.990e-02 2.676e-02 3.360 0.000781 ***
## self_esteem -5.366e-02 1.860e-02 -2.885 0.003916 **
## depression 3.630e-02 2.150e-02 1.688 0.091367 .
## headache 2.024e-01 1.006e-01 2.012 0.044202 *
## blood_pressure -1.341e-01 2.170e-01 -0.618 0.536627
## sleep_quality -1.420e-01 9.541e-02 -1.488 0.136731
## breathing_problem -4.279e-05 8.223e-02 -0.001 0.999585
## noise_level -4.665e-02 9.975e-02 -0.468 0.639987
## living_conditions -2.234e-01 1.013e-01 -2.205 0.027448 *
## safety -1.435e-02 1.047e-01 -0.137 0.890945
## basic_needs -2.615e-01 1.007e-01 -2.596 0.009434 **
## academic_performance -2.054e-01 9.899e-02 -2.075 0.038007 *
## study_load 2.085e-01 9.669e-02 2.157 0.031021 *
## teacher_student_relationship -9.743e-02 1.179e-01 -0.826 0.408701
## future_career_concerns 1.411e-01 1.020e-01 1.383 0.166631
## social_support 1.827e-01 1.984e-01 0.921 0.357113
## peer_pressure 1.043e-01 1.012e-01 1.030 0.302832
## extracurricular_activities 1.012e-01 9.641e-02 1.050 0.293624
## bullying 2.660e-01 9.764e-02 2.724 0.006449 **
## stress_level 1.020e-01 2.102e-01 0.485 0.627405
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 1219.9 on 879 degrees of freedom
## Residual deviance: 585.3 on 859 degrees of freedom
## AIC: 627.3
##
## Number of Fisher Scoring iterations: 6# Calculate odds ratio
coef_model <- coef(model)
print("Koefisien model:")## [1] "Koefisien model:"print(coef_model)## (Intercept) anxiety_level
## -7.935725e-01 8.990430e-02
## self_esteem depression
## -5.365732e-02 3.629596e-02
## headache blood_pressure
## 2.024461e-01 -1.340905e-01
## sleep_quality breathing_problem
## -1.419801e-01 -4.278639e-05
## noise_level living_conditions
## -4.665315e-02 -2.233891e-01
## safety basic_needs
## -1.434971e-02 -2.614977e-01
## academic_performance study_load
## -2.053900e-01 2.085473e-01
## teacher_student_relationship future_career_concerns
## -9.743420e-02 1.411368e-01
## social_support peer_pressure
## 1.827416e-01 1.043161e-01
## extracurricular_activities bullying
## 1.012471e-01 2.659731e-01
## stress_level
## 1.020474e-01odds_ratios <- exp(coef_model)
print("Odds Ratios:")## [1] "Odds Ratios:"print(odds_ratios)## (Intercept) anxiety_level
## 0.4522263 1.0940696
## self_esteem depression
## 0.9477568 1.0369627
## headache blood_pressure
## 1.2243941 0.8745109
## sleep_quality breathing_problem
## 0.8676385 0.9999572
## noise_level living_conditions
## 0.9544184 0.7998036
## safety basic_needs
## 0.9857528 0.7698976
## academic_performance study_load
## 0.8143297 1.2318872
## teacher_student_relationship future_career_concerns
## 0.9071620 1.1515822
## social_support peer_pressure
## 1.2005041 1.1099512
## extracurricular_activities bullying
## 1.1065500 1.3046999
## stress_level
## 1.1074360# install.packages(c("car", "ResourceSelection", "brglm2"))
# Load paket
library(car)## Warning: package 'car' was built under R version 4.4.3## Loading required package: carData## Warning: package 'carData' was built under R version 4.4.3##
## Attaching package: 'car'## The following object is masked from 'package:purrr':
##
## some## The following object is masked from 'package:dplyr':
##
## recodelibrary(ResourceSelection)## Warning: package 'ResourceSelection' was built under R version 4.4.3## ResourceSelection 0.3-6 2023-06-27library(brglm2)## Warning: package 'brglm2' was built under R version 4.4.3vif(model)## anxiety_level self_esteem
## 1.219816 1.455067
## depression headache
## 1.330379 1.244372
## blood_pressure sleep_quality
## 4.107252 1.257549
## breathing_problem noise_level
## 1.179343 1.219822
## living_conditions safety
## 1.128459 1.240825
## basic_needs academic_performance
## 1.193490 1.133436
## study_load teacher_student_relationship
## 1.108093 1.309819
## future_career_concerns social_support
## 1.251074 4.219095
## peer_pressure extracurricular_activities
## 1.224810 1.173454
## bullying stress_level
## 1.239090 1.327823Semua variabel VIF < 5, artinya tidak ada multikolinearitas serius
# Ambil semua prediktor numerik dari stress_df (kecuali target)
numeric_vars <- sapply(stress_df[predictors], is.numeric)
numeric_predictors <- names(numeric_vars[numeric_vars])
# Buat log-transformasi dari prediktor numerik
for (var in numeric_predictors) {
stress_df[[paste0("log_", var)]] <- log(stress_df[[var]] + 1e-5) # Hindari log(0)
}
# Buat interaksi x:log(x) untuk semua variabel numerik
interaction_terms <- paste0(numeric_predictors, ":", "log_", numeric_predictors)
all_terms <- c(predictors, interaction_terms)
# Buat formula baru
formula_bt_str <- paste("mental_health_history ~", paste(all_terms, collapse = " + "))
formula_bt <- as.formula(formula_bt_str)
# Fit model dengan interaksi
model_bt <- glm(formula_bt, data = stress_df, family = "binomial")
summary(model_bt)##
## Call:
## glm(formula = formula_bt, family = "binomial", data = stress_df)
##
## Coefficients:
## Estimate
## (Intercept) 99.23480
## anxiety_level 0.32181
## self_esteem -0.35019
## depression 0.38054
## headache 0.87399
## blood_pressure -99.81120
## sleep_quality 0.53040
## breathing_problem -0.32072
## noise_level -0.16411
## living_conditions -0.34717
## safety 0.67977
## basic_needs -0.51780
## academic_performance 0.56554
## study_load -0.13343
## teacher_student_relationship 0.23313
## future_career_concerns -0.55032
## social_support 0.04195
## peer_pressure 0.56352
## extracurricular_activities -0.66969
## bullying -0.61500
## stress_level -1.06065
## anxiety_level:log_anxiety_level -0.07527
## self_esteem:log_self_esteem 0.08577
## depression:log_depression -0.10324
## headache:log_headache -0.38555
## blood_pressure:log_blood_pressure 60.39879
## sleep_quality:log_sleep_quality -0.36937
## breathing_problem:log_breathing_problem 0.17017
## noise_level:log_noise_level 0.07905
## living_conditions:log_living_conditions 0.10193
## safety:log_safety -0.40229
## basic_needs:log_basic_needs 0.16112
## academic_performance:log_academic_performance -0.40489
## study_load:log_study_load 0.18497
## teacher_student_relationship:log_teacher_student_relationship -0.21795
## future_career_concerns:log_future_career_concerns 0.36547
## social_support:log_social_support 0.09618
## peer_pressure:log_peer_pressure -0.24632
## extracurricular_activities:log_extracurricular_activities 0.39436
## bullying:log_bullying 0.47866
## stress_level:log_stress_level 1.57345
## Std. Error
## (Intercept) 3796.83074
## anxiety_level 0.26955
## self_esteem 0.17214
## depression 0.20705
## headache 0.43042
## blood_pressure 3796.85312
## sleep_quality 0.43206
## breathing_problem 0.34999
## noise_level 0.40634
## living_conditions 0.43960
## safety 0.41141
## basic_needs 0.39748
## academic_performance 0.43779
## study_load 0.42464
## teacher_student_relationship 0.40226
## future_career_concerns 0.41071
## social_support 0.36508
## peer_pressure 0.40601
## extracurricular_activities 0.42487
## bullying 0.39250
## stress_level 0.44916
## anxiety_level:log_anxiety_level 0.08157
## self_esteem:log_self_esteem 0.04678
## depression:log_depression 0.05927
## headache:log_headache 0.23853
## blood_pressure:log_blood_pressure 2304.02980
## sleep_quality:log_sleep_quality 0.24170
## breathing_problem:log_breathing_problem 0.18811
## noise_level:log_noise_level 0.22904
## living_conditions:log_living_conditions 0.24600
## safety:log_safety 0.23944
## basic_needs:log_basic_needs 0.22529
## academic_performance:log_academic_performance 0.24275
## study_load:log_study_load 0.23544
## teacher_student_relationship:log_teacher_student_relationship 0.25047
## future_career_concerns:log_future_career_concerns 0.23003
## social_support:log_social_support 0.22910
## peer_pressure:log_peer_pressure 0.22663
## extracurricular_activities:log_extracurricular_activities 0.23846
## bullying:log_bullying 0.22482
## stress_level:log_stress_level 0.57347
## z value Pr(>|z|)
## (Intercept) 0.026 0.97915
## anxiety_level 1.194 0.23253
## self_esteem -2.034 0.04191
## depression 1.838 0.06607
## headache 2.031 0.04230
## blood_pressure -0.026 0.97903
## sleep_quality 1.228 0.21959
## breathing_problem -0.916 0.35947
## noise_level -0.404 0.68630
## living_conditions -0.790 0.42968
## safety 1.652 0.09847
## basic_needs -1.303 0.19268
## academic_performance 1.292 0.19643
## study_load -0.314 0.75335
## teacher_student_relationship 0.580 0.56221
## future_career_concerns -1.340 0.18027
## social_support 0.115 0.90851
## peer_pressure 1.388 0.16516
## extracurricular_activities -1.576 0.11498
## bullying -1.567 0.11715
## stress_level -2.361 0.01820
## anxiety_level:log_anxiety_level -0.923 0.35615
## self_esteem:log_self_esteem 1.834 0.06672
## depression:log_depression -1.742 0.08151
## headache:log_headache -1.616 0.10602
## blood_pressure:log_blood_pressure 0.026 0.97909
## sleep_quality:log_sleep_quality -1.528 0.12645
## breathing_problem:log_breathing_problem 0.905 0.36567
## noise_level:log_noise_level 0.345 0.73000
## living_conditions:log_living_conditions 0.414 0.67862
## safety:log_safety -1.680 0.09294
## basic_needs:log_basic_needs 0.715 0.47450
## academic_performance:log_academic_performance -1.668 0.09533
## study_load:log_study_load 0.786 0.43207
## teacher_student_relationship:log_teacher_student_relationship -0.870 0.38421
## future_career_concerns:log_future_career_concerns 1.589 0.11211
## social_support:log_social_support 0.420 0.67461
## peer_pressure:log_peer_pressure -1.087 0.27708
## extracurricular_activities:log_extracurricular_activities 1.654 0.09816
## bullying:log_bullying 2.129 0.03325
## stress_level:log_stress_level 2.744 0.00607
##
## (Intercept)
## anxiety_level
## self_esteem *
## depression .
## headache *
## blood_pressure
## sleep_quality
## breathing_problem
## noise_level
## living_conditions
## safety .
## basic_needs
## academic_performance
## study_load
## teacher_student_relationship
## future_career_concerns
## social_support
## peer_pressure
## extracurricular_activities
## bullying
## stress_level *
## anxiety_level:log_anxiety_level
## self_esteem:log_self_esteem .
## depression:log_depression .
## headache:log_headache
## blood_pressure:log_blood_pressure
## sleep_quality:log_sleep_quality
## breathing_problem:log_breathing_problem
## noise_level:log_noise_level
## living_conditions:log_living_conditions
## safety:log_safety .
## basic_needs:log_basic_needs
## academic_performance:log_academic_performance .
## study_load:log_study_load
## teacher_student_relationship:log_teacher_student_relationship
## future_career_concerns:log_future_career_concerns
## social_support:log_social_support
## peer_pressure:log_peer_pressure
## extracurricular_activities:log_extracurricular_activities .
## bullying:log_bullying *
## stress_level:log_stress_level **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 1524.69 on 1099 degrees of freedom
## Residual deviance: 682.35 on 1059 degrees of freedom
## AIC: 764.35
##
## Number of Fisher Scoring iterations: 18Ada 2 variabel yang melanggar asumsi linearitas logit:
stress_level dan bullying. Beberapa lainnya mendekati signifikan, seperti:
self_esteem depression academic_performance safety
# Cek level faktor
levels(stress_df$mental_health_history)## [1] "0" "1"# Ambil data yang dipakai oleh model_logit (tanpa NA)
model_data <- model.frame(model)
# Ekstrak variabel target sebagai numeric
y <- as.numeric(as.character(model_data$mental_health_history)) # asumsi nama asli
# Ambil prediksi probabilitas dari model
predicted_probs <- fitted(model)
# Uji Hosmer-Lemeshow
# library(ResourceSelection)
hl_result <- hoslem.test(y, predicted_probs, g = 10)
print(hl_result)##
## Hosmer and Lemeshow goodness of fit (GOF) test
##
## data: y, predicted_probs
## X-squared = 23.735, df = 8, p-value = 0.002539Model regresi logistik tidak fit dengan baik terhadap data berdasarkan uji goodness of fit Hosmer-Lemeshow (p = 0.002539 < 0.05). Artinya, ada perbedaan signifikan antara probabilitas yang diprediksi oleh model dengan nilai aktual dari data.
# install.packages("corrplot")
# install.packages("Hmisc")
library(ggplot2)
library(corrplot)## Warning: package 'corrplot' was built under R version 4.4.3## corrplot 0.95 loadedlibrary(Hmisc)## Warning: package 'Hmisc' was built under R version 4.4.3##
## Attaching package: 'Hmisc'## The following object is masked from 'package:parsnip':
##
## translate## The following objects are masked from 'package:dplyr':
##
## src, summarize## The following objects are masked from 'package:base':
##
## format.pval, unitscor_test <- rcorr(as.matrix(stress_df), type = "pearson")
cor_test$r## anxiety_level self_esteem
## anxiety_level 1.00000000 -0.67274527
## self_esteem -0.67274527 1.00000000
## mental_health_history 0.63444962 -0.60350194
## depression 0.69434038 -0.69960176
## headache 0.63273760 -0.62605846
## blood_pressure 0.33086693 -0.51469196
## sleep_quality -0.71029231 0.66269281
## breathing_problem 0.56165377 -0.51051430
## noise_level 0.60862435 -0.57116874
## living_conditions -0.56843442 0.55053505
## safety -0.65121978 0.64398072
## basic_needs -0.63707854 0.63121163
## academic_performance -0.64960113 0.63904518
## study_load 0.58606418 -0.57511170
## teacher_student_relationship -0.66317647 0.65293428
## future_career_concerns 0.71701563 -0.71251955
## social_support -0.56974786 0.67921097
## peer_pressure 0.64291015 -0.60711787
## extracurricular_activities 0.64102185 -0.64120175
## bullying 0.70998150 -0.64073711
## stress_level 0.73679542 -0.75619509
## log_anxiety_level 0.57051210 -0.33533650
## log_self_esteem -0.31401135 0.58241317
## log_depression 0.34939267 -0.32845097
## log_headache 0.17905986 -0.10434691
## log_blood_pressure 0.23663420 -0.42596284
## log_sleep_quality -0.24386743 0.24513968
## log_breathing_problem 0.15037932 -0.09095660
## log_noise_level 0.18612637 -0.06274690
## log_living_conditions -0.14185808 0.16863139
## log_safety -0.15064650 0.20377384
## log_basic_needs -0.08626239 0.18716829
## log_academic_performance -0.15843602 0.20059590
## log_study_load 0.16166297 -0.12265737
## log_teacher_student_relationship -0.15229743 0.18354757
## log_future_career_concerns 0.26133966 -0.21675365
## log_social_support -0.13606695 0.18667830
## log_peer_pressure 0.16512276 -0.07761779
## log_extracurricular_activities 0.16340639 -0.14767590
## log_bullying 0.20520820 -0.11663407
## log_stress_level 0.67545753 -0.62197075
## mental_health_history depression headache
## anxiety_level 0.63444962 0.6943404 0.63273760
## self_esteem -0.60350194 -0.6996018 -0.62605846
## mental_health_history 1.00000000 0.6158823 0.60482582
## depression 0.61588234 1.0000000 0.65769990
## headache 0.60482582 0.6576999 1.00000000
## blood_pressure 0.29561732 0.4360842 0.36198625
## sleep_quality -0.61414595 -0.6931609 -0.63877085
## breathing_problem 0.46434727 0.5225402 0.46171877
## noise_level 0.51528986 0.5662495 0.54355726
## living_conditions -0.50852517 -0.5303507 -0.53282511
## safety -0.54673128 -0.6258572 -0.58913649
## basic_needs -0.60119551 -0.6087761 -0.62319892
## academic_performance -0.58619306 -0.6331743 -0.62205855
## study_load 0.53226652 0.6024984 0.54288968
## teacher_student_relationship -0.58772774 -0.6738530 -0.62592817
## future_career_concerns 0.62590942 0.7065606 0.67930724
## social_support -0.48255961 -0.6179720 -0.57298794
## peer_pressure 0.58060193 0.6355437 0.62258071
## extracurricular_activities 0.55457620 0.6485506 0.58256192
## bullying 0.62436580 0.6657899 0.60977550
## stress_level 0.64864400 0.7343786 0.71348404
## log_anxiety_level 0.33198867 0.3577995 0.32230672
## log_self_esteem -0.29984563 -0.3346461 -0.29332397
## log_depression 0.32858487 0.5564297 0.31509909
## log_headache 0.23635632 0.2057355 0.54754464
## log_blood_pressure 0.21304855 0.3453010 0.27266109
## log_sleep_quality -0.14910988 -0.2369747 -0.17718043
## log_breathing_problem 0.08585825 0.0873045 0.06704206
## log_noise_level 0.10475502 0.1029564 0.08254060
## log_living_conditions -0.15938031 -0.1309274 -0.22008240
## log_safety -0.09295817 -0.1767469 -0.15474904
## log_basic_needs -0.17444096 -0.1369698 -0.16965158
## log_academic_performance -0.12914301 -0.1748091 -0.17271196
## log_study_load 0.15470649 0.1368374 0.12722656
## log_teacher_student_relationship -0.14005957 -0.1959593 -0.13850764
## log_future_career_concerns 0.20109006 0.1905238 0.19060014
## log_social_support -0.05750084 -0.1132574 -0.11037818
## log_peer_pressure 0.17588623 0.1541321 0.20026673
## log_extracurricular_activities 0.12527164 0.1453502 0.12203250
## log_bullying 0.17577056 0.1509336 0.13662573
## log_stress_level 0.57568116 0.6269266 0.62540505
## blood_pressure sleep_quality breathing_problem
## anxiety_level 0.33086693 -0.71029231 0.56165377
## self_esteem -0.51469196 0.66269281 -0.51051430
## mental_health_history 0.29561732 -0.61414595 0.46434727
## depression 0.43608416 -0.69316091 0.52254022
## headache 0.36198625 -0.63877085 0.46171877
## blood_pressure 1.00000000 -0.30032340 0.16230841
## sleep_quality -0.30032340 1.00000000 -0.54168664
## breathing_problem 0.16230841 -0.54168664 1.00000000
## noise_level 0.35274398 -0.57664546 0.45923452
## living_conditions -0.27468555 0.53546152 -0.44899700
## safety -0.28835357 0.65768634 -0.51934756
## basic_needs -0.28058999 0.62095470 -0.50817208
## academic_performance -0.26278539 0.67132630 -0.50725088
## study_load 0.34896434 -0.55177507 0.42879097
## teacher_student_relationship -0.35212296 0.67756912 -0.49889453
## future_career_concerns 0.43408740 -0.68212976 0.54534506
## social_support -0.75253096 0.55455309 -0.36517338
## peer_pressure 0.40139211 -0.64909813 0.49272879
## extracurricular_activities 0.42625450 -0.62309232 0.51688436
## bullying 0.37044021 -0.69942716 0.57634082
## stress_level 0.39419986 -0.74906786 0.57398367
## log_anxiety_level 0.07295698 -0.37313632 0.29267556
## log_self_esteem -0.31242169 0.29172648 -0.25301976
## log_depression 0.06422534 -0.34431332 0.24346655
## log_headache -0.07397846 -0.18032715 0.15128173
## log_blood_pressure 0.99015632 -0.20095781 0.08715666
## log_sleep_quality -0.27983120 0.55242783 -0.12287644
## log_breathing_problem -0.15005000 -0.15024352 0.57558223
## log_noise_level -0.09978987 -0.14773780 0.18391017
## log_living_conditions -0.23273906 0.09621618 -0.01978446
## log_safety -0.24937423 0.17695912 -0.12488345
## log_basic_needs -0.25713339 0.12057254 -0.07371917
## log_academic_performance -0.23810042 0.19778011 -0.04650144
## log_study_load -0.10440702 -0.12427312 0.10775046
## log_teacher_student_relationship -0.27349243 0.16805686 -0.09594926
## log_future_career_concerns -0.04532328 -0.18893495 0.21375163
## log_social_support -0.39765232 0.05852292 -0.01454490
## log_peer_pressure -0.09257058 -0.15446541 0.11207178
## log_extracurricular_activities -0.07568433 -0.12213599 0.21645122
## log_bullying -0.09517587 -0.24419287 0.25778015
## log_stress_level 0.02902564 -0.69377975 0.55043022
## noise_level living_conditions safety
## anxiety_level 0.60862435 -0.56843442 -0.65121978
## self_esteem -0.57116874 0.55053505 0.64398072
## mental_health_history 0.51528986 -0.50852517 -0.54673128
## depression 0.56624953 -0.53035073 -0.62585718
## headache 0.54355726 -0.53282511 -0.58913649
## blood_pressure 0.35274398 -0.27468555 -0.28835357
## sleep_quality -0.57664546 0.53546152 0.65768634
## breathing_problem 0.45923452 -0.44899700 -0.51934756
## noise_level 1.00000000 -0.45236160 -0.53662963
## living_conditions -0.45236160 1.00000000 0.56357097
## safety -0.53662963 0.56357097 1.00000000
## basic_needs -0.57232662 0.50327504 0.62477449
## academic_performance -0.51372981 0.50722061 0.64284616
## study_load 0.49362537 -0.43773247 -0.49390293
## teacher_student_relationship -0.53875834 0.54933165 0.66332786
## future_career_concerns 0.57543908 -0.56507132 -0.65810571
## social_support -0.49209403 0.46659420 0.61498808
## peer_pressure 0.58381732 -0.50179461 -0.55694540
## extracurricular_activities 0.56361356 -0.51579355 -0.58030419
## bullying 0.58545828 -0.55113875 -0.64567328
## stress_level 0.66337132 -0.58172308 -0.70960161
## log_anxiety_level 0.29154596 -0.29416496 -0.35998305
## log_self_esteem -0.27079214 0.22907859 0.28130148
## log_depression 0.27797023 -0.25432272 -0.32629692
## log_headache 0.20312688 -0.18415622 -0.15209268
## log_blood_pressure 0.27911227 -0.19919950 -0.18269595
## log_sleep_quality -0.14608600 0.21200112 0.21588266
## log_breathing_problem 0.15553575 -0.09666258 -0.06998787
## log_noise_level 0.55784822 -0.10268258 -0.05936858
## log_living_conditions -0.10036737 0.56340261 0.19262336
## log_safety -0.09961149 0.18050774 0.55091067
## log_basic_needs -0.14547742 0.12642984 0.17936937
## log_academic_performance -0.08661148 0.12941176 0.23832243
## log_study_load 0.15651201 -0.09108993 -0.04505007
## log_teacher_student_relationship -0.09995164 0.15265176 0.17115840
## log_future_career_concerns 0.13115541 -0.20832104 -0.20012941
## log_social_support -0.07671202 0.09273086 0.22904943
## log_peer_pressure 0.20558931 -0.13041039 -0.06370464
## log_extracurricular_activities 0.14430963 -0.15526947 -0.13408413
## log_bullying 0.15842318 -0.11795135 -0.18266534
## log_stress_level 0.55872434 -0.52278493 -0.70397070
## basic_needs academic_performance study_load
## anxiety_level -0.637078545 -0.64960113 0.58606418
## self_esteem 0.631211628 0.63904518 -0.57511170
## mental_health_history -0.601195512 -0.58619306 0.53226652
## depression -0.608776081 -0.63317435 0.60249837
## headache -0.623198919 -0.62205855 0.54288968
## blood_pressure -0.280589986 -0.26278539 0.34896434
## sleep_quality 0.620954697 0.67132630 -0.55177507
## breathing_problem -0.508172076 -0.50725088 0.42879097
## noise_level -0.572326618 -0.51372981 0.49362537
## living_conditions 0.503275042 0.50722061 -0.43773247
## safety 0.624774494 0.64284616 -0.49390293
## basic_needs 1.000000000 0.63938746 -0.51345946
## academic_performance 0.639387458 1.00000000 -0.52041665
## study_load -0.513459456 -0.52041665 1.00000000
## teacher_student_relationship 0.649518844 0.66946932 -0.51412279
## future_career_concerns -0.639347876 -0.64380493 0.57607822
## social_support 0.584141374 0.56750121 -0.47331209
## peer_pressure -0.587036531 -0.56294766 0.54418902
## extracurricular_activities -0.506425784 -0.58861221 0.54354313
## bullying -0.644886165 -0.66622873 0.58666858
## stress_level -0.708967592 -0.72092236 0.63415550
## log_anxiety_level -0.374635848 -0.36960257 0.28342161
## log_self_esteem 0.280661165 0.27989884 -0.28694231
## log_depression -0.294171189 -0.34986951 0.27213873
## log_headache -0.182361388 -0.17531781 0.18496091
## log_blood_pressure -0.177677031 -0.15909847 0.27768642
## log_sleep_quality 0.131848557 0.25001953 -0.12348369
## log_breathing_problem -0.064339689 -0.10657449 0.10418075
## log_noise_level -0.119714868 -0.03810416 0.08236315
## log_living_conditions 0.143192154 0.10858845 -0.06551369
## log_safety 0.210114974 0.14200330 -0.08144706
## log_basic_needs 0.562675262 0.16820856 -0.13002560
## log_academic_performance 0.174844953 0.54604630 -0.06765925
## log_study_load -0.079997938 -0.09010002 0.55825229
## log_teacher_student_relationship 0.177635552 0.15910595 -0.03223908
## log_future_career_concerns -0.149863848 -0.19313464 0.16311512
## log_social_support 0.175607605 0.12879612 -0.02613277
## log_peer_pressure -0.131845522 -0.09651155 0.07882468
## log_extracurricular_activities 0.003843213 -0.09349017 0.13349382
## log_bullying -0.130921625 -0.21266308 0.15276301
## log_stress_level -0.696349968 -0.70478602 0.54419127
## teacher_student_relationship
## anxiety_level -0.66317647
## self_esteem 0.65293428
## mental_health_history -0.58772774
## depression -0.67385295
## headache -0.62592817
## blood_pressure -0.35212296
## sleep_quality 0.67756912
## breathing_problem -0.49889453
## noise_level -0.53875834
## living_conditions 0.54933165
## safety 0.66332786
## basic_needs 0.64951884
## academic_performance 0.66946932
## study_load -0.51412279
## teacher_student_relationship 1.00000000
## future_career_concerns -0.67025496
## social_support 0.68128779
## peer_pressure -0.58777023
## extracurricular_activities -0.58231077
## bullying -0.65596038
## stress_level -0.68016274
## log_anxiety_level -0.36807925
## log_self_esteem 0.28673609
## log_depression -0.35111032
## log_headache -0.13293487
## log_blood_pressure -0.24166002
## log_sleep_quality 0.30756121
## log_breathing_problem -0.03837694
## log_noise_level -0.05201848
## log_living_conditions 0.23569919
## log_safety 0.24976335
## log_basic_needs 0.26581863
## log_academic_performance 0.26223274
## log_study_load -0.01317035
## log_teacher_student_relationship 0.56262334
## log_future_career_concerns -0.14192084
## log_social_support 0.26923313
## log_peer_pressure -0.06778871
## log_extracurricular_activities -0.06476411
## log_bullying -0.11289795
## log_stress_level -0.67196354
## future_career_concerns social_support
## anxiety_level 0.71701563 -0.56974786
## self_esteem -0.71251955 0.67921097
## mental_health_history 0.62590942 -0.48255961
## depression 0.70656060 -0.61797197
## headache 0.67930724 -0.57298794
## blood_pressure 0.43408740 -0.75253096
## sleep_quality -0.68212976 0.55455309
## breathing_problem 0.54534506 -0.36517338
## noise_level 0.57543908 -0.49209403
## living_conditions -0.56507132 0.46659420
## safety -0.65810571 0.61498808
## basic_needs -0.63934788 0.58414137
## academic_performance -0.64380493 0.56750121
## study_load 0.57607822 -0.47331209
## teacher_student_relationship -0.67025496 0.68128779
## future_career_concerns 1.00000000 -0.60279160
## social_support -0.60279160 1.00000000
## peer_pressure 0.66687250 -0.49017172
## extracurricular_activities 0.66656465 -0.53004735
## bullying 0.71127810 -0.56707834
## stress_level 0.74261860 -0.63249699
## log_anxiety_level 0.35217467 -0.28305918
## log_self_esteem -0.33429589 0.32545516
## log_depression 0.34808709 -0.25038463
## log_headache 0.24915498 0.04005615
## log_blood_pressure 0.34470755 -0.66698976
## log_sleep_quality -0.19091115 0.37260827
## log_breathing_problem 0.11525184 0.14251773
## log_noise_level 0.11619988 0.09806626
## log_living_conditions -0.14175643 0.32625154
## log_safety -0.15929443 0.37206810
## log_basic_needs -0.14025145 0.35239299
## log_academic_performance -0.15792073 0.33934698
## log_study_load 0.07793504 0.10668413
## log_teacher_student_relationship -0.15498057 0.39717933
## log_future_career_concerns 0.54983742 0.01685260
## log_social_support -0.09530706 0.64841247
## log_peer_pressure 0.14587821 0.10156161
## log_extracurricular_activities 0.17321670 0.07711618
## log_bullying 0.19772297 0.05809756
## log_stress_level 0.63592415 -0.47496718
## peer_pressure extracurricular_activities
## anxiety_level 0.64291015 0.64102185
## self_esteem -0.60711787 -0.64120175
## mental_health_history 0.58060193 0.55457620
## depression 0.63554372 0.64855059
## headache 0.62258071 0.58256192
## blood_pressure 0.40139211 0.42625450
## sleep_quality -0.64909813 -0.62309232
## breathing_problem 0.49272879 0.51688436
## noise_level 0.58381732 0.56361356
## living_conditions -0.50179461 -0.51579355
## safety -0.55694540 -0.58030419
## basic_needs -0.58703653 -0.50642578
## academic_performance -0.56294766 -0.58861221
## study_load 0.54418902 0.54354313
## teacher_student_relationship -0.58777023 -0.58231077
## future_career_concerns 0.66687250 0.66656465
## social_support -0.49017172 -0.53004735
## peer_pressure 1.00000000 0.61837059
## extracurricular_activities 0.61837059 1.00000000
## bullying 0.66105775 0.65197861
## stress_level 0.69068396 0.69297687
## log_anxiety_level 0.28254568 0.27879629
## log_self_esteem -0.29906088 -0.31008489
## log_depression 0.29262048 0.30095061
## log_headache 0.23170783 0.20384886
## log_blood_pressure 0.33148502 0.35214009
## log_sleep_quality -0.16410727 -0.13390792
## log_breathing_problem 0.15305706 0.17617443
## log_noise_level 0.22137102 0.18115784
## log_living_conditions -0.08293040 -0.10314398
## log_safety -0.09284956 -0.10132804
## log_basic_needs -0.13078123 -0.04071462
## log_academic_performance -0.13859158 -0.15906849
## log_study_load 0.15049458 0.16709019
## log_teacher_student_relationship -0.14435426 -0.14178347
## log_future_career_concerns 0.22916171 0.24749178
## log_social_support 0.01020253 -0.03690062
## log_peer_pressure 0.55474505 0.18261005
## log_extracurricular_activities 0.20090498 0.55491543
## log_bullying 0.22960627 0.17719550
## log_stress_level 0.55484163 0.55426144
## bullying stress_level log_anxiety_level
## anxiety_level 0.70998150 0.73679542 0.57051210
## self_esteem -0.64073711 -0.75619509 -0.33533650
## mental_health_history 0.62436580 0.64864400 0.33198867
## depression 0.66578988 0.73437857 0.35779953
## headache 0.60977550 0.71348404 0.32230672
## blood_pressure 0.37044021 0.39419986 0.07295698
## sleep_quality -0.69942716 -0.74906786 -0.37313632
## breathing_problem 0.57634082 0.57398367 0.29267556
## noise_level 0.58545828 0.66337132 0.29154596
## living_conditions -0.55113875 -0.58172308 -0.29416496
## safety -0.64567328 -0.70960161 -0.35998305
## basic_needs -0.64488617 -0.70896759 -0.37463585
## academic_performance -0.66622873 -0.72092236 -0.36960257
## study_load 0.58666858 0.63415550 0.28342161
## teacher_student_relationship -0.65596038 -0.68016274 -0.36807925
## future_career_concerns 0.71127810 0.74261860 0.35217467
## social_support -0.56707834 -0.63249699 -0.28305918
## peer_pressure 0.66105775 0.69068396 0.28254568
## extracurricular_activities 0.65197861 0.69297687 0.27879629
## bullying 1.00000000 0.75116225 0.34904917
## stress_level 0.75116225 1.00000000 0.36834499
## log_anxiety_level 0.34904917 0.36834499 1.00000000
## log_self_esteem -0.28881687 -0.34518529 -0.14150674
## log_depression 0.31883457 0.34485762 0.22459637
## log_headache 0.18177282 0.23045209 0.08570661
## log_blood_pressure 0.28238041 0.29283707 0.01185937
## log_sleep_quality -0.20581959 -0.21980106 -0.13355009
## log_breathing_problem 0.19093616 0.17328423 0.05732370
## log_noise_level 0.16155994 0.20923364 0.06174979
## log_living_conditions -0.08102626 -0.12354339 -0.09160679
## log_safety -0.17680361 -0.20372047 -0.09911165
## log_basic_needs -0.19628052 -0.18332339 -0.05730109
## log_academic_performance -0.15286505 -0.18182342 -0.07815358
## log_study_load 0.17855120 0.18694965 0.05726109
## log_teacher_student_relationship -0.14602678 -0.09326764 -0.10361961
## log_future_career_concerns 0.22672788 0.18943445 0.13658681
## log_social_support -0.10369372 -0.11802691 -0.08167550
## log_peer_pressure 0.15283230 0.19916188 0.05414391
## log_extracurricular_activities 0.16635270 0.16401954 0.05220892
## log_bullying 0.55576823 0.22428264 0.10578504
## log_stress_level 0.65693309 0.89266656 0.40067848
## log_self_esteem log_depression log_headache
## anxiety_level -0.31401135 0.349392667 0.17905986
## self_esteem 0.58241317 -0.328450975 -0.10434691
## mental_health_history -0.29984563 0.328584867 0.23635632
## depression -0.33464613 0.556429708 0.20573553
## headache -0.29332397 0.315099089 0.54754464
## blood_pressure -0.31242169 0.064225337 -0.07397846
## sleep_quality 0.29172648 -0.344313320 -0.18032715
## breathing_problem -0.25301976 0.243466548 0.15128173
## noise_level -0.27079214 0.277970231 0.20312688
## living_conditions 0.22907859 -0.254322725 -0.18415622
## safety 0.28130148 -0.326296922 -0.15209268
## basic_needs 0.28066117 -0.294171189 -0.18236139
## academic_performance 0.27989884 -0.349869509 -0.17531781
## study_load -0.28694231 0.272138732 0.18496091
## teacher_student_relationship 0.28673609 -0.351110319 -0.13293487
## future_career_concerns -0.33429589 0.348087086 0.24915498
## social_support 0.32545516 -0.250384632 0.04005615
## peer_pressure -0.29906088 0.292620484 0.23170783
## extracurricular_activities -0.31008489 0.300950613 0.20384886
## bullying -0.28881687 0.318834568 0.18177282
## stress_level -0.34518529 0.344857615 0.23045209
## log_anxiety_level -0.14150674 0.224596374 0.08570661
## log_self_esteem 1.00000000 -0.141188856 -0.04900581
## log_depression -0.14118886 1.000000000 0.11960447
## log_headache -0.04900581 0.119604471 1.00000000
## log_blood_pressure -0.27918549 0.007206122 -0.09200062
## log_sleep_quality 0.09055704 -0.105629564 0.11909529
## log_breathing_problem -0.04472831 0.035561642 0.10758439
## log_noise_level -0.00692713 0.077628259 0.13323470
## log_living_conditions 0.04834312 -0.041703803 -0.03224305
## log_safety 0.08807628 -0.043349217 0.03906369
## log_basic_needs 0.06276153 0.008742443 0.06359032
## log_academic_performance 0.09579666 -0.086303764 0.04003392
## log_study_load -0.05157256 0.038264975 0.18743094
## log_teacher_student_relationship 0.08705152 -0.114385557 0.03387245
## log_future_career_concerns -0.08677067 0.103092280 0.22799034
## log_social_support 0.06328330 -0.032368472 0.21953053
## log_peer_pressure -0.04504078 0.088353602 0.21257734
## log_extracurricular_activities -0.09213792 0.116704935 0.21660122
## log_bullying -0.07480524 0.075959970 0.19937653
## log_stress_level -0.23471552 0.370978730 0.21709124
## log_blood_pressure log_sleep_quality
## anxiety_level 0.236634203 -0.24386743
## self_esteem -0.425962835 0.24513968
## mental_health_history 0.213048553 -0.14910988
## depression 0.345300996 -0.23697472
## headache 0.272661095 -0.17718043
## blood_pressure 0.990156318 -0.27983120
## sleep_quality -0.200957810 0.55242783
## breathing_problem 0.087156658 -0.12287644
## noise_level 0.279112273 -0.14608600
## living_conditions -0.199199496 0.21200112
## safety -0.182695949 0.21588266
## basic_needs -0.177677031 0.13184856
## academic_performance -0.159098471 0.25001953
## study_load 0.277686417 -0.12348369
## teacher_student_relationship -0.241660022 0.30756121
## future_career_concerns 0.344707554 -0.19091115
## social_support -0.666989761 0.37260827
## peer_pressure 0.331485023 -0.16410727
## extracurricular_activities 0.352140087 -0.13390792
## bullying 0.282380413 -0.20581959
## stress_level 0.292837065 -0.21980106
## log_anxiety_level 0.011859369 -0.13355009
## log_self_esteem -0.279185495 0.09055704
## log_depression 0.007206122 -0.10562956
## log_headache -0.092000622 0.11909529
## log_blood_pressure 1.000000000 -0.24172254
## log_sleep_quality -0.241722542 1.00000000
## log_breathing_problem -0.154394999 0.06202604
## log_noise_level -0.106668289 0.07277372
## log_living_conditions -0.204104949 0.17498669
## log_safety -0.213528350 0.20313863
## log_basic_needs -0.222286322 0.04086588
## log_academic_performance -0.201810327 0.25639070
## log_study_load -0.110028064 0.15186398
## log_teacher_student_relationship -0.237614071 0.23702290
## log_future_career_concerns -0.065883693 0.06961403
## log_social_support -0.362887876 0.24059334
## log_peer_pressure -0.098279397 0.09492005
## log_extracurricular_activities -0.084004860 0.16388205
## log_bullying -0.110119805 0.05454919
## log_stress_level -0.091304111 -0.17462154
## log_breathing_problem log_noise_level
## anxiety_level 0.15037932 0.18612637
## self_esteem -0.09095660 -0.06274690
## mental_health_history 0.08585825 0.10475502
## depression 0.08730450 0.10295639
## headache 0.06704206 0.08254060
## blood_pressure -0.15005000 -0.09978987
## sleep_quality -0.15024352 -0.14773780
## breathing_problem 0.57558223 0.18391017
## noise_level 0.15553575 0.55784822
## living_conditions -0.09666258 -0.10268258
## safety -0.06998787 -0.05936858
## basic_needs -0.06433969 -0.11971487
## academic_performance -0.10657449 -0.03810416
## study_load 0.10418075 0.08236315
## teacher_student_relationship -0.03837694 -0.05201848
## future_career_concerns 0.11525184 0.11619988
## social_support 0.14251773 0.09806626
## peer_pressure 0.15305706 0.22137102
## extracurricular_activities 0.17617443 0.18115784
## bullying 0.19093616 0.16155994
## stress_level 0.17328423 0.20923364
## log_anxiety_level 0.05732370 0.06174979
## log_self_esteem -0.04472831 -0.00692713
## log_depression 0.03556164 0.07762826
## log_headache 0.10758439 0.13323470
## log_blood_pressure -0.15439500 -0.10666829
## log_sleep_quality 0.06202604 0.07277372
## log_breathing_problem 1.00000000 0.25757713
## log_noise_level 0.25757713 1.00000000
## log_living_conditions 0.20418101 0.10946871
## log_safety 0.08655162 0.13840568
## log_basic_needs 0.14494083 0.05188945
## log_academic_performance 0.13376081 0.18513958
## log_study_load 0.12618299 0.12161597
## log_teacher_student_relationship 0.08324342 0.13616743
## log_future_career_concerns 0.13201641 0.10090554
## log_social_support 0.23896247 0.22001715
## log_peer_pressure 0.11240636 0.29190172
## log_extracurricular_activities 0.20674838 0.23300744
## log_bullying 0.24203816 0.16916469
## log_stress_level 0.17226090 0.20212803
## log_living_conditions log_safety
## anxiety_level -0.14185808 -0.150646502
## self_esteem 0.16863139 0.203773840
## mental_health_history -0.15938031 -0.092958168
## depression -0.13092745 -0.176746896
## headache -0.22008240 -0.154749041
## blood_pressure -0.23273906 -0.249374230
## sleep_quality 0.09621618 0.176959118
## breathing_problem -0.01978446 -0.124883446
## noise_level -0.10036737 -0.099611489
## living_conditions 0.56340261 0.180507743
## safety 0.19262336 0.550910671
## basic_needs 0.14319215 0.210114974
## academic_performance 0.10858845 0.142003300
## study_load -0.06551369 -0.081447062
## teacher_student_relationship 0.23569919 0.249763353
## future_career_concerns -0.14175643 -0.159294431
## social_support 0.32625154 0.372068102
## peer_pressure -0.08293040 -0.092849559
## extracurricular_activities -0.10314398 -0.101328045
## bullying -0.08102626 -0.176803612
## stress_level -0.12354339 -0.203720469
## log_anxiety_level -0.09160679 -0.099111648
## log_self_esteem 0.04834312 0.088076283
## log_depression -0.04170380 -0.043349217
## log_headache -0.03224305 0.039063690
## log_blood_pressure -0.20410495 -0.213528350
## log_sleep_quality 0.17498669 0.203138626
## log_breathing_problem 0.20418101 0.086551617
## log_noise_level 0.10946871 0.138405681
## log_living_conditions 1.00000000 0.220945972
## log_safety 0.22094597 1.000000000
## log_basic_needs 0.15848679 0.213089022
## log_academic_performance 0.09708721 0.112241475
## log_study_load 0.19472780 0.140300300
## log_teacher_student_relationship 0.22749566 0.191601794
## log_future_career_concerns 0.01202687 0.054182287
## log_social_support 0.29658428 0.336812033
## log_peer_pressure 0.05473179 0.135622926
## log_extracurricular_activities 0.12768635 0.123307608
## log_bullying 0.18206342 -0.006074078
## log_stress_level -0.09519286 -0.183253330
## log_basic_needs log_academic_performance
## anxiety_level -0.086262394 -0.15843602
## self_esteem 0.187168293 0.20059590
## mental_health_history -0.174440958 -0.12914301
## depression -0.136969820 -0.17480910
## headache -0.169651582 -0.17271196
## blood_pressure -0.257133395 -0.23810042
## sleep_quality 0.120572536 0.19778011
## breathing_problem -0.073719168 -0.04650144
## noise_level -0.145477425 -0.08661148
## living_conditions 0.126429838 0.12941176
## safety 0.179369373 0.23832243
## basic_needs 0.562675262 0.17484495
## academic_performance 0.168208558 0.54604630
## study_load -0.130025596 -0.06765925
## teacher_student_relationship 0.265818634 0.26223274
## future_career_concerns -0.140251447 -0.15792073
## social_support 0.352392993 0.33934698
## peer_pressure -0.130781228 -0.13859158
## extracurricular_activities -0.040714616 -0.15906849
## bullying -0.196280522 -0.15286505
## stress_level -0.183323390 -0.18182342
## log_anxiety_level -0.057301086 -0.07815358
## log_self_esteem 0.062761534 0.09579666
## log_depression 0.008742443 -0.08630376
## log_headache 0.063590323 0.04003392
## log_blood_pressure -0.222286322 -0.20181033
## log_sleep_quality 0.040865882 0.25639070
## log_breathing_problem 0.144940825 0.13376081
## log_noise_level 0.051889445 0.18513958
## log_living_conditions 0.158486792 0.09708721
## log_safety 0.213089022 0.11224148
## log_basic_needs 1.000000000 0.11838734
## log_academic_performance 0.118387340 1.00000000
## log_study_load 0.082985995 0.17268925
## log_teacher_student_relationship 0.256985964 0.17905525
## log_future_career_concerns 0.103100363 0.04592914
## log_social_support 0.262658360 0.23433321
## log_peer_pressure 0.074109598 0.05747830
## log_extracurricular_activities 0.216681039 0.08340971
## log_bullying 0.034624633 0.02788645
## log_stress_level -0.170279625 -0.15883130
## log_study_load
## anxiety_level 0.16166297
## self_esteem -0.12265737
## mental_health_history 0.15470649
## depression 0.13683740
## headache 0.12722656
## blood_pressure -0.10440702
## sleep_quality -0.12427312
## breathing_problem 0.10775046
## noise_level 0.15651201
## living_conditions -0.09108993
## safety -0.04505007
## basic_needs -0.07999794
## academic_performance -0.09010002
## study_load 0.55825229
## teacher_student_relationship -0.01317035
## future_career_concerns 0.07793504
## social_support 0.10668413
## peer_pressure 0.15049458
## extracurricular_activities 0.16709019
## bullying 0.17855120
## stress_level 0.18694965
## log_anxiety_level 0.05726109
## log_self_esteem -0.05157256
## log_depression 0.03826497
## log_headache 0.18743094
## log_blood_pressure -0.11002806
## log_sleep_quality 0.15186398
## log_breathing_problem 0.12618299
## log_noise_level 0.12161597
## log_living_conditions 0.19472780
## log_safety 0.14030030
## log_basic_needs 0.08298599
## log_academic_performance 0.17268925
## log_study_load 1.00000000
## log_teacher_student_relationship 0.25996717
## log_future_career_concerns 0.09630501
## log_social_support 0.22989660
## log_peer_pressure 0.06747230
## log_extracurricular_activities 0.20310441
## log_bullying 0.16870775
## log_stress_level 0.18161889
## log_teacher_student_relationship
## anxiety_level -0.15229743
## self_esteem 0.18354757
## mental_health_history -0.14005957
## depression -0.19595935
## headache -0.13850764
## blood_pressure -0.27349243
## sleep_quality 0.16805686
## breathing_problem -0.09594926
## noise_level -0.09995164
## living_conditions 0.15265176
## safety 0.17115840
## basic_needs 0.17763555
## academic_performance 0.15910595
## study_load -0.03223908
## teacher_student_relationship 0.56262334
## future_career_concerns -0.15498057
## social_support 0.39717933
## peer_pressure -0.14435426
## extracurricular_activities -0.14178347
## bullying -0.14602678
## stress_level -0.09326764
## log_anxiety_level -0.10361961
## log_self_esteem 0.08705152
## log_depression -0.11438556
## log_headache 0.03387245
## log_blood_pressure -0.23761407
## log_sleep_quality 0.23702290
## log_breathing_problem 0.08324342
## log_noise_level 0.13616743
## log_living_conditions 0.22749566
## log_safety 0.19160179
## log_basic_needs 0.25698596
## log_academic_performance 0.17905525
## log_study_load 0.25996717
## log_teacher_student_relationship 1.00000000
## log_future_career_concerns 0.09464819
## log_social_support 0.37495640
## log_peer_pressure 0.07576350
## log_extracurricular_activities 0.04063466
## log_bullying 0.10968516
## log_stress_level -0.08334092
## log_future_career_concerns log_social_support
## anxiety_level 0.26133966 -0.13606695
## self_esteem -0.21675365 0.18667830
## mental_health_history 0.20109006 -0.05750084
## depression 0.19052381 -0.11325737
## headache 0.19060014 -0.11037818
## blood_pressure -0.04532328 -0.39765232
## sleep_quality -0.18893495 0.05852292
## breathing_problem 0.21375163 -0.01454490
## noise_level 0.13115541 -0.07671202
## living_conditions -0.20832104 0.09273086
## safety -0.20012941 0.22904943
## basic_needs -0.14986385 0.17560761
## academic_performance -0.19313464 0.12879612
## study_load 0.16311512 -0.02613277
## teacher_student_relationship -0.14192084 0.26923313
## future_career_concerns 0.54983742 -0.09530706
## social_support 0.01685260 0.64841247
## peer_pressure 0.22916171 0.01020253
## extracurricular_activities 0.24749178 -0.03690062
## bullying 0.22672788 -0.10369372
## stress_level 0.18943445 -0.11802691
## log_anxiety_level 0.13658681 -0.08167550
## log_self_esteem -0.08677067 0.06328330
## log_depression 0.10309228 -0.03236847
## log_headache 0.22799034 0.21953053
## log_blood_pressure -0.06588369 -0.36288788
## log_sleep_quality 0.06961403 0.24059334
## log_breathing_problem 0.13201641 0.23896247
## log_noise_level 0.10090554 0.22001715
## log_living_conditions 0.01202687 0.29658428
## log_safety 0.05418229 0.33681203
## log_basic_needs 0.10310036 0.26265836
## log_academic_performance 0.04592914 0.23433321
## log_study_load 0.09630501 0.22989660
## log_teacher_student_relationship 0.09464819 0.37495640
## log_future_career_concerns 1.00000000 0.22102986
## log_social_support 0.22102986 1.00000000
## log_peer_pressure 0.14832859 0.23847309
## log_extracurricular_activities 0.21400654 0.21772946
## log_bullying 0.17752378 0.19395814
## log_stress_level 0.18574023 -0.10743835
## log_peer_pressure
## anxiety_level 0.16512276
## self_esteem -0.07761779
## mental_health_history 0.17588623
## depression 0.15413211
## headache 0.20026673
## blood_pressure -0.09257058
## sleep_quality -0.15446541
## breathing_problem 0.11207178
## noise_level 0.20558931
## living_conditions -0.13041039
## safety -0.06370464
## basic_needs -0.13184552
## academic_performance -0.09651155
## study_load 0.07882468
## teacher_student_relationship -0.06778871
## future_career_concerns 0.14587821
## social_support 0.10156161
## peer_pressure 0.55474505
## extracurricular_activities 0.18261005
## bullying 0.15283230
## stress_level 0.19916188
## log_anxiety_level 0.05414391
## log_self_esteem -0.04504078
## log_depression 0.08835360
## log_headache 0.21257734
## log_blood_pressure -0.09827940
## log_sleep_quality 0.09492005
## log_breathing_problem 0.11240636
## log_noise_level 0.29190172
## log_living_conditions 0.05473179
## log_safety 0.13562293
## log_basic_needs 0.07410960
## log_academic_performance 0.05747830
## log_study_load 0.06747230
## log_teacher_student_relationship 0.07576350
## log_future_career_concerns 0.14832859
## log_social_support 0.23847309
## log_peer_pressure 1.00000000
## log_extracurricular_activities 0.21917975
## log_bullying 0.17426604
## log_stress_level 0.18421087
## log_extracurricular_activities log_bullying
## anxiety_level 0.163406388 0.205208201
## self_esteem -0.147675897 -0.116634072
## mental_health_history 0.125271638 0.175770560
## depression 0.145350162 0.150933582
## headache 0.122032505 0.136625728
## blood_pressure -0.075684331 -0.095175873
## sleep_quality -0.122135985 -0.244192874
## breathing_problem 0.216451223 0.257780147
## noise_level 0.144309628 0.158423177
## living_conditions -0.155269469 -0.117951347
## safety -0.134084130 -0.182665337
## basic_needs 0.003843213 -0.130921625
## academic_performance -0.093490170 -0.212663082
## study_load 0.133493820 0.152763009
## teacher_student_relationship -0.064764109 -0.112897953
## future_career_concerns 0.173216701 0.197722971
## social_support 0.077116180 0.058097557
## peer_pressure 0.200904984 0.229606272
## extracurricular_activities 0.554915428 0.177195504
## bullying 0.166352699 0.555768230
## stress_level 0.164019537 0.224282638
## log_anxiety_level 0.052208917 0.105785035
## log_self_esteem -0.092137923 -0.074805240
## log_depression 0.116704935 0.075959970
## log_headache 0.216601222 0.199376531
## log_blood_pressure -0.084004860 -0.110119805
## log_sleep_quality 0.163882050 0.054549185
## log_breathing_problem 0.206748378 0.242038157
## log_noise_level 0.233007441 0.169164686
## log_living_conditions 0.127686352 0.182063423
## log_safety 0.123307608 -0.006074078
## log_basic_needs 0.216681039 0.034624633
## log_academic_performance 0.083409707 0.027886447
## log_study_load 0.203104411 0.168707751
## log_teacher_student_relationship 0.040634655 0.109685162
## log_future_career_concerns 0.214006540 0.177523777
## log_social_support 0.217729459 0.193958142
## log_peer_pressure 0.219179750 0.174266038
## log_extracurricular_activities 1.000000000 0.152189301
## log_bullying 0.152189301 1.000000000
## log_stress_level 0.153186465 0.217425432
## log_stress_level
## anxiety_level 0.67545753
## self_esteem -0.62197075
## mental_health_history 0.57568116
## depression 0.62692656
## headache 0.62540505
## blood_pressure 0.02902564
## sleep_quality -0.69377975
## breathing_problem 0.55043022
## noise_level 0.55872434
## living_conditions -0.52278493
## safety -0.70397070
## basic_needs -0.69634997
## academic_performance -0.70478602
## study_load 0.54419127
## teacher_student_relationship -0.67196354
## future_career_concerns 0.63592415
## social_support -0.47496718
## peer_pressure 0.55484163
## extracurricular_activities 0.55426144
## bullying 0.65693309
## stress_level 0.89266656
## log_anxiety_level 0.40067848
## log_self_esteem -0.23471552
## log_depression 0.37097873
## log_headache 0.21709124
## log_blood_pressure -0.09130411
## log_sleep_quality -0.17462154
## log_breathing_problem 0.17226090
## log_noise_level 0.20212803
## log_living_conditions -0.09519286
## log_safety -0.18325333
## log_basic_needs -0.17027963
## log_academic_performance -0.15883130
## log_study_load 0.18161889
## log_teacher_student_relationship -0.08334092
## log_future_career_concerns 0.18574023
## log_social_support -0.10743835
## log_peer_pressure 0.18421087
## log_extracurricular_activities 0.15318647
## log_bullying 0.21742543
## log_stress_level 1.00000000print(cor_test$P)## anxiety_level self_esteem
## anxiety_level NA 0.000000e+00
## self_esteem 0.000000e+00 NA
## mental_health_history 0.000000e+00 0.000000e+00
## depression 0.000000e+00 0.000000e+00
## headache 0.000000e+00 0.000000e+00
## blood_pressure 0.000000e+00 0.000000e+00
## sleep_quality 0.000000e+00 0.000000e+00
## breathing_problem 0.000000e+00 0.000000e+00
## noise_level 0.000000e+00 0.000000e+00
## living_conditions 0.000000e+00 0.000000e+00
## safety 0.000000e+00 0.000000e+00
## basic_needs 0.000000e+00 0.000000e+00
## academic_performance 0.000000e+00 0.000000e+00
## study_load 0.000000e+00 0.000000e+00
## teacher_student_relationship 0.000000e+00 0.000000e+00
## future_career_concerns 0.000000e+00 0.000000e+00
## social_support 0.000000e+00 0.000000e+00
## peer_pressure 0.000000e+00 0.000000e+00
## extracurricular_activities 0.000000e+00 0.000000e+00
## bullying 0.000000e+00 0.000000e+00
## stress_level 0.000000e+00 0.000000e+00
## log_anxiety_level 0.000000e+00 0.000000e+00
## log_self_esteem 0.000000e+00 0.000000e+00
## log_depression 0.000000e+00 0.000000e+00
## log_headache 2.226071e-09 5.276210e-04
## log_blood_pressure 1.776357e-15 0.000000e+00
## log_sleep_quality 2.220446e-16 0.000000e+00
## log_breathing_problem 5.432706e-07 2.531755e-03
## log_noise_level 4.954850e-10 3.745553e-02
## log_living_conditions 2.318690e-06 1.835261e-08
## log_safety 5.184137e-07 8.951062e-12
## log_basic_needs 4.195376e-03 3.950356e-10
## log_academic_performance 1.276761e-07 1.896172e-11
## log_study_load 7.000533e-08 4.525516e-05
## log_teacher_student_relationship 3.874482e-07 8.632550e-10
## log_future_career_concerns 0.000000e+00 3.668177e-13
## log_social_support 5.932612e-06 4.395198e-10
## log_peer_pressure 3.626711e-08 1.001677e-02
## log_extracurricular_activities 5.034525e-08 8.686245e-07
## log_bullying 6.352918e-12 1.056847e-04
## log_stress_level 0.000000e+00 0.000000e+00
## mental_health_history depression
## anxiety_level 0.000000e+00 0.000000e+00
## self_esteem 0.000000e+00 0.000000e+00
## mental_health_history NA 0.000000e+00
## depression 0.000000e+00 NA
## headache 0.000000e+00 0.000000e+00
## blood_pressure 0.000000e+00 0.000000e+00
## sleep_quality 0.000000e+00 0.000000e+00
## breathing_problem 0.000000e+00 0.000000e+00
## noise_level 0.000000e+00 0.000000e+00
## living_conditions 0.000000e+00 0.000000e+00
## safety 0.000000e+00 0.000000e+00
## basic_needs 0.000000e+00 0.000000e+00
## academic_performance 0.000000e+00 0.000000e+00
## study_load 0.000000e+00 0.000000e+00
## teacher_student_relationship 0.000000e+00 0.000000e+00
## future_career_concerns 0.000000e+00 0.000000e+00
## social_support 0.000000e+00 0.000000e+00
## peer_pressure 0.000000e+00 0.000000e+00
## extracurricular_activities 0.000000e+00 0.000000e+00
## bullying 0.000000e+00 0.000000e+00
## stress_level 0.000000e+00 0.000000e+00
## log_anxiety_level 0.000000e+00 0.000000e+00
## log_self_esteem 0.000000e+00 0.000000e+00
## log_depression 0.000000e+00 0.000000e+00
## log_headache 1.998401e-15 5.596856e-12
## log_blood_pressure 9.325873e-13 0.000000e+00
## log_sleep_quality 6.779083e-07 1.776357e-15
## log_breathing_problem 4.377124e-03 3.757841e-03
## log_noise_level 5.014903e-04 6.264728e-04
## log_living_conditions 1.072211e-07 1.323403e-05
## log_safety 2.026963e-03 3.593604e-09
## log_basic_needs 5.756562e-09 5.137013e-06
## log_academic_performance 1.736552e-05 5.341658e-09
## log_study_load 2.519131e-07 5.246957e-06
## log_teacher_student_relationship 3.116768e-06 5.545409e-11
## log_future_career_concerns 1.688627e-11 1.887663e-10
## log_social_support 5.658584e-02 1.671042e-04
## log_peer_pressure 4.287706e-09 2.793119e-07
## log_extracurricular_activities 3.093265e-05 1.292080e-06
## log_bullying 4.390398e-09 4.929273e-07
## log_stress_level 0.000000e+00 0.000000e+00
## headache blood_pressure sleep_quality
## anxiety_level 0.000000e+00 0.000000e+00 0.000000e+00
## self_esteem 0.000000e+00 0.000000e+00 0.000000e+00
## mental_health_history 0.000000e+00 0.000000e+00 0.000000e+00
## depression 0.000000e+00 0.000000e+00 0.000000e+00
## headache NA 0.000000e+00 0.000000e+00
## blood_pressure 0.000000e+00 NA 0.000000e+00
## sleep_quality 0.000000e+00 0.000000e+00 NA
## breathing_problem 0.000000e+00 6.198759e-08 0.000000e+00
## noise_level 0.000000e+00 0.000000e+00 0.000000e+00
## living_conditions 0.000000e+00 0.000000e+00 0.000000e+00
## safety 0.000000e+00 0.000000e+00 0.000000e+00
## basic_needs 0.000000e+00 0.000000e+00 0.000000e+00
## academic_performance 0.000000e+00 0.000000e+00 0.000000e+00
## study_load 0.000000e+00 0.000000e+00 0.000000e+00
## teacher_student_relationship 0.000000e+00 0.000000e+00 0.000000e+00
## future_career_concerns 0.000000e+00 0.000000e+00 0.000000e+00
## social_support 0.000000e+00 0.000000e+00 0.000000e+00
## peer_pressure 0.000000e+00 0.000000e+00 0.000000e+00
## extracurricular_activities 0.000000e+00 0.000000e+00 0.000000e+00
## bullying 0.000000e+00 0.000000e+00 0.000000e+00
## stress_level 0.000000e+00 0.000000e+00 0.000000e+00
## log_anxiety_level 0.000000e+00 1.551266e-02 0.000000e+00
## log_self_esteem 0.000000e+00 0.000000e+00 0.000000e+00
## log_depression 0.000000e+00 3.318063e-02 0.000000e+00
## log_headache 0.000000e+00 1.412135e-02 1.707708e-09
## log_blood_pressure 0.000000e+00 0.000000e+00 1.741896e-11
## log_sleep_quality 3.286651e-09 0.000000e+00 0.000000e+00
## log_breathing_problem 2.618160e-02 5.754890e-07 5.563403e-07
## log_noise_level 6.160306e-03 9.191622e-04 8.594197e-07
## log_living_conditions 1.563194e-13 5.329071e-15 1.398713e-03
## log_safety 2.499900e-07 0.000000e+00 3.440017e-09
## log_basic_needs 1.501468e-08 0.000000e+00 6.096973e-05
## log_academic_performance 8.162372e-09 1.332268e-15 3.649769e-11
## log_study_load 2.315827e-05 5.236943e-04 3.580306e-05
## log_teacher_student_relationship 4.011292e-06 0.000000e+00 2.053824e-08
## log_future_career_concerns 1.855924e-10 1.330284e-01 2.682339e-10
## log_social_support 2.445695e-04 0.000000e+00 5.232600e-02
## log_peer_pressure 2.048028e-11 2.116848e-03 2.630815e-07
## log_extracurricular_activities 4.950885e-05 1.204193e-02 4.877920e-05
## log_bullying 5.427379e-06 1.576534e-03 2.220446e-16
## log_stress_level 0.000000e+00 3.361603e-01 0.000000e+00
## breathing_problem noise_level
## anxiety_level 0.000000e+00 0.000000e+00
## self_esteem 0.000000e+00 0.000000e+00
## mental_health_history 0.000000e+00 0.000000e+00
## depression 0.000000e+00 0.000000e+00
## headache 0.000000e+00 0.000000e+00
## blood_pressure 6.198759e-08 0.000000e+00
## sleep_quality 0.000000e+00 0.000000e+00
## breathing_problem NA 0.000000e+00
## noise_level 0.000000e+00 NA
## living_conditions 0.000000e+00 0.000000e+00
## safety 0.000000e+00 0.000000e+00
## basic_needs 0.000000e+00 0.000000e+00
## academic_performance 0.000000e+00 0.000000e+00
## study_load 0.000000e+00 0.000000e+00
## teacher_student_relationship 0.000000e+00 0.000000e+00
## future_career_concerns 0.000000e+00 0.000000e+00
## social_support 0.000000e+00 0.000000e+00
## peer_pressure 0.000000e+00 0.000000e+00
## extracurricular_activities 0.000000e+00 0.000000e+00
## bullying 0.000000e+00 0.000000e+00
## stress_level 0.000000e+00 0.000000e+00
## log_anxiety_level 0.000000e+00 0.000000e+00
## log_self_esteem 0.000000e+00 0.000000e+00
## log_depression 2.220446e-16 0.000000e+00
## log_headache 4.636365e-07 1.043921e-11
## log_blood_pressure 3.817281e-03 0.000000e+00
## log_sleep_quality 4.384755e-05 1.140286e-06
## log_breathing_problem 0.000000e+00 2.168834e-07
## log_noise_level 7.988139e-10 0.000000e+00
## log_living_conditions 5.121495e-01 8.577771e-04
## log_safety 3.274627e-05 9.389303e-04
## log_basic_needs 1.446368e-02 1.264508e-06
## log_academic_performance 1.232296e-01 4.043921e-03
## log_study_load 3.435380e-04 1.816500e-07
## log_teacher_student_relationship 1.442486e-03 9.015695e-04
## log_future_career_concerns 7.822631e-13 1.277932e-05
## log_social_support 6.298936e-01 1.092439e-02
## log_peer_pressure 1.956923e-04 5.797141e-12
## log_extracurricular_activities 3.961276e-13 1.540230e-06
## log_bullying 0.000000e+00 1.279789e-07
## log_stress_level 0.000000e+00 0.000000e+00
## living_conditions safety basic_needs
## anxiety_level 0.000000e+00 0.000000e+00 0.000000e+00
## self_esteem 0.000000e+00 0.000000e+00 0.000000e+00
## mental_health_history 0.000000e+00 0.000000e+00 0.000000e+00
## depression 0.000000e+00 0.000000e+00 0.000000e+00
## headache 0.000000e+00 0.000000e+00 0.000000e+00
## blood_pressure 0.000000e+00 0.000000e+00 0.000000e+00
## sleep_quality 0.000000e+00 0.000000e+00 0.000000e+00
## breathing_problem 0.000000e+00 0.000000e+00 0.000000e+00
## noise_level 0.000000e+00 0.000000e+00 0.000000e+00
## living_conditions NA 0.000000e+00 0.000000e+00
## safety 0.000000e+00 NA 0.000000e+00
## basic_needs 0.000000e+00 0.000000e+00 NA
## academic_performance 0.000000e+00 0.000000e+00 0.000000e+00
## study_load 0.000000e+00 0.000000e+00 0.000000e+00
## teacher_student_relationship 0.000000e+00 0.000000e+00 0.000000e+00
## future_career_concerns 0.000000e+00 0.000000e+00 0.000000e+00
## social_support 0.000000e+00 0.000000e+00 0.000000e+00
## peer_pressure 0.000000e+00 0.000000e+00 0.000000e+00
## extracurricular_activities 0.000000e+00 0.000000e+00 0.000000e+00
## bullying 0.000000e+00 0.000000e+00 0.000000e+00
## stress_level 0.000000e+00 0.000000e+00 0.000000e+00
## log_anxiety_level 0.000000e+00 0.000000e+00 0.000000e+00
## log_self_esteem 1.465494e-14 0.000000e+00 0.000000e+00
## log_depression 0.000000e+00 0.000000e+00 0.000000e+00
## log_headache 7.577796e-10 4.017640e-07 1.111447e-09
## log_blood_pressure 2.626832e-11 1.035160e-09 2.966322e-09
## log_sleep_quality 1.210143e-12 4.574119e-13 1.148637e-05
## log_breathing_problem 1.328232e-03 2.026295e-02 3.286809e-02
## log_noise_level 6.478615e-04 4.900700e-02 6.882808e-05
## log_living_conditions 0.000000e+00 1.181051e-10 1.857510e-06
## log_safety 1.644148e-09 0.000000e+00 1.928901e-12
## log_basic_needs 2.607117e-05 2.086881e-09 0.000000e+00
## log_academic_performance 1.667305e-05 1.110223e-15 5.302837e-09
## log_study_load 2.494856e-03 1.353845e-01 7.943309e-03
## log_teacher_student_relationship 3.638278e-07 1.113737e-08 2.991873e-09
## log_future_career_concerns 2.992717e-12 2.114842e-11 5.945071e-07
## log_social_support 2.079244e-03 1.465494e-14 4.539130e-09
## log_peer_pressure 1.432322e-05 3.463606e-02 1.149175e-05
## log_extracurricular_activities 2.275848e-07 8.113194e-06 8.986867e-01
## log_bullying 8.809035e-05 1.041923e-09 1.324585e-05
## log_stress_level 0.000000e+00 0.000000e+00 0.000000e+00
## academic_performance study_load
## anxiety_level 0.000000e+00 0.000000e+00
## self_esteem 0.000000e+00 0.000000e+00
## mental_health_history 0.000000e+00 0.000000e+00
## depression 0.000000e+00 0.000000e+00
## headache 0.000000e+00 0.000000e+00
## blood_pressure 0.000000e+00 0.000000e+00
## sleep_quality 0.000000e+00 0.000000e+00
## breathing_problem 0.000000e+00 0.000000e+00
## noise_level 0.000000e+00 0.000000e+00
## living_conditions 0.000000e+00 0.000000e+00
## safety 0.000000e+00 0.000000e+00
## basic_needs 0.000000e+00 0.000000e+00
## academic_performance NA 0.000000e+00
## study_load 0.000000e+00 NA
## teacher_student_relationship 0.000000e+00 0.000000e+00
## future_career_concerns 0.000000e+00 0.000000e+00
## social_support 0.000000e+00 0.000000e+00
## peer_pressure 0.000000e+00 0.000000e+00
## extracurricular_activities 0.000000e+00 0.000000e+00
## bullying 0.000000e+00 0.000000e+00
## stress_level 0.000000e+00 0.000000e+00
## log_anxiety_level 0.000000e+00 0.000000e+00
## log_self_esteem 0.000000e+00 0.000000e+00
## log_depression 0.000000e+00 0.000000e+00
## log_headache 4.815817e-09 6.374168e-10
## log_blood_pressure 1.129691e-07 0.000000e+00
## log_sleep_quality 0.000000e+00 4.015949e-05
## log_breathing_problem 3.989983e-04 5.386183e-04
## log_noise_level 2.066633e-01 6.271925e-03
## log_living_conditions 3.085065e-04 2.980237e-02
## log_safety 2.263605e-06 6.877601e-03
## log_basic_needs 1.993781e-08 1.518864e-05
## log_academic_performance 0.000000e+00 2.483087e-02
## log_study_load 2.780953e-03 0.000000e+00
## log_teacher_student_relationship 1.128129e-07 2.853800e-01
## log_future_career_concerns 1.052751e-10 5.320887e-08
## log_social_support 1.829987e-05 3.865514e-01
## log_peer_pressure 1.351703e-03 8.911862e-03
## log_extracurricular_activities 1.909277e-03 8.898084e-06
## log_bullying 1.026734e-12 3.567021e-07
## log_stress_level 0.000000e+00 0.000000e+00
## teacher_student_relationship
## anxiety_level 0.000000e+00
## self_esteem 0.000000e+00
## mental_health_history 0.000000e+00
## depression 0.000000e+00
## headache 0.000000e+00
## blood_pressure 0.000000e+00
## sleep_quality 0.000000e+00
## breathing_problem 0.000000e+00
## noise_level 0.000000e+00
## living_conditions 0.000000e+00
## safety 0.000000e+00
## basic_needs 0.000000e+00
## academic_performance 0.000000e+00
## study_load 0.000000e+00
## teacher_student_relationship NA
## future_career_concerns 0.000000e+00
## social_support 0.000000e+00
## peer_pressure 0.000000e+00
## extracurricular_activities 0.000000e+00
## bullying 0.000000e+00
## stress_level 0.000000e+00
## log_anxiety_level 0.000000e+00
## log_self_esteem 0.000000e+00
## log_depression 0.000000e+00
## log_headache 9.707668e-06
## log_blood_pressure 4.440892e-16
## log_sleep_quality 0.000000e+00
## log_breathing_problem 2.034298e-01
## log_noise_level 8.462415e-02
## log_living_conditions 2.220446e-15
## log_safety 0.000000e+00
## log_basic_needs 0.000000e+00
## log_academic_performance 0.000000e+00
## log_study_load 6.625948e-01
## log_teacher_student_relationship 0.000000e+00
## log_future_career_concerns 2.294726e-06
## log_social_support 0.000000e+00
## log_peer_pressure 2.455531e-02
## log_extracurricular_activities 3.173001e-02
## log_bullying 1.753272e-04
## log_stress_level 0.000000e+00
## future_career_concerns social_support
## anxiety_level 0.000000e+00 0.0000000000
## self_esteem 0.000000e+00 0.0000000000
## mental_health_history 0.000000e+00 0.0000000000
## depression 0.000000e+00 0.0000000000
## headache 0.000000e+00 0.0000000000
## blood_pressure 0.000000e+00 0.0000000000
## sleep_quality 0.000000e+00 0.0000000000
## breathing_problem 0.000000e+00 0.0000000000
## noise_level 0.000000e+00 0.0000000000
## living_conditions 0.000000e+00 0.0000000000
## safety 0.000000e+00 0.0000000000
## basic_needs 0.000000e+00 0.0000000000
## academic_performance 0.000000e+00 0.0000000000
## study_load 0.000000e+00 0.0000000000
## teacher_student_relationship 0.000000e+00 0.0000000000
## future_career_concerns NA 0.0000000000
## social_support 0.000000e+00 NA
## peer_pressure 0.000000e+00 0.0000000000
## extracurricular_activities 0.000000e+00 0.0000000000
## bullying 0.000000e+00 0.0000000000
## stress_level 0.000000e+00 0.0000000000
## log_anxiety_level 0.000000e+00 0.0000000000
## log_self_esteem 0.000000e+00 0.0000000000
## log_depression 0.000000e+00 0.0000000000
## log_headache 0.000000e+00 0.1843319332
## log_blood_pressure 0.000000e+00 0.0000000000
## log_sleep_quality 1.731908e-10 0.0000000000
## log_breathing_problem 1.276768e-04 0.0000020784
## log_noise_level 1.121758e-04 0.0011273754
## log_living_conditions 2.358005e-06 0.0000000000
## log_safety 1.089420e-07 0.0000000000
## log_basic_needs 3.020470e-06 0.0000000000
## log_academic_performance 1.403787e-07 0.0000000000
## log_study_load 9.715112e-03 0.0003934944
## log_teacher_student_relationship 2.397715e-07 0.0000000000
## log_future_career_concerns 0.000000e+00 0.5766111343
## log_social_support 1.553019e-03 0.0000000000
## log_peer_pressure 1.181319e-06 0.0007426937
## log_extracurricular_activities 7.373982e-09 0.0105107538
## log_bullying 3.698220e-11 0.0540651262
## log_stress_level 0.000000e+00 0.0000000000
## peer_pressure extracurricular_activities
## anxiety_level 0.000000e+00 0.000000e+00
## self_esteem 0.000000e+00 0.000000e+00
## mental_health_history 0.000000e+00 0.000000e+00
## depression 0.000000e+00 0.000000e+00
## headache 0.000000e+00 0.000000e+00
## blood_pressure 0.000000e+00 0.000000e+00
## sleep_quality 0.000000e+00 0.000000e+00
## breathing_problem 0.000000e+00 0.000000e+00
## noise_level 0.000000e+00 0.000000e+00
## living_conditions 0.000000e+00 0.000000e+00
## safety 0.000000e+00 0.000000e+00
## basic_needs 0.000000e+00 0.000000e+00
## academic_performance 0.000000e+00 0.000000e+00
## study_load 0.000000e+00 0.000000e+00
## teacher_student_relationship 0.000000e+00 0.000000e+00
## future_career_concerns 0.000000e+00 0.000000e+00
## social_support 0.000000e+00 0.000000e+00
## peer_pressure NA 0.000000e+00
## extracurricular_activities 0.000000e+00 NA
## bullying 0.000000e+00 0.000000e+00
## stress_level 0.000000e+00 0.000000e+00
## log_anxiety_level 0.000000e+00 0.000000e+00
## log_self_esteem 0.000000e+00 0.000000e+00
## log_depression 0.000000e+00 0.000000e+00
## log_headache 7.105427e-15 8.792522e-12
## log_blood_pressure 0.000000e+00 0.000000e+00
## log_sleep_quality 4.405243e-08 8.340289e-06
## log_breathing_problem 3.385101e-07 4.041901e-09
## log_noise_level 1.119105e-13 1.433849e-09
## log_living_conditions 5.921360e-03 6.121998e-04
## log_safety 2.051791e-03 7.640077e-04
## log_basic_needs 1.353377e-05 1.772165e-01
## log_academic_performance 3.957194e-06 1.135978e-07
## log_study_load 5.324094e-07 2.479728e-08
## log_teacher_student_relationship 1.528706e-06 2.347485e-06
## log_future_career_concerns 1.421085e-14 0.000000e+00
## log_social_support 7.353603e-01 2.213750e-01
## log_peer_pressure 0.000000e+00 1.054246e-09
## log_extracurricular_activities 1.763611e-11 0.000000e+00
## log_bullying 1.265654e-14 3.276453e-09
## log_stress_level 0.000000e+00 0.000000e+00
## bullying stress_level log_anxiety_level
## anxiety_level 0.000000e+00 0.000000e+00 0.000000e+00
## self_esteem 0.000000e+00 0.000000e+00 0.000000e+00
## mental_health_history 0.000000e+00 0.000000e+00 0.000000e+00
## depression 0.000000e+00 0.000000e+00 0.000000e+00
## headache 0.000000e+00 0.000000e+00 0.000000e+00
## blood_pressure 0.000000e+00 0.000000e+00 1.551266e-02
## sleep_quality 0.000000e+00 0.000000e+00 0.000000e+00
## breathing_problem 0.000000e+00 0.000000e+00 0.000000e+00
## noise_level 0.000000e+00 0.000000e+00 0.000000e+00
## living_conditions 0.000000e+00 0.000000e+00 0.000000e+00
## safety 0.000000e+00 0.000000e+00 0.000000e+00
## basic_needs 0.000000e+00 0.000000e+00 0.000000e+00
## academic_performance 0.000000e+00 0.000000e+00 0.000000e+00
## study_load 0.000000e+00 0.000000e+00 0.000000e+00
## teacher_student_relationship 0.000000e+00 0.000000e+00 0.000000e+00
## future_career_concerns 0.000000e+00 0.000000e+00 0.000000e+00
## social_support 0.000000e+00 0.000000e+00 0.000000e+00
## peer_pressure 0.000000e+00 0.000000e+00 0.000000e+00
## extracurricular_activities 0.000000e+00 0.000000e+00 0.000000e+00
## bullying NA 0.000000e+00 0.000000e+00
## stress_level 0.000000e+00 NA 0.000000e+00
## log_anxiety_level 0.000000e+00 0.000000e+00 NA
## log_self_esteem 0.000000e+00 0.000000e+00 2.457321e-06
## log_depression 0.000000e+00 0.000000e+00 4.796163e-14
## log_headache 1.259144e-09 9.992007e-15 4.447140e-03
## log_blood_pressure 0.000000e+00 0.000000e+00 6.943953e-01
## log_sleep_quality 5.484946e-12 1.680878e-13 8.820254e-06
## log_breathing_problem 1.722298e-10 7.274289e-09 5.735267e-02
## log_noise_level 7.137472e-08 2.394529e-12 4.059581e-02
## log_living_conditions 7.173013e-03 3.981326e-05 2.356407e-03
## log_safety 3.551918e-09 9.065415e-12 9.964353e-04
## log_basic_needs 5.152456e-11 9.056005e-10 5.745118e-02
## log_academic_performance 3.502848e-07 1.245729e-09 9.512042e-03
## log_study_load 2.474658e-09 4.143148e-10 5.762577e-02
## log_teacher_student_relationship 1.151838e-06 1.957719e-03 5.773543e-04
## log_future_career_concerns 2.731149e-14 2.402620e-10 5.461194e-06
## log_social_support 5.720946e-04 8.717001e-05 6.721849e-03
## log_peer_pressure 3.523324e-07 2.649925e-11 7.264967e-02
## log_extracurricular_activities 2.861043e-08 4.479632e-08 8.349001e-02
## log_bullying 0.000000e+00 5.218048e-14 4.408007e-04
## log_stress_level 0.000000e+00 0.000000e+00 0.000000e+00
## log_self_esteem log_depression log_headache
## anxiety_level 0.000000e+00 0.000000e+00 2.226071e-09
## self_esteem 0.000000e+00 0.000000e+00 5.276210e-04
## mental_health_history 0.000000e+00 0.000000e+00 1.998401e-15
## depression 0.000000e+00 0.000000e+00 5.596856e-12
## headache 0.000000e+00 0.000000e+00 0.000000e+00
## blood_pressure 0.000000e+00 3.318063e-02 1.412135e-02
## sleep_quality 0.000000e+00 0.000000e+00 1.707708e-09
## breathing_problem 0.000000e+00 2.220446e-16 4.636365e-07
## noise_level 0.000000e+00 0.000000e+00 1.043921e-11
## living_conditions 1.465494e-14 0.000000e+00 7.577796e-10
## safety 0.000000e+00 0.000000e+00 4.017640e-07
## basic_needs 0.000000e+00 0.000000e+00 1.111447e-09
## academic_performance 0.000000e+00 0.000000e+00 4.815817e-09
## study_load 0.000000e+00 0.000000e+00 6.374168e-10
## teacher_student_relationship 0.000000e+00 0.000000e+00 9.707668e-06
## future_career_concerns 0.000000e+00 0.000000e+00 0.000000e+00
## social_support 0.000000e+00 0.000000e+00 1.843319e-01
## peer_pressure 0.000000e+00 0.000000e+00 7.105427e-15
## extracurricular_activities 0.000000e+00 0.000000e+00 8.792522e-12
## bullying 0.000000e+00 0.000000e+00 1.259144e-09
## stress_level 0.000000e+00 0.000000e+00 9.992007e-15
## log_anxiety_level 2.457321e-06 4.796163e-14 4.447140e-03
## log_self_esteem NA 2.589570e-06 1.042762e-01
## log_depression 2.589570e-06 NA 6.990648e-05
## log_headache 1.042762e-01 6.990648e-05 NA
## log_blood_pressure 0.000000e+00 8.113139e-01 2.255670e-03
## log_sleep_quality 2.645341e-03 4.495000e-04 7.509018e-05
## log_breathing_problem 1.382005e-01 2.386061e-01 3.509076e-04
## log_noise_level 8.184893e-01 1.000669e-02 9.265043e-06
## log_living_conditions 1.090508e-01 1.669142e-01 2.853207e-01
## log_safety 3.460961e-03 1.507829e-01 1.954523e-01
## log_basic_needs 3.741103e-02 7.720994e-01 3.496280e-02
## log_academic_performance 1.468074e-03 4.177162e-03 1.845758e-01
## log_study_load 8.732849e-02 2.047525e-01 3.730309e-10
## log_teacher_student_relationship 3.860069e-03 1.435842e-04 2.616640e-01
## log_future_career_concerns 3.976511e-03 6.161032e-04 1.953993e-14
## log_social_support 3.585332e-02 2.834501e-01 1.803002e-13
## log_peer_pressure 1.354652e-01 3.359604e-03 1.048717e-12
## log_extracurricular_activities 2.221487e-03 1.046595e-04 3.812506e-13
## log_bullying 1.307698e-02 1.173267e-02 2.520828e-11
## log_stress_level 3.108624e-15 0.000000e+00 3.366196e-13
## log_blood_pressure log_sleep_quality
## anxiety_level 1.776357e-15 2.220446e-16
## self_esteem 0.000000e+00 0.000000e+00
## mental_health_history 9.325873e-13 6.779083e-07
## depression 0.000000e+00 1.776357e-15
## headache 0.000000e+00 3.286651e-09
## blood_pressure 0.000000e+00 0.000000e+00
## sleep_quality 1.741896e-11 0.000000e+00
## breathing_problem 3.817281e-03 4.384755e-05
## noise_level 0.000000e+00 1.140286e-06
## living_conditions 2.626832e-11 1.210143e-12
## safety 1.035160e-09 4.574119e-13
## basic_needs 2.966322e-09 1.148637e-05
## academic_performance 1.129691e-07 0.000000e+00
## study_load 0.000000e+00 4.015949e-05
## teacher_student_relationship 4.440892e-16 0.000000e+00
## future_career_concerns 0.000000e+00 1.731908e-10
## social_support 0.000000e+00 0.000000e+00
## peer_pressure 0.000000e+00 4.405243e-08
## extracurricular_activities 0.000000e+00 8.340289e-06
## bullying 0.000000e+00 5.484946e-12
## stress_level 0.000000e+00 1.680878e-13
## log_anxiety_level 6.943953e-01 8.820254e-06
## log_self_esteem 0.000000e+00 2.645341e-03
## log_depression 8.113139e-01 4.495000e-04
## log_headache 2.255670e-03 7.509018e-05
## log_blood_pressure NA 4.440892e-16
## log_sleep_quality 4.440892e-16 NA
## log_breathing_problem 2.664327e-07 3.970425e-02
## log_noise_level 3.942851e-04 1.577463e-02
## log_living_conditions 8.271606e-12 5.152047e-09
## log_safety 8.273382e-13 1.041034e-11
## log_basic_needs 8.815171e-14 1.756111e-01
## log_academic_performance 1.425371e-11 0.000000e+00
## log_study_load 2.560068e-04 4.183575e-07
## log_teacher_student_relationship 1.332268e-15 1.776357e-15
## log_future_career_concerns 2.888850e-02 2.094287e-02
## log_social_support 0.000000e+00 4.440892e-16
## log_peer_pressure 1.099455e-03 1.623336e-03
## log_extracurricular_activities 5.305300e-03 4.598656e-08
## log_bullying 2.529624e-04 7.053160e-02
## log_stress_level 2.436606e-03 5.549273e-09
## log_breathing_problem log_noise_level
## anxiety_level 5.432706e-07 4.954850e-10
## self_esteem 2.531755e-03 3.745553e-02
## mental_health_history 4.377124e-03 5.014903e-04
## depression 3.757841e-03 6.264728e-04
## headache 2.618160e-02 6.160306e-03
## blood_pressure 5.754890e-07 9.191622e-04
## sleep_quality 5.563403e-07 8.594197e-07
## breathing_problem 0.000000e+00 7.988139e-10
## noise_level 2.168834e-07 0.000000e+00
## living_conditions 1.328232e-03 6.478615e-04
## safety 2.026295e-02 4.900700e-02
## basic_needs 3.286809e-02 6.882808e-05
## academic_performance 3.989983e-04 2.066633e-01
## study_load 5.386183e-04 6.271925e-03
## teacher_student_relationship 2.034298e-01 8.462415e-02
## future_career_concerns 1.276768e-04 1.121758e-04
## social_support 2.078400e-06 1.127375e-03
## peer_pressure 3.385101e-07 1.119105e-13
## extracurricular_activities 4.041901e-09 1.433849e-09
## bullying 1.722298e-10 7.137472e-08
## stress_level 7.274289e-09 2.394529e-12
## log_anxiety_level 5.735267e-02 4.059581e-02
## log_self_esteem 1.382005e-01 8.184893e-01
## log_depression 2.386061e-01 1.000669e-02
## log_headache 3.509076e-04 9.265043e-06
## log_blood_pressure 2.664327e-07 3.942851e-04
## log_sleep_quality 3.970425e-02 1.577463e-02
## log_breathing_problem NA 0.000000e+00
## log_noise_level 0.000000e+00 NA
## log_living_conditions 8.122836e-12 2.753241e-04
## log_safety 4.069535e-03 4.077957e-06
## log_basic_needs 1.384736e-06 8.539965e-02
## log_academic_performance 8.534510e-06 6.133352e-10
## log_study_load 2.704214e-05 5.255168e-05
## log_teacher_student_relationship 5.735550e-03 5.838560e-06
## log_future_career_concerns 1.119258e-05 8.040107e-04
## log_social_support 8.881784e-16 1.589839e-13
## log_peer_pressure 1.871910e-04 0.000000e+00
## log_extracurricular_activities 4.384049e-12 4.884981e-15
## log_bullying 4.440892e-16 1.652686e-08
## log_stress_level 8.935701e-09 1.322409e-11
## log_living_conditions log_safety
## anxiety_level 2.318690e-06 5.184137e-07
## self_esteem 1.835261e-08 8.951062e-12
## mental_health_history 1.072211e-07 2.026963e-03
## depression 1.323403e-05 3.593604e-09
## headache 1.563194e-13 2.499900e-07
## blood_pressure 5.329071e-15 0.000000e+00
## sleep_quality 1.398713e-03 3.440017e-09
## breathing_problem 5.121495e-01 3.274627e-05
## noise_level 8.577771e-04 9.389303e-04
## living_conditions 0.000000e+00 1.644148e-09
## safety 1.181051e-10 0.000000e+00
## basic_needs 1.857510e-06 1.928901e-12
## academic_performance 3.085065e-04 2.263605e-06
## study_load 2.980237e-02 6.877601e-03
## teacher_student_relationship 2.220446e-15 0.000000e+00
## future_career_concerns 2.358005e-06 1.089420e-07
## social_support 0.000000e+00 0.000000e+00
## peer_pressure 5.921360e-03 2.051791e-03
## extracurricular_activities 6.121998e-04 7.640077e-04
## bullying 7.173013e-03 3.551918e-09
## stress_level 3.981326e-05 9.065415e-12
## log_anxiety_level 2.356407e-03 9.964353e-04
## log_self_esteem 1.090508e-01 3.460961e-03
## log_depression 1.669142e-01 1.507829e-01
## log_headache 2.853207e-01 1.954523e-01
## log_blood_pressure 8.271606e-12 8.273382e-13
## log_sleep_quality 5.152047e-09 1.041034e-11
## log_breathing_problem 8.122836e-12 4.069535e-03
## log_noise_level 2.753241e-04 4.077957e-06
## log_living_conditions NA 1.250111e-13
## log_safety 1.250111e-13 NA
## log_basic_needs 1.264865e-07 9.232615e-13
## log_academic_performance 1.264239e-03 1.913363e-04
## log_study_load 7.342171e-11 2.996412e-06
## log_teacher_student_relationship 2.220446e-14 1.484732e-10
## log_future_career_concerns 6.903008e-01 7.244688e-02
## log_social_support 0.000000e+00 0.000000e+00
## log_peer_pressure 6.959396e-02 6.365825e-06
## log_extracurricular_activities 2.162086e-05 4.119749e-05
## log_bullying 1.183977e-09 8.405209e-01
## log_stress_level 1.573470e-03 9.192442e-10
## log_basic_needs log_academic_performance
## anxiety_level 4.195376e-03 1.276761e-07
## self_esteem 3.950356e-10 1.896172e-11
## mental_health_history 5.756562e-09 1.736552e-05
## depression 5.137013e-06 5.341658e-09
## headache 1.501468e-08 8.162372e-09
## blood_pressure 0.000000e+00 1.332268e-15
## sleep_quality 6.096973e-05 3.649769e-11
## breathing_problem 1.446368e-02 1.232296e-01
## noise_level 1.264508e-06 4.043921e-03
## living_conditions 2.607117e-05 1.667305e-05
## safety 2.086881e-09 1.110223e-15
## basic_needs 0.000000e+00 5.302837e-09
## academic_performance 1.993781e-08 0.000000e+00
## study_load 1.518864e-05 2.483087e-02
## teacher_student_relationship 0.000000e+00 0.000000e+00
## future_career_concerns 3.020470e-06 1.403787e-07
## social_support 0.000000e+00 0.000000e+00
## peer_pressure 1.353377e-05 3.957194e-06
## extracurricular_activities 1.772165e-01 1.135978e-07
## bullying 5.152456e-11 3.502848e-07
## stress_level 9.056005e-10 1.245729e-09
## log_anxiety_level 5.745118e-02 9.512042e-03
## log_self_esteem 3.741103e-02 1.468074e-03
## log_depression 7.720994e-01 4.177162e-03
## log_headache 3.496280e-02 1.845758e-01
## log_blood_pressure 8.815171e-14 1.425371e-11
## log_sleep_quality 1.756111e-01 0.000000e+00
## log_breathing_problem 1.384736e-06 8.534510e-06
## log_noise_level 8.539965e-02 6.133352e-10
## log_living_conditions 1.264865e-07 1.264239e-03
## log_safety 9.232615e-13 1.913363e-04
## log_basic_needs NA 8.290334e-05
## log_academic_performance 8.290334e-05 NA
## log_study_load 5.887966e-03 8.199694e-09
## log_teacher_student_relationship 0.000000e+00 2.228211e-09
## log_future_career_concerns 6.154914e-04 1.279167e-01
## log_social_support 0.000000e+00 3.552714e-15
## log_peer_pressure 1.395094e-02 5.668293e-02
## log_extracurricular_activities 3.734790e-13 5.638996e-03
## log_bullying 2.512132e-01 3.554775e-01
## log_stress_level 1.326121e-08 1.186921e-07
## log_study_load
## anxiety_level 7.000533e-08
## self_esteem 4.525516e-05
## mental_health_history 2.519131e-07
## depression 5.246957e-06
## headache 2.315827e-05
## blood_pressure 5.236943e-04
## sleep_quality 3.580306e-05
## breathing_problem 3.435380e-04
## noise_level 1.816500e-07
## living_conditions 2.494856e-03
## safety 1.353845e-01
## basic_needs 7.943309e-03
## academic_performance 2.780953e-03
## study_load 0.000000e+00
## teacher_student_relationship 6.625948e-01
## future_career_concerns 9.715112e-03
## social_support 3.934944e-04
## peer_pressure 5.324094e-07
## extracurricular_activities 2.479728e-08
## bullying 2.474658e-09
## stress_level 4.143148e-10
## log_anxiety_level 5.762577e-02
## log_self_esteem 8.732849e-02
## log_depression 2.047525e-01
## log_headache 3.730309e-10
## log_blood_pressure 2.560068e-04
## log_sleep_quality 4.183575e-07
## log_breathing_problem 2.704214e-05
## log_noise_level 5.255168e-05
## log_living_conditions 7.342171e-11
## log_safety 2.996412e-06
## log_basic_needs 5.887966e-03
## log_academic_performance 8.199694e-09
## log_study_load NA
## log_teacher_student_relationship 0.000000e+00
## log_future_career_concerns 1.384420e-03
## log_social_support 1.154632e-14
## log_peer_pressure 2.523350e-02
## log_extracurricular_activities 1.049516e-11
## log_bullying 1.807969e-08
## log_stress_level 1.300822e-09
## log_teacher_student_relationship
## anxiety_level 3.874482e-07
## self_esteem 8.632550e-10
## mental_health_history 3.116768e-06
## depression 5.545409e-11
## headache 4.011292e-06
## blood_pressure 0.000000e+00
## sleep_quality 2.053824e-08
## breathing_problem 1.442486e-03
## noise_level 9.015695e-04
## living_conditions 3.638278e-07
## safety 1.113737e-08
## basic_needs 2.991873e-09
## academic_performance 1.128129e-07
## study_load 2.853800e-01
## teacher_student_relationship 0.000000e+00
## future_career_concerns 2.397715e-07
## social_support 0.000000e+00
## peer_pressure 1.528706e-06
## extracurricular_activities 2.347485e-06
## bullying 1.151838e-06
## stress_level 1.957719e-03
## log_anxiety_level 5.773543e-04
## log_self_esteem 3.860069e-03
## log_depression 1.435842e-04
## log_headache 2.616640e-01
## log_blood_pressure 1.332268e-15
## log_sleep_quality 1.776357e-15
## log_breathing_problem 5.735550e-03
## log_noise_level 5.838560e-06
## log_living_conditions 2.220446e-14
## log_safety 1.484732e-10
## log_basic_needs 0.000000e+00
## log_academic_performance 2.228211e-09
## log_study_load 0.000000e+00
## log_teacher_student_relationship NA
## log_future_career_concerns 1.674468e-03
## log_social_support 0.000000e+00
## log_peer_pressure 1.195237e-02
## log_extracurricular_activities 1.780695e-01
## log_bullying 2.676925e-04
## log_stress_level 5.678757e-03
## log_future_career_concerns log_social_support
## anxiety_level 0.000000e+00 5.932612e-06
## self_esteem 3.668177e-13 4.395198e-10
## mental_health_history 1.688627e-11 5.658584e-02
## depression 1.887663e-10 1.671042e-04
## headache 1.855924e-10 2.445695e-04
## blood_pressure 1.330284e-01 0.000000e+00
## sleep_quality 2.682339e-10 5.232600e-02
## breathing_problem 7.822631e-13 6.298936e-01
## noise_level 1.277932e-05 1.092439e-02
## living_conditions 2.992717e-12 2.079244e-03
## safety 2.114842e-11 1.465494e-14
## basic_needs 5.945071e-07 4.539130e-09
## academic_performance 1.052751e-10 1.829987e-05
## study_load 5.320887e-08 3.865514e-01
## teacher_student_relationship 2.294726e-06 0.000000e+00
## future_career_concerns 0.000000e+00 1.553019e-03
## social_support 5.766111e-01 0.000000e+00
## peer_pressure 1.421085e-14 7.353603e-01
## extracurricular_activities 0.000000e+00 2.213750e-01
## bullying 2.731149e-14 5.720946e-04
## stress_level 2.402620e-10 8.717001e-05
## log_anxiety_level 5.461194e-06 6.721849e-03
## log_self_esteem 3.976511e-03 3.585332e-02
## log_depression 6.161032e-04 2.834501e-01
## log_headache 1.953993e-14 1.803002e-13
## log_blood_pressure 2.888850e-02 0.000000e+00
## log_sleep_quality 2.094287e-02 4.440892e-16
## log_breathing_problem 1.119258e-05 8.881784e-16
## log_noise_level 8.040107e-04 1.589839e-13
## log_living_conditions 6.903008e-01 0.000000e+00
## log_safety 7.244688e-02 0.000000e+00
## log_basic_needs 6.154914e-04 0.000000e+00
## log_academic_performance 1.279167e-01 3.552714e-15
## log_study_load 1.384420e-03 1.154632e-14
## log_teacher_student_relationship 1.674468e-03 0.000000e+00
## log_future_career_concerns NA 1.221245e-13
## log_social_support 1.221245e-13 NA
## log_peer_pressure 7.761657e-07 1.110223e-15
## log_extracurricular_activities 7.338574e-13 2.859935e-13
## log_bullying 3.061793e-09 8.741718e-11
## log_stress_level 5.387057e-10 3.575099e-04
## log_peer_pressure
## anxiety_level 3.626711e-08
## self_esteem 1.001677e-02
## mental_health_history 4.287706e-09
## depression 2.793119e-07
## headache 2.048028e-11
## blood_pressure 2.116848e-03
## sleep_quality 2.630815e-07
## breathing_problem 1.956923e-04
## noise_level 5.797141e-12
## living_conditions 1.432322e-05
## safety 3.463606e-02
## basic_needs 1.149175e-05
## academic_performance 1.351703e-03
## study_load 8.911862e-03
## teacher_student_relationship 2.455531e-02
## future_career_concerns 1.181319e-06
## social_support 7.426937e-04
## peer_pressure 0.000000e+00
## extracurricular_activities 1.054246e-09
## bullying 3.523324e-07
## stress_level 2.649925e-11
## log_anxiety_level 7.264967e-02
## log_self_esteem 1.354652e-01
## log_depression 3.359604e-03
## log_headache 1.048717e-12
## log_blood_pressure 1.099455e-03
## log_sleep_quality 1.623336e-03
## log_breathing_problem 1.871910e-04
## log_noise_level 0.000000e+00
## log_living_conditions 6.959396e-02
## log_safety 6.365825e-06
## log_basic_needs 1.395094e-02
## log_academic_performance 5.668293e-02
## log_study_load 2.523350e-02
## log_teacher_student_relationship 1.195237e-02
## log_future_career_concerns 7.761657e-07
## log_social_support 1.110223e-15
## log_peer_pressure NA
## log_extracurricular_activities 1.971756e-13
## log_bullying 5.964513e-09
## log_stress_level 7.489480e-10
## log_extracurricular_activities log_bullying
## anxiety_level 5.034525e-08 6.352918e-12
## self_esteem 8.686245e-07 1.056847e-04
## mental_health_history 3.093265e-05 4.390398e-09
## depression 1.292080e-06 4.929273e-07
## headache 4.950885e-05 5.427379e-06
## blood_pressure 1.204193e-02 1.576534e-03
## sleep_quality 4.877920e-05 2.220446e-16
## breathing_problem 3.961276e-13 0.000000e+00
## noise_level 1.540230e-06 1.279789e-07
## living_conditions 2.275848e-07 8.809035e-05
## safety 8.113194e-06 1.041923e-09
## basic_needs 8.986867e-01 1.324585e-05
## academic_performance 1.909277e-03 1.026734e-12
## study_load 8.898084e-06 3.567021e-07
## teacher_student_relationship 3.173001e-02 1.753272e-04
## future_career_concerns 7.373982e-09 3.698220e-11
## social_support 1.051075e-02 5.406513e-02
## peer_pressure 1.763611e-11 1.265654e-14
## extracurricular_activities 0.000000e+00 3.276453e-09
## bullying 2.861043e-08 0.000000e+00
## stress_level 4.479632e-08 5.218048e-14
## log_anxiety_level 8.349001e-02 4.408007e-04
## log_self_esteem 2.221487e-03 1.307698e-02
## log_depression 1.046595e-04 1.173267e-02
## log_headache 3.812506e-13 2.520828e-11
## log_blood_pressure 5.305300e-03 2.529624e-04
## log_sleep_quality 4.598656e-08 7.053160e-02
## log_breathing_problem 4.384049e-12 4.440892e-16
## log_noise_level 4.884981e-15 1.652686e-08
## log_living_conditions 2.162086e-05 1.183977e-09
## log_safety 4.119749e-05 8.405209e-01
## log_basic_needs 3.734790e-13 2.512132e-01
## log_academic_performance 5.638996e-03 3.554775e-01
## log_study_load 1.049516e-11 1.807969e-08
## log_teacher_student_relationship 1.780695e-01 2.676925e-04
## log_future_career_concerns 7.338574e-13 3.061793e-09
## log_social_support 2.859935e-13 8.741718e-11
## log_peer_pressure 1.971756e-13 5.964513e-09
## log_extracurricular_activities NA 3.949462e-07
## log_bullying 3.949462e-07 NA
## log_stress_level 3.307905e-07 3.090861e-13
## log_stress_level
## anxiety_level 0.000000e+00
## self_esteem 0.000000e+00
## mental_health_history 0.000000e+00
## depression 0.000000e+00
## headache 0.000000e+00
## blood_pressure 3.361603e-01
## sleep_quality 0.000000e+00
## breathing_problem 0.000000e+00
## noise_level 0.000000e+00
## living_conditions 0.000000e+00
## safety 0.000000e+00
## basic_needs 0.000000e+00
## academic_performance 0.000000e+00
## study_load 0.000000e+00
## teacher_student_relationship 0.000000e+00
## future_career_concerns 0.000000e+00
## social_support 0.000000e+00
## peer_pressure 0.000000e+00
## extracurricular_activities 0.000000e+00
## bullying 0.000000e+00
## stress_level 0.000000e+00
## log_anxiety_level 0.000000e+00
## log_self_esteem 3.108624e-15
## log_depression 0.000000e+00
## log_headache 3.366196e-13
## log_blood_pressure 2.436606e-03
## log_sleep_quality 5.549273e-09
## log_breathing_problem 8.935701e-09
## log_noise_level 1.322409e-11
## log_living_conditions 1.573470e-03
## log_safety 9.192442e-10
## log_basic_needs 1.326121e-08
## log_academic_performance 1.186921e-07
## log_study_load 1.300822e-09
## log_teacher_student_relationship 5.678757e-03
## log_future_career_concerns 5.387057e-10
## log_social_support 3.575099e-04
## log_peer_pressure 7.489480e-10
## log_extracurricular_activities 3.307905e-07
## log_bullying 3.090861e-13
## log_stress_level NA# Hitung p-value deviance
deviance_value <- deviance(model)
df_resid <- df.residual(model)
p_value_deviance <- 1 - pchisq(deviance_value, df_resid)
cat("Deviance =", deviance_value, "df =", df_resid, "p-value =", p_value_deviance, "\n")## Deviance = 585.301 df = 859 p-value = 1# Hitung p-value Pearson
pearson_stat <- sum(residuals(model, type = "pearson")^2)
p_value_pearson <- 1 - pchisq(pearson_stat, df_resid)
cat("Pearson Chi-square =", pearson_stat, "df =", df_resid, "p-value =", p_value_pearson, "\n")## Pearson Chi-square = 519.4913 df = 859 p-value = 1# Prediksi pada data testing
predictions_prob <- predict(model, newdata = test_data, type = "response")
predictions <- ifelse(predictions_prob > 0.5, 1, 0)# Confusion matrix
conf_matrix <- table(Predicted = predictions, Actual = test_data$mental_health_history)
print("Confusion Matrix:")## [1] "Confusion Matrix:"print(conf_matrix)## Actual
## Predicted 0 1
## 0 91 26
## 1 27 76# Akurasi model
accuracy <- sum(diag(conf_matrix)) / sum(conf_matrix)
print(paste("Akurasi model:", round(accuracy * 100, 2), "%"))## [1] "Akurasi model: 75.91 %"# Menghitung metrik performa
precision <- conf_matrix[2, 2] / sum(conf_matrix[2, ])
recall <- conf_matrix[2, 2] / sum(conf_matrix[, 2])
f1_score <- 2 * precision * recall / (precision + recall)
specificity <- conf_matrix[1, 1] / sum(conf_matrix[, 1])
print(paste("Precision:", round(precision, 4)))## [1] "Precision: 0.7379"print(paste("Recall:", round(recall, 4)))## [1] "Recall: 0.7451"print(paste("F1-score:", round(f1_score, 4)))## [1] "F1-score: 0.7415"print(paste("Specificity:", round(specificity, 4)))## [1] "Specificity: 0.7712"# install.packages("pROC")
# ROC dan AUC
library(pROC)## Warning: package 'pROC' was built under R version 4.4.3## Type 'citation("pROC")' for a citation.##
## Attaching package: 'pROC'## The following objects are masked from 'package:stats':
##
## cov, smooth, varroc_obj <- roc(test_data$mental_health_history, predictions_prob)## Setting levels: control = 0, case = 1## Setting direction: controls < casesauc_value <- auc(roc_obj)
print(paste("AUC:", round(auc_value, 4)))## [1] "AUC: 0.9005"