Outliers Analysis

Pre Proccess

Data

data1 <- read.csv("C:/Users/Eldad Aviv/Desktop/השכלה/תואר שני/Research/ds1 - full correlates and betas gender.csv")
data2 <- read.csv("C:/Users/Eldad Aviv/Desktop/השכלה/תואר שני/Research/ds2 - full correlates and betas gender.csv")

Libraries

library(dplyr)
## 
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
library(ggplot2)
library(rlang)
library(tinytex)
## 
## Attaching package: 'tinytex'
## The following object is masked from 'package:rlang':
## 
##     check_installed

Functions

plot_data_for_variables <- function(data, x_var, y_var) {
  # Ensure a copy of the data to avoid altering the original dataset
  data_copy <- data
  
  # Calculate z-scores for the x variable
  x_var_mean <- mean(data_copy[[x_var]], na.rm = TRUE)
  x_var_sd <- sd(data_copy[[x_var]], na.rm = TRUE)
  data_copy <- data_copy %>%
    mutate(z_score = (.[[x_var]] - x_var_mean) / x_var_sd,
           outlier = ifelse(abs(z_score) > 2.5, "Outlier", "Not Outlier"))
  
  # Function to create a plot and return correlation results
  create_plot_and_cor <- function(data_subset) {
    cor_test_result <- cor.test(data_subset[[x_var]], data_subset[[y_var]], method = "pearson")
    R_value <- cor_test_result$estimate
    p_value <- cor_test_result$p.value
    
    plot <- ggplot(data_subset, aes_string(x = x_var, y = y_var)) +
      geom_point(aes(color = outlier)) +
      geom_smooth(method = "lm", se = FALSE, color = "black") +
      scale_color_manual(values = c("Outlier" = "red", "Not Outlier" = "blue")) +
      labs(x = x_var, y = y_var, title = paste("Relationship between", x_var, "and", y_var)) +
      theme_minimal() +
      annotate("text", x = Inf, y = Inf, label = sprintf("R = %.2f, p = %.3f", R_value, p_value),
               hjust = 1.05, vjust = 1.05, size = 3, color = "black")
    
    # Add z-score annotations only for outliers
    if(any(data_subset$outlier == "Outlier")) {
      plot <- plot + geom_text(data = filter(data_subset, outlier == "Outlier"),
                               aes(label = paste("z =", sprintf("%.2f", z_score))), hjust = 1.1, vjust = 1.1, size = 3, color = "black")
    }
    
    return(list(plot = plot, R_value = R_value, p_value = p_value))
  }
  
  # Create plots and correlation results for data with and without outliers
  result_with_outliers <- create_plot_and_cor(data_copy)
  data_no_outliers <- filter(data_copy, outlier == "Not Outlier")
  result_without_outliers <- create_plot_and_cor(data_no_outliers)
  
  # Print the plots
  print(result_with_outliers$plot)
  print(result_without_outliers$plot)
  
  # Summary of analysis
  cat("Summary of Outlier Analysis:\n")
  outliers_tested <- filter(data_copy, outlier == "Outlier")
  num_outliers_tested <- nrow(outliers_tested)
  cat("Number of Outliers tested:", num_outliers_tested, "\n")
  cat("Z-scores of tested outliers:")
  if(num_outliers_tested > 0) {
    print(outliers_tested[, c("z_score")])
  } else {
    cat("None\n")
  }
  cat("With outliers: R =", result_with_outliers$R_value, ", p =", result_with_outliers$p_value, "\n")
  cat("Without outliers: R =", result_without_outliers$R_value, ", p =", result_without_outliers$p_value, "\n")
}

# Example usage:
# plot_data_for_variables(data1, "variable1_name", "variable2_name")

Vocal Attributes Outliers

Under 2 Seconds Period silence count

Dataset1

Prosody variable name: under_eq_2s_utt_count

Outliers Versions :

  • avg_avg - GOI_6.avg_avg
  • p_B_avg - GOI_50.diff_avg
  • p_beta_avg - GOI_50.diff_avg

Compare Plots

plot_data_for_variables(data1, "under_eq_2s_utt_count.avg_avg", "GOI_6.avg_avg")
## Warning: `aes_string()` was deprecated in ggplot2 3.0.0.
## ℹ Please use tidy evaluation idioms with `aes()`.
## ℹ See also `vignette("ggplot2-in-packages")` for more information.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.
## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 2.681486
## With outliers: R = 0.3530206 , p = 0.005663556 
## Without outliers: R = 0.4563781 , p = 0.0002802048
plot_data_for_variables(data1, "under_eq_2s_utt_count.p_B_avg", "GOI_50.diff_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 1 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 0 
## Z-scores of tested outliers:None
## With outliers: R = -0.3121065 , p = 0.01610657 
## Without outliers: R = -0.3121065 , p = 0.01610657
plot_data_for_variables(data1, "under_eq_2s_utt_count.p_beta_avg", "GOI_50.diff_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 0 
## Z-scores of tested outliers:None
## With outliers: R = -0.3129245 , p = 0.01581595 
## Without outliers: R = -0.3129245 , p = 0.01581595

Dataset2

*No Outliers founded for the under_eq_2s_utt_count variable in dataset2

Maximum Speaking

Dataset1

Prosody variable name: utterance_dur_max[s]

Outlier Variation

  • utterance_dur_max.s..diff_avg & GOI_interaction.avg_avg

  • utterance_dur_max.s..diff_avg & GOI_53.avg_avg

Compare Plots

plot_data_for_variables(data1, "utterance_dur_max.s..diff_avg", "GOI_interaction.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 4 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 4 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 4 rows containing non-finite values (`stat_smooth()`).
## Removed 4 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 3 
## Z-scores of tested outliers:[1] 3.301171 3.145137 3.004765
## With outliers: R = 0.268871 , p = 0.04509896 
## Without outliers: R = 0.2980996 , p = 0.03015836
plot_data_for_variables(data1, "utterance_dur_max.s..diff_avg", "GOI_53.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 1 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 3 
## Z-scores of tested outliers:[1] 3.301171 3.145137 3.004765
## With outliers: R = 0.04369801 , p = 0.7424383 
## Without outliers: R = 0.1208776 , p = 0.3748508

Dataset2

Prosody variable name: utterance_dur_max[s]

*No Outliers founded for the utterance_dur_max[s] variable in dataset2

Mean time speaking

Dataset1

Prosody variable name: utterance_dur_mean[s].B_avg

Outlier Variation

  • utterance_dur_mean[s].B_avg & GOI_31.avg_avg

  • utterance_dur_mean[s].B_avg & GOI_32.avg_avg

  • utterance_dur_mean[s].B_avg & GOI_36.avg_avg

  • utterance_dur_mean[s].B_avg & GOI_22.avg_avg

Compare Plots

plot_data_for_variables(data1,"utterance_dur_mean.s..p_B_avg", "GOI_31.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 1 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] -4.442685  2.728827
## With outliers: R = 0.3334649 , p = 0.009853682 
## Without outliers: R = 0.3349757 , p = 0.01086431
plot_data_for_variables(data1,"utterance_dur_mean.s..p_B_avg", "GOI_32.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 2 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Removed 2 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] -4.442685  2.728827
## With outliers: R = 0.4536678 , p = 0.0003480953 
## Without outliers: R = 0.4440131 , p = 0.0006083384
plot_data_for_variables(data1,"utterance_dur_mean.s..p_B_avg", "GOI_36.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 1 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] -4.442685  2.728827
## With outliers: R = 0.3325643 , p = 0.01006683 
## Without outliers: R = 0.3691273 , p = 0.004718573
plot_data_for_variables(data1,"utterance_dur_mean.s..p_B_avg", "GOI_22.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] -4.442685  2.728827
## With outliers: R = 0.2917241 , p = 0.02372279 
## Without outliers: R = 0.3221964 , p = 0.0136432

Dataset2

Prosody variable name: utterance_dur_mean[s].B_avg

Outlier Variation

  • utterance_dur_mean[s].avg_avg & GOI_6.avg_avg

  • utterance_dur_mean[s].avg_avg & GOI_31.diff_avg

  • utterance_dur_mean[s].avg_avg & GOI_35.avg_avg

  • utterance_dur_mean[s].p_B_avg & GOI_31.avg_avg

  • utterance_dur_mean[s].p_B_avg & GOI_32.avg_avg

  • utterance_dur_mean[s].p_B_avg & GOI_36.avg_avg

Compare Plots

plot_data_for_variables(data2,"utterance_dur_mean.s..avg_avg", "GOI_6.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 1 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 3.885101
## With outliers: R = 0.359429 , p = 0.005176331 
## Without outliers: R = 0.4394696 , p = 0.0005575728
plot_data_for_variables(data2,"utterance_dur_mean.s..avg_avg", "GOI_31.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 3 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 3.885101
## With outliers: R = 0.3539021 , p = 0.006918987 
## Without outliers: R = 0.3708115 , p = 0.004902511
plot_data_for_variables(data2,"utterance_dur_mean.s..avg_avg", "GOI_35.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 3.885101
## With outliers: R = 0.3409383 , p = 0.009451775 
## Without outliers: R = 0.4931708 , p = 0.0001125711
plot_data_for_variables(data2,"utterance_dur_mean.s..p_B_avg", "GOI_31.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] 3.751063 3.504891
## With outliers: R = 0.2846598 , p = 0.03186196 
## Without outliers: R = 0.2355459 , p = 0.0834193
plot_data_for_variables(data2,"utterance_dur_mean.s..p_B_avg", "GOI_32.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] 3.751063 3.504891
## With outliers: R = 0.2861138 , p = 0.03096036 
## Without outliers: R = 0.164445 , p = 0.2302432
plot_data_for_variables(data2,"utterance_dur_mean.s..p_B_avg", "GOI_36.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] 3.751063 3.504891
## With outliers: R = 0.2950079 , p = 0.02589699 
## Without outliers: R = 0.2098397 , p = 0.1241357

Minimum time speaking

Dataset1

Prosody variable name: utterance_dur_min[s]

Outlier Variation

  • utterance_dur_min[s].p_B_avg & GOI_53.diff_avg

Compare Plots

plot_data_for_variables(data1,"utterance_dur_min.s..p_B_avg", "GOI_53.diff_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 1 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] -7.383278
## With outliers: R = -0.2623592 , p = 0.04470535 
## Without outliers: R = -0.2199524 , p = 0.09711009

Dataset2

Prosody variable name: utterance_dur_min[s]

No outliers found in Dataset2 for `utterance_dur_min[s]

std of time speaking

Dataset1

Outliers Variation

  • utterance_dur_std[s].p_B_avg_vs_GOI31.avg_avg

  • utterance_dur_std[s].p_B_avg_vs_GOI36.avg_avg

  • utterance_dur_std[s].p_B_avg_vs_GOI53.diff_avg

  • utterance_dur_std[s].q_B_avg_vs_GOI1.avg_avg

  • utterance_dur_std[s].q_B_avg_vs_GOI16.avg_avg

  • utterance_dur_std[s].q_B_avg_vs_GOI22.avg_avg

  • utterance_dur_std[s].q_B_avg_vs_GOI_31_avg_avg

Compare Plots

plot_data_for_variables(data1,"utterance_dur_std.s..p_B_avg", "GOI_31.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 1 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] -3.528219  3.288130
## With outliers: R = 0.299648 , p = 0.02113014 
## Without outliers: R = 0.2771789 , p = 0.03685346
plot_data_for_variables(data1,"utterance_dur_std.s..p_B_avg", "GOI_36.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] -3.528219  3.288130
## With outliers: R = 0.3872938 , p = 0.002442002 
## Without outliers: R = 0.4064291 , p = 0.001706224
plot_data_for_variables(data1,"utterance_dur_std.s..p_B_avg", "GOI_53.diff_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] -3.528219  3.288130
## With outliers: R = 0.3382444 , p = 0.008786812 
## Without outliers: R = 0.3387483 , p = 0.009950894
plot_data_for_variables(data1,"utterance_dur_std.s..q_B_avg", "GOI_1.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] -3.009730  2.789548
## With outliers: R = 0.2773749 , p = 0.03190206 
## Without outliers: R = 0.3207851 , p = 0.01408422
plot_data_for_variables(data1,"utterance_dur_std.s..q_B_avg", "GOI_16.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] -3.009730  2.789548
## With outliers: R = 0.2709706 , p = 0.03790851 
## Without outliers: R = 0.2548602 , p = 0.05571621
plot_data_for_variables(data1,"utterance_dur_std.s..q_B_avg", "GOI_22.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] -3.009730  2.789548
## With outliers: R = 0.2822307 , p = 0.02890436 
## Without outliers: R = 0.2487885 , p = 0.05967339
plot_data_for_variables(data1,"utterance_dur_std.s..q_B_avg", "GOI_31.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] -3.009730  2.789548
## With outliers: R = 0.2760532 , p = 0.03431507 
## Without outliers: R = 0.2702209 , p = 0.04206108

Dataset2

plot_data_for_variables(data2,"utterance_dur_std.s..p_B_avg", "GOI_36.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 3 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] 3.215876 3.091299
## With outliers: R = 0.2645823 , p = 0.04671262 
## Without outliers: R = 0.1754008 , p = 0.2002339
plot_data_for_variables(data2,"utterance_dur_std.s..q_B_avg", "GOI_1.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] 2.613740 3.927663
## With outliers: R = 0.3490744 , p = 0.006264486 
## Without outliers: R = 0.2604251 , p = 0.04833889
plot_data_for_variables(data2,"utterance_dur_std.s..q_B_avg", "GOI_16.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 2 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Removed 2 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] 2.613740 3.927663
## With outliers: R = 0.2858804 , p = 0.029598 
## Without outliers: R = 0.2239982 , p = 0.096994
plot_data_for_variables(data2,"utterance_dur_std.s..q_B_avg", "GOI_22.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Removed 2 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Removed 2 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] 2.613740 3.927663
## With outliers: R = 0.335083 , p = 0.01013573 
## Without outliers: R = 0.2682236 , p = 0.0456386
plot_data_for_variables(data2,"utterance_dur_std.s..q_B_avg", "GOI_31.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 3 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] 2.613740 3.927663
## With outliers: R = 0.2819606 , p = 0.03359363 
## Without outliers: R = 0.2397053 , p = 0.0779565

Durations Outlier Analysis

Minimum Gap

Dataset1

  • p_B_avg
plot_data_for_variables(data1,"gaps_min.p_B_avg", "GOI_5.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## Summary of Outlier Analysis:
## Number of Outliers tested: 3 
## Z-scores of tested outliers:[1] -2.722143 -2.791868 -2.651337
## With outliers: R = -0.2713136 , p = 0.03600382 
## Without outliers: R = -0.2764933 , p = 0.03734161
plot_data_for_variables(data1,"gaps_min.p_B_diff", "GOI_22.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 4.943463
## With outliers: R = 0.2601008 , p = 0.04474541 
## Without outliers: R = 0.2210248 , p = 0.09251546
plot_data_for_variables(data1,"gaps_min.q_B_avg", "GOI_17.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 2 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Removed 2 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 3 
## Z-scores of tested outliers:[1] -2.643665 -2.723540  2.738583
## With outliers: R = -0.2623707 , p = 0.04662781 
## Without outliers: R = -0.171656 , p = 0.2101617

Dataset2

  • avg_avg
plot_data_for_variables(data2,"gaps_min.avg_avg", "GOI_1.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] -3.637901
## With outliers: R = -0.3687254 , p = 0.003744099 
## Without outliers: R = -0.3953555 , p = 0.001940884
plot_data_for_variables(data2,"gaps_min.avg_avg", "GOI_6.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 1 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] -3.637901
## With outliers: R = -0.3509658 , p = 0.006421874 
## Without outliers: R = -0.3499449 , p = 0.007085313
plot_data_for_variables(data2,"gaps_min.avg_avg", "GOI_17.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 2 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Removed 2 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] -3.637901
## With outliers: R = -0.4153046 , p = 0.00118785 
## Without outliers: R = -0.4563133 , p = 0.0003603876
plot_data_for_variables(data2,"gaps_min.avg_avg", "GOI_36.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 3 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] -3.637901
## With outliers: R = -0.2378455 , p = 0.07481865 
## Without outliers: R = -0.2689163 , p = 0.04506144

Overall Silence

Dataset1

plot_data_for_variables(data1,"overall_silences_duration.q_B_diff", "GOI_5.diff_avg")
## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] -4.432171
## With outliers: R = 0.2824312 , p = 0.02878588 
## Without outliers: R = 0.2452683 , p = 0.06115918

Dataset2

plot_data_for_variables(data2,"overall_silences_duration.diff_avg", "GOI_2.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 5.200727
## With outliers: R = 0.3420358 , p = 0.00747597 
## Without outliers: R = 0.3191425 , p = 0.01374993
plot_data_for_variables(data2,"overall_silences_duration.diff_avg", "GOI_3.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 5.200727
## With outliers: R = 0.3076401 , p = 0.01679583 
## Without outliers: R = 0.3120877 , p = 0.0161133
plot_data_for_variables(data2,"overall_silences_duration.diff_avg", "GOI_6.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 1 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 5.200727
## With outliers: R = 0.267236 , p = 0.04074301 
## Without outliers: R = 0.1831002 , p = 0.1688971
plot_data_for_variables(data2,"overall_silences_duration.diff_avg", "GOI_32.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 3 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 5.200727
## With outliers: R = 0.2944012 , p = 0.02621875 
## Without outliers: R = 0.2036596 , p = 0.1321949
plot_data_for_variables(data2,"overall_silences_duration.diff_avg", "GOI_35.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 5.200727
## With outliers: R = 0.2744798 , p = 0.03880632 
## Without outliers: R = 0.1712129 , p = 0.207063
plot_data_for_variables(data2,"overall_silences_duration.diff_avg", "GOI_47.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 5.200727
## With outliers: R = 0.2905888 , p = 0.02831819 
## Without outliers: R = 0.2302063 , p = 0.08784812

Overall Speaking

Dataset1

plot_data_for_variables(data1, "overall_speaking_duration.p_beta_avg", "GOI_35.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 1 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] -3.065709 -3.963374
## With outliers: R = 0.2688997 , p = 0.03945943 
## Without outliers: R = 0.2251496 , p = 0.09220498

Dataset2

plot_data_for_variables(data2,"overall_speaking_duration.p_B_avg", "GOI_4.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 3.523091
## With outliers: R = 0.3058345 , p = 0.01748263 
## Without outliers: R = 0.3000156 , p = 0.02096484
plot_data_for_variables(data2,"overall_speaking_duration.p_B_avg", "GOI_6.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 1 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 3.523091
## With outliers: R = 0.4302474 , p = 0.0006709428 
## Without outliers: R = 0.4105298 , p = 0.001370384
plot_data_for_variables(data2,"overall_speaking_duration.p_B_avg", "GOI_7.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 3.523091
## With outliers: R = 0.3715332 , p = 0.003469569 
## Without outliers: R = 0.3634923 , p = 0.004657791
plot_data_for_variables(data2,"overall_speaking_duration.p_B_avg", "GOI_16.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 2 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Removed 2 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 3.523091
## With outliers: R = 0.2728836 , p = 0.03821948 
## Without outliers: R = 0.2266526 , p = 0.08999553
plot_data_for_variables(data2,"overall_speaking_duration.p_B_avg", "GOI_22.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Removed 2 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Removed 2 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 3.523091
## With outliers: R = 0.3780471 , p = 0.003434888 
## Without outliers: R = 0.3411223 , p = 0.009410842
plot_data_for_variables(data2,"overall_speaking_duration.p_B_avg", "GOI_29.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 4 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 4 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 4 rows containing non-finite values (`stat_smooth()`).
## Removed 4 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 3.523091
## With outliers: R = 0.4139565 , p = 0.001516651 
## Without outliers: R = 0.3839123 , p = 0.003809121
plot_data_for_variables(data2,"overall_speaking_duration.p_B_avg", "GOI_32.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 3 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 3.523091
## With outliers: R = 0.3470828 , p = 0.008165567 
## Without outliers: R = 0.3112947 , p = 0.01952629
plot_data_for_variables(data2,"overall_speaking_duration.p_B_avg", "GOI_35.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 3.523091
## With outliers: R = 0.4314016 , p = 0.0008069193 
## Without outliers: R = 0.3824644 , p = 0.003625472
plot_data_for_variables(data2,"overall_speaking_duration.p_B_avg", "GOI_38.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 3.523091
## With outliers: R = 0.2827515 , p = 0.03307828 
## Without outliers: R = 0.1984684 , p = 0.1425572
plot_data_for_variables(data2,"overall_speaking_duration.p_B_avg", "GOI_full.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 6 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 6 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 6 rows containing non-finite values (`stat_smooth()`).
## Removed 6 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 3.523091
## With outliers: R = 0.441157 , p = 0.0008406985 
## Without outliers: R = 0.4211897 , p = 0.001685422
plot_data_for_variables(data2,"overall_speaking_duration.p_B_avg", "GOI_interaction.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 5 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 5 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 5 rows containing non-finite values (`stat_smooth()`).
## Removed 5 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 3.523091
## With outliers: R = 0.4809728 , p = 0.0002015852 
## Without outliers: R = 0.4578208 , p = 0.0004997768
plot_data_for_variables(data2,"overall_speaking_duration.p_B_avg", "GOI_other.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 4 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 4 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 4 rows containing non-finite values (`stat_smooth()`).
## Removed 4 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 3.523091
## With outliers: R = 0.2951834 , p = 0.02720259 
## Without outliers: R = 0.2840894 , p = 0.03555383

Silence Duration

Dataset1

  • silence_durations_avg
plot_data_for_variables(data1,"silence_durations_avg.p_B_avg", "GOI_43.diff_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 2 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Removed 2 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] -2.903257 -3.472977
## With outliers: R = -0.2945973 , p = 0.02477977 
## Without outliers: R = -0.3314734 , p = 0.01257556
plot_data_for_variables(data1,"silence_durations_avg.p_B_avg", "GOI_46.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 1 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] -2.903257 -3.472977
## With outliers: R = 0.3489855 , p = 0.00674865 
## Without outliers: R = 0.3615267 , p = 0.005725001
plot_data_for_variables(data1,"silence_durations_avg.p_B_avg", "GOI_full.diff_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 4 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 4 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 4 rows containing non-finite values (`stat_smooth()`).
## Removed 4 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] -2.903257 -3.472977
## With outliers: R = -0.2767658 , p = 0.03892874 
## Without outliers: R = -0.2850388 , p = 0.03669488
plot_data_for_variables(data1,"silence_durations_avg.p_B_avg", "GOI_other.diff_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 3 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] -2.903257 -3.472977
## With outliers: R = -0.2874358 , p = 0.03015921 
## Without outliers: R = -0.1867308 , p = 0.1722323

Dataset2

  • p_B_avg
plot_data_for_variables(data2,"silence_durations_avg.p_B_avg", "GOI_16.diff_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 2 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Removed 2 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 3 
## Z-scores of tested outliers:[1] -4.576795 -4.039376 -3.199635
## With outliers: R = -0.259402 , p = 0.04925898 
## Without outliers: R = -0.09355837 , p = 0.4968825
plot_data_for_variables(data2,"silence_durations_avg.p_B_avg", "GOI_43.diff_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 4 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 4 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 4 rows containing non-finite values (`stat_smooth()`).
## Removed 4 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 3 
## Z-scores of tested outliers:[1] -4.576795 -4.039376 -3.199635
## With outliers: R = -0.3705089 , p = 0.004940372 
## Without outliers: R = -0.04074996 , p = 0.7720377
plot_data_for_variables(data2,"silence_durations_avg.p_B_avg", "GOI_46.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 3 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 3 
## Z-scores of tested outliers:[1] -4.576795 -4.039376 -3.199635
## With outliers: R = 0.3643657 , p = 0.005328964 
## Without outliers: R = 0.05974667 , p = 0.6678089
plot_data_for_variables(data2,"silence_durations_avg.p_B_avg", "GOI_full.diff_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 6 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 6 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 6 rows containing non-finite values (`stat_smooth()`).
## Removed 6 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 3 
## Z-scores of tested outliers:[1] -4.576795 -4.039376 -3.199635
## With outliers: R = -0.3943383 , p = 0.003171977 
## Without outliers: R = 0.05029007 , p = 0.7259926
plot_data_for_variables(data2,"silence_durations_avg.p_B_diff", "GOI_46.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 3 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] -6.635251
## With outliers: R = 0.4323548 , p = 0.0007832849 
## Without outliers: R = 0.2474352 , p = 0.0659774
plot_data_for_variables(data2,"silence_durations_avg.p_B_avg", "GOI_other.diff_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 4 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 4 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 4 rows containing non-finite values (`stat_smooth()`).
## Removed 4 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 3 
## Z-scores of tested outliers:[1] -4.576795 -4.039376 -3.199635
## With outliers: R = -0.3113647 , p = 0.01949743 
## Without outliers: R = 0.07004155 , p = 0.6182275
  • q_B_avg
plot_data_for_variables(data1,"silence_durations_min.avg_avg", "GOI_3.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 3.981264
## With outliers: R = -0.4011392 , p = 0.001491175 
## Without outliers: R = -0.2855657 , p = 0.02834955
plot_data_for_variables(data1,"silence_durations_min.avg_avg", "GOI_6.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 3.981264
## With outliers: R = -0.3907884 , p = 0.002021033 
## Without outliers: R = -0.3387301 , p = 0.008684229
plot_data_for_variables(data1,"silence_durations_min.avg_avg", "GOI_7.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 1 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 3.981264
## With outliers: R = -0.4168077 , p = 0.00102384 
## Without outliers: R = -0.2746315 , p = 0.03695139
plot_data_for_variables(data1,"silence_durations_min.avg_avg", "GOI_31.diff_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 3.981264
## With outliers: R = 0.1906664 , p = 0.1480347 
## Without outliers: R = 0.1650942 , p = 0.2155422
plot_data_for_variables(data1,"silence_durations_min.avg_avg", "GOI_35.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 3.981264
## With outliers: R = -0.2913614 , p = 0.02516077 
## Without outliers: R = -0.2277366 , p = 0.08555847
plot_data_for_variables(data1,"silence_durations_min.diff_avg", "GOI_6.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## Summary of Outlier Analysis:
## Number of Outliers tested: 3 
## Z-scores of tested outliers:[1] 3.097890 2.610673 2.610673
## With outliers: R = -0.1989163 , p = 0.1275942 
## Without outliers: R = -0.1417551 , p = 0.2928731
plot_data_for_variables(data1,"silence_durations_min.diff_avg", "GOI_35.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 3 
## Z-scores of tested outliers:[1] 3.097890 2.610673 2.610673
## With outliers: R = -0.1953254 , p = 0.1381958 
## Without outliers: R = -0.1207353 , p = 0.3754177
plot_data_for_variables(data1,"silence_durations_min.p_B_avg", "GOI_44.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 3 
## Z-scores of tested outliers:[1]  2.962041 -3.522174 -3.497187
## With outliers: R = -0.3357129 , p = 0.009338648 
## Without outliers: R = -0.1395676 , p = 0.304937
plot_data_for_variables(data1,"silence_durations_min.p_B_diff", "GOI_44.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 3 
## Z-scores of tested outliers:[1]  3.484338 -2.540692 -2.540692
## With outliers: R = -0.2775017 , p = 0.03334445 
## Without outliers: R = -0.1746535 , p = 0.1979443

### Speaking Duration Average

### Dataset1

  • Mean
plot_data_for_variables(data1, "speaking_durations_avg.avg_avg", "GOI_17.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 2 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Removed 2 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 0 
## Z-scores of tested outliers:None
## With outliers: R = 0.2657101 , p = 0.04380683 
## Without outliers: R = 0.2657101 , p = 0.04380683
plot_data_for_variables(data1, "speaking_durations_avg.avg_avg", "GOI_46.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 1 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 0 
## Z-scores of tested outliers:None
## With outliers: R = 0.234992 , p = 0.07320233 
## Without outliers: R = 0.234992 , p = 0.07320233
plot_data_for_variables(data1, "speaking_durations_avg.diff_avg", "GOI_17.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 2 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Removed 2 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] 2.952462 3.244108
## With outliers: R = 0.3688071 , p = 0.004388716 
## Without outliers: R = 0.346773 , p = 0.008837574
plot_data_for_variables(data1, "speaking_durations_avg.diff_avg", "GOI_interaction.diff_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 4 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 4 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 4 rows containing non-finite values (`stat_smooth()`).
## Removed 4 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] 2.952462 3.244108
## With outliers: R = -0.2499881 , p = 0.06314491 
## Without outliers: R = -0.3288522 , p = 0.01518378
plot_data_for_variables(data1, "speaking_durations_avg.p_B_avg", "GOI_1.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 3.729188
## With outliers: R = 0.3002016 , p = 0.01978136 
## Without outliers: R = 0.2978544 , p = 0.0219527
plot_data_for_variables(data1, "speaking_durations_avg.p_B_avg", "GOI_32.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 2 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Removed 2 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 3.729188
## With outliers: R = 0.3085938 , p = 0.01843022 
## Without outliers: R = 0.2879968 , p = 0.02982453
plot_data_for_variables(data1, "speaking_durations_avg.p_B_avg", "GOI_34.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 3 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 3.729188
## With outliers: R = 0.3488121 , p = 0.007832251 
## Without outliers: R = 0.3451162 , p = 0.009189218
plot_data_for_variables(data1, "speaking_durations_avg.p_B_avg", "GOI_35.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 1 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 3.729188
## With outliers: R = 0.3352498 , p = 0.009442811 
## Without outliers: R = 0.3360491 , p = 0.009907531
plot_data_for_variables(data1, "speaking_durations_avg.p_B_avg", "GOI_36.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 3.729188
## With outliers: R = 0.3505932 , p = 0.006482282 
## Without outliers: R = 0.3175492 , p = 0.01514185
plot_data_for_variables(data1, "speaking_durations_avg.p_B_avg", "GOI_40.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 3.729188
## With outliers: R = 0.3117285 , p = 0.01624242 
## Without outliers: R = 0.2550386 , p = 0.05334503

*Dataset2

plot_data_for_variables(data2, "speaking_durations_avg.avg_avg", "GOI_1.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 4.140032
## With outliers: R = 0.3834495 , p = 0.002492741 
## Without outliers: R = 0.3580434 , p = 0.005364417
plot_data_for_variables(data2, "speaking_durations_avg.avg_avg", "GOI_3.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 4.140032
## With outliers: R = 0.3732733 , p = 0.003308538 
## Without outliers: R = 0.4608058 , p = 0.0002399716
plot_data_for_variables(data2, "speaking_durations_avg.avg_avg", "GOI_4.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 4.140032
## With outliers: R = 0.306196 , p = 0.01734324 
## Without outliers: R = 0.2645006 , p = 0.0429282
plot_data_for_variables(data2, "speaking_durations_avg.avg_avg", "GOI_5.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 4.140032
## With outliers: R = 0.3870222 , p = 0.002252082 
## Without outliers: R = 0.3579869 , p = 0.005372213
plot_data_for_variables(data2, "speaking_durations_avg.avg_avg", "GOI_6.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 1 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 1 rows containing non-finite values (`stat_smooth()`).
## Removed 1 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 4.140032
## With outliers: R = 0.3115772 , p = 0.01629706 
## Without outliers: R = 0.3944995 , p = 0.002181493
plot_data_for_variables(data2, "speaking_durations_avg.avg_avg", "GOI_7.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 4.140032
## With outliers: R = 0.3204414 , p = 0.01255608 
## Without outliers: R = 0.4204561 , p = 0.0009144268
plot_data_for_variables(data2, "speaking_durations_avg.avg_avg", "GOI_16.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 2 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Removed 2 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 4.140032
## With outliers: R = 0.315654 , p = 0.01579234 
## Without outliers: R = 0.3091824 , p = 0.01927242
plot_data_for_variables(data2, "speaking_durations_avg.avg_avg", "GOI_17.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Removed 2 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Removed 2 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 4.140032
## With outliers: R = 0.4081496 , p = 0.001470457 
## Without outliers: R = 0.4027231 , p = 0.001897666
plot_data_for_variables(data2, "speaking_durations_avg.avg_avg", "GOI_22.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Removed 2 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Removed 2 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 4.140032
## With outliers: R = 0.3179009 , p = 0.01502368 
## Without outliers: R = 0.2966753 , p = 0.02502985
plot_data_for_variables(data2, "speaking_durations_avg.avg_avg", "GOI_29.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 4 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 4 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 4 rows containing non-finite values (`stat_smooth()`).
## Removed 4 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 4.140032
## With outliers: R = 0.3394067 , p = 0.01049559 
## Without outliers: R = 0.4049197 , p = 0.002165835
plot_data_for_variables(data2, "speaking_durations_avg.avg_avg", "GOI_31.diff_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 3 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 4.140032
## With outliers: R = -0.2173772 , p = 0.1043138 
## Without outliers: R = -0.2025103 , p = 0.1344387
plot_data_for_variables(data2, "speaking_durations_avg.avg_avg", "GOI_35.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 4.140032
## With outliers: R = 0.260051 , p = 0.05074855 
## Without outliers: R = 0.4282842 , p = 0.0009914909
plot_data_for_variables(data2, "speaking_durations_avg.avg_avg", "GOI_45.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 4.140032
## With outliers: R = 0.3368378 , p = 0.0104048 
## Without outliers: R = 0.2826846 , p = 0.03477477
plot_data_for_variables(data2, "speaking_durations_avg.avg_avg", "GOI_46.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 4.140032
## With outliers: R = 0.2671739 , p = 0.04452493 
## Without outliers: R = 0.2580513 , p = 0.05483453
plot_data_for_variables(data2, "speaking_durations_avg.avg_avg", "GOI_full.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 6 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 6 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 6 rows containing non-finite values (`stat_smooth()`).
## Removed 6 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 4.140032
## With outliers: R = 0.4037043 , p = 0.002468495 
## Without outliers: R = 0.4618632 , p = 0.000498976
plot_data_for_variables(data2, "speaking_durations_avg.avg_avg", "GOI_full.diff_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 6 rows containing non-finite values (`stat_smooth()`).
## Removed 6 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 6 rows containing non-finite values (`stat_smooth()`).
## Removed 6 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 4.140032
## With outliers: R = -0.1903735 , p = 0.1679356 
## Without outliers: R = -0.1295361 , p = 0.3552504
plot_data_for_variables(data2, "speaking_durations_avg.avg_avg", "GOI_interaction.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 5 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 5 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 5 rows containing non-finite values (`stat_smooth()`).
## Removed 5 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 4.140032
## With outliers: R = 0.3614385 , p = 0.006702887 
## Without outliers: R = 0.4299587 , p = 0.001175231
plot_data_for_variables(data2, "speaking_durations_avg.avg_avg", "GOI_interaction.diff_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 5 rows containing non-finite values (`stat_smooth()`).
## Removed 5 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 5 rows containing non-finite values (`stat_smooth()`).
## Removed 5 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 4.140032
## With outliers: R = -0.1119864 , p = 0.4156437 
## Without outliers: R = -0.06963794 , p = 0.616817
plot_data_for_variables(data2, "speaking_durations_avg.avg_avg", "GOI_other.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 4 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 4 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 4 rows containing non-finite values (`stat_smooth()`).
## Removed 4 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] 4.140032
## With outliers: R = 0.4385527 , p = 0.0007226804 
## Without outliers: R = 0.4755342 , p = 0.0002434469
  • diff_avg
plot_data_for_variables(data1, "speaking_durations_avg.diff_avg", "GOI_6.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] 2.952462 3.244108
## With outliers: R = 0.4657294 , p = 0.0001769043 
## Without outliers: R = 0.4402375 , p = 0.0005438286
plot_data_for_variables(data1, "speaking_durations_avg.diff_avg", "GOI_17.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 2 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 2 rows containing non-finite values (`stat_smooth()`).
## Removed 2 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] 2.952462 3.244108
## With outliers: R = 0.3688071 , p = 0.004388716 
## Without outliers: R = 0.346773 , p = 0.008837574
plot_data_for_variables(data1, "speaking_durations_avg.diff_avg", "GOI_full.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 4 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 4 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 4 rows containing non-finite values (`stat_smooth()`).
## Removed 4 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] 2.952462 3.244108
## With outliers: R = 0.4206334 , p = 0.001246989 
## Without outliers: R = 0.4015958 , p = 0.002613479
plot_data_for_variables(data2, "speaking_durations_avg.diff_avg", "GOI_full.diff_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 6 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 6 rows containing missing values (`geom_point()`).
## Warning: Removed 1 rows containing missing values (`geom_text()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 5 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 5 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] 3.599326 3.214486
## With outliers: R = -0.2749139 , p = 0.04423319 
## Without outliers: R = -0.2351192 , p = 0.09012723
plot_data_for_variables(data1, "speaking_durations_avg.diff_avg", "GOI_interaction.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 4 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 4 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 4 rows containing non-finite values (`stat_smooth()`).
## Removed 4 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] 2.952462 3.244108
## With outliers: R = 0.419019 , p = 0.001307914 
## Without outliers: R = 0.3968863 , p = 0.002964909
  • p_B_avg
plot_data_for_variables(data2, "speaking_durations_avg.p_B_avg", "GOI_1.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] -4.515588
## With outliers: R = 0.2908397 , p = 0.02416975 
## Without outliers: R = 0.4105466 , p = 0.001239359
plot_data_for_variables(data2, "speaking_durations_avg.p_B_avg", "GOI_32.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 3 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] -4.515588
## With outliers: R = 0.3175549 , p = 0.0160826 
## Without outliers: R = 0.3250346 , p = 0.01451553
plot_data_for_variables(data2, "speaking_durations_avg.p_B_avg", "GOI_34.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 4 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 4 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 4 rows containing non-finite values (`stat_smooth()`).
## Removed 4 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] -4.515588
## With outliers: R = 0.3633377 , p = 0.005916051 
## Without outliers: R = 0.3536011 , p = 0.008089822
plot_data_for_variables(data2, "speaking_durations_avg.p_B_avg", "GOI_35.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 3 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] -4.515588
## With outliers: R = 0.35254 , p = 0.007153764 
## Without outliers: R = 0.3440076 , p = 0.009431218
plot_data_for_variables(data2, "speaking_durations_avg.p_B_avg", "GOI_36.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] -4.515588
## With outliers: R = 0.3023062 , p = 0.02227998 
## Without outliers: R = 0.2723608 , p = 0.04227931
plot_data_for_variables(data2, "speaking_durations_avg.p_B_avg", "GOI_40.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] -4.515588
## With outliers: R = 0.3521631 , p = 0.007219949 
## Without outliers: R = 0.2681016 , p = 0.04574089
plot_data_for_variables(data2, "speaking_durations_avg.p_B_avg", "GOI_51.diff_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 1 
## Z-scores of tested outliers:[1] -4.515588
## With outliers: R = 0.2880079 , p = 0.02981792 
## Without outliers: R = 0.3166106 , p = 0.01743644
  • p_B_avg
plot_data_for_variables(data2, "speaking_durations_avg.p_beta_avg", "GOI_31.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 3 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] -4.061672 -2.643642
## With outliers: R = 0.312995 , p = 0.01775881 
## Without outliers: R = 0.2428264 , p = 0.07404635
plot_data_for_variables(data2, "speaking_durations_avg.p_beta_avg", "GOI_32.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] -4.061672 -2.643642
## With outliers: R = 0.2726839 , p = 0.0401525 
## Without outliers: R = 0.2181585 , p = 0.1095799
plot_data_for_variables(data2, "speaking_durations_avg.p_beta_avg", "GOI_34.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 4 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 4 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 4 rows containing non-finite values (`stat_smooth()`).
## Removed 4 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] -4.061672 -2.643642
## With outliers: R = 0.2683852 , p = 0.04550341 
## Without outliers: R = 0.1850758 , p = 0.1803076
plot_data_for_variables(data2, "speaking_durations_avg.p_beta_avg", "GOI_35.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 3 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 3 rows containing non-finite values (`stat_smooth()`).
## Removed 3 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] -4.061672 -2.643642
## With outliers: R = 0.3040541 , p = 0.02148016 
## Without outliers: R = 0.2192088 , p = 0.1078395
plot_data_for_variables(data2, "speaking_durations_avg.p_beta_avg", "GOI_full.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 6 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 6 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 6 rows containing non-finite values (`stat_smooth()`).
## Removed 6 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] -4.061672 -2.643642
## With outliers: R = 0.3838107 , p = 0.0041695 
## Without outliers: R = 0.3456022 , p = 0.01209216
plot_data_for_variables(data2, "speaking_durations_avg.p_beta_avg", "GOI_interaction.avg_avg")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 5 rows containing non-finite values (`stat_smooth()`).
## Warning: Removed 5 rows containing missing values (`geom_point()`).

## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 5 rows containing non-finite values (`stat_smooth()`).
## Removed 5 rows containing missing values (`geom_point()`).

## Summary of Outlier Analysis:
## Number of Outliers tested: 2 
## Z-scores of tested outliers:[1] -4.061672 -2.643642
## With outliers: R = 0.3924583 , p = 0.003040658 
## Without outliers: R = 0.3355005 , p = 0.014054