dimensions_order <- c("Cognitive", "Behavioral", "Social")
wave_order <- c("First", "Second", "Third", "Fourth", "Fifth", "Sixth")
# Read the data from indices_table.txt
df <- as.data.frame(readRDS("Israel Survey/data/il_pe.RDS"))
Dimensions
# Plot the three dimensions
p <- af_create_x_multi_y_plot (data = df, x_var = "Wave",
y_var_names = c("pe_ideology", "pe_violence", "pe_intolerance"),
y_var_labels = dimensions_order,
title = "Political Extremism Dimensions",
subtitle = ("Median Values"),
y_label = "Median (1-7)", agg_func = "median",
legend_position = "right", show_points = TRUE) +
scale_x_discrete(limits = levels(df$Wave))
af_event_labels(p)

af_create_x_multi_y_table(df, x_var = "Wave",
y_var_names = c("pe_ideology", "pe_violence", "pe_intolerance"),
agg_func = median)
variable |
First |
Second |
Third |
Fourth |
Fifth |
Sixth |
pe_ideology |
3.57 |
3.36 |
3.23 |
3.15 |
3.43 |
3.40 |
pe_intolerance |
3.75 |
3.72 |
3.81 |
3.79 |
3.83 |
3.80 |
pe_violence |
1.11 |
1.15 |
1.13 |
1.13 |
1.16 |
1.18 |
Sub-Dimensions
# Plot Violence sub-dimensions
p <- af_create_x_multi_y_plot (data = df, x_var = "Wave",
y_var_names = c("pe_violence", "pe_violence_state", "pe_violence_outgroup"),
y_var_labels = c("Violence", "Violence-State", "Violence-Outgroup"),
title = "Behavioral (Violence) Sub-Dimensions",
subtitle = ("Violence combined, Violence against the State, and Violence against the Outgroup"),
y_label = "Median (1-7)", agg_func = "median",
legend_position = "right", show_points = TRUE) +
scale_x_discrete(limits = levels(df$Wave))
af_event_labels(p)

af_create_x_multi_y_table(df, x_var = "Wave",
y_var_names = c("pe_violence", "pe_violence_state", "pe_violence_outgroup"),
agg_func = median)
variable |
First |
Second |
Third |
Fourth |
Fifth |
Sixth |
pe_violence |
1.11 |
1.15 |
1.13 |
1.13 |
1.16 |
1.18 |
pe_violence_outgroup |
2.00 |
2.12 |
2.00 |
2.00 |
2.00 |
2.24 |
pe_violence_state |
1.00 |
1.05 |
1.05 |
1.05 |
1.05 |
1.05 |
# Plot Intolerance sub-dimensions
p <- af_create_x_multi_y_plot (data = df, x_var = "Wave",
y_var_names = c("pe_intolerance", "pe_intolerance_political", "pe_intolerance_social"),
y_var_labels = c("Intolerance", "Political Exclusion", "Social Distancing"),
title = "Social (Intolerance) Sub-Dimensions",
subtitle = ("Intolerance combined, Political Exclusion, and Social Distancing"),
y_label = "Median (1-7)", agg_func = "median",
legend_position = "right", show_points = TRUE) +
scale_x_discrete(limits = levels(df$Wave))
af_event_labels(p)

af_create_x_multi_y_table(df, x_var = "Wave",
y_var_names = c("pe_intolerance", "pe_intolerance_political", "pe_intolerance_social"),
agg_func = median)
variable |
First |
Second |
Third |
Fourth |
Fifth |
Sixth |
pe_intolerance |
3.75 |
3.72 |
3.81 |
3.79 |
3.83 |
3.80 |
pe_intolerance_political |
3.02 |
2.99 |
3.03 |
2.98 |
2.96 |
3.10 |
pe_intolerance_social |
4.67 |
4.79 |
4.72 |
4.80 |
4.83 |
4.96 |
Sub-Dimensions by
Political Orientation
Behavioral
(Violence)
p <- af_create_xy_plot(data = df, x_var = "Wave", y_var = "pe_violence",
grouping_variable = "pe_left_center_right", show_points = TRUE,
title = "Behavioral (Violence) Dimension by Political Orientation",
y_label = "Median (1-7)", agg_func = "median",
legend_position = "bottom") + scale_x_discrete(limits = levels(df$Wave))
af_event_labels(p)

# af_create_xy_table(df, x_var = "Wave", y_var = "pe_violence", g_var = "pe_left_center_right",
# agg_func = median)
p <- af_create_xy_plot(data = df, x_var = "Wave", y_var = "pe_violence_state",
grouping_variable = "pe_left_center_right", show_points = TRUE,
title = "Violence-State by Political Orientation",
y_label = "Median (1-7)", agg_func = "median",
legend_position = "bottom") + scale_x_discrete(limits = levels(df$Wave))
af_event_labels(p)

p <- af_create_xy_plot(data = df, x_var = "Wave", y_var = "pe_violence_outgroup",
grouping_variable = "pe_left_center_right", show_points = TRUE,
title = "Violence-Outgroup by Political Orientation",
y_label = "Median (1-7)", agg_func = "median",
legend_position = "bottom") + scale_x_discrete(limits = levels(df$Wave))
af_event_labels(p)

Social
(Intolerance)
p <- af_create_xy_plot(data = df, x_var = "Wave", y_var = "pe_intolerance",
grouping_variable = "pe_left_center_right", show_points = TRUE,
title = "Social (Intolerance) Dimension by Political Orientation",
y_label = "Median (1-7)", agg_func = "median",
legend_position = "bottom") + scale_x_discrete(limits = levels(df$Wave))
af_event_labels(p)

p <- af_create_xy_plot(data = df, x_var = "Wave", y_var = "pe_intolerance_political",
grouping_variable = "pe_left_center_right", show_points = TRUE,
title = "Political Exclusion by Political Orientation",
y_label = "Median (1-7)", agg_func = "median",
legend_position = "bottom") + scale_x_discrete(limits = levels(df$Wave))
af_event_labels(p)

p <- af_create_xy_plot(data = df, x_var = "Wave", y_var = "pe_intolerance_social",
grouping_variable = "pe_left_center_right", show_points = TRUE,
title = "Social Distancing by Political Orientation",
y_label = "Median (1-7)", agg_func = "median",
legend_position = "bottom") + scale_x_discrete(limits = levels(df$Wave))
af_event_labels(p)

Least Liked
af_create_leastliked_table(df, title = md("Least Liked Groups by Wave - **All Respondents**"))
Least Liked Groups by Wave - All Respondents |
Least Liked Group |
First |
Second |
Third |
Fourth |
Fifth |
Sixth |
Settlers in Judea and Samaria |
5.8 |
7.4 |
0.0 |
0.0 |
0.0 |
0.0 |
Israeli Arabs |
22.4 |
33.6 |
22.1 |
21.1 |
21.5 |
25.9 |
Leftists |
15.0 |
12.6 |
15.8 |
14.5 |
14.0 |
13.1 |
Rightists |
2.4 |
2.4 |
4.0 |
3.4 |
3.1 |
2.9 |
Middle Eastern Jews |
0.7 |
0.8 |
0.1 |
0.7 |
0.9 |
1.1 |
Ashkenazi Jews |
0.1 |
0.5 |
1.4 |
1.3 |
1.0 |
0.5 |
Ultra-Orthodox Jews |
21.8 |
18.7 |
21.8 |
21.2 |
24.6 |
24.7 |
Secular Jews |
0.3 |
0.5 |
1.1 |
0.6 |
0.5 |
1.0 |
SOviet Union Immigrants |
1.2 |
1.1 |
0.8 |
1.6 |
0.9 |
0.6 |
Ethiopians |
0.6 |
0.7 |
0.5 |
1.0 |
0.7 |
0.6 |
African Migrants/Refugees |
24.3 |
17.9 |
25.2 |
28.8 |
26.4 |
23.9 |
Foreign Workers |
5.3 |
0.0 |
0.0 |
0.0 |
0.0 |
0.0 |
LGBTQ+ |
0.0 |
3.9 |
7.3 |
5.7 |
6.5 |
5.7 |
af_create_leastliked_table(df, political_orientation = "left",
title = md("Least Liked Groups by Wave - **Left** Political Orientation"))
Least Liked Groups by Wave - Left Political Orientation |
Least Liked Group |
First |
Second |
Third |
Fourth |
Fifth |
Sixth |
Settlers in Judea and Samaria |
23.9 |
28.2 |
0.0 |
0.0 |
0.0 |
0.0 |
Israeli Arabs |
4.5 |
8.6 |
4.7 |
4.5 |
3.9 |
4.8 |
Leftists |
0.4 |
0.4 |
0.9 |
1.1 |
0.6 |
0.0 |
Rightists |
9.5 |
9.0 |
18.9 |
16.9 |
13.5 |
16.1 |
Middle Eastern Jews |
0.4 |
0.8 |
0.0 |
0.0 |
0.6 |
2.4 |
Ashkenazi Jews |
0.0 |
0.0 |
1.9 |
0.0 |
0.6 |
0.0 |
Ultra-Orthodox Jews |
50.2 |
40.0 |
54.7 |
60.7 |
57.9 |
58.1 |
Secular Jews |
0.4 |
0.0 |
1.9 |
0.0 |
0.0 |
1.6 |
SOviet Union Immigrants |
0.0 |
0.8 |
0.9 |
1.1 |
1.1 |
0.0 |
Ethiopians |
0.4 |
0.4 |
0.9 |
2.2 |
0.0 |
0.0 |
African Migrants/Refugees |
8.2 |
11.0 |
14.2 |
12.4 |
19.1 |
15.3 |
Foreign Workers |
2.1 |
0.0 |
0.0 |
0.0 |
0.0 |
0.0 |
LGBTQ+ |
0.0 |
0.8 |
0.9 |
1.1 |
2.8 |
1.6 |
af_create_leastliked_table(df, political_orientation = "center",
title = md("Least Liked Groups by Wave - **Center** Political Orientation"))
Least Liked Groups by Wave - Center Political Orientation |
Least Liked Group |
First |
Second |
Third |
Fourth |
Fifth |
Sixth |
Settlers in Judea and Samaria |
5.4 |
9.5 |
0.0 |
0.0 |
0.0 |
0.0 |
Israeli Arabs |
13.6 |
23.8 |
16.8 |
10.6 |
14.0 |
18.6 |
Leftists |
5.6 |
4.2 |
5.9 |
5.3 |
5.5 |
4.9 |
Rightists |
2.4 |
2.7 |
4.2 |
3.7 |
3.1 |
2.7 |
Middle Eastern Jews |
1.5 |
1.5 |
0.0 |
1.1 |
1.3 |
1.2 |
Ashkenazi Jews |
0.4 |
0.6 |
0.8 |
1.1 |
0.4 |
0.6 |
Ultra-Orthodox Jews |
31.9 |
31.8 |
28.2 |
29.6 |
38.7 |
38.1 |
Secular Jews |
0.2 |
0.6 |
1.7 |
1.1 |
0.2 |
0.6 |
SOviet Union Immigrants |
0.6 |
0.4 |
1.7 |
2.1 |
1.1 |
0.3 |
Ethiopians |
0.9 |
1.5 |
0.4 |
1.1 |
0.7 |
0.9 |
African Migrants/Refugees |
31.2 |
21.1 |
33.2 |
39.7 |
31.7 |
26.5 |
Foreign Workers |
6.2 |
0.0 |
0.0 |
0.0 |
0.0 |
0.0 |
LGBTQ+ |
0.0 |
2.3 |
7.1 |
4.8 |
3.3 |
5.5 |
af_create_leastliked_table(df, political_orientation = "right",
title = md("Least Liked Groups by Wave - **Right** Political Orientation"))
Least Liked Groups by Wave - Right Political Orientation |
Least Liked Group |
First |
Second |
Third |
Fourth |
Fifth |
Sixth |
Settlers in Judea and Samaria |
1.1 |
0.6 |
0.0 |
0.0 |
0.0 |
0.0 |
Israeli Arabs |
31.7 |
45.8 |
27.9 |
29.4 |
28.9 |
33.5 |
Leftists |
23.9 |
20.4 |
23.1 |
21.5 |
21.0 |
19.6 |
Rightists |
0.6 |
0.5 |
0.9 |
0.5 |
1.1 |
0.5 |
Middle Eastern Jews |
0.3 |
0.5 |
0.2 |
0.7 |
0.7 |
0.8 |
Ashkenazi Jews |
0.0 |
0.6 |
1.5 |
1.7 |
1.3 |
0.6 |
Ultra-Orthodox Jews |
9.0 |
5.7 |
12.5 |
9.1 |
10.7 |
11.8 |
Secular Jews |
0.3 |
0.6 |
0.7 |
0.5 |
0.7 |
1.1 |
SOviet Union Immigrants |
1.8 |
1.5 |
0.4 |
1.4 |
0.8 |
0.9 |
Ethiopians |
0.6 |
0.3 |
0.4 |
0.7 |
0.8 |
0.6 |
African Migrants/Refugees |
25.0 |
18.0 |
23.8 |
27.4 |
25.1 |
24.2 |
Foreign Workers |
5.8 |
0.0 |
0.0 |
0.0 |
0.0 |
0.0 |
LGBTQ+ |
0.0 |
5.6 |
8.7 |
7.2 |
8.9 |
6.5 |
3.2 Social (Intolerance)