EDA and AFINN Sentiment Analysis

Column

Frequent Word and Bigram Counts by Gender

Column

AFINN Sentiment Score Distribution by Gender

AFINN Summary Statistics

[1] "Female AFINN Summary"
    Min.  1st Qu.   Median     Mean  3rd Qu.     Max. 
-89.0000  -4.0000   0.0000  -0.8732   3.0000  50.0000 
[1] "Male AFINN Summary"
    Min.  1st Qu.   Median     Mean  3rd Qu.     Max. 
-121.000   -6.000   -1.000   -2.828    3.000   26.000 
[1] "Trans AFINN Summary"
    Min.  1st Qu.   Median     Mean  3rd Qu.     Max. 
-190.000   -6.000   -1.000   -3.102    2.000   39.000 

LDA Topic Modelling

Column

Female LDA Topic Model

Male LDA Topic Model

Column

TGD LDA Topic Model

Chart

Vector Embedding Word Clouds

Column

Female Vector Embeddings for the term ‘adhd’

Female Vector Embeddings for the term ‘time’

Female Vector Embeddings for the term ‘school’

Female Vector Embeddings for the term ‘medication’

Female Vector Embeddings for the term ‘life’

Female Vector Embeddings for the term ‘work’

Column

Male Vector Embeddings for the term ‘adhd’

Male Vector Embeddings for the term ‘time’

Male Vector Embeddings for the term ‘school’

Male Vector Embeddings for the term ‘medication’

Male Vector Embeddings for the term ‘life’

Male Vector Embeddings for the term ‘work’

Column

TGD Vector Embeddings for the term ‘adhd’

TGD Vector Embeddings for the term ‘time’

TGD Vector Embeddings for the term ‘school’

TGD Vector Embeddings for the term ‘medication’

TGD Vector Embeddings for the term ‘life’

TGD Vector Embeddings for the term ‘work’

Key Word Frequency

Row

Row

Row

Row

Emotive Term Frequency Count (Female)

Emotive Term Frequency Count (Male)

Emotive Term Frequency Count (TGD)