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joshmk31
Intro to Ai Sentiment Analysis
Commits
1bbf6485
Commit
1bbf6485
authored
1 year ago
by
joshmk31
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parent
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ui.py
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1bbf6485
# used https://realpython.com/python-gui-tkinter/, https://docs.python.org/3/library/tkinter.ttk.html
import
tkinter
as
tk
import
tkinter
as
tk
from
tkinter
import
ttk
,
messagebox
from
tkinter
import
ttk
from
transformers
import
pipeline
from
transformers
import
pipeline
# Initialize the sentiment analysis pipeline
sentiment_analysis_model
=
"
lxyuan/distilbert-base-multilingual-cased-sentiments-student
"
sentiment_analysis_model
=
"
lxyuan/distilbert-base-multilingual-cased-sentiments-student
"
sentiment_analyzer
=
pipeline
(
"
sentiment-analysis
"
,
model
=
sentiment_analysis_model
)
sentiment_analyzer
=
pipeline
(
"
sentiment-analysis
"
,
model
=
sentiment_analysis_model
)
website_class_model
=
"
alimazhar-110/website_classification
"
website_class_model
=
"
alimazhar-110/website_classification
"
website_class_analyzer
=
pipeline
(
"
text-classification
"
,
model
=
website_class_model
)
website_class_analyzer
=
pipeline
(
"
text-classification
"
,
model
=
website_class_model
)
# History list to store past results
history
=
[]
history
=
[]
def
submit_for_analysis
():
def
submit_for_analysis
():
input_text
=
text_entry
.
get
(
"
1.0
"
,
tk
.
END
).
strip
()
input_text
=
text_entry
.
get
(
"
1.0
"
,
tk
.
END
).
strip
()
if
input_text
:
try
:
# get teh results of the used models
sentiment_result
=
sentiment_analyzer
(
input_text
)
sentiment_result
=
sentiment_analyzer
(
input_text
)
website_result
=
website_class_analyzer
(
input_text
)
website_result
=
website_class_analyzer
(
input_text
)
# Sentiment analysis results
sentiment_label
=
sentiment_result
[
0
][
"
label
"
].
capitalize
()
# Print the results of sentiment analysis
sentiment_score
=
round
(
sentiment_result
[
0
][
"
score
"
],
3
)
sentiment_label
=
sentiment_result
[
0
][
"
label
"
].
capitalize
()
sentiment_color
=
"
#FFCCCC
"
if
sentiment_label
.
lower
()
==
"
negative
"
else
"
#CCFFCC
"
sentiment_score
=
round
(
sentiment_result
[
0
][
"
score
"
],
2
)
sentiment_result_text
.
set
(
f
"
Sentiment:
{
sentiment_label
}
statement
\n
Score:
{
sentiment_score
}
"
)
sentiment_result_label
.
config
(
background
=
sentiment_color
)
sentiment_result_text
.
set
(
f
"
Result:
{
sentiment_label
}
statement
\n
Sentiment intensity:
{
sentiment_score
}
"
)
# Website classification results
# Change background color to red if negative, green if positive
website_type
=
website_result
[
0
][
"
label
"
]
if
sentiment_label
.
lower
()
==
"
negative
"
:
website_confidence
=
round
(
website_result
[
0
][
"
score
"
],
3
)
sentiment_color
=
"
#f75f52
"
# a light red
website_results_text
.
set
(
f
"
Website Category:
{
website_type
}
\n
Confidence:
{
website_confidence
}
"
)
elif
sentiment_label
.
lower
()
==
"
positive
"
:
sentiment_color
=
"
#4cf579
"
# a light green
# Update history
history
.
append
((
input_text
,
sentiment_label
,
sentiment_score
,
website_type
,
website_confidence
))
update_history_display
()
except
Exception
as
e
:
messagebox
.
showerror
(
"
Error
"
,
str
(
e
))
sentiment_result_text
.
set
(
""
)
website_results_text
.
set
(
""
)
else
:
else
:
messagebox
.
showinfo
(
"
Info
"
,
"
Please enter some text to analyze.
"
)
sentiment_color
=
"
#dae86f
"
# a light yellow
sentiment_result_label
.
config
(
background
=
sentiment_color
)
# Print results of website analysis
website_type
=
website_result
[
0
][
"
label
"
]
website_confidence
=
round
(
website_result
[
0
][
"
score
"
],
2
)
website_results_text
.
set
(
f
"
Best fit Website category:
{
website_type
}
\n
Confidence:
{
website_confidence
}
"
)
history
.
append
((
input_text
,
sentiment_label
,
sentiment_score
))
update_history_display
()
def
update_history_display
():
def
update_history_display
():
history_text
.
config
(
state
=
tk
.
NORMAL
)
# Enable the widget before updating
history_text
.
config
(
state
=
tk
.
NORMAL
)
# Enable the widget before updating
history_text
.
delete
(
"
1.0
"
,
tk
.
END
)
# Clear the existing content
history_text
.
delete
(
"
1.0
"
,
tk
.
END
)
# Clear the existing content
for
i
,
entry
in
enumerate
(
reversed
(
history
)):
for
i
,
entry
in
enumerate
(
reversed
(
history
)):
input_text
,
sentiment_label
,
sentiment_score
,
website_type
,
website_confidence
=
entry
input_text
,
sentiment_label
,
sentiment_score
=
entry
history_text
.
insert
(
tk
.
END
,
f
"
{
i
+
1
}
.
\"
{
input_text
}
\"
- Sentiment:
{
sentiment_label
}
(
{
sentiment_score
}
)
, Website Category:
{
website_type
}
(Confidence:
{
website_confidence
}
)
\n\n
"
)
history_text
.
insert
(
tk
.
END
,
f
"
{
i
+
1
}
.
\"
{
input_text
}
\"
- Sentiment:
{
sentiment_label
}
(
{
sentiment_score
}
)
\n\n
"
)
history_text
.
config
(
state
=
tk
.
DISABLED
)
# Disable the widget after updating
history_text
.
config
(
state
=
tk
.
DISABLED
)
# Disable the widget after updating
# Create the main window
# Create the main window
window
=
tk
.
Tk
()
window
=
tk
.
Tk
()
window
.
geometry
(
"
700x
10
00
"
)
# Adjusted height to accommodate additional features
window
.
geometry
(
"
700x
8
00
"
)
window
.
title
(
"
Sentiment
and Website Category
Analyzer
"
)
window
.
title
(
"
Sentiment Analyzer
"
)
#
Styling
#
setting the style
style
=
ttk
.
Style
()
style
=
ttk
.
Style
()
style
.
theme_use
(
'
clam
'
)
style
.
theme_use
(
"
clam
"
)
#
Header Frame
#
creates the frame for the header
header_frame
=
ttk
.
Frame
(
window
,
padding
=
"
10
"
)
header_frame
=
ttk
.
Frame
(
window
,
padding
=
"
10
"
)
header_frame
.
pack
(
fill
=
'
x
'
)
header_frame
.
pack
(
fill
=
"
x
"
)
header_label
=
ttk
.
Label
(
header_frame
,
text
=
"
Sentiment and Website Category Analyzer
"
,
font
=
(
"
Helvetica
"
,
16
))
# header label
header_label
=
ttk
.
Label
(
header_frame
,
text
=
"
Sentiment Analyzer
"
,
font
=
(
"
Helvetica
"
,
16
))
header_label
.
pack
()
header_label
.
pack
()
#
Text Entry Frame
#
frame for user input
text_frame
=
ttk
.
Frame
(
window
,
padding
=
"
10
"
)
text_frame
=
ttk
.
Frame
(
window
,
padding
=
"
10
"
)
text_frame
.
pack
(
fill
=
'
x
'
)
text_frame
.
pack
(
fill
=
"
x
"
)
# user input text box
text_entry
=
tk
.
Text
(
text_frame
,
width
=
80
,
height
=
10
)
text_entry
=
tk
.
Text
(
text_frame
,
width
=
80
,
height
=
10
)
text_entry
.
pack
(
padx
=
5
,
pady
=
5
)
text_entry
.
pack
(
padx
=
5
,
pady
=
5
)
#
B
uttons Frame
#
b
uttons Frame
buttons_frame
=
ttk
.
Frame
(
window
,
padding
=
"
10
"
)
buttons_frame
=
ttk
.
Frame
(
window
,
padding
=
"
10
"
)
buttons_frame
.
pack
(
fill
=
'
x
'
)
buttons_frame
.
pack
(
fill
=
"
x
"
)
# creates analyze button
analyze_button
=
ttk
.
Button
(
buttons_frame
,
text
=
"
Analyze
"
,
command
=
submit_for_analysis
)
analyze_button
=
ttk
.
Button
(
buttons_frame
,
text
=
"
Analyze
"
,
command
=
submit_for_analysis
)
analyze_button
.
pack
(
side
=
'
left
'
,
padx
=
5
)
analyze_button
.
pack
(
side
=
"
left
"
,
padx
=
5
)
# create exit button
exit_button
=
ttk
.
Button
(
buttons_frame
,
text
=
"
Exit
"
,
command
=
window
.
quit
)
exit_button
=
ttk
.
Button
(
buttons_frame
,
text
=
"
Exit
"
,
command
=
window
.
quit
)
exit_button
.
pack
(
side
=
'
right
'
,
padx
=
5
)
exit_button
.
pack
(
side
=
"
right
"
,
padx
=
5
)
#
Result Frame
#
frame for analysis results
result_frame
=
ttk
.
Frame
(
window
,
padding
=
"
10
"
)
result_frame
=
ttk
.
Frame
(
window
,
padding
=
"
10
"
)
result_frame
.
pack
(
fill
=
'
both
'
,
expand
=
True
)
result_frame
.
pack
(
fill
=
"
both
"
,
expand
=
True
)
# text output of sentiment analysis
sentiment_result_text
=
tk
.
StringVar
()
sentiment_result_text
=
tk
.
StringVar
()
sentiment_result_label
=
ttk
.
Label
(
result_frame
,
textvariable
=
sentiment_result_text
,
font
=
(
"
Helvetica
"
,
12
),
background
=
"
#DDDDDD
"
,
wraplength
=
500
)
sentiment_result_label
=
ttk
.
Label
(
result_frame
,
textvariable
=
sentiment_result_text
,
font
=
(
"
Helvetica
"
,
12
),
background
=
"
#DDDDDD
"
,
wraplength
=
500
)
sentiment_result_label
.
pack
(
padx
=
5
,
pady
=
5
,
fill
=
'
both
'
)
sentiment_result_label
.
pack
(
padx
=
5
,
pady
=
5
,
fill
=
"
both
"
)
# text output of website classification
website_results_text
=
tk
.
StringVar
()
website_results_text
=
tk
.
StringVar
()
website_results_label
=
ttk
.
Label
(
result_frame
,
textvariable
=
website_results_text
,
font
=
(
"
Helvetica
"
,
12
),
background
=
"
#DDDDDD
"
,
wraplength
=
500
)
website_results_label
=
ttk
.
Label
(
result_frame
,
textvariable
=
website_results_text
,
font
=
(
"
Helvetica
"
,
12
),
background
=
"
#DDDDDD
"
,
wraplength
=
500
)
website_results_label
.
pack
(
padx
=
5
,
pady
=
5
,
fill
=
'
both
'
)
website_results_label
.
pack
(
padx
=
5
,
pady
=
5
,
fill
=
"
both
"
)
#
H
istory
F
rame
#
creates h
istory
f
rame
history_frame
=
ttk
.
Frame
(
window
,
padding
=
"
10
"
)
history_frame
=
ttk
.
Frame
(
window
,
padding
=
"
10
"
)
history_frame
.
pack
(
fill
=
'
both
'
,
expand
=
True
)
history_frame
.
pack
(
fill
=
"
both
"
,
expand
=
True
)
history_label
=
ttk
.
Label
(
history_frame
,
text
=
"
Analysis History
"
,
font
=
(
"
Helvetica
"
,
12
))
history_label
=
ttk
.
Label
(
history_frame
,
text
=
"
Analysis History
"
,
font
=
(
"
Helvetica
"
,
12
))
history_label
.
pack
()
history_label
.
pack
()
scrollbar
=
ttk
.
Scrollbar
(
history_frame
)
scrollbar
=
ttk
.
Scrollbar
(
history_frame
)
scrollbar
.
pack
(
side
=
'
right
'
,
fill
=
'
y
'
)
scrollbar
.
pack
(
side
=
"
right
"
,
fill
=
"
y
"
)
history_text
=
tk
.
Text
(
history_frame
,
width
=
80
,
height
=
10
,
yscrollcommand
=
scrollbar
.
set
)
history_text
=
tk
.
Text
(
history_frame
,
width
=
80
,
height
=
10
,
yscrollcommand
=
scrollbar
.
set
)
history_text
.
pack
(
side
=
'
left
'
,
padx
=
5
,
pady
=
5
,
fill
=
'
both
'
,
expand
=
True
)
history_text
.
pack
(
side
=
"
left
"
,
padx
=
5
,
pady
=
5
,
fill
=
"
both
"
,
expand
=
True
)
scrollbar
.
config
(
command
=
history_text
.
yview
)
scrollbar
.
config
(
command
=
history_text
.
yview
)
window
.
mainloop
()
window
.
mainloop
()
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