Spaces:
Running
Running
Update README.md
Browse files
README.md
CHANGED
@@ -10,4 +10,24 @@ pinned: false
|
|
10 |
license: mit
|
11 |
---
|
12 |
|
13 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
10 |
license: mit
|
11 |
---
|
12 |
|
13 |
+
This Gradio app enables users to generate sentiment-based word clouds from text data in Excel files. It visually represents positive and negative sentiments using color-coded words, providing an intuitive analysis of textual data. Here's a brief guide on how to use it:
|
14 |
+
|
15 |
+
### How to Use
|
16 |
+
1. **Upload Excel File:** Click the "Upload Excel File" button to select and upload your Excel file. The file should contain textual data you wish to analyze.
|
17 |
+
2. **Enter Column Name:** Input the name of the column from your Excel file that contains the text data. This tells the app which column to use for generating the word cloud.
|
18 |
+
3. **Generate Word Cloud:** After uploading the file and specifying the column name, submit the form. The app will process the text data, identifying positive and negative words to generate a word cloud. Positive words are displayed in green, negative words in red, and neutral or unspecified words in gray.
|
19 |
+
4. **View Results:** The generated word cloud will be displayed as the output. This visual representation helps you quickly grasp the overall sentiment of the text data.
|
20 |
+
|
21 |
+
### Technical Details
|
22 |
+
- The app uses the `opinion_lexicon` from NLTK to distinguish between positive and negative words.
|
23 |
+
- A custom color function, `SimpleGroupedColorFunc`, assigns specific colors to words based on their sentiment.
|
24 |
+
- The `wordcloud` library generates the visual representation, which is then recolored according to the sentiment analysis.
|
25 |
+
- Gradio's interface (`gr.Interface`) creates a simple web app for interacting with the Python function, allowing for easy file upload and parameter input.
|
26 |
+
|
27 |
+
### Notes
|
28 |
+
- Make sure the column name you enter matches exactly with one in the Excel file, including case sensitivity.
|
29 |
+
- The word cloud provides a snapshot of the sentiment but does not convey the context or the intensity of sentiments.
|
30 |
+
|
31 |
+
This tool is particularly useful for quickly analyzing customer feedback, reviews, or any textual data where understanding sentiment is valuable.
|
32 |
+
|
33 |
+
|