> ## Documentation Index
> Fetch the complete documentation index at: https://docs.goarif.co/llms.txt
> Use this file to discover all available pages before exploring further.

# Sentiment Analysis

> The Sentiment Analysis feature identifies the most frequently mentioned words in your data and classifies them into positive and negative sentiments. This helps in understanding customer opinions, pain points, and interests.

To get started quickly and efficiently, you can watch the video tutorial above. It provides a step-by-step guide to help you understand the process more easily before diving into the written instructions below.

<iframe width="100%" height="360" src="https://www.youtube.com/embed/ynvWLlKuBEg" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen />

## **How to Use:**

1. Click **“Choose analysis type”** dropdown in the main menu then select **“Sentiment Analysis”.**

<img src="https://mintcdn.com/ariflabs/zxqOV108p2fwVjCR/images/sentiment-analysis/image1.png?fit=max&auto=format&n=zxqOV108p2fwVjCR&q=85&s=2843fa16de21c9dfcfc3caac9d6a6a57" alt="" width="7676" height="3508" data-path="images/sentiment-analysis/image1.png" />

2. You need a prompt which basically is a question or an instruction to drive the analysis result. Choose one of the **Recommended Prompts** from the list \*\*\*\*for a quick, expert-driven setup.

<img src="https://mintcdn.com/ariflabs/zxqOV108p2fwVjCR/images/sentiment-analysis/image2.png?fit=max&auto=format&n=zxqOV108p2fwVjCR&q=85&s=0c10962971918edef22507ccee846e6d" alt="" width="7676" height="3504" data-path="images/sentiment-analysis/image2.png" />

3. &#x20;or write your own prompt depending on the insights you want to gain from your data by clicking the **“Custom Prompt”** button.

<img src="https://mintcdn.com/ariflabs/zxqOV108p2fwVjCR/images/sentiment-analysis/image3.png?fit=max&auto=format&n=zxqOV108p2fwVjCR&q=85&s=d48edffb412d77b4eef83a4656d315f8" alt="" width="7676" height="3496" data-path="images/sentiment-analysis/image3.png" />

4. If you choose to create your own prompt, click **“+ Add Custom Prompt”**. A pop-up window will appear where you can write your prompt.

<img src="https://mintcdn.com/ariflabs/zxqOV108p2fwVjCR/images/sentiment-analysis/image4.png?fit=max&auto=format&n=zxqOV108p2fwVjCR&q=85&s=21560efd02d78d306922bdafa1bebec1" alt="" width="7676" height="3504" data-path="images/sentiment-analysis/image4.png" />

5. Click the **“Upload Document”** button to upload your file in one of the supported formats: .csv or .xls with a maximum file size of 2 MB each.

<img src="https://mintcdn.com/ariflabs/zxqOV108p2fwVjCR/images/sentiment-analysis/image5.png?fit=max&auto=format&n=zxqOV108p2fwVjCR&q=85&s=f141c025f271e6deb750d8539249f862" alt="" width="7676" height="3512" data-path="images/sentiment-analysis/image5.png" />

6. Choose the column or variable you want to analyze. Select a variable that contains text values longer than 35 characters to avoid errors during sentiment analysis.

Variables with text values shorter than 35 characters will not be available for selection. This is because shorter text entries are typically classified as neutral, which may lead to invalid or misleading results.

<img src="https://mintcdn.com/ariflabs/zxqOV108p2fwVjCR/images/sentiment-analysis/image6.png?fit=max&auto=format&n=zxqOV108p2fwVjCR&q=85&s=585b32cc563a07506cc85fd84bea0456" alt="" width="7676" height="3496" data-path="images/sentiment-analysis/image6.png" />

7. Improve accuracy by excluding irrelevant words from the analysis by filling out the Stop Word fields then choose the language of your data (English/Bahasa Indonesia).

<img src="https://mintcdn.com/ariflabs/zxqOV108p2fwVjCR/images/sentiment-analysis/image7.png?fit=max&auto=format&n=zxqOV108p2fwVjCR&q=85&s=9eb06d1c7e316e8b2252adbb2f6a5788" alt="" width="7676" height="3496" data-path="images/sentiment-analysis/image7.png" />

<img src="https://mintcdn.com/ariflabs/zxqOV108p2fwVjCR/images/sentiment-analysis/image8.png?fit=max&auto=format&n=zxqOV108p2fwVjCR&q=85&s=bf550a2b1301b7578a6960ba78bce09e" alt="" width="618" height="153" data-path="images/sentiment-analysis/image8.png" />

8. Make sure you’ve selected the correct prompt and file, then click **“Run Analysis”** and wait for the system to process your data. The processing time depends on the file size.

<img src="https://mintcdn.com/ariflabs/zxqOV108p2fwVjCR/images/sentiment-analysis/image9.png?fit=max&auto=format&n=zxqOV108p2fwVjCR&q=85&s=1815892df745d3a7b9a66d9ef018c03c" alt="" width="7676" height="3500" data-path="images/sentiment-analysis/image9.png" />

9. The analysis results will appear on the left panel, while the right panel allows you to ask follow-up questions about the analysis.

<img src="https://mintcdn.com/ariflabs/y85ZJRAqCB1T19vY/images/sentiment-analysis/image10.png?fit=max&auto=format&n=y85ZJRAqCB1T19vY&q=85&s=10354fe10c2ff32b59458b7e415910bc" alt="" width="7676" height="3488" data-path="images/sentiment-analysis/image10.png" />

10. If you wish to view a full screen of your result analysis, click on **"Result Fullscreen"** at the bottom of the panel to expand the view.

<img src="https://mintcdn.com/ariflabs/y85ZJRAqCB1T19vY/images/sentiment-analysis/image11.png?fit=max&auto=format&n=y85ZJRAqCB1T19vY&q=85&s=e5b342ed7ebc90efd73b2522eadbf3f2" alt="" width="7676" height="3504" data-path="images/sentiment-analysis/image11.png" />

11. Then Press **“Download Analysis Result”** to choose the file type you want to download. You can select **Insight Summary** for a curated, high-level overview, or **Statistical Analysis** to review the detailed data behind your insights.

<img src="https://mintcdn.com/ariflabs/y85ZJRAqCB1T19vY/images/sentiment-analysis/image12.png?fit=max&auto=format&n=y85ZJRAqCB1T19vY&q=85&s=9e3c0c902dc716e18c40417226b18dae" alt="" width="7676" height="3504" data-path="images/sentiment-analysis/image12.png" />

12. Your analysis results are now available in PDF format.

<img src="https://mintcdn.com/ariflabs/y85ZJRAqCB1T19vY/images/sentiment-analysis/image13.png?fit=max&auto=format&n=y85ZJRAqCB1T19vY&q=85&s=fc645e6688e795e3d445b29ba806f998" alt="" width="1919" height="877" data-path="images/sentiment-analysis/image13.png" />
