The website aims to collect feedback from citizens on five specific government policies. It provides a platform for citizens to express their opinions, suggestions, and concerns regarding these policies.
This will allow the stakeholders to improve and make required changes to the policies. The website acts as a bridge between both parties and provides data insights to the stakeholders using data visualization and nlp techniques.
Feedback Collection
The website allows citizens to submit their feedback through an intuitive and user-friendly interface. It provides various channels for feedback submission, such as text inputs, objective answers, to accommodate different user preferences.Furthermore, the date is stored after pre-processing to avoid redundant data in database and for ml model.
Authentication and Protected Routes
The website only allows the authenticated users to view the dashboard and make critical decisions or learn from the the data insights.
Natural Language Processing (NLP) Techniques
The website utilizes NLP techniques to analyze and extract valuable insights from the feedback data. These techniques involve processing and understanding the natural language used by citizens, including sentiment analysis, keyword extraction, and topic modeling.
Sentiment Analysis
NLP algorithms are employed to determine the sentiment associated with each feedback entry. This analysis helps identify whether citizens have a positive, negative, or neutral stance towards the policies.
Keyword Extraction
NLP techniques are used to extract important keywords and phrases from the feedback. This process helps identify the key concerns and issues raised by citizens, allowing policymakers to focus on specific areas for improvement.
Dashboard Visualization
The collected feedback is presented in a visually appealing and interactive dashboard. The dashboard provides an overview of the sentiment and opinion distribution, allowing users to understand the general perception of each policy at a glance.
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Data Privacy and Security
The website ensures the privacy and security of user data by implementing robust data protection measures by using state management libraries and advanced caching techniques. It adheres to relevant data protection regulations and employs encryption techniques to safeguard sensitive information.Policy Impact Assessment
The insights derived from the feedback data and analysis can be utilized to assess the impact of the government policies. Policymakers can make informed decisions and adjustments based on the feedback received, enhancing the effectiveness of the policies.