Results of the analysis added

Description of the result of the analysis of the data agent added, as well as some small additions like a table of contents and links to data on activity in the repository.

README.md

@@ -1,4 +1,5 @@
 <div align="center">
+
  <h1>
  <a href="https://www.nexdatawork.io/blank">
  NexDatawork
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  <h2>
  An AI tool for data analysis without writing code
  </h2>
+ <div align='center'>
+ <a href="https://github.com/NexDatawork/data-agents/graphs/commit-activity"><img alt = "commit activity" src = "https://img.shields.io/badge/commit_activity-blue"/></a>
+ <a href="https://github.com/NexDatawork/data-agents/issues"><img alt = "issues" src = "https://img.shields.io/badge/issues-blue"/></a>
+ <a href="https://github.com/NexDatawork/data-agents/pulls"><img alt = "pull requests" src = "https://img.shields.io/badge/pull_requests-blue"/></a> 
+ <a href="https://github.com/NexDatawork/data-agents/blob/main/LICENSE"><img alt = "LICENSE" src = "https://img.shields.io/badge/license-blue"/></a> 
+
+
+
+
+ </div>
 </div>
 A data agent designed for data analysis specified for particular tasks, quick visualisation and built for adapting for specific requirenments.
 
 
+## Table of contents
+ * [Features](##Features)
+ * [Workflow](##Workflow)
+ * [Results](##Results)
+
+
+
+
 ## Features
 
  - Display of reasoning
@@ -27,8 +46,10 @@ A data agent designed for data analysis specified for particular tasks, quick vi
 Sign up with your Gmail, Microsoft account or create a new one on the website.
 ### Upload your data
 Choose the **Data Upload** menu and choose a csv file from your computer or drag and drop it in the menu.
+
 ### Specify what you expect from the result
 In the windows below choose an **industry**, **topic** and **requirenments** for better results. You can add comments in a seperate window.
+
 ### Receive the analysed data
 In the **Data brain** tab you can see the summary, insights and description of the data.
 
@@ -36,6 +57,47 @@ In the **Dashboard** tab you can see the the graphs of the graphs of some distri
 
 In the **Chat** tab you can ask the bot about the details of the data.
 
+## Results
+
+After the analysis is completed the results are received in two tabs: **Data Brain** and **Dashboard**.
+
+### Data Brain
+General overview of the data is presented as well as the methodology of approaching the dataset which involves:
+
+ * determining missing values and erroneous values as well as analyzing columns
+ * determining typical metrics and patterns according to the chosen requirenments
+ * analyzing patterns, such as peak values, popular items and more
+ * deriving insights from the data
+ * creating recommendations
+
+Afterwards, recommendations on possible aspects of the data are generated:
+ * recommendations on dealing with missing values
+ * recommendations on using trends and prominent items for your advantage
+ * recommendations on what data to focus on
+
+Finally, a conclusive overview of the data and statistical insights are presented, such as:
+ * Number of total data points
+ * Data quality
+ * Variable types 
+ * Distribution of numerical, categorical and temporal variables with specified columns
+
+
+### Dashboard
+
+Brief overview of the data with only the most important metrics and figures, such as:
+ * file information
+ * number of columns of each type (numerical, categorical and temporal)
+ * data quality and statistical summary
+
+Brief overview is followed by analysis summary with a rundown of trends needed to derive conclusions from the data based on the user requirenments and recommendations. 
+
+Finally, graphs of the most important variables are presented.
+
+## Contributing
+
+## License
+
+This project is licensed under [the Apache-2.0 license](LICENSE).