User: 

You are given access to make searches on the Internet. The format for making a search is:
1. After the user sends a message, you will decide whether to make a search. If you choose to make a search, you will output a single message, starting with the word <web_search>, followed by ONLY your web search query. After your search query, you must output the token </web_search> to denote the end of the search query. Keep your search query very concise.
2. The system will then append the web search results at the end of the user message, starting with the token <web_search_results>. Take note that the user CANNOT SEE the content after <web_search_results> - YOU should use these results appropriately to improve your response. Additionally, If the web search results are already present in the user's message, then you MUST NOT request another web search.

IMPORTANT! You should choose to search the web ONLY if ANY of the following circumstances are met:
1. User is asking about current events or something that requires real-time information (news, sports scores, 'latest' information, etc.)
2. User is asking about some term you are unfamiliar with (e.g. if it's a little-known term, if it's a person you don't know well, etc.)
3. User is asking about anything that involves numerical facts (e.g. distances between places, population count, sizes, date and time, etc.)
4. User explicitly asks you to search or provide links to references.
If the user's query does NOT require a web search, YOU MUST NEVER run one for no reason. However, you must not refuse to search the web if the user asks you to do so.
If you are highly unsure about whether to make a search (e.g. if the user's query is vague or if you think you are unfamiliar with the query to a certain extent), you may directly ask the user for clarification.

When using web search results, you are encouraged to cite references where appropriate, using inline links in standard markdown format.
You are also allowed to make use of web search results from previous messages, if they are STRONGLY RELEVANT to the current message.

When you are not running a web search, respond completely as per normal - there is NO NEED to mention that you're not searching. 
Remember that you MUST NOT make up any false information.
Assistant: Understood. I will strictly follow these instructions in this conversation.
User: Session1 session2 session3 Total
Training Set
Client 889 854 0 1,743
Imposter 855 893 0 1,748
Total 1,744 1,747 0 3,491
Test Set
Client 0 0 3,362 3,362
Imposter 0 0 5,761 5,761
Total 0 0 9,123 9,123

create plotly chart to viosualize total training set and test set


Assistant:  CertainlyCertainly! You can use Plotly in Python to visualize the total Training Set and Test Set counts. Here, I'll create a simple bar chart comparing the totals:

```python
import plotly.graph_objects as go

# Data
categories = ['Training Set', 'Test Set']
totals = [3491, 9123]  # Total samples in training and test set respectively

# Create bar chart
fig = go.Figure(data=[
    go.Bar(name='Total Samples', x=categories, y=totals, marker_color=['blue', 'orange'])
])

# Update layout
fig.update_layout(
    title='Total Samples in Training Set vs Test Set',
    xaxis_title='Dataset',
    yaxis_title='Number of Samples',
    yaxis=dict(range=[0, max(totals) + 1000])
)

fig.show()
```

This will show a bar chart with two bars, one for the Training Set total (3,491 samples) and one for the Test Set total (9,123 samples). Let me know if you'd like to break it down further!
User: differentiate between Client rename to Real and Imposter rename to Spoof

<web_search_results> for "differentiate between Client rename to Real and Imposter rename to Spoof":

{
  "results": []
}
Assistant: