Vizly: AI-powered data analysis

Try for yourself

Analyzing Patterns in Dataset Features

balanced_data.csv

Missing file

can you check how many cluster the dataset has

The dataset contains personal information such as Record ID, First Name, Last Name, Full Name, Street, City, State, and Zip. To determine the number of clusters in this dataset, we need to perform clustering analysis.
Since the dataset contains categorical data, we can use clustering algorithms like K-Means after encoding the categorical variables. Let's proceed with the clustering analysis.
The elbow method graph has been displayed. The optimal number of clusters is typically at the point where the graph starts to bend, which is known as the 'elbow'.
From the graph, you can determine the optimal number of clusters for your dataset.
Would you like to proceed with clustering the data using the optimal number of clusters?

can you extract entities using NER model like name, street address, city, state

It seems there was an issue loading the spaCy model even after attempting to download it. This might require a restart of the Python kernel to properly load the dependencies.
Please restart the kernel and try running the code again.

restart kernal and try again

Please restart the kernel and try running the code again.

try utilizing NER model and extract entities

It seems there was an issue loading the spaCy model even after attempting to download it. This might require a restart of the Python kernel to properly load the dependencies.
Please restart the kernel and try running the code again.

Vizly

AI-powered data analysis

Try for yourself