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A Comparison of Automated EDA Tools in Python: Pandas-Profiling vs SweetViz
Table of Contents Pandas-Profiling Let’s set the working directory import osos.chdir(‘YOURPATH’) os. getcwd() import the key libraries and load the input data import pandas as pdfrom pandas_profiling import ProfileReport df = pd.read_csv(“https://people.sc.fsu.edu/~jburkardt/data/csv/airtravel.csv”😉 Let’s generate the HTML report profile = ProfileReport(df, title=”Pandas Profiling Report”)profile.to_file(“report.html”) Let’s look at the report Interactions: Correlations: Heatmap Correlations: Table SweetViz Let’s…
Exploratory Data Analysis (EDA) and NLP Visualization of Restaurant Guest Reviews on Tripadvisor – Eating Out in Europe
Photo by Pablo Merchán Montes on Unsplash Tripadvisor, Inc. is an American internet-based travel company headquartered in Needham, MA. Its branded sites and forums operate as online travel guides offering free user-generated reviews of travel-related content, tools for price comparisons, and online travel booking services. As of 2022, Tripadvisor’s total number of user reviews and ratings reached…
Improved Multiple-Model ML/DL Credit Card Fraud Detection: F1=88% & ROC=91%
Photo by CardMapr.nl on Unsplash Clickable Table of Contents Data Preparation & Exploratory Analysis Let’s set the working directory import osos.chdir(‘YOURPATH’) os. getcwd() and import the necessary packages import pandas as pdimport numpy as npimport matplotlib.pyplot as pltimport seaborn as sns %matplotlib inlinesns.set_style(“whitegrid”) Let’s load the dataset from the csv file using Pandas data =…
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What’s Hot Q2’23
- Unsupervised ML Clustering, Customer Segmentation, Cohort, Market Basket, Bank Churn, CRM, ABC & RFM Analysis – A Comprehensive Guide in Python
- Early Heart Attack Prediction using ECG Autoencoder and 19 ML/AI Models with Test Performance QC Comparisons
- An Interactive GPT Index and DeepLake Interface – 1. Amazon Financial Statements
- Advanced Integrated Data Visualization (AIDV) in Python – 2. Dabl Auto EDA & ML
- 90% ACC Diabetes-2 ML Binary Classifier
- The Power of AIHealth: Comparison of 12 ML Breast Cancer Classification Models
- SARIMAX X-Validation of EIA Crude Oil Prices Forecast in 2023 – 2. Brent
- Applying a Risk-Aware Portfolio Rebalancing Strategy to ETF, Energy, Pharma, and Aerospace/Defense Stocks in 2023
- Using AI/ANN AUC>90% for Early Diagnosis of Cardiovascular Disease (CVD)
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License:
Our Python software has been released under the Apache 2.0 open source license.
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