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Alexia Liu's Projects

amongus_mongodb icon amongus_mongodb

The data set has entries 499 Among Us games. The game is a unique identifier for each game. The other three fields are divided into nested documents with more granular-level data. A game feed is an array of objects where each object is an event in the game. Each game in Among Us has multiple events.

bigmart-sales-prediction_python-model icon bigmart-sales-prediction_python-model

The data scientists at BigMart have collected 2013 sales data for numerous products across many stores in different cities. Also, certain attributes of each product and store have been defined. Using this model, BigMart will try to understand the properties of products and stores which play a key role in increasing sales.

credit-card-approval-prediction_sas-model icon credit-card-approval-prediction_sas-model

Analyzing the customer’s information from the dataset, including credit history, income, employment status, and other relevant features, to predict whether an applicant is likely to be a responsible cardholder. Purpose : To predict the approvement of the customer’s credit card application.

dataanalysis-aftercleaning_python icon dataanalysis-aftercleaning_python

After cleaning the three datasets:Energy Indicators, Energy Indicators, scimagojr, merge them together, and perform detailed analyses such as calculating the average GDP for each country, identifying the country whose GDP changed the largest, or estimating the population etc.

laptop-price-prediction_python-model icon laptop-price-prediction_python-model

The dataset contains categorical and numerical variables, with the majority of variables being categorical, including brand, model name, screen resolution, processor type, and operating system. Some numerical variables include screen size, memory, and storage capacity. The target variable in the dataset is the price, which is a continuous variable.

walmart-weeklysales-prediction_python-model icon walmart-weeklysales-prediction_python-model

Walmart Weekly Sales Prediction. As of July 31, 2022, Walmart has 10,585 stores and clubs in 24 countries, operating under 46 different names. Out of these, I have chosen 45 stores for basic analysis.

water-potability-prediction_python-model icon water-potability-prediction_python-model

This dataset contains water quality measurements and assessments related to potability, which is the suitability of water for human consumption. Each row in the dataset represents a water sample with specific attributes, and the "Potability" column indicates whether the water is suitable for consumption.

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