Use Cases

Datasets and Cases

Here we provide links to some public datasets(no copyright restrictions), as well as modeling videos related to our platform. You’re encouraged to practice and learn from them to get a deeper understanding of our modeling platform. In addition, we provide tutorial videos to help users get started. We strongly encourage users to comply with all applicable laws and regulations when using these resources and to respect the rights of the original owners of the datasets and videos.

Meet-up ML Live!

The “Meet-up ML live!” will introduce real-world use cases in detail, including background ,application, in-depth ML process with Incresophia platform ,and comparison with manual code modeling.

User Churn Forecast

Data：https://www.kaggle.com/datasets/whenamancodes/credit-card-customers-prediction

Video：https://www.bilibili.com/video/BV1ZC4y1776Q/

Prediction of Heart Disease Patients

Data：https://www.kaggle.com/datasets/kamilpytlak/personal-key-indicators-of-heart-disease/data

Video：https://www.bilibili.com/video/BV1XN411j7GQ

Flight Price Forecast

Data：https://www.kaggle.com/datasets/shubhambathwal/flight-price-prediction

Video：https://www.bilibili.com/video/BV1Y94y1A7U4

Kaggle Modeling Practice Series

The Kaggle Modeling Practice series will quickly introduce the Kaggle data set in 3 minutes, and use the long day ML modeling platform to quickly conduct modeling demonstrations.

Hotel Reservation Forecast

Data：https://www.kaggle.com/datasets/youssefaboelwafa/hotel-booking-cancellation-prediction

Video：https://www.bilibili.com/video/BV1DN4y1a7Q7

Corporate Bankruptcy Forecast

Data：https://archive.ics.uci.edu/dataset/572/taiwanese+bankruptcy+prediction

Video：https://www.bilibili.com/video/BV1Bb4y157cG

Stroke Patient Prediction

Data：https://www.kaggle.com/datasets/zzettrkalpakbal/full-filled-brain-stroke-dataset

Video：https://www.bilibili.com/video/BV1sw411t78c

Water Quality Health Prediction

Data：https://www.kaggle.com/datasets/adityakadiwal/water-potability

Video：https://www.bilibili.com/video/BV1vb4y157qL

League of Legends Forecast

Data：https://www.kaggle.com/datasets/bobbyscience/league-of-legends-diamond-ranked-games-10-min

Video：https://www.bilibili.com/video/BV1Se411k728

Equipment Failure Prediction

Data：https://www.kaggle.com/datasets/shivamb/machine-predictive-maintenance-classification

Video：https://www.bilibili.com/video/BV1xc411y7yX

Elevator Maintenance Prediction

Data：https://www.kaggle.com/datasets/shivamb/elevator-predictive-maintenance-dataset

Video：https://www.bilibili.com/video/BV1oG411r7Mn

Engine Health Prediction

Data：https://www.kaggle.com/datasets/parvmodi/automotive-vehicles-engine-health-dataset

Video：https://www.bilibili.com/video/BV1E64y1W7RU

Warship Maintenance Forecast

Data：https://archive.ics.uci.edu/dataset/316/condition+based+maintenance+of+naval+propulsion+plants

Video：https://www.bilibili.com/video/BV17C4y1u7gu

Prediction of Heart Failure

Data：https://www.kaggle.com/datasets/andrewmvd/heart-failure-clinical-data

Video：https://www.bilibili.com/video/BV1bb4y1G7nk

Diabetes Prediction

Data：https://www.kaggle.com/datasets/alexteboul/diabetes-health-indicators-dataset

Video：https://www.bilibili.com/video/BV1hw41157pa

Lung Cancer Risk Prediction

Data：https://www.kaggle.com/datasets/mysarahmadbhat/lung-cancer

Video：https://www.bilibili.com/video/BV1Hw41157

Prediction of Liver Cirrhosis Survival

Data：https://www.kaggle.com/datasets/joebeachcapital/cirrhosis-patient-survival-prediction

Video：https://www.bilibili.com/video/BV12g4y1k7XT

Thyroid Cancer Prediction

Data：https://www.kaggle.com/datasets/zsinghrahulk/differentiated-thyroid-cancer-recurrence

Video：https://www.bilibili.com/video/BV1Fg4y1C7wN/

Analyst Pay Forecast

Data：https://www.kaggle.com/datasets/ruchi798/data-science-job-salaries/data

Video：https://www.bilibili.com/video/BV1xg4y1r7fs

Bank Deposit Forecast

Data：https://www.kaggle.com/datasets/thedevastator/bank-term-deposit-predictions

Video：https://www.bilibili.com/video/BV1W5411z7dF

Sleep Quality Prediction

Data：https://www.kaggle.com/datasets/uom190346a/sleep-health-and-lifestyle-dataset

Video：https://www.bilibili.com/video/BV1v5411q7Y6

House Price Forecast

Data：https://www.kaggle.com/datasets/shubhammeshram579/house

Video：https://www.bilibili.com/video/BV1XT4y1H7D8

Graduate Admission Prediction

Data：https://www.kaggle.com/datasets/mohansacharya/graduate-admissions

Video：https://www.bilibili.com/video/BV1oe411e7gE

Incresophia Public Dataset

The Incresophia public dataset contains many open source data sets from various industries investigated by our team, and each data set contains the data book and the source information of the data.

How to get Incresophia dataset?

Method 1: Download directly through the link. Enter the corresponding URL in the browser to download the data.

Method 2: Download data using the Incresophia python package.

This assumes that you have already setup the Anaconda environment, which is a tool for quickly installing the Python environment, and then run the following command to set up the prediction environment.

# Create a Python virtual environment

conda create -n changtian python==3.10 -y

# Activate virtual environment

conda activate changtian

# Install predictive frame dependencies

pip install changtianml -i https://pypi.tuna.tsinghua.edu.cn/simple/

Then create a python file (file with the suffix .py).

from changtianml import load_dataset

# Specify the string corresponding to the data set, which can be downloaded by querying the table in the appendix

obj = load_dataset('stock_info') # The load_dataset method returns a class

# Get data

data = obj.data

# ...# ...

Appendix

Dataset Name	Incresophia local package load string
Stock Information	stock_info
Flight Price	flight_price