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Use cases.Ask a question, get a prediction.

107 prediction and forecasting walkthroughs on real datasets, grouped into 10 areas. Each one is answered step by step with code you can run, and opens in Colab, Kaggle, Jupyter or your AI assistant.

Customers

ClassificationCustomers

Will This Customer Churn?

IBM Telco customer churn, 7,043 customers

7,043 rows × 20 cols
TabICLv2, Kumo Tabular Medium
ForecastingCustomers

How Much Will Each Store Sell in the Next Two Weeks?

A year of daily sales for three stores, built in the notebook

1,095 rows × 3 cols
Chronos-2
ClassificationCustomers

Is This Client a Restaurant or a Shop?

Wholesale Customers Annual Spending, 440 rows

440 rows × 9 colsCC BY 4.0
Measured signal0.83
RegressionCustomers

What Should This Car Cost?

Automobile Specifications and Prices, Fixed Version, 201 rows

201 rows × 69 colsCC0
Measured signal0.87

Finance

ClassificationFinance

Which Credit Score Band Is This Customer In?

Credit Score Classification, 100,000 rows

100,000 rows × 28 colsCC0
Measured signal0.46
ClassificationFinance

What Credit Rating Will This Company Get?

Multiclass Classification for Corporate Credit Ratings, 5,000 rows

5,000 rows × 8 colsCC BY 4.0
Measured signal0.78
ClassificationFinance

Will This Small-Business Loan Be Repaid?

SBA Small Business Loan Outcomes, California, 2,102 rows

2,102 rows × 35 colsCC0: Public Domain
Measured signal0.88
ClassificationFinance

Will This Personal Loan Be Paid Back?

Credit Risk Dataset, 32,581 rows

32,581 rows × 12 colsCC0: Public Domain
Measured signal0.71
ClassificationFinance

Which Risk Grade Will the Bank Give This Loan?

Credit Risk China, 27,522 rows

27,522 rows × 28 colsCC BY 4.0
Measured signal0.28
ClassificationFinance

Will This Company Go Bankrupt Within Three Years?

Polish Companies Bankruptcy, Three-Year Horizon, 10,503 rows

10,503 rows × 65 colsCC0
Measured signal0.30
ClassificationFinance

Should the Auditors Look at This Firm?

Audit Data Fraudulent Firm Classification, 1,552 rows

1,552 rows × 37 colsCC BY 4.0
Measured signal0.60
ForecastingFinance

Where Could Bitcoin's Price Go in the Next Two Weeks?

Top 100 Cryptocurrency Daily Market Prices 2020, 40,100 rows

40,100 rows × 9 colsCC0: Public Domain
Measured signal0.55
ForecastingFinance

Will US Unemployment Be Higher in Three Months?

FRED civilian unemployment rate (UNRATE), monthly since 1948

945 rows × 2 colsPublic domain
Chronos-2
RegressionFinance

What Will This Bengaluru Home Sell For?

Bengaluru Real Estate Prices, 13,320 rows

13,320 rows × 8 colsCC0: Public Domain
Measured signal0.47
RegressionFinance

What's a Fair Rent for This Munich Flat?

Munich Rent Index (1999) Apartments, 3,082 rows

3,082 rows × 9 colsCC0: Public Domain
Measured signal0.45
RegressionFinance

What's a Typical Home Worth in This California Neighbourhood?

Houses, 20,640 rows

20,640 rows × 9 colsMIT (PMLB collection)
Measured signal0.78
RegressionFinance

What Property Tax Rate Will This City Charge?

US Property Tax Rates 2026 by City, 10,058 rows

10,058 rows × 10 colsCC BY 4.0
Measured signal0.77
RegressionFinance

What Should This Riga Flat Be Listed At?

Riga Real Estate Listings, 4,219 rows

4,219 rows × 13 colsCC0: Public Domain
Measured signal0.87
RegressionFinance

What's This Dubai Apartment Worth?

Dubai Apartment Properties, 1,905 rows

1,905 rows × 37 colsCC0: Public Domain
Measured signal0.81
RegressionFinance

How Much Is a Home Near a Metro Station Worth?

Real Estate Valuation, Sindian District, 414 rows

414 rows × 7 colsCC BY 4.0
Measured signal0.65

Healthcare

ClassificationHealthcare

Is This Patient at Risk of Heart Disease?

UCI Heart Disease (Cleveland), 303 patients

303 rows × 14 colsCC BY 4.0
TabICLv2, Kumo Tabular Medium, Mitra-v2, TabDPT 1.3
ClassificationHealthcare

Does This Patient Have Gum Disease?

French Dental and Lifestyle Records, 224 rows

224 rows × 20 colsCC0
Measured signal0.47
ClassificationHealthcare

Does This Eye Scan Show Diabetic Retinopathy?

Diabetic Retinopathy Debrecen, 1,151 rows

1,151 rows × 20 colsCC BY 4.0
Measured signal0.35
ClassificationHealthcare

Does This Patient Have an Underactive Thyroid?

Hypothyroid, 3,163 rows

3,163 rows × 26 colsCC BY 4.0
Measured signal0.70
ClassificationHealthcare

Is This Baby's Heart Trace Healthy?

Cardiotocography (CTG) Fetal Health Dataset, 2,126 rows

2,126 rows × 23 colsCC BY 4.0
Measured signal0.84
ClassificationHealthcare

Is This Breast Biopsy Malignant?

Breast Cancer Wisconsin Cytology Features (Original), 699 rows

699 rows × 10 colsCC BY 4.0
Measured signal0.91
ClassificationHealthcare

Is This Mammogram Mass Malignant?

Mammographic Mass, 961 rows

961 rows × 6 colsCC BY 4.0
Measured signal0.59
RegressionHealthcare

What Will Medicare Pay for This Hospital Stay?

Medicare Inpatient Hospitals by Provider and Service (2019), 188,806 rows

188,806 rows × 13 colsPublic
Measured signal0.45
RegressionHealthcare

How Well Will This Person's Kidneys Work in Four Years?

AIP, Cumulative AIP, Type 2 Diabetes and CKD: Complete-Case Analysis, 5,779 rows

5,779 rows × 23 colsCC BY 4.0
Measured signal0.39
ForecastingHealthcare

How Many COVID-19 Cases Will a Country Report Next Month?

Data on COVID-19 (Coronavirus) Country Statistics, 170,646 rows

170,646 rows × 67 colsCC BY 4.0
Measured signal0.83
ClassificationHealthcare

Are This Person's Eyes Open or Closed?

EEG Eye State, 14,980 rows

14,980 rows × 15 colsCC BY 4.0
Measured signal0.75
RegressionHealthcare

How Many COVID-19 Doses Will This Person Have Taken?

Populist Party Support, Medical Trust and COVID-19 Vaccine Uptake in Japan Survey, 31,676 rows

31,676 rows × 32 colsCC BY 4.0
Measured signal0.34

Biology

ClassificationBiology

Is It a Mammal, a Bird or a Fish?

Zoo Animal Types, 101 rows

101 rows × 17 colsCC BY 4.0
Measured signal0.83
ClassificationBiology

Where in the Cell Does This Protein Go?

Yeast Protein Localization, 1,484 rows

1,484 rows × 9 colsCC BY 4.0
Measured signal0.38
ClassificationBiology

Will This Snail Choose to Mate?

Assortative Mating and Genital Divergence in Littoraria, 940 rows

940 rows × 23 colsCC0
Measured signal0.35
ClassificationBiology

Will Whooping Cranes Stop Here?

Whooping Crane Stopover Habitat, 30,407 rows

30,407 rows × 57 colsCC0
Measured signal0.50
ClassificationBiology

What Is This Squirrel Doing?

Red Squirrel Acceleration and Behaviour Data, 24,300 rows

24,300 rows × 25 colsCC0
Measured signal0.62
ClassificationBiology

Will This Tree Survive to the Next Survey?

Local Neighbourhood and Regional Climate Explain Tree Performance, 7,277 rows

7,277 rows × 14 colsCC0
Measured signal0.81
ClassificationBiology

Which Forest Grows on This Patch of Land?

Forest Cover Type Prediction from Cartographic Variables (Covertype), 110,393 rows

110,393 rows × 55 colsPublic
Measured signal0.42
ClassificationBiology

Which Variety Is This Dry Bean?

Dry Bean Grain Shape Dataset, 13,611 rows

13,611 rows × 17 colsCC BY 4.0
Measured signal0.92
ClassificationBiology

Is This Rice Grain Cammeo or Osmancik?

Rice Grain Varieties Cammeo and Osmancik, 3,810 rows

3,810 rows × 8 colsCC BY 4.0
Measured signal0.82
ClassificationBiology

Is This Raisin Kecimen or Besni?

Raisin Grain Classification, 900 rows

900 rows × 8 colsCC BY 4.0
Measured signal0.71
ClassificationBiology

Is This Wheat Short of Water?

Wheat Water Stress Texture Features, 1,188 rows

1,188 rows × 23 colsCC0
Measured signal0.30
ClassificationBiology

Is This Jar of Spread Contaminated?

Contaminant Detection in Cocoa Hazelnut Spread Jars, 2,400 rows

2,400 rows × 31 colsCC BY-SA
Measured signal0.81
RegressionBiology

How Much Will This District Harvest?

Tamil Nadu Crop Production, 13,547 rows

13,547 rows × 7 colsCC BY 4.0
Measured signal0.36

Climate

ForecastingClimate

How Much CO2 Will Mauna Loa Measure Next Year?

Mauna Loa Weekly Atmospheric CO2 Averages, 2,225 rows

2,225 rows × 7 colsCC0
Measured signal0.57
RegressionClimate

How Warm Is the Pacific at This Buoy?

El Nino Equatorial Pacific Buoy Readings, 178,080 rows

178,080 rows × 11 colsCC BY 4.0
Measured signal0.90
RegressionClimate

How Much Water Will This Soil Hold?

SoilHydroDB: Global Soil Hydraulic Properties, 155,649 rows

155,649 rows × 38 colsCC BY-SA
Measured signal0.82
RegressionClimate

How Far Off Is the Temperature Forecast?

DMI Aarhus Weather Data: Training Matrix, 64,568 rows

64,568 rows × 76 colsCC BY 4.0
Measured signal0.88
RegressionClimate

How Windy Is It at This Irish Station?

Wind 503 Regression, 6,574 rows

6,574 rows × 15 colsStatLib
Measured signal0.77
RegressionClimate

How Murky Is the Water at the Bottom of the Canyon?

Oceanic Biological Pump Barkley Canyon, 5,089 rows

5,089 rows × 31 colsCC0
Measured signal0.84
RegressionClimate

How Polluted Is Beijing's Air This Hour?

Beijing PM2.5 Air Quality and Weather, 43,824 rows

43,824 rows × 13 colsCC BY 4.0
Measured signal0.57
RegressionClimate

How High Will Ozone Climb in Los Angeles Today?

Los Angeles Ozone Pollution Data (1976), 366 rows

366 rows × 13 colsCC0
Measured signal0.71
ClassificationClimate

What's on the Ground in This Part of Ouagadougou?

Trusted Urban Land-Cover Training Labels, 46 African Cities: Ouagadougou, 5,013 rows

5,013 rows × 19 colsCC0 1.0
Measured signal0.64
ClassificationClimate

What Land Does This Satellite Pixel Show?

Satellite Image Attributes, 6,435 rows

6,435 rows × 37 colsCC BY 4.0
Measured signal0.86

Energy

ClassificationEnergy

What Load Is the Steel Plant Running?

Steel Industry Energy Consumption, 35,040 rows

35,040 rows × 10 colsCC BY 4.0
Measured signal0.76
RegressionEnergy

How Much Power Will Tetouan Draw?

Power Consumption of Tetouan City, 52,416 rows

52,416 rows × 7 colsCC BY 4.0
Measured signal0.35
RegressionEnergy

How Much Sunlight Will Reach the Panels?

Solar Radiation Prediction, 32,686 rows

32,686 rows × 11 colsODbL
Measured signal0.82
ClassificationEnergy

Is This Smart Grid Stable?

Electrical Grid Stability Simulated Classification, 10,000 rows

10,000 rows × 13 colsCC BY 4.0
Measured signal0.82
RegressionEnergy

How Much Electricity Did Spain Use Today?

Daily Electric Energy in Spain (2003), 365 rows

365 rows × 7 colsCC0
Measured signal0.83
ForecastingEnergy

What Will Electricity Cost Tomorrow, Half-Hour by Half-Hour?

Electricity Prices from the ICON 2014 Forecasting Challenge, 38,014 rows

38,014 rows × 18 colsPublic
Measured signal0.38
RegressionEnergy

How Much NOx Is the Gas Turbine Emitting?

Gas Turbine CO and NOx Emissions (2011-2015), 36,733 rows

36,733 rows × 12 colsCC BY 4.0
Measured signal0.83
RegressionEnergy

How Much Energy Are This Home's Appliances Using?

Appliances Energy Prediction, 19,735 rows

19,735 rows × 28 colsCC BY 4.0
Measured signal0.27

Engineering

RegressionEngineering

What Will This Yacht's Resistance Be?

Yacht Hydrodynamics, 308 hull tests, from Welt's research catalogue

308 rows × 7 cols
TabICLv2
ClassificationEngineering

What State Is the Shuttle's System In?

Statlog Shuttle, 58,000 rows

58,000 rows × 10 colsCC BY 4.0
Measured signal0.67
ClassificationEngineering

Will This Machine Fail?

AI4I 2020 Predictive Maintenance, 10,000 rows

10,000 rows × 7 colsCC BY 4.0
Measured signal0.45
ClassificationEngineering

How Badly Would an Earthquake Damage This Building?

BMC Training Data: Building Characteristics, 177,640 rows

177,640 rows × 40 colsCC0
Measured signal0.35
RegressionEngineering

How Should the F-16's Ailerons Move?

Ailerons Control Problem, 13,750 rows

13,750 rows × 34 colsPublic
Measured signal0.83
ClassificationEngineering

Is This School Bus Broken Down or Just Late?

Bus Breakdown and Delays in NYC, 2015 to 2017, 147,972 rows

147,972 rows × 21 colsCC0: Public Domain
Measured signal0.86
ClassificationEngineering

How Badly Will People Be Hurt in This Crash?

FARS Motor Vehicle Crash Person Records (PMLB), 100,968 rows

100,968 rows × 30 colsMIT (PMLB collection)
Measured signal0.43
ClassificationEngineering

Is That Sonar Echo a Mine or a Rock?

Sonar: Mines versus Rocks, 208 rows

208 rows × 61 colsCC BY 4.0
Measured signal0.67
ClassificationEngineering

Is This a Bus, a Van or a Car?

Vehicle Shape Features, 846 rows

846 rows × 19 colsCC BY 4.0
Measured signal0.71
ClassificationEngineering

Which Phase of a Gesture Is the Hand In?

Gesture Phase Segmentation, 2,000 rows

2,000 rows × 33 colsCC BY 4.0
Measured signal0.34
ClassificationEngineering

Which Wave Made This Noisy Signal?

Waveform 21, 5,000 rows

5,000 rows × 22 colsCC BY 4.0
Measured signal0.77
ClassificationEngineering

Which Digit Is This Faulty Display Showing?

LED Display Digits (7 Segments), 500 rows

500 rows × 8 colsCC BY 4.0
Measured signal0.67

Science

ClassificationScience

Is This Telescope Flash a Gamma Ray?

MAGIC Gamma Telescope, 19,020 rows

19,020 rows × 11 colsCC BY 4.0
Measured signal0.66
ClassificationScience

Is This Collision a Higgs Boson?

Higgs Boson Detection Data (Monte Carlo Simulation), 98,050 rows

98,050 rows × 29 colsPublic
Measured signal0.63
ClassificationScience

Is This Detector Event a Neutrino?

MiniBooNE Particle Event Measurements, 130,064 rows

130,064 rows × 51 colsCC0
Measured signal0.77
RegressionScience

How Well Will This Compound Dissolve in Water?

AqSolDB Aqueous Solubility Dataset, 9,982 rows

9,982 rows × 25 colsCC0: Public Domain
Measured signal0.74
ClassificationScience

Is This Glass from a Building Window?

Glass Binarized, 214 rows

214 rows × 10 colsCC BY 4.0
Measured signal0.60
ClassificationScience

Which Way Will the Scale Tip?

Balance Scale, 625 rows

625 rows × 5 colsCC BY 4.0
Measured signal0.51
ClassificationScience

How Will This Student Finish the Course?

Student Performance Analysis 1, 3,892 rows

3,892 rows × 36 colsCC0
Measured signal0.56
ClassificationScience

Did This Really Happen, or Was It Imagined?

Human Memory and Cognition Storytelling Dataset, 6,854 rows

6,854 rows × 23 colsCC0: Public Domain
Measured signal0.74
ClassificationScience

Which Sentence Answers the Question?

Eye Movements Relevance, 10,936 rows

10,936 rows × 28 colsPublic
Measured signal0.44

Technology

ClassificationTechnology

Which Heuristic Will Prove This Theorem Fastest?

First-Order Theorem Proving, 2,000 rows

2,000 rows × 52 colsCC BY 4.0
Measured signal0.31
RegressionTechnology

How Well Will This Optimiser Do on a New Problem?

MA-BBOB Algorithm Performance (DiagonalCMA), 1,120 rows

1,120 rows × 46 colsCC BY 4.0
Measured signal0.44
RegressionTechnology

How Long Will the Solver Take to Tidy This Container Yard?

Container Pre-Marshalling Algorithm Runtimes (CPMP 2015), 2,108 rows

2,108 rows × 27 colsPublic
Measured signal0.37
ClassificationTechnology

Is This Website a Phishing Site?

Phishing Websites, 11,055 rows

11,055 rows × 31 colsCC BY 4.0
Measured signal0.91
RegressionTechnology

How Badly Does This Java Class Need Refactoring?

Code Smells Data Class, 86,467 rows

86,467 rows × 74 colsPublic
Measured signal0.37
ClassificationTechnology

Will This Kaggle Dataset Win a Medal?

Hottest Kaggle Datasets, 5,717 rows

5,717 rows × 15 colsCC0: Public Domain
Measured signal0.44
ClassificationTechnology

Is This Part of the Page Text, a Picture or a Line?

Page Blocks, 5,473 rows

5,473 rows × 11 colsCC BY 4.0
Measured signal0.78

Media and games

ClassificationMedia and games

Who Wins from This Connect Four Position?

Connect-4 Board States, 67,557 rows

67,557 rows × 43 colsMIT (PMLB collection)
Measured signal0.34
ClassificationMedia and games

Will the Blue Team Win This League of Legends Match?

League of Legends Diamond Matches: First 15 Minutes, 48,651 rows

48,651 rows × 19 colsCC0: Public Domain
Measured signal0.52
ClassificationMedia and games

Will We Win This Overwatch Match?

Overwatch Competitive Matches (Seven Seasons), 3,266 rows

3,266 rows × 47 colsCC0: Public Domain
Measured signal0.67
ClassificationMedia and games

Which League Does This StarCraft II Player Belong In?

SkillCraft1 Master Table: StarCraft 2 Player Performance, 3,395 rows

3,395 rows × 20 colsCC BY 4.0
Measured signal0.31
ClassificationMedia and games

Is This Pokémon Legendary?

Pokemon Dataset 2020, 1,013 rows

1,013 rows × 40 colsCC0: Public Domain
Measured signal0.81
RegressionMedia and games

What Will Critics Score This 3DS Game?

Nintendo 3DS Games, 138 rows

138 rows × 21 colsCC0: Public Domain
Measured signal0.36
ClassificationMedia and games

What Position Does This Footballer Play?

Football Player Position, 3,611 rows

3,611 rows × 12 colsCC0
Measured signal0.78
RegressionMedia and games

What Will This Film Score on IMDb?

IMDB Movies 1972-2019, 5,834 rows

5,834 rows × 12 colsCC0: Public Domain
Measured signal0.60
RegressionMedia and games

How Will Viewers Rate This Anime?

Anime Dataset from Anime-Planet, 3,767 rows

3,767 rows × 18 colsCC0: Public Domain
Measured signal0.76