---
license: cc-by-nc-nd-4.0
language:
- en
pretty_name: TempusBench Tasks
configs:
- config_name: covariate_climate_hourly_madrid_air_pollution
  data_files:
  - split: train
    path: tasks/covariate/covariate_climate_hourly_madrid_air_pollution/covariate_climate_hourly_madrid_air_pollution.csv
- config_name: covariate_econ_quarterly_fred_qd
  data_files:
  - split: train
    path: tasks/covariate/covariate_econ_quarterly_fred_qd/covariate_econ_quarterly_fred_qd.csv
- config_name: covariate_energy_minutes_splitsmart_ac_energy
  data_files:
  - split: train
    path: tasks/covariate/covariate_energy_minutes_splitsmart_ac_energy/covariate_energy_minutes_splitsmart_ac_energy.csv
- config_name: covariate_healthcare_daily_nyc_covid_counts
  data_files:
  - split: train
    path: tasks/covariate/covariate_healthcare_daily_nyc_covid_counts/covariate_healthcare_daily_nyc_covid_counts.csv
- config_name: covariate_manufacturing_seconds_skab
  data_files:
  - split: train
    path: tasks/covariate/covariate_manufacturing_seconds_skab/covariate_manufacturing_seconds_skab.csv
- config_name: covariate_nature_annually_global_carbon_budget
  data_files:
  - split: train
    path: tasks/covariate/covariate_nature_annually_global_carbon_budget/covariate_nature_annually_global_carbon_budget_barbados.csv
- config_name: covariate_sales_weekly_walmart_sales
  data_files:
  - split: train
    path: tasks/covariate/covariate_sales_weekly_walmart_sales/covariate_sales_weekly_walmart_sales.csv
- config_name: covariate_software_hourly_cybertec_iiot_malware
  data_files:
  - split: train
    path: tasks/covariate/covariate_software_hourly_cybertec_iiot_malware/covariate_software_hourly_cybertec_iiot_malware.csv
- config_name: covariate_transport_monthly_airline_baggage_complaints
  data_files:
  - split: train
    path: tasks/covariate/covariate_transport_monthly_airline_baggage_complaints/covariate_transport_monthly_airline_baggage_complaints.csv
- config_name: covariate_web_daily_wikipedia_web_traffic
  data_files:
  - split: train
    path: tasks/covariate/covariate_web_daily_wikipedia_web_traffic/covariate_web_daily_wikipedia_web_traffic.csv
- config_name: multivariate_climate_hourly_madrid_air_pollution
  data_files:
  - split: train
    path: tasks/multivariate/multivariate_climate_hourly_madrid_air_pollution/multivariate_climate_hourly_madrid_air_pollution.csv
- config_name: multivariate_econ_quarterly_fred_qd
  data_files:
  - split: train
    path: tasks/multivariate/multivariate_econ_quarterly_fred_qd/multivariate_econ_quarterly_fred_qd.csv
- config_name: multivariate_energy_minutes_splitsmart_ac_energy
  data_files:
  - split: train
    path: tasks/multivariate/multivariate_energy_minutes_splitsmart_ac_energy/multivariate_energy_minutes_splitsmart_ac_energy.csv
- config_name: multivariate_healthcare_daily_nyc_covid_counts
  data_files:
  - split: train
    path: tasks/multivariate/multivariate_healthcare_daily_nyc_covid_counts/multivariate_healthcare_daily_nyc_covid_counts.csv
- config_name: multivariate_manufacturing_seconds_skab
  data_files:
  - split: train
    path: tasks/multivariate/multivariate_manufacturing_seconds_skab/multivariate_manufacturing_seconds_skab.csv
- config_name: multivariate_nature_annually_global_carbon_budget
  data_files:
  - split: train
    path: tasks/multivariate/multivariate_nature_annually_global_carbon_budget/multivariate_nature_annually_global_carbon_budget_barbados.csv
- config_name: multivariate_sales_weekly_walmart_sales
  data_files:
  - split: train
    path: tasks/multivariate/multivariate_sales_weekly_walmart_sales/multivariate_sales_weekly_walmart_sales.csv
- config_name: multivariate_software_hourly_cybertec_iiot_malware
  data_files:
  - split: train
    path: tasks/multivariate/multivariate_software_hourly_cybertec_iiot_malware/multivariate_software_hourly_cybertec_iiot_malware.csv
- config_name: multivariate_transport_monthly_airline_baggage_complaints
  data_files:
  - split: train
    path: tasks/multivariate/multivariate_transport_monthly_airline_baggage_complaints/multivariate_transport_monthly_airline_baggage_complaints.csv
- config_name: multivariate_web_daily_wikipedia_web_traffic
  data_files:
  - split: train
    path: tasks/multivariate/multivariate_web_daily_wikipedia_web_traffic/multivariate_web_daily_wikipedia_web_traffic.csv
- config_name: univariate_climate_daily_mean_humidity_delhi
  data_files:
  - split: train
    path: tasks/univariate/univariate_climate_daily_mean_humidity_delhi/univariate_climate_daily_mean_humidity_delhi.csv
- config_name: univariate_economics_weekly_federal_funds_effective_rate
  data_files:
  - split: train
    path: tasks/univariate/univariate_economics_weekly_federal_funds_effective_rate/univariate_economics_weekly_federal_funds_effective_rate.csv
- config_name: univariate_energy_monthly_electricity_price_kwh
  data_files:
  - split: train
    path: tasks/univariate/univariate_energy_monthly_electricity_price_kwh/univariate_energy_monthly_electricity_price_kwh.csv
- config_name: univariate_healthcare_monthly_all_employees_health_care
  data_files:
  - split: train
    path: tasks/univariate/univariate_healthcare_monthly_all_employees_health_care/univariate_healthcare_monthly_all_employees_health_care.csv
- config_name: univariate_manufacturing_seconds_skab_pressure
  data_files:
  - split: train
    path: tasks/univariate/univariate_manufacturing_seconds_skab_pressure/univariate_manufacturing_seconds_skab_pressure.csv
- config_name: univariate_nature_minutes_soil_moisture
  data_files:
  - split: train
    path: tasks/univariate/univariate_nature_minutes_soil_moisture/univariate_nature_minutes_soil_moisture.csv
- config_name: univariate_sales_quarterly_real_residential_property_prices
  data_files:
  - split: train
    path: tasks/univariate/univariate_sales_quarterly_real_residential_property_prices/univariate_sales_quarterly_real_residential_property_prices.csv
- config_name: univariate_software_daily_software_dev_postings_indeed
  data_files:
  - split: train
    path: tasks/univariate/univariate_software_daily_software_dev_postings_indeed/univariate_software_daily_software_dev_postings_indeed.csv
- config_name: univariate_transport_annually_air_passengers_carried
  data_files:
  - split: train
    path: tasks/univariate/univariate_transport_annually_air_passengers_carried/univariate_transport_annually_air_passengers_carried.csv
- config_name: univariate_web_hourly_hourly_web_requests
  data_files:
  - split: train
    path: tasks/univariate/univariate_web_hourly_hourly_web_requests/univariate_web_hourly_hourly_web_requests.csv
---

# TempusBench — task data

Time-series task CSVs in TempusBench format (`variable_name`, `timestamps`, `values`).
Each **config** is one benchmark task folder (see YAML `configs` in the frontmatter above).

Task definitions (`task.yaml`, `metadata.json`) ship with the TempusBench package or
can be synced from this dataset under the `tasks/` prefix.

## Usage with TempusBench

```bash
pip install tempus_bench
python -m tempus_bench.run_benchmark --config tempus_bench/config/local_test.yaml
```

On first run, missing task CSVs are downloaded automatically from this dataset.

## Citation

TempusBench: [https://arxiv.org/pdf/2604.11529](https://arxiv.org/pdf/2604.11529)

## License

Project default license for TempusBench: **CC-BY-NC-ND-4.0**. Individual series may
inherit upstream terms — see the TempusBench paper and source listings.

Dataset page: https://huggingface.co/datasets/Smlcrm/tempus_bench_tasks