Cause-Effect Pairs from MPI Tübingen
DOI10.5281/zenodo.14861446Zenodo14861446MaRDI QIDQ6768309
Dataset published at Zenodo repository.
Author name not available (Why is that?)
This collection of cause-effect pair datasets was created by the Max-Planck-Institute in Tuebingen, Germany (https://webdav.tuebingen.mpg.de/cause-effect/). Task: Identify for each pair the causal direction using the observed samples only. Summary: Size of collection: 108 datasets with 2 columns each of various sizes Task: Causal Discovery Problem Data Type: Mixed Data Dataset Scope: Collection of Datasets Ground Truth: Known Graph Temporal Structure: Static Data License: CC BY-NC 4.0 (for exceptions see below) Missing Values: No Missing Values Missingness Statement: There are no missing values. Collection: The database contains the following datasets. Nr. Variable 1 Variable 2 Origin of datasets Direction 1 Altitude Temperature DWD - 2 Altitude Precipitation DWD - 3 Longitude Temperature DWD - 4 Altitude Sunshine hours DWD - 5 Age Length Abalone - 6 Age Shell weight Abalone - 7 Age Diameter Abalone - 8 Age Height Abalone - 9 Age Whole weight Abalone - 10 Age Shucked weight Abalone - 11 Age Viscera weight Abalone - 12 Age Wage per hour census income - 13 Displacement Fuel consumption auto-mpg - 14 Horse power Fuel consumption auto-mpg - 15 Weight Fuel consumption auto-mpg - 16 Horsepower Acceleration auto-mpg - 17 Age Dividends from stocks census income - 18 Age Concentration GAG GAGurine (from R package MASS) - 19 Current duration Next interval geyser - 20 Latitude Temperature DWD - 21 Longitude Precipitation DWD - 22 Age Height arrhythmia - 23 Age Weight arrhythmia - 24 Age Heart rate arrhythmia - 25 Cement Compressive strength concrete_data - 26 Blast furnace slag Compressive strength concrete_data - 27 Fly ash Compressive strength concrete_data - 28 Water Compressive strength concrete_data - 29 Superplasticizer Compressive strength concrete_data - 30 Coarse aggregate Compressive strength concrete_data - 31 Fine aggregate Compressive strength concrete_data - 32 Age Compressive strength concrete_data - 33 Alcohol consumption Mean corpuscular volume liver disorders - 34 Alcohol consumption Alkaline phosphotase liver disorders - 35 Alcohol consumption Alanine aminotransferase liver disorders - 36 Alcohol consumption Aspartate aminotransferase liver disorders - 37 Alcohol consumption Gamma-glutamyl transpeptdase liver disorders - 38 Age Body mass index pima indian diabetes - 39 Age Serum insulin pima indian diabetes - 40 Age Diastolic blood pressure pima indian diabetes - 41 Age Plasma glucose concentration pima indian diabetes - 42 Day of the year Temperature D. Janzing - 43 Temperature at t Temperature at t+1 ncep-ncar - 44 Pressure at t Pressure at t+1 ncep-ncar - 45 Sea level pressure at t Sea level pressure at t+1 ncep-ncar - 46 Relative humidity at t Relative humidity at t+1 ncep-ncar - 47 Number of cars Type of day traffic - 48 Indoor temperature Outdoor temperature Hipel Mcleod - 49 Ozone concentration Temperature Bafu - 50 Ozone concentration Temperature Bafu - 51 Ozone concentration Temperature Bafu - 52 (Temp, Press, SLP, Rh) (Temp, Press, Slp, Rh) ncep-ncar - 53 Ozone concentration (Wind speed, Radiation, Temperature) environmental - 54 (Displacement, Horsepower, Weight) (Fuel consumption, Acceleration) auto-mpg - 55 Ozone concentration (16-dim.) Radiation (16-dim.) Bafu - 56 Female life expectancy, 2000-2005 Latitude UNdata - 57 Female life expectancy, 1995-2000 Latitude UNdata - 58 Female life expectancy, 1990-1995 Latitude UNdata - 59 Female life expectancy, 1985-1990 Latitude UNdata - 60 Male life expectancy, 2000-2005 Latitude UNdata - 61 Male life expectancy, 1995-2000 Latitude UNdata - 62 Male life expectancy, 1990-1995 Latitude UNdata - 63 Male life expectancy, 1985-1990 Latitude UNdata - 64 Drinking water access Infant mortality UNdata - 65 Stock return of Hang Seng Bank Stock return of HSBC Hldgs Yahoo database - 66 Stock return of Hutchison Stock return of Cheung kong Yahoo database - 67 Stock return of Cheung kong Stock return of Sun Hung Kai Prop. Yahoo database - 68 Bytes sent Open http connections P. Stark Janzing - 69 Inside temperature Outside temperature J.M. Mooij - 70 Parameter Answer Armann Buelthoff - 71 Symptoms (6-dim.) Classification of disease (2-dim.) Acute Inflammations - 72 Sunspots Global mean temperature sunspot data - 73 CO2 emissions Energy use UNdata - 74 GNI per capita Life expectancy UNdata - 75 Under-5 mortality rate GNI per capita UNdata - 76 Population growth Food consumption growth Food and Agriculture Organization of the United Nations - 77 Temperature Solar radiation B. Janzing - 78 PPFD Net Ecosystem Productivity Moffat A.M. - 79 Net Ecosystem Productivity Diffuse PPFDdif Moffat A.M. - 80 Net Ecosystem Productivity Direct PPFDdir Moffat A.M. - 81 Temperature Local CO2 flux, BE-Bra Mahecha, M. - 82 Temperature Local CO2 flux, DE-Har Mahecha, M. - 83 Temperature Local CO2 flux, US-PFa Mahecha, M. - 84 Employment Population http://www.spatial-econometrics.com - 85 Time of measurement Protein content of milk http://www.maths.lancs.ac.uk/Software/Oswald/ - 86 Size of apartment Monthly rent J.M. Mooij - 87 Temperature Total snow http://www.mldata.org/repository/data/viewslug/whistler-daily-snowfall/ - 88 Age Relative spinal bone mineral density bone dataset of R ElemStatLearn package - 89 root decomposition Oct (grassl) root decomposition Oct (grassl) Solly et al (2014). Plant and Soil, 382(1-2), 203-218. - 90 root decomposition Oct (forest) root decomposition Oct (forest) Solly et al (2014). Plant and Soil, 382(1-2), 203-218. - 91 clay cont. in soil (forest) soil moisture Solly et al (2014). Plant and Soil, 382(1-2), 203-218. - 92 organic carbon in soil (forest) clay cont. in soil (forest) Solly et al (2014). Plant and Soil, 382(1-2), 203-218. - 93 precipitation runoff MOPEX (ftp://hydrology.nws.noaa.gov/pub/gcip/mopex/US_Data/Us_438_Daily/) - 94 hour of day temperature S. Armagan Tarim - 95 hour of day electricity load S. Armagan Tarim - 96 temperature electricity load S. Armagan Tarim - 97 speed at the beginning speed at the end D. Janzing - 98 speed at the beginning speed at the end D. Janzing - 99 language test score social-economic status family nlschools dataset of R MASS package - 100 cycle time of CPU performance cpus dataset of R MASS package - 101 grey value of a pixel brightness of the screen D. Janzing - 102 position of a ball time for passing a track segment D. Janzing - 103 position of a ball time for passing a track segment D. Janzing - 104 time for passing 1. segment time for passing 2. segment D. Janzing - 105 pixel vector of a patch total brightness at the screen D. Janzing - 106 time required for one round voltage D. Janzing - 107 strength of contrast answer correct or not Schuett, edited by D. Janzing - 108 time for 1/6 rotation temperature D. Janzing - Files: pairs.zip: collection of cause-effect pair datasets ground_truth.txt: ground truth of causal direction License: The datasets by D. Janzing stand by CC-BY 4.0 For the remaining datasets, please check individually
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