OpenML
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The MNIST database of handwritten digits with 784 features, raw data available at: http://yann.lecun.com/exdb/mnist/. It can be split in a training set of the first 60,000 examples, and a test set of…
13219 runs2 likes61 downloads63 reach21 impact
70000 instances - 785 features - 10 classes - 0 missing values
libSVM","AAD group #Dataset from the LIBSVM data repository. Preprocessing: Vikas Sindhwani for the SVMlin project.
0 runs0 likes3 downloads3 reach5 impact
72309 instances - 20959 features - 0 classes - 0 missing values
One of the biggest challenges of an auto dealership purchasing a used car at an auto auction is the risk of that the vehicle might have serious issues that prevent it from being sold to customers. The…
0 runs0 likes2 downloads2 reach4 impact
72983 instances - 33 features - 2 classes - 149271 missing values
This is the dataset used for the 2016 IDA Industrial Challenge, courtesy of Scania. For a full description, see http://archive.ics.uci.edu/ml/datasets/IDA2016Challenge . This dataset contains both the…
7 runs0 likes0 downloads0 reach7 impact
76000 instances - 171 features - 2 classes - 1078695 missing values
No data.
0 runs0 likes0 downloads0 reach1 impact
78732 instances - 11 features - 0 classes - 0 missing values
The goal of this challenge is to expose the research community to real world datasets of interest to 4Paradigm. All datasets are formatted in a uniform way, though the type of data might differ. The…
6 runs0 likes1 downloads1 reach7 impact
83733 instances - 55 features - 4 classes - 0 missing values
This dataset is gather to detect whether a person is running or walking based on deep neural networks and sensor data collected from iOS devices. The dataset represents 88588 sensor data samples…
1 runs0 likes3 downloads3 reach6 impact
88588 instances - 7 features - 2 classes - 0 missing values
Another sample of COMET_MC
0 runs0 likes0 downloads0 reach4 impact
89640 instances - 6 features - 0 classes - 0 missing values
And another sample. (v. 2 without OpenML metainfo)
0 runs0 likes0 downloads0 reach3 impact
89640 instances - 6 features - classes - 0 missing values
It has 3 attributes (ID, tweet, label ) 91299 tweets with non-sarcastic 39998 tweets and 51300 sarcastic tweets.
0 runs0 likes0 downloads0 reach1 impact
91298 instances - 2 features - 0 classes - 0 missing values
Over 92 thousand images (32x32 pixels) of 46 characters from Devanagari script. Includes the alphabet as well as the numbers. Devanagari is an Indic script and forms a basis for over 100 languages…
42 runs1 likes6 downloads7 reach5 impact
92000 instances - 1025 features - 46 classes - 0 missing values
The data is cleaned, regularized and encrypted global equity data. The first 21 columns (feature1 - feature21) are features, and target is the binary class you’re trying to predict.
858 runs1 likes1 downloads2 reach6 impact
96320 instances - 22 features - 2 classes - 0 missing values
Data Set Information: The data has been produced using Monte Carlo simulations. The first 21 features (columns 2-22) are kinematic properties measured by the particle detectors in the accelerator. The…
0 runs1 likes5 downloads6 reach5 impact
98050 instances - 29 features - 0 classes - 9 missing values
### Attribute Information * The first column is the class label (1 for signal, 0 for background) * 21 low-level features (kinematic properties): lepton pT, lepton eta, lepton phi, missing energy…
14235 runs1 likes7 downloads8 reach17 impact
98050 instances - 29 features - 2 classes - 9 missing values
libSVM","AAD group #Dataset from the LIBSVM data repository. Preprocessing: Regenerate features by the authors' matlab scripts (see Sec. C of Appendix A), then randomly select 10% instances from the…
0 runs0 likes2 downloads2 reach5 impact
98528 instances - 101 features - 0 classes - 0 missing values
Normalized version of vehicle dataset (http://www.openml.org/d/54) NAME vehicle silhouettes PURPOSE to classify a given silhouette as one of four types of vehicle, using a set of features extracted…
372 runs0 likes10 downloads10 reach1 impact
98528 instances - 101 features - 2 classes - 0 missing values
Vehicle classification in distributed sensor networks. Journal of Parallel and Distributed Computing, 64(7):826-838, July 2004. This is the SensIT Vehicle (combined) dataset, retrieved 2013-11-14 from…
403 runs0 likes22 downloads22 reach8 impact
98528 instances - 101 features - 2 classes - 0 missing values
SVHN is a real-world image dataset for developing machine learning and object recognition algorithms with minimal requirement on data preprocessing and formatting. It can be seen as similar in flavor…
52 runs0 likes1 downloads1 reach6 impact
99289 instances - 3073 features - 10 classes - 0 missing values
Re-upload of the dataset as it is present in the Penn ML Benchmark (https://github.com/EpistasisLab/penn-ml-benchmarks/tree/master/datasets/classification/fars). It's a dataset on traffic accidents,…
1 runs0 likes0 downloads0 reach13 impact
100968 instances - 30 features - 8 classes - 0 missing values
Abstract: This data has been prepared to analyze factors related to readmission as well as other outcomes pertaining to patients with diabetes. Source: The data are submitted on behalf of the Center…
0 runs2 likes13 downloads15 reach6 impact
101766 instances - 50 features - 3 classes - 0 missing values
uci
0 runs0 likes0 downloads0 reach0 impact
101766 instances - 52 features - classes - 192849 missing values
#Dataset from the LIBSVM multiclass data repository.
0 runs0 likes3 downloads3 reach6 impact
108000 instances - 129 features - 0 classes - 0 missing values
Predicting forest cover type from cartographic variables only (no remotely sensed data). The actual forest cover type for a given observation (30 x 30 meter cell) was determined from US Forest Service…
216 runs0 likes11 downloads11 reach2 impact
110393 instances - 55 features - 7 classes - 0 missing values
No data.
0 runs0 likes3 downloads3 reach1 impact
116640 instances - 10 features - 0 classes - 0 missing values
Nell HMC dataset for type prediction with ingoing/outgoing properties as features
0 runs0 likes0 downloads0 reach3 impact
120720 instances - 769 features - classes - 0 missing values
No data.
353 runs0 likes16 downloads16 reach1 impact
120919 instances - 1002 features - 2 classes - 0 missing values
This is a sesnor data for test it is not complete.
0 runs0 likes4 downloads4 reach3 impact
127591 instances - 27 features - classes - 0 missing values
This dataset is taken from the MiniBooNE experiment and is used to distinguish electron neutrinos (signal) from muon neutrinos (background). This dataset is ordered. It first contains all signal…
6 runs0 likes3 downloads3 reach4 impact
130064 instances - 51 features - 2 classes - 0 missing values
No data.
356 runs0 likes7 downloads7 reach1 impact
131072 instances - 17 features - 2 classes - 0 missing values
EMNIST Balanced https://www.nist.gov/itl/iad/image-group/emnist-dataset
73 runs0 likes0 downloads0 reach8 impact
131600 instances - 785 features - classes - 0 missing values
No data.
90 runs0 likes4 downloads4 reach1 impact
137781 instances - 10 features - 7 classes - 0 missing values
No data.
75 runs0 likes2 downloads2 reach1 impact
137781 instances - 10 features - 7 classes - 0 missing values
The dataset collects data from an Android smartphone positioned in the chest pocket. Accelerometer Data are collected from 22 participants walking in the wild over a predefined path. The dataset is…
80 runs0 likes7 downloads7 reach6 impact
149332 instances - 5 features - 22 classes - 0 missing values
Even smaller sample of version 1
0 runs0 likes3 downloads3 reach4 impact
149639 instances - 12 features - 2 classes - 0 missing values
Wine data gathered by https://www.kaggle.com/zynicideThe data was scraped from WineEnthusiast during the week of June 15th, 2017. The code for the scraper can be found at…
0 runs0 likes0 downloads0 reach0 impact
150930 instances - 10 features - classes - 174477 missing values
The Inpatient Utilization and Payment Public Use File (Inpatient PUF) provides information on inpatient discharges for Medicare fee-for-service beneficiaries. The Inpatient PUF includes information on…
0 runs0 likes0 downloads0 reach0 impact
163065 instances - 12 features - 0 classes - 0 missing values
The Inpatient Utilization and Payment Public Use File (Inpatient PUF) provides information on inpatient discharges for Medicare fee-for-service beneficiaries. The Inpatient PUF includes information on…
0 runs0 likes0 downloads0 reach0 impact
163065 instances - 12 features - 0 classes - 0 missing values
Dataset Title: Localization Data for Person Activity Data Set Abstract: Data contains recordings of five people performing different activities. Each person wore four sensors (tags) while performing…
6 runs0 likes4 downloads4 reach6 impact
164860 instances - 8 features - 11 classes - 0 missing values
Customer purchases on Black Friday
0 runs0 likes0 downloads0 reach2 impact
166821 instances - 10 features - 0 classes - 0 missing values
No data.
0 runs0 likes1 downloads1 reach1 impact
177147 instances - 11 features - 0 classes - 0 missing values
No data.
0 runs0 likes0 downloads0 reach1 impact
177147 instances - 11 features - 0 classes - 0 missing values
Abstract: This dataset contains timeseries of mel-frequency cepstrum coefficients (MFCCs) corresponding to spoken Arabic digits. Includes data from 44 male and 44 female native Arabic speakers.…
0 runs0 likes3 downloads3 reach3 impact
178526 instances - 13 features - classes - 57200 missing values
The dataset contains all the statistics for each player from 2008 to 2016.
0 runs0 likes0 downloads0 reach0 impact
183978 instances - 42 features - classes - 47301 missing values
Dataset KDD98 challenge: https://kdd.ics.uci.edu/databases/kddcup98/kddcup98.html The goal is to estimate the return from a direct mailing in order to maximize donation profits. This dataset…
0 runs0 likes5 downloads5 reach4 impact
191260 instances - 479 features - 0 classes - 5587563 missing values
libSVM","AAD group IJCNN 2001 neural network competition. Slide presentation in IJCNN'01, Ford Research Laboratory, 2001. http://www.geocities.com/ijcnn/nnc_ijcnn01.pdf . #Dataset from the LIBSVM data…
0 runs0 likes8 downloads8 reach6 impact
191681 instances - 23 features - 0 classes - 0 missing values
kaggle_santander_p
0 runs0 likes0 downloads0 reach0 impact
200000 instances - 203 features - classes - 0 missing values
This collection includes 21 data sets of one-dimensional ultrasound raw RF data (A-Scans) acquired from the calf muscles of 8 healthy volunteers. The subjects were asked to manually annotate the data…
0 runs0 likes0 downloads0 reach0 impact
212872 instances - 4 features - classes - 0 missing values
* Title: Skin Segmentation Data Set * Abstract: The Skin Segmentation dataset is constructed over B, G, R color space. Skin and Nonskin dataset is generated using skin textures from face images of…
15 runs1 likes10 downloads11 reach6 impact
245057 instances - 4 features - 2 classes - 0 missing values
* Title of Database: Spoken Arabic Digit * Abstract: This dataset contains time series of mel-frequency cepstrum coefficients (MFCCs) corresponding to spoken Arabic digits. Includes data from 44 males…
1 runs0 likes6 downloads6 reach6 impact
263256 instances - 15 features - 10 classes - 0 missing values
Elegibilidade ecommerce
0 runs0 likes1 downloads1 reach0 impact
269177 instances - 2 features - 2 classes - 0 missing values
Much of machine learning research focuses on producing models which perform well on benchmark tasks, in turn improving our understanding of the challenges associated with those tasks. From the…
0 runs0 likes0 downloads0 reach1 impact
270912 instances - 785 features - 49 classes - 0 missing values
The datasets contains transactions made by credit cards in September 2013 by european cardholders. This dataset present transactions that occurred in two days, where we have 492 frauds out of 284,807…
355 runs0 likes54 downloads54 reach11 impact
284807 instances - 31 features - 2 classes - 0 missing values
Context It is important that credit card companies are able to recognize fraudulent credit card transactions so that customers are not charged for items that they did not purchase. Content The…
0 runs0 likes3 downloads3 reach0 impact
284807 instances - 31 features - 0 classes - 0 missing values
No data.
87 runs0 likes5 downloads5 reach2 impact
295245 instances - 11 features - 5 classes - 0 missing values
No data.
315 runs0 likes2 downloads2 reach2 impact
295245 instances - 11 features - 5 classes - 0 missing values
Source: Original Owner: U.S. Census Bureau http://www.census.gov/ United States Department of Commerce Donor: Terran Lane and Ronny Kohavi Data Mining and Visualization Silicon Graphics. terran '@'…
0 runs1 likes5 downloads6 reach5 impact
299285 instances - 42 features - classes - 0 missing values
Data are collected from Kickstarter Platform You'll find most useful data for project analysis. Columns are self explanatory except: usd_pledged: conversion in US dollars of the pledged column…
0 runs0 likes0 downloads0 reach0 impact
331675 instances - 14 features - classes - 210 missing values
2
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375840 instances - 12 features - classes - 0 missing values
# Data Description This is the historical price data of the FOREX USD/CHF from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX EUR/HUF from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes1 downloads1 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX EUR/AUD from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX EUR/SGD from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX CAD/CHF from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX AUD/JPY from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX EUR/NOK from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX EUR/USD from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX EUR/SEK from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX EUR/CHF from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX EUR/NZD from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX AUD/CAD from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX EUR/TRY from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX EUR/DKK from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX CHF/SGD from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX AUD/SGD from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX USD/DKK from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX AUD/NZD from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX EUR/CAD from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX AUD/SGD from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX EUR/AUD from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX AUD/USD from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX EUR/RUB from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX EUR/NOK from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX EUR/JPY from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX CAD/CHF from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX USD/CHF from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX EUR/SGD from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX EUR/PLN from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX CHF/JPY from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX AUD/NZD from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX USD/DKK from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX GBP/USD from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX EUR/SEK from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX AUD/JPY from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX CAD/JPY from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX CHF/JPY from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX USD/JPY from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX EUR/CAD from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX CHF/SGD from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX EUR/JPY from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values
# Data Description This is the historical price data of the FOREX NZD/USD from Dukascopy. One instance (row) is one candlestick of one minute. The whole dataset has the data range from 1-1-2018 to…
0 runs0 likes0 downloads0 reach0 impact
375840 instances - 12 features - 2 classes - 0 missing values