Created
October 23, 2019 12:06
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import openml\n", | |
"\n", | |
"import numpy as np\n", | |
"import pandas as pd" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"(2958, 16)\n", | |
"did\n", | |
"name\n", | |
"version\n", | |
"uploader\n", | |
"status\n", | |
"format\n", | |
"MajorityClassSize\n", | |
"MaxNominalAttDistinctValues\n", | |
"MinorityClassSize\n", | |
"NumberOfClasses\n", | |
"NumberOfFeatures\n", | |
"NumberOfInstances\n", | |
"NumberOfInstancesWithMissingValues\n", | |
"NumberOfMissingValues\n", | |
"NumberOfNumericFeatures\n", | |
"NumberOfSymbolicFeatures\n" | |
] | |
} | |
], | |
"source": [ | |
"# Fetching the list of all available datasets on OpenML\n", | |
"d = openml.datasets.list_datasets(output_format='dataframe')\n", | |
"print(d.shape)\n", | |
"\n", | |
"# Listing column names or attributes that OpenML offers\n", | |
"for name in d.columns:\n", | |
" print(name)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
" did name version uploader status format MajorityClassSize \\\n", | |
"2 2 anneal 1 1 active ARFF 684.0 \n", | |
"3 3 kr-vs-kp 1 1 active ARFF 1669.0 \n", | |
"4 4 labor 1 1 active ARFF 37.0 \n", | |
"5 5 arrhythmia 1 1 active ARFF 245.0 \n", | |
"6 6 letter 1 1 active ARFF 813.0 \n", | |
"\n", | |
" MaxNominalAttDistinctValues MinorityClassSize NumberOfClasses \\\n", | |
"2 7.0 8.0 5.0 \n", | |
"3 3.0 1527.0 2.0 \n", | |
"4 3.0 20.0 2.0 \n", | |
"5 13.0 2.0 13.0 \n", | |
"6 26.0 734.0 26.0 \n", | |
"\n", | |
" NumberOfFeatures NumberOfInstances NumberOfInstancesWithMissingValues \\\n", | |
"2 39.0 898.0 898.0 \n", | |
"3 37.0 3196.0 0.0 \n", | |
"4 17.0 57.0 56.0 \n", | |
"5 280.0 452.0 384.0 \n", | |
"6 17.0 20000.0 0.0 \n", | |
"\n", | |
" NumberOfMissingValues NumberOfNumericFeatures NumberOfSymbolicFeatures \n", | |
"2 22175.0 6.0 33.0 \n", | |
"3 0.0 0.0 37.0 \n", | |
"4 326.0 8.0 9.0 \n", | |
"5 408.0 206.0 74.0 \n", | |
"6 0.0 16.0 1.0 \n" | |
] | |
} | |
], | |
"source": [ | |
"print(d.head())" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.6.8" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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