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        "author": "DV Klopfenstein",
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            "Development Status :: 4 - Beta",
            "Intended Audience :: Science/Research",
            "License :: OSI Approved :: BSD License",
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            "Programming Language :: Python :: 3",
            "Topic :: Scientific/Engineering :: Bio-Informatics"
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        "description": "# Enrichment Analysis\n\nDo enrichment analysis on anything if you provide:\n  * IDs of the population \n  * IDs of the study set\n  * Associations between the IDs and the terms of interest\n\n[Example data](https://github.com/dvklopfenstein/enrichmentanalysis/tree/master/data/exgo)\n\n## The enrichment analysis steps performed by this repo's code\n  1. Generate pvalues using Fishers exact test\n  2. Do multipletest correction with any of SciPy's statsmodel functions:    \n\n| multicorrect   | Description\n|----------------|--------------------------------------\n|`sm_bonferroni` | bonferroni one-step correction    \n|`sm_sidak`      | sidak one-step correction    \n|`sm_holm-sidak` | holm-sidak step-down method using Sidak adjustments    \n|`sm_holm`       | holm step-down method using Bonferroni adjustments    \n|`simes-hochberg`| simes-hochberg step-up method (independent)    \n|`hommel`        | hommel closed method based on Simes tests (non-negative)    \n|`fdr_bh`        | fdr correction with Benjamini/Hochberg (non-negative)    \n|`fdr_by`        | fdr correction with Benjamini/Yekutieli (negative)    \n|`fdr_tsbh`      | two stage fdr correction (non-negative)    \n|`fdr_tsbky`     | two stage fdr correction (non-negative)    \n\n## To Cite\nThis code is a generalized version of selected code from the [GOATOOLS](https://github.com/tanghaibao/goatools) repository,\nwhich is used to run gene ontology enrichment analysis. \n\n### Citation\n_Please cite the following research paper if you use this repo in your research_:\n\nKlopfenstein DV, Zhang L, Pedersen BS, ... Tang H\n[**GOATOOLS: A Python library for Gene Ontology analyses**](https://www.nature.com/articles/s41598-018-28948-z)    \n_Scientific reports_ | (2018) 8:10872 | DOI:10.1038/s41598-018-28948-z\n\nCopyright (C) 2016-2019, DV Klopfenstein. All rights reserved.\n\n\n",
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        "summary": "Perform enrichment analysis on any IDs and associations",
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