From 0b12a7c68852ad5205bc794717bb1f9504a896c5 Mon Sep 17 00:00:00 2001
From: GuyTeichman <48219633+GuyTeichman@users.noreply.github.com>
Date: Sat, 15 Oct 2022 17:10:11 +0300
Subject: [PATCH] updated documentation

---
 docs/build/.buildinfo                         |   2 +-
 docs/build/.doctrees/api_reference.doctree    | Bin 3681253 -> 3766854 bytes
 docs/build/.doctrees/environment.pickle       | Bin 305906 -> 314471 bytes
 docs/build/.doctrees/history.doctree          | Bin 61529 -> 66250 bytes
 docs/build/.doctrees/index.doctree            | Bin 16626 -> 16626 bytes
 docs/build/.doctrees/readme.doctree           | Bin 39979 -> 39979 bytes
 docs/build/.doctrees/rnalysis.doctree         | Bin 2901457 -> 2994233 bytes
 .../rnalysis.filtering.CountFilter.doctree    | Bin 101676 -> 114310 bytes
 ...ring.CountFilter.enhanced_box_plot.doctree | Bin 16927 -> 18136 bytes
 ...ltering.CountFilter.filter_biotype.doctree | Bin 19965 -> 20447 bytes
 ...ring.CountFilter.filter_by_row_sum.doctree | Bin 13276 -> 13758 bytes
 ...ering.CountFilter.filter_low_reads.doctree | Bin 13591 -> 14073 bytes
 ....CountFilter.filter_missing_values.doctree | Bin 14083 -> 14113 bytes
 ...ring.CountFilter.filter_percentile.doctree | Bin 16050 -> 16532 bytes
 ...filtering.CountFilter.filter_top_n.doctree | Bin 24677 -> 25160 bytes
 ...ysis.filtering.CountFilter.ma_plot.doctree | Bin 0 -> 10862 bytes
 ...tFilter.normalize_median_of_ratios.doctree | Bin 0 -> 17684 bytes
 ...iltering.CountFilter.normalize_rle.doctree | Bin 0 -> 11150 bytes
 ...iltering.CountFilter.normalize_tmm.doctree | Bin 0 -> 26455 bytes
 ....CountFilter.normalize_to_quantile.doctree | Bin 0 -> 13743 bytes
 ...ering.CountFilter.normalize_to_rpm.doctree | Bin 11180 -> 9180 bytes
 ...Filter.normalize_to_rpm_htseqcount.doctree | Bin 0 -> 12218 bytes
 ...ltering.CountFilter.number_filters.doctree | Bin 19803 -> 20285 bytes
 ...sis.filtering.CountFilter.pairplot.doctree | Bin 14461 -> 15670 bytes
 ...rnalysis.filtering.CountFilter.pca.doctree | Bin 15854 -> 17063 bytes
 ...tering.CountFilter.plot_expression.doctree | Bin 15675 -> 16911 bytes
 ...filtering.CountFilter.split_clicom.doctree | Bin 44451 -> 45853 bytes
 ...filtering.CountFilter.text_filters.doctree | Bin 19480 -> 19963 bytes
 ...is.filtering.CountFilter.transform.doctree | Bin 20678 -> 21164 bytes
 ....filtering.CountFilter.violin_plot.doctree | Bin 14529 -> 15738 bytes
 ...Filter.filter_abs_log2_fold_change.doctree | Bin 13989 -> 14471 bytes
 ...ltering.DESeqFilter.filter_biotype.doctree | Bin 19965 -> 20447 bytes
 ...ilter.filter_fold_change_direction.doctree | Bin 16101 -> 16586 bytes
 ....DESeqFilter.filter_missing_values.doctree | Bin 14083 -> 14113 bytes
 ...ring.DESeqFilter.filter_percentile.doctree | Bin 16050 -> 16532 bytes
 ...ing.DESeqFilter.filter_significant.doctree | Bin 14401 -> 14883 bytes
 ...filtering.DESeqFilter.filter_top_n.doctree | Bin 24677 -> 25160 bytes
 ...ltering.DESeqFilter.number_filters.doctree | Bin 19803 -> 20285 bytes
 ...filtering.DESeqFilter.text_filters.doctree | Bin 19480 -> 19963 bytes
 ...is.filtering.DESeqFilter.transform.doctree | Bin 20678 -> 21164 bytes
 ...is.filtering.Filter.filter_biotype.doctree | Bin 19895 -> 20377 bytes
 ...ering.Filter.filter_missing_values.doctree | Bin 14018 -> 14048 bytes
 ...filtering.Filter.filter_percentile.doctree | Bin 15980 -> 16462 bytes
 ...ysis.filtering.Filter.filter_top_n.doctree | Bin 24607 -> 25090 bytes
 ...is.filtering.Filter.number_filters.doctree | Bin 19733 -> 20215 bytes
 ...ysis.filtering.Filter.text_filters.doctree | Bin 19410 -> 19893 bytes
 ...nalysis.filtering.Filter.transform.doctree | Bin 20613 -> 21099 bytes
 ...Filter.filter_abs_log2_fold_change.doctree | Bin 14213 -> 14695 bytes
 ...ng.FoldChangeFilter.filter_biotype.doctree | Bin 20035 -> 20517 bytes
 ...ilter.filter_fold_change_direction.doctree | Bin 16574 -> 17059 bytes
 ...ChangeFilter.filter_missing_values.doctree | Bin 14148 -> 14178 bytes
 ...FoldChangeFilter.filter_percentile.doctree | Bin 16120 -> 16602 bytes
 ...ring.FoldChangeFilter.filter_top_n.doctree | Bin 24747 -> 25230 bytes
 ...ng.FoldChangeFilter.number_filters.doctree | Bin 19873 -> 20355 bytes
 ...ring.FoldChangeFilter.text_filters.doctree | Bin 19550 -> 20033 bytes
 ...ltering.FoldChangeFilter.transform.doctree | Bin 20743 -> 21229 bytes
 docs/build/.doctrees/user_guide.doctree       | Bin 491987 -> 495816 bytes
 ...ysis.filtering.CountFilter.ma_plot.rst.txt |   6 +
 ...tFilter.normalize_median_of_ratios.rst.txt |   6 +
 ...iltering.CountFilter.normalize_rle.rst.txt |   6 +
 ...iltering.CountFilter.normalize_tmm.rst.txt |   6 +
 ....CountFilter.normalize_to_quantile.rst.txt |   6 +
 ...ering.CountFilter.normalize_to_rpm.rst.txt |   2 +-
 ...Filter.normalize_to_rpm_htseqcount.rst.txt |   6 +
 .../rnalysis.filtering.CountFilter.rst.txt    |  23 +-
 docs/build/_sources/user_guide.rst.txt        |  20 +-
 docs/build/_static/documentation_options.js   |   2 +-
 docs/build/api_reference.html                 | 235 +++++++++++++-----
 docs/build/contributing.html                  |   2 +-
 docs/build/genindex.html                      |  34 ++-
 docs/build/glossary.html                      |   2 +-
 docs/build/history.html                       | 205 ++++++++-------
 docs/build/index.html                         |  27 +-
 docs/build/installation.html                  |   2 +-
 docs/build/objects.inv                        | Bin 3570 -> 3677 bytes
 docs/build/py-modindex.html                   |   2 +-
 docs/build/readme.html                        |   8 +-
 ...alysis.enrichment.FeatureSet.biotypes.html |   2 +-
 ...enrichment.FeatureSet.change_set_name.html |   2 +-
 ...ysis.enrichment.FeatureSet.difference.html |   2 +-
 ...ment.FeatureSet.enrich_hypergeometric.html |   2 +-
 ...hment.FeatureSet.enrich_randomization.html |   2 +-
 ...tureSet.enrich_randomization_parallel.html |   2 +-
 ...s.enrichment.FeatureSet.go_enrichment.html |   2 +-
 .../build/rnalysis.enrichment.FeatureSet.html |   2 +-
 ...is.enrichment.FeatureSet.intersection.html |   2 +-
 ...enrichment.FeatureSet.kegg_enrichment.html |   2 +-
 ...FeatureSet.non_categorical_enrichment.html |   2 +-
 ...nt.FeatureSet.plot_enrichment_results.html |   2 +-
 ...alysis.enrichment.FeatureSet.save_txt.html |   2 +-
 ...hment.FeatureSet.symmetric_difference.html |   2 +-
 .../rnalysis.enrichment.FeatureSet.union.html |   2 +-
 ...nt.FeatureSet.user_defined_enrichment.html |   2 +-
 ...nalysis.enrichment.RankedSet.biotypes.html |   2 +-
 ....enrichment.RankedSet.change_set_name.html |   2 +-
 ...lysis.enrichment.RankedSet.difference.html |   2 +-
 ...hment.RankedSet.enrich_hypergeometric.html |   2 +-
 ...chment.RankedSet.enrich_randomization.html |   2 +-
 ...nkedSet.enrich_randomization_parallel.html |   2 +-
 ...is.enrichment.RankedSet.go_enrichment.html |   2 +-
 docs/build/rnalysis.enrichment.RankedSet.html |   2 +-
 ...sis.enrichment.RankedSet.intersection.html |   2 +-
 ....enrichment.RankedSet.kegg_enrichment.html |   2 +-
 ....RankedSet.non_categorical_enrichment.html |   2 +-
 ...ent.RankedSet.plot_enrichment_results.html |   2 +-
 ...nalysis.enrichment.RankedSet.save_txt.html |   2 +-
 ...hment.RankedSet.single_set_enrichment.html |   2 +-
 ...nt.RankedSet.single_set_go_enrichment.html |   2 +-
 ....RankedSet.single_set_kegg_enrichment.html |   2 +-
 ...chment.RankedSet.symmetric_difference.html |   2 +-
 .../rnalysis.enrichment.RankedSet.union.html  |   2 +-
 ...ent.RankedSet.user_defined_enrichment.html |   2 +-
 docs/build/rnalysis.enrichment.html           |   2 +-
 ...is.enrichment.plot_enrichment_results.html |   2 +-
 .../build/rnalysis.enrichment.upset_plot.html |   2 +-
 .../rnalysis.enrichment.venn_diagram.html     |   2 +-
 ...alysis.filtering.CountFilter.biotypes.html |  24 +-
 ...alysis.filtering.CountFilter.box_plot.html |  24 +-
 ...sis.filtering.CountFilter.clustergram.html |  24 +-
 ...alysis.filtering.CountFilter.describe.html |  24 +-
 ...ysis.filtering.CountFilter.difference.html |  24 +-
 ...ltering.CountFilter.enhanced_box_plot.html |  26 +-
 ....filtering.CountFilter.filter_biotype.html |  26 +-
 ...ering.CountFilter.filter_by_attribute.html |  24 +-
 ...ltering.CountFilter.filter_by_row_sum.html |  26 +-
 ...iltering.CountFilter.filter_low_reads.html |  26 +-
 ...ing.CountFilter.filter_missing_values.html |  26 +-
 ...ltering.CountFilter.filter_percentile.html |  26 +-
 ...is.filtering.CountFilter.filter_top_n.html |  26 +-
 ...sis.filtering.CountFilter.fold_change.html |  24 +-
 ....filtering.CountFilter.from_dataframe.html |  24 +-
 ...sis.filtering.CountFilter.from_folder.html |  24 +-
 .../rnalysis.filtering.CountFilter.head.html  |  24 +-
 .../build/rnalysis.filtering.CountFilter.html |  50 +++-
 ...is.filtering.CountFilter.intersection.html |  28 ++-
 ...nalysis.filtering.CountFilter.ma_plot.html | 199 +++++++++++++++
 ...ountFilter.majority_vote_intersection.html |  30 ++-
 ...ountFilter.normalize_median_of_ratios.html | 220 ++++++++++++++++
 ...s.filtering.CountFilter.normalize_rle.html | 216 ++++++++++++++++
 ...s.filtering.CountFilter.normalize_tmm.html | 222 +++++++++++++++++
 ...ing.CountFilter.normalize_to_quantile.html | 219 ++++++++++++++++
 ...iltering.CountFilter.normalize_to_rpm.html |  45 ++--
 ...untFilter.normalize_to_rpm_htseqcount.html | 219 ++++++++++++++++
 ...Filter.normalize_with_scaling_factors.html |  26 +-
 ....filtering.CountFilter.number_filters.html |  26 +-
 ...alysis.filtering.CountFilter.pairplot.html |  26 +-
 .../rnalysis.filtering.CountFilter.pca.html   |  26 +-
 ...filtering.CountFilter.plot_expression.html |  26 +-
 ....filtering.CountFilter.print_features.html |  24 +-
 ...alysis.filtering.CountFilter.save_csv.html |  24 +-
 ....CountFilter.scatter_sample_vs_sample.html |  24 +-
 .../rnalysis.filtering.CountFilter.sort.html  |  24 +-
 ...tering.CountFilter.split_by_attribute.html |  24 +-
 ...ering.CountFilter.split_by_percentile.html |  24 +-
 ....filtering.CountFilter.split_by_reads.html |  24 +-
 ...is.filtering.CountFilter.split_clicom.html |  26 +-
 ...s.filtering.CountFilter.split_hdbscan.html |  24 +-
 ...tering.CountFilter.split_hierarchical.html |  24 +-
 ...is.filtering.CountFilter.split_kmeans.html |  24 +-
 ....filtering.CountFilter.split_kmedoids.html |  24 +-
 ...ring.CountFilter.symmetric_difference.html |  24 +-
 .../rnalysis.filtering.CountFilter.tail.html  |  24 +-
 ...is.filtering.CountFilter.text_filters.html |  26 +-
 ...lysis.filtering.CountFilter.transform.html |  26 +-
 .../rnalysis.filtering.CountFilter.union.html |  24 +-
 ...sis.filtering.CountFilter.violin_plot.html |  26 +-
 ...alysis.filtering.DESeqFilter.biotypes.html |   2 +-
 ...alysis.filtering.DESeqFilter.describe.html |   2 +-
 ...ysis.filtering.DESeqFilter.difference.html |   2 +-
 ...SeqFilter.filter_abs_log2_fold_change.html |   4 +-
 ....filtering.DESeqFilter.filter_biotype.html |   4 +-
 ...ering.DESeqFilter.filter_by_attribute.html |   2 +-
 ...eqFilter.filter_fold_change_direction.html |   4 +-
 ...ing.DESeqFilter.filter_missing_values.html |   4 +-
 ...ltering.DESeqFilter.filter_percentile.html |   4 +-
 ...tering.DESeqFilter.filter_significant.html |   4 +-
 ...is.filtering.DESeqFilter.filter_top_n.html |   4 +-
 ....filtering.DESeqFilter.from_dataframe.html |   2 +-
 .../rnalysis.filtering.DESeqFilter.head.html  |   2 +-
 .../build/rnalysis.filtering.DESeqFilter.html |   2 +-
 ...is.filtering.DESeqFilter.intersection.html |   2 +-
 ...ESeqFilter.majority_vote_intersection.html |   2 +-
 ....filtering.DESeqFilter.number_filters.html |   4 +-
 ....filtering.DESeqFilter.print_features.html |   2 +-
 ...alysis.filtering.DESeqFilter.save_csv.html |   2 +-
 .../rnalysis.filtering.DESeqFilter.sort.html  |   2 +-
 ...tering.DESeqFilter.split_by_attribute.html |   2 +-
 ...ering.DESeqFilter.split_by_percentile.html |   2 +-
 ...SeqFilter.split_fold_change_direction.html |   2 +-
 ...ring.DESeqFilter.symmetric_difference.html |   2 +-
 .../rnalysis.filtering.DESeqFilter.tail.html  |   2 +-
 ...is.filtering.DESeqFilter.text_filters.html |   4 +-
 ...lysis.filtering.DESeqFilter.transform.html |   4 +-
 .../rnalysis.filtering.DESeqFilter.union.html |   2 +-
 ...is.filtering.DESeqFilter.volcano_plot.html |   2 +-
 .../rnalysis.filtering.Filter.biotypes.html   |   2 +-
 .../rnalysis.filtering.Filter.describe.html   |   2 +-
 .../rnalysis.filtering.Filter.difference.html |   2 +-
 ...lysis.filtering.Filter.filter_biotype.html |   4 +-
 ....filtering.Filter.filter_by_attribute.html |   2 +-
 ...iltering.Filter.filter_missing_values.html |   4 +-
 ...is.filtering.Filter.filter_percentile.html |   4 +-
 ...nalysis.filtering.Filter.filter_top_n.html |   4 +-
 ...lysis.filtering.Filter.from_dataframe.html |   2 +-
 .../build/rnalysis.filtering.Filter.head.html |   2 +-
 docs/build/rnalysis.filtering.Filter.html     |   2 +-
 ...nalysis.filtering.Filter.intersection.html |   2 +-
 ...ing.Filter.majority_vote_intersection.html |   2 +-
 ...lysis.filtering.Filter.number_filters.html |   4 +-
 ...lysis.filtering.Filter.print_features.html |   2 +-
 .../rnalysis.filtering.Filter.save_csv.html   |   2 +-
 .../build/rnalysis.filtering.Filter.sort.html |   2 +-
 ...s.filtering.Filter.split_by_attribute.html |   2 +-
 ....filtering.Filter.split_by_percentile.html |   2 +-
 ...filtering.Filter.symmetric_difference.html |   2 +-
 .../build/rnalysis.filtering.Filter.tail.html |   2 +-
 ...nalysis.filtering.Filter.text_filters.html |   4 +-
 .../rnalysis.filtering.Filter.transform.html  |   4 +-
 .../rnalysis.filtering.Filter.union.html      |   2 +-
 ...s.filtering.FoldChangeFilter.biotypes.html |   2 +-
 ...s.filtering.FoldChangeFilter.describe.html |   2 +-
 ...filtering.FoldChangeFilter.difference.html |   2 +-
 ...ngeFilter.filter_abs_log2_fold_change.html |   4 +-
 ...ering.FoldChangeFilter.filter_biotype.html |   4 +-
 ....FoldChangeFilter.filter_by_attribute.html |   2 +-
 ...geFilter.filter_fold_change_direction.html |   4 +-
 ...oldChangeFilter.filter_missing_values.html |   4 +-
 ...ng.FoldChangeFilter.filter_percentile.html |   4 +-
 ...ltering.FoldChangeFilter.filter_top_n.html |   4 +-
 ...ering.FoldChangeFilter.from_dataframe.html |   2 +-
 ...lysis.filtering.FoldChangeFilter.head.html |   2 +-
 .../rnalysis.filtering.FoldChangeFilter.html  |   2 +-
 ...ltering.FoldChangeFilter.intersection.html |   2 +-
 ...angeFilter.majority_vote_intersection.html |   2 +-
 ...ering.FoldChangeFilter.number_filters.html |   4 +-
 ...ering.FoldChangeFilter.print_features.html |   2 +-
 ...g.FoldChangeFilter.randomization_test.html |   2 +-
 ...s.filtering.FoldChangeFilter.save_csv.html |   2 +-
 ...lysis.filtering.FoldChangeFilter.sort.html |   2 +-
 ...g.FoldChangeFilter.split_by_attribute.html |   2 +-
 ....FoldChangeFilter.split_by_percentile.html |   2 +-
 ...ngeFilter.split_fold_change_direction.html |   2 +-
 ...FoldChangeFilter.symmetric_difference.html |   2 +-
 ...lysis.filtering.FoldChangeFilter.tail.html |   2 +-
 ...ltering.FoldChangeFilter.text_filters.html |   4 +-
 ....filtering.FoldChangeFilter.transform.html |   4 +-
 ...ysis.filtering.FoldChangeFilter.union.html |   2 +-
 ...lysis.filtering.Pipeline.add_function.html |   2 +-
 .../rnalysis.filtering.Pipeline.apply_to.html |   2 +-
 ...is.filtering.Pipeline.export_pipeline.html |   2 +-
 docs/build/rnalysis.filtering.Pipeline.html   |   2 +-
 ...is.filtering.Pipeline.import_pipeline.html |   2 +-
 ...ltering.Pipeline.remove_last_function.html |   2 +-
 docs/build/rnalysis.filtering.html            |   2 +-
 docs/build/rnalysis.general.html              |   2 +-
 ...alysis.general.parse_gene_name_string.html |   2 +-
 ...is.general.parse_sequence_name_string.html |   2 +-
 .../rnalysis.general.parse_wbgene_string.html |   2 +-
 .../rnalysis.general.print_settings_file.html |   2 +-
 .../rnalysis.general.reset_settings_file.html |   2 +-
 docs/build/rnalysis.general.save_to_csv.html  |   2 +-
 ...lysis.general.set_attr_ref_table_path.html |   2 +-
 ...is.general.set_biotype_ref_table_path.html |   2 +-
 docs/build/rnalysis.html                      | 232 +++++++++++++----
 docs/build/search.html                        |   2 +-
 docs/build/searchindex.js                     |   2 +-
 docs/build/user_guide.html                    |  36 ++-
 ...rnalysis.filtering.CountFilter.ma_plot.rst |   6 +
 ...CountFilter.normalize_median_of_ratios.rst |   6 +
 ...is.filtering.CountFilter.normalize_rle.rst |   6 +
 ...is.filtering.CountFilter.normalize_tmm.rst |   6 +
 ...ring.CountFilter.normalize_to_quantile.rst |   6 +
 ...filtering.CountFilter.normalize_to_rpm.rst |   2 +-
 ...ountFilter.normalize_to_rpm_htseqcount.rst |   6 +
 .../source/rnalysis.filtering.CountFilter.rst |  23 +-
 275 files changed, 2843 insertions(+), 856 deletions(-)
 create mode 100644 docs/build/.doctrees/rnalysis.filtering.CountFilter.ma_plot.doctree
 create mode 100644 docs/build/.doctrees/rnalysis.filtering.CountFilter.normalize_median_of_ratios.doctree
 create mode 100644 docs/build/.doctrees/rnalysis.filtering.CountFilter.normalize_rle.doctree
 create mode 100644 docs/build/.doctrees/rnalysis.filtering.CountFilter.normalize_tmm.doctree
 create mode 100644 docs/build/.doctrees/rnalysis.filtering.CountFilter.normalize_to_quantile.doctree
 create mode 100644 docs/build/.doctrees/rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.doctree
 create mode 100644 docs/build/_sources/rnalysis.filtering.CountFilter.ma_plot.rst.txt
 create mode 100644 docs/build/_sources/rnalysis.filtering.CountFilter.normalize_median_of_ratios.rst.txt
 create mode 100644 docs/build/_sources/rnalysis.filtering.CountFilter.normalize_rle.rst.txt
 create mode 100644 docs/build/_sources/rnalysis.filtering.CountFilter.normalize_tmm.rst.txt
 create mode 100644 docs/build/_sources/rnalysis.filtering.CountFilter.normalize_to_quantile.rst.txt
 create mode 100644 docs/build/_sources/rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.rst.txt
 create mode 100644 docs/build/rnalysis.filtering.CountFilter.ma_plot.html
 create mode 100644 docs/build/rnalysis.filtering.CountFilter.normalize_median_of_ratios.html
 create mode 100644 docs/build/rnalysis.filtering.CountFilter.normalize_rle.html
 create mode 100644 docs/build/rnalysis.filtering.CountFilter.normalize_tmm.html
 create mode 100644 docs/build/rnalysis.filtering.CountFilter.normalize_to_quantile.html
 create mode 100644 docs/build/rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html
 create mode 100644 docs/source/rnalysis.filtering.CountFilter.ma_plot.rst
 create mode 100644 docs/source/rnalysis.filtering.CountFilter.normalize_median_of_ratios.rst
 create mode 100644 docs/source/rnalysis.filtering.CountFilter.normalize_rle.rst
 create mode 100644 docs/source/rnalysis.filtering.CountFilter.normalize_tmm.rst
 create mode 100644 docs/source/rnalysis.filtering.CountFilter.normalize_to_quantile.rst
 create mode 100644 docs/source/rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.rst

diff --git a/docs/build/.buildinfo b/docs/build/.buildinfo
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diff --git a/docs/build/.doctrees/history.doctree b/docs/build/.doctrees/history.doctree
index a1c2e14009c595753658c905d346570d61a9ba99..5b5019cdbc10164337eec8ecbff741e3d7586af6 100644
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diff --git a/docs/build/.doctrees/index.doctree b/docs/build/.doctrees/index.doctree
index a98c7231276621f116b7b6b21ec39688154c045e..d360ff02d5bfa9e074b973e97ac08b55a1c56e99 100644
GIT binary patch
delta 35
qcmey=$oQ#|al=w(5kozLDXmi)r_@f-$YAYZHP!<PY~IOiX$t`Sp$xJB

delta 35
qcmey=$oQ#|al=w(5d%HLDXmi)r_@f-$YAYZHP!<PY~IOiX$t`SoeZ)7

diff --git a/docs/build/.doctrees/readme.doctree b/docs/build/.doctrees/readme.doctree
index 8e3effade3755b4cca9591de4e52d14045030acc..65f348bef89f01bf8c317706fba883085156845f 100644
GIT binary patch
delta 26
fcmZ3zgK6~+rVZic%!YaflcUO0K=kH=<yk5KiMR=_

delta 26
fcmZ3zgK6~+rVZic%m#XflcUO0K=kH=<yk5KiL?o>

diff --git a/docs/build/.doctrees/rnalysis.doctree b/docs/build/.doctrees/rnalysis.doctree
index c90cd707e6da39be3192bf6be2cee07cda3a13cc..22e46553bf5084b04676c11d3cba58a123e3121d 100644
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diff --git a/docs/build/.doctrees/rnalysis.filtering.CountFilter.doctree b/docs/build/.doctrees/rnalysis.filtering.CountFilter.doctree
index 2282219816cb4b8b05fab063c34b09fac060da64..410e5636496909092b2567b26014a7669ed5d004 100644
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delta 4575
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diff --git a/docs/build/.doctrees/rnalysis.filtering.CountFilter.enhanced_box_plot.doctree b/docs/build/.doctrees/rnalysis.filtering.CountFilter.enhanced_box_plot.doctree
index 4f3ac28a34aef41eab401e4b17e56653c4eae947..68002b0280e804dfc85eed67748cab084b3e5bff 100644
GIT binary patch
delta 2528
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delta 2184
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diff --git a/docs/build/.doctrees/rnalysis.filtering.CountFilter.filter_biotype.doctree b/docs/build/.doctrees/rnalysis.filtering.CountFilter.filter_biotype.doctree
index 7a83b236c7dcf9fd45694e0426da9967224c6d12..4dafd0764060a54ebdca7b83ab50a58cb1ae6a20 100644
GIT binary patch
delta 475
zcmex6oALg9M%D(_saO0rveug@-OkJ_$Vp62RnSPv&(BfNNJ&jgEX^sg4Jj&3)znnb
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zxuminbxKyk=8LXpnHVQ;p6_vonJpJ6o0T=W(MOmU#Plo9Py$+#m9=@HPYfdffoYYm

delta 294
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diff --git a/docs/build/.doctrees/rnalysis.filtering.CountFilter.filter_low_reads.doctree b/docs/build/.doctrees/rnalysis.filtering.CountFilter.filter_low_reads.doctree
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delta 206
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diff --git a/docs/build/.doctrees/rnalysis.filtering.CountFilter.filter_missing_values.doctree b/docs/build/.doctrees/rnalysis.filtering.CountFilter.filter_missing_values.doctree
index 7520016064f367839aa0dea626364d261ff613fb..b877cd167a771058196cf95a4798d387aabc5214 100644
GIT binary patch
delta 73
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delta 41
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diff --git a/docs/build/.doctrees/rnalysis.filtering.CountFilter.filter_percentile.doctree b/docs/build/.doctrees/rnalysis.filtering.CountFilter.filter_percentile.doctree
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index 1a040ec46305621fb4e0d356dcfc3a716ebe36b8..d63a81208866962b5643c87604df1386c0944ac5 100644
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diff --git a/docs/build/.doctrees/rnalysis.filtering.CountFilter.ma_plot.doctree b/docs/build/.doctrees/rnalysis.filtering.CountFilter.ma_plot.doctree
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diff --git a/docs/build/.doctrees/rnalysis.filtering.CountFilter.number_filters.doctree b/docs/build/.doctrees/rnalysis.filtering.CountFilter.number_filters.doctree
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diff --git a/docs/build/.doctrees/rnalysis.filtering.CountFilter.pairplot.doctree b/docs/build/.doctrees/rnalysis.filtering.CountFilter.pairplot.doctree
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diff --git a/docs/build/.doctrees/rnalysis.filtering.CountFilter.pca.doctree b/docs/build/.doctrees/rnalysis.filtering.CountFilter.pca.doctree
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diff --git a/docs/build/.doctrees/rnalysis.filtering.CountFilter.plot_expression.doctree b/docs/build/.doctrees/rnalysis.filtering.CountFilter.plot_expression.doctree
index 1188c308165e3e3ff3d5786bc29112f0ca7dadc4..f5fabae7219c68ab94b9f4c0204caee5047cef95 100644
GIT binary patch
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delta 1501
zcma)5OKe+J5cR$HIks`?g#7yK_=m07FNy8MjqNy)q9luch@e!c8!8*>w$jsu(vmbK
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diff --git a/docs/build/.doctrees/rnalysis.filtering.CountFilter.split_clicom.doctree b/docs/build/.doctrees/rnalysis.filtering.CountFilter.split_clicom.doctree
index a13a715f0a4b1cd1b9e52ce8cb47df69a4494e08..0e318e9ef67c2a6853902bc7d1bea4858a65a997 100644
GIT binary patch
delta 3566
zcmb7HYitx%8121fpIs!p3M{a@wnCr#0$OO7M_QmzS{52f1xo2|+ij;4+THG>*dVq<
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delta 3124
zcmb7GeN0<b6z5!^eQntqg24fmmf<Xn!oJxM=bUsf%E!cgiG+><-JZ{njZoZx89>5@
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O(}z*{&qO~O_52U!sK6Wm

diff --git a/docs/build/.doctrees/rnalysis.filtering.CountFilter.text_filters.doctree b/docs/build/.doctrees/rnalysis.filtering.CountFilter.text_filters.doctree
index 83871e21673b052f204c9b1be13fac422afaf284..f78f45eab99b88e58a908bcb300f8657e8218d1e 100644
GIT binary patch
delta 396
zcmbO+gYoxlM%D(_sULhdvfeP0y`7m?kdv64s-TgSpP!?kk&>F0SejE}8&Xu7s=4{K
zSuoS&GF@$^2dtAXsv0w`XPw-uu4K%EtZGUId+d}9u^v>x)+vosYNu#qux7Aj$Ygzl
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M$=bbnk5>#M0P<vnv;Y7A

delta 226
zcmex8n{mbrM%D(_sk}ZLS#OvLpUKQC$Vp62RnSPv&(G0R(A8C#Txh*}^DgtrjFVNh
zL?*{t3r~(W5#1bXeS(RRZ*rl%?&Laoc1G^a(RQMYjPgJM6DAq9$%?9SlNZ=>GjdP9
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Fi~x2VN%{Z)

diff --git a/docs/build/.doctrees/rnalysis.filtering.CountFilter.transform.doctree b/docs/build/.doctrees/rnalysis.filtering.CountFilter.transform.doctree
index 341a257adf33caea854760d2ebefc7c38c4256b8..d8687cdc9d231ba0094e09e9f05cc5f1ebff7192 100644
GIT binary patch
delta 405
zcmX@Mka5jYM%D(_sSATPvZ`1r-OkJ_$Vp62RnSPv&(BfNNJ&jgEX^sg4Jj&3)znnb
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zkHbui^EYRB-(gm(1j=TW0g2)s&b-9jRFIltU{GX%B>ajq6oH|VRkk_HKZX$i(MyNW

delta 257
zcmZ3pl=0X?M%D(_sk;L<vZ`3}oyp8A$Vp62RnSPv&(GQHW*Nq`x!Cp(6XV3mj#eft
zy=)8&lYf~@G4@VA?64e2W;>cNc1>R3_>1u*P=W4be|2`oW1BBHi83<Y0t;NQU}wAz
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h4`*ItZYoGk@s!#rSs)3&;ta*wDH>T0n*#!47y+bMRbT)B

diff --git a/docs/build/.doctrees/rnalysis.filtering.CountFilter.violin_plot.doctree b/docs/build/.doctrees/rnalysis.filtering.CountFilter.violin_plot.doctree
index 1f94fa62f1b67cec6a05637d39ee2ac7b53bd3f1..78ea657361c5a87226071faa072e59d76a7725e1 100644
GIT binary patch
delta 2006
zcmb7FZ%kWN6zAUeTKe`%DJ@0UmDdN9N9jsiQ5oA{f<#eS(74Q)VdsDq9@hb7rHf4F
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J1CDf0{tJf#3jzQD

delta 1713
zcmb7EU2GIp6yAGhb~~dBYPP#&>vp%y)a~qc|GEXTiL}u)p(fj+iO~mRG5yn<Ys5BN
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diff --git a/docs/build/.doctrees/rnalysis.filtering.DESeqFilter.filter_abs_log2_fold_change.doctree b/docs/build/.doctrees/rnalysis.filtering.DESeqFilter.filter_abs_log2_fold_change.doctree
index 083518c5f76d1dc035eeb9c34b25c3fdd8578dd3..1fbb03df39877b7cff697ac55a6e30a0984b7bee 100644
GIT binary patch
delta 462
zcmZ3Q+g`}pz&f?YVk7HRMcJpBc?CI%$*Bq&N%{FX3K}V?X^EvdCAJ|&rKy^mS186Z
z>1G{cVqnm0oKibQBZIYvNkL;u27Bz33^6dXbqZ7>gDpcQ%aD2ULm`>T0h$8bM}eAv
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J>}49w2mr1ZkTd`Q

delta 213
zcmZoKT$;<;z&dr7*+$l>ihS2H^9phjlT#HmlJfI&Hg8vqW!n5)Rf3r@ev+mMW6Wk#
zO=d>Mg2@glx|9E^voq#SeyArrS>BLma<3LQQw;NDLk*?Ld$b}L`#{ROH+yMMV`f|g
zRAj`lfSG|ILndnuijHoGj!gaILT7;TJsc^i#mOa=1*ucA&M<FwGI++s^q+aNmho+7
q^_xKXtZP7`xQ8<@F*g;Ys(4E6lq`^hUvY*~?Gz25{AL~VXhs0rmq&vD

diff --git a/docs/build/.doctrees/rnalysis.filtering.DESeqFilter.filter_biotype.doctree b/docs/build/.doctrees/rnalysis.filtering.DESeqFilter.filter_biotype.doctree
index 26c1b79339ad9c85d5aa80f72f46c90ec457acd0..6eacaa70440f476a425b3d197ec47a22ce7d66bc 100644
GIT binary patch
delta 475
zcmex6oALg9M%D(_saO0rveug@-OkJ_$Vp62RnSPv&(BfNNJ&jgEX^sg4Jj&3)znnb
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zxuminbxKyk=8LXpnHVQ;p6_vonJpJ6o0T=W(MOmU#Plo9Py$+#m9=@HPYfdffoYYm

delta 294
zcmcaVpYiW(M%D(_sh@l|veujMoyp8A$Vp62RnSPv&(GPs&?J~?^KlCnX2x}s70h)x
ztXLQrGGww=Z)UXNWMteA5}W*2kDYPP<cn6ylQ+1rv#e%iV3^D(ATv2Yhh=h~Z3N?8
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zhEnX543*d^S$|k3=edb<Bk6!!1hV-Svdy>Mjtgo64e8-XNi9w;sVqpHlBKzMv-?>l
w#+c2GUU!()%z(04#z3ODhchoRHx;C&cuMV*ERcj>afTAm>MY~U&3-YA0P+T1t^fc4

diff --git a/docs/build/.doctrees/rnalysis.filtering.DESeqFilter.filter_fold_change_direction.doctree b/docs/build/.doctrees/rnalysis.filtering.DESeqFilter.filter_fold_change_direction.doctree
index cb31ffb71a1a7d79450120c038b2a15f7cfd3d1d..cfb07112d79332ae5fa47235c7fd505bbcdaf4f5 100644
GIT binary patch
delta 561
zcmaD_d#aI<wSjf&eus^$|CD5(X66;-BqpaSXe8z5=O}2Tq^2d7=9Jim6qTlGZWdHd
zU=qucV`gB`Y@AX%MI(c?he<(WN(OuEl*s`qqD-C4lM4l8Cl^TbPu?KU9v%TySelfv
z6{a|Y4WtrPKM%4EV3RV$dQb&hr$8+O>X*ryg<=QObmqx{vT~DubMQ<SRW)FoGucg5
zTNKp_Moowd3sps!HlgU=oUJOy%=8W}#<7!$fdOd8>&^Q$m>HS=!zCtv&}3)&1F}kq
z^CVOa^JGDdz{#arnoP1RFmH204Ul5ld{t{XE0ZD1<T?XG0eu#*vD!eYG%3q~W%GUm
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RSDc{)bYWKG=1$ufMgT)utB(Kx

delta 313
zcmX@r$oRCDwSjf&ExV1Z|CIQyW#$#+BqpaSXe8z5=WJF`PGH&`rY^zEw4Hf!p@8h<
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zf6Tmjm(FrlreDmHlZ^}oelUYg{Q{&)ld^s?Z(d@=!^Frrd83I43o8o)!{mA+QA|be
zOe~lf#ZeS-!c78M4syn0h%;819~X20n$*LQl3JWxQdy8XCCg!Rlf_FW#^TL6)_0iI
pe1WoAUO=L_hchoRHx;C&cuMV*ERcj>afVXu6pbve&3X1Qi~#(HVL|`^

diff --git a/docs/build/.doctrees/rnalysis.filtering.DESeqFilter.filter_missing_values.doctree b/docs/build/.doctrees/rnalysis.filtering.DESeqFilter.filter_missing_values.doctree
index 3f729488b1863b7cfbe57b06780b013878b1826a..3f2429f93151fb225cf1e34bf6fa4c57cfc0a066 100644
GIT binary patch
delta 73
zcmZq9TbRe%z&cgTd?V`}S;n@_sR~Jq{0bT=scDI&IVH9sMWv~llaDLjm@K2<!PtdW
Kdh>Bb8&LqKOBp@@

delta 41
ucmZ3O*PO@Nz&iDZ*+$kovW(@MOB9kACqGrZF<D!|gRvUS-TYM1Mic;D&JX4Q

diff --git a/docs/build/.doctrees/rnalysis.filtering.DESeqFilter.filter_percentile.doctree b/docs/build/.doctrees/rnalysis.filtering.DESeqFilter.filter_percentile.doctree
index 6eff670563befafc111dd7cc51519d565bc9935f..ea90c0bbcd4eb2dd6f56589f923fcab8bcc072f9 100644
GIT binary patch
delta 485
zcmdl~JEf74wSjeNr^7~8J5|}+nRx{{iOH!78cF&2ISLvnscDI&IVH9sMWv~ln*&vY
znZ&ZTGBGe{HcqLXqLIPc!=#`wC4)V7%H#$`QN~@91$A^M_e!y|bTTtAOkSy`V8nxL
z0$62+SP!aT>lCPA8EhFcS*KxUFrJvKpdP_^c5<b<wic?TjG8c$fGkw)k73$3&r|1O
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z2|6)MeqfCpP>tT3m2_QM8IvYw7#Z;=uz(GV0aB$&S&5rh8dWoy7lL_-8493aQHq_C
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zq)y42wYkCUG85z3%^{X|nAMg8WwVw5iQ*p4yu{p8keXs(q-234{E9P_fDXx8vN_B)
Gh7kZgQkn+<

delta 282
zcmbQz$hfJNwSjf&a=VSJcB*`5GV=;@5|dLEG?Mc3b2cZa1~YAL(_~?0dci#Tp_mS5
z6%zwPhD_E|=FJCn3>lezf<z6OWwO3ao}jHfIo_O|=_&K%g~D=^4RnkrFV)jz5@!MF
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zY_g2G1SecQ*n$8F7O;IHEKvJ6C-<8l5=;i_@8L*EElw_}EJ&S_mApC0;xZHCw9RJL
rcbL@*fU;S+K%%&ZGcPeW6{MzkO6`;^kc3}xh7!=$tlZ5O_A!hAXBAZG

diff --git a/docs/build/.doctrees/rnalysis.filtering.DESeqFilter.filter_significant.doctree b/docs/build/.doctrees/rnalysis.filtering.DESeqFilter.filter_significant.doctree
index cc505b39eb659652c84f33ab9d849b4e83f49282..5d5a031f63ce40e7020cf949db2eb7b161473bb5 100644
GIT binary patch
delta 521
zcmX?Du(*V^fpw~c)kfATIoYR~c?CI%$*Bq&N%{FX3K}V?X^EvdCAJ|&rKy^md*x!8
zbh3^yF)(O0PN|)uk-^%-q@Xb+gFSXih8URHIt40`!ImMDWjNVT!Gwi@nSo*QdwB&T
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delta 344
zcmZ2na<G84fpw~x#YWaDIlgO|c?CI%$*Bq&N%{FXo9D>IGHpJiB*DxWKY5|N?qokP
zcE*^^QfkbMj0IqUTuXMQT;|D+s+x>3lMD2fC-<r9Prjh8$=C;1-@RF1BaVe}(d0fI
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a(uAp&1?YRZ$x|%NII3A7o|}BhG7tb4=y4|i

diff --git a/docs/build/.doctrees/rnalysis.filtering.DESeqFilter.filter_top_n.doctree b/docs/build/.doctrees/rnalysis.filtering.DESeqFilter.filter_top_n.doctree
index dce5c65ae074c0149b1563d0f7b68243386202d6..e7e418e5901a18e057f8d31ab2ba704cecf02880 100644
GIT binary patch
delta 422
zcmaEQfbql;M%D(_skTWQSy#Hr-p<S`$Vp62RnSPv&(BfNNJ&jgEX^sg4Jj&3)!e+t
zEtqMtuDLejyvZA#bSDc~uruYdPyS%1G<l=BA>(?u;2QSH299!*8@PEUZ*bOS+&KB3
zv#LZcI|D;$QkE(!1A}Jcl-em88LU~6Yzz#O*IGz09*5~=gD9K4(L!Xhx2N!A0~gWF
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zd9Szr<PW}@Oom`ZoKTH=9Ge6DQdk*XCvOcl;&<i%n`RHBfKGGS{4Mx3lT-+pmzbdd
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ztlG`C5hs}#H*98)zQe561(eNd2NK0SoOy}4sUS7Qz+lM&N%$3KC;@HHYTwKmAHxU$
DGaZEL

delta 273
zcmX?cgz@PCM%D(_sZj|VSy#I8oyp8A$Vp62RnSPv&(GO>+AWxA^CvGBX2vs<H#+HZ
zykcQs$dJi8Ia$Z=3*%jo(ButP>`b@VCmT2_O_q&hXFNH%(Z8DUH%N*Ts`>}}X5)Yq
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zl?B%{`GS<(WCa}-uw6fZc4<uZjXWgi4piF1k&;@RTvAz(Iwi|}vqIEKCdR7GuVU^n
qtAzk%vjTxcaSvx+Vs0u(P4Sf4DOn&1zv2ufpsiVfo8KhFFaiK1H(J5~

diff --git a/docs/build/.doctrees/rnalysis.filtering.DESeqFilter.number_filters.doctree b/docs/build/.doctrees/rnalysis.filtering.DESeqFilter.number_filters.doctree
index 941e991972f5913cb686e8ce8b3bc05d97d6be00..05c7ca132a01e9f5f327deda86627571f2158b57 100644
GIT binary patch
delta 493
zcmcaTi*fHfM%D(_sYd=AS+5z$-p<S`$Vp62RnSPv&(BfNNJ&jgEX^sg4Jj&3)!h8j
zAec!ktCN|5L9=m6?G%j+)*dDWjVT%Iu~R1J%ZoDVPIffYogARb&hm$afnl<vk%AEq
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zjR}Jr^JlW5p5*2L;}1-XlYoLIjQyL-%tRR(7lT#UnX)r309vHQ($5NXa-oaDWPXbX
z#)Dv$`!>(DkY;1N3X~U~e8x_m|1wYw(2eJTRB2MymCe8GBAFPUfTY>79smUsCr=a;
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yT+c8u`fdK}eur6I11O!P3M7hqIP(&7Q$dP~fpL=slJG0ePy$91P=1q7G$R0~c%B;o

delta 338
zcmdlxkMZ^_M%D(_sR6zlS+5xgpUKQC$Vp62RnSPv&(G0R(A8C#oM*aw^A5wwjFZju
zL?%a>3Qz7+7u_6XdV+~DdNQMl?&JUqcE*U!5f-A1j5%Nd1#@<$OxDR06_qCQxdG)S
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zVy9%N#7@at2^376JW)(oAPZenk+U<C)NZ_*IN_Rru2BZNs~yPFm~7{ENazVrYY#_C
zYH@N&WkKqctS79Sh1}0DF^X@#?|Fw={UcC1>m86N?%~W!%uNL;DxOk1B?~0sSDc{)
NbS6-K^CRDAMgU71ZWjOm

diff --git a/docs/build/.doctrees/rnalysis.filtering.DESeqFilter.text_filters.doctree b/docs/build/.doctrees/rnalysis.filtering.DESeqFilter.text_filters.doctree
index 372e49cdb3de9185d27f9818c301dc0f89826d09..9a7630f1b4fda6fa8f893ea63ad06e477fba192f 100644
GIT binary patch
delta 396
zcmbO+gYoxlM%D(_sULhdvfeP0y`7m?kdv64s-TgSpP!?kk&>F0SejE}8&Xu7s=4{K
zSuoS&GF@$^2dtAXsv0w`XPw-uu4K%EtZGUId+d}9u^v>x)+vosYNu#qux7Aj$Ygzl
zXn)5#Sy45d=`-tOMs*dL^{fmGrAb+vnHd-~p^CGtfMOu?CMk(9ak9beRMe7~TxBUd
zIo?EcbCu-@CMFlQ$%-mElM8Iv867uQ*oZPRg+fFetl61@fJ{}n$qni(lixbAGdZ$N
zekcv$zOmMy>|m$KRE*GGuz9}S2WH0h$rGH6I9u6(w##HSq8d<uFhIijxZp;hq8^Tv
z)Z*ll%7WA>SsOQha6ZYz_+;}gw>!*g`+%}pyMaV;4`*ItZYoGkF)$>uKoWk%8A`xF
M$=bbnk5>#M0P<vnv;Y7A

delta 226
zcmex8n{mbrM%D(_sk}ZLS#OvLpUKQC$Vp62RnSPv&(G0R(A8C#Txh*}^DgtrjFVNh
zL?*{t3r~(W5#1bXeS(RRZ*rl%?&Laoc1G^a(RQMYjPgJM6DAq9$%?9SlNZ=>GjdP9
zXkX1}3s+~gxyj)JGh^W7VizM$e>Mh&44Eu%gmNpOa*au@hXkvEQav0gsl~}9l?AC&
zvZ^;<c0I|&xNh@Yk2}n29YEQvRv=N_!<m<un+j4>Jf(I@7D&RcI76v+ibhuJ=J`G`
Fi~x2VN%{Z)

diff --git a/docs/build/.doctrees/rnalysis.filtering.DESeqFilter.transform.doctree b/docs/build/.doctrees/rnalysis.filtering.DESeqFilter.transform.doctree
index 403051ef5860f19ac36c97afb5d034dd42e13085..3765751d7d8dd2670a599ec75c9b8c502140405e 100644
GIT binary patch
delta 405
zcmX@Mka5jYM%D(_sSATPvZ`1r-OkJ_$Vp62RnSPv&(BfNNJ&jgEX^sg4Jj&3)znnb
z)m4~$*LwHn@0QaTCqLEJW-Oe1(aMC$fo<|f6D1=aWYtqL*kh+;i1nZfwoYlBQaeQ>
zgEfOKLprMoth=6VvY><9WCJmt$@(S+Of77a6HQb=X6BpgG0uWn;A<!``J}b*<p1WP
zn@?IFU}8KDl+m3WZ_Lhkc=CQbSs;1WZaLFow#ob+I+HJ0urnP1nX5GUuKjh!|6sNL
z>g<evHotNZWn>aypUmiF%*4wMRHDiFXL5p5HIp7lOlLAs6}L7!14D*vRuT&X!{m<+
z!khJ+MOhe~CcC&BaXNscq_b?mI+?WDCnq|oPrm4WNH7N|(Zi9FTAW-`S&%v<D`)c(
zkHbui^EYRB-(gm(1j=TW0g2)s&b-9jRFIltU{GX%B>ajq6oH|VRkk_HKZX$i(MyNW

delta 257
zcmZ3pl=0X?M%D(_sk;L<vZ`3}oyp8A$Vp62RnSPv&(GQHW*Nq`x!Cp(6XV3mj#eft
zy=)8&lYf~@G4@VA?64e2W;>cNc1>R3_>1u*P=W4be|2`oW1BBHi83<Y0t;NQU}wAz
zRG>WB&V`-n7~5n<6}ia{PR5gGxM(u|faziS%C`B3iy;dm&txr6BTg=M28ImjEH?JZ
z3muif8o$Cca!%gvc}UO<sGx@<CAB!Yq_QA&N|xE?F0aE(jG3GLeD5%;IRj<09Dqb|
h4`*ItZYoGk@s!#rSs)3&;ta*wDH>T0n*#!47y+bMRbT)B

diff --git a/docs/build/.doctrees/rnalysis.filtering.Filter.filter_biotype.doctree b/docs/build/.doctrees/rnalysis.filtering.Filter.filter_biotype.doctree
index 92d60ece40d23538337b8aef938213cf987a273b..44b725ba5cf40688afe47e510308e1b9f7480493 100644
GIT binary patch
delta 471
zcmdl!n{noRM%D(_seS$%S)EOkZfE8d<Rm7iDrh9-=jSMBq@<=Lmgbb$h7^^iYHBLz
z>MBg$Z@y=<xalNDv8+-S1_sT>DYa8HGFW?<6f~w}u*XiB?4Tja*f2TJRClth89R$V
zD+9yib*2hNJjh0YRc46wpbEB5ff|;<mLZch5oQKcAM50g8d{SB%ybziPp&i5)<U(J
zQ4?kykcDc-N|+g&7n^Z0Gd=}zIjn%r2Acn9^J7a+M#gVoCGU;dnLdN8k(=D-!p-<-
za=wf5<O1smCK0yDA5C>Qp?U<_HvhMdWM$G|n;hk6D4@m$Hc1Icl_q7Wvu&R3IFCu(
z9L!D3PyhvtQtXrrmDnj+#%z-VT*NuyIwlvmXfg@10VyS*J*<-txf~Kq0BY>vNJ%YD
zE~zX?osyNXd8+GSCdSE|BR%dgtK|Y^v$B9haSvx+Vs0u(O))U=vp^Dl#TiOK>$0*o
JNBhJu0sy5jmBIi3

delta 307
zcmbO^pK<$aM%D(_scU>UvO1dxpUKQC$Vp62RnSPv&(G0R(A8C#ywGybW;N4EjFT4|
zifo>5@qvkP-Q++E-N}2c*%?=FK5EU$$haRY@ZOl6X%Fk<j~a553*5MwR<lk%Xr(lH
zz8mXgJ8P}UjkcPMcVQZtZn18DXdB7O^pSP4jkBS^dsYU944JIgK&mt;>jUfNTIYF8
z<_v5gZeoT)?G%j+rPwJMDzQ_t{s7e^W~c#q8bGWC#4#DMr5QR|a5KQx@>#P3ErGh=
zxS%G`s2+}#)Z*ll%7WA>S(=;6-48P{#%#9sy2Gqy29(V*1`@?RoOy}4sUS7QQ);JV
Ufh7EjGn9Z1$THq+>leca0Oylv`Tzg`

diff --git a/docs/build/.doctrees/rnalysis.filtering.Filter.filter_missing_values.doctree b/docs/build/.doctrees/rnalysis.filtering.Filter.filter_missing_values.doctree
index be642c542b2a493ee76edd40e37dd124e2208d5b..b422ea6645367fa3b8c9675b5f962c2f8f5d0e1e 100644
GIT binary patch
delta 72
zcmX?<`yiL4fpzNDjV#M#8QV7NDI_uSD`=#orX`l<l-Pz8m8NP=o}hSR@>6*a#xAVV
Kn<pq5i2?xGcp2;f

delta 40
tcmaEmdnlKsfpzNkjV#M#8Ot}@DkL#ZUZ;3t@)vmz#%eHk^EyQ%Q2<u?50wA_

diff --git a/docs/build/.doctrees/rnalysis.filtering.Filter.filter_percentile.doctree b/docs/build/.doctrees/rnalysis.filtering.Filter.filter_percentile.doctree
index 34f2a126f7c1acd99cffedb1ae0294c04e307194..f88e18ded094ed2ae9401c496e4150b209206127 100644
GIT binary patch
delta 456
zcmaD;bFP7rwSjf2v%^MKCRL@|nRx{{iOH!78cF&2ISLvnscDI&IVH9sMWv~lnhLtQ
z3X|(J_H4eUI*Cy%Ybz52gJ$ED+9?_ttUXK$8dEaZW2a1>ASueUi+S=#aUJe0Km{2x
zS)I%b43l%!6pVS0jRULB5bHq|Y@Gr%FoO-K^EB8TPN+F2m?sO$$W4ALYsq+avaPzd
zHmVC4HDN{qS*Yeb2AjhIGG}wVIxjP${N#-~CQLFcn-^;tGBO$fdAgGu<k^{YS%6k3
zP1e<6XOx*NXR16oLMMXJ52TpUd-F3LS60TP$vQ?x{0S^zpTz*F(xj}!&ACR^Ok#y#
zUSfs<C`6QEr(~$aPRYuh{Le&!1EwBmrWT_&*yJ43<ASq*I(j%#Qj3#IDhpDlWX;;_
zVs?^=@$6<k%R9_!%Ym|4OMpai4`*ItZYoGkF)+BZKoWk%8A?EVvX*QXu#I5^0Ga%d
A{r~^~

delta 252
zcmX@t!1$(ywSjeNqTNPTCRO$`nRx{{iOG{6$_r0U*V?-Isp=%g&0d-;%uFwsCw~+-
zW_rrJxmCxIk?ALht24Plo}K9%^JGC8rOEty>_FMcjOI#{t@I+8#92V<8AUdq&~s&F
z)Sk>|V#Ke>!oZLrlcfrzN|Um*Hv5}YGl^M&d5IYcwNo@Qlwzl3sKidmGMoIsOo9WZ
zev-KsqsSz4<;i~L#|4vt>U%g+Qj3#IDhpDlWF>D_vpC7bIBoL>t2@kU1wh%XTp&^0
g!<m<un+j4>Jf(I@7D&RcI710&OIGgYPj)ek0Fc2?b^rhX

diff --git a/docs/build/.doctrees/rnalysis.filtering.Filter.filter_top_n.doctree b/docs/build/.doctrees/rnalysis.filtering.Filter.filter_top_n.doctree
index 6c051073eebccfb5097f2057b74c531a2c96f6c2..12a898ffec456f18e5c4ff7a4a2f80695e224e00 100644
GIT binary patch
delta 399
zcmbP#fU)TaBWnZe)bEKKS##a^ZfE8d<Rm7iDrh9-=jTjzG#1(1>gLBZ`J<UO(>(Uc
z2eox3e=uQZ%4MG%Xsa~2)ZCD1JzSJ=&16M4`N;|PmP{MjCvP-Vk;r9dU?@$>Qe|ae
z&}^JiJ4GXdH7k;hfnjo?g#^=axJHn12kj*$^Lq+Ueq%4XncwpS6B82$*tP{)?2P{>
z^ZI;Y5{3xq`?50$a7?~nq%`?o7(3H{_Q~<yfs?oRYBCwZbuj61Y!>lLVP$lkTp4V{
z@65r#kRg+052S#uaoM~p_%)Mx2$+|cp#XB0QtXrrmDnj+0YJgT3^gE61BkVNI3^>u
zG(#r~ZUoRah{bvwK&JX+z3@YVwLo1x94V>A$t9HqsZ+9QH#0`;XJXv2`C!x?X0<M$
lY*ssvDDL6ROUz9LsVN2qMixlIuQ)>q=zy&D&4=S+7y;T5g4h56

delta 264
zcmZoV!Z`l`BWnZeRFQ;@thsJ{XEO5&auSnM6*Q9a^K&-$y9G0C-sZ)^%yfo*@<DB#
z$qTgD8Bb3B;QNK?E?9u$JPQLuhD_G2$%<~ulWqOknNG4#-XEbfIm17K={H;t(+~E|
z-~Cfq8Tlv2gc|Yla)32)0;$rZEWXWiLtitA$$@!^849&iG%}Q8r(~$aPRWv*JTF3m
z1EzlRz6dR#QD6&rB99BY1GV&Uq@)%nmsA#{PRVlL{3LQe6JyopB{6rH)k1)>S%E;J
hxQ8<@F*g;Yrg%#2lq`^hUvY*K(4wrs&C3#E7y;=uSq=aI

diff --git a/docs/build/.doctrees/rnalysis.filtering.Filter.number_filters.doctree b/docs/build/.doctrees/rnalysis.filtering.Filter.number_filters.doctree
index 4409172c8ca3a0a465f51295a1b8bc88a7f232b6..6b5bd9a0c015baa9d82a99b5b175a4fc18afc82a 100644
GIT binary patch
delta 489
zcmbO_i}CwhM%D(_sc-x?vd%J)y`7m?kdv64s-TgSpP!?kk&>F0SejE}8&Xu7s=0Zs
zK`@g}Rwpw9gJ$ED+9?_ttUXK$8dEaZW2a<@ftjsSpb{Bu88TVAlLO3kC(l=7XZpi3
zxlu()jtAL1m_E4RWI-umMmxA3Yu3q%+H#ZM3iC{MSJh>5V4cjUt|I-1g@K_o3Dpsd
znqadgHz<fOhQai2{$<3)%s2_e<?sVK8R(w=%~ocjjEswcVkS%rSSKf%YBKgu-e6wM
zco13HzRigi(rk=ZC)e5;@n2>IYdsI7fYx5wyw5I@N$d%jmzbdd3Irvf?^R-_WIdRy
z>nMStKE%<PN$e9&^&BwsfzD8#{K1)>aUYPSF<HUokdQPR149o-N@{U(No7Imlq_ks
z&0ky&F){jW-tK;fSzQAtouvvSihDTo5_3~Qii&~Jk_D3RE6z{?Iu0nmd6#!IBLHs<
Bo>Kq-

delta 357
zcmex9mvQPWM%D(_sa(DrS!WsWoyp8A$Vp62RnSPv&(GPs#~_$#^CJ@$W~OM?$&I42
zlQ+olbNDecFl5MNMQoO_5M^Y_fk*^ciZNxfPFB=b;*5jJvrc9dlAA1`$})L^x&GuQ
zmYPgm7>2ZOcD9mcW1KfR-oc1}4lCH;89=HuDQoWL1rCu+Vr#*?#0-VnDH<6{u~RZs
zVy9%SoXqbmfuY{a*_lafH%|4OaPwgfgE_Sw*{Q6PncNNuJpmfi!;z9&oLo{_kUAyn
z3G3!-Ziko{#W&CNyu+;i5h$JY4oDRDaONfErh*g|PpO@f1(NV9&QJon7AU`Yj&C$0
E03BOv_y7O^

diff --git a/docs/build/.doctrees/rnalysis.filtering.Filter.text_filters.doctree b/docs/build/.doctrees/rnalysis.filtering.Filter.text_filters.doctree
index feb7536b4af513ebae3484d17754918ecf09dc63..474ddbe0add8a0141a7becfa44abe2b76d7dab41 100644
GIT binary patch
delta 387
zcmcaKopI}IM%D(_sjGZ9vd%G+y`7m?kdv64s-TgSpP!?kk&>F0SejE}8&Xu7s=0Z+
zSuoRND_w1-2dt9~HI13pvrZ0FS2E^7Ry8GqJ$6clSP!aT>y*YRwNo@QSToo%WU@Yj
zwKKk(9AG9td9H;e<LAj2^;IR-vobK0CS`4AW?;~SD$lY4icRJ<kYM6ugIRe%QDU;4
zrSN0{Ez!+(mM55)TtHGf92G!)K*Jq3+t`RQGKGQ#Cr?mfX9{AQ9B8J**#VVjo7`s|
zIGM#xlc^X*W5MQRyARBa?UO^Cj5u4_z=k!VXe|I~RiFIO>5$+?pnMNUN@{U(No7Im
zl&p=Lw>a--Vtlf>#O)5V+CHFc)@~qC+{2ldn41bxQw$7%ERcj>afT8wEV6cQF7t|E
F1OV`1drSZT

delta 202
zcmdlwoAJ_gM%D(_smHxHvd%H%JCm7Lkdv64s-TgSpP#dNpII=|=BHLH%#3`K1szNn
zxi`z(i83<E139{rCn&Kq%1kbF(PH9en_OrcIQhA~CZjD_oz-SHhY!q*fk0W|$zCq<
z9R6$!3>h+6-eBccAm!?lkGLEXtOknraHOObCzn(fq)y4I-aOrPKNI7+&EXz*nAJLf
nvRSP_qPT}MFEKY2q^5XE?UXE#gkN!nQtcFttk%tuJ~4~{n^-{=

diff --git a/docs/build/.doctrees/rnalysis.filtering.Filter.transform.doctree b/docs/build/.doctrees/rnalysis.filtering.Filter.transform.doctree
index 434723c12534fa0fc6ced76f4e8aa2363db581a7..6d3afd825fb48602ebaa235493cad324255a86f8 100644
GIT binary patch
delta 378
zcmZo&$oP5*BWnZe)P$gotZyx3Z)fHe<Rm7iDrh9-=jSMBq@<=Lmgbb$h7^^iYHqR&
zW1759TbrqnZSq3{V<rc-$s4qkjCqh1P03)7osuEegDTiMrEyB_6pakl47LpEtR}E_
z#`?(#w(^q`Ol=rjCJUOYP7bhUn`~pQ#WV{ny*a>|iJ9p*+vJaGI+Gjh*jWy<F)&QF
zF_dCFJb9Vjav<qvZ^C#0XokV$&Gx65{)1E+Gyd7U*+G<%Nq`-sZ;}x^6EFMZL|Y}!
zS{4Qdpw)laCa<?wn(X5g!K4RLV$7t?zWKJ3Aq%6^WL|e8P6u|dG8+_4+U#IWQ{9gX
z<^bh;I8suJlS?WKQm16)Y|i!A$;3E+v%2>kX0=M7Y*rbNDDL6ROUz9LsVN3}JPRb@
RSDc{;41=t)&6@r(i~#BYeMbNQ

delta 266
zcmaF8gt2uYBWnZe)T)4utZyy&&Sd5l<Rm7iDrh9-=jUwZw+v&NywF@^bAas&CdP@A
zCtB-rOkiPP$dJzJot)<&%h)@)$6+~;6tp*C?3x^4BR~0oh2Z3wj;9z;f)r1dRcB{B
zwt1$LC?n%7kiaA(cE;;qbrZ~4CI@%|Whe8yR5Sj7sb>1hw)vooAqykV<j)>PoLuZ+
z%h=c_2inL@hUxhV)T1%E!Sj%y8Bo55BPF#sxuminbxM}m=3uX#OpKYEd42CNt2qN@
mvmAg#aSvx+Vs0u(P4Sf4DOn&1zv2wV+9?`Y4x9M{V;BM4_gGZ`

diff --git a/docs/build/.doctrees/rnalysis.filtering.FoldChangeFilter.filter_abs_log2_fold_change.doctree b/docs/build/.doctrees/rnalysis.filtering.FoldChangeFilter.filter_abs_log2_fold_change.doctree
index 9a383ae7a5fa4632087354b695e46068fd6182a3..7af786b2a8acc193b06b00b743a04ff2f9e19c40 100644
GIT binary patch
delta 449
zcmZq8e_q7ez&bU?awF?)McMb6c?CI%$*Bq&N%{FX3K}V?X^EvdCAJ|&rKy^m-zlau
z>1G{cVqnm0oKibQBZIYvNkL;u27Bz33^6dXbqZ7>gDpcQ%aD1pAdl>11#y1vqd-kS
z5e8-khRIRN3dTIhCc{iX6+|`532qh#)GYhS7nLIzT_$U(XltW7icu40B9Mh@OcdN0
z7LYNUeN;@DnWjMm7pRLdPTss-U5JrsIZT-dvrN_!phfbN<utijCWD+mL0D$8r)CV(
zQG~8Tn{R9WWM;exR46?8g|0lub)Z6^cQ3<r9)jtN)H^N2%)-FX!;z9&oLo{_kUAxc
znPsz?{s$%|GnUO7Mz@*O1%UEdyg;J3hchoRHx;C+7#QGLAPK+X3?*RL1LZesnME@K
E0JRp0PXGV_

delta 223
zcmaD})SA!Qz&f?cd?V{^MZO1_c?CI%$*Bq&N%{FXoBt}NGi^3k(_v<epFBZDmm`sh
zfgwXCD`xXdO(90c0+85beQ{Q1nXKH&54E&dVwf2iCOc{<OxD+qVC+NI(!F`F_D^QU
zML=c3lTYc(b1VQV1sXL6tgjoU&)(p;&>0}7ha)AmIJu;<AazRC8RpFrh98)i{xfgp
uGP%vHeiJC4bqz=q_i*MV=B9#F6;G+1k_D3RE6z}=ouUDh-^^nX%?JR^DoEP^

diff --git a/docs/build/.doctrees/rnalysis.filtering.FoldChangeFilter.filter_biotype.doctree b/docs/build/.doctrees/rnalysis.filtering.FoldChangeFilter.filter_biotype.doctree
index be4dfe062cb11d98e2def7a4b971ee9dbdedd688..dbc7ed05673433115f47123f899ed9c61410adf8 100644
GIT binary patch
delta 501
zcmX>+hjHlwM%D(_sZs$OS$CVr-p<S`$Vp62RnSPv&(BfNNJ&jgEX^sg4Jj&3)!cl}
zB$!DjtCWR-L9=m6?G%j+)*dDWjVT%Iu~Ra{z|7VuP>Bq-44JHk$&NO<llu+XnfzHN
z8w!g|ZqVX0;z2eOrWaKZ)s%@aQyBXuUvw0nyur+saq{F3hN{y3tPBjLNvIBD)C8M3
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zz{%n^noJ^WlM6*;C#msI&a+`>5@g$4ZWGDMq`@}%lB1!38XE%x(346)3g`%Rw#~v$
z^O(%d!Q8|Q1yJ}X0Ru)Qc1o5pP%tq=4am~~Vl5z!$%rk@(8+?E0kl#HY`Y*Ekf}b|
z%Jq<70#H{EM@njOa!F-D>XfX6&Ae{cnYbr|g!xj7it>vlZ}bq}%;dSBSuGbRn3V-2
hihDTo5_3~QI*NgDlm(LTE6z{?Iwvb@^K+jVMgW`Hpe6tS

delta 280
zcmZ3wfbsAgM%D(_sTO`4S$CW8oyp8A$Vp62RnSPv&(GO>*Cd!}GqWWNGt)ZO$%P`a
zlhpVp2iUPQuHI~G!^z0BA1WxqB9pa;b#j4;(&YKJ>`bd!C-++iPX1}D$#fT48`CY;
z&5?GItV|zSCvR~!6nM|dz>p!6^%_W(CS`qK-Tc*g9+M;k8;F~jp-?+TBSR^6N`^}8
zl&n8MHIpwmi*myC0Ih)7b_-;i`eYgRLxP$>tvwtmsl~}9l?AC&vNSipcfZcW7_<4f
s*BxdxGoWmiF_0+k;mk|SO$Dhbo>Ds{3nbxJoS_7?Fw1!JNxv9I0A?**HUIzs

diff --git a/docs/build/.doctrees/rnalysis.filtering.FoldChangeFilter.filter_fold_change_direction.doctree b/docs/build/.doctrees/rnalysis.filtering.FoldChangeFilter.filter_fold_change_direction.doctree
index 60204f4a0bfece9a852ce3b7e77a6402eb4f17fd..dcd0771219be5a7f315f14c1811fd616bf833fe1 100644
GIT binary patch
delta 602
zcmdnj$hf$bk+p$!>I|oitS-t*?=$lXauSnM6*Q9a^K%q5Qc}|rOLIzWLyAgMH8mA<
zbrmKHs-54gtul>KEK81=fkCrzO6?Sl4Aved1&t{g?6FfOFHjL>>SUh0fLCVn25Esf
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zYD`X5HDH`Gd77%WD5@Qdnh;kWR25;`1lP_1bLHgu3X+rmstQj&tsuJjuj&UTrgv~f
zlkK(HIbMUjBbO03IZ#`8vaRM1rvC`}4@&GTe?ShnD6cTNPm7)L_2fcxjmi78f|+Dl
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zPA;h|NS%^ZzB$L@GZW*g%?Z|bnAKW<vRRElqPT}MFEKY2q^1}c|5+djzv2ufU{c6x
K+?-?|!w3Lu0Jz}*

delta 353
zcmZ47%DAtQk+p$!>Sl+HtS-vJ4>I!#auSnM6*Q9a^K&#6bafRbU(mR)*;-{P<K|`R
zI?PPlnI|vcm6`lOOPq1bW)5v3My3-Gkqy!UlRqf2Gaj8BprggIg_(h2@&zS@$@6p~
zn4ZD)Fg<48tgD;K#`KGM@)To3fgeC+88TU4fK+Kx)=%cmSB>MCBsp0?+{6rp+9?_t
zO0iQiRAQ%Ou>u7rZ!i|c)Kh5I!Xzn<PY*YeJz!V)S+cV{hB>j)^0=S_P<szYN@{U(
zNo7Imlq`qMfmWZHxQju;e5pl6`9+fjZG|@{+3sgn^92fKc>#&y9?rbP+*FW`;wiOL
VvOp4k#TiOKXJ>hBc6W?n1OOuZZ^i%s

diff --git a/docs/build/.doctrees/rnalysis.filtering.FoldChangeFilter.filter_missing_values.doctree b/docs/build/.doctrees/rnalysis.filtering.FoldChangeFilter.filter_missing_values.doctree
index 718c3a8c60d4e2c45f862321ac07c30cd393dc1b..992d160aaa2f6bc10535b120e1234cd2953ca481 100644
GIT binary patch
delta 72
zcmX?-_b890fpu#5Mivn{#<tCK6p|SE6*N*((-KQ_N^C=lN>eo_|5Lm%IatAiu?ws8
J=6{NAq5!)(8Xf=u

delta 40
tcmaEqcO;Lcfpx0oMivn{#`4Xp6_OYy%P8HLoTT8vSPkZGmQivO1pqLB4aooi

diff --git a/docs/build/.doctrees/rnalysis.filtering.FoldChangeFilter.filter_percentile.doctree b/docs/build/.doctrees/rnalysis.filtering.FoldChangeFilter.filter_percentile.doctree
index 7549e3bc4490c44cd237a416a6b12061b030431c..12b1d5ad77e2d183c28a51dbc37f941e0f5a39a3 100644
GIT binary patch
delta 485
zcmexSd#jO=wSjf&d54XxRjRVLGxG{^5|dLEG?Mc3a}+dEQqvMkb4qMOib_*8H}|Rr
zGwEb)Wny5^Y@AX%MI(c?he<(WN(OuElngO2vvmqoB7-eMCTrJZK{*qaPG$y%$roi6
zjChbugXuyQMAd&9q@U>o^JGQ^xycu}cqX^2>oT65JYP;#8f0i`5~^DmHNl2XexNSG
z_!z9UlX-H1w8Uf?4dKbNrA0T(Xq;eTl4qIxQ9yR`0!4n#Dxgn*&Xi%<EUj(G$YcPQ
zncN`5&Zs*%(NuWy1aqFr4&p2vT~M`?51MLBzN!<<<Of&H0X4^abDXX#D`OH^-*zK;
z{sb1V`7uBW=+?x|PmQXX7z=^YA}qN;vB?LGL^)t;faWU0Eb#_%UJ1?uD(T@!Ni9w;
zsVqpHk~M4d9<#eljAu8`vb@8rwj3y%wFF2M_i*MV=B9$w6aynA3nbxJoS_7apR6UD
J=h((D0szwgn&1Ec

delta 306
zcmccB$oQj{wSjf&Tf2>{RjPbvGV=;@5|dLEG?Mc3b2iUW4Q85LA}uocpQiBS+0vq$
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diff --git a/docs/build/.doctrees/rnalysis.filtering.FoldChangeFilter.filter_top_n.doctree b/docs/build/.doctrees/rnalysis.filtering.FoldChangeFilter.filter_top_n.doctree
index 8437cafe90bf46076340a37863b9e522d6c85e3b..ebb7b5fe08cd31e94ce64386a0cf7d4e0538e39d 100644
GIT binary patch
delta 388
zcmZ2|kg@M5BWnZe)aIm(tWVvPZfE8d<Rm7iDrh9-=jSMBq@<=Lmgbb$h7^^iYHBLz
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delta 289
zcmeA>%DDO<BWnZe)CCC}S)aNIpUKQC$Vp62RnSPv&(G0R(A8C#T<5)e^KtjdjFVkm
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AR{#J2

diff --git a/docs/build/.doctrees/rnalysis.filtering.FoldChangeFilter.number_filters.doctree b/docs/build/.doctrees/rnalysis.filtering.FoldChangeFilter.number_filters.doctree
index 06eaa38cf44c2a950b99c5eaddeb51e9d7cae78f..560e8d146e492ff2b9df4893786cd521adefb280 100644
GIT binary patch
delta 526
zcmZ2Do3VL5BWnZe)C&KNtU`uLw=?q!auSnM6*Q9a^K%q5Qc}|rOLIzWLyAgMH8mA<
zbrmM}ne5s8%y1H;SXL)91A}Jcl-em88LT}_3K~-~*kh+mc2pK+(q)~@D62F1g9<y#
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delta 378
zcmZpk&$w_lBWnZe)M>sOS%nPQ&t&Em<Rm6f{-`ZHx!i2)=C6j67&k|mvM@76vrcA|
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diff --git a/docs/build/.doctrees/rnalysis.filtering.FoldChangeFilter.text_filters.doctree b/docs/build/.doctrees/rnalysis.filtering.FoldChangeFilter.text_filters.doctree
index f812af2535bcb8e2bbedf95dad606a27b714f3c1..a9332f3a0e671f6b0600119bdf81ec6e005662a9 100644
GIT binary patch
delta 370
zcmcaNgYn=TM%D(_sb+o~Sw+m1ZfE8d<Rm7iDrh9-=jSMBq@<=Lmgbb$h7^^iYHBLz
z>MBg0V6|uS3-d{glQ-#VGd`Gn(87deJu3sl<a!GQBOYY+Q!?0Nr(}rrpbEB5X`E6!
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zj>}~x#wVNH?=Y+F14?G?1`@?RoOy}4sURiAKwoBoB>ajqlz<-2+P#^{JBASewibMH

delta 252
zcmX>&hw<JFM%D(_slh%QSw+l+&t&Em<Rm7iDrh9-=jUiD=;|s=UTeL3^EdO!jFU@D
zL?$;_2u}WMAP%B8ud?3G#Kgxod82~P<bFGLM()ki?L--w<RKyl%-ES^*d_}qD@}f2
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diff --git a/docs/build/.doctrees/rnalysis.filtering.FoldChangeFilter.transform.doctree b/docs/build/.doctrees/rnalysis.filtering.FoldChangeFilter.transform.doctree
index dc3a73c5f178fdbc2c153332fb9d1a41158297fa..bc74288c83d926626bb9a8e5893b88b1e657a5a8 100644
GIT binary patch
delta 376
zcmZo)#Q1h8BWnZe)JH)ZS)(mwZ)fHe<Rm7iDrh9-=jSMBq@<=Lmgbb$h7^^iYHrT6
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O0)3xVwt2OG3?l%B^nYOh

delta 245
zcmaF6l(BsgBWnZe)IR|mS)(oa&Sd5l<Rm7iDrh9-=jUv$wG3n0yvp_u6VpVt$%)!J
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diff --git a/docs/build/.doctrees/user_guide.doctree b/docs/build/.doctrees/user_guide.doctree
index 80ac4f6cd5cffe167f0944a45c4e64b6aaa793dc..024e93b5d7d45de15e196630c86df3625dacb485 100644
GIT binary patch
delta 47146
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diff --git a/docs/build/_sources/rnalysis.filtering.CountFilter.ma_plot.rst.txt b/docs/build/_sources/rnalysis.filtering.CountFilter.ma_plot.rst.txt
new file mode 100644
index 000000000..72afd84b4
--- /dev/null
+++ b/docs/build/_sources/rnalysis.filtering.CountFilter.ma_plot.rst.txt
@@ -0,0 +1,6 @@
+rnalysis.filtering.CountFilter.ma\_plot
+=======================================
+
+.. currentmodule:: rnalysis.filtering
+
+.. automethod:: CountFilter.ma_plot
\ No newline at end of file
diff --git a/docs/build/_sources/rnalysis.filtering.CountFilter.normalize_median_of_ratios.rst.txt b/docs/build/_sources/rnalysis.filtering.CountFilter.normalize_median_of_ratios.rst.txt
new file mode 100644
index 000000000..46a981eb2
--- /dev/null
+++ b/docs/build/_sources/rnalysis.filtering.CountFilter.normalize_median_of_ratios.rst.txt
@@ -0,0 +1,6 @@
+rnalysis.filtering.CountFilter.normalize\_median\_of\_ratios
+============================================================
+
+.. currentmodule:: rnalysis.filtering
+
+.. automethod:: CountFilter.normalize_median_of_ratios
\ No newline at end of file
diff --git a/docs/build/_sources/rnalysis.filtering.CountFilter.normalize_rle.rst.txt b/docs/build/_sources/rnalysis.filtering.CountFilter.normalize_rle.rst.txt
new file mode 100644
index 000000000..8fe899a16
--- /dev/null
+++ b/docs/build/_sources/rnalysis.filtering.CountFilter.normalize_rle.rst.txt
@@ -0,0 +1,6 @@
+rnalysis.filtering.CountFilter.normalize\_rle
+=============================================
+
+.. currentmodule:: rnalysis.filtering
+
+.. automethod:: CountFilter.normalize_rle
\ No newline at end of file
diff --git a/docs/build/_sources/rnalysis.filtering.CountFilter.normalize_tmm.rst.txt b/docs/build/_sources/rnalysis.filtering.CountFilter.normalize_tmm.rst.txt
new file mode 100644
index 000000000..9c491fbaf
--- /dev/null
+++ b/docs/build/_sources/rnalysis.filtering.CountFilter.normalize_tmm.rst.txt
@@ -0,0 +1,6 @@
+rnalysis.filtering.CountFilter.normalize\_tmm
+=============================================
+
+.. currentmodule:: rnalysis.filtering
+
+.. automethod:: CountFilter.normalize_tmm
\ No newline at end of file
diff --git a/docs/build/_sources/rnalysis.filtering.CountFilter.normalize_to_quantile.rst.txt b/docs/build/_sources/rnalysis.filtering.CountFilter.normalize_to_quantile.rst.txt
new file mode 100644
index 000000000..7c8d2e8ad
--- /dev/null
+++ b/docs/build/_sources/rnalysis.filtering.CountFilter.normalize_to_quantile.rst.txt
@@ -0,0 +1,6 @@
+rnalysis.filtering.CountFilter.normalize\_to\_quantile
+======================================================
+
+.. currentmodule:: rnalysis.filtering
+
+.. automethod:: CountFilter.normalize_to_quantile
\ No newline at end of file
diff --git a/docs/build/_sources/rnalysis.filtering.CountFilter.normalize_to_rpm.rst.txt b/docs/build/_sources/rnalysis.filtering.CountFilter.normalize_to_rpm.rst.txt
index 8ff77d324..1fb7b7686 100644
--- a/docs/build/_sources/rnalysis.filtering.CountFilter.normalize_to_rpm.rst.txt
+++ b/docs/build/_sources/rnalysis.filtering.CountFilter.normalize_to_rpm.rst.txt
@@ -3,4 +3,4 @@ rnalysis.filtering.CountFilter.normalize\_to\_rpm
 
 .. currentmodule:: rnalysis.filtering
 
-.. automethod:: CountFilter.normalize_to_rpm_htseqcount
+.. automethod:: CountFilter.normalize_to_rpm
\ No newline at end of file
diff --git a/docs/build/_sources/rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.rst.txt b/docs/build/_sources/rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.rst.txt
new file mode 100644
index 000000000..1a60830fe
--- /dev/null
+++ b/docs/build/_sources/rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.rst.txt
@@ -0,0 +1,6 @@
+rnalysis.filtering.CountFilter.normalize\_to\_rpm\_htseqcount
+=============================================================
+
+.. currentmodule:: rnalysis.filtering
+
+.. automethod:: CountFilter.normalize_to_rpm_htseqcount
\ No newline at end of file
diff --git a/docs/build/_sources/rnalysis.filtering.CountFilter.rst.txt b/docs/build/_sources/rnalysis.filtering.CountFilter.rst.txt
index 450f9d9fa..cbeb5f9b3 100644
--- a/docs/build/_sources/rnalysis.filtering.CountFilter.rst.txt
+++ b/docs/build/_sources/rnalysis.filtering.CountFilter.rst.txt
@@ -5,17 +5,17 @@
 
 .. autoclass:: CountFilter
 
-
-
-
+   
+   
+   
     .. automethod:: __init__
+    
+    
 
-
-
-
+   
 .. autosummary::
     :toctree: .
-
+    
     CountFilter.biotypes
     CountFilter.box_plot
     CountFilter.clustergram
@@ -34,7 +34,13 @@
     CountFilter.from_folder
     CountFilter.head
     CountFilter.intersection
+    CountFilter.ma_plot
     CountFilter.majority_vote_intersection
+    CountFilter.normalize_median_of_ratios
+    CountFilter.normalize_rle
+    CountFilter.normalize_tmm
+    CountFilter.normalize_to_quantile
+    CountFilter.normalize_to_rpm
     CountFilter.normalize_to_rpm_htseqcount
     CountFilter.normalize_with_scaling_factors
     CountFilter.number_filters
@@ -59,4 +65,5 @@
     CountFilter.transform
     CountFilter.union
     CountFilter.violin_plot
-
+    
+    
\ No newline at end of file
diff --git a/docs/build/_sources/user_guide.rst.txt b/docs/build/_sources/user_guide.rst.txt
index 1069d5b57..f72d01ab6 100644
--- a/docs/build/_sources/user_guide.rst.txt
+++ b/docs/build/_sources/user_guide.rst.txt
@@ -505,7 +505,21 @@ There are a few filtering operations unique to CountFilter. Those include 'filte
 
 Normalizing reads with CountFilter
 ------------------------------------
-:term:`CountFilter` offers two methods for normalizing reads: supply user-defined scaling factors, or normalize to reads per million (RPM). Data normalized in other methods (such as RPKM) can be used as input for CountFilter, but it cannot perform such normalization methods on its own.
+:term:`CountFilter` offers two methods for normalizing reads: normalize with one of the pre-made normalization methods *RNAlysis* supplies, or using user-defined scaling factors. Data normalized in other methods (such as RPKM) can be used as input for CountFilter as well.
+
+*RNAlysis* supplies the following normalization methods:
+
+* Relative Log Expression (RLE - 'normalize_rle'), used by default by R's DESeq2
+* Trimmed Mean of M-values (TMM - 'normalize_tmm'), used by default by R's edgeR
+* Quantile normalization, a generalization of Upper Quantile normalization (UQ - 'normalize_quantile'), used by default by R's Limma
+* Median of Ratios Normalization (MRN - 'normalize_mrn')
+* Reads Per Million (RPM - 'normalize_to_rpm')
+
+To normalize a :term:`CountFilter` with one of these functions, simply call the function with your preferred parameters, if there are any. For example::
+
+    >>> counts = filtering.CountFilter('tests/test_files/counted.csv')
+    >>> counts.normalize_rle()
+    Normalized the values of 22 features. Normalized inplace.
 
 To normalize a :term:`CountFilter` with user-generated scaling factors, we need a `csv` table with the size factor for each sample:
 
@@ -518,7 +532,8 @@ To normalize a :term:`CountFilter` with user-generated scaling factors, we need
 We would then supply the function with the path to the scaling factors file::
 
     >>> counts = filtering.CountFilter('tests/test_files/counted.csv')
-    >>> counts.normalize with_scaling_factors('scaling_factors.csv')
+    >>> counts.normalize_with_scaling_factors('scaling_factors.csv')
+    Normalized the values of 22 features. Normalized inplace.
 
 The resulting :term:`CountFilter` object will be normalized with the scaling factors (dividing the value of each column by the value of the corresponding scaling factor).
 
@@ -544,6 +559,7 @@ We would then supply the normalization function with the path to the special cou
 
     >>> counts = CountFilter("tests/test_files/counted.csv")
     >>> counts.normalize_to_rpm_htseqcount("tests/test_files/uncounted.csv")
+    Normalized the values of 22 features. Normalized inplace.
 
 The resulting :term:`CountFilter` object will be normalized to RPM with the formula (1,000,000 * reads in cell) / (sum of aligned reads + __no_feature + __ambiguous + __alignment_no_unique)
 
diff --git a/docs/build/_static/documentation_options.js b/docs/build/_static/documentation_options.js
index d787b0c8f..d84db33e3 100644
--- a/docs/build/_static/documentation_options.js
+++ b/docs/build/_static/documentation_options.js
@@ -1,6 +1,6 @@
 var DOCUMENTATION_OPTIONS = {
     URL_ROOT: document.getElementById("documentation_options").getAttribute('data-url_root'),
-    VERSION: '3.0.1',
+    VERSION: '3.1.0',
     LANGUAGE: 'None',
     COLLAPSE_INDEX: false,
     BUILDER: 'html',
diff --git a/docs/build/api_reference.html b/docs/build/api_reference.html
index 8a727436c..48066452a 100644
--- a/docs/build/api_reference.html
+++ b/docs/build/api_reference.html
@@ -4,14 +4,14 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>API Reference &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>API Reference &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
     <link rel="shortcut icon" href="_static/favicon.ico"/>
   <!--[if lt IE 9]>
     <script src="_static/js/html5shiv.min.js"></script>
   <![endif]-->
-
+  
         <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
         <script src="_static/jquery.js"></script>
         <script src="_static/underscore.js"></script>
@@ -20,10 +20,10 @@
     <script src="_static/js/theme.js"></script>
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
-    <link rel="prev" title="Index" href="genindex.html" />
+    <link rel="prev" title="Index" href="genindex.html" /> 
 </head>
 
-<body class="wy-body-for-nav">
+<body class="wy-body-for-nav"> 
   <div class="wy-grid-for-nav">
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
@@ -100,7 +100,7 @@
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-
+             
   <section id="api-reference">
 <h1>API Reference<a class="headerlink" href="#api-reference" title="Permalink to this headline"></a></h1>
 <div class="admonition warning">
@@ -152,7 +152,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <dt class="sig sig-object py">
 <em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_from_string</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">msg</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">delimiter</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\n'</span></span></em><span class="sig-paren">)</span></dt>
 <dd><blockquote>
-<div><p>Takes a manual string input from the user, and then splits it using a delimiter into a list of values.
+<div><p>Takes a manual string input from the user, and then splits it using a delimiter into a list of values. 
 :param msg: a promprt to be printed to the user
 :param delimiter: the delimiter used to separate the values. Default is ‘</p>
 </div></blockquote>
@@ -459,7 +459,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 
 <dl class="py method">
 <dt class="sig sig-object py">
-<span class="sig-name descname"><span class="pre">enhanced_box_plot</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scatter</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ylabel</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'log10(RPM</span> <span class="pre">+</span> <span class="pre">1)'</span></span></em><span class="sig-paren">)</span></dt>
+<span class="sig-name descname"><span class="pre">enhanced_box_plot</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scatter</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ylabel</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'log10(RPM</span> <span class="pre">+</span> <span class="pre">1)'</span></span></em><span class="sig-paren">)</span></dt>
 <dd><p>Generates an enhanced box-plot of the specified samples in the CountFilter object in log10 scale.         Can plot both single samples and average multiple replicates.         It is recommended to use this function on normalized values and not on absolute read values.         The box indicates 25% and 75% percentiles, and the white dot indicates the median.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -491,7 +491,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>biotype</strong> (<em>string</em><em> or </em><em>list of strings</em>) – the biotypes which will not be filtered out.</p></li>
 <li><p><strong>ref</strong> – Name of the biotype reference file used to determine biotypes.         Default is the path defined by the user in the settings.yaml file.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -580,7 +580,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>threshold</strong> (<em>float</em>) – The minimal sum a row should have in order not to be filtered out.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current CountFilter object. If False,         the function will return a new CountFilter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current CountFilter object. If False,         the function will return a new CountFilter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -606,7 +606,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>threshold</strong> (<em>float</em>) – The minimal number of reads (counts, rpm, rpkm, tpm, etc) a feature should have         in at least one sample in order not to be filtered out.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current CountFilter object. If False,         the function will return a new CountFilter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current CountFilter object. If False,         the function will return a new CountFilter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -632,7 +632,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <p>:param columns:name/names of the columns to check for missing values.
 :type opposite: bool
 :param opposite: If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.
-:type inplace: bool
+:type inplace: bool (default=True)
 :param inplace: If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.
 :return: If ‘inplace’ is False, returns a new instance of the Filter object.</p>
 <dl class="field-list">
@@ -661,7 +661,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>percentile</strong> (<em>float between 0 and 1</em>) – The percentile that all features above it will be filtered out.</p></li>
 <li><p><strong>column</strong> (<em>str</em>) – Name of the DataFrame column according to which the filtering will be performed.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -697,7 +697,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>ascending</strong> (<em>bool</em><em> or </em><em>list of bools</em><em> (</em><em>default=True</em><em>)</em>) – Sort ascending vs. descending. Specify list for multiple sort orders.         If this is a list of bools, it must have the same length as ‘by’.</p></li>
 <li><p><strong>na_position</strong> (<em>'first'</em><em> or </em><em>'last'</em><em>, </em><em>default 'last'</em>) – If ‘first’, puts NaNs at the beginning; if ‘last’, puts NaNs at the end.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -974,15 +974,138 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 </dl>
 </dd></dl>
 
+<dl class="py method">
+<dt class="sig sig-object py">
+<span class="sig-name descname"><span class="pre">normalize_median_of_ratios</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sample_grouping</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reference_group</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inplace</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span></dt>
+<dd><p>Normalizes the count matrix using the ‘Median of Ratios Normalization’ (MRN) method         <a class="reference external" href="https://doi.org/10.4161%2Fcib.25849/">(Maza et al 2013)</a>.         This normalization method uses information about the experimental condition of each sample.         To calculate the Median of Ratios scaling factors, you first calculate the weighted mean expression of         each gene within the replicates of each experimental condition. You then calculate per gene the ratio between         each weighted mean in the experimental condition and those of the reference condition.         You then pick the median ratio for each experimental condition, and calculate the scaling factor for each         sample by multiplying it with the sample’s total number of reads.         Finally, the scaling factors are adjusted, for symmetry, so that they multiply to 1.</p>
+<dl class="field-list">
+<dt class="field-odd">Parameters</dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>sample_grouping</strong> (<em>nested list of column names</em>) – grouping of the samples into conditions.         Each grouping should containg all replicates of the same condition.</p></li>
+<li><p><strong>reference_group</strong> (<em>int</em><em> (</em><em>default=0</em><em>)</em>) – the index of the sample group to be used as the reference condition.         Must be an integer between 0 and the number of sample groups -1.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current CountFilter object. If False,         the function will return a new CountFilter instance and the current instance will not be affected.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns</dt>
+<dd class="field-even"><p>If inplace is False, returns a new instance of the Filter object.</p>
+</dd>
+<dt class="field-odd">Examples</dt>
+<dd class="field-odd"><div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">rnalysis</span> <span class="kn">import</span> <span class="n">filtering</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">c</span> <span class="o">=</span> <span class="n">filtering</span><span class="o">.</span><span class="n">CountFilter</span><span class="p">(</span><span class="s2">&quot;tests/test_files/counted.csv&quot;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">c</span><span class="o">.</span><span class="n">normalize_median_of_ratios</span><span class="p">([[</span><span class="s1">&#39;cond1&#39;</span><span class="p">,</span><span class="s1">&#39;cond2&#39;</span><span class="p">],[</span><span class="s1">&#39;cond3&#39;</span><span class="p">,</span><span class="s1">&#39;cond4&#39;</span><span class="p">]])</span>
+<span class="go">Normalized the values of 22 features. Normalized inplace.</span>
+</pre></div>
+</div>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py">
+<span class="sig-name descname"><span class="pre">normalize_rle</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inplace</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span></dt>
+<dd><p>Normalizes the count matrix using the ‘Relative Log Expression’ (RLE) method         <a class="reference external" href="https://doi.org/10.1186/gb-2010-11-10-r106/">(Anders and Huber 2010)</a>.         This is the default normalization method used by R’s DESeq2.         To calculate the Relative Log Expression scaling factors, you first generate a pseudo-sample by calculating         the geometric mean expression of each gene across samples. You then calculate the gene-wise ratio         of expression between each sample and the pseudo-sample. You then pick the median ratio within each         sample as the scaling factor for that sample.</p>
+<dl class="field-list">
+<dt class="field-odd">Parameters</dt>
+<dd class="field-odd"><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current CountFilter object. If False,         the function will return a new CountFilter instance and the current instance will not be affected.</p>
+</dd>
+<dt class="field-even">Returns</dt>
+<dd class="field-even"><p>If inplace is False, returns a new instance of the Filter object.</p>
+</dd>
+<dt class="field-odd">Examples</dt>
+<dd class="field-odd"><div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">rnalysis</span> <span class="kn">import</span> <span class="n">filtering</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">c</span> <span class="o">=</span> <span class="n">filtering</span><span class="o">.</span><span class="n">CountFilter</span><span class="p">(</span><span class="s2">&quot;tests/test_files/counted.csv&quot;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">c</span><span class="o">.</span><span class="n">normalize_rle</span><span class="p">()</span>
+<span class="go">Normalized the values of 22 features. Normalized inplace.</span>
+</pre></div>
+</div>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py">
+<span class="sig-name descname"><span class="pre">normalize_tmm</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">log_ratio_trim</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sum_trim</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.05</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">a_cutoff</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">-</span> <span class="pre">10000000000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ref_column</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'auto'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'auto'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inplace</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span></dt>
+<dd><p>Normalizes the count matrix using the ‘trimmed mean of M values’ (TMM) method         <a class="reference external" href="https://doi.org/10.1186/gb-2010-11-3-r25/">(Robinson and Oshlack 2010)</a>.         This is the default normalization method used by R’s edgeR.         To calculate the Trimmed Mean of M Values scaling factors, you first calculate the M-values of each gene         between each sample and the reference sample (log2 of each sample Minus log2 of the reference sample),         and the A-values of each gene between each sample and the reference sample         (log2 of each sample Added to log2 of the reference sample).         You then trim out genes with extreme values that are likely to be differentially expressed or non-indicative,         by trimming the top and bottom X% of M-values, the top and bottom Y% of A-values, all A-values which are         smaller than the specified cutuff, and all genes with 0 reads (to avoid log2 values of inf or -inf).         Next, a weighted mean is calculated on the filtered M-values, with the weights being an inverse of         an approximation of variance of each gene, which gives out the scaling factors for each sample.         Finally, the scaling factors are adjusted, for symmetry, so that they multiply to 1.</p>
+<dl class="field-list">
+<dt class="field-odd">Parameters</dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>log_ratio_trim</strong> (<em>float between 0 and 0.5</em><em> (</em><em>default=0.3</em><em>)</em>) – the fraction of M-values that should be trimmed from each direction (top and bottom X%).</p></li>
+<li><p><strong>sum_trim</strong> (<em>float between 0 and 0.5</em><em> (</em><em>default=0.05</em><em>)</em>) – the fraction of A-values that should be trimmed from each direction (top and bottom Y%).</p></li>
+<li><p><strong>a_cutoff</strong> (<em>float</em><em> or </em><em>None</em><em> (</em><em>default = -1e10</em><em>)</em>) – a lower bound on the A-values that should be included in the trimmed mean.         If set to None, no lower bound will be used.</p></li>
+<li><p><strong>ref_column</strong> (<em>name of a column</em><em> or </em><em>'auto'</em><em> (</em><em>default='auto'</em><em>)</em>) – the column to be used as reference for normalization. If ‘auto’,         then the reference column will be chosen automatically to be         the column whose upper quartile is closest to the mean upper quartile.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current CountFilter object. If False,         the function will return a new CountFilter instance and the current instance will not be affected.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns</dt>
+<dd class="field-even"><p>If inplace is False, returns a new instance of the Filter object.</p>
+</dd>
+<dt class="field-odd">Examples</dt>
+<dd class="field-odd"><div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">rnalysis</span> <span class="kn">import</span> <span class="n">filtering</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">c</span> <span class="o">=</span> <span class="n">filtering</span><span class="o">.</span><span class="n">CountFilter</span><span class="p">(</span><span class="s2">&quot;tests/test_files/counted.csv&quot;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">c</span><span class="o">.</span><span class="n">normalize_tmm</span><span class="p">()</span>
+<span class="go">Normalized the values of 22 features. Normalized inplace.</span>
+</pre></div>
+</div>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py">
+<span class="sig-name descname"><span class="pre">normalize_to_quantile</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">quantile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.75</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inplace</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span></dt>
+<dd><p>Normalizes the count matrix using the percentile method, generalized from         <a class="reference external" href="https://doi.org/10.1186/1471-2105-11-94/">Bullard et al 2010</a>.         This is the default normalization method used by R’s Limma.         To calculate the Quantile Method scaling factors, you first calculate the given quantile of gene expression         within each sample, excluding genes that have 0 reads in all samples.         You then divide those quantile values by the total number of reads in each sample,         which yields the scaling factors for each sample.</p>
+<dl class="field-list">
+<dt class="field-odd">Parameters</dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>quantile</strong> (<em>float between 0 and 1</em><em> (</em><em>default=0.75</em><em>)</em>) – the quantile from which scaling factors will be calculated.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current CountFilter object. If False,         the function will return a new CountFilter instance and the current instance will not be affected.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns</dt>
+<dd class="field-even"><p>If inplace is False, returns a new instance of the Filter object.</p>
+</dd>
+<dt class="field-odd">Examples</dt>
+<dd class="field-odd"><div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">rnalysis</span> <span class="kn">import</span> <span class="n">filtering</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">c</span> <span class="o">=</span> <span class="n">filtering</span><span class="o">.</span><span class="n">CountFilter</span><span class="p">(</span><span class="s2">&quot;tests/test_files/counted.csv&quot;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">c</span><span class="o">.</span><span class="n">normalize_to_quantile</span><span class="p">(</span><span class="mf">0.75</span><span class="p">)</span>
+<span class="go">Normalized the values of 22 features. Normalized inplace.</span>
+</pre></div>
+</div>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py">
+<span class="sig-name descname"><span class="pre">normalize_to_rpm</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inplace</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span></dt>
+<dd><p>Normalizes the count matrix to Reads Per Million (RPM).         Divides each column in the count matrix by (total reads)*10^-6 .</p>
+<dl class="field-list">
+<dt class="field-odd">Parameters</dt>
+<dd class="field-odd"><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current CountFilter object. If False,         the function will return a new CountFilter instance and the current instance will not be affected.</p>
+</dd>
+<dt class="field-even">Returns</dt>
+<dd class="field-even"><p>If inplace is False, returns a new instance of the Filter object.</p>
+</dd>
+<dt class="field-odd">Examples</dt>
+<dd class="field-odd"><div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">rnalysis</span> <span class="kn">import</span> <span class="n">filtering</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">c</span> <span class="o">=</span> <span class="n">filtering</span><span class="o">.</span><span class="n">CountFilter</span><span class="p">(</span><span class="s2">&quot;tests/test_files/counted.csv&quot;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">c</span><span class="o">.</span><span class="n">normalize_to_rpm</span><span class="p">()</span>
+<span class="go">Normalized the values of 22 features. Normalized inplace.</span>
+</pre></div>
+</div>
+</dd>
+</dl>
+</dd></dl>
+
 <dl class="py method">
 <dt class="sig sig-object py">
 <span class="sig-name descname"><span class="pre">normalize_to_rpm_htseqcount</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">special_counter_fname</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">pathlib.Path</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inplace</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span></dt>
-<dd><p>Normalizes the reads in the CountFilter to Reads Per Million (RPM).         Uses a table of feature counts (ambiguous, no feature, not aligned, etc) from HTSeq’s output.         Divides each column in the CountFilter object by (total reads + ambiguous + no feature)*10^-6 .</p>
+<dd><p>Normalizes the count matrix to Reads Per Million (RPM).         Uses a table of feature counts (ambiguous, no feature, not aligned, etc) from HTSeq-count’s output.         Divides each column in the CountFilter object by (total reads + ambiguous + no feature)*10^-6 .</p>
 <dl class="field-list">
 <dt class="field-odd">Parameters</dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>special_counter_fname</strong> – the .csv file which contains feature information about the RNA library         (ambiguous, no feature, not aligned, etc).</p></li>
-<li><p><strong>inplace</strong> – If True (default), filtering will be applied to the current CountFilter object. If False,         the function will return a new CountFilter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current CountFilter object. If False,         the function will return a new CountFilter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -1035,7 +1158,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>operator</strong> (<em>str: 'gt' / 'greater than' / '&gt;'</em><em>, </em><em>'eq' / 'equals' / '='</em><em>, </em><em>'lt' / 'lesser than' / '&lt;'</em>) – the operator to filter the column by (greater than, equal or lesser than)</p></li>
 <li><p><strong>value</strong> (<em>float</em>) – the value to filter by</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -1067,7 +1190,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 
 <dl class="py method">
 <dt class="sig sig-object py">
-<span class="sig-name descname"><span class="pre">pairplot</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">log2</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">seaborn.axisgrid.PairGrid</span></span></span></dt>
+<span class="sig-name descname"><span class="pre">pairplot</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">log2</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">seaborn.axisgrid.PairGrid</span></span></span></dt>
 <dd><p>Plot pairwise relationships in the dataset.         Can plot both single samples and average multiple replicates.         For more information see the documentation of seaborn.pairplot.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -1090,7 +1213,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 
 <dl class="py method">
 <dt class="sig sig-object py">
-<span class="sig-name descname"><span class="pre">pca</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_components</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">power_transform</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">label_fontsize</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">sklearn.decomposition._pca.PCA</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">matplotlib.figure.Figure</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span></dt>
+<span class="sig-name descname"><span class="pre">pca</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_components</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">power_transform</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">label_fontsize</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">sklearn.decomposition._pca.PCA</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">matplotlib.figure.Figure</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span></dt>
 <dd><p>Performs Principal Component Analysis (PCA), visualizing the principal components that explain the most        variance between the different samples. The function will automatically plot Principal Component #1         with every other Principal Components calculated.
 :type samples: ‘all’ or list.
 :param samples: A list of the sample names and/or grouped sample names to be plotted.         All specified samples must be present in the CountFilter object.         To draw multiple replicates of the same condition in the same color, they can be grouped in an inner list.         Example input:         [[‘SAMPLE1A’, ‘SAMPLE1B’, ‘SAMPLE1C’], [‘SAMPLE2A’, ‘SAMPLE2B’, ‘SAMPLE2C’],’SAMPLE3’ , ‘SAMPLE6’]
@@ -1111,7 +1234,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 
 <dl class="py method">
 <dt class="sig sig-object py">
-<span class="sig-name descname"><span class="pre">plot_expression</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">features</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">count_unit</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'Reads</span> <span class="pre">per</span> <span class="pre">million'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">matplotlib.figure.Figure</span></span></span></dt>
+<span class="sig-name descname"><span class="pre">plot_expression</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">features</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">count_unit</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'Reads</span> <span class="pre">per</span> <span class="pre">million'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">matplotlib.figure.Figure</span></span></span></dt>
 <dd><p>Plot the average expression and standard error of the specified features under the specified conditions.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -1334,7 +1457,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <dl class="py method">
 <dt class="sig sig-object py">
 <span class="sig-name descname"><span class="pre">split_clicom</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">parameter_dicts</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">power_transform</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">bool</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">bool</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">bool</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">evidence_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.6666666666666666</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cluster_unclustered_features</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_cluster_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">15</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">plot_style</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'std_area'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'std_bar'</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">split_plots</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">gui_mode</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="rnalysis.filtering.CountFilter.html#rnalysis.filtering.CountFilter" title="rnalysis.filtering.CountFilter"><span class="pre">rnalysis.filtering.CountFilter</span></a><span class="p"><span class="pre">]</span></span></span></span></dt>
-<dd><p>Clusters the features in the CountFilter object using the modified CLICOM ensemble clustering algorithm         (Mimaroglu and Yagci 2012),         and then splits those features into multiple non-overlapping CountFilter objects,         based on the clustering result.         The CLICOM algorithm incorporates the results of multiple clustering solutions,         which can come from different clustering algorithms with differing clustering parameters,         and uses these clustering solutions to create a combined clustering solution.         Due to the nature of CLICOM, the number of clusters the data will be divided into is determined automatically.         This modified version of the CLICOM algorithm can also classify features as noise,         which does not belong in any discovered cluster.</p>
+<dd><p>Clusters the features in the CountFilter object using the modified CLICOM ensemble clustering algorithm         <a class="reference external" href="https://doi.org/10.1016/j.eswa.2011.08.059/">(Mimaroglu and Yagci 2012)</a>,         and then splits those features into multiple non-overlapping CountFilter objects,         based on the clustering result.         The CLICOM algorithm incorporates the results of multiple clustering solutions,         which can come from different clustering algorithms with differing clustering parameters,         and uses these clustering solutions to create a combined clustering solution.         Due to the nature of CLICOM, the number of clusters the data will be divided into is determined automatically.         This modified version of the CLICOM algorithm can also classify features as noise,         which does not belong in any discovered cluster.</p>
 <dl class="field-list">
 <dt class="field-odd">Parameters</dt>
 <dd class="field-odd"><ul class="simple">
@@ -1719,7 +1842,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>operator</strong> (<em>str: 'eq' / 'equals' / '='</em><em>, </em><em>'ct' / 'contains' / 'in'</em><em>, </em><em>'sw' / 'starts with'</em><em>, </em><em>'ew' / 'ends with'</em>) – the operator to filter the column by (equals, contains, starts with, ends with)</p></li>
 <li><p><strong>value</strong> (<em>number</em><em> (</em><em>int</em><em> or </em><em>float</em><em>)</em>) – the value to filter by</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -1746,7 +1869,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>function</strong> (<em>Callable</em><em> or </em><em>str</em><em> (</em><em>'logx' for base-x log of the data + 1</em><em>,         </em><em>'box-cox' for Box-Cox transform of the data + 1</em><em>, </em><em>'standardize' for standardization</em><em>)</em>) – The function or function name to be applied.</p></li>
 <li><p><strong>columns</strong> (<em>str</em><em> or </em><em>list of str</em><em> (</em><em>default='all'</em><em>)</em>) – The columns to which the transform should be applied.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 <li><p><strong>function_kwargs</strong> – Any additional keyworded arguments taken by the supplied function.</p></li>
 </ul>
 </dd>
@@ -1812,7 +1935,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 
 <dl class="py method">
 <dt class="sig sig-object py">
-<span class="sig-name descname"><span class="pre">violin_plot</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ylabel</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'$\\log_10$(normalized</span> <span class="pre">reads</span> <span class="pre">+</span> <span class="pre">1)'</span></span></em><span class="sig-paren">)</span></dt>
+<span class="sig-name descname"><span class="pre">violin_plot</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ylabel</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'$\\log_10$(normalized</span> <span class="pre">reads</span> <span class="pre">+</span> <span class="pre">1)'</span></span></em><span class="sig-paren">)</span></dt>
 <dd><p>Generates a violin plot of the specified samples in the CountFilter object in log10 scale.         Can plot both single samples and average multiple replicates.         It is recommended to use this function on normalized values and not on absolute read values.         Box inside the violin plot indicates 25% and 75% percentiles, and the white dot indicates the median.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -1859,7 +1982,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <dt class="sig sig-object py">
 <em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_from_string</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">msg</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">delimiter</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\n'</span></span></em><span class="sig-paren">)</span></dt>
 <dd><blockquote>
-<div><p>Takes a manual string input from the user, and then splits it using a delimiter into a list of values.
+<div><p>Takes a manual string input from the user, and then splits it using a delimiter into a list of values. 
 :param msg: a promprt to be printed to the user
 :param delimiter: the delimiter used to separate the values. Default is ‘</p>
 </div></blockquote>
@@ -2093,7 +2216,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>abslog2fc</strong> – The threshold absolute log2 fold change for filtering out a feature. Float or int.         All features whose absolute log2 fold change is lower than log2fc will be filtered out.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current DESeqFilter object. If False,         the function will return a new DESeqFilter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current DESeqFilter object. If False,         the function will return a new DESeqFilter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -2120,7 +2243,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>biotype</strong> (<em>string</em><em> or </em><em>list of strings</em>) – the biotypes which will not be filtered out.</p></li>
 <li><p><strong>ref</strong> – Name of the biotype reference file used to determine biotypes.         Default is the path defined by the user in the settings.yaml file.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -2209,7 +2332,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>direction</strong> – ‘pos’ or ‘neg’. If ‘pos’, will keep only features that have positive log2foldchange.         If ‘neg’, will keep only features that have negative log2foldchange.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current DESeqFilter object. If False,         the function will return a new DESeqFilter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current DESeqFilter object. If False,         the function will return a new DESeqFilter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -2245,7 +2368,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <p>:param columns:name/names of the columns to check for missing values.
 :type opposite: bool
 :param opposite: If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.
-:type inplace: bool
+:type inplace: bool (default=True)
 :param inplace: If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.
 :return: If ‘inplace’ is False, returns a new instance of the Filter object.</p>
 <dl class="field-list">
@@ -2274,7 +2397,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>percentile</strong> (<em>float between 0 and 1</em>) – The percentile that all features above it will be filtered out.</p></li>
 <li><p><strong>column</strong> (<em>str</em>) – Name of the DataFrame column according to which the filtering will be performed.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -2307,7 +2430,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>alpha</strong> – the significance threshold to determine which genes will be filtered. between 0 and 1.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current DESeqFilter object. If False,         the function will return a new DESeqFilter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current DESeqFilter object. If False,         the function will return a new DESeqFilter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -2343,7 +2466,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>ascending</strong> (<em>bool</em><em> or </em><em>list of bools</em><em> (</em><em>default=True</em><em>)</em>) – Sort ascending vs. descending. Specify list for multiple sort orders.         If this is a list of bools, it must have the same length as ‘by’.</p></li>
 <li><p><strong>na_position</strong> (<em>'first'</em><em> or </em><em>'last'</em><em>, </em><em>default 'last'</em>) – If ‘first’, puts NaNs at the beginning; if ‘last’, puts NaNs at the end.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -2567,7 +2690,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>operator</strong> (<em>str: 'gt' / 'greater than' / '&gt;'</em><em>, </em><em>'eq' / 'equals' / '='</em><em>, </em><em>'lt' / 'lesser than' / '&lt;'</em>) – the operator to filter the column by (greater than, equal or lesser than)</p></li>
 <li><p><strong>value</strong> (<em>float</em>) – the value to filter by</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -2869,7 +2992,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>operator</strong> (<em>str: 'eq' / 'equals' / '='</em><em>, </em><em>'ct' / 'contains' / 'in'</em><em>, </em><em>'sw' / 'starts with'</em><em>, </em><em>'ew' / 'ends with'</em>) – the operator to filter the column by (equals, contains, starts with, ends with)</p></li>
 <li><p><strong>value</strong> (<em>number</em><em> (</em><em>int</em><em> or </em><em>float</em><em>)</em>) – the value to filter by</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -2896,7 +3019,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>function</strong> (<em>Callable</em><em> or </em><em>str</em><em> (</em><em>'logx' for base-x log of the data + 1</em><em>,         </em><em>'box-cox' for Box-Cox transform of the data + 1</em><em>, </em><em>'standardize' for standardization</em><em>)</em>) – The function or function name to be applied.</p></li>
 <li><p><strong>columns</strong> (<em>str</em><em> or </em><em>list of str</em><em> (</em><em>default='all'</em><em>)</em>) – The columns to which the transform should be applied.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 <li><p><strong>function_kwargs</strong> – Any additional keyworded arguments taken by the supplied function.</p></li>
 </ul>
 </dd>
@@ -2997,7 +3120,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <dt class="sig sig-object py">
 <em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_from_string</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">msg</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">delimiter</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\n'</span></span></em><span class="sig-paren">)</span></dt>
 <dd><blockquote>
-<div><p>Takes a manual string input from the user, and then splits it using a delimiter into a list of values.
+<div><p>Takes a manual string input from the user, and then splits it using a delimiter into a list of values. 
 :param msg: a promprt to be printed to the user
 :param delimiter: the delimiter used to separate the values. Default is ‘</p>
 </div></blockquote>
@@ -3233,7 +3356,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>biotype</strong> (<em>string</em><em> or </em><em>list of strings</em>) – the biotypes which will not be filtered out.</p></li>
 <li><p><strong>ref</strong> – Name of the biotype reference file used to determine biotypes.         Default is the path defined by the user in the settings.yaml file.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -3322,7 +3445,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <p>:param columns:name/names of the columns to check for missing values.
 :type opposite: bool
 :param opposite: If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.
-:type inplace: bool
+:type inplace: bool (default=True)
 :param inplace: If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.
 :return: If ‘inplace’ is False, returns a new instance of the Filter object.</p>
 <dl class="field-list">
@@ -3351,7 +3474,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>percentile</strong> (<em>float between 0 and 1</em>) – The percentile that all features above it will be filtered out.</p></li>
 <li><p><strong>column</strong> (<em>str</em>) – Name of the DataFrame column according to which the filtering will be performed.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -3387,7 +3510,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>ascending</strong> (<em>bool</em><em> or </em><em>list of bools</em><em> (</em><em>default=True</em><em>)</em>) – Sort ascending vs. descending. Specify list for multiple sort orders.         If this is a list of bools, it must have the same length as ‘by’.</p></li>
 <li><p><strong>na_position</strong> (<em>'first'</em><em> or </em><em>'last'</em><em>, </em><em>default 'last'</em>) – If ‘first’, puts NaNs at the beginning; if ‘last’, puts NaNs at the end.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -3606,7 +3729,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>operator</strong> (<em>str: 'gt' / 'greater than' / '&gt;'</em><em>, </em><em>'eq' / 'equals' / '='</em><em>, </em><em>'lt' / 'lesser than' / '&lt;'</em>) – the operator to filter the column by (greater than, equal or lesser than)</p></li>
 <li><p><strong>value</strong> (<em>float</em>) – the value to filter by</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -3879,7 +4002,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>operator</strong> (<em>str: 'eq' / 'equals' / '='</em><em>, </em><em>'ct' / 'contains' / 'in'</em><em>, </em><em>'sw' / 'starts with'</em><em>, </em><em>'ew' / 'ends with'</em>) – the operator to filter the column by (equals, contains, starts with, ends with)</p></li>
 <li><p><strong>value</strong> (<em>number</em><em> (</em><em>int</em><em> or </em><em>float</em><em>)</em>) – the value to filter by</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -3906,7 +4029,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>function</strong> (<em>Callable</em><em> or </em><em>str</em><em> (</em><em>'logx' for base-x log of the data + 1</em><em>,         </em><em>'box-cox' for Box-Cox transform of the data + 1</em><em>, </em><em>'standardize' for standardization</em><em>)</em>) – The function or function name to be applied.</p></li>
 <li><p><strong>columns</strong> (<em>str</em><em> or </em><em>list of str</em><em> (</em><em>default='all'</em><em>)</em>) – The columns to which the transform should be applied.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 <li><p><strong>function_kwargs</strong> – Any additional keyworded arguments taken by the supplied function.</p></li>
 </ul>
 </dd>
@@ -3997,7 +4120,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <dt class="sig sig-object py">
 <em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_from_string</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">msg</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">delimiter</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'\n'</span></span></em><span class="sig-paren">)</span></dt>
 <dd><blockquote>
-<div><p>Takes a manual string input from the user, and then splits it using a delimiter into a list of values.
+<div><p>Takes a manual string input from the user, and then splits it using a delimiter into a list of values. 
 :param msg: a promprt to be printed to the user
 :param delimiter: the delimiter used to separate the values. Default is ‘</p>
 </div></blockquote>
@@ -4237,7 +4360,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>abslog2fc</strong> – The threshold absolute log2 fold change for filtering out a feature. Float or int.         All features whose absolute log2 fold change is lower than log2fc will be filtered out.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current FoldChangeFilter object. If False,         the function will return a new FoldChangeFilter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current FoldChangeFilter object. If False,         the function will return a new FoldChangeFilter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -4264,7 +4387,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>biotype</strong> (<em>string</em><em> or </em><em>list of strings</em>) – the biotypes which will not be filtered out.</p></li>
 <li><p><strong>ref</strong> – Name of the biotype reference file used to determine biotypes.         Default is the path defined by the user in the settings.yaml file.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -4353,7 +4476,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>direction</strong> – ‘pos’ or ‘neg’. If ‘pos’, will keep only features that have positive log2foldchange.         If ‘neg’, will keep only features that have negative log2foldchange.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current FoldChangeFilter object. If False,         the function will return a new FoldChangeFilter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current FoldChangeFilter object. If False,         the function will return a new FoldChangeFilter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -4392,7 +4515,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <p>:param columns:name/names of the columns to check for missing values.
 :type opposite: bool
 :param opposite: If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.
-:type inplace: bool
+:type inplace: bool (default=True)
 :param inplace: If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.
 :return: If ‘inplace’ is False, returns a new instance of the Filter object.</p>
 <dl class="field-list">
@@ -4421,7 +4544,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>percentile</strong> (<em>float between 0 and 1</em>) – The percentile that all features above it will be filtered out.</p></li>
 <li><p><strong>column</strong> (<em>str</em>) – Name of the DataFrame column according to which the filtering will be performed.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -4457,7 +4580,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>ascending</strong> (<em>bool</em><em> or </em><em>list of bools</em><em> (</em><em>default=True</em><em>)</em>) – Sort ascending vs. descending. Specify list for multiple sort orders.         If this is a list of bools, it must have the same length as ‘by’.</p></li>
 <li><p><strong>na_position</strong> (<em>'first'</em><em> or </em><em>'last'</em><em>, </em><em>default 'last'</em>) – If ‘first’, puts NaNs at the beginning; if ‘last’, puts NaNs at the end.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -4675,7 +4798,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>operator</strong> (<em>str: 'gt' / 'greater than' / '&gt;'</em><em>, </em><em>'eq' / 'equals' / '='</em><em>, </em><em>'lt' / 'lesser than' / '&lt;'</em>) – the operator to filter the column by (greater than, equal or lesser than)</p></li>
 <li><p><strong>value</strong> (<em>float</em>) – the value to filter by</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -5015,7 +5138,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>operator</strong> (<em>str: 'eq' / 'equals' / '='</em><em>, </em><em>'ct' / 'contains' / 'in'</em><em>, </em><em>'sw' / 'starts with'</em><em>, </em><em>'ew' / 'ends with'</em>) – the operator to filter the column by (equals, contains, starts with, ends with)</p></li>
 <li><p><strong>value</strong> (<em>number</em><em> (</em><em>int</em><em> or </em><em>float</em><em>)</em>) – the value to filter by</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -5042,7 +5165,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>function</strong> (<em>Callable</em><em> or </em><em>str</em><em> (</em><em>'logx' for base-x log of the data + 1</em><em>,         </em><em>'box-cox' for Box-Cox transform of the data + 1</em><em>, </em><em>'standardize' for standardization</em><em>)</em>) – The function or function name to be applied.</p></li>
 <li><p><strong>columns</strong> (<em>str</em><em> or </em><em>list of str</em><em> (</em><em>default='all'</em><em>)</em>) – The columns to which the transform should be applied.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 <li><p><strong>function_kwargs</strong> – Any additional keyworded arguments taken by the supplied function.</p></li>
 </ul>
 </dd>
@@ -5224,7 +5347,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <dl class="py method">
 <dt class="sig sig-object py">
 <span class="sig-name descname"><span class="pre">add_function</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">func</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">function</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span></dt>
-<dd><p>Add a function to the pipeline. Arguments can be stated with or without the correspoding keywords.         For example: Pipeline.add_function(‘sort’, ‘columnName’, ascending=False, na_position=’first’).         Pipelines support virtually all functions in the filtering module, including         filtering functions, normalization functions, splitting functions and plotting functions.         Do not include the ‘inplace’ argument when adding functions to a pipeline; instead,         include it when applying the pipeline to a Filter object using Pipeline.apply_to().
+<dd><p>Add a function to the pipeline. Arguments can be stated with or without the correspoding keywords.         For example: Pipeline.add_function(‘sort’, ‘columnName’, ascending=False, na_position=’first’).         Pipelines support virtually all functions in the filtering module, including         filtering functions, normalization functions, splitting functions and plotting functions.         Do not include the ‘inplace’ argument when adding functions to a pipeline; instead,         include it when applying the pipeline to a Filter object using Pipeline.apply_to(). 
 :param func: function to be added
 :type func: function or name of function from the filtering module
 :param args: unkeyworded arguments for the added function in their natural order. For example: 0.1, True
@@ -6771,7 +6894,7 @@ <h2>rnalysis.utils module<a class="headerlink" href="#rnalysis-utils-module" tit
   Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
     <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
-
+   
 
 </footer>
         </div>
@@ -6782,7 +6905,7 @@ <h2>rnalysis.utils module<a class="headerlink" href="#rnalysis-utils-module" tit
       jQuery(function () {
           SphinxRtdTheme.Navigation.enable(true);
       });
-  </script>
+  </script> 
 
 </body>
-</html>
+</html>
\ No newline at end of file
diff --git a/docs/build/contributing.html b/docs/build/contributing.html
index 7957a061e..2b50da90e 100644
--- a/docs/build/contributing.html
+++ b/docs/build/contributing.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Contributing &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>Contributing &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
     <link rel="shortcut icon" href="_static/favicon.ico"/>
diff --git a/docs/build/genindex.html b/docs/build/genindex.html
index 73d0e519e..780a9b44e 100644
--- a/docs/build/genindex.html
+++ b/docs/build/genindex.html
@@ -3,14 +3,14 @@
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Index &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>Index &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
     <link rel="shortcut icon" href="_static/favicon.ico"/>
   <!--[if lt IE 9]>
     <script src="_static/js/html5shiv.min.js"></script>
   <![endif]-->
-
+  
         <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
         <script src="_static/jquery.js"></script>
         <script src="_static/underscore.js"></script>
@@ -18,10 +18,10 @@
         <script src="_static/copybutton.js"></script>
     <script src="_static/js/theme.js"></script>
     <link rel="index" title="Index" href="#" />
-    <link rel="search" title="Search" href="search.html" />
+    <link rel="search" title="Search" href="search.html" /> 
 </head>
 
-<body class="wy-body-for-nav">
+<body class="wy-body-for-nav"> 
   <div class="wy-grid-for-nav">
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
@@ -91,7 +91,7 @@
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-
+             
 
 <h1 id="index">Index</h1>
 
@@ -115,7 +115,7 @@ <h1 id="index">Index</h1>
  | <a href="#T"><strong>T</strong></a>
  | <a href="#U"><strong>U</strong></a>
  | <a href="#V"><strong>V</strong></a>
-
+ 
 </div>
 <h2 id="_">_</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
@@ -440,6 +440,8 @@ <h2 id="K">K</h2>
 <h2 id="M">M</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="rnalysis.filtering.CountFilter.ma_plot.html#rnalysis.filtering.CountFilter.ma_plot">ma_plot() (rnalysis.filtering.CountFilter method)</a>
+</li>
       <li><a href="rnalysis.filtering.CountFilter.majority_vote_intersection.html#rnalysis.filtering.CountFilter.majority_vote_intersection">majority_vote_intersection() (rnalysis.filtering.CountFilter method)</a>
 
       <ul>
@@ -475,12 +477,22 @@ <h2 id="N">N</h2>
         <li><a href="rnalysis.enrichment.RankedSet.non_categorical_enrichment.html#rnalysis.enrichment.RankedSet.non_categorical_enrichment">(rnalysis.enrichment.RankedSet method)</a>
 </li>
       </ul></li>
-      <li><a href="rnalysis.filtering.CountFilter.normalize_to_rpm.html#rnalysis.filtering.CountFilter.normalize_to_rpm">normalize_to_rpm_htseqcount() (rnalysis.filtering.CountFilter method)</a>
+      <li><a href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html#rnalysis.filtering.CountFilter.normalize_median_of_ratios">normalize_median_of_ratios() (rnalysis.filtering.CountFilter method)</a>
 </li>
-      <li><a href="rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html#rnalysis.filtering.CountFilter.normalize_with_scaling_factors">normalize_with_scaling_factors() (rnalysis.filtering.CountFilter method)</a>
+      <li><a href="rnalysis.filtering.CountFilter.normalize_rle.html#rnalysis.filtering.CountFilter.normalize_rle">normalize_rle() (rnalysis.filtering.CountFilter method)</a>
+</li>
+      <li><a href="rnalysis.filtering.CountFilter.normalize_tmm.html#rnalysis.filtering.CountFilter.normalize_tmm">normalize_tmm() (rnalysis.filtering.CountFilter method)</a>
+</li>
+      <li><a href="rnalysis.filtering.CountFilter.normalize_to_quantile.html#rnalysis.filtering.CountFilter.normalize_to_quantile">normalize_to_quantile() (rnalysis.filtering.CountFilter method)</a>
 </li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="rnalysis.filtering.CountFilter.normalize_to_rpm.html#rnalysis.filtering.CountFilter.normalize_to_rpm">normalize_to_rpm() (rnalysis.filtering.CountFilter method)</a>
+</li>
+      <li><a href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html#rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount">normalize_to_rpm_htseqcount() (rnalysis.filtering.CountFilter method)</a>
+</li>
+      <li><a href="rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html#rnalysis.filtering.CountFilter.normalize_with_scaling_factors">normalize_with_scaling_factors() (rnalysis.filtering.CountFilter method)</a>
+</li>
       <li><a href="rnalysis.filtering.CountFilter.number_filters.html#rnalysis.filtering.CountFilter.number_filters">number_filters() (rnalysis.filtering.CountFilter method)</a>
 
       <ul>
@@ -772,7 +784,7 @@ <h2 id="V">V</h2>
   Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
     <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
-
+   
 
 </footer>
         </div>
@@ -783,7 +795,7 @@ <h2 id="V">V</h2>
       jQuery(function () {
           SphinxRtdTheme.Navigation.enable(true);
       });
-  </script>
+  </script> 
 
 </body>
-</html>
+</html>
\ No newline at end of file
diff --git a/docs/build/glossary.html b/docs/build/glossary.html
index 441d05452..e3df52364 100644
--- a/docs/build/glossary.html
+++ b/docs/build/glossary.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Glossary &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>Glossary &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
     <link rel="shortcut icon" href="_static/favicon.ico"/>
diff --git a/docs/build/history.html b/docs/build/history.html
index 0a915c429..c8f2d21c0 100644
--- a/docs/build/history.html
+++ b/docs/build/history.html
@@ -4,14 +4,14 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>History &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>History &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
     <link rel="shortcut icon" href="_static/favicon.ico"/>
   <!--[if lt IE 9]>
     <script src="_static/js/html5shiv.min.js"></script>
   <![endif]-->
-
+  
         <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
         <script src="_static/jquery.js"></script>
         <script src="_static/underscore.js"></script>
@@ -21,10 +21,10 @@
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="rnalysis.filtering" href="rnalysis.filtering.html" />
-    <link rel="prev" title="Glossary" href="glossary.html" />
+    <link rel="prev" title="Glossary" href="glossary.html" /> 
 </head>
 
-<body class="wy-body-for-nav">
+<body class="wy-body-for-nav"> 
   <div class="wy-grid-for-nav">
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
@@ -59,54 +59,60 @@
 <p class="caption" role="heading"><span class="caption-text">Change history:</span></p>
 <ul class="current">
 <li class="toctree-l1 current"><a class="current reference internal" href="#">History</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="#id1">3.0.1 (2022-10-12)</a></li>
-<li class="toctree-l2"><a class="reference internal" href="#id2">3.0.0 (2022-10-10)</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#id1">3.1.0 (2022-10-16)</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="#added">Added</a></li>
 <li class="toctree-l3"><a class="reference internal" href="#changed">Changed</a></li>
 <li class="toctree-l3"><a class="reference internal" href="#fixed">Fixed</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="#id3">2.1.1 (2022-07-05)</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="#id4">Changed</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#id2">3.0.1 (2022-10-12)</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#id3">3.0.0 (2022-10-10)</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#id4">Added</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#id5">Changed</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#id6">Fixed</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="#id5">2.1.0 (2022-04-16)</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="#id6">Added</a></li>
-<li class="toctree-l3"><a class="reference internal" href="#id7">Changed</a></li>
-<li class="toctree-l3"><a class="reference internal" href="#id8">Fixed</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#id7">2.1.1 (2022-07-05)</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#id8">Changed</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="#id9">2.0.1 (2022-04-02)</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#id9">2.1.0 (2022-04-16)</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="#id10">Added</a></li>
 <li class="toctree-l3"><a class="reference internal" href="#id11">Changed</a></li>
 <li class="toctree-l3"><a class="reference internal" href="#id12">Fixed</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="#id13">2.0.0 (2021-12-05)</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#id13">2.0.1 (2022-04-02)</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="#id14">Added</a></li>
 <li class="toctree-l3"><a class="reference internal" href="#id15">Changed</a></li>
 <li class="toctree-l3"><a class="reference internal" href="#id16">Fixed</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="#id17">1.3.5 (2020-05-27)</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#id17">2.0.0 (2021-12-05)</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="#id18">Added</a></li>
 <li class="toctree-l3"><a class="reference internal" href="#id19">Changed</a></li>
 <li class="toctree-l3"><a class="reference internal" href="#id20">Fixed</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="#id21">1.3.4 (2020-04-07)</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="#id22">Changed</a></li>
-<li class="toctree-l3"><a class="reference internal" href="#id23">Fixed</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#id21">1.3.5 (2020-05-27)</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#id22">Added</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#id23">Changed</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#id24">Fixed</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="#id24">1.3.3 (2020-03-28)</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="#id25">Added</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#id25">1.3.4 (2020-04-07)</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="#id26">Changed</a></li>
 <li class="toctree-l3"><a class="reference internal" href="#id27">Fixed</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="#id28">1.3.3 (2020-03-28)</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#id29">Added</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#id30">Changed</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#id31">Fixed</a></li>
 <li class="toctree-l3"><a class="reference internal" href="#removed">Removed</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="#id28">1.3.2 (2019-12-11)</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#id32">1.3.2 (2019-12-11)</a></li>
 </ul>
 </li>
 </ul>
@@ -145,30 +151,55 @@
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-
+             
   <section id="history">
 <h1>History<a class="headerlink" href="#history" title="Permalink to this headline"></a></h1>
 <section id="id1">
-<h2>3.0.1 (2022-10-12)<a class="headerlink" href="#id1" title="Permalink to this headline"></a></h2>
+<h2>3.1.0 (2022-10-16)<a class="headerlink" href="#id1" title="Permalink to this headline"></a></h2>
 <ul class="simple">
-<li><p>This version fixes a bug with displaying the tutorial videos in the graphical user interface.</p></li>
+<li><p>This version introduces new count matrix normalization methods, as well as MA plots and minor bug fixes.</p></li>
+</ul>
+<section id="added">
+<h3>Added<a class="headerlink" href="#added" title="Permalink to this headline"></a></h3>
+<ul class="simple">
+<li><p>Added the visualization function ma_plot() for CountFilter</p></li>
+<li><p>Added functions for the normalization functions Relative Log Ratio (RLE), Trimmed Mean of M-values (TMM), Median of Ratios (MRN), Quantile normalization (quantile)</p></li>
+</ul>
+</section>
+<section id="changed">
+<h3>Changed<a class="headerlink" href="#changed" title="Permalink to this headline"></a></h3>
+<ul class="simple">
+<li><p>CountFilter.normalize_to_rpm() was renamed to CountFilter.normalize_to_rpm_htseqcount(), and was supplemented by the more general function for normalizing to Reads Per Million CountFilter.normalize_to_rpm()</p></li>
 </ul>
 </section>
+<section id="fixed">
+<h3>Fixed<a class="headerlink" href="#fixed" title="Permalink to this headline"></a></h3>
+<ul class="simple">
+<li><p>Fixed a bug where some elements of the graphical user interface would not display correctly</p></li>
+</ul>
+</section>
+</section>
 <section id="id2">
-<h2>3.0.0 (2022-10-10)<a class="headerlink" href="#id2" title="Permalink to this headline"></a></h2>
+<h2>3.0.1 (2022-10-12)<a class="headerlink" href="#id2" title="Permalink to this headline"></a></h2>
+<ul class="simple">
+<li><p>This version fixes a bug with displaying the tutorial videos in the graphical user interface.</p></li>
+</ul>
+</section>
+<section id="id3">
+<h2>3.0.0 (2022-10-10)<a class="headerlink" href="#id3" title="Permalink to this headline"></a></h2>
 <ul class="simple">
 <li><p>This version introduces a graphical user interface for RNAlysis, as well as new functions for KEGG Pathways enrichment analysis.</p></li>
 </ul>
-<section id="added">
-<h3>Added<a class="headerlink" href="#added" title="Permalink to this headline"></a></h3>
+<section id="id4">
+<h3>Added<a class="headerlink" href="#id4" title="Permalink to this headline"></a></h3>
 <ul class="simple">
 <li><p>RNAlysis now includes a graphical user interface</p></li>
 <li><p>Pipelines can now be imported and exported</p></li>
 <li><p>Enrichment and single-set-enrichment for KEGG pathway data</p></li>
 </ul>
 </section>
-<section id="changed">
-<h3>Changed<a class="headerlink" href="#changed" title="Permalink to this headline"></a></h3>
+<section id="id5">
+<h3>Changed<a class="headerlink" href="#id5" title="Permalink to this headline"></a></h3>
 <ul class="simple">
 <li><p>Added function FeatureSet.user_defined_enrichment(), which will replace FeatureSet.enrich_hypergeometric() and FeatureSet.enrich_randomization()</p></li>
 <li><p>Updated signature of enrichment.venn_diagram</p></li>
@@ -178,21 +209,21 @@ <h3>Changed<a class="headerlink" href="#changed" title="Permalink to this headli
 <li><p>Changed signature of CountFilter.pca, CountFilter.box_plot, CountFilter.enhanced_box_plot, CountFilter.clustergram, and CountFilter.pairplot to ensure consistency among visualization functions.</p></li>
 </ul>
 </section>
-<section id="fixed">
-<h3>Fixed<a class="headerlink" href="#fixed" title="Permalink to this headline"></a></h3>
+<section id="id6">
+<h3>Fixed<a class="headerlink" href="#id6" title="Permalink to this headline"></a></h3>
 <ul class="simple">
 <li><p>enrichment.venn_diagram can now be plotted with outlines when the circles are unweighted</p></li>
 <li><p>Fixed bug in Pipeline.apply_to() where a Filter object would be returned even when the Pipeline was applied inplace</p></li>
 </ul>
 </section>
 </section>
-<section id="id3">
-<h2>2.1.1 (2022-07-05)<a class="headerlink" href="#id3" title="Permalink to this headline"></a></h2>
+<section id="id7">
+<h2>2.1.1 (2022-07-05)<a class="headerlink" href="#id7" title="Permalink to this headline"></a></h2>
 <ul class="simple">
 <li><p>This version fixes issues with running GO enrichment that resulted from recent changes to UniProt’s API.  Moreover, this version slightly improves the performance of some functions.</p></li>
 </ul>
-<section id="id4">
-<h3>Changed<a class="headerlink" href="#id4" title="Permalink to this headline"></a></h3>
+<section id="id8">
+<h3>Changed<a class="headerlink" href="#id8" title="Permalink to this headline"></a></h3>
 <ul class="simple">
 <li><p>Fixed issues with running GO enrichment that resulted from changes to UniProt’s API.</p></li>
 <li><p>Some functions that fetch annotations now cache their results, leading to improved runtimes.</p></li>
@@ -200,61 +231,61 @@ <h3>Changed<a class="headerlink" href="#id4" title="Permalink to this headline">
 </ul>
 </section>
 </section>
-<section id="id5">
-<h2>2.1.0 (2022-04-16)<a class="headerlink" href="#id5" title="Permalink to this headline"></a></h2>
+<section id="id9">
+<h2>2.1.0 (2022-04-16)<a class="headerlink" href="#id9" title="Permalink to this headline"></a></h2>
 <ul class="simple">
 <li><p>This version introduces multiple new features, as well as generally improved graphs and quality-of-life changes.</p></li>
 </ul>
-<section id="id6">
-<h3>Added<a class="headerlink" href="#id6" title="Permalink to this headline"></a></h3>
+<section id="id10">
+<h3>Added<a class="headerlink" href="#id10" title="Permalink to this headline"></a></h3>
 <ul class="simple">
 <li><p>GO enrichment can now generate Ontology Graphs for the statistically significant GO terms.</p></li>
 <li><p>Added CountFilter.split_clicom(), an implementation of the CLICOM ensemble-based clustering method (Mimaroglu and Yagci 2012).</p></li>
 <li><p>Added Filter.transform(), a method that can transform your data tables with either predefined or user-defined transformations.</p></li>
 </ul>
 </section>
-<section id="id7">
-<h3>Changed<a class="headerlink" href="#id7" title="Permalink to this headline"></a></h3>
+<section id="id11">
+<h3>Changed<a class="headerlink" href="#id11" title="Permalink to this headline"></a></h3>
 <ul class="simple">
 <li><p>CountFilter.pairplot() now uses a logarithmic scale by default.</p></li>
 <li><p>Visually improved the graphs generated by many functions, including CountFilter.pairplot() and CountFilter.plot_expression().</p></li>
 <li><p>The clusters resulting from all clustering functions are now sorted by size instead of being sorted randomly.</p></li>
 </ul>
 </section>
-<section id="id8">
-<h3>Fixed<a class="headerlink" href="#id8" title="Permalink to this headline"></a></h3>
+<section id="id12">
+<h3>Fixed<a class="headerlink" href="#id12" title="Permalink to this headline"></a></h3>
 <ul class="simple">
 <li><p>Minor bug fixes.</p></li>
 </ul>
 </section>
 </section>
-<section id="id9">
-<h2>2.0.1 (2022-04-02)<a class="headerlink" href="#id9" title="Permalink to this headline"></a></h2>
+<section id="id13">
+<h2>2.0.1 (2022-04-02)<a class="headerlink" href="#id13" title="Permalink to this headline"></a></h2>
 <ul class="simple">
 <li><p>This version introduces small bug fixes, as well as a new function in the Filtering module.</p></li>
 </ul>
-<section id="id10">
-<h3>Added<a class="headerlink" href="#id10" title="Permalink to this headline"></a></h3>
+<section id="id14">
+<h3>Added<a class="headerlink" href="#id14" title="Permalink to this headline"></a></h3>
 <ul class="simple">
 <li><p>Added Filter.majority_vote_intersection(), which returns a set/string of the features that appear in at least (majority_threhold * 100)% of the given Filter objects/sets.</p></li>
 </ul>
 </section>
-<section id="id11">
-<h3>Changed<a class="headerlink" href="#id11" title="Permalink to this headline"></a></h3>
+<section id="id15">
+<h3>Changed<a class="headerlink" href="#id15" title="Permalink to this headline"></a></h3>
 <ul class="simple">
 <li><p>When mapping/inferring taxon IDs during GO enrichment analysis, organisms will now be prioritized based on their taxon ID values (numerically lower IDs will be considered to be more relevant).</p></li>
 </ul>
 </section>
-<section id="id12">
-<h3>Fixed<a class="headerlink" href="#id12" title="Permalink to this headline"></a></h3>
+<section id="id16">
+<h3>Fixed<a class="headerlink" href="#id16" title="Permalink to this headline"></a></h3>
 <ul class="simple">
 <li><p>Fixed bug that occured when mapping/inferring taxon IDs during GO enrichment analysis, where integer taxon IDs would be matched by name similarity before trying an exact ID match, leading to spurious matches.</p></li>
 <li><p>Fixed bug that occursed when plotting clustering results with style=’all’ on Python 3.8.</p></li>
 </ul>
 </section>
 </section>
-<section id="id13">
-<h2>2.0.0 (2021-12-05)<a class="headerlink" href="#id13" title="Permalink to this headline"></a></h2>
+<section id="id17">
+<h2>2.0.0 (2021-12-05)<a class="headerlink" href="#id17" title="Permalink to this headline"></a></h2>
 <ul class="simple">
 <li><p>This version introduces new method to cluster your read count matrices, including K-Means/Medoids clustering, Hierarchical clustering, and HDBSCAN.</p></li>
 <li><p>This version introduces many new ways to perform enrichment analysis and to visualize your results, including highly customizable GO Enrichment, enrichment based on ranked lists of genes, and enrichment for non-categorical attributes.</p></li>
@@ -262,8 +293,8 @@ <h2>2.0.0 (2021-12-05)<a class="headerlink" href="#id13" title="Permalink to thi
 <li><p>This version improves the performance of many functions in RNAlysis, and in particular the performance of randomization tests.</p></li>
 <li><p>This version includes changes to names and signatures of some functions in the module, as elaborated below.</p></li>
 </ul>
-<section id="id14">
-<h3>Added<a class="headerlink" href="#id14" title="Permalink to this headline"></a></h3>
+<section id="id18">
+<h3>Added<a class="headerlink" href="#id18" title="Permalink to this headline"></a></h3>
 <ul class="simple">
 <li><p>Added class Pipeline to filtering module, which applies a series of filter functions to specified Filter objects.</p></li>
 <li><p>Added CountFilter.split_kmeans(), CountFilter.split_kmedoids(), CountFilter.split_hierarchical() and CountFilter.split_hdbscan(), which split your read count matrices into clusters with similar expression patterns.</p></li>
@@ -275,8 +306,8 @@ <h3>Added<a class="headerlink" href="#id14" title="Permalink to this headline">
 <li><p>Added FeatureSet.change_set_name(), to give a new ‘set_name’ to a FeatureSet object.</p></li>
 </ul>
 </section>
-<section id="id15">
-<h3>Changed<a class="headerlink" href="#id15" title="Permalink to this headline"></a></h3>
+<section id="id19">
+<h3>Changed<a class="headerlink" href="#id19" title="Permalink to this headline"></a></h3>
 <ul class="simple">
 <li><p>FeatureSet.enrich_randomization_parallel() was deprecated. Instead, you can compute your enrichment analysis with parallel computing by calling FeatureSet.enrich_randomization() with the argument ‘parallel_processing=True’. Moreover, parallel session will now start automatically if one was not already active.</p></li>
 <li><p>Improved running time of enrich_randomization() about six-fold.</p></li>
@@ -293,8 +324,8 @@ <h3>Changed<a class="headerlink" href="#id15" title="Permalink to this headline"
 <li><p>Filter.biotypes() and FeatureSet.biotypes() now count features which do not appear in the Biotype Reference Table as ‘_missing_from_biotype_reference’ instead of ‘not_in_biotype_reference’.</p></li>
 </ul>
 </section>
-<section id="id16">
-<h3>Fixed<a class="headerlink" href="#id16" title="Permalink to this headline"></a></h3>
+<section id="id20">
+<h3>Fixed<a class="headerlink" href="#id20" title="Permalink to this headline"></a></h3>
 <ul class="simple">
 <li><p>Updated type-hinting of specific functions.</p></li>
 <li><p>Filter.biotypes() and FeatureSet.biotypes() now support Biotype Reference Tables with different column names.</p></li>
@@ -305,20 +336,20 @@ <h3>Fixed<a class="headerlink" href="#id16" title="Permalink to this headline">
 </ul>
 </section>
 </section>
-<section id="id17">
-<h2>1.3.5 (2020-05-27)<a class="headerlink" href="#id17" title="Permalink to this headline"></a></h2>
+<section id="id21">
+<h2>1.3.5 (2020-05-27)<a class="headerlink" href="#id21" title="Permalink to this headline"></a></h2>
 <ul class="simple">
 <li><p>This version introduces minor bug fixes and a few more visualization options.</p></li>
 </ul>
-<section id="id18">
-<h3>Added<a class="headerlink" href="#id18" title="Permalink to this headline"></a></h3>
+<section id="id22">
+<h3>Added<a class="headerlink" href="#id22" title="Permalink to this headline"></a></h3>
 <ul class="simple">
 <li><p>Added Filter.filter_missing_values(), which can remove rows with NaN values in some (or all) columns.</p></li>
 <li><p>Added the visualization function CountFilter.box_plot().</p></li>
 </ul>
 </section>
-<section id="id19">
-<h3>Changed<a class="headerlink" href="#id19" title="Permalink to this headline"></a></h3>
+<section id="id23">
+<h3>Changed<a class="headerlink" href="#id23" title="Permalink to this headline"></a></h3>
 <ul class="simple">
 <li><p>Updated docstrings and printouts of several functions.</p></li>
 <li><p>Slightly improved speed and performance across the board.</p></li>
@@ -327,8 +358,8 @@ <h3>Changed<a class="headerlink" href="#id19" title="Permalink to this headline"
 <li><p>Enrichment randomization functions can now return the matplotlib Figure object, in addition to the results table.</p></li>
 </ul>
 </section>
-<section id="id20">
-<h3>Fixed<a class="headerlink" href="#id20" title="Permalink to this headline"></a></h3>
+<section id="id24">
+<h3>Fixed<a class="headerlink" href="#id24" title="Permalink to this headline"></a></h3>
 <ul class="simple">
 <li><p>Fixed DepracationWarning on parsing functions from the general module.</p></li>
 <li><p>Fixed bug where saving csv files on Linux systems would save the files under the wrong directory.</p></li>
@@ -338,31 +369,31 @@ <h3>Fixed<a class="headerlink" href="#id20" title="Permalink to this headline">
 </ul>
 </section>
 </section>
-<section id="id21">
-<h2>1.3.4 (2020-04-07)<a class="headerlink" href="#id21" title="Permalink to this headline"></a></h2>
+<section id="id25">
+<h2>1.3.4 (2020-04-07)<a class="headerlink" href="#id25" title="Permalink to this headline"></a></h2>
 <ul class="simple">
 <li><p>This version fixed a bug that prevented installation of the package.</p></li>
 </ul>
-<section id="id22">
-<h3>Changed<a class="headerlink" href="#id22" title="Permalink to this headline"></a></h3>
+<section id="id26">
+<h3>Changed<a class="headerlink" href="#id26" title="Permalink to this headline"></a></h3>
 <ul class="simple">
 <li><p>Updated docstrings and printouts of several functions</p></li>
 </ul>
 </section>
-<section id="id23">
-<h3>Fixed<a class="headerlink" href="#id23" title="Permalink to this headline"></a></h3>
+<section id="id27">
+<h3>Fixed<a class="headerlink" href="#id27" title="Permalink to this headline"></a></h3>
 <ul class="simple">
 <li><p>Fixed a bug with installation of the previous version</p></li>
 </ul>
 </section>
 </section>
-<section id="id24">
-<h2>1.3.3 (2020-03-28)<a class="headerlink" href="#id24" title="Permalink to this headline"></a></h2>
+<section id="id28">
+<h2>1.3.3 (2020-03-28)<a class="headerlink" href="#id28" title="Permalink to this headline"></a></h2>
 <ul class="simple">
 <li><p>First stable release on PyPI.</p></li>
 </ul>
-<section id="id25">
-<h3>Added<a class="headerlink" href="#id25" title="Permalink to this headline"></a></h3>
+<section id="id29">
+<h3>Added<a class="headerlink" href="#id29" title="Permalink to this headline"></a></h3>
 <ul class="simple">
 <li><p>Added Filter.sort(), and upgraded the functionality of Filter.filter_top_n().</p></li>
 <li><p>Added UpSet plots and Venn diagrams to enrichment module.</p></li>
@@ -374,8 +405,8 @@ <h3>Added<a class="headerlink" href="#id25" title="Permalink to this headline">
 <li><p>Added code examples to the user guide and to the docstrings of most functions.</p></li>
 </ul>
 </section>
-<section id="id26">
-<h3>Changed<a class="headerlink" href="#id26" title="Permalink to this headline"></a></h3>
+<section id="id30">
+<h3>Changed<a class="headerlink" href="#id30" title="Permalink to this headline"></a></h3>
 <ul class="simple">
 <li><p>Changed argument order and default values in filtering.CountFilter.from_folder().</p></li>
 <li><p>Changed default title in scatter_sample_vs_sample().</p></li>
@@ -389,12 +420,12 @@ <h3>Changed<a class="headerlink" href="#id26" title="Permalink to this headline"
 <li><p>Renamed ‘Filter.filter_by_ref_table_attr()’ to ‘Filter.filter_by_attribute()’.</p></li>
 <li><p>Renamed ‘Filter.split_by_ref_table_attr()’ to ‘Filter.split_by_attribute()’.</p></li>
 <li><p>Renamed ‘Filter.norm_reads_with_size_factor()’ to ‘Filter.normalize_with_scaling_factors()’. It can now use any set of scaling factors to normalize libraries.</p></li>
-<li><p>Renamed ‘Filter.norm_reads_to_rpm()’ to ‘Filter.normalize_to_rpm_htseqcount()’.</p></li>
+<li><p>Renamed ‘Filter.norm_reads_to_rpm()’ to ‘Filter.normalize_to_rpm()’.</p></li>
 <li><p>Made some functions in the general module hidden.</p></li>
 </ul>
 </section>
-<section id="id27">
-<h3>Fixed<a class="headerlink" href="#id27" title="Permalink to this headline"></a></h3>
+<section id="id31">
+<h3>Fixed<a class="headerlink" href="#id31" title="Permalink to this headline"></a></h3>
 <ul class="simple">
 <li><p>Various bug fixes</p></li>
 </ul>
@@ -406,8 +437,8 @@ <h3>Removed<a class="headerlink" href="#removed" title="Permalink to this headli
 </ul>
 </section>
 </section>
-<section id="id28">
-<h2>1.3.2 (2019-12-11)<a class="headerlink" href="#id28" title="Permalink to this headline"></a></h2>
+<section id="id32">
+<h2>1.3.2 (2019-12-11)<a class="headerlink" href="#id32" title="Permalink to this headline"></a></h2>
 <ul class="simple">
 <li><p>First beta release on PyPI.</p></li>
 </ul>
@@ -431,7 +462,7 @@ <h2>1.3.2 (2019-12-11)<a class="headerlink" href="#id28" title="Permalink to thi
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     provided by <a href="https://readthedocs.org">Read the Docs</a>.
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+   
 
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+  </script> 
 
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diff --git a/docs/build/index.html b/docs/build/index.html
index fe5d739e4..bd52b24e0 100644
--- a/docs/build/index.html
+++ b/docs/build/index.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>RNAlysis 3.0.1 documentation &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>RNAlysis 3.1.0 documentation &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
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@@ -85,7 +85,7 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="#" class="icon icon-home"></a> &raquo;</li>
-      <li>RNAlysis 3.0.1 documentation</li>
+      <li>RNAlysis 3.1.0 documentation</li>
       <li class="wy-breadcrumbs-aside">
             <a href="_sources/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -96,7 +96,7 @@
            <div itemprop="articleBody">
              
   <section id="rnalysis-release-documentation">
-<h1>RNAlysis 3.0.1 documentation<a class="headerlink" href="#rnalysis-release-documentation" title="Permalink to this headline"></a></h1>
+<h1>RNAlysis 3.1.0 documentation<a class="headerlink" href="#rnalysis-release-documentation" title="Permalink to this headline"></a></h1>
 <a class="reference external image-reference" href="https://guyteichman.github.io/RNAlysis"><img alt="logo" src="https://raw.githubusercontent.com/GuyTeichman/RNAlysis/master/docs/source/logo.png" style="width: 400px;" /></a>
 <p><strong>Useful links:</strong> <a class="reference external" href="https://guyteichman.github.io/RNAlysis">Documentation</a> |
 <a class="reference external" href="https://github.com/GuyTeichman/RNAlysis">Source code</a> |
@@ -141,16 +141,17 @@ <h1>RNAlysis 3.0.1 documentation<a class="headerlink" href="#rnalysis-release-do
 <p class="caption" role="heading"><span class="caption-text">Change history:</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="history.html">History</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="history.html#id1">3.0.1 (2022-10-12)</a></li>
-<li class="toctree-l2"><a class="reference internal" href="history.html#id2">3.0.0 (2022-10-10)</a></li>
-<li class="toctree-l2"><a class="reference internal" href="history.html#id3">2.1.1 (2022-07-05)</a></li>
-<li class="toctree-l2"><a class="reference internal" href="history.html#id5">2.1.0 (2022-04-16)</a></li>
-<li class="toctree-l2"><a class="reference internal" href="history.html#id9">2.0.1 (2022-04-02)</a></li>
-<li class="toctree-l2"><a class="reference internal" href="history.html#id13">2.0.0 (2021-12-05)</a></li>
-<li class="toctree-l2"><a class="reference internal" href="history.html#id17">1.3.5 (2020-05-27)</a></li>
-<li class="toctree-l2"><a class="reference internal" href="history.html#id21">1.3.4 (2020-04-07)</a></li>
-<li class="toctree-l2"><a class="reference internal" href="history.html#id24">1.3.3 (2020-03-28)</a></li>
-<li class="toctree-l2"><a class="reference internal" href="history.html#id28">1.3.2 (2019-12-11)</a></li>
+<li class="toctree-l2"><a class="reference internal" href="history.html#id1">3.1.0 (2022-10-16)</a></li>
+<li class="toctree-l2"><a class="reference internal" href="history.html#id2">3.0.1 (2022-10-12)</a></li>
+<li class="toctree-l2"><a class="reference internal" href="history.html#id3">3.0.0 (2022-10-10)</a></li>
+<li class="toctree-l2"><a class="reference internal" href="history.html#id7">2.1.1 (2022-07-05)</a></li>
+<li class="toctree-l2"><a class="reference internal" href="history.html#id9">2.1.0 (2022-04-16)</a></li>
+<li class="toctree-l2"><a class="reference internal" href="history.html#id13">2.0.1 (2022-04-02)</a></li>
+<li class="toctree-l2"><a class="reference internal" href="history.html#id17">2.0.0 (2021-12-05)</a></li>
+<li class="toctree-l2"><a class="reference internal" href="history.html#id21">1.3.5 (2020-05-27)</a></li>
+<li class="toctree-l2"><a class="reference internal" href="history.html#id25">1.3.4 (2020-04-07)</a></li>
+<li class="toctree-l2"><a class="reference internal" href="history.html#id28">1.3.3 (2020-03-28)</a></li>
+<li class="toctree-l2"><a class="reference internal" href="history.html#id32">1.3.2 (2019-12-11)</a></li>
 </ul>
 </li>
 </ul>
diff --git a/docs/build/installation.html b/docs/build/installation.html
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-  <title>Installation &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>Installation &mdash; RNAlysis 3.1.0 documentation</title>
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       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
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-  <title>Python Module Index &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>Python Module Index &mdash; RNAlysis 3.1.0 documentation</title>
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diff --git a/docs/build/readme.html b/docs/build/readme.html
index ba9d2077b..03b9786ec 100644
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+  <title>What is RNAlysis? &mdash; RNAlysis 3.1.0 documentation</title>
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+    <link rel="prev" title="RNAlysis 3.1.0 documentation" href="index.html" /> 
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@@ -190,7 +190,7 @@ <h1>Dependencies<a class="headerlink" href="#dependencies" title="Permalink to t
 <h1>Credits<a class="headerlink" href="#credits" title="Permalink to this headline"></a></h1>
 <section id="how-do-i-cite-rnalysis">
 <h2>How do I cite <em>RNAlysis</em>?<a class="headerlink" href="#how-do-i-cite-rnalysis" title="Permalink to this headline"></a></h2>
-<p>Teichman, G. (2022) RNAlysis: RNA Sequencing analysis software (Python package version 3.0.1).</p>
+<p>Teichman, G. (2022) RNAlysis: RNA Sequencing analysis software (Python package version 3.1.0).</p>
 </section>
 <section id="development-lead">
 <h2>Development Lead<a class="headerlink" href="#development-lead" title="Permalink to this headline"></a></h2>
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            </div>
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+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
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diff --git a/docs/build/rnalysis.filtering.CountFilter.describe.html b/docs/build/rnalysis.filtering.CountFilter.describe.html
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+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
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diff --git a/docs/build/rnalysis.filtering.CountFilter.difference.html b/docs/build/rnalysis.filtering.CountFilter.difference.html
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+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html">rnalysis.filtering.CountFilter.normalize_median_of_ratios</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
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+             
   <section id="rnalysis-filtering-countfilter-enhanced-box-plot">
 <h1>rnalysis.filtering.CountFilter.enhanced_box_plot<a class="headerlink" href="#rnalysis-filtering-countfilter-enhanced-box-plot" title="Permalink to this headline"></a></h1>
 <dl class="py method">
 <dt class="sig sig-object py" id="rnalysis.filtering.CountFilter.enhanced_box_plot">
-<span class="sig-prename descclassname"><span class="pre">CountFilter.</span></span><span class="sig-name descname"><span class="pre">enhanced_box_plot</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scatter</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ylabel</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'log10(RPM</span> <span class="pre">+</span> <span class="pre">1)'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#rnalysis.filtering.CountFilter.enhanced_box_plot" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">CountFilter.</span></span><span class="sig-name descname"><span class="pre">enhanced_box_plot</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scatter</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ylabel</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'log10(RPM</span> <span class="pre">+</span> <span class="pre">1)'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#rnalysis.filtering.CountFilter.enhanced_box_plot" title="Permalink to this definition"></a></dt>
 <dd><p>Generates an enhanced box-plot of the specified samples in the CountFilter object in log10 scale.         Can plot both single samples and average multiple replicates.         It is recommended to use this function on normalized values and not on absolute read values.         The box indicates 25% and 75% percentiles, and the white dot indicates the median.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -195,7 +201,7 @@ <h1>rnalysis.filtering.CountFilter.enhanced_box_plot<a class="headerlink" href="
   Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
     <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
-
+   
 
 </footer>
         </div>
@@ -206,7 +212,7 @@ <h1>rnalysis.filtering.CountFilter.enhanced_box_plot<a class="headerlink" href="
       jQuery(function () {
           SphinxRtdTheme.Navigation.enable(true);
       });
-  </script>
+  </script> 
 
 </body>
-</html>
+</html>
\ No newline at end of file
diff --git a/docs/build/rnalysis.filtering.CountFilter.filter_biotype.html b/docs/build/rnalysis.filtering.CountFilter.filter_biotype.html
index 72e2f824c..dff7a8ea7 100644
--- a/docs/build/rnalysis.filtering.CountFilter.filter_biotype.html
+++ b/docs/build/rnalysis.filtering.CountFilter.filter_biotype.html
@@ -4,14 +4,14 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.CountFilter.filter_biotype &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.CountFilter.filter_biotype &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
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         <script src="_static/underscore.js"></script>
@@ -21,10 +21,10 @@
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="rnalysis.filtering.CountFilter.filter_by_attribute" href="rnalysis.filtering.CountFilter.filter_by_attribute.html" />
-    <link rel="prev" title="rnalysis.filtering.CountFilter.enhanced_box_plot" href="rnalysis.filtering.CountFilter.enhanced_box_plot.html" />
+    <link rel="prev" title="rnalysis.filtering.CountFilter.enhanced_box_plot" href="rnalysis.filtering.CountFilter.enhanced_box_plot.html" /> 
 </head>
 
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@@ -82,8 +82,14 @@
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.from_folder.html">rnalysis.filtering.CountFilter.from_folder</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.head.html">rnalysis.filtering.CountFilter.head</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.intersection.html">rnalysis.filtering.CountFilter.intersection</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.ma_plot.html">rnalysis.filtering.CountFilter.ma_plot</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.majority_vote_intersection.html">rnalysis.filtering.CountFilter.majority_vote_intersection</a></li>
-<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html">rnalysis.filtering.CountFilter.normalize_median_of_ratios</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html">rnalysis.filtering.CountFilter.normalize_with_scaling_factors</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.number_filters.html">rnalysis.filtering.CountFilter.number_filters</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.pairplot.html">rnalysis.filtering.CountFilter.pairplot</a></li>
@@ -149,7 +155,7 @@
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-
+             
   <section id="rnalysis-filtering-countfilter-filter-biotype">
 <h1>rnalysis.filtering.CountFilter.filter_biotype<a class="headerlink" href="#rnalysis-filtering-countfilter-filter-biotype" title="Permalink to this headline"></a></h1>
 <dl class="py method">
@@ -162,7 +168,7 @@ <h1>rnalysis.filtering.CountFilter.filter_biotype<a class="headerlink" href="#rn
 <li><p><strong>biotype</strong> (<em>string</em><em> or </em><em>list of strings</em>) – the biotypes which will not be filtered out.</p></li>
 <li><p><strong>ref</strong> – Name of the biotype reference file used to determine biotypes.         Default is the path defined by the user in the settings.yaml file.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -205,7 +211,7 @@ <h1>rnalysis.filtering.CountFilter.filter_biotype<a class="headerlink" href="#rn
   Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
     <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
-
+   
 
 </footer>
         </div>
@@ -216,7 +222,7 @@ <h1>rnalysis.filtering.CountFilter.filter_biotype<a class="headerlink" href="#rn
       jQuery(function () {
           SphinxRtdTheme.Navigation.enable(true);
       });
-  </script>
+  </script> 
 
 </body>
-</html>
+</html>
\ No newline at end of file
diff --git a/docs/build/rnalysis.filtering.CountFilter.filter_by_attribute.html b/docs/build/rnalysis.filtering.CountFilter.filter_by_attribute.html
index 2a6adaa38..e498c6c27 100644
--- a/docs/build/rnalysis.filtering.CountFilter.filter_by_attribute.html
+++ b/docs/build/rnalysis.filtering.CountFilter.filter_by_attribute.html
@@ -4,14 +4,14 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.CountFilter.filter_by_attribute &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.CountFilter.filter_by_attribute &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
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         <script src="_static/underscore.js"></script>
@@ -21,10 +21,10 @@
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="rnalysis.filtering.CountFilter.filter_by_row_sum" href="rnalysis.filtering.CountFilter.filter_by_row_sum.html" />
-    <link rel="prev" title="rnalysis.filtering.CountFilter.filter_biotype" href="rnalysis.filtering.CountFilter.filter_biotype.html" />
+    <link rel="prev" title="rnalysis.filtering.CountFilter.filter_biotype" href="rnalysis.filtering.CountFilter.filter_biotype.html" /> 
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@@ -82,8 +82,14 @@
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.from_folder.html">rnalysis.filtering.CountFilter.from_folder</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.head.html">rnalysis.filtering.CountFilter.head</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.intersection.html">rnalysis.filtering.CountFilter.intersection</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.ma_plot.html">rnalysis.filtering.CountFilter.ma_plot</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.majority_vote_intersection.html">rnalysis.filtering.CountFilter.majority_vote_intersection</a></li>
-<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html">rnalysis.filtering.CountFilter.normalize_median_of_ratios</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html">rnalysis.filtering.CountFilter.normalize_with_scaling_factors</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.number_filters.html">rnalysis.filtering.CountFilter.number_filters</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.pairplot.html">rnalysis.filtering.CountFilter.pairplot</a></li>
@@ -149,7 +155,7 @@
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-
+             
   <section id="rnalysis-filtering-countfilter-filter-by-attribute">
 <h1>rnalysis.filtering.CountFilter.filter_by_attribute<a class="headerlink" href="#rnalysis-filtering-countfilter-filter-by-attribute" title="Permalink to this headline"></a></h1>
 <dl class="py method">
@@ -227,7 +233,7 @@ <h1>rnalysis.filtering.CountFilter.filter_by_attribute<a class="headerlink" href
   Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
     <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
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+   
 
 </footer>
         </div>
@@ -238,7 +244,7 @@ <h1>rnalysis.filtering.CountFilter.filter_by_attribute<a class="headerlink" href
       jQuery(function () {
           SphinxRtdTheme.Navigation.enable(true);
       });
-  </script>
+  </script> 
 
 </body>
-</html>
+</html>
\ No newline at end of file
diff --git a/docs/build/rnalysis.filtering.CountFilter.filter_by_row_sum.html b/docs/build/rnalysis.filtering.CountFilter.filter_by_row_sum.html
index dac55f6e2..38171f127 100644
--- a/docs/build/rnalysis.filtering.CountFilter.filter_by_row_sum.html
+++ b/docs/build/rnalysis.filtering.CountFilter.filter_by_row_sum.html
@@ -4,14 +4,14 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.CountFilter.filter_by_row_sum &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.CountFilter.filter_by_row_sum &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
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         <script src="_static/jquery.js"></script>
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@@ -21,10 +21,10 @@
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="rnalysis.filtering.CountFilter.filter_low_reads" href="rnalysis.filtering.CountFilter.filter_low_reads.html" />
-    <link rel="prev" title="rnalysis.filtering.CountFilter.filter_by_attribute" href="rnalysis.filtering.CountFilter.filter_by_attribute.html" />
+    <link rel="prev" title="rnalysis.filtering.CountFilter.filter_by_attribute" href="rnalysis.filtering.CountFilter.filter_by_attribute.html" /> 
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@@ -82,8 +82,14 @@
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.from_folder.html">rnalysis.filtering.CountFilter.from_folder</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.head.html">rnalysis.filtering.CountFilter.head</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.intersection.html">rnalysis.filtering.CountFilter.intersection</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.ma_plot.html">rnalysis.filtering.CountFilter.ma_plot</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.majority_vote_intersection.html">rnalysis.filtering.CountFilter.majority_vote_intersection</a></li>
-<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html">rnalysis.filtering.CountFilter.normalize_median_of_ratios</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html">rnalysis.filtering.CountFilter.normalize_with_scaling_factors</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.number_filters.html">rnalysis.filtering.CountFilter.number_filters</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.pairplot.html">rnalysis.filtering.CountFilter.pairplot</a></li>
@@ -149,7 +155,7 @@
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-
+             
   <section id="rnalysis-filtering-countfilter-filter-by-row-sum">
 <h1>rnalysis.filtering.CountFilter.filter_by_row_sum<a class="headerlink" href="#rnalysis-filtering-countfilter-filter-by-row-sum" title="Permalink to this headline"></a></h1>
 <dl class="py method">
@@ -161,7 +167,7 @@ <h1>rnalysis.filtering.CountFilter.filter_by_row_sum<a class="headerlink" href="
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>threshold</strong> (<em>float</em>) – The minimal sum a row should have in order not to be filtered out.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current CountFilter object. If False,         the function will return a new CountFilter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current CountFilter object. If False,         the function will return a new CountFilter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -197,7 +203,7 @@ <h1>rnalysis.filtering.CountFilter.filter_by_row_sum<a class="headerlink" href="
   Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
     <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
-
+   
 
 </footer>
         </div>
@@ -208,7 +214,7 @@ <h1>rnalysis.filtering.CountFilter.filter_by_row_sum<a class="headerlink" href="
       jQuery(function () {
           SphinxRtdTheme.Navigation.enable(true);
       });
-  </script>
+  </script> 
 
 </body>
-</html>
+</html>
\ No newline at end of file
diff --git a/docs/build/rnalysis.filtering.CountFilter.filter_low_reads.html b/docs/build/rnalysis.filtering.CountFilter.filter_low_reads.html
index 9cc2b0280..fba1667b6 100644
--- a/docs/build/rnalysis.filtering.CountFilter.filter_low_reads.html
+++ b/docs/build/rnalysis.filtering.CountFilter.filter_low_reads.html
@@ -4,14 +4,14 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.CountFilter.filter_low_reads &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.CountFilter.filter_low_reads &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
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+  
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         <script src="_static/jquery.js"></script>
         <script src="_static/underscore.js"></script>
@@ -21,10 +21,10 @@
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="rnalysis.filtering.CountFilter.filter_missing_values" href="rnalysis.filtering.CountFilter.filter_missing_values.html" />
-    <link rel="prev" title="rnalysis.filtering.CountFilter.filter_by_row_sum" href="rnalysis.filtering.CountFilter.filter_by_row_sum.html" />
+    <link rel="prev" title="rnalysis.filtering.CountFilter.filter_by_row_sum" href="rnalysis.filtering.CountFilter.filter_by_row_sum.html" /> 
 </head>
 
-<body class="wy-body-for-nav">
+<body class="wy-body-for-nav"> 
   <div class="wy-grid-for-nav">
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
@@ -82,8 +82,14 @@
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.from_folder.html">rnalysis.filtering.CountFilter.from_folder</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.head.html">rnalysis.filtering.CountFilter.head</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.intersection.html">rnalysis.filtering.CountFilter.intersection</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.ma_plot.html">rnalysis.filtering.CountFilter.ma_plot</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.majority_vote_intersection.html">rnalysis.filtering.CountFilter.majority_vote_intersection</a></li>
-<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html">rnalysis.filtering.CountFilter.normalize_median_of_ratios</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html">rnalysis.filtering.CountFilter.normalize_with_scaling_factors</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.number_filters.html">rnalysis.filtering.CountFilter.number_filters</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.pairplot.html">rnalysis.filtering.CountFilter.pairplot</a></li>
@@ -149,7 +155,7 @@
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-
+             
   <section id="rnalysis-filtering-countfilter-filter-low-reads">
 <h1>rnalysis.filtering.CountFilter.filter_low_reads<a class="headerlink" href="#rnalysis-filtering-countfilter-filter-low-reads" title="Permalink to this headline"></a></h1>
 <dl class="py method">
@@ -161,7 +167,7 @@ <h1>rnalysis.filtering.CountFilter.filter_low_reads<a class="headerlink" href="#
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>threshold</strong> (<em>float</em>) – The minimal number of reads (counts, rpm, rpkm, tpm, etc) a feature should have         in at least one sample in order not to be filtered out.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current CountFilter object. If False,         the function will return a new CountFilter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current CountFilter object. If False,         the function will return a new CountFilter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -197,7 +203,7 @@ <h1>rnalysis.filtering.CountFilter.filter_low_reads<a class="headerlink" href="#
   Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
     <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
-
+   
 
 </footer>
         </div>
@@ -208,7 +214,7 @@ <h1>rnalysis.filtering.CountFilter.filter_low_reads<a class="headerlink" href="#
       jQuery(function () {
           SphinxRtdTheme.Navigation.enable(true);
       });
-  </script>
+  </script> 
 
 </body>
-</html>
+</html>
\ No newline at end of file
diff --git a/docs/build/rnalysis.filtering.CountFilter.filter_missing_values.html b/docs/build/rnalysis.filtering.CountFilter.filter_missing_values.html
index 75ffe5310..a30229a65 100644
--- a/docs/build/rnalysis.filtering.CountFilter.filter_missing_values.html
+++ b/docs/build/rnalysis.filtering.CountFilter.filter_missing_values.html
@@ -4,14 +4,14 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.CountFilter.filter_missing_values &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.CountFilter.filter_missing_values &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
     <link rel="shortcut icon" href="_static/favicon.ico"/>
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         <script src="_static/jquery.js"></script>
         <script src="_static/underscore.js"></script>
@@ -21,10 +21,10 @@
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="rnalysis.filtering.CountFilter.filter_percentile" href="rnalysis.filtering.CountFilter.filter_percentile.html" />
-    <link rel="prev" title="rnalysis.filtering.CountFilter.filter_low_reads" href="rnalysis.filtering.CountFilter.filter_low_reads.html" />
+    <link rel="prev" title="rnalysis.filtering.CountFilter.filter_low_reads" href="rnalysis.filtering.CountFilter.filter_low_reads.html" /> 
 </head>
 
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   <div class="wy-grid-for-nav">
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
@@ -82,8 +82,14 @@
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.from_folder.html">rnalysis.filtering.CountFilter.from_folder</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.head.html">rnalysis.filtering.CountFilter.head</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.intersection.html">rnalysis.filtering.CountFilter.intersection</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.ma_plot.html">rnalysis.filtering.CountFilter.ma_plot</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.majority_vote_intersection.html">rnalysis.filtering.CountFilter.majority_vote_intersection</a></li>
-<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html">rnalysis.filtering.CountFilter.normalize_median_of_ratios</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html">rnalysis.filtering.CountFilter.normalize_with_scaling_factors</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.number_filters.html">rnalysis.filtering.CountFilter.number_filters</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.pairplot.html">rnalysis.filtering.CountFilter.pairplot</a></li>
@@ -149,7 +155,7 @@
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-
+             
   <section id="rnalysis-filtering-countfilter-filter-missing-values">
 <h1>rnalysis.filtering.CountFilter.filter_missing_values<a class="headerlink" href="#rnalysis-filtering-countfilter-filter-missing-values" title="Permalink to this headline"></a></h1>
 <dl class="py method">
@@ -161,7 +167,7 @@ <h1>rnalysis.filtering.CountFilter.filter_missing_values<a class="headerlink" hr
 <p>:param columns:name/names of the columns to check for missing values.
 :type opposite: bool
 :param opposite: If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.
-:type inplace: bool
+:type inplace: bool (default=True)
 :param inplace: If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.
 :return: If ‘inplace’ is False, returns a new instance of the Filter object.</p>
 <dl class="field-list">
@@ -199,7 +205,7 @@ <h1>rnalysis.filtering.CountFilter.filter_missing_values<a class="headerlink" hr
   Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
     <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
-
+   
 
 </footer>
         </div>
@@ -210,7 +216,7 @@ <h1>rnalysis.filtering.CountFilter.filter_missing_values<a class="headerlink" hr
       jQuery(function () {
           SphinxRtdTheme.Navigation.enable(true);
       });
-  </script>
+  </script> 
 
 </body>
-</html>
+</html>
\ No newline at end of file
diff --git a/docs/build/rnalysis.filtering.CountFilter.filter_percentile.html b/docs/build/rnalysis.filtering.CountFilter.filter_percentile.html
index c4ec26f24..b8191e80d 100644
--- a/docs/build/rnalysis.filtering.CountFilter.filter_percentile.html
+++ b/docs/build/rnalysis.filtering.CountFilter.filter_percentile.html
@@ -4,14 +4,14 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.CountFilter.filter_percentile &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.CountFilter.filter_percentile &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
     <link rel="shortcut icon" href="_static/favicon.ico"/>
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+  
         <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
         <script src="_static/jquery.js"></script>
         <script src="_static/underscore.js"></script>
@@ -21,10 +21,10 @@
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="rnalysis.filtering.CountFilter.filter_top_n" href="rnalysis.filtering.CountFilter.filter_top_n.html" />
-    <link rel="prev" title="rnalysis.filtering.CountFilter.filter_missing_values" href="rnalysis.filtering.CountFilter.filter_missing_values.html" />
+    <link rel="prev" title="rnalysis.filtering.CountFilter.filter_missing_values" href="rnalysis.filtering.CountFilter.filter_missing_values.html" /> 
 </head>
 
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+<body class="wy-body-for-nav"> 
   <div class="wy-grid-for-nav">
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
@@ -82,8 +82,14 @@
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.from_folder.html">rnalysis.filtering.CountFilter.from_folder</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.head.html">rnalysis.filtering.CountFilter.head</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.intersection.html">rnalysis.filtering.CountFilter.intersection</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.ma_plot.html">rnalysis.filtering.CountFilter.ma_plot</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.majority_vote_intersection.html">rnalysis.filtering.CountFilter.majority_vote_intersection</a></li>
-<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html">rnalysis.filtering.CountFilter.normalize_median_of_ratios</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html">rnalysis.filtering.CountFilter.normalize_with_scaling_factors</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.number_filters.html">rnalysis.filtering.CountFilter.number_filters</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.pairplot.html">rnalysis.filtering.CountFilter.pairplot</a></li>
@@ -149,7 +155,7 @@
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-
+             
   <section id="rnalysis-filtering-countfilter-filter-percentile">
 <h1>rnalysis.filtering.CountFilter.filter_percentile<a class="headerlink" href="#rnalysis-filtering-countfilter-filter-percentile" title="Permalink to this headline"></a></h1>
 <dl class="py method">
@@ -162,7 +168,7 @@ <h1>rnalysis.filtering.CountFilter.filter_percentile<a class="headerlink" href="
 <li><p><strong>percentile</strong> (<em>float between 0 and 1</em>) – The percentile that all features above it will be filtered out.</p></li>
 <li><p><strong>column</strong> (<em>str</em>) – Name of the DataFrame column according to which the filtering will be performed.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -205,7 +211,7 @@ <h1>rnalysis.filtering.CountFilter.filter_percentile<a class="headerlink" href="
   Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
     <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
-
+   
 
 </footer>
         </div>
@@ -216,7 +222,7 @@ <h1>rnalysis.filtering.CountFilter.filter_percentile<a class="headerlink" href="
       jQuery(function () {
           SphinxRtdTheme.Navigation.enable(true);
       });
-  </script>
+  </script> 
 
 </body>
-</html>
+</html>
\ No newline at end of file
diff --git a/docs/build/rnalysis.filtering.CountFilter.filter_top_n.html b/docs/build/rnalysis.filtering.CountFilter.filter_top_n.html
index d6fd4fb5d..64df96ffc 100644
--- a/docs/build/rnalysis.filtering.CountFilter.filter_top_n.html
+++ b/docs/build/rnalysis.filtering.CountFilter.filter_top_n.html
@@ -4,14 +4,14 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.CountFilter.filter_top_n &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.CountFilter.filter_top_n &mdash; RNAlysis 3.1.0 documentation</title>
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     <link rel="next" title="rnalysis.filtering.CountFilter.fold_change" href="rnalysis.filtering.CountFilter.fold_change.html" />
-    <link rel="prev" title="rnalysis.filtering.CountFilter.filter_percentile" href="rnalysis.filtering.CountFilter.filter_percentile.html" />
+    <link rel="prev" title="rnalysis.filtering.CountFilter.filter_percentile" href="rnalysis.filtering.CountFilter.filter_percentile.html" /> 
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@@ -82,8 +82,14 @@
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 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.intersection.html">rnalysis.filtering.CountFilter.intersection</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.ma_plot.html">rnalysis.filtering.CountFilter.ma_plot</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.majority_vote_intersection.html">rnalysis.filtering.CountFilter.majority_vote_intersection</a></li>
-<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html">rnalysis.filtering.CountFilter.normalize_median_of_ratios</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html">rnalysis.filtering.CountFilter.normalize_with_scaling_factors</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.number_filters.html">rnalysis.filtering.CountFilter.number_filters</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.pairplot.html">rnalysis.filtering.CountFilter.pairplot</a></li>
@@ -149,7 +155,7 @@
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-
+             
   <section id="rnalysis-filtering-countfilter-filter-top-n">
 <h1>rnalysis.filtering.CountFilter.filter_top_n<a class="headerlink" href="#rnalysis-filtering-countfilter-filter-top-n" title="Permalink to this headline"></a></h1>
 <dl class="py method">
@@ -164,7 +170,7 @@ <h1>rnalysis.filtering.CountFilter.filter_top_n<a class="headerlink" href="#rnal
 <li><p><strong>ascending</strong> (<em>bool</em><em> or </em><em>list of bools</em><em> (</em><em>default=True</em><em>)</em>) – Sort ascending vs. descending. Specify list for multiple sort orders.         If this is a list of bools, it must have the same length as ‘by’.</p></li>
 <li><p><strong>na_position</strong> (<em>'first'</em><em> or </em><em>'last'</em><em>, </em><em>default 'last'</em>) – If ‘first’, puts NaNs at the beginning; if ‘last’, puts NaNs at the end.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -208,7 +214,7 @@ <h1>rnalysis.filtering.CountFilter.filter_top_n<a class="headerlink" href="#rnal
   Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
     <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
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+   
 
 </footer>
         </div>
@@ -219,7 +225,7 @@ <h1>rnalysis.filtering.CountFilter.filter_top_n<a class="headerlink" href="#rnal
       jQuery(function () {
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-  </script>
+  </script> 
 
 </body>
-</html>
+</html>
\ No newline at end of file
diff --git a/docs/build/rnalysis.filtering.CountFilter.fold_change.html b/docs/build/rnalysis.filtering.CountFilter.fold_change.html
index ae7402577..958faa9dc 100644
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.CountFilter.fold_change &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.CountFilter.fold_change &mdash; RNAlysis 3.1.0 documentation</title>
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     <link rel="next" title="rnalysis.filtering.CountFilter.from_dataframe" href="rnalysis.filtering.CountFilter.from_dataframe.html" />
-    <link rel="prev" title="rnalysis.filtering.CountFilter.filter_top_n" href="rnalysis.filtering.CountFilter.filter_top_n.html" />
+    <link rel="prev" title="rnalysis.filtering.CountFilter.filter_top_n" href="rnalysis.filtering.CountFilter.filter_top_n.html" /> 
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@@ -82,8 +82,14 @@
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.from_folder.html">rnalysis.filtering.CountFilter.from_folder</a></li>
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 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.intersection.html">rnalysis.filtering.CountFilter.intersection</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.ma_plot.html">rnalysis.filtering.CountFilter.ma_plot</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.majority_vote_intersection.html">rnalysis.filtering.CountFilter.majority_vote_intersection</a></li>
-<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html">rnalysis.filtering.CountFilter.normalize_median_of_ratios</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html">rnalysis.filtering.CountFilter.normalize_with_scaling_factors</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.number_filters.html">rnalysis.filtering.CountFilter.number_filters</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.pairplot.html">rnalysis.filtering.CountFilter.pairplot</a></li>
@@ -149,7 +155,7 @@
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-
+             
   <section id="rnalysis-filtering-countfilter-fold-change">
 <h1>rnalysis.filtering.CountFilter.fold_change<a class="headerlink" href="#rnalysis-filtering-countfilter-fold-change" title="Permalink to this headline"></a></h1>
 <dl class="py method">
@@ -207,7 +213,7 @@ <h1>rnalysis.filtering.CountFilter.fold_change<a class="headerlink" href="#rnaly
   Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
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+   
 
 </footer>
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@@ -218,7 +224,7 @@ <h1>rnalysis.filtering.CountFilter.fold_change<a class="headerlink" href="#rnaly
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 </body>
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\ No newline at end of file
diff --git a/docs/build/rnalysis.filtering.CountFilter.from_dataframe.html b/docs/build/rnalysis.filtering.CountFilter.from_dataframe.html
index 9f802b9d3..520a1b0bd 100644
--- a/docs/build/rnalysis.filtering.CountFilter.from_dataframe.html
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.CountFilter.from_dataframe &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.CountFilter.from_dataframe &mdash; RNAlysis 3.1.0 documentation</title>
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@@ -21,10 +21,10 @@
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="rnalysis.filtering.CountFilter.from_folder" href="rnalysis.filtering.CountFilter.from_folder.html" />
-    <link rel="prev" title="rnalysis.filtering.CountFilter.fold_change" href="rnalysis.filtering.CountFilter.fold_change.html" />
+    <link rel="prev" title="rnalysis.filtering.CountFilter.fold_change" href="rnalysis.filtering.CountFilter.fold_change.html" /> 
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     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
@@ -82,8 +82,14 @@
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.from_folder.html">rnalysis.filtering.CountFilter.from_folder</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.head.html">rnalysis.filtering.CountFilter.head</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.intersection.html">rnalysis.filtering.CountFilter.intersection</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.ma_plot.html">rnalysis.filtering.CountFilter.ma_plot</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.majority_vote_intersection.html">rnalysis.filtering.CountFilter.majority_vote_intersection</a></li>
-<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html">rnalysis.filtering.CountFilter.normalize_median_of_ratios</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html">rnalysis.filtering.CountFilter.normalize_with_scaling_factors</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.number_filters.html">rnalysis.filtering.CountFilter.number_filters</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.pairplot.html">rnalysis.filtering.CountFilter.pairplot</a></li>
@@ -149,7 +155,7 @@
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-
+             
   <section id="rnalysis-filtering-countfilter-from-dataframe">
 <h1>rnalysis.filtering.CountFilter.from_dataframe<a class="headerlink" href="#rnalysis-filtering-countfilter-from-dataframe" title="Permalink to this headline"></a></h1>
 <dl class="py method">
@@ -176,7 +182,7 @@ <h1>rnalysis.filtering.CountFilter.from_dataframe<a class="headerlink" href="#rn
   Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
     <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
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+   
 
 </footer>
         </div>
@@ -187,7 +193,7 @@ <h1>rnalysis.filtering.CountFilter.from_dataframe<a class="headerlink" href="#rn
       jQuery(function () {
           SphinxRtdTheme.Navigation.enable(true);
       });
-  </script>
+  </script> 
 
 </body>
-</html>
+</html>
\ No newline at end of file
diff --git a/docs/build/rnalysis.filtering.CountFilter.from_folder.html b/docs/build/rnalysis.filtering.CountFilter.from_folder.html
index 932bd9155..2a0b2ab05 100644
--- a/docs/build/rnalysis.filtering.CountFilter.from_folder.html
+++ b/docs/build/rnalysis.filtering.CountFilter.from_folder.html
@@ -4,14 +4,14 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.CountFilter.from_folder &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.CountFilter.from_folder &mdash; RNAlysis 3.1.0 documentation</title>
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@@ -21,10 +21,10 @@
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="rnalysis.filtering.CountFilter.head" href="rnalysis.filtering.CountFilter.head.html" />
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@@ -82,8 +82,14 @@
 <li class="toctree-l3 current"><a class="current reference internal" href="#">rnalysis.filtering.CountFilter.from_folder</a></li>
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 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.intersection.html">rnalysis.filtering.CountFilter.intersection</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.ma_plot.html">rnalysis.filtering.CountFilter.ma_plot</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.majority_vote_intersection.html">rnalysis.filtering.CountFilter.majority_vote_intersection</a></li>
-<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html">rnalysis.filtering.CountFilter.normalize_median_of_ratios</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html">rnalysis.filtering.CountFilter.normalize_with_scaling_factors</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.number_filters.html">rnalysis.filtering.CountFilter.number_filters</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.pairplot.html">rnalysis.filtering.CountFilter.pairplot</a></li>
@@ -149,7 +155,7 @@
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-
+             
   <section id="rnalysis-filtering-countfilter-from-folder">
 <h1>rnalysis.filtering.CountFilter.from_folder<a class="headerlink" href="#rnalysis-filtering-countfilter-from-folder" title="Permalink to this headline"></a></h1>
 <dl class="py method">
@@ -205,7 +211,7 @@ <h1>rnalysis.filtering.CountFilter.from_folder<a class="headerlink" href="#rnaly
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+   
 
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@@ -216,7 +222,7 @@ <h1>rnalysis.filtering.CountFilter.from_folder<a class="headerlink" href="#rnaly
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       });
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diff --git a/docs/build/rnalysis.filtering.CountFilter.head.html b/docs/build/rnalysis.filtering.CountFilter.head.html
index 441d18c6c..3e07a85da 100644
--- a/docs/build/rnalysis.filtering.CountFilter.head.html
+++ b/docs/build/rnalysis.filtering.CountFilter.head.html
@@ -4,14 +4,14 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.CountFilter.head &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.CountFilter.head &mdash; RNAlysis 3.1.0 documentation</title>
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@@ -21,10 +21,10 @@
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="rnalysis.filtering.CountFilter.intersection" href="rnalysis.filtering.CountFilter.intersection.html" />
-    <link rel="prev" title="rnalysis.filtering.CountFilter.from_folder" href="rnalysis.filtering.CountFilter.from_folder.html" />
+    <link rel="prev" title="rnalysis.filtering.CountFilter.from_folder" href="rnalysis.filtering.CountFilter.from_folder.html" /> 
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   <div class="wy-grid-for-nav">
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@@ -82,8 +82,14 @@
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 <li class="toctree-l3 current"><a class="current reference internal" href="#">rnalysis.filtering.CountFilter.head</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.intersection.html">rnalysis.filtering.CountFilter.intersection</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.ma_plot.html">rnalysis.filtering.CountFilter.ma_plot</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.majority_vote_intersection.html">rnalysis.filtering.CountFilter.majority_vote_intersection</a></li>
-<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html">rnalysis.filtering.CountFilter.normalize_median_of_ratios</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html">rnalysis.filtering.CountFilter.normalize_with_scaling_factors</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.number_filters.html">rnalysis.filtering.CountFilter.number_filters</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.pairplot.html">rnalysis.filtering.CountFilter.pairplot</a></li>
@@ -149,7 +155,7 @@
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-
+             
   <section id="rnalysis-filtering-countfilter-head">
 <h1>rnalysis.filtering.CountFilter.head<a class="headerlink" href="#rnalysis-filtering-countfilter-head" title="Permalink to this headline"></a></h1>
 <dl class="py method">
@@ -209,7 +215,7 @@ <h1>rnalysis.filtering.CountFilter.head<a class="headerlink" href="#rnalysis-fil
   Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
     <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
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+   
 
 </footer>
         </div>
@@ -220,7 +226,7 @@ <h1>rnalysis.filtering.CountFilter.head<a class="headerlink" href="#rnalysis-fil
       jQuery(function () {
           SphinxRtdTheme.Navigation.enable(true);
       });
-  </script>
+  </script> 
 
 </body>
-</html>
+</html>
\ No newline at end of file
diff --git a/docs/build/rnalysis.filtering.CountFilter.html b/docs/build/rnalysis.filtering.CountFilter.html
index d6c8547e8..909b6c9c3 100644
--- a/docs/build/rnalysis.filtering.CountFilter.html
+++ b/docs/build/rnalysis.filtering.CountFilter.html
@@ -4,14 +4,14 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.CountFilter &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.CountFilter &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
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@@ -21,10 +21,10 @@
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="rnalysis.filtering.CountFilter.biotypes" href="rnalysis.filtering.CountFilter.biotypes.html" />
-    <link rel="prev" title="rnalysis.filtering" href="rnalysis.filtering.html" />
+    <link rel="prev" title="rnalysis.filtering" href="rnalysis.filtering.html" /> 
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@@ -82,8 +82,14 @@
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.from_folder.html">rnalysis.filtering.CountFilter.from_folder</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.head.html">rnalysis.filtering.CountFilter.head</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.intersection.html">rnalysis.filtering.CountFilter.intersection</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.ma_plot.html">rnalysis.filtering.CountFilter.ma_plot</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.majority_vote_intersection.html">rnalysis.filtering.CountFilter.majority_vote_intersection</a></li>
-<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html">rnalysis.filtering.CountFilter.normalize_median_of_ratios</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html">rnalysis.filtering.CountFilter.normalize_with_scaling_factors</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.number_filters.html">rnalysis.filtering.CountFilter.number_filters</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.pairplot.html">rnalysis.filtering.CountFilter.pairplot</a></li>
@@ -148,7 +154,7 @@
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-
+             
   <section id="rnalysis-filtering-countfilter">
 <h1>rnalysis.filtering.CountFilter<a class="headerlink" href="#rnalysis-filtering-countfilter" title="Permalink to this headline"></a></h1>
 <dl class="py class">
@@ -249,11 +255,29 @@ <h1>rnalysis.filtering.CountFilter<a class="headerlink" href="#rnalysis-filterin
 <tr class="row-even"><td><p><a class="reference internal" href="rnalysis.filtering.CountFilter.intersection.html#rnalysis.filtering.CountFilter.intersection" title="rnalysis.filtering.CountFilter.intersection"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CountFilter.intersection</span></code></a>(*others[, ...])</p></td>
 <td><p>Keep only the features that exist in ALL of the given Filter objects/sets.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="rnalysis.filtering.CountFilter.majority_vote_intersection.html#rnalysis.filtering.CountFilter.majority_vote_intersection" title="rnalysis.filtering.CountFilter.majority_vote_intersection"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CountFilter.majority_vote_intersection</span></code></a>(*others)</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="rnalysis.filtering.CountFilter.ma_plot.html#rnalysis.filtering.CountFilter.ma_plot" title="rnalysis.filtering.CountFilter.ma_plot"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CountFilter.ma_plot</span></code></a>([ref_column, columns, ...])</p></td>
+<td><p></p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="rnalysis.filtering.CountFilter.majority_vote_intersection.html#rnalysis.filtering.CountFilter.majority_vote_intersection" title="rnalysis.filtering.CountFilter.majority_vote_intersection"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CountFilter.majority_vote_intersection</span></code></a>(*others)</p></td>
 <td><p>Returns a set/string of the features that appear in at least         (majority_threhold * 100)% of the given Filter objects/sets.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html#rnalysis.filtering.CountFilter.normalize_to_rpm" title="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CountFilter.normalize_to_rpm_htseqcount</span></code></a>(...[, inplace])</p></td>
-<td><p>Normalizes the reads in the CountFilter to Reads Per Million (RPM).</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html#rnalysis.filtering.CountFilter.normalize_median_of_ratios" title="rnalysis.filtering.CountFilter.normalize_median_of_ratios"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CountFilter.normalize_median_of_ratios</span></code></a>(...)</p></td>
+<td><p>Normalizes the count matrix using the 'Median of Ratios Normalization' (MRN) method         <a class="reference external" href="https://doi.org/10.4161%2Fcib.25849/">(Maza et al 2013)</a>.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html#rnalysis.filtering.CountFilter.normalize_rle" title="rnalysis.filtering.CountFilter.normalize_rle"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CountFilter.normalize_rle</span></code></a>([inplace])</p></td>
+<td><p>Normalizes the count matrix using the 'Relative Log Expression' (RLE) method         <a class="reference external" href="https://doi.org/10.1186/gb-2010-11-10-r106/">(Anders and Huber 2010)</a>.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html#rnalysis.filtering.CountFilter.normalize_tmm" title="rnalysis.filtering.CountFilter.normalize_tmm"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CountFilter.normalize_tmm</span></code></a>([log_ratio_trim, ...])</p></td>
+<td><p>Normalizes the count matrix using the 'trimmed mean of M values' (TMM) method         <a class="reference external" href="https://doi.org/10.1186/gb-2010-11-3-r25/">(Robinson and Oshlack 2010)</a>.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html#rnalysis.filtering.CountFilter.normalize_to_quantile" title="rnalysis.filtering.CountFilter.normalize_to_quantile"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CountFilter.normalize_to_quantile</span></code></a>([...])</p></td>
+<td><p>Normalizes the count matrix using the percentile method, generalized from         <a class="reference external" href="https://doi.org/10.1186/1471-2105-11-94/">Bullard et al 2010</a>.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html#rnalysis.filtering.CountFilter.normalize_to_rpm" title="rnalysis.filtering.CountFilter.normalize_to_rpm"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CountFilter.normalize_to_rpm</span></code></a>([inplace])</p></td>
+<td><p>Normalizes the count matrix to Reads Per Million (RPM).</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html#rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount" title="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CountFilter.normalize_to_rpm_htseqcount</span></code></a>(...)</p></td>
+<td><p>Normalizes the count matrix to Reads Per Million (RPM).</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html#rnalysis.filtering.CountFilter.normalize_with_scaling_factors" title="rnalysis.filtering.CountFilter.normalize_with_scaling_factors"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CountFilter.normalize_with_scaling_factors</span></code></a>(...)</p></td>
 <td><p>Normalizes the reads in the CountFilter using pre-calculated scaling factors.</p></td>
@@ -292,7 +316,7 @@ <h1>rnalysis.filtering.CountFilter<a class="headerlink" href="#rnalysis-filterin
 <td><p>Splits the features in the CountFilter object into two non-overlapping CountFilter         objects, based on the their maximum expression level.</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="rnalysis.filtering.CountFilter.split_clicom.html#rnalysis.filtering.CountFilter.split_clicom" title="rnalysis.filtering.CountFilter.split_clicom"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CountFilter.split_clicom</span></code></a>(*parameter_dicts[, ...])</p></td>
-<td><p>Clusters the features in the CountFilter object using the modified CLICOM ensemble clustering algorithm         (Mimaroglu and Yagci 2012),         and then splits those features into multiple non-overlapping CountFilter objects,         based on the clustering result.</p></td>
+<td><p>Clusters the features in the CountFilter object using the modified CLICOM ensemble clustering algorithm         <a class="reference external" href="https://doi.org/10.1016/j.eswa.2011.08.059/">(Mimaroglu and Yagci 2012)</a>,         and then splits those features into multiple non-overlapping CountFilter objects,         based on the clustering result.</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="rnalysis.filtering.CountFilter.split_hdbscan.html#rnalysis.filtering.CountFilter.split_hdbscan" title="rnalysis.filtering.CountFilter.split_hdbscan"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CountFilter.split_hdbscan</span></code></a>(min_cluster_size)</p></td>
 <td><p>Clusters the features in the CountFilter object using the HDBSCAN clustering algorithm,         and then splits those features into multiple non-overlapping CountFilter objects,         based on the clustering result.</p></td>
@@ -345,7 +369,7 @@ <h1>rnalysis.filtering.CountFilter<a class="headerlink" href="#rnalysis-filterin
   Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
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     provided by <a href="https://readthedocs.org">Read the Docs</a>.
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+   
 
 </footer>
         </div>
@@ -356,7 +380,7 @@ <h1>rnalysis.filtering.CountFilter<a class="headerlink" href="#rnalysis-filterin
       jQuery(function () {
           SphinxRtdTheme.Navigation.enable(true);
       });
-  </script>
+  </script> 
 
 </body>
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+</html>
\ No newline at end of file
diff --git a/docs/build/rnalysis.filtering.CountFilter.intersection.html b/docs/build/rnalysis.filtering.CountFilter.intersection.html
index ca13a099b..06da04bb5 100644
--- a/docs/build/rnalysis.filtering.CountFilter.intersection.html
+++ b/docs/build/rnalysis.filtering.CountFilter.intersection.html
@@ -4,14 +4,14 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.CountFilter.intersection &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.CountFilter.intersection &mdash; RNAlysis 3.1.0 documentation</title>
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-    <link rel="prev" title="rnalysis.filtering.CountFilter.head" href="rnalysis.filtering.CountFilter.head.html" />
+    <link rel="next" title="rnalysis.filtering.CountFilter.ma_plot" href="rnalysis.filtering.CountFilter.ma_plot.html" />
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@@ -82,8 +82,14 @@
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.from_folder.html">rnalysis.filtering.CountFilter.from_folder</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.head.html">rnalysis.filtering.CountFilter.head</a></li>
 <li class="toctree-l3 current"><a class="current reference internal" href="#">rnalysis.filtering.CountFilter.intersection</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.ma_plot.html">rnalysis.filtering.CountFilter.ma_plot</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.majority_vote_intersection.html">rnalysis.filtering.CountFilter.majority_vote_intersection</a></li>
-<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html">rnalysis.filtering.CountFilter.normalize_median_of_ratios</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html">rnalysis.filtering.CountFilter.normalize_with_scaling_factors</a></li>
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 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.pairplot.html">rnalysis.filtering.CountFilter.pairplot</a></li>
@@ -149,7 +155,7 @@
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diff --git a/docs/build/rnalysis.filtering.CountFilter.ma_plot.html b/docs/build/rnalysis.filtering.CountFilter.ma_plot.html
new file mode 100644
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+<li class="toctree-l1 current"><a class="reference internal" href="rnalysis.filtering.html">rnalysis.filtering</a><ul class="current">
+<li class="toctree-l2 current"><a class="reference internal" href="rnalysis.filtering.CountFilter.html">rnalysis.filtering.CountFilter</a><ul class="current">
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.biotypes.html">rnalysis.filtering.CountFilter.biotypes</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html">rnalysis.filtering.CountFilter.normalize_with_scaling_factors</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.number_filters.html">rnalysis.filtering.CountFilter.number_filters</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.pairplot.html">rnalysis.filtering.CountFilter.pairplot</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.print_features.html">rnalysis.filtering.CountFilter.print_features</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.save_csv.html">rnalysis.filtering.CountFilter.save_csv</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.scatter_sample_vs_sample.html">rnalysis.filtering.CountFilter.scatter_sample_vs_sample</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.sort.html">rnalysis.filtering.CountFilter.sort</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.tail.html">rnalysis.filtering.CountFilter.tail</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.text_filters.html">rnalysis.filtering.CountFilter.text_filters</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.transform.html">rnalysis.filtering.CountFilter.transform</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.union.html">rnalysis.filtering.CountFilter.union</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.violin_plot.html">rnalysis.filtering.CountFilter.violin_plot</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="rnalysis.filtering.DESeqFilter.html">rnalysis.filtering.DESeqFilter</a></li>
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+  <section id="rnalysis-filtering-countfilter-ma-plot">
+<h1>rnalysis.filtering.CountFilter.ma_plot<a class="headerlink" href="#rnalysis-filtering-countfilter-ma-plot" title="Permalink to this headline"></a></h1>
+<dl class="py method">
+<dt class="sig sig-object py" id="rnalysis.filtering.CountFilter.ma_plot">
+<span class="sig-prename descclassname"><span class="pre">CountFilter.</span></span><span class="sig-name descname"><span class="pre">ma_plot</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ref_column</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'auto'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'auto'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">columns</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">split_plots</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#rnalysis.filtering.CountFilter.ma_plot" title="Permalink to this definition"></a></dt>
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+<dl class="py method">
+<dt class="sig sig-object py" id="rnalysis.filtering.CountFilter.normalize_median_of_ratios">
+<span class="sig-prename descclassname"><span class="pre">CountFilter.</span></span><span class="sig-name descname"><span class="pre">normalize_median_of_ratios</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sample_grouping</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reference_group</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inplace</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#rnalysis.filtering.CountFilter.normalize_median_of_ratios" title="Permalink to this definition"></a></dt>
+<dd><p>Normalizes the count matrix using the ‘Median of Ratios Normalization’ (MRN) method         <a class="reference external" href="https://doi.org/10.4161%2Fcib.25849/">(Maza et al 2013)</a>.         This normalization method uses information about the experimental condition of each sample.         To calculate the Median of Ratios scaling factors, you first calculate the weighted mean expression of         each gene within the replicates of each experimental condition. You then calculate per gene the ratio between         each weighted mean in the experimental condition and those of the reference condition.         You then pick the median ratio for each experimental condition, and calculate the scaling factor for each         sample by multiplying it with the sample’s total number of reads.         Finally, the scaling factors are adjusted, for symmetry, so that they multiply to 1.</p>
+<dl class="field-list">
+<dt class="field-odd">Parameters</dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>sample_grouping</strong> (<em>nested list of column names</em>) – grouping of the samples into conditions.         Each grouping should containg all replicates of the same condition.</p></li>
+<li><p><strong>reference_group</strong> (<em>int</em><em> (</em><em>default=0</em><em>)</em>) – the index of the sample group to be used as the reference condition.         Must be an integer between 0 and the number of sample groups -1.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current CountFilter object. If False,         the function will return a new CountFilter instance and the current instance will not be affected.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns</dt>
+<dd class="field-even"><p>If inplace is False, returns a new instance of the Filter object.</p>
+</dd>
+<dt class="field-odd">Examples</dt>
+<dd class="field-odd"><div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">rnalysis</span> <span class="kn">import</span> <span class="n">filtering</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">c</span> <span class="o">=</span> <span class="n">filtering</span><span class="o">.</span><span class="n">CountFilter</span><span class="p">(</span><span class="s2">&quot;tests/test_files/counted.csv&quot;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">c</span><span class="o">.</span><span class="n">normalize_median_of_ratios</span><span class="p">([[</span><span class="s1">&#39;cond1&#39;</span><span class="p">,</span><span class="s1">&#39;cond2&#39;</span><span class="p">],[</span><span class="s1">&#39;cond3&#39;</span><span class="p">,</span><span class="s1">&#39;cond4&#39;</span><span class="p">]])</span>
+<span class="go">Normalized the values of 22 features. Normalized inplace.</span>
+</pre></div>
+</div>
+</dd>
+</dl>
+</dd></dl>
+
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+
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+  <section id="rnalysis-filtering-countfilter-normalize-rle">
+<h1>rnalysis.filtering.CountFilter.normalize_rle<a class="headerlink" href="#rnalysis-filtering-countfilter-normalize-rle" title="Permalink to this headline"></a></h1>
+<dl class="py method">
+<dt class="sig sig-object py" id="rnalysis.filtering.CountFilter.normalize_rle">
+<span class="sig-prename descclassname"><span class="pre">CountFilter.</span></span><span class="sig-name descname"><span class="pre">normalize_rle</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inplace</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#rnalysis.filtering.CountFilter.normalize_rle" title="Permalink to this definition"></a></dt>
+<dd><p>Normalizes the count matrix using the ‘Relative Log Expression’ (RLE) method         <a class="reference external" href="https://doi.org/10.1186/gb-2010-11-10-r106/">(Anders and Huber 2010)</a>.         This is the default normalization method used by R’s DESeq2.         To calculate the Relative Log Expression scaling factors, you first generate a pseudo-sample by calculating         the geometric mean expression of each gene across samples. You then calculate the gene-wise ratio         of expression between each sample and the pseudo-sample. You then pick the median ratio within each         sample as the scaling factor for that sample.</p>
+<dl class="field-list">
+<dt class="field-odd">Parameters</dt>
+<dd class="field-odd"><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current CountFilter object. If False,         the function will return a new CountFilter instance and the current instance will not be affected.</p>
+</dd>
+<dt class="field-even">Returns</dt>
+<dd class="field-even"><p>If inplace is False, returns a new instance of the Filter object.</p>
+</dd>
+<dt class="field-odd">Examples</dt>
+<dd class="field-odd"><div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">rnalysis</span> <span class="kn">import</span> <span class="n">filtering</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">c</span> <span class="o">=</span> <span class="n">filtering</span><span class="o">.</span><span class="n">CountFilter</span><span class="p">(</span><span class="s2">&quot;tests/test_files/counted.csv&quot;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">c</span><span class="o">.</span><span class="n">normalize_rle</span><span class="p">()</span>
+<span class="go">Normalized the values of 22 features. Normalized inplace.</span>
+</pre></div>
+</div>
+</dd>
+</dl>
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+  <section id="rnalysis-filtering-countfilter-normalize-tmm">
+<h1>rnalysis.filtering.CountFilter.normalize_tmm<a class="headerlink" href="#rnalysis-filtering-countfilter-normalize-tmm" title="Permalink to this headline"></a></h1>
+<dl class="py method">
+<dt class="sig sig-object py" id="rnalysis.filtering.CountFilter.normalize_tmm">
+<span class="sig-prename descclassname"><span class="pre">CountFilter.</span></span><span class="sig-name descname"><span class="pre">normalize_tmm</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">log_ratio_trim</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sum_trim</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.05</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">a_cutoff</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">-</span> <span class="pre">10000000000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ref_column</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'auto'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'auto'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inplace</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#rnalysis.filtering.CountFilter.normalize_tmm" title="Permalink to this definition"></a></dt>
+<dd><p>Normalizes the count matrix using the ‘trimmed mean of M values’ (TMM) method         <a class="reference external" href="https://doi.org/10.1186/gb-2010-11-3-r25/">(Robinson and Oshlack 2010)</a>.         This is the default normalization method used by R’s edgeR.         To calculate the Trimmed Mean of M Values scaling factors, you first calculate the M-values of each gene         between each sample and the reference sample (log2 of each sample Minus log2 of the reference sample),         and the A-values of each gene between each sample and the reference sample         (log2 of each sample Added to log2 of the reference sample).         You then trim out genes with extreme values that are likely to be differentially expressed or non-indicative,         by trimming the top and bottom X% of M-values, the top and bottom Y% of A-values, all A-values which are         smaller than the specified cutuff, and all genes with 0 reads (to avoid log2 values of inf or -inf).         Next, a weighted mean is calculated on the filtered M-values, with the weights being an inverse of         an approximation of variance of each gene, which gives out the scaling factors for each sample.         Finally, the scaling factors are adjusted, for symmetry, so that they multiply to 1.</p>
+<dl class="field-list">
+<dt class="field-odd">Parameters</dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>log_ratio_trim</strong> (<em>float between 0 and 0.5</em><em> (</em><em>default=0.3</em><em>)</em>) – the fraction of M-values that should be trimmed from each direction (top and bottom X%).</p></li>
+<li><p><strong>sum_trim</strong> (<em>float between 0 and 0.5</em><em> (</em><em>default=0.05</em><em>)</em>) – the fraction of A-values that should be trimmed from each direction (top and bottom Y%).</p></li>
+<li><p><strong>a_cutoff</strong> (<em>float</em><em> or </em><em>None</em><em> (</em><em>default = -1e10</em><em>)</em>) – a lower bound on the A-values that should be included in the trimmed mean.         If set to None, no lower bound will be used.</p></li>
+<li><p><strong>ref_column</strong> (<em>name of a column</em><em> or </em><em>'auto'</em><em> (</em><em>default='auto'</em><em>)</em>) – the column to be used as reference for normalization. If ‘auto’,         then the reference column will be chosen automatically to be         the column whose upper quartile is closest to the mean upper quartile.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current CountFilter object. If False,         the function will return a new CountFilter instance and the current instance will not be affected.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns</dt>
+<dd class="field-even"><p>If inplace is False, returns a new instance of the Filter object.</p>
+</dd>
+<dt class="field-odd">Examples</dt>
+<dd class="field-odd"><div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">rnalysis</span> <span class="kn">import</span> <span class="n">filtering</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">c</span> <span class="o">=</span> <span class="n">filtering</span><span class="o">.</span><span class="n">CountFilter</span><span class="p">(</span><span class="s2">&quot;tests/test_files/counted.csv&quot;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">c</span><span class="o">.</span><span class="n">normalize_tmm</span><span class="p">()</span>
+<span class="go">Normalized the values of 22 features. Normalized inplace.</span>
+</pre></div>
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+  <section id="rnalysis-filtering-countfilter-normalize-to-quantile">
+<h1>rnalysis.filtering.CountFilter.normalize_to_quantile<a class="headerlink" href="#rnalysis-filtering-countfilter-normalize-to-quantile" title="Permalink to this headline"></a></h1>
+<dl class="py method">
+<dt class="sig sig-object py" id="rnalysis.filtering.CountFilter.normalize_to_quantile">
+<span class="sig-prename descclassname"><span class="pre">CountFilter.</span></span><span class="sig-name descname"><span class="pre">normalize_to_quantile</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">quantile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.75</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inplace</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#rnalysis.filtering.CountFilter.normalize_to_quantile" title="Permalink to this definition"></a></dt>
+<dd><p>Normalizes the count matrix using the percentile method, generalized from         <a class="reference external" href="https://doi.org/10.1186/1471-2105-11-94/">Bullard et al 2010</a>.         This is the default normalization method used by R’s Limma.         To calculate the Quantile Method scaling factors, you first calculate the given quantile of gene expression         within each sample, excluding genes that have 0 reads in all samples.         You then divide those quantile values by the total number of reads in each sample,         which yields the scaling factors for each sample.</p>
+<dl class="field-list">
+<dt class="field-odd">Parameters</dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>quantile</strong> (<em>float between 0 and 1</em><em> (</em><em>default=0.75</em><em>)</em>) – the quantile from which scaling factors will be calculated.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current CountFilter object. If False,         the function will return a new CountFilter instance and the current instance will not be affected.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns</dt>
+<dd class="field-even"><p>If inplace is False, returns a new instance of the Filter object.</p>
+</dd>
+<dt class="field-odd">Examples</dt>
+<dd class="field-odd"><div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">rnalysis</span> <span class="kn">import</span> <span class="n">filtering</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">c</span> <span class="o">=</span> <span class="n">filtering</span><span class="o">.</span><span class="n">CountFilter</span><span class="p">(</span><span class="s2">&quot;tests/test_files/counted.csv&quot;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">c</span><span class="o">.</span><span class="n">normalize_to_quantile</span><span class="p">(</span><span class="mf">0.75</span><span class="p">)</span>
+<span class="go">Normalized the values of 22 features. Normalized inplace.</span>
+</pre></div>
+</div>
+</dd>
+</dl>
+</dd></dl>
+
+</section>
+
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diff --git a/docs/build/rnalysis.filtering.CountFilter.normalize_to_rpm.html b/docs/build/rnalysis.filtering.CountFilter.normalize_to_rpm.html
index 773ac1f4a..707cdfcef 100644
--- a/docs/build/rnalysis.filtering.CountFilter.normalize_to_rpm.html
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   <section id="rnalysis-filtering-countfilter-normalize-to-rpm">
-<h1>rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount<a class="headerlink" href="#rnalysis-filtering-countfilter-normalize-to-rpm" title="Permalink to this headline"></a></h1>
+<h1>rnalysis.filtering.CountFilter.normalize_to_rpm<a class="headerlink" href="#rnalysis-filtering-countfilter-normalize-to-rpm" title="Permalink to this headline"></a></h1>
 <dl class="py method">
 <dt class="sig sig-object py" id="rnalysis.filtering.CountFilter.normalize_to_rpm">
-<span class="sig-prename descclassname"><span class="pre">CountFilter.</span></span><span class="sig-name descname"><span class="pre">normalize_to_rpm_htseqcount</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">special_counter_fname</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">pathlib.Path</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inplace</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#rnalysis.filtering.CountFilter.normalize_to_rpm" title="Permalink to this definition"></a></dt>
-<dd><p>Normalizes the reads in the CountFilter to Reads Per Million (RPM).         Uses a table of feature counts (ambiguous, no feature, not aligned, etc) from HTSeq’s output.         Divides each column in the CountFilter object by (total reads + ambiguous + no feature)*10^-6 .</p>
+<span class="sig-prename descclassname"><span class="pre">CountFilter.</span></span><span class="sig-name descname"><span class="pre">normalize_to_rpm</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inplace</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#rnalysis.filtering.CountFilter.normalize_to_rpm" title="Permalink to this definition"></a></dt>
+<dd><p>Normalizes the count matrix to Reads Per Million (RPM).         Divides each column in the count matrix by (total reads)*10^-6 .</p>
 <dl class="field-list">
 <dt class="field-odd">Parameters</dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>special_counter_fname</strong> – the .csv file which contains feature information about the RNA library         (ambiguous, no feature, not aligned, etc).</p></li>
-<li><p><strong>inplace</strong> – If True (default), filtering will be applied to the current CountFilter object. If False,         the function will return a new CountFilter instance and the current instance will not be affected.</p></li>
-</ul>
+<dd class="field-odd"><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current CountFilter object. If False,         the function will return a new CountFilter instance and the current instance will not be affected.</p>
 </dd>
 <dt class="field-even">Returns</dt>
 <dd class="field-even"><p>If inplace is False, returns a new instance of the Filter object.</p>
@@ -169,7 +172,7 @@ <h1>rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount<a class="headerli
 <dt class="field-odd">Examples</dt>
 <dd class="field-odd"><div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">rnalysis</span> <span class="kn">import</span> <span class="n">filtering</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">c</span> <span class="o">=</span> <span class="n">filtering</span><span class="o">.</span><span class="n">CountFilter</span><span class="p">(</span><span class="s2">&quot;tests/test_files/counted.csv&quot;</span><span class="p">)</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">c</span><span class="o">.</span><span class="n">normalize_to_rpm_htseqcount</span><span class="p">(</span><span class="s2">&quot;tests/test_files/uncounted.csv&quot;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">c</span><span class="o">.</span><span class="n">normalize_to_rpm</span><span class="p">()</span>
 <span class="go">Normalized the values of 22 features. Normalized inplace.</span>
 </pre></div>
 </div>
@@ -183,8 +186,8 @@ <h1>rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount<a class="headerli
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+<li class="toctree-l2"><a class="reference internal" href="rnalysis.filtering.Pipeline.html">rnalysis.filtering.Pipeline</a></li>
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+      <li>rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</li>
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+  <section id="rnalysis-filtering-countfilter-normalize-to-rpm-htseqcount">
+<h1>rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount<a class="headerlink" href="#rnalysis-filtering-countfilter-normalize-to-rpm-htseqcount" title="Permalink to this headline"></a></h1>
+<dl class="py method">
+<dt class="sig sig-object py" id="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount">
+<span class="sig-prename descclassname"><span class="pre">CountFilter.</span></span><span class="sig-name descname"><span class="pre">normalize_to_rpm_htseqcount</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">special_counter_fname</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">pathlib.Path</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inplace</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount" title="Permalink to this definition"></a></dt>
+<dd><p>Normalizes the count matrix to Reads Per Million (RPM).         Uses a table of feature counts (ambiguous, no feature, not aligned, etc) from HTSeq-count’s output.         Divides each column in the CountFilter object by (total reads + ambiguous + no feature)*10^-6 .</p>
+<dl class="field-list">
+<dt class="field-odd">Parameters</dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>special_counter_fname</strong> – the .csv file which contains feature information about the RNA library         (ambiguous, no feature, not aligned, etc).</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current CountFilter object. If False,         the function will return a new CountFilter instance and the current instance will not be affected.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns</dt>
+<dd class="field-even"><p>If inplace is False, returns a new instance of the Filter object.</p>
+</dd>
+<dt class="field-odd">Examples</dt>
+<dd class="field-odd"><div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">rnalysis</span> <span class="kn">import</span> <span class="n">filtering</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">c</span> <span class="o">=</span> <span class="n">filtering</span><span class="o">.</span><span class="n">CountFilter</span><span class="p">(</span><span class="s2">&quot;tests/test_files/counted.csv&quot;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">c</span><span class="o">.</span><span class="n">normalize_to_rpm_htseqcount</span><span class="p">(</span><span class="s2">&quot;tests/test_files/uncounted.csv&quot;</span><span class="p">)</span>
+<span class="go">Normalized the values of 22 features. Normalized inplace.</span>
+</pre></div>
+</div>
+</dd>
+</dl>
+</dd></dl>
+
+</section>
+
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diff --git a/docs/build/rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html b/docs/build/rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html
index 93d289f71..5cc3b7235 100644
--- a/docs/build/rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html
+++ b/docs/build/rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html
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-  <title>rnalysis.filtering.CountFilter.normalize_with_scaling_factors &mdash; RNAlysis 3.0.1 documentation</title>
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 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.intersection.html">rnalysis.filtering.CountFilter.intersection</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.ma_plot.html">rnalysis.filtering.CountFilter.ma_plot</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.majority_vote_intersection.html">rnalysis.filtering.CountFilter.majority_vote_intersection</a></li>
-<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html">rnalysis.filtering.CountFilter.normalize_median_of_ratios</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
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 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.pairplot.html">rnalysis.filtering.CountFilter.pairplot</a></li>
@@ -149,7 +155,7 @@
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+             
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 <h1>rnalysis.filtering.CountFilter.normalize_with_scaling_factors<a class="headerlink" href="#rnalysis-filtering-countfilter-normalize-with-scaling-factors" title="Permalink to this headline"></a></h1>
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+        <a href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html" class="btn btn-neutral float-left" title="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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diff --git a/docs/build/rnalysis.filtering.CountFilter.number_filters.html b/docs/build/rnalysis.filtering.CountFilter.number_filters.html
index c464e17d1..1f48c3f64 100644
--- a/docs/build/rnalysis.filtering.CountFilter.number_filters.html
+++ b/docs/build/rnalysis.filtering.CountFilter.number_filters.html
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+  <title>rnalysis.filtering.CountFilter.number_filters &mdash; RNAlysis 3.1.0 documentation</title>
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 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.intersection.html">rnalysis.filtering.CountFilter.intersection</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.ma_plot.html">rnalysis.filtering.CountFilter.ma_plot</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html">rnalysis.filtering.CountFilter.normalize_median_of_ratios</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html">rnalysis.filtering.CountFilter.normalize_with_scaling_factors</a></li>
 <li class="toctree-l3 current"><a class="current reference internal" href="#">rnalysis.filtering.CountFilter.number_filters</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.pairplot.html">rnalysis.filtering.CountFilter.pairplot</a></li>
@@ -149,7 +155,7 @@
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
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-
+             
   <section id="rnalysis-filtering-countfilter-number-filters">
 <h1>rnalysis.filtering.CountFilter.number_filters<a class="headerlink" href="#rnalysis-filtering-countfilter-number-filters" title="Permalink to this headline"></a></h1>
 <dl class="py method">
@@ -163,7 +169,7 @@ <h1>rnalysis.filtering.CountFilter.number_filters<a class="headerlink" href="#rn
 <li><p><strong>operator</strong> (<em>str: 'gt' / 'greater than' / '&gt;'</em><em>, </em><em>'eq' / 'equals' / '='</em><em>, </em><em>'lt' / 'lesser than' / '&lt;'</em>) – the operator to filter the column by (greater than, equal or lesser than)</p></li>
 <li><p><strong>value</strong> (<em>float</em>) – the value to filter by</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -212,7 +218,7 @@ <h1>rnalysis.filtering.CountFilter.number_filters<a class="headerlink" href="#rn
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diff --git a/docs/build/rnalysis.filtering.CountFilter.pairplot.html b/docs/build/rnalysis.filtering.CountFilter.pairplot.html
index de2f8543e..0457cca2e 100644
--- a/docs/build/rnalysis.filtering.CountFilter.pairplot.html
+++ b/docs/build/rnalysis.filtering.CountFilter.pairplot.html
@@ -4,14 +4,14 @@
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@@ -82,8 +82,14 @@
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.from_folder.html">rnalysis.filtering.CountFilter.from_folder</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.head.html">rnalysis.filtering.CountFilter.head</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.intersection.html">rnalysis.filtering.CountFilter.intersection</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.ma_plot.html">rnalysis.filtering.CountFilter.ma_plot</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.majority_vote_intersection.html">rnalysis.filtering.CountFilter.majority_vote_intersection</a></li>
-<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html">rnalysis.filtering.CountFilter.normalize_median_of_ratios</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html">rnalysis.filtering.CountFilter.normalize_with_scaling_factors</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.number_filters.html">rnalysis.filtering.CountFilter.number_filters</a></li>
 <li class="toctree-l3 current"><a class="current reference internal" href="#">rnalysis.filtering.CountFilter.pairplot</a></li>
@@ -149,12 +155,12 @@
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-
+             
   <section id="rnalysis-filtering-countfilter-pairplot">
 <h1>rnalysis.filtering.CountFilter.pairplot<a class="headerlink" href="#rnalysis-filtering-countfilter-pairplot" title="Permalink to this headline"></a></h1>
 <dl class="py method">
 <dt class="sig sig-object py" id="rnalysis.filtering.CountFilter.pairplot">
-<span class="sig-prename descclassname"><span class="pre">CountFilter.</span></span><span class="sig-name descname"><span class="pre">pairplot</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">log2</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">seaborn.axisgrid.PairGrid</span></span></span><a class="headerlink" href="#rnalysis.filtering.CountFilter.pairplot" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">CountFilter.</span></span><span class="sig-name descname"><span class="pre">pairplot</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">log2</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">seaborn.axisgrid.PairGrid</span></span></span><a class="headerlink" href="#rnalysis.filtering.CountFilter.pairplot" title="Permalink to this definition"></a></dt>
 <dd><p>Plot pairwise relationships in the dataset.         Can plot both single samples and average multiple replicates.         For more information see the documentation of seaborn.pairplot.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -194,7 +200,7 @@ <h1>rnalysis.filtering.CountFilter.pairplot<a class="headerlink" href="#rnalysis
   Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
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diff --git a/docs/build/rnalysis.filtering.CountFilter.pca.html b/docs/build/rnalysis.filtering.CountFilter.pca.html
index f5c79032e..4b8f7c924 100644
--- a/docs/build/rnalysis.filtering.CountFilter.pca.html
+++ b/docs/build/rnalysis.filtering.CountFilter.pca.html
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
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+  <title>rnalysis.filtering.CountFilter.pca &mdash; RNAlysis 3.1.0 documentation</title>
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@@ -82,8 +82,14 @@
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.from_folder.html">rnalysis.filtering.CountFilter.from_folder</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.head.html">rnalysis.filtering.CountFilter.head</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.intersection.html">rnalysis.filtering.CountFilter.intersection</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.ma_plot.html">rnalysis.filtering.CountFilter.ma_plot</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.majority_vote_intersection.html">rnalysis.filtering.CountFilter.majority_vote_intersection</a></li>
-<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html">rnalysis.filtering.CountFilter.normalize_median_of_ratios</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html">rnalysis.filtering.CountFilter.normalize_with_scaling_factors</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.number_filters.html">rnalysis.filtering.CountFilter.number_filters</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.pairplot.html">rnalysis.filtering.CountFilter.pairplot</a></li>
@@ -149,12 +155,12 @@
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-
+             
   <section id="rnalysis-filtering-countfilter-pca">
 <h1>rnalysis.filtering.CountFilter.pca<a class="headerlink" href="#rnalysis-filtering-countfilter-pca" title="Permalink to this headline"></a></h1>
 <dl class="py method">
 <dt class="sig sig-object py" id="rnalysis.filtering.CountFilter.pca">
-<span class="sig-prename descclassname"><span class="pre">CountFilter.</span></span><span class="sig-name descname"><span class="pre">pca</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_components</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">power_transform</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">label_fontsize</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">sklearn.decomposition._pca.PCA</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">matplotlib.figure.Figure</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="headerlink" href="#rnalysis.filtering.CountFilter.pca" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">CountFilter.</span></span><span class="sig-name descname"><span class="pre">pca</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_components</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">power_transform</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">label_fontsize</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">sklearn.decomposition._pca.PCA</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">matplotlib.figure.Figure</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="headerlink" href="#rnalysis.filtering.CountFilter.pca" title="Permalink to this definition"></a></dt>
 <dd><p>Performs Principal Component Analysis (PCA), visualizing the principal components that explain the most        variance between the different samples. The function will automatically plot Principal Component #1         with every other Principal Components calculated.
 :type samples: ‘all’ or list.
 :param samples: A list of the sample names and/or grouped sample names to be plotted.         All specified samples must be present in the CountFilter object.         To draw multiple replicates of the same condition in the same color, they can be grouped in an inner list.         Example input:         [[‘SAMPLE1A’, ‘SAMPLE1B’, ‘SAMPLE1C’], [‘SAMPLE2A’, ‘SAMPLE2B’, ‘SAMPLE2C’],’SAMPLE3’ , ‘SAMPLE6’]
@@ -192,7 +198,7 @@ <h1>rnalysis.filtering.CountFilter.pca<a class="headerlink" href="#rnalysis-filt
   Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
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     provided by <a href="https://readthedocs.org">Read the Docs</a>.
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+   
 
 </footer>
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@@ -203,7 +209,7 @@ <h1>rnalysis.filtering.CountFilter.pca<a class="headerlink" href="#rnalysis-filt
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diff --git a/docs/build/rnalysis.filtering.CountFilter.plot_expression.html b/docs/build/rnalysis.filtering.CountFilter.plot_expression.html
index 7de246be6..5ce21d591 100644
--- a/docs/build/rnalysis.filtering.CountFilter.plot_expression.html
+++ b/docs/build/rnalysis.filtering.CountFilter.plot_expression.html
@@ -4,14 +4,14 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
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@@ -82,8 +82,14 @@
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+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.ma_plot.html">rnalysis.filtering.CountFilter.ma_plot</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.majority_vote_intersection.html">rnalysis.filtering.CountFilter.majority_vote_intersection</a></li>
-<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html">rnalysis.filtering.CountFilter.normalize_median_of_ratios</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html">rnalysis.filtering.CountFilter.normalize_with_scaling_factors</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.number_filters.html">rnalysis.filtering.CountFilter.number_filters</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.pairplot.html">rnalysis.filtering.CountFilter.pairplot</a></li>
@@ -149,12 +155,12 @@
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-
+             
   <section id="rnalysis-filtering-countfilter-plot-expression">
 <h1>rnalysis.filtering.CountFilter.plot_expression<a class="headerlink" href="#rnalysis-filtering-countfilter-plot-expression" title="Permalink to this headline"></a></h1>
 <dl class="py method">
 <dt class="sig sig-object py" id="rnalysis.filtering.CountFilter.plot_expression">
-<span class="sig-prename descclassname"><span class="pre">CountFilter.</span></span><span class="sig-name descname"><span class="pre">plot_expression</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">features</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">count_unit</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'Reads</span> <span class="pre">per</span> <span class="pre">million'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">matplotlib.figure.Figure</span></span></span><a class="headerlink" href="#rnalysis.filtering.CountFilter.plot_expression" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">CountFilter.</span></span><span class="sig-name descname"><span class="pre">plot_expression</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">features</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">count_unit</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'Reads</span> <span class="pre">per</span> <span class="pre">million'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">matplotlib.figure.Figure</span></span></span><a class="headerlink" href="#rnalysis.filtering.CountFilter.plot_expression" title="Permalink to this definition"></a></dt>
 <dd><p>Plot the average expression and standard error of the specified features under the specified conditions.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -192,7 +198,7 @@ <h1>rnalysis.filtering.CountFilter.plot_expression<a class="headerlink" href="#r
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+   
 
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\ No newline at end of file
diff --git a/docs/build/rnalysis.filtering.CountFilter.print_features.html b/docs/build/rnalysis.filtering.CountFilter.print_features.html
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-  <title>rnalysis.filtering.CountFilter.print_features &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.CountFilter.print_features &mdash; RNAlysis 3.1.0 documentation</title>
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@@ -21,10 +21,10 @@
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 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.intersection.html">rnalysis.filtering.CountFilter.intersection</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.ma_plot.html">rnalysis.filtering.CountFilter.ma_plot</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.majority_vote_intersection.html">rnalysis.filtering.CountFilter.majority_vote_intersection</a></li>
-<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html">rnalysis.filtering.CountFilter.normalize_median_of_ratios</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html">rnalysis.filtering.CountFilter.normalize_with_scaling_factors</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.number_filters.html">rnalysis.filtering.CountFilter.number_filters</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.pairplot.html">rnalysis.filtering.CountFilter.pairplot</a></li>
@@ -149,7 +155,7 @@
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-
+             
   <section id="rnalysis-filtering-countfilter-print-features">
 <h1>rnalysis.filtering.CountFilter.print_features<a class="headerlink" href="#rnalysis-filtering-countfilter-print-features" title="Permalink to this headline"></a></h1>
 <dl class="py method">
@@ -209,7 +215,7 @@ <h1>rnalysis.filtering.CountFilter.print_features<a class="headerlink" href="#rn
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     <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
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 </footer>
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@@ -220,7 +226,7 @@ <h1>rnalysis.filtering.CountFilter.print_features<a class="headerlink" href="#rn
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           SphinxRtdTheme.Navigation.enable(true);
       });
-  </script>
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\ No newline at end of file
diff --git a/docs/build/rnalysis.filtering.CountFilter.save_csv.html b/docs/build/rnalysis.filtering.CountFilter.save_csv.html
index 16db462cb..176fb1452 100644
--- a/docs/build/rnalysis.filtering.CountFilter.save_csv.html
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.CountFilter.save_csv &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.CountFilter.save_csv &mdash; RNAlysis 3.1.0 documentation</title>
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@@ -21,10 +21,10 @@
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="rnalysis.filtering.CountFilter.scatter_sample_vs_sample" href="rnalysis.filtering.CountFilter.scatter_sample_vs_sample.html" />
-    <link rel="prev" title="rnalysis.filtering.CountFilter.print_features" href="rnalysis.filtering.CountFilter.print_features.html" />
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@@ -82,8 +82,14 @@
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.from_folder.html">rnalysis.filtering.CountFilter.from_folder</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.head.html">rnalysis.filtering.CountFilter.head</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.intersection.html">rnalysis.filtering.CountFilter.intersection</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.ma_plot.html">rnalysis.filtering.CountFilter.ma_plot</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.majority_vote_intersection.html">rnalysis.filtering.CountFilter.majority_vote_intersection</a></li>
-<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html">rnalysis.filtering.CountFilter.normalize_median_of_ratios</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html">rnalysis.filtering.CountFilter.normalize_with_scaling_factors</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.number_filters.html">rnalysis.filtering.CountFilter.number_filters</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.pairplot.html">rnalysis.filtering.CountFilter.pairplot</a></li>
@@ -149,7 +155,7 @@
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-
+             
   <section id="rnalysis-filtering-countfilter-save-csv">
 <h1>rnalysis.filtering.CountFilter.save_csv<a class="headerlink" href="#rnalysis-filtering-countfilter-save-csv" title="Permalink to this headline"></a></h1>
 <dl class="py method">
@@ -182,7 +188,7 @@ <h1>rnalysis.filtering.CountFilter.save_csv<a class="headerlink" href="#rnalysis
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     <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
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+   
 
 </footer>
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@@ -193,7 +199,7 @@ <h1>rnalysis.filtering.CountFilter.save_csv<a class="headerlink" href="#rnalysis
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           SphinxRtdTheme.Navigation.enable(true);
       });
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\ No newline at end of file
diff --git a/docs/build/rnalysis.filtering.CountFilter.scatter_sample_vs_sample.html b/docs/build/rnalysis.filtering.CountFilter.scatter_sample_vs_sample.html
index 448a57fe8..69474750f 100644
--- a/docs/build/rnalysis.filtering.CountFilter.scatter_sample_vs_sample.html
+++ b/docs/build/rnalysis.filtering.CountFilter.scatter_sample_vs_sample.html
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-  <title>rnalysis.filtering.CountFilter.scatter_sample_vs_sample &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.CountFilter.scatter_sample_vs_sample &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
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     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="rnalysis.filtering.CountFilter.sort" href="rnalysis.filtering.CountFilter.sort.html" />
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+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
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diff --git a/docs/build/rnalysis.filtering.CountFilter.split_by_attribute.html b/docs/build/rnalysis.filtering.CountFilter.split_by_attribute.html
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+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html">rnalysis.filtering.CountFilter.normalize_median_of_ratios</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html">rnalysis.filtering.CountFilter.normalize_with_scaling_factors</a></li>
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+             
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diff --git a/docs/build/rnalysis.filtering.CountFilter.split_by_percentile.html b/docs/build/rnalysis.filtering.CountFilter.split_by_percentile.html
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+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html">rnalysis.filtering.CountFilter.normalize_median_of_ratios</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html">rnalysis.filtering.CountFilter.normalize_with_scaling_factors</a></li>
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@@ -149,7 +155,7 @@
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diff --git a/docs/build/rnalysis.filtering.CountFilter.split_by_reads.html b/docs/build/rnalysis.filtering.CountFilter.split_by_reads.html
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 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.intersection.html">rnalysis.filtering.CountFilter.intersection</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.ma_plot.html">rnalysis.filtering.CountFilter.ma_plot</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.majority_vote_intersection.html">rnalysis.filtering.CountFilter.majority_vote_intersection</a></li>
-<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html">rnalysis.filtering.CountFilter.normalize_median_of_ratios</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html">rnalysis.filtering.CountFilter.normalize_with_scaling_factors</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.number_filters.html">rnalysis.filtering.CountFilter.number_filters</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.pairplot.html">rnalysis.filtering.CountFilter.pairplot</a></li>
@@ -149,7 +155,7 @@
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
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+             
   <section id="rnalysis-filtering-countfilter-split-by-reads">
 <h1>rnalysis.filtering.CountFilter.split_by_reads<a class="headerlink" href="#rnalysis-filtering-countfilter-split-by-reads" title="Permalink to this headline"></a></h1>
 <dl class="py method">
@@ -197,7 +203,7 @@ <h1>rnalysis.filtering.CountFilter.split_by_reads<a class="headerlink" href="#rn
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diff --git a/docs/build/rnalysis.filtering.CountFilter.split_clicom.html b/docs/build/rnalysis.filtering.CountFilter.split_clicom.html
index 2f20e05e8..24024f25a 100644
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 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.intersection.html">rnalysis.filtering.CountFilter.intersection</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.ma_plot.html">rnalysis.filtering.CountFilter.ma_plot</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.majority_vote_intersection.html">rnalysis.filtering.CountFilter.majority_vote_intersection</a></li>
-<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html">rnalysis.filtering.CountFilter.normalize_median_of_ratios</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html">rnalysis.filtering.CountFilter.normalize_with_scaling_factors</a></li>
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 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.pairplot.html">rnalysis.filtering.CountFilter.pairplot</a></li>
@@ -149,13 +155,13 @@
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-
+             
   <section id="rnalysis-filtering-countfilter-split-clicom">
 <h1>rnalysis.filtering.CountFilter.split_clicom<a class="headerlink" href="#rnalysis-filtering-countfilter-split-clicom" title="Permalink to this headline"></a></h1>
 <dl class="py method">
 <dt class="sig sig-object py" id="rnalysis.filtering.CountFilter.split_clicom">
 <span class="sig-prename descclassname"><span class="pre">CountFilter.</span></span><span class="sig-name descname"><span class="pre">split_clicom</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">parameter_dicts</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">power_transform</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">bool</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">bool</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">bool</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">evidence_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.6666666666666666</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cluster_unclustered_features</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_cluster_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">15</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">plot_style</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'std_area'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'std_bar'</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">split_plots</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">gui_mode</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="rnalysis.filtering.CountFilter.html#rnalysis.filtering.CountFilter" title="rnalysis.filtering.CountFilter"><span class="pre">rnalysis.filtering.CountFilter</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="headerlink" href="#rnalysis.filtering.CountFilter.split_clicom" title="Permalink to this definition"></a></dt>
-<dd><p>Clusters the features in the CountFilter object using the modified CLICOM ensemble clustering algorithm         (Mimaroglu and Yagci 2012),         and then splits those features into multiple non-overlapping CountFilter objects,         based on the clustering result.         The CLICOM algorithm incorporates the results of multiple clustering solutions,         which can come from different clustering algorithms with differing clustering parameters,         and uses these clustering solutions to create a combined clustering solution.         Due to the nature of CLICOM, the number of clusters the data will be divided into is determined automatically.         This modified version of the CLICOM algorithm can also classify features as noise,         which does not belong in any discovered cluster.</p>
+<dd><p>Clusters the features in the CountFilter object using the modified CLICOM ensemble clustering algorithm         <a class="reference external" href="https://doi.org/10.1016/j.eswa.2011.08.059/">(Mimaroglu and Yagci 2012)</a>,         and then splits those features into multiple non-overlapping CountFilter objects,         based on the clustering result.         The CLICOM algorithm incorporates the results of multiple clustering solutions,         which can come from different clustering algorithms with differing clustering parameters,         and uses these clustering solutions to create a combined clustering solution.         Due to the nature of CLICOM, the number of clusters the data will be divided into is determined automatically.         This modified version of the CLICOM algorithm can also classify features as noise,         which does not belong in any discovered cluster.</p>
 <dl class="field-list">
 <dt class="field-odd">Parameters</dt>
 <dd class="field-odd"><ul class="simple">
@@ -230,7 +236,7 @@ <h1>rnalysis.filtering.CountFilter.split_clicom<a class="headerlink" href="#rnal
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diff --git a/docs/build/rnalysis.filtering.CountFilter.split_hdbscan.html b/docs/build/rnalysis.filtering.CountFilter.split_hdbscan.html
index 1f99ef1dc..5a361bbb3 100644
--- a/docs/build/rnalysis.filtering.CountFilter.split_hdbscan.html
+++ b/docs/build/rnalysis.filtering.CountFilter.split_hdbscan.html
@@ -4,14 +4,14 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
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+  <title>rnalysis.filtering.CountFilter.split_hdbscan &mdash; RNAlysis 3.1.0 documentation</title>
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@@ -82,8 +82,14 @@
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 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.intersection.html">rnalysis.filtering.CountFilter.intersection</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.ma_plot.html">rnalysis.filtering.CountFilter.ma_plot</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.majority_vote_intersection.html">rnalysis.filtering.CountFilter.majority_vote_intersection</a></li>
-<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html">rnalysis.filtering.CountFilter.normalize_median_of_ratios</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html">rnalysis.filtering.CountFilter.normalize_with_scaling_factors</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.number_filters.html">rnalysis.filtering.CountFilter.number_filters</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.pairplot.html">rnalysis.filtering.CountFilter.pairplot</a></li>
@@ -149,7 +155,7 @@
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-
+             
   <section id="rnalysis-filtering-countfilter-split-hdbscan">
 <h1>rnalysis.filtering.CountFilter.split_hdbscan<a class="headerlink" href="#rnalysis-filtering-countfilter-split-hdbscan" title="Permalink to this headline"></a></h1>
 <dl class="py method">
@@ -231,7 +237,7 @@ <h1>rnalysis.filtering.CountFilter.split_hdbscan<a class="headerlink" href="#rna
   Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
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diff --git a/docs/build/rnalysis.filtering.CountFilter.split_hierarchical.html b/docs/build/rnalysis.filtering.CountFilter.split_hierarchical.html
index 27a0b0576..98157baca 100644
--- a/docs/build/rnalysis.filtering.CountFilter.split_hierarchical.html
+++ b/docs/build/rnalysis.filtering.CountFilter.split_hierarchical.html
@@ -4,14 +4,14 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
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+  <title>rnalysis.filtering.CountFilter.split_hierarchical &mdash; RNAlysis 3.1.0 documentation</title>
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+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
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diff --git a/docs/build/rnalysis.filtering.CountFilter.split_kmedoids.html b/docs/build/rnalysis.filtering.CountFilter.split_kmedoids.html
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+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html">rnalysis.filtering.CountFilter.normalize_median_of_ratios</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
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+             
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diff --git a/docs/build/rnalysis.filtering.CountFilter.symmetric_difference.html b/docs/build/rnalysis.filtering.CountFilter.symmetric_difference.html
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+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html">rnalysis.filtering.CountFilter.normalize_median_of_ratios</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
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diff --git a/docs/build/rnalysis.filtering.CountFilter.tail.html b/docs/build/rnalysis.filtering.CountFilter.tail.html
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     <link rel="next" title="rnalysis.filtering.CountFilter.text_filters" href="rnalysis.filtering.CountFilter.text_filters.html" />
-    <link rel="prev" title="rnalysis.filtering.CountFilter.symmetric_difference" href="rnalysis.filtering.CountFilter.symmetric_difference.html" />
+    <link rel="prev" title="rnalysis.filtering.CountFilter.symmetric_difference" href="rnalysis.filtering.CountFilter.symmetric_difference.html" /> 
 </head>
 
-<body class="wy-body-for-nav">
+<body class="wy-body-for-nav"> 
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     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
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@@ -82,8 +82,14 @@
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 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.intersection.html">rnalysis.filtering.CountFilter.intersection</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.ma_plot.html">rnalysis.filtering.CountFilter.ma_plot</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.majority_vote_intersection.html">rnalysis.filtering.CountFilter.majority_vote_intersection</a></li>
-<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html">rnalysis.filtering.CountFilter.normalize_median_of_ratios</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html">rnalysis.filtering.CountFilter.normalize_with_scaling_factors</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.number_filters.html">rnalysis.filtering.CountFilter.number_filters</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.pairplot.html">rnalysis.filtering.CountFilter.pairplot</a></li>
@@ -149,7 +155,7 @@
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-
+             
   <section id="rnalysis-filtering-countfilter-tail">
 <h1>rnalysis.filtering.CountFilter.tail<a class="headerlink" href="#rnalysis-filtering-countfilter-tail" title="Permalink to this headline"></a></h1>
 <dl class="py method">
@@ -217,7 +223,7 @@ <h1>rnalysis.filtering.CountFilter.tail<a class="headerlink" href="#rnalysis-fil
   Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
     <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
-
+   
 
 </footer>
         </div>
@@ -228,7 +234,7 @@ <h1>rnalysis.filtering.CountFilter.tail<a class="headerlink" href="#rnalysis-fil
       jQuery(function () {
           SphinxRtdTheme.Navigation.enable(true);
       });
-  </script>
+  </script> 
 
 </body>
-</html>
+</html>
\ No newline at end of file
diff --git a/docs/build/rnalysis.filtering.CountFilter.text_filters.html b/docs/build/rnalysis.filtering.CountFilter.text_filters.html
index 599b9bac4..5a2db8a59 100644
--- a/docs/build/rnalysis.filtering.CountFilter.text_filters.html
+++ b/docs/build/rnalysis.filtering.CountFilter.text_filters.html
@@ -4,14 +4,14 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.CountFilter.text_filters &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.CountFilter.text_filters &mdash; RNAlysis 3.1.0 documentation</title>
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         <script src="_static/underscore.js"></script>
@@ -21,10 +21,10 @@
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="rnalysis.filtering.CountFilter.transform" href="rnalysis.filtering.CountFilter.transform.html" />
-    <link rel="prev" title="rnalysis.filtering.CountFilter.tail" href="rnalysis.filtering.CountFilter.tail.html" />
+    <link rel="prev" title="rnalysis.filtering.CountFilter.tail" href="rnalysis.filtering.CountFilter.tail.html" /> 
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+<body class="wy-body-for-nav"> 
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@@ -82,8 +82,14 @@
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 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.head.html">rnalysis.filtering.CountFilter.head</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.intersection.html">rnalysis.filtering.CountFilter.intersection</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.ma_plot.html">rnalysis.filtering.CountFilter.ma_plot</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.majority_vote_intersection.html">rnalysis.filtering.CountFilter.majority_vote_intersection</a></li>
-<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html">rnalysis.filtering.CountFilter.normalize_median_of_ratios</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html">rnalysis.filtering.CountFilter.normalize_with_scaling_factors</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.number_filters.html">rnalysis.filtering.CountFilter.number_filters</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.pairplot.html">rnalysis.filtering.CountFilter.pairplot</a></li>
@@ -149,7 +155,7 @@
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-
+             
   <section id="rnalysis-filtering-countfilter-text-filters">
 <h1>rnalysis.filtering.CountFilter.text_filters<a class="headerlink" href="#rnalysis-filtering-countfilter-text-filters" title="Permalink to this headline"></a></h1>
 <dl class="py method">
@@ -163,7 +169,7 @@ <h1>rnalysis.filtering.CountFilter.text_filters<a class="headerlink" href="#rnal
 <li><p><strong>operator</strong> (<em>str: 'eq' / 'equals' / '='</em><em>, </em><em>'ct' / 'contains' / 'in'</em><em>, </em><em>'sw' / 'starts with'</em><em>, </em><em>'ew' / 'ends with'</em>) – the operator to filter the column by (equals, contains, starts with, ends with)</p></li>
 <li><p><strong>value</strong> (<em>number</em><em> (</em><em>int</em><em> or </em><em>float</em><em>)</em>) – the value to filter by</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -200,7 +206,7 @@ <h1>rnalysis.filtering.CountFilter.text_filters<a class="headerlink" href="#rnal
   Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
     <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
-
+   
 
 </footer>
         </div>
@@ -211,7 +217,7 @@ <h1>rnalysis.filtering.CountFilter.text_filters<a class="headerlink" href="#rnal
       jQuery(function () {
           SphinxRtdTheme.Navigation.enable(true);
       });
-  </script>
+  </script> 
 
 </body>
-</html>
+</html>
\ No newline at end of file
diff --git a/docs/build/rnalysis.filtering.CountFilter.transform.html b/docs/build/rnalysis.filtering.CountFilter.transform.html
index 1bbbfc68a..2f50d50ec 100644
--- a/docs/build/rnalysis.filtering.CountFilter.transform.html
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.CountFilter.transform &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.CountFilter.transform &mdash; RNAlysis 3.1.0 documentation</title>
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@@ -21,10 +21,10 @@
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     <link rel="next" title="rnalysis.filtering.CountFilter.union" href="rnalysis.filtering.CountFilter.union.html" />
-    <link rel="prev" title="rnalysis.filtering.CountFilter.text_filters" href="rnalysis.filtering.CountFilter.text_filters.html" />
+    <link rel="prev" title="rnalysis.filtering.CountFilter.text_filters" href="rnalysis.filtering.CountFilter.text_filters.html" /> 
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@@ -82,8 +82,14 @@
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 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.intersection.html">rnalysis.filtering.CountFilter.intersection</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.ma_plot.html">rnalysis.filtering.CountFilter.ma_plot</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.majority_vote_intersection.html">rnalysis.filtering.CountFilter.majority_vote_intersection</a></li>
-<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html">rnalysis.filtering.CountFilter.normalize_median_of_ratios</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html">rnalysis.filtering.CountFilter.normalize_with_scaling_factors</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.number_filters.html">rnalysis.filtering.CountFilter.number_filters</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.pairplot.html">rnalysis.filtering.CountFilter.pairplot</a></li>
@@ -149,7 +155,7 @@
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-
+             
   <section id="rnalysis-filtering-countfilter-transform">
 <h1>rnalysis.filtering.CountFilter.transform<a class="headerlink" href="#rnalysis-filtering-countfilter-transform" title="Permalink to this headline"></a></h1>
 <dl class="py method">
@@ -161,7 +167,7 @@ <h1>rnalysis.filtering.CountFilter.transform<a class="headerlink" href="#rnalysi
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>function</strong> (<em>Callable</em><em> or </em><em>str</em><em> (</em><em>'logx' for base-x log of the data + 1</em><em>,         </em><em>'box-cox' for Box-Cox transform of the data + 1</em><em>, </em><em>'standardize' for standardization</em><em>)</em>) – The function or function name to be applied.</p></li>
 <li><p><strong>columns</strong> (<em>str</em><em> or </em><em>list of str</em><em> (</em><em>default='all'</em><em>)</em>) – The columns to which the transform should be applied.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 <li><p><strong>function_kwargs</strong> – Any additional keyworded arguments taken by the supplied function.</p></li>
 </ul>
 </dd>
@@ -200,7 +206,7 @@ <h1>rnalysis.filtering.CountFilter.transform<a class="headerlink" href="#rnalysi
   Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
     <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
-
+   
 
 </footer>
         </div>
@@ -211,7 +217,7 @@ <h1>rnalysis.filtering.CountFilter.transform<a class="headerlink" href="#rnalysi
       jQuery(function () {
           SphinxRtdTheme.Navigation.enable(true);
       });
-  </script>
+  </script> 
 
 </body>
-</html>
+</html>
\ No newline at end of file
diff --git a/docs/build/rnalysis.filtering.CountFilter.union.html b/docs/build/rnalysis.filtering.CountFilter.union.html
index 6b59c8cc3..256baef97 100644
--- a/docs/build/rnalysis.filtering.CountFilter.union.html
+++ b/docs/build/rnalysis.filtering.CountFilter.union.html
@@ -4,14 +4,14 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.CountFilter.union &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.CountFilter.union &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
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@@ -21,10 +21,10 @@
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="rnalysis.filtering.CountFilter.violin_plot" href="rnalysis.filtering.CountFilter.violin_plot.html" />
-    <link rel="prev" title="rnalysis.filtering.CountFilter.transform" href="rnalysis.filtering.CountFilter.transform.html" />
+    <link rel="prev" title="rnalysis.filtering.CountFilter.transform" href="rnalysis.filtering.CountFilter.transform.html" /> 
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   <div class="wy-grid-for-nav">
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
@@ -82,8 +82,14 @@
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.from_folder.html">rnalysis.filtering.CountFilter.from_folder</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.head.html">rnalysis.filtering.CountFilter.head</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.intersection.html">rnalysis.filtering.CountFilter.intersection</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.ma_plot.html">rnalysis.filtering.CountFilter.ma_plot</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.majority_vote_intersection.html">rnalysis.filtering.CountFilter.majority_vote_intersection</a></li>
-<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html">rnalysis.filtering.CountFilter.normalize_median_of_ratios</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html">rnalysis.filtering.CountFilter.normalize_with_scaling_factors</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.number_filters.html">rnalysis.filtering.CountFilter.number_filters</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.pairplot.html">rnalysis.filtering.CountFilter.pairplot</a></li>
@@ -149,7 +155,7 @@
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-
+             
   <section id="rnalysis-filtering-countfilter-union">
 <h1>rnalysis.filtering.CountFilter.union<a class="headerlink" href="#rnalysis-filtering-countfilter-union" title="Permalink to this headline"></a></h1>
 <dl class="py method">
@@ -209,7 +215,7 @@ <h1>rnalysis.filtering.CountFilter.union<a class="headerlink" href="#rnalysis-fi
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+   
 
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-  </script>
+  </script> 
 
 </body>
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diff --git a/docs/build/rnalysis.filtering.CountFilter.violin_plot.html b/docs/build/rnalysis.filtering.CountFilter.violin_plot.html
index bfe6c9c5c..f9ed93935 100644
--- a/docs/build/rnalysis.filtering.CountFilter.violin_plot.html
+++ b/docs/build/rnalysis.filtering.CountFilter.violin_plot.html
@@ -4,14 +4,14 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.CountFilter.violin_plot &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.CountFilter.violin_plot &mdash; RNAlysis 3.1.0 documentation</title>
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+  
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@@ -21,10 +21,10 @@
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="rnalysis.filtering.DESeqFilter" href="rnalysis.filtering.DESeqFilter.html" />
-    <link rel="prev" title="rnalysis.filtering.CountFilter.union" href="rnalysis.filtering.CountFilter.union.html" />
+    <link rel="prev" title="rnalysis.filtering.CountFilter.union" href="rnalysis.filtering.CountFilter.union.html" /> 
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-<body class="wy-body-for-nav">
+<body class="wy-body-for-nav"> 
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@@ -82,8 +82,14 @@
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.from_folder.html">rnalysis.filtering.CountFilter.from_folder</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.head.html">rnalysis.filtering.CountFilter.head</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.intersection.html">rnalysis.filtering.CountFilter.intersection</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.ma_plot.html">rnalysis.filtering.CountFilter.ma_plot</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.majority_vote_intersection.html">rnalysis.filtering.CountFilter.majority_vote_intersection</a></li>
-<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_median_of_ratios.html">rnalysis.filtering.CountFilter.normalize_median_of_ratios</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_rle.html">rnalysis.filtering.CountFilter.normalize_rle</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_tmm.html">rnalysis.filtering.CountFilter.normalize_tmm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_quantile.html">rnalysis.filtering.CountFilter.normalize_to_quantile</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm.html">rnalysis.filtering.CountFilter.normalize_to_rpm</a></li>
+<li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.html">rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.normalize_with_scaling_factors.html">rnalysis.filtering.CountFilter.normalize_with_scaling_factors</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.number_filters.html">rnalysis.filtering.CountFilter.number_filters</a></li>
 <li class="toctree-l3"><a class="reference internal" href="rnalysis.filtering.CountFilter.pairplot.html">rnalysis.filtering.CountFilter.pairplot</a></li>
@@ -149,12 +155,12 @@
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-
+             
   <section id="rnalysis-filtering-countfilter-violin-plot">
 <h1>rnalysis.filtering.CountFilter.violin_plot<a class="headerlink" href="#rnalysis-filtering-countfilter-violin-plot" title="Permalink to this headline"></a></h1>
 <dl class="py method">
 <dt class="sig sig-object py" id="rnalysis.filtering.CountFilter.violin_plot">
-<span class="sig-prename descclassname"><span class="pre">CountFilter.</span></span><span class="sig-name descname"><span class="pre">violin_plot</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ylabel</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'$\\log_10$(normalized</span> <span class="pre">reads</span> <span class="pre">+</span> <span class="pre">1)'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#rnalysis.filtering.CountFilter.violin_plot" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">CountFilter.</span></span><span class="sig-name descname"><span class="pre">violin_plot</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ylabel</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'$\\log_10$(normalized</span> <span class="pre">reads</span> <span class="pre">+</span> <span class="pre">1)'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#rnalysis.filtering.CountFilter.violin_plot" title="Permalink to this definition"></a></dt>
 <dd><p>Generates a violin plot of the specified samples in the CountFilter object in log10 scale.         Can plot both single samples and average multiple replicates.         It is recommended to use this function on normalized values and not on absolute read values.         Box inside the violin plot indicates 25% and 75% percentiles, and the white dot indicates the median.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -194,7 +200,7 @@ <h1>rnalysis.filtering.CountFilter.violin_plot<a class="headerlink" href="#rnaly
   Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
     <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
-
+   
 
 </footer>
         </div>
@@ -205,7 +211,7 @@ <h1>rnalysis.filtering.CountFilter.violin_plot<a class="headerlink" href="#rnaly
       jQuery(function () {
           SphinxRtdTheme.Navigation.enable(true);
       });
-  </script>
+  </script> 
 
 </body>
-</html>
+</html>
\ No newline at end of file
diff --git a/docs/build/rnalysis.filtering.DESeqFilter.biotypes.html b/docs/build/rnalysis.filtering.DESeqFilter.biotypes.html
index d820d00f9..a438aee44 100644
--- a/docs/build/rnalysis.filtering.DESeqFilter.biotypes.html
+++ b/docs/build/rnalysis.filtering.DESeqFilter.biotypes.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.DESeqFilter.biotypes &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.DESeqFilter.biotypes &mdash; RNAlysis 3.1.0 documentation</title>
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diff --git a/docs/build/rnalysis.filtering.DESeqFilter.describe.html b/docs/build/rnalysis.filtering.DESeqFilter.describe.html
index 2f9c20921..1a70532a0 100644
--- a/docs/build/rnalysis.filtering.DESeqFilter.describe.html
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.DESeqFilter.describe &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.DESeqFilter.describe &mdash; RNAlysis 3.1.0 documentation</title>
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diff --git a/docs/build/rnalysis.filtering.DESeqFilter.difference.html b/docs/build/rnalysis.filtering.DESeqFilter.difference.html
index 69ce656ff..757f694bd 100644
--- a/docs/build/rnalysis.filtering.DESeqFilter.difference.html
+++ b/docs/build/rnalysis.filtering.DESeqFilter.difference.html
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.DESeqFilter.difference &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.DESeqFilter.difference &mdash; RNAlysis 3.1.0 documentation</title>
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diff --git a/docs/build/rnalysis.filtering.DESeqFilter.filter_abs_log2_fold_change.html b/docs/build/rnalysis.filtering.DESeqFilter.filter_abs_log2_fold_change.html
index e9b8e4a32..e8274263f 100644
--- a/docs/build/rnalysis.filtering.DESeqFilter.filter_abs_log2_fold_change.html
+++ b/docs/build/rnalysis.filtering.DESeqFilter.filter_abs_log2_fold_change.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.DESeqFilter.filter_abs_log2_fold_change &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.DESeqFilter.filter_abs_log2_fold_change &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
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@@ -146,7 +146,7 @@ <h1>rnalysis.filtering.DESeqFilter.filter_abs_log2_fold_change<a class="headerli
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>abslog2fc</strong> – The threshold absolute log2 fold change for filtering out a feature. Float or int.         All features whose absolute log2 fold change is lower than log2fc will be filtered out.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current DESeqFilter object. If False,         the function will return a new DESeqFilter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current DESeqFilter object. If False,         the function will return a new DESeqFilter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
diff --git a/docs/build/rnalysis.filtering.DESeqFilter.filter_biotype.html b/docs/build/rnalysis.filtering.DESeqFilter.filter_biotype.html
index 7ebadf840..4514b9200 100644
--- a/docs/build/rnalysis.filtering.DESeqFilter.filter_biotype.html
+++ b/docs/build/rnalysis.filtering.DESeqFilter.filter_biotype.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.DESeqFilter.filter_biotype &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.DESeqFilter.filter_biotype &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
     <link rel="shortcut icon" href="_static/favicon.ico"/>
@@ -147,7 +147,7 @@ <h1>rnalysis.filtering.DESeqFilter.filter_biotype<a class="headerlink" href="#rn
 <li><p><strong>biotype</strong> (<em>string</em><em> or </em><em>list of strings</em>) – the biotypes which will not be filtered out.</p></li>
 <li><p><strong>ref</strong> – Name of the biotype reference file used to determine biotypes.         Default is the path defined by the user in the settings.yaml file.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
diff --git a/docs/build/rnalysis.filtering.DESeqFilter.filter_by_attribute.html b/docs/build/rnalysis.filtering.DESeqFilter.filter_by_attribute.html
index a7fad2f31..4e3c3da84 100644
--- a/docs/build/rnalysis.filtering.DESeqFilter.filter_by_attribute.html
+++ b/docs/build/rnalysis.filtering.DESeqFilter.filter_by_attribute.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.DESeqFilter.filter_by_attribute &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.DESeqFilter.filter_by_attribute &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
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diff --git a/docs/build/rnalysis.filtering.DESeqFilter.filter_fold_change_direction.html b/docs/build/rnalysis.filtering.DESeqFilter.filter_fold_change_direction.html
index 3562bc063..b22095d38 100644
--- a/docs/build/rnalysis.filtering.DESeqFilter.filter_fold_change_direction.html
+++ b/docs/build/rnalysis.filtering.DESeqFilter.filter_fold_change_direction.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.DESeqFilter.filter_fold_change_direction &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.DESeqFilter.filter_fold_change_direction &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
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@@ -146,7 +146,7 @@ <h1>rnalysis.filtering.DESeqFilter.filter_fold_change_direction<a class="headerl
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>direction</strong> – ‘pos’ or ‘neg’. If ‘pos’, will keep only features that have positive log2foldchange.         If ‘neg’, will keep only features that have negative log2foldchange.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current DESeqFilter object. If False,         the function will return a new DESeqFilter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current DESeqFilter object. If False,         the function will return a new DESeqFilter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
diff --git a/docs/build/rnalysis.filtering.DESeqFilter.filter_missing_values.html b/docs/build/rnalysis.filtering.DESeqFilter.filter_missing_values.html
index 59ae2879a..1c9e64a50 100644
--- a/docs/build/rnalysis.filtering.DESeqFilter.filter_missing_values.html
+++ b/docs/build/rnalysis.filtering.DESeqFilter.filter_missing_values.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.DESeqFilter.filter_missing_values &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.DESeqFilter.filter_missing_values &mdash; RNAlysis 3.1.0 documentation</title>
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@@ -146,7 +146,7 @@ <h1>rnalysis.filtering.DESeqFilter.filter_missing_values<a class="headerlink" hr
 <p>:param columns:name/names of the columns to check for missing values.
 :type opposite: bool
 :param opposite: If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.
-:type inplace: bool
+:type inplace: bool (default=True)
 :param inplace: If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.
 :return: If ‘inplace’ is False, returns a new instance of the Filter object.</p>
 <dl class="field-list">
diff --git a/docs/build/rnalysis.filtering.DESeqFilter.filter_percentile.html b/docs/build/rnalysis.filtering.DESeqFilter.filter_percentile.html
index 36bac7e9a..037137112 100644
--- a/docs/build/rnalysis.filtering.DESeqFilter.filter_percentile.html
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-  <title>rnalysis.filtering.DESeqFilter.filter_percentile &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.DESeqFilter.filter_percentile &mdash; RNAlysis 3.1.0 documentation</title>
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@@ -147,7 +147,7 @@ <h1>rnalysis.filtering.DESeqFilter.filter_percentile<a class="headerlink" href="
 <li><p><strong>percentile</strong> (<em>float between 0 and 1</em>) – The percentile that all features above it will be filtered out.</p></li>
 <li><p><strong>column</strong> (<em>str</em>) – Name of the DataFrame column according to which the filtering will be performed.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
diff --git a/docs/build/rnalysis.filtering.DESeqFilter.filter_significant.html b/docs/build/rnalysis.filtering.DESeqFilter.filter_significant.html
index fa6c41bbe..f61ec39c5 100644
--- a/docs/build/rnalysis.filtering.DESeqFilter.filter_significant.html
+++ b/docs/build/rnalysis.filtering.DESeqFilter.filter_significant.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.DESeqFilter.filter_significant &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.DESeqFilter.filter_significant &mdash; RNAlysis 3.1.0 documentation</title>
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       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
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@@ -146,7 +146,7 @@ <h1>rnalysis.filtering.DESeqFilter.filter_significant<a class="headerlink" href=
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>alpha</strong> – the significance threshold to determine which genes will be filtered. between 0 and 1.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current DESeqFilter object. If False,         the function will return a new DESeqFilter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current DESeqFilter object. If False,         the function will return a new DESeqFilter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
diff --git a/docs/build/rnalysis.filtering.DESeqFilter.filter_top_n.html b/docs/build/rnalysis.filtering.DESeqFilter.filter_top_n.html
index 4a4be29d8..79415dd60 100644
--- a/docs/build/rnalysis.filtering.DESeqFilter.filter_top_n.html
+++ b/docs/build/rnalysis.filtering.DESeqFilter.filter_top_n.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.DESeqFilter.filter_top_n &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.DESeqFilter.filter_top_n &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
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@@ -149,7 +149,7 @@ <h1>rnalysis.filtering.DESeqFilter.filter_top_n<a class="headerlink" href="#rnal
 <li><p><strong>ascending</strong> (<em>bool</em><em> or </em><em>list of bools</em><em> (</em><em>default=True</em><em>)</em>) – Sort ascending vs. descending. Specify list for multiple sort orders.         If this is a list of bools, it must have the same length as ‘by’.</p></li>
 <li><p><strong>na_position</strong> (<em>'first'</em><em> or </em><em>'last'</em><em>, </em><em>default 'last'</em>) – If ‘first’, puts NaNs at the beginning; if ‘last’, puts NaNs at the end.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
diff --git a/docs/build/rnalysis.filtering.DESeqFilter.from_dataframe.html b/docs/build/rnalysis.filtering.DESeqFilter.from_dataframe.html
index 38399001a..45684c248 100644
--- a/docs/build/rnalysis.filtering.DESeqFilter.from_dataframe.html
+++ b/docs/build/rnalysis.filtering.DESeqFilter.from_dataframe.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.DESeqFilter.from_dataframe &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.DESeqFilter.from_dataframe &mdash; RNAlysis 3.1.0 documentation</title>
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diff --git a/docs/build/rnalysis.filtering.DESeqFilter.head.html b/docs/build/rnalysis.filtering.DESeqFilter.head.html
index 5f1971dc2..274590612 100644
--- a/docs/build/rnalysis.filtering.DESeqFilter.head.html
+++ b/docs/build/rnalysis.filtering.DESeqFilter.head.html
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.DESeqFilter.head &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.DESeqFilter.head &mdash; RNAlysis 3.1.0 documentation</title>
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diff --git a/docs/build/rnalysis.filtering.DESeqFilter.html b/docs/build/rnalysis.filtering.DESeqFilter.html
index f9a0d8abb..f3036747b 100644
--- a/docs/build/rnalysis.filtering.DESeqFilter.html
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.DESeqFilter &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.DESeqFilter &mdash; RNAlysis 3.1.0 documentation</title>
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diff --git a/docs/build/rnalysis.filtering.DESeqFilter.intersection.html b/docs/build/rnalysis.filtering.DESeqFilter.intersection.html
index 2ea939c5c..9d720764b 100644
--- a/docs/build/rnalysis.filtering.DESeqFilter.intersection.html
+++ b/docs/build/rnalysis.filtering.DESeqFilter.intersection.html
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.DESeqFilter.intersection &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.DESeqFilter.intersection &mdash; RNAlysis 3.1.0 documentation</title>
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diff --git a/docs/build/rnalysis.filtering.DESeqFilter.majority_vote_intersection.html b/docs/build/rnalysis.filtering.DESeqFilter.majority_vote_intersection.html
index 43b03096b..f0bc4cc6a 100644
--- a/docs/build/rnalysis.filtering.DESeqFilter.majority_vote_intersection.html
+++ b/docs/build/rnalysis.filtering.DESeqFilter.majority_vote_intersection.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.DESeqFilter.majority_vote_intersection &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.DESeqFilter.majority_vote_intersection &mdash; RNAlysis 3.1.0 documentation</title>
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diff --git a/docs/build/rnalysis.filtering.DESeqFilter.number_filters.html b/docs/build/rnalysis.filtering.DESeqFilter.number_filters.html
index 36c26165f..0edc62c81 100644
--- a/docs/build/rnalysis.filtering.DESeqFilter.number_filters.html
+++ b/docs/build/rnalysis.filtering.DESeqFilter.number_filters.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.DESeqFilter.number_filters &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.DESeqFilter.number_filters &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
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@@ -148,7 +148,7 @@ <h1>rnalysis.filtering.DESeqFilter.number_filters<a class="headerlink" href="#rn
 <li><p><strong>operator</strong> (<em>str: 'gt' / 'greater than' / '&gt;'</em><em>, </em><em>'eq' / 'equals' / '='</em><em>, </em><em>'lt' / 'lesser than' / '&lt;'</em>) – the operator to filter the column by (greater than, equal or lesser than)</p></li>
 <li><p><strong>value</strong> (<em>float</em>) – the value to filter by</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
diff --git a/docs/build/rnalysis.filtering.DESeqFilter.print_features.html b/docs/build/rnalysis.filtering.DESeqFilter.print_features.html
index 55880937d..db46a9240 100644
--- a/docs/build/rnalysis.filtering.DESeqFilter.print_features.html
+++ b/docs/build/rnalysis.filtering.DESeqFilter.print_features.html
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.DESeqFilter.print_features &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.DESeqFilter.print_features &mdash; RNAlysis 3.1.0 documentation</title>
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diff --git a/docs/build/rnalysis.filtering.DESeqFilter.save_csv.html b/docs/build/rnalysis.filtering.DESeqFilter.save_csv.html
index e677fcacf..e0d155a78 100644
--- a/docs/build/rnalysis.filtering.DESeqFilter.save_csv.html
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.DESeqFilter.save_csv &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.DESeqFilter.save_csv &mdash; RNAlysis 3.1.0 documentation</title>
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diff --git a/docs/build/rnalysis.filtering.DESeqFilter.sort.html b/docs/build/rnalysis.filtering.DESeqFilter.sort.html
index 5d4fef619..8f0b44c8f 100644
--- a/docs/build/rnalysis.filtering.DESeqFilter.sort.html
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.DESeqFilter.sort &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.DESeqFilter.sort &mdash; RNAlysis 3.1.0 documentation</title>
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diff --git a/docs/build/rnalysis.filtering.DESeqFilter.split_by_attribute.html b/docs/build/rnalysis.filtering.DESeqFilter.split_by_attribute.html
index 77b235f1b..ac3952d1f 100644
--- a/docs/build/rnalysis.filtering.DESeqFilter.split_by_attribute.html
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.DESeqFilter.split_by_attribute &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.DESeqFilter.split_by_attribute &mdash; RNAlysis 3.1.0 documentation</title>
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diff --git a/docs/build/rnalysis.filtering.DESeqFilter.split_by_percentile.html b/docs/build/rnalysis.filtering.DESeqFilter.split_by_percentile.html
index 6f22f5eee..e3de9a240 100644
--- a/docs/build/rnalysis.filtering.DESeqFilter.split_by_percentile.html
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.DESeqFilter.split_by_percentile &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.DESeqFilter.split_by_percentile &mdash; RNAlysis 3.1.0 documentation</title>
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diff --git a/docs/build/rnalysis.filtering.DESeqFilter.split_fold_change_direction.html b/docs/build/rnalysis.filtering.DESeqFilter.split_fold_change_direction.html
index 8b0304f5a..0e18a05c7 100644
--- a/docs/build/rnalysis.filtering.DESeqFilter.split_fold_change_direction.html
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.DESeqFilter.split_fold_change_direction &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.DESeqFilter.split_fold_change_direction &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
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diff --git a/docs/build/rnalysis.filtering.DESeqFilter.symmetric_difference.html b/docs/build/rnalysis.filtering.DESeqFilter.symmetric_difference.html
index 41096a233..2a4d10e3c 100644
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-  <title>rnalysis.filtering.DESeqFilter.symmetric_difference &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.DESeqFilter.symmetric_difference &mdash; RNAlysis 3.1.0 documentation</title>
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diff --git a/docs/build/rnalysis.filtering.DESeqFilter.tail.html b/docs/build/rnalysis.filtering.DESeqFilter.tail.html
index a3ca9898b..e13514fc1 100644
--- a/docs/build/rnalysis.filtering.DESeqFilter.tail.html
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.DESeqFilter.tail &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.DESeqFilter.tail &mdash; RNAlysis 3.1.0 documentation</title>
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diff --git a/docs/build/rnalysis.filtering.DESeqFilter.text_filters.html b/docs/build/rnalysis.filtering.DESeqFilter.text_filters.html
index 4fe311788..de15c36f6 100644
--- a/docs/build/rnalysis.filtering.DESeqFilter.text_filters.html
+++ b/docs/build/rnalysis.filtering.DESeqFilter.text_filters.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.DESeqFilter.text_filters &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.DESeqFilter.text_filters &mdash; RNAlysis 3.1.0 documentation</title>
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@@ -148,7 +148,7 @@ <h1>rnalysis.filtering.DESeqFilter.text_filters<a class="headerlink" href="#rnal
 <li><p><strong>operator</strong> (<em>str: 'eq' / 'equals' / '='</em><em>, </em><em>'ct' / 'contains' / 'in'</em><em>, </em><em>'sw' / 'starts with'</em><em>, </em><em>'ew' / 'ends with'</em>) – the operator to filter the column by (equals, contains, starts with, ends with)</p></li>
 <li><p><strong>value</strong> (<em>number</em><em> (</em><em>int</em><em> or </em><em>float</em><em>)</em>) – the value to filter by</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
diff --git a/docs/build/rnalysis.filtering.DESeqFilter.transform.html b/docs/build/rnalysis.filtering.DESeqFilter.transform.html
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-  <title>rnalysis.filtering.DESeqFilter.transform &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.DESeqFilter.transform &mdash; RNAlysis 3.1.0 documentation</title>
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@@ -146,7 +146,7 @@ <h1>rnalysis.filtering.DESeqFilter.transform<a class="headerlink" href="#rnalysi
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>function</strong> (<em>Callable</em><em> or </em><em>str</em><em> (</em><em>'logx' for base-x log of the data + 1</em><em>,         </em><em>'box-cox' for Box-Cox transform of the data + 1</em><em>, </em><em>'standardize' for standardization</em><em>)</em>) – The function or function name to be applied.</p></li>
 <li><p><strong>columns</strong> (<em>str</em><em> or </em><em>list of str</em><em> (</em><em>default='all'</em><em>)</em>) – The columns to which the transform should be applied.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 <li><p><strong>function_kwargs</strong> – Any additional keyworded arguments taken by the supplied function.</p></li>
 </ul>
 </dd>
diff --git a/docs/build/rnalysis.filtering.DESeqFilter.union.html b/docs/build/rnalysis.filtering.DESeqFilter.union.html
index 8e54a371c..4b002eb9d 100644
--- a/docs/build/rnalysis.filtering.DESeqFilter.union.html
+++ b/docs/build/rnalysis.filtering.DESeqFilter.union.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.DESeqFilter.union &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.DESeqFilter.union &mdash; RNAlysis 3.1.0 documentation</title>
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diff --git a/docs/build/rnalysis.filtering.DESeqFilter.volcano_plot.html b/docs/build/rnalysis.filtering.DESeqFilter.volcano_plot.html
index c1c3085ed..4149601b9 100644
--- a/docs/build/rnalysis.filtering.DESeqFilter.volcano_plot.html
+++ b/docs/build/rnalysis.filtering.DESeqFilter.volcano_plot.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.DESeqFilter.volcano_plot &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.DESeqFilter.volcano_plot &mdash; RNAlysis 3.1.0 documentation</title>
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diff --git a/docs/build/rnalysis.filtering.Filter.biotypes.html b/docs/build/rnalysis.filtering.Filter.biotypes.html
index 17003ee70..a8b6e8a76 100644
--- a/docs/build/rnalysis.filtering.Filter.biotypes.html
+++ b/docs/build/rnalysis.filtering.Filter.biotypes.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.Filter.biotypes &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.Filter.biotypes &mdash; RNAlysis 3.1.0 documentation</title>
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diff --git a/docs/build/rnalysis.filtering.Filter.describe.html b/docs/build/rnalysis.filtering.Filter.describe.html
index d85c9ffd8..b25f29ac9 100644
--- a/docs/build/rnalysis.filtering.Filter.describe.html
+++ b/docs/build/rnalysis.filtering.Filter.describe.html
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.Filter.describe &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.Filter.describe &mdash; RNAlysis 3.1.0 documentation</title>
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diff --git a/docs/build/rnalysis.filtering.Filter.difference.html b/docs/build/rnalysis.filtering.Filter.difference.html
index 85b1db193..91039ed31 100644
--- a/docs/build/rnalysis.filtering.Filter.difference.html
+++ b/docs/build/rnalysis.filtering.Filter.difference.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.Filter.difference &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.Filter.difference &mdash; RNAlysis 3.1.0 documentation</title>
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diff --git a/docs/build/rnalysis.filtering.Filter.filter_biotype.html b/docs/build/rnalysis.filtering.Filter.filter_biotype.html
index 1d9cb477c..267d844cd 100644
--- a/docs/build/rnalysis.filtering.Filter.filter_biotype.html
+++ b/docs/build/rnalysis.filtering.Filter.filter_biotype.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.Filter.filter_biotype &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.Filter.filter_biotype &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
     <link rel="shortcut icon" href="_static/favicon.ico"/>
@@ -142,7 +142,7 @@ <h1>rnalysis.filtering.Filter.filter_biotype<a class="headerlink" href="#rnalysi
 <li><p><strong>biotype</strong> (<em>string</em><em> or </em><em>list of strings</em>) – the biotypes which will not be filtered out.</p></li>
 <li><p><strong>ref</strong> – Name of the biotype reference file used to determine biotypes.         Default is the path defined by the user in the settings.yaml file.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
diff --git a/docs/build/rnalysis.filtering.Filter.filter_by_attribute.html b/docs/build/rnalysis.filtering.Filter.filter_by_attribute.html
index f62709e66..149f9300e 100644
--- a/docs/build/rnalysis.filtering.Filter.filter_by_attribute.html
+++ b/docs/build/rnalysis.filtering.Filter.filter_by_attribute.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.Filter.filter_by_attribute &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.Filter.filter_by_attribute &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
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diff --git a/docs/build/rnalysis.filtering.Filter.filter_missing_values.html b/docs/build/rnalysis.filtering.Filter.filter_missing_values.html
index c0af9a90c..b6466a17e 100644
--- a/docs/build/rnalysis.filtering.Filter.filter_missing_values.html
+++ b/docs/build/rnalysis.filtering.Filter.filter_missing_values.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.Filter.filter_missing_values &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.Filter.filter_missing_values &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
     <link rel="shortcut icon" href="_static/favicon.ico"/>
@@ -141,7 +141,7 @@ <h1>rnalysis.filtering.Filter.filter_missing_values<a class="headerlink" href="#
 <p>:param columns:name/names of the columns to check for missing values.
 :type opposite: bool
 :param opposite: If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.
-:type inplace: bool
+:type inplace: bool (default=True)
 :param inplace: If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.
 :return: If ‘inplace’ is False, returns a new instance of the Filter object.</p>
 <dl class="field-list">
diff --git a/docs/build/rnalysis.filtering.Filter.filter_percentile.html b/docs/build/rnalysis.filtering.Filter.filter_percentile.html
index ff0722f85..03cc752de 100644
--- a/docs/build/rnalysis.filtering.Filter.filter_percentile.html
+++ b/docs/build/rnalysis.filtering.Filter.filter_percentile.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.Filter.filter_percentile &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.Filter.filter_percentile &mdash; RNAlysis 3.1.0 documentation</title>
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       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
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@@ -142,7 +142,7 @@ <h1>rnalysis.filtering.Filter.filter_percentile<a class="headerlink" href="#rnal
 <li><p><strong>percentile</strong> (<em>float between 0 and 1</em>) – The percentile that all features above it will be filtered out.</p></li>
 <li><p><strong>column</strong> (<em>str</em>) – Name of the DataFrame column according to which the filtering will be performed.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
diff --git a/docs/build/rnalysis.filtering.Filter.filter_top_n.html b/docs/build/rnalysis.filtering.Filter.filter_top_n.html
index 3d85c8ea0..c7c1e9a78 100644
--- a/docs/build/rnalysis.filtering.Filter.filter_top_n.html
+++ b/docs/build/rnalysis.filtering.Filter.filter_top_n.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.Filter.filter_top_n &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.Filter.filter_top_n &mdash; RNAlysis 3.1.0 documentation</title>
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@@ -144,7 +144,7 @@ <h1>rnalysis.filtering.Filter.filter_top_n<a class="headerlink" href="#rnalysis-
 <li><p><strong>ascending</strong> (<em>bool</em><em> or </em><em>list of bools</em><em> (</em><em>default=True</em><em>)</em>) – Sort ascending vs. descending. Specify list for multiple sort orders.         If this is a list of bools, it must have the same length as ‘by’.</p></li>
 <li><p><strong>na_position</strong> (<em>'first'</em><em> or </em><em>'last'</em><em>, </em><em>default 'last'</em>) – If ‘first’, puts NaNs at the beginning; if ‘last’, puts NaNs at the end.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
diff --git a/docs/build/rnalysis.filtering.Filter.from_dataframe.html b/docs/build/rnalysis.filtering.Filter.from_dataframe.html
index 6e9e26a38..8c1f813a2 100644
--- a/docs/build/rnalysis.filtering.Filter.from_dataframe.html
+++ b/docs/build/rnalysis.filtering.Filter.from_dataframe.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.Filter.from_dataframe &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.Filter.from_dataframe &mdash; RNAlysis 3.1.0 documentation</title>
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diff --git a/docs/build/rnalysis.filtering.Filter.head.html b/docs/build/rnalysis.filtering.Filter.head.html
index 7e709ed9a..cb61f4307 100644
--- a/docs/build/rnalysis.filtering.Filter.head.html
+++ b/docs/build/rnalysis.filtering.Filter.head.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.Filter.head &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.Filter.head &mdash; RNAlysis 3.1.0 documentation</title>
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diff --git a/docs/build/rnalysis.filtering.Filter.html b/docs/build/rnalysis.filtering.Filter.html
index 79795f673..a2ef9cee2 100644
--- a/docs/build/rnalysis.filtering.Filter.html
+++ b/docs/build/rnalysis.filtering.Filter.html
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.Filter &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.Filter &mdash; RNAlysis 3.1.0 documentation</title>
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diff --git a/docs/build/rnalysis.filtering.Filter.intersection.html b/docs/build/rnalysis.filtering.Filter.intersection.html
index f24b23006..3ae501d68 100644
--- a/docs/build/rnalysis.filtering.Filter.intersection.html
+++ b/docs/build/rnalysis.filtering.Filter.intersection.html
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.Filter.intersection &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.Filter.intersection &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
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diff --git a/docs/build/rnalysis.filtering.Filter.majority_vote_intersection.html b/docs/build/rnalysis.filtering.Filter.majority_vote_intersection.html
index 1ba5675c8..464bb81a2 100644
--- a/docs/build/rnalysis.filtering.Filter.majority_vote_intersection.html
+++ b/docs/build/rnalysis.filtering.Filter.majority_vote_intersection.html
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.Filter.majority_vote_intersection &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.Filter.majority_vote_intersection &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
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diff --git a/docs/build/rnalysis.filtering.Filter.number_filters.html b/docs/build/rnalysis.filtering.Filter.number_filters.html
index 15d221846..0fa16c969 100644
--- a/docs/build/rnalysis.filtering.Filter.number_filters.html
+++ b/docs/build/rnalysis.filtering.Filter.number_filters.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.Filter.number_filters &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.Filter.number_filters &mdash; RNAlysis 3.1.0 documentation</title>
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       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
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@@ -143,7 +143,7 @@ <h1>rnalysis.filtering.Filter.number_filters<a class="headerlink" href="#rnalysi
 <li><p><strong>operator</strong> (<em>str: 'gt' / 'greater than' / '&gt;'</em><em>, </em><em>'eq' / 'equals' / '='</em><em>, </em><em>'lt' / 'lesser than' / '&lt;'</em>) – the operator to filter the column by (greater than, equal or lesser than)</p></li>
 <li><p><strong>value</strong> (<em>float</em>) – the value to filter by</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
diff --git a/docs/build/rnalysis.filtering.Filter.print_features.html b/docs/build/rnalysis.filtering.Filter.print_features.html
index a1e3b73ee..55d9a764e 100644
--- a/docs/build/rnalysis.filtering.Filter.print_features.html
+++ b/docs/build/rnalysis.filtering.Filter.print_features.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.Filter.print_features &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.Filter.print_features &mdash; RNAlysis 3.1.0 documentation</title>
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diff --git a/docs/build/rnalysis.filtering.Filter.save_csv.html b/docs/build/rnalysis.filtering.Filter.save_csv.html
index f2b8a5694..9c2930e01 100644
--- a/docs/build/rnalysis.filtering.Filter.save_csv.html
+++ b/docs/build/rnalysis.filtering.Filter.save_csv.html
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-  <title>rnalysis.filtering.Filter.save_csv &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.Filter.save_csv &mdash; RNAlysis 3.1.0 documentation</title>
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diff --git a/docs/build/rnalysis.filtering.Filter.sort.html b/docs/build/rnalysis.filtering.Filter.sort.html
index 3bcdbc829..2b623a1cf 100644
--- a/docs/build/rnalysis.filtering.Filter.sort.html
+++ b/docs/build/rnalysis.filtering.Filter.sort.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.Filter.sort &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.Filter.sort &mdash; RNAlysis 3.1.0 documentation</title>
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diff --git a/docs/build/rnalysis.filtering.Filter.split_by_attribute.html b/docs/build/rnalysis.filtering.Filter.split_by_attribute.html
index 55cf5951f..eed1fc4c4 100644
--- a/docs/build/rnalysis.filtering.Filter.split_by_attribute.html
+++ b/docs/build/rnalysis.filtering.Filter.split_by_attribute.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.Filter.split_by_attribute &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.Filter.split_by_attribute &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
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diff --git a/docs/build/rnalysis.filtering.Filter.split_by_percentile.html b/docs/build/rnalysis.filtering.Filter.split_by_percentile.html
index c268419e9..640a973fb 100644
--- a/docs/build/rnalysis.filtering.Filter.split_by_percentile.html
+++ b/docs/build/rnalysis.filtering.Filter.split_by_percentile.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.Filter.split_by_percentile &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.Filter.split_by_percentile &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
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diff --git a/docs/build/rnalysis.filtering.Filter.symmetric_difference.html b/docs/build/rnalysis.filtering.Filter.symmetric_difference.html
index 5a1df7328..947a0601b 100644
--- a/docs/build/rnalysis.filtering.Filter.symmetric_difference.html
+++ b/docs/build/rnalysis.filtering.Filter.symmetric_difference.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.Filter.symmetric_difference &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.Filter.symmetric_difference &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
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diff --git a/docs/build/rnalysis.filtering.Filter.tail.html b/docs/build/rnalysis.filtering.Filter.tail.html
index 77a007905..5565a7473 100644
--- a/docs/build/rnalysis.filtering.Filter.tail.html
+++ b/docs/build/rnalysis.filtering.Filter.tail.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.Filter.tail &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.Filter.tail &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
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diff --git a/docs/build/rnalysis.filtering.Filter.text_filters.html b/docs/build/rnalysis.filtering.Filter.text_filters.html
index 56b7e6978..bfe0f5854 100644
--- a/docs/build/rnalysis.filtering.Filter.text_filters.html
+++ b/docs/build/rnalysis.filtering.Filter.text_filters.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.Filter.text_filters &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.Filter.text_filters &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
     <link rel="shortcut icon" href="_static/favicon.ico"/>
@@ -143,7 +143,7 @@ <h1>rnalysis.filtering.Filter.text_filters<a class="headerlink" href="#rnalysis-
 <li><p><strong>operator</strong> (<em>str: 'eq' / 'equals' / '='</em><em>, </em><em>'ct' / 'contains' / 'in'</em><em>, </em><em>'sw' / 'starts with'</em><em>, </em><em>'ew' / 'ends with'</em>) – the operator to filter the column by (equals, contains, starts with, ends with)</p></li>
 <li><p><strong>value</strong> (<em>number</em><em> (</em><em>int</em><em> or </em><em>float</em><em>)</em>) – the value to filter by</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
diff --git a/docs/build/rnalysis.filtering.Filter.transform.html b/docs/build/rnalysis.filtering.Filter.transform.html
index 63ad52f57..198593f9d 100644
--- a/docs/build/rnalysis.filtering.Filter.transform.html
+++ b/docs/build/rnalysis.filtering.Filter.transform.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.Filter.transform &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.Filter.transform &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
     <link rel="shortcut icon" href="_static/favicon.ico"/>
@@ -141,7 +141,7 @@ <h1>rnalysis.filtering.Filter.transform<a class="headerlink" href="#rnalysis-fil
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>function</strong> (<em>Callable</em><em> or </em><em>str</em><em> (</em><em>'logx' for base-x log of the data + 1</em><em>,         </em><em>'box-cox' for Box-Cox transform of the data + 1</em><em>, </em><em>'standardize' for standardization</em><em>)</em>) – The function or function name to be applied.</p></li>
 <li><p><strong>columns</strong> (<em>str</em><em> or </em><em>list of str</em><em> (</em><em>default='all'</em><em>)</em>) – The columns to which the transform should be applied.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 <li><p><strong>function_kwargs</strong> – Any additional keyworded arguments taken by the supplied function.</p></li>
 </ul>
 </dd>
diff --git a/docs/build/rnalysis.filtering.Filter.union.html b/docs/build/rnalysis.filtering.Filter.union.html
index 04e7287bc..d184fb92a 100644
--- a/docs/build/rnalysis.filtering.Filter.union.html
+++ b/docs/build/rnalysis.filtering.Filter.union.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.Filter.union &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.Filter.union &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
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diff --git a/docs/build/rnalysis.filtering.FoldChangeFilter.biotypes.html b/docs/build/rnalysis.filtering.FoldChangeFilter.biotypes.html
index 5c7eb7b6d..3a9a92ee7 100644
--- a/docs/build/rnalysis.filtering.FoldChangeFilter.biotypes.html
+++ b/docs/build/rnalysis.filtering.FoldChangeFilter.biotypes.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.FoldChangeFilter.biotypes &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.FoldChangeFilter.biotypes &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
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diff --git a/docs/build/rnalysis.filtering.FoldChangeFilter.describe.html b/docs/build/rnalysis.filtering.FoldChangeFilter.describe.html
index 75798e6ed..fd25fb9ec 100644
--- a/docs/build/rnalysis.filtering.FoldChangeFilter.describe.html
+++ b/docs/build/rnalysis.filtering.FoldChangeFilter.describe.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.FoldChangeFilter.describe &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.FoldChangeFilter.describe &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
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diff --git a/docs/build/rnalysis.filtering.FoldChangeFilter.difference.html b/docs/build/rnalysis.filtering.FoldChangeFilter.difference.html
index 175a5415a..789dd5f68 100644
--- a/docs/build/rnalysis.filtering.FoldChangeFilter.difference.html
+++ b/docs/build/rnalysis.filtering.FoldChangeFilter.difference.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.FoldChangeFilter.difference &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.FoldChangeFilter.difference &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
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diff --git a/docs/build/rnalysis.filtering.FoldChangeFilter.filter_abs_log2_fold_change.html b/docs/build/rnalysis.filtering.FoldChangeFilter.filter_abs_log2_fold_change.html
index c5a322f97..ce28941d8 100644
--- a/docs/build/rnalysis.filtering.FoldChangeFilter.filter_abs_log2_fold_change.html
+++ b/docs/build/rnalysis.filtering.FoldChangeFilter.filter_abs_log2_fold_change.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.FoldChangeFilter.filter_abs_log2_fold_change &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.FoldChangeFilter.filter_abs_log2_fold_change &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
     <link rel="shortcut icon" href="_static/favicon.ico"/>
@@ -145,7 +145,7 @@ <h1>rnalysis.filtering.FoldChangeFilter.filter_abs_log2_fold_change<a class="hea
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>abslog2fc</strong> – The threshold absolute log2 fold change for filtering out a feature. Float or int.         All features whose absolute log2 fold change is lower than log2fc will be filtered out.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current FoldChangeFilter object. If False,         the function will return a new FoldChangeFilter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current FoldChangeFilter object. If False,         the function will return a new FoldChangeFilter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
diff --git a/docs/build/rnalysis.filtering.FoldChangeFilter.filter_biotype.html b/docs/build/rnalysis.filtering.FoldChangeFilter.filter_biotype.html
index 8a42cdc17..885dc0a7a 100644
--- a/docs/build/rnalysis.filtering.FoldChangeFilter.filter_biotype.html
+++ b/docs/build/rnalysis.filtering.FoldChangeFilter.filter_biotype.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.FoldChangeFilter.filter_biotype &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.FoldChangeFilter.filter_biotype &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
     <link rel="shortcut icon" href="_static/favicon.ico"/>
@@ -146,7 +146,7 @@ <h1>rnalysis.filtering.FoldChangeFilter.filter_biotype<a class="headerlink" href
 <li><p><strong>biotype</strong> (<em>string</em><em> or </em><em>list of strings</em>) – the biotypes which will not be filtered out.</p></li>
 <li><p><strong>ref</strong> – Name of the biotype reference file used to determine biotypes.         Default is the path defined by the user in the settings.yaml file.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
diff --git a/docs/build/rnalysis.filtering.FoldChangeFilter.filter_by_attribute.html b/docs/build/rnalysis.filtering.FoldChangeFilter.filter_by_attribute.html
index 8bfb82413..76bdb3891 100644
--- a/docs/build/rnalysis.filtering.FoldChangeFilter.filter_by_attribute.html
+++ b/docs/build/rnalysis.filtering.FoldChangeFilter.filter_by_attribute.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.FoldChangeFilter.filter_by_attribute &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.FoldChangeFilter.filter_by_attribute &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
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diff --git a/docs/build/rnalysis.filtering.FoldChangeFilter.filter_fold_change_direction.html b/docs/build/rnalysis.filtering.FoldChangeFilter.filter_fold_change_direction.html
index eac228bda..d0613ad7b 100644
--- a/docs/build/rnalysis.filtering.FoldChangeFilter.filter_fold_change_direction.html
+++ b/docs/build/rnalysis.filtering.FoldChangeFilter.filter_fold_change_direction.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.FoldChangeFilter.filter_fold_change_direction &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.FoldChangeFilter.filter_fold_change_direction &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
     <link rel="shortcut icon" href="_static/favicon.ico"/>
@@ -145,7 +145,7 @@ <h1>rnalysis.filtering.FoldChangeFilter.filter_fold_change_direction<a class="he
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>direction</strong> – ‘pos’ or ‘neg’. If ‘pos’, will keep only features that have positive log2foldchange.         If ‘neg’, will keep only features that have negative log2foldchange.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current FoldChangeFilter object. If False,         the function will return a new FoldChangeFilter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current FoldChangeFilter object. If False,         the function will return a new FoldChangeFilter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
diff --git a/docs/build/rnalysis.filtering.FoldChangeFilter.filter_missing_values.html b/docs/build/rnalysis.filtering.FoldChangeFilter.filter_missing_values.html
index 57a73194f..740a42f9d 100644
--- a/docs/build/rnalysis.filtering.FoldChangeFilter.filter_missing_values.html
+++ b/docs/build/rnalysis.filtering.FoldChangeFilter.filter_missing_values.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.FoldChangeFilter.filter_missing_values &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.FoldChangeFilter.filter_missing_values &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
     <link rel="shortcut icon" href="_static/favicon.ico"/>
@@ -145,7 +145,7 @@ <h1>rnalysis.filtering.FoldChangeFilter.filter_missing_values<a class="headerlin
 <p>:param columns:name/names of the columns to check for missing values.
 :type opposite: bool
 :param opposite: If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.
-:type inplace: bool
+:type inplace: bool (default=True)
 :param inplace: If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.
 :return: If ‘inplace’ is False, returns a new instance of the Filter object.</p>
 <dl class="field-list">
diff --git a/docs/build/rnalysis.filtering.FoldChangeFilter.filter_percentile.html b/docs/build/rnalysis.filtering.FoldChangeFilter.filter_percentile.html
index 1bba78bd1..6a28738d6 100644
--- a/docs/build/rnalysis.filtering.FoldChangeFilter.filter_percentile.html
+++ b/docs/build/rnalysis.filtering.FoldChangeFilter.filter_percentile.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.FoldChangeFilter.filter_percentile &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.FoldChangeFilter.filter_percentile &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
     <link rel="shortcut icon" href="_static/favicon.ico"/>
@@ -146,7 +146,7 @@ <h1>rnalysis.filtering.FoldChangeFilter.filter_percentile<a class="headerlink" h
 <li><p><strong>percentile</strong> (<em>float between 0 and 1</em>) – The percentile that all features above it will be filtered out.</p></li>
 <li><p><strong>column</strong> (<em>str</em>) – Name of the DataFrame column according to which the filtering will be performed.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
diff --git a/docs/build/rnalysis.filtering.FoldChangeFilter.filter_top_n.html b/docs/build/rnalysis.filtering.FoldChangeFilter.filter_top_n.html
index d37826836..c2a23ccd5 100644
--- a/docs/build/rnalysis.filtering.FoldChangeFilter.filter_top_n.html
+++ b/docs/build/rnalysis.filtering.FoldChangeFilter.filter_top_n.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.FoldChangeFilter.filter_top_n &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.FoldChangeFilter.filter_top_n &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
     <link rel="shortcut icon" href="_static/favicon.ico"/>
@@ -148,7 +148,7 @@ <h1>rnalysis.filtering.FoldChangeFilter.filter_top_n<a class="headerlink" href="
 <li><p><strong>ascending</strong> (<em>bool</em><em> or </em><em>list of bools</em><em> (</em><em>default=True</em><em>)</em>) – Sort ascending vs. descending. Specify list for multiple sort orders.         If this is a list of bools, it must have the same length as ‘by’.</p></li>
 <li><p><strong>na_position</strong> (<em>'first'</em><em> or </em><em>'last'</em><em>, </em><em>default 'last'</em>) – If ‘first’, puts NaNs at the beginning; if ‘last’, puts NaNs at the end.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
diff --git a/docs/build/rnalysis.filtering.FoldChangeFilter.from_dataframe.html b/docs/build/rnalysis.filtering.FoldChangeFilter.from_dataframe.html
index 0bac66984..193d3029c 100644
--- a/docs/build/rnalysis.filtering.FoldChangeFilter.from_dataframe.html
+++ b/docs/build/rnalysis.filtering.FoldChangeFilter.from_dataframe.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.FoldChangeFilter.from_dataframe &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.FoldChangeFilter.from_dataframe &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
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diff --git a/docs/build/rnalysis.filtering.FoldChangeFilter.head.html b/docs/build/rnalysis.filtering.FoldChangeFilter.head.html
index a85cd5852..0cdeb8c69 100644
--- a/docs/build/rnalysis.filtering.FoldChangeFilter.head.html
+++ b/docs/build/rnalysis.filtering.FoldChangeFilter.head.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.FoldChangeFilter.head &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.FoldChangeFilter.head &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
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diff --git a/docs/build/rnalysis.filtering.FoldChangeFilter.html b/docs/build/rnalysis.filtering.FoldChangeFilter.html
index d5578297d..c14b9ff2e 100644
--- a/docs/build/rnalysis.filtering.FoldChangeFilter.html
+++ b/docs/build/rnalysis.filtering.FoldChangeFilter.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.FoldChangeFilter &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.FoldChangeFilter &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
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diff --git a/docs/build/rnalysis.filtering.FoldChangeFilter.intersection.html b/docs/build/rnalysis.filtering.FoldChangeFilter.intersection.html
index 4d939ba67..7cc436cee 100644
--- a/docs/build/rnalysis.filtering.FoldChangeFilter.intersection.html
+++ b/docs/build/rnalysis.filtering.FoldChangeFilter.intersection.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.FoldChangeFilter.intersection &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.FoldChangeFilter.intersection &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
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diff --git a/docs/build/rnalysis.filtering.FoldChangeFilter.majority_vote_intersection.html b/docs/build/rnalysis.filtering.FoldChangeFilter.majority_vote_intersection.html
index 9b86b4a3c..e965d1b6c 100644
--- a/docs/build/rnalysis.filtering.FoldChangeFilter.majority_vote_intersection.html
+++ b/docs/build/rnalysis.filtering.FoldChangeFilter.majority_vote_intersection.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.FoldChangeFilter.majority_vote_intersection &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.FoldChangeFilter.majority_vote_intersection &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
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diff --git a/docs/build/rnalysis.filtering.FoldChangeFilter.number_filters.html b/docs/build/rnalysis.filtering.FoldChangeFilter.number_filters.html
index 099a81bfd..2cddbd900 100644
--- a/docs/build/rnalysis.filtering.FoldChangeFilter.number_filters.html
+++ b/docs/build/rnalysis.filtering.FoldChangeFilter.number_filters.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.FoldChangeFilter.number_filters &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.FoldChangeFilter.number_filters &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
     <link rel="shortcut icon" href="_static/favicon.ico"/>
@@ -147,7 +147,7 @@ <h1>rnalysis.filtering.FoldChangeFilter.number_filters<a class="headerlink" href
 <li><p><strong>operator</strong> (<em>str: 'gt' / 'greater than' / '&gt;'</em><em>, </em><em>'eq' / 'equals' / '='</em><em>, </em><em>'lt' / 'lesser than' / '&lt;'</em>) – the operator to filter the column by (greater than, equal or lesser than)</p></li>
 <li><p><strong>value</strong> (<em>float</em>) – the value to filter by</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
diff --git a/docs/build/rnalysis.filtering.FoldChangeFilter.print_features.html b/docs/build/rnalysis.filtering.FoldChangeFilter.print_features.html
index 1720e40b1..5e2de7823 100644
--- a/docs/build/rnalysis.filtering.FoldChangeFilter.print_features.html
+++ b/docs/build/rnalysis.filtering.FoldChangeFilter.print_features.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.FoldChangeFilter.print_features &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.FoldChangeFilter.print_features &mdash; RNAlysis 3.1.0 documentation</title>
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diff --git a/docs/build/rnalysis.filtering.FoldChangeFilter.randomization_test.html b/docs/build/rnalysis.filtering.FoldChangeFilter.randomization_test.html
index dfd791cb1..df754d697 100644
--- a/docs/build/rnalysis.filtering.FoldChangeFilter.randomization_test.html
+++ b/docs/build/rnalysis.filtering.FoldChangeFilter.randomization_test.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.FoldChangeFilter.randomization_test &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.FoldChangeFilter.randomization_test &mdash; RNAlysis 3.1.0 documentation</title>
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diff --git a/docs/build/rnalysis.filtering.FoldChangeFilter.save_csv.html b/docs/build/rnalysis.filtering.FoldChangeFilter.save_csv.html
index 279535a15..1b4ed0e30 100644
--- a/docs/build/rnalysis.filtering.FoldChangeFilter.save_csv.html
+++ b/docs/build/rnalysis.filtering.FoldChangeFilter.save_csv.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.FoldChangeFilter.save_csv &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.FoldChangeFilter.save_csv &mdash; RNAlysis 3.1.0 documentation</title>
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diff --git a/docs/build/rnalysis.filtering.FoldChangeFilter.sort.html b/docs/build/rnalysis.filtering.FoldChangeFilter.sort.html
index fc9d097ab..2b26cfc3b 100644
--- a/docs/build/rnalysis.filtering.FoldChangeFilter.sort.html
+++ b/docs/build/rnalysis.filtering.FoldChangeFilter.sort.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.FoldChangeFilter.sort &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.FoldChangeFilter.sort &mdash; RNAlysis 3.1.0 documentation</title>
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diff --git a/docs/build/rnalysis.filtering.FoldChangeFilter.split_by_attribute.html b/docs/build/rnalysis.filtering.FoldChangeFilter.split_by_attribute.html
index 12624e963..e640aaa4c 100644
--- a/docs/build/rnalysis.filtering.FoldChangeFilter.split_by_attribute.html
+++ b/docs/build/rnalysis.filtering.FoldChangeFilter.split_by_attribute.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.FoldChangeFilter.split_by_attribute &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.FoldChangeFilter.split_by_attribute &mdash; RNAlysis 3.1.0 documentation</title>
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diff --git a/docs/build/rnalysis.filtering.FoldChangeFilter.split_by_percentile.html b/docs/build/rnalysis.filtering.FoldChangeFilter.split_by_percentile.html
index 4f5298685..8aa6cca13 100644
--- a/docs/build/rnalysis.filtering.FoldChangeFilter.split_by_percentile.html
+++ b/docs/build/rnalysis.filtering.FoldChangeFilter.split_by_percentile.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.FoldChangeFilter.split_by_percentile &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.FoldChangeFilter.split_by_percentile &mdash; RNAlysis 3.1.0 documentation</title>
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diff --git a/docs/build/rnalysis.filtering.FoldChangeFilter.split_fold_change_direction.html b/docs/build/rnalysis.filtering.FoldChangeFilter.split_fold_change_direction.html
index 2320abfef..0fb099eca 100644
--- a/docs/build/rnalysis.filtering.FoldChangeFilter.split_fold_change_direction.html
+++ b/docs/build/rnalysis.filtering.FoldChangeFilter.split_fold_change_direction.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.FoldChangeFilter.split_fold_change_direction &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.FoldChangeFilter.split_fold_change_direction &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
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diff --git a/docs/build/rnalysis.filtering.FoldChangeFilter.symmetric_difference.html b/docs/build/rnalysis.filtering.FoldChangeFilter.symmetric_difference.html
index dc7765ee8..bdb765675 100644
--- a/docs/build/rnalysis.filtering.FoldChangeFilter.symmetric_difference.html
+++ b/docs/build/rnalysis.filtering.FoldChangeFilter.symmetric_difference.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.FoldChangeFilter.symmetric_difference &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.FoldChangeFilter.symmetric_difference &mdash; RNAlysis 3.1.0 documentation</title>
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diff --git a/docs/build/rnalysis.filtering.FoldChangeFilter.tail.html b/docs/build/rnalysis.filtering.FoldChangeFilter.tail.html
index 07e081a93..5416d50bd 100644
--- a/docs/build/rnalysis.filtering.FoldChangeFilter.tail.html
+++ b/docs/build/rnalysis.filtering.FoldChangeFilter.tail.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.FoldChangeFilter.tail &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.FoldChangeFilter.tail &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
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diff --git a/docs/build/rnalysis.filtering.FoldChangeFilter.text_filters.html b/docs/build/rnalysis.filtering.FoldChangeFilter.text_filters.html
index 1c7cfbe24..65a8d1b3d 100644
--- a/docs/build/rnalysis.filtering.FoldChangeFilter.text_filters.html
+++ b/docs/build/rnalysis.filtering.FoldChangeFilter.text_filters.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.FoldChangeFilter.text_filters &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.FoldChangeFilter.text_filters &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
     <link rel="shortcut icon" href="_static/favicon.ico"/>
@@ -147,7 +147,7 @@ <h1>rnalysis.filtering.FoldChangeFilter.text_filters<a class="headerlink" href="
 <li><p><strong>operator</strong> (<em>str: 'eq' / 'equals' / '='</em><em>, </em><em>'ct' / 'contains' / 'in'</em><em>, </em><em>'sw' / 'starts with'</em><em>, </em><em>'ew' / 'ends with'</em>) – the operator to filter the column by (equals, contains, starts with, ends with)</p></li>
 <li><p><strong>value</strong> (<em>number</em><em> (</em><em>int</em><em> or </em><em>float</em><em>)</em>) – the value to filter by</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
diff --git a/docs/build/rnalysis.filtering.FoldChangeFilter.transform.html b/docs/build/rnalysis.filtering.FoldChangeFilter.transform.html
index ecbc8725d..1bcef2fca 100644
--- a/docs/build/rnalysis.filtering.FoldChangeFilter.transform.html
+++ b/docs/build/rnalysis.filtering.FoldChangeFilter.transform.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis.filtering.FoldChangeFilter.transform &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.filtering.FoldChangeFilter.transform &mdash; RNAlysis 3.1.0 documentation</title>
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@@ -145,7 +145,7 @@ <h1>rnalysis.filtering.FoldChangeFilter.transform<a class="headerlink" href="#rn
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>function</strong> (<em>Callable</em><em> or </em><em>str</em><em> (</em><em>'logx' for base-x log of the data + 1</em><em>,         </em><em>'box-cox' for Box-Cox transform of the data + 1</em><em>, </em><em>'standardize' for standardization</em><em>)</em>) – The function or function name to be applied.</p></li>
 <li><p><strong>columns</strong> (<em>str</em><em> or </em><em>list of str</em><em> (</em><em>default='all'</em><em>)</em>) – The columns to which the transform should be applied.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 <li><p><strong>function_kwargs</strong> – Any additional keyworded arguments taken by the supplied function.</p></li>
 </ul>
 </dd>
diff --git a/docs/build/rnalysis.filtering.FoldChangeFilter.union.html b/docs/build/rnalysis.filtering.FoldChangeFilter.union.html
index fadc4c154..56664e1c9 100644
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+  <title>rnalysis.general.set_attr_ref_table_path &mdash; RNAlysis 3.1.0 documentation</title>
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-  <title>rnalysis.general.set_biotype_ref_table_path &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis.general.set_biotype_ref_table_path &mdash; RNAlysis 3.1.0 documentation</title>
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>rnalysis package &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>rnalysis package &mdash; RNAlysis 3.1.0 documentation</title>
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-    <link rel="search" title="Search" href="search.html" />
+    <link rel="search" title="Search" href="search.html" /> 
 </head>
 
-<body class="wy-body-for-nav">
+<body class="wy-body-for-nav"> 
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@@ -93,7 +93,7 @@
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           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
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-
+             
   <section id="rnalysis-package">
 <h1>rnalysis package<a class="headerlink" href="#rnalysis-package" title="Permalink to this headline"></a></h1>
 <section id="rnalysis-filtering-module">
@@ -325,7 +325,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 
 <dl class="py method">
 <dt class="sig sig-object py">
-<span class="sig-name descname"><span class="pre">enhanced_box_plot</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scatter</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ylabel</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'log10(RPM</span> <span class="pre">+</span> <span class="pre">1)'</span></span></em><span class="sig-paren">)</span></dt>
+<span class="sig-name descname"><span class="pre">enhanced_box_plot</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scatter</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ylabel</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'log10(RPM</span> <span class="pre">+</span> <span class="pre">1)'</span></span></em><span class="sig-paren">)</span></dt>
 <dd><p>Generates an enhanced box-plot of the specified samples in the CountFilter object in log10 scale.         Can plot both single samples and average multiple replicates.         It is recommended to use this function on normalized values and not on absolute read values.         The box indicates 25% and 75% percentiles, and the white dot indicates the median.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -357,7 +357,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>biotype</strong> (<em>string</em><em> or </em><em>list of strings</em>) – the biotypes which will not be filtered out.</p></li>
 <li><p><strong>ref</strong> – Name of the biotype reference file used to determine biotypes.         Default is the path defined by the user in the settings.yaml file.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -446,7 +446,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>threshold</strong> (<em>float</em>) – The minimal sum a row should have in order not to be filtered out.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current CountFilter object. If False,         the function will return a new CountFilter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current CountFilter object. If False,         the function will return a new CountFilter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -472,7 +472,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>threshold</strong> (<em>float</em>) – The minimal number of reads (counts, rpm, rpkm, tpm, etc) a feature should have         in at least one sample in order not to be filtered out.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current CountFilter object. If False,         the function will return a new CountFilter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current CountFilter object. If False,         the function will return a new CountFilter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -498,7 +498,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <p>:param columns:name/names of the columns to check for missing values.
 :type opposite: bool
 :param opposite: If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.
-:type inplace: bool
+:type inplace: bool (default=True)
 :param inplace: If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.
 :return: If ‘inplace’ is False, returns a new instance of the Filter object.</p>
 <dl class="field-list">
@@ -527,7 +527,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>percentile</strong> (<em>float between 0 and 1</em>) – The percentile that all features above it will be filtered out.</p></li>
 <li><p><strong>column</strong> (<em>str</em>) – Name of the DataFrame column according to which the filtering will be performed.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -563,7 +563,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>ascending</strong> (<em>bool</em><em> or </em><em>list of bools</em><em> (</em><em>default=True</em><em>)</em>) – Sort ascending vs. descending. Specify list for multiple sort orders.         If this is a list of bools, it must have the same length as ‘by’.</p></li>
 <li><p><strong>na_position</strong> (<em>'first'</em><em> or </em><em>'last'</em><em>, </em><em>default 'last'</em>) – If ‘first’, puts NaNs at the beginning; if ‘last’, puts NaNs at the end.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -818,6 +818,11 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_normalized</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em></dt>
 <dd></dd></dl>
 
+<dl class="py method">
+<dt class="sig sig-object py">
+<span class="sig-name descname"><span class="pre">ma_plot</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ref_column</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'auto'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'auto'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">columns</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">split_plots</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span></dt>
+<dd></dd></dl>
+
 <dl class="py method">
 <dt class="sig sig-object py">
 <span class="sig-name descname"><span class="pre">majority_vote_intersection</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">others</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="rnalysis.filtering.Filter.html#rnalysis.filtering.Filter" title="rnalysis.filtering.Filter"><span class="pre">rnalysis.filtering.Filter</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">set</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">majority_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'set'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'str'</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'set'</span></span></em><span class="sig-paren">)</span></dt>
@@ -850,15 +855,138 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 </dl>
 </dd></dl>
 
+<dl class="py method">
+<dt class="sig sig-object py">
+<span class="sig-name descname"><span class="pre">normalize_median_of_ratios</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sample_grouping</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reference_group</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inplace</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span></dt>
+<dd><p>Normalizes the count matrix using the ‘Median of Ratios Normalization’ (MRN) method         <a class="reference external" href="https://doi.org/10.4161%2Fcib.25849/">(Maza et al 2013)</a>.         This normalization method uses information about the experimental condition of each sample.         To calculate the Median of Ratios scaling factors, you first calculate the weighted mean expression of         each gene within the replicates of each experimental condition. You then calculate per gene the ratio between         each weighted mean in the experimental condition and those of the reference condition.         You then pick the median ratio for each experimental condition, and calculate the scaling factor for each         sample by multiplying it with the sample’s total number of reads.         Finally, the scaling factors are adjusted, for symmetry, so that they multiply to 1.</p>
+<dl class="field-list">
+<dt class="field-odd">Parameters</dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>sample_grouping</strong> (<em>nested list of column names</em>) – grouping of the samples into conditions.         Each grouping should containg all replicates of the same condition.</p></li>
+<li><p><strong>reference_group</strong> (<em>int</em><em> (</em><em>default=0</em><em>)</em>) – the index of the sample group to be used as the reference condition.         Must be an integer between 0 and the number of sample groups -1.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current CountFilter object. If False,         the function will return a new CountFilter instance and the current instance will not be affected.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns</dt>
+<dd class="field-even"><p>If inplace is False, returns a new instance of the Filter object.</p>
+</dd>
+<dt class="field-odd">Examples</dt>
+<dd class="field-odd"><div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">rnalysis</span> <span class="kn">import</span> <span class="n">filtering</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">c</span> <span class="o">=</span> <span class="n">filtering</span><span class="o">.</span><span class="n">CountFilter</span><span class="p">(</span><span class="s2">&quot;tests/test_files/counted.csv&quot;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">c</span><span class="o">.</span><span class="n">normalize_median_of_ratios</span><span class="p">([[</span><span class="s1">&#39;cond1&#39;</span><span class="p">,</span><span class="s1">&#39;cond2&#39;</span><span class="p">],[</span><span class="s1">&#39;cond3&#39;</span><span class="p">,</span><span class="s1">&#39;cond4&#39;</span><span class="p">]])</span>
+<span class="go">Normalized the values of 22 features. Normalized inplace.</span>
+</pre></div>
+</div>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py">
+<span class="sig-name descname"><span class="pre">normalize_rle</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inplace</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span></dt>
+<dd><p>Normalizes the count matrix using the ‘Relative Log Expression’ (RLE) method         <a class="reference external" href="https://doi.org/10.1186/gb-2010-11-10-r106/">(Anders and Huber 2010)</a>.         This is the default normalization method used by R’s DESeq2.         To calculate the Relative Log Expression scaling factors, you first generate a pseudo-sample by calculating         the geometric mean expression of each gene across samples. You then calculate the gene-wise ratio         of expression between each sample and the pseudo-sample. You then pick the median ratio within each         sample as the scaling factor for that sample.</p>
+<dl class="field-list">
+<dt class="field-odd">Parameters</dt>
+<dd class="field-odd"><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current CountFilter object. If False,         the function will return a new CountFilter instance and the current instance will not be affected.</p>
+</dd>
+<dt class="field-even">Returns</dt>
+<dd class="field-even"><p>If inplace is False, returns a new instance of the Filter object.</p>
+</dd>
+<dt class="field-odd">Examples</dt>
+<dd class="field-odd"><div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">rnalysis</span> <span class="kn">import</span> <span class="n">filtering</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">c</span> <span class="o">=</span> <span class="n">filtering</span><span class="o">.</span><span class="n">CountFilter</span><span class="p">(</span><span class="s2">&quot;tests/test_files/counted.csv&quot;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">c</span><span class="o">.</span><span class="n">normalize_rle</span><span class="p">()</span>
+<span class="go">Normalized the values of 22 features. Normalized inplace.</span>
+</pre></div>
+</div>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py">
+<span class="sig-name descname"><span class="pre">normalize_tmm</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">log_ratio_trim</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sum_trim</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.05</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">a_cutoff</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">-</span> <span class="pre">10000000000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ref_column</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'auto'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'auto'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inplace</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span></dt>
+<dd><p>Normalizes the count matrix using the ‘trimmed mean of M values’ (TMM) method         <a class="reference external" href="https://doi.org/10.1186/gb-2010-11-3-r25/">(Robinson and Oshlack 2010)</a>.         This is the default normalization method used by R’s edgeR.         To calculate the Trimmed Mean of M Values scaling factors, you first calculate the M-values of each gene         between each sample and the reference sample (log2 of each sample Minus log2 of the reference sample),         and the A-values of each gene between each sample and the reference sample         (log2 of each sample Added to log2 of the reference sample).         You then trim out genes with extreme values that are likely to be differentially expressed or non-indicative,         by trimming the top and bottom X% of M-values, the top and bottom Y% of A-values, all A-values which are         smaller than the specified cutuff, and all genes with 0 reads (to avoid log2 values of inf or -inf).         Next, a weighted mean is calculated on the filtered M-values, with the weights being an inverse of         an approximation of variance of each gene, which gives out the scaling factors for each sample.         Finally, the scaling factors are adjusted, for symmetry, so that they multiply to 1.</p>
+<dl class="field-list">
+<dt class="field-odd">Parameters</dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>log_ratio_trim</strong> (<em>float between 0 and 0.5</em><em> (</em><em>default=0.3</em><em>)</em>) – the fraction of M-values that should be trimmed from each direction (top and bottom X%).</p></li>
+<li><p><strong>sum_trim</strong> (<em>float between 0 and 0.5</em><em> (</em><em>default=0.05</em><em>)</em>) – the fraction of A-values that should be trimmed from each direction (top and bottom Y%).</p></li>
+<li><p><strong>a_cutoff</strong> (<em>float</em><em> or </em><em>None</em><em> (</em><em>default = -1e10</em><em>)</em>) – a lower bound on the A-values that should be included in the trimmed mean.         If set to None, no lower bound will be used.</p></li>
+<li><p><strong>ref_column</strong> (<em>name of a column</em><em> or </em><em>'auto'</em><em> (</em><em>default='auto'</em><em>)</em>) – the column to be used as reference for normalization. If ‘auto’,         then the reference column will be chosen automatically to be         the column whose upper quartile is closest to the mean upper quartile.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current CountFilter object. If False,         the function will return a new CountFilter instance and the current instance will not be affected.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns</dt>
+<dd class="field-even"><p>If inplace is False, returns a new instance of the Filter object.</p>
+</dd>
+<dt class="field-odd">Examples</dt>
+<dd class="field-odd"><div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">rnalysis</span> <span class="kn">import</span> <span class="n">filtering</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">c</span> <span class="o">=</span> <span class="n">filtering</span><span class="o">.</span><span class="n">CountFilter</span><span class="p">(</span><span class="s2">&quot;tests/test_files/counted.csv&quot;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">c</span><span class="o">.</span><span class="n">normalize_tmm</span><span class="p">()</span>
+<span class="go">Normalized the values of 22 features. Normalized inplace.</span>
+</pre></div>
+</div>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py">
+<span class="sig-name descname"><span class="pre">normalize_to_quantile</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">quantile</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.75</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inplace</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span></dt>
+<dd><p>Normalizes the count matrix using the percentile method, generalized from         <a class="reference external" href="https://doi.org/10.1186/1471-2105-11-94/">Bullard et al 2010</a>.         This is the default normalization method used by R’s Limma.         To calculate the Quantile Method scaling factors, you first calculate the given quantile of gene expression         within each sample, excluding genes that have 0 reads in all samples.         You then divide those quantile values by the total number of reads in each sample,         which yields the scaling factors for each sample.</p>
+<dl class="field-list">
+<dt class="field-odd">Parameters</dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>quantile</strong> (<em>float between 0 and 1</em><em> (</em><em>default=0.75</em><em>)</em>) – the quantile from which scaling factors will be calculated.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current CountFilter object. If False,         the function will return a new CountFilter instance and the current instance will not be affected.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns</dt>
+<dd class="field-even"><p>If inplace is False, returns a new instance of the Filter object.</p>
+</dd>
+<dt class="field-odd">Examples</dt>
+<dd class="field-odd"><div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">rnalysis</span> <span class="kn">import</span> <span class="n">filtering</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">c</span> <span class="o">=</span> <span class="n">filtering</span><span class="o">.</span><span class="n">CountFilter</span><span class="p">(</span><span class="s2">&quot;tests/test_files/counted.csv&quot;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">c</span><span class="o">.</span><span class="n">normalize_to_quantile</span><span class="p">(</span><span class="mf">0.75</span><span class="p">)</span>
+<span class="go">Normalized the values of 22 features. Normalized inplace.</span>
+</pre></div>
+</div>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py">
+<span class="sig-name descname"><span class="pre">normalize_to_rpm</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inplace</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span></dt>
+<dd><p>Normalizes the count matrix to Reads Per Million (RPM).         Divides each column in the count matrix by (total reads)*10^-6 .</p>
+<dl class="field-list">
+<dt class="field-odd">Parameters</dt>
+<dd class="field-odd"><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current CountFilter object. If False,         the function will return a new CountFilter instance and the current instance will not be affected.</p>
+</dd>
+<dt class="field-even">Returns</dt>
+<dd class="field-even"><p>If inplace is False, returns a new instance of the Filter object.</p>
+</dd>
+<dt class="field-odd">Examples</dt>
+<dd class="field-odd"><div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">rnalysis</span> <span class="kn">import</span> <span class="n">filtering</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">c</span> <span class="o">=</span> <span class="n">filtering</span><span class="o">.</span><span class="n">CountFilter</span><span class="p">(</span><span class="s2">&quot;tests/test_files/counted.csv&quot;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">c</span><span class="o">.</span><span class="n">normalize_to_rpm</span><span class="p">()</span>
+<span class="go">Normalized the values of 22 features. Normalized inplace.</span>
+</pre></div>
+</div>
+</dd>
+</dl>
+</dd></dl>
+
 <dl class="py method">
 <dt class="sig sig-object py">
 <span class="sig-name descname"><span class="pre">normalize_to_rpm_htseqcount</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">special_counter_fname</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">pathlib.Path</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inplace</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span></dt>
-<dd><p>Normalizes the reads in the CountFilter to Reads Per Million (RPM).         Uses a table of feature counts (ambiguous, no feature, not aligned, etc) from HTSeq’s output.         Divides each column in the CountFilter object by (total reads + ambiguous + no feature)*10^-6 .</p>
+<dd><p>Normalizes the count matrix to Reads Per Million (RPM).         Uses a table of feature counts (ambiguous, no feature, not aligned, etc) from HTSeq-count’s output.         Divides each column in the CountFilter object by (total reads + ambiguous + no feature)*10^-6 .</p>
 <dl class="field-list">
 <dt class="field-odd">Parameters</dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>special_counter_fname</strong> – the .csv file which contains feature information about the RNA library         (ambiguous, no feature, not aligned, etc).</p></li>
-<li><p><strong>inplace</strong> – If True (default), filtering will be applied to the current CountFilter object. If False,         the function will return a new CountFilter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current CountFilter object. If False,         the function will return a new CountFilter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -911,7 +1039,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>operator</strong> (<em>str: 'gt' / 'greater than' / '&gt;'</em><em>, </em><em>'eq' / 'equals' / '='</em><em>, </em><em>'lt' / 'lesser than' / '&lt;'</em>) – the operator to filter the column by (greater than, equal or lesser than)</p></li>
 <li><p><strong>value</strong> (<em>float</em>) – the value to filter by</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -943,7 +1071,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 
 <dl class="py method">
 <dt class="sig sig-object py">
-<span class="sig-name descname"><span class="pre">pairplot</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">log2</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">seaborn.axisgrid.PairGrid</span></span></span></dt>
+<span class="sig-name descname"><span class="pre">pairplot</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">log2</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">seaborn.axisgrid.PairGrid</span></span></span></dt>
 <dd><p>Plot pairwise relationships in the dataset.         Can plot both single samples and average multiple replicates.         For more information see the documentation of seaborn.pairplot.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -966,7 +1094,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 
 <dl class="py method">
 <dt class="sig sig-object py">
-<span class="sig-name descname"><span class="pre">pca</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_components</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">power_transform</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">label_fontsize</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">sklearn.decomposition._pca.PCA</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">matplotlib.figure.Figure</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span></dt>
+<span class="sig-name descname"><span class="pre">pca</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_components</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">power_transform</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">label_fontsize</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">sklearn.decomposition._pca.PCA</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">matplotlib.figure.Figure</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span></dt>
 <dd><p>Performs Principal Component Analysis (PCA), visualizing the principal components that explain the most        variance between the different samples. The function will automatically plot Principal Component #1         with every other Principal Components calculated.
 :type samples: ‘all’ or list.
 :param samples: A list of the sample names and/or grouped sample names to be plotted.         All specified samples must be present in the CountFilter object.         To draw multiple replicates of the same condition in the same color, they can be grouped in an inner list.         Example input:         [[‘SAMPLE1A’, ‘SAMPLE1B’, ‘SAMPLE1C’], [‘SAMPLE2A’, ‘SAMPLE2B’, ‘SAMPLE2C’],’SAMPLE3’ , ‘SAMPLE6’]
@@ -987,7 +1115,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 
 <dl class="py method">
 <dt class="sig sig-object py">
-<span class="sig-name descname"><span class="pre">plot_expression</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">features</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">count_unit</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'Reads</span> <span class="pre">per</span> <span class="pre">million'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">matplotlib.figure.Figure</span></span></span></dt>
+<span class="sig-name descname"><span class="pre">plot_expression</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">features</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">count_unit</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'Reads</span> <span class="pre">per</span> <span class="pre">million'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">matplotlib.figure.Figure</span></span></span></dt>
 <dd><p>Plot the average expression and standard error of the specified features under the specified conditions.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -1215,7 +1343,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <dl class="py method">
 <dt class="sig sig-object py">
 <span class="sig-name descname"><span class="pre">split_clicom</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">parameter_dicts</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">power_transform</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">bool</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">bool</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">bool</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">evidence_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.6666666666666666</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cluster_unclustered_features</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_cluster_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">15</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">plot_style</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'std_area'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'std_bar'</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">split_plots</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">gui_mode</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="rnalysis.filtering.CountFilter.html#rnalysis.filtering.CountFilter" title="rnalysis.filtering.CountFilter"><span class="pre">rnalysis.filtering.CountFilter</span></a><span class="p"><span class="pre">]</span></span></span></span></dt>
-<dd><p>Clusters the features in the CountFilter object using the modified CLICOM ensemble clustering algorithm         (Mimaroglu and Yagci 2012),         and then splits those features into multiple non-overlapping CountFilter objects,         based on the clustering result.         The CLICOM algorithm incorporates the results of multiple clustering solutions,         which can come from different clustering algorithms with differing clustering parameters,         and uses these clustering solutions to create a combined clustering solution.         Due to the nature of CLICOM, the number of clusters the data will be divided into is determined automatically.         This modified version of the CLICOM algorithm can also classify features as noise,         which does not belong in any discovered cluster.</p>
+<dd><p>Clusters the features in the CountFilter object using the modified CLICOM ensemble clustering algorithm         <a class="reference external" href="https://doi.org/10.1016/j.eswa.2011.08.059/">(Mimaroglu and Yagci 2012)</a>,         and then splits those features into multiple non-overlapping CountFilter objects,         based on the clustering result.         The CLICOM algorithm incorporates the results of multiple clustering solutions,         which can come from different clustering algorithms with differing clustering parameters,         and uses these clustering solutions to create a combined clustering solution.         Due to the nature of CLICOM, the number of clusters the data will be divided into is determined automatically.         This modified version of the CLICOM algorithm can also classify features as noise,         which does not belong in any discovered cluster.</p>
 <dl class="field-list">
 <dt class="field-odd">Parameters</dt>
 <dd class="field-odd"><ul class="simple">
@@ -1600,7 +1728,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>operator</strong> (<em>str: 'eq' / 'equals' / '='</em><em>, </em><em>'ct' / 'contains' / 'in'</em><em>, </em><em>'sw' / 'starts with'</em><em>, </em><em>'ew' / 'ends with'</em>) – the operator to filter the column by (equals, contains, starts with, ends with)</p></li>
 <li><p><strong>value</strong> (<em>number</em><em> (</em><em>int</em><em> or </em><em>float</em><em>)</em>) – the value to filter by</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -1627,7 +1755,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>function</strong> (<em>Callable</em><em> or </em><em>str</em><em> (</em><em>'logx' for base-x log of the data + 1</em><em>,         </em><em>'box-cox' for Box-Cox transform of the data + 1</em><em>, </em><em>'standardize' for standardization</em><em>)</em>) – The function or function name to be applied.</p></li>
 <li><p><strong>columns</strong> (<em>str</em><em> or </em><em>list of str</em><em> (</em><em>default='all'</em><em>)</em>) – The columns to which the transform should be applied.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 <li><p><strong>function_kwargs</strong> – Any additional keyworded arguments taken by the supplied function.</p></li>
 </ul>
 </dd>
@@ -1693,7 +1821,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 
 <dl class="py method">
 <dt class="sig sig-object py">
-<span class="sig-name descname"><span class="pre">violin_plot</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ylabel</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'$\\log_10$(normalized</span> <span class="pre">reads</span> <span class="pre">+</span> <span class="pre">1)'</span></span></em><span class="sig-paren">)</span></dt>
+<span class="sig-name descname"><span class="pre">violin_plot</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ylabel</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'$\\log_10$(normalized</span> <span class="pre">reads</span> <span class="pre">+</span> <span class="pre">1)'</span></span></em><span class="sig-paren">)</span></dt>
 <dd><p>Generates a violin plot of the specified samples in the CountFilter object in log10 scale.         Can plot both single samples and average multiple replicates.         It is recommended to use this function on normalized values and not on absolute read values.         Box inside the violin plot indicates 25% and 75% percentiles, and the white dot indicates the median.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -1896,7 +2024,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>abslog2fc</strong> – The threshold absolute log2 fold change for filtering out a feature. Float or int.         All features whose absolute log2 fold change is lower than log2fc will be filtered out.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current DESeqFilter object. If False,         the function will return a new DESeqFilter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current DESeqFilter object. If False,         the function will return a new DESeqFilter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -1923,7 +2051,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>biotype</strong> (<em>string</em><em> or </em><em>list of strings</em>) – the biotypes which will not be filtered out.</p></li>
 <li><p><strong>ref</strong> – Name of the biotype reference file used to determine biotypes.         Default is the path defined by the user in the settings.yaml file.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -2012,7 +2140,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>direction</strong> – ‘pos’ or ‘neg’. If ‘pos’, will keep only features that have positive log2foldchange.         If ‘neg’, will keep only features that have negative log2foldchange.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current DESeqFilter object. If False,         the function will return a new DESeqFilter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current DESeqFilter object. If False,         the function will return a new DESeqFilter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -2048,7 +2176,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <p>:param columns:name/names of the columns to check for missing values.
 :type opposite: bool
 :param opposite: If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.
-:type inplace: bool
+:type inplace: bool (default=True)
 :param inplace: If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.
 :return: If ‘inplace’ is False, returns a new instance of the Filter object.</p>
 <dl class="field-list">
@@ -2077,7 +2205,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>percentile</strong> (<em>float between 0 and 1</em>) – The percentile that all features above it will be filtered out.</p></li>
 <li><p><strong>column</strong> (<em>str</em>) – Name of the DataFrame column according to which the filtering will be performed.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -2110,7 +2238,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>alpha</strong> – the significance threshold to determine which genes will be filtered. between 0 and 1.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current DESeqFilter object. If False,         the function will return a new DESeqFilter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current DESeqFilter object. If False,         the function will return a new DESeqFilter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -2146,7 +2274,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>ascending</strong> (<em>bool</em><em> or </em><em>list of bools</em><em> (</em><em>default=True</em><em>)</em>) – Sort ascending vs. descending. Specify list for multiple sort orders.         If this is a list of bools, it must have the same length as ‘by’.</p></li>
 <li><p><strong>na_position</strong> (<em>'first'</em><em> or </em><em>'last'</em><em>, </em><em>default 'last'</em>) – If ‘first’, puts NaNs at the beginning; if ‘last’, puts NaNs at the end.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -2375,7 +2503,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>operator</strong> (<em>str: 'gt' / 'greater than' / '&gt;'</em><em>, </em><em>'eq' / 'equals' / '='</em><em>, </em><em>'lt' / 'lesser than' / '&lt;'</em>) – the operator to filter the column by (greater than, equal or lesser than)</p></li>
 <li><p><strong>value</strong> (<em>float</em>) – the value to filter by</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -2682,7 +2810,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>operator</strong> (<em>str: 'eq' / 'equals' / '='</em><em>, </em><em>'ct' / 'contains' / 'in'</em><em>, </em><em>'sw' / 'starts with'</em><em>, </em><em>'ew' / 'ends with'</em>) – the operator to filter the column by (equals, contains, starts with, ends with)</p></li>
 <li><p><strong>value</strong> (<em>number</em><em> (</em><em>int</em><em> or </em><em>float</em><em>)</em>) – the value to filter by</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -2709,7 +2837,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>function</strong> (<em>Callable</em><em> or </em><em>str</em><em> (</em><em>'logx' for base-x log of the data + 1</em><em>,         </em><em>'box-cox' for Box-Cox transform of the data + 1</em><em>, </em><em>'standardize' for standardization</em><em>)</em>) – The function or function name to be applied.</p></li>
 <li><p><strong>columns</strong> (<em>str</em><em> or </em><em>list of str</em><em> (</em><em>default='all'</em><em>)</em>) – The columns to which the transform should be applied.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 <li><p><strong>function_kwargs</strong> – Any additional keyworded arguments taken by the supplied function.</p></li>
 </ul>
 </dd>
@@ -2968,7 +3096,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>biotype</strong> (<em>string</em><em> or </em><em>list of strings</em>) – the biotypes which will not be filtered out.</p></li>
 <li><p><strong>ref</strong> – Name of the biotype reference file used to determine biotypes.         Default is the path defined by the user in the settings.yaml file.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -3057,7 +3185,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <p>:param columns:name/names of the columns to check for missing values.
 :type opposite: bool
 :param opposite: If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.
-:type inplace: bool
+:type inplace: bool (default=True)
 :param inplace: If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.
 :return: If ‘inplace’ is False, returns a new instance of the Filter object.</p>
 <dl class="field-list">
@@ -3086,7 +3214,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>percentile</strong> (<em>float between 0 and 1</em>) – The percentile that all features above it will be filtered out.</p></li>
 <li><p><strong>column</strong> (<em>str</em>) – Name of the DataFrame column according to which the filtering will be performed.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -3122,7 +3250,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>ascending</strong> (<em>bool</em><em> or </em><em>list of bools</em><em> (</em><em>default=True</em><em>)</em>) – Sort ascending vs. descending. Specify list for multiple sort orders.         If this is a list of bools, it must have the same length as ‘by’.</p></li>
 <li><p><strong>na_position</strong> (<em>'first'</em><em> or </em><em>'last'</em><em>, </em><em>default 'last'</em>) – If ‘first’, puts NaNs at the beginning; if ‘last’, puts NaNs at the end.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -3346,7 +3474,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>operator</strong> (<em>str: 'gt' / 'greater than' / '&gt;'</em><em>, </em><em>'eq' / 'equals' / '='</em><em>, </em><em>'lt' / 'lesser than' / '&lt;'</em>) – the operator to filter the column by (greater than, equal or lesser than)</p></li>
 <li><p><strong>value</strong> (<em>float</em>) – the value to filter by</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -3624,7 +3752,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>operator</strong> (<em>str: 'eq' / 'equals' / '='</em><em>, </em><em>'ct' / 'contains' / 'in'</em><em>, </em><em>'sw' / 'starts with'</em><em>, </em><em>'ew' / 'ends with'</em>) – the operator to filter the column by (equals, contains, starts with, ends with)</p></li>
 <li><p><strong>value</strong> (<em>number</em><em> (</em><em>int</em><em> or </em><em>float</em><em>)</em>) – the value to filter by</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -3651,7 +3779,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>function</strong> (<em>Callable</em><em> or </em><em>str</em><em> (</em><em>'logx' for base-x log of the data + 1</em><em>,         </em><em>'box-cox' for Box-Cox transform of the data + 1</em><em>, </em><em>'standardize' for standardization</em><em>)</em>) – The function or function name to be applied.</p></li>
 <li><p><strong>columns</strong> (<em>str</em><em> or </em><em>list of str</em><em> (</em><em>default='all'</em><em>)</em>) – The columns to which the transform should be applied.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 <li><p><strong>function_kwargs</strong> – Any additional keyworded arguments taken by the supplied function.</p></li>
 </ul>
 </dd>
@@ -3904,7 +4032,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>abslog2fc</strong> – The threshold absolute log2 fold change for filtering out a feature. Float or int.         All features whose absolute log2 fold change is lower than log2fc will be filtered out.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current FoldChangeFilter object. If False,         the function will return a new FoldChangeFilter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current FoldChangeFilter object. If False,         the function will return a new FoldChangeFilter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -3931,7 +4059,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>biotype</strong> (<em>string</em><em> or </em><em>list of strings</em>) – the biotypes which will not be filtered out.</p></li>
 <li><p><strong>ref</strong> – Name of the biotype reference file used to determine biotypes.         Default is the path defined by the user in the settings.yaml file.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -4020,7 +4148,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>direction</strong> – ‘pos’ or ‘neg’. If ‘pos’, will keep only features that have positive log2foldchange.         If ‘neg’, will keep only features that have negative log2foldchange.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current FoldChangeFilter object. If False,         the function will return a new FoldChangeFilter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current FoldChangeFilter object. If False,         the function will return a new FoldChangeFilter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -4059,7 +4187,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <p>:param columns:name/names of the columns to check for missing values.
 :type opposite: bool
 :param opposite: If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.
-:type inplace: bool
+:type inplace: bool (default=True)
 :param inplace: If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.
 :return: If ‘inplace’ is False, returns a new instance of the Filter object.</p>
 <dl class="field-list">
@@ -4088,7 +4216,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>percentile</strong> (<em>float between 0 and 1</em>) – The percentile that all features above it will be filtered out.</p></li>
 <li><p><strong>column</strong> (<em>str</em>) – Name of the DataFrame column according to which the filtering will be performed.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -4124,7 +4252,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>ascending</strong> (<em>bool</em><em> or </em><em>list of bools</em><em> (</em><em>default=True</em><em>)</em>) – Sort ascending vs. descending. Specify list for multiple sort orders.         If this is a list of bools, it must have the same length as ‘by’.</p></li>
 <li><p><strong>na_position</strong> (<em>'first'</em><em> or </em><em>'last'</em><em>, </em><em>default 'last'</em>) – If ‘first’, puts NaNs at the beginning; if ‘last’, puts NaNs at the end.</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -4347,7 +4475,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>operator</strong> (<em>str: 'gt' / 'greater than' / '&gt;'</em><em>, </em><em>'eq' / 'equals' / '='</em><em>, </em><em>'lt' / 'lesser than' / '&lt;'</em>) – the operator to filter the column by (greater than, equal or lesser than)</p></li>
 <li><p><strong>value</strong> (<em>float</em>) – the value to filter by</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -4692,7 +4820,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <li><p><strong>operator</strong> (<em>str: 'eq' / 'equals' / '='</em><em>, </em><em>'ct' / 'contains' / 'in'</em><em>, </em><em>'sw' / 'starts with'</em><em>, </em><em>'ew' / 'ends with'</em>) – the operator to filter the column by (equals, contains, starts with, ends with)</p></li>
 <li><p><strong>value</strong> (<em>number</em><em> (</em><em>int</em><em> or </em><em>float</em><em>)</em>) – the value to filter by</p></li>
 <li><p><strong>opposite</strong> (<em>bool</em>) – If True, the output of the filtering will be the OPPOSITE of the specified         (instead of filtering out X, the function will filter out anything BUT X).         If False (default), the function will filter as expected.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -4719,7 +4847,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>function</strong> (<em>Callable</em><em> or </em><em>str</em><em> (</em><em>'logx' for base-x log of the data + 1</em><em>,         </em><em>'box-cox' for Box-Cox transform of the data + 1</em><em>, </em><em>'standardize' for standardization</em><em>)</em>) – The function or function name to be applied.</p></li>
 <li><p><strong>columns</strong> (<em>str</em><em> or </em><em>list of str</em><em> (</em><em>default='all'</em><em>)</em>) – The columns to which the transform should be applied.</p></li>
-<li><p><strong>inplace</strong> (<em>bool</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
+<li><p><strong>inplace</strong> (<em>bool</em><em> (</em><em>default=True</em><em>)</em>) – If True (default), filtering will be applied to the current Filter object. If False,         the function will return a new Filter instance and the current instance will not be affected.</p></li>
 <li><p><strong>function_kwargs</strong> – Any additional keyworded arguments taken by the supplied function.</p></li>
 </ul>
 </dd>
@@ -4806,7 +4934,7 @@ <h2>rnalysis.filtering module<a class="headerlink" href="#rnalysis-filtering-mod
 <dl class="py method">
 <dt class="sig sig-object py">
 <span class="sig-name descname"><span class="pre">add_function</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">func</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">function</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span></dt>
-<dd><p>Add a function to the pipeline. Arguments can be stated with or without the correspoding keywords.         For example: Pipeline.add_function(‘sort’, ‘columnName’, ascending=False, na_position=’first’).         Pipelines support virtually all functions in the filtering module, including         filtering functions, normalization functions, splitting functions and plotting functions.         Do not include the ‘inplace’ argument when adding functions to a pipeline; instead,         include it when applying the pipeline to a Filter object using Pipeline.apply_to().
+<dd><p>Add a function to the pipeline. Arguments can be stated with or without the correspoding keywords.         For example: Pipeline.add_function(‘sort’, ‘columnName’, ascending=False, na_position=’first’).         Pipelines support virtually all functions in the filtering module, including         filtering functions, normalization functions, splitting functions and plotting functions.         Do not include the ‘inplace’ argument when adding functions to a pipeline; instead,         include it when applying the pipeline to a Filter object using Pipeline.apply_to(). 
 :param func: function to be added
 :type func: function or name of function from the filtering module
 :param args: unkeyworded arguments for the added function in their natural order. For example: 0.1, True
@@ -5841,7 +5969,7 @@ <h2>rnalysis.general module<a class="headerlink" href="#rnalysis-general-module"
   Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
     <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
-
+   
 
 </footer>
         </div>
@@ -5852,7 +5980,7 @@ <h2>rnalysis.general module<a class="headerlink" href="#rnalysis-general-module"
       jQuery(function () {
           SphinxRtdTheme.Navigation.enable(true);
       });
-  </script>
+  </script> 
 
 </body>
-</html>
+</html>
\ No newline at end of file
diff --git a/docs/build/search.html b/docs/build/search.html
index 09b84bafb..35c34c916 100644
--- a/docs/build/search.html
+++ b/docs/build/search.html
@@ -3,7 +3,7 @@
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Search &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>Search &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
     <link rel="shortcut icon" href="_static/favicon.ico"/>
diff --git a/docs/build/searchindex.js b/docs/build/searchindex.js
index d8b1f96d9..965855244 100644
--- a/docs/build/searchindex.js
+++ b/docs/build/searchindex.js
@@ -1 +1 @@
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63,165,166,167,168,169,170,171,172,173,176,177,178,181,182,183,189],"short":[0,8,50,94,123,147],"static":0,"throw":189,"true":[0,4,8,14,15,17,19,20,25,30,31,33,35,36,39,40,41,44,45,46,47,50,51,54,55,56,57,58,59,60,61,62,65,67,69,70,71,72,73,78,82,83,84,85,86,89,90,93,94,96,97,98,99,100,101,102,103,104,107,109,112,118,119,123,125,126,127,128,129,130,133,135,138,143,144,146,147,149,150,151,152,153,154,155,156,159,161,163,165,171,172,175,176,189],"try":[0,4,8,84,85,86],"while":[0,8,47,189],A:[0,1,3,8,23,42,49,51,52,55,63,72,73,74,79,81,92,93,113,122,139,146,163,166,174,181,182,189],AND:[0,8,57,99,127,152],At:189,BUT:[0,8,56,57,58,59,60,61,62,71,89,97,98,99,100,101,102,103,104,109,118,126,127,128,129,130,135,143,150,151,152,153,154,155,156,161,171],By:[0,8,15,17,31,33,189],For:[0,3,8,14,15,17,19,20,25,30,31,33,35,36,39,40,41,44,45,46,47,49,52,53,61,72,82,83,84,86,95,97,102,124,129,148,150,155,163,175,189],If:[0,1,6,8,14,15,17,19,20,25,30,31,33,35,36,39,40,41,44,46,54,56,57,58,59,60,61,62,63,65,67,68,69,70,71,72,76,77,78,82,83,84,85,86,87,89,90,91,96,97,98,99,100,101,102,103,104,107,108,109,111,112,116,118,119,120,125,126,127,128,129,130,133,134,135,137,138,141,143,144,145,149,150,151,152,153,154,155,156,159,160,161,163,164,165,169,171,172,173,176,189],In:[0,8,14,15,17,19,25,30,31,33,35,39,40,41,44,189],It:[0,4,8,51,55,92,189],NOT:[0,8,13,29,54,65,87,96,116,125,141,149,169,189],No:[0,8,14,15,17,19,20,25,30,31,33,35,36,39,40,41,44,163],ONE:[0,8,23,42],OR:[0,8,57,87,99,116,127,141,152,169],One:[4,189],Or:[7,189],Such:189,The:[0,1,3,4,6,8,13,14,15,17,18,19,20,24,25,29,30,31,33,34,35,36,39,40,41,43,44,49,51,53,55,58,59,61,65,68,73,74,80,81,82,83,84,85,86,90,93,95,97,102,108,114,115,119,122,124,129,134,140,144,146,148,150,155,160,163,167,168,172,174,181,182,183,189],Then:[1,6,7],There:189,These:[0,8,9],To:[0,1,6,7,8,17,33,40,51,55,57,72,73,74,92,99,127,152,189],Will:[0,8,14,15,17,19,20,25,30,31,33,35,36,44,74,163],With:189,_:[],__alignment_no_uniqu:189,__alignment_not_uniqu:189,__ambigu:189,__init__:[10,26,49,93,122,146,174],__no_featur:189,__not_align:189,__too_low_aqu:189,_apply_filter_norm_sort:0,_apply_oth:0,_apply_split:0,_avg_subsampl:0,_b_rep3:[0,8,49],_fetch_set:0,_from_str:0,_func_signatur:0,_generate_upset_sr:[],_inplac:0,_is_norm:0,_missing_from_biotype_refer:4,_numeric_column:0,_param_str:0,_pca:[0,8,73],_plot_pca:0,_set_op:0,_sort:0,a_rep1:[0,8,49],a_rep2:[0,8,49],a_rep3:[0,8,49],a_set:[0,8,54,67,68,96,107,108,125,133,134,149,159,160,189],ab:189,abl:[4,189],about:[0,1,3,4,8,17,33,40,57,69,80,93,99,114,127,140,146,152,167,189],abov:[0,8,61,80,84,102,114,129,140,155,167,189],abslog2fc:[0,8,97,150],absolut:[0,8,51,55,65,92,97,150,189],abut:3,ac3:[0,8,89,118,143,171],ac:[0,8,17,19,33,35,40,41],accept:[0,4,8,84,189],access:189,accident:189,accord:[0,4,8,14,15,20,25,30,31,36,39,44,49,57,61,65,76,80,93,99,100,102,103,111,114,127,129,137,140,152,153,155,164,167,189],accur:189,accuraci:189,across:[4,189],action:[0,8,185,189],activ:[4,189],ad:[0,8,72,175,176,179,189],add:[0,1,8,47,51,55,175,189],add_funct:[0,8,176,179,189],add_outlin:[0,8,47],addit:[0,4,6,7,8,14,15,17,19,20,25,30,31,33,35,36,39,40,41,44,50,83,90,94,119,123,144,147,172,176,189],adj:[0,8,121],adjust:[0,8,93,103,189],advantag:189,affect:[0,8,14,15,17,19,25,30,31,33,35,39,40,44,56,57,58,59,60,61,62,69,70,71,89,90,97,98,99,100,101,102,103,104,109,118,119,126,127,128,129,130,135,143,144,150,151,152,153,154,155,156,161,171,172,189],after:189,against:[0,8,13,14,15,17,18,19,20,23,24,25,29,30,31,33,34,35,36,42,43,44,189],agglom:189,aim:189,al:[0,4,8,17,33,40],alexa:[0,8,17,33,40],algorithm:[0,8,82,83,84,85,86,189],align:[0,8,65,69,84,189],all:[0,1,4,6,7,8,14,15,17,18,19,20,24,25,26,30,31,33,34,35,36,39,40,43,44,46,48,49,51,52,53,55,56,57,58,59,60,61,65,67,72,73,74,80,81,82,83,84,85,86,90,92,93,95,97,98,99,101,102,103,107,114,119,122,124,126,127,128,129,133,140,144,146,148,150,151,152,154,155,159,167,172,175,176,189],allm:[0,8,17,33,40],allow:[0,7,8,48,189],alongsid:189,alpha:[0,8,14,15,17,19,20,25,30,31,33,35,36,39,40,41,44,45,103,121,163],alphabet:[0,4,8,49],alreadi:[0,4,49],also:[0,3,4,8,26,50,65,82,94,123,147,176,189],alt_filenam:[0,8,76,111,137,164],altern:[7,189],alternative_filenam:189,alwai:[0,1,8,65,189],ambigu:[0,8,69,189],amigo:[0,8,17,33,40],among:4,an:[0,1,3,4,7,8,14,15,17,20,25,30,31,33,36,39,40,44,45,46,47,51,55,57,65,72,73,74,83,84,85,86,92,99,122,127,152],analys:[0,3,7,8,9,10,26,48,146,189],analysi:[0,3,4,7,8,14,15,17,19,25,30,31,33,35,39,40,44,73],analyz:7,ani:[0,1,3,4,8,17,26,33,40,48,52,82,90,119,144,172,176,181,182,183,189],annot:[0,4,8,17,19,33,35,40,41],anoth:[0,93,189],anslys:189,antioxid:189,anyth:[0,1,8,56,57,58,59,60,61,62,71,89,97,98,99,100,101,102,103,104,109,118,126,127,128,129,130,135,143,150,151,152,153,154,155,156,161,171],api:[4,5,189],api_idmap:[0,8,17,19,33,35,40,41],app:189,appdir:7,appear:[0,4,8,13,14,15,17,19,23,25,29,30,31,33,35,39,40,41,42,44,45,68,108,134,160,181,182,183,189],append:189,applai:[0,8,71,89,109,118,135,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3,115,118,124,125,129,131,132,133,134,135,136,139,141,144,149,150,152,153,155,156,157,158,159,160,161,162,165,167,169,171,177,178,181,182,195],"try":[0,4,8,90,91,92],"while":[0,8,47,195],A:[0,1,3,8,23,42,49,51,52,55,63,72,78,79,80,85,87,98,99,119,128,145,152,169,172,180,187,188,195],AND:[0,8,57,105,133,158],At:195,BUT:[0,8,56,57,58,59,60,61,62,77,95,103,104,105,106,107,108,109,110,115,124,132,133,134,135,136,141,149,156,157,158,159,160,161,162,167,177],By:[0,8,15,17,31,33,195],For:[0,3,8,14,15,17,19,20,25,30,31,33,35,36,39,40,41,44,45,46,47,49,52,53,61,78,88,89,90,92,101,103,108,130,135,154,156,161,169,181,195],If:[0,1,6,8,14,15,17,19,20,25,30,31,33,35,36,39,40,41,44,46,54,56,57,58,59,60,61,62,63,65,67,69,70,71,72,73,74,75,76,77,78,82,83,84,88,89,90,91,92,93,95,96,97,102,103,104,105,106,107,108,109,110,113,114,115,117,118,122,124,125,126,131,132,133,134,135,136,139,140,141,143,144,147,149,150,151,155,156,157,158,159,160,161,162,165,166,167,169,170,171,175,177,178,179,182,195],In:[0,8,14,15,17,19,25,30,31,33,35,39,40,41,44,195],It:[0,4,8,51,55,98,195],NOT:[0,8,13,29,54,65,93,102,122,131,147,155,175,195],No:[0,8,14,15,17,19,20,25,30,31,33,35,36,39,40,41,44,169],ONE:[0,8,23,42],OR:[0,8,57,93,105,122,133,147,158,175],One:[4,195],Or:[7,195],Such:195,The:[0,1,3,4,6,8,13,14,15,17,18,19,20,24,25,29,30,31,33,34,35,36,39,40,41,43,44,49,51,53,55,58,59,61,65,69,79,80,86,87,88,89,90,91,92,96,99,101,103,108,114,120,121,125,128,130,135,140,146,150,152,154,156,161,166,169,173,174,178,180,187,188,189,195],Then:[1,6,7],There:195,These:[0,8,9],To:[0,1,6,7,8,17,33,40,51,55,57,70,71,72,73,78,79,80,98,105,133,158,195],Will:[0,8,14,15,17,19,20,25,30,31,33,35,36,44,80,169],With:195,__alignment_no_uniqu:195,__alignment_not_uniqu:195,__ambigu:195,__init__:[10,26,49,99,128,152,180],__no_featur:195,__not_align:195,__too_low_aqu:195,_apply_filter_norm_sort:0,_apply_oth:0,_apply_split:0,_avg_subsampl:0,_b_rep3:[0,8,49],_fetch_set:0,_from_str:0,_func_signatur:0,_inplac:0,_is_norm:0,_missing_from_biotype_refer:4,_numeric_column:0,_param_str:0,_pca:[0,8,79],_plot_pca:0,_set_op:0,_sort:0,a_cutoff:[0,8,72],a_rep1:[0,8,49],a_rep2:[0,8,49],a_rep3:[0,8,49],a_set:[0,8,54,67,69,102,113,114,131,139,140,155,165,166,195],ab:195,abl:[4,195],about:[0,1,3,4,8,17,33,40,57,70,75,86,99,105,120,133,146,152,158,173,195],abov:[0,8,61,86,90,108,120,135,146,161,173,195],abslog2fc:[0,8,103,156],absolut:[0,8,51,55,65,98,103,156,195],abut:3,ac3:[0,8,95,124,149,177],ac:[0,8,17,19,33,35,40,41],accept:[0,4,8,90,195],access:195,accident:195,accord:[0,4,8,14,15,20,25,30,31,36,39,44,49,57,61,65,82,86,99,105,106,108,109,117,120,133,135,143,146,158,159,161,170,173,195],accur:195,accuraci:195,across:[0,4,8,71,195],action:[0,8,191,195],activ:[4,195],ad:[0,8,72,78,181,182,185,195],add:[0,1,8,47,51,55,181,195],add_funct:[0,8,182,185,195],add_outlin:[0,8,47],addit:[0,4,6,7,8,14,15,17,19,20,25,30,31,33,35,36,39,40,41,44,50,89,96,100,125,129,150,153,178,182,195],adj:[0,8,127],adjust:[0,8,70,72,99,109,195],advantag:195,affect:[0,8,14,15,17,19,25,30,31,33,35,39,40,44,56,57,58,59,60,61,62,70,71,72,73,74,75,76,77,95,96,103,104,105,106,107,108,109,110,115,124,125,132,133,134,135,136,141,149,150,156,157,158,159,160,161,162,167,177,178,195],after:195,against:[0,8,13,14,15,17,18,19,20,23,24,25,29,30,31,33,34,35,36,42,43,44,195],agglom:195,aim:195,al:[0,4,8,17,33,40,70,73],alexa:[0,8,17,33,40],algorithm:[0,8,88,89,90,91,92,195],align:[0,8,65,75,90,195],all:[0,1,4,6,7,8,14,15,17,18,19,20,24,25,26,30,31,33,34,35,36,39,40,43,44,46,48,49,51,52,53,55,56,57,58,59,60,61,65,67,68,70,72,73,78,79,80,86,87,88,89,90,91,92,96,98,99,101,103,104,105,107,108,109,113,120,125,128,130,132,133,134,135,139,146,150,152,154,156,157,158,160,161,165,173,178,181,182,195],allm:[0,8,17,33,40],allow:[0,7,8,48,195],alongsid:195,alpha:[0,8,14,15,17,19,20,25,30,31,33,35,36,39,40,41,44,45,109,127,169],alphabet:[0,4,8,49],alreadi:[0,4,49],also:[0,3,4,8,26,50,65,88,100,129,153,182,195],alt_filenam:[0,8,82,117,143,170],altern:[7,195],alternative_filenam:195,alwai:[0,1,8,65,195],ambigu:[0,8,75,195],amigo:[0,8,17,33,40],among:4,an:[0,1,3,4,7,8,14,15,17,20,25,30,31,33,36,39,40,44,45,46,47,51,55,57,65,70,72,78,79,80,89,90,91,92,98,105,128,133,158],analys:[0,3,7,8,9,10,26,48,152,195],analysi:[0,3,4,7,8,14,15,17,19,25,30,31,33,35,39,40,44,79],analyz:7,ander:[0,8,71],ani:[0,1,3,4,8,17,26,33,40,48,52,88,96,125,150,178,182,187,188,189,195],annot:[0,4,8,17,19,33,35,40,41],anoth:[0,99,195],anslys:195,antioxid:195,anyth:[0,1,8,56,57,58,59,60,61,62,77,95,103,104,105,106,107,108,109,110,115,124,132,133,134,135,136,141,149,156,157,158,159,160,161,162,167,177],api:[4,5,195],api_idmap:[0,8,17,19,33,35,40,41],app:195,appdir:7,appear:[0,4,8,13,14,15,17,19,23,25,29,30,31,33,35,39,40,41,42,44,45,69,114,140,166,187,188,189,195],append:195,applai:[0,8,77,95,115,124,141,149,167,177],appli:[0,3,4,8,26,49,54,56,57,58,59,60,61,62,67,70,71,72,73,74,75,76,77,88,89,90,91,92,95,96,99,102,103,104,105,106,107,108,109,110,113,115,124,125,128,131,132,133,1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diff --git a/docs/build/user_guide.html b/docs/build/user_guide.html
index 95bf9040f..689ff341a 100644
--- a/docs/build/user_guide.html
+++ b/docs/build/user_guide.html
@@ -4,14 +4,14 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>User guide &mdash; RNAlysis 3.0.1 documentation</title>
+  <title>User guide &mdash; RNAlysis 3.1.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
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@@ -21,10 +21,10 @@
     <link rel="index" title="Index" href="genindex.html" />
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     <link rel="next" title="Glossary" href="glossary.html" />
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+    <link rel="prev" title="Installation" href="installation.html" /> 
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-<body class="wy-body-for-nav">
+<body class="wy-body-for-nav"> 
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@@ -189,7 +189,7 @@
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-
+             
   <section id="user-guide">
 <h1>User guide<a class="headerlink" href="#user-guide" title="Permalink to this headline"></a></h1>
 <section id="rnalysis-graphical-user-interface">
@@ -776,7 +776,21 @@ <h4>Filtering operations unique to CountFilter<a class="headerlink" href="#filte
 </section>
 <section id="normalizing-reads-with-countfilter">
 <h4>Normalizing reads with CountFilter<a class="headerlink" href="#normalizing-reads-with-countfilter" title="Permalink to this headline"></a></h4>
-<p><a class="reference internal" href="glossary.html#term-CountFilter"><span class="xref std std-term">CountFilter</span></a> offers two methods for normalizing reads: supply user-defined scaling factors, or normalize to reads per million (RPM). Data normalized in other methods (such as RPKM) can be used as input for CountFilter, but it cannot perform such normalization methods on its own.</p>
+<p><a class="reference internal" href="glossary.html#term-CountFilter"><span class="xref std std-term">CountFilter</span></a> offers two methods for normalizing reads: normalize with one of the pre-made normalization methods <em>RNAlysis</em> supplies, or using user-defined scaling factors. Data normalized in other methods (such as RPKM) can be used as input for CountFilter as well.</p>
+<p><em>RNAlysis</em> supplies the following normalization methods:</p>
+<ul class="simple">
+<li><p>Relative Log Expression (RLE - ‘normalize_rle’), used by default by R’s DESeq2</p></li>
+<li><p>Trimmed Mean of M-values (TMM - ‘normalize_tmm’), used by default by R’s edgeR</p></li>
+<li><p>Quantile normalization, a generalization of Upper Quantile normalization (UQ - ‘normalize_quantile’), used by default by R’s Limma</p></li>
+<li><p>Median of Ratios Normalization (MRN - ‘normalize_mrn’)</p></li>
+<li><p>Reads Per Million (RPM - ‘normalize_to_rpm’)</p></li>
+</ul>
+<p>To normalize a <a class="reference internal" href="glossary.html#term-CountFilter"><span class="xref std std-term">CountFilter</span></a> with one of these functions, simply call the function with your preferred parameters, if there are any. For example:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">counts</span> <span class="o">=</span> <span class="n">filtering</span><span class="o">.</span><span class="n">CountFilter</span><span class="p">(</span><span class="s1">&#39;tests/test_files/counted.csv&#39;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">counts</span><span class="o">.</span><span class="n">normalize_rle</span><span class="p">()</span>
+<span class="go">Normalized the values of 22 features. Normalized inplace.</span>
+</pre></div>
+</div>
 <p>To normalize a <a class="reference internal" href="glossary.html#term-CountFilter"><span class="xref std std-term">CountFilter</span></a> with user-generated scaling factors, we need a <cite>csv</cite> table with the size factor for each sample:</p>
 <table class="docutils align-default">
 <colgroup>
@@ -802,7 +816,8 @@ <h4>Normalizing reads with CountFilter<a class="headerlink" href="#normalizing-r
 </table>
 <p>We would then supply the function with the path to the scaling factors file:</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">counts</span> <span class="o">=</span> <span class="n">filtering</span><span class="o">.</span><span class="n">CountFilter</span><span class="p">(</span><span class="s1">&#39;tests/test_files/counted.csv&#39;</span><span class="p">)</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">counts</span><span class="o">.</span><span class="n">normalize</span> <span class="n">with_scaling_factors</span><span class="p">(</span><span class="s1">&#39;scaling_factors.csv&#39;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">counts</span><span class="o">.</span><span class="n">normalize_with_scaling_factors</span><span class="p">(</span><span class="s1">&#39;scaling_factors.csv&#39;</span><span class="p">)</span>
+<span class="go">Normalized the values of 22 features. Normalized inplace.</span>
 </pre></div>
 </div>
 <p>The resulting <a class="reference internal" href="glossary.html#term-CountFilter"><span class="xref std std-term">CountFilter</span></a> object will be normalized with the scaling factors (dividing the value of each column by the value of the corresponding scaling factor).</p>
@@ -860,6 +875,7 @@ <h4>Normalizing reads with CountFilter<a class="headerlink" href="#normalizing-r
 We would then supply the normalization function with the path to the special counter file:</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">counts</span> <span class="o">=</span> <span class="n">CountFilter</span><span class="p">(</span><span class="s2">&quot;tests/test_files/counted.csv&quot;</span><span class="p">)</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">counts</span><span class="o">.</span><span class="n">normalize_to_rpm_htseqcount</span><span class="p">(</span><span class="s2">&quot;tests/test_files/uncounted.csv&quot;</span><span class="p">)</span>
+<span class="go">Normalized the values of 22 features. Normalized inplace.</span>
 </pre></div>
 </div>
 <p>The resulting <a class="reference internal" href="glossary.html#term-CountFilter"><span class="xref std std-term">CountFilter</span></a> object will be normalized to RPM with the formula (1,000,000 * reads in cell) / (sum of aligned reads + __no_feature + __ambiguous + __alignment_no_unique)</p>
@@ -2257,7 +2273,7 @@ <h3>Parse <em>C. elegans</em> gene names, WBGene indices and sequence names usin
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     provided by <a href="https://readthedocs.org">Read the Docs</a>.
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+   
 
 </footer>
         </div>
@@ -2268,7 +2284,7 @@ <h3>Parse <em>C. elegans</em> gene names, WBGene indices and sequence names usin
       jQuery(function () {
           SphinxRtdTheme.Navigation.enable(true);
       });
-  </script>
+  </script> 
 
 </body>
-</html>
+</html>
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diff --git a/docs/source/rnalysis.filtering.CountFilter.ma_plot.rst b/docs/source/rnalysis.filtering.CountFilter.ma_plot.rst
new file mode 100644
index 000000000..72afd84b4
--- /dev/null
+++ b/docs/source/rnalysis.filtering.CountFilter.ma_plot.rst
@@ -0,0 +1,6 @@
+rnalysis.filtering.CountFilter.ma\_plot
+=======================================
+
+.. currentmodule:: rnalysis.filtering
+
+.. automethod:: CountFilter.ma_plot
\ No newline at end of file
diff --git a/docs/source/rnalysis.filtering.CountFilter.normalize_median_of_ratios.rst b/docs/source/rnalysis.filtering.CountFilter.normalize_median_of_ratios.rst
new file mode 100644
index 000000000..46a981eb2
--- /dev/null
+++ b/docs/source/rnalysis.filtering.CountFilter.normalize_median_of_ratios.rst
@@ -0,0 +1,6 @@
+rnalysis.filtering.CountFilter.normalize\_median\_of\_ratios
+============================================================
+
+.. currentmodule:: rnalysis.filtering
+
+.. automethod:: CountFilter.normalize_median_of_ratios
\ No newline at end of file
diff --git a/docs/source/rnalysis.filtering.CountFilter.normalize_rle.rst b/docs/source/rnalysis.filtering.CountFilter.normalize_rle.rst
new file mode 100644
index 000000000..8fe899a16
--- /dev/null
+++ b/docs/source/rnalysis.filtering.CountFilter.normalize_rle.rst
@@ -0,0 +1,6 @@
+rnalysis.filtering.CountFilter.normalize\_rle
+=============================================
+
+.. currentmodule:: rnalysis.filtering
+
+.. automethod:: CountFilter.normalize_rle
\ No newline at end of file
diff --git a/docs/source/rnalysis.filtering.CountFilter.normalize_tmm.rst b/docs/source/rnalysis.filtering.CountFilter.normalize_tmm.rst
new file mode 100644
index 000000000..9c491fbaf
--- /dev/null
+++ b/docs/source/rnalysis.filtering.CountFilter.normalize_tmm.rst
@@ -0,0 +1,6 @@
+rnalysis.filtering.CountFilter.normalize\_tmm
+=============================================
+
+.. currentmodule:: rnalysis.filtering
+
+.. automethod:: CountFilter.normalize_tmm
\ No newline at end of file
diff --git a/docs/source/rnalysis.filtering.CountFilter.normalize_to_quantile.rst b/docs/source/rnalysis.filtering.CountFilter.normalize_to_quantile.rst
new file mode 100644
index 000000000..7c8d2e8ad
--- /dev/null
+++ b/docs/source/rnalysis.filtering.CountFilter.normalize_to_quantile.rst
@@ -0,0 +1,6 @@
+rnalysis.filtering.CountFilter.normalize\_to\_quantile
+======================================================
+
+.. currentmodule:: rnalysis.filtering
+
+.. automethod:: CountFilter.normalize_to_quantile
\ No newline at end of file
diff --git a/docs/source/rnalysis.filtering.CountFilter.normalize_to_rpm.rst b/docs/source/rnalysis.filtering.CountFilter.normalize_to_rpm.rst
index 8ff77d324..1fb7b7686 100644
--- a/docs/source/rnalysis.filtering.CountFilter.normalize_to_rpm.rst
+++ b/docs/source/rnalysis.filtering.CountFilter.normalize_to_rpm.rst
@@ -3,4 +3,4 @@ rnalysis.filtering.CountFilter.normalize\_to\_rpm
 
 .. currentmodule:: rnalysis.filtering
 
-.. automethod:: CountFilter.normalize_to_rpm_htseqcount
+.. automethod:: CountFilter.normalize_to_rpm
\ No newline at end of file
diff --git a/docs/source/rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.rst b/docs/source/rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.rst
new file mode 100644
index 000000000..1a60830fe
--- /dev/null
+++ b/docs/source/rnalysis.filtering.CountFilter.normalize_to_rpm_htseqcount.rst
@@ -0,0 +1,6 @@
+rnalysis.filtering.CountFilter.normalize\_to\_rpm\_htseqcount
+=============================================================
+
+.. currentmodule:: rnalysis.filtering
+
+.. automethod:: CountFilter.normalize_to_rpm_htseqcount
\ No newline at end of file
diff --git a/docs/source/rnalysis.filtering.CountFilter.rst b/docs/source/rnalysis.filtering.CountFilter.rst
index 450f9d9fa..cbeb5f9b3 100644
--- a/docs/source/rnalysis.filtering.CountFilter.rst
+++ b/docs/source/rnalysis.filtering.CountFilter.rst
@@ -5,17 +5,17 @@
 
 .. autoclass:: CountFilter
 
-
-
-
+   
+   
+   
     .. automethod:: __init__
+    
+    
 
-
-
-
+   
 .. autosummary::
     :toctree: .
-
+    
     CountFilter.biotypes
     CountFilter.box_plot
     CountFilter.clustergram
@@ -34,7 +34,13 @@
     CountFilter.from_folder
     CountFilter.head
     CountFilter.intersection
+    CountFilter.ma_plot
     CountFilter.majority_vote_intersection
+    CountFilter.normalize_median_of_ratios
+    CountFilter.normalize_rle
+    CountFilter.normalize_tmm
+    CountFilter.normalize_to_quantile
+    CountFilter.normalize_to_rpm
     CountFilter.normalize_to_rpm_htseqcount
     CountFilter.normalize_with_scaling_factors
     CountFilter.number_filters
@@ -59,4 +65,5 @@
     CountFilter.transform
     CountFilter.union
     CountFilter.violin_plot
-
+    
+    
\ No newline at end of file