diff --git a/tools/augustus/.shed.yml b/deprecated/tools/augustus/.shed.yml similarity index 100% rename from tools/augustus/.shed.yml rename to deprecated/tools/augustus/.shed.yml diff --git a/tools/augustus/augustus.xml b/deprecated/tools/augustus/augustus.xml similarity index 100% rename from tools/augustus/augustus.xml rename to deprecated/tools/augustus/augustus.xml diff --git a/tools/augustus/extract_features.py b/deprecated/tools/augustus/extract_features.py similarity index 100% rename from tools/augustus/extract_features.py rename to deprecated/tools/augustus/extract_features.py diff --git a/tools/augustus/readme.rst b/deprecated/tools/augustus/readme.rst similarity index 100% rename from tools/augustus/readme.rst rename to deprecated/tools/augustus/readme.rst diff --git a/tools/augustus/test-data/arabidopsis_augustus.fa b/deprecated/tools/augustus/test-data/arabidopsis_augustus.fa similarity index 100% rename from tools/augustus/test-data/arabidopsis_augustus.fa rename to deprecated/tools/augustus/test-data/arabidopsis_augustus.fa diff --git a/tools/augustus/test-data/human_augustus.fa b/deprecated/tools/augustus/test-data/human_augustus.fa similarity index 100% rename from tools/augustus/test-data/human_augustus.fa rename to deprecated/tools/augustus/test-data/human_augustus.fa diff --git a/tools/augustus/test-data/human_augustus_protein_codingseq_introns_cds_codingseq.fasta b/deprecated/tools/augustus/test-data/human_augustus_protein_codingseq_introns_cds_codingseq.fasta similarity index 100% rename from tools/augustus/test-data/human_augustus_protein_codingseq_introns_cds_codingseq.fasta rename to deprecated/tools/augustus/test-data/human_augustus_protein_codingseq_introns_cds_codingseq.fasta diff --git a/tools/augustus/test-data/human_augustus_protein_codingseq_introns_cds_main.gtf b/deprecated/tools/augustus/test-data/human_augustus_protein_codingseq_introns_cds_main.gtf similarity index 100% rename from tools/augustus/test-data/human_augustus_protein_codingseq_introns_cds_main.gtf rename to deprecated/tools/augustus/test-data/human_augustus_protein_codingseq_introns_cds_main.gtf diff --git a/tools/augustus/test-data/human_augustus_protein_codingseq_introns_cds_protein.fasta b/deprecated/tools/augustus/test-data/human_augustus_protein_codingseq_introns_cds_protein.fasta similarity index 100% rename from tools/augustus/test-data/human_augustus_protein_codingseq_introns_cds_protein.fasta rename to deprecated/tools/augustus/test-data/human_augustus_protein_codingseq_introns_cds_protein.fasta diff --git a/tools/augustus/test-data/human_augustus_utr-on.gff b/deprecated/tools/augustus/test-data/human_augustus_utr-on.gff similarity index 100% rename from tools/augustus/test-data/human_augustus_utr-on.gff rename to deprecated/tools/augustus/test-data/human_augustus_utr-on.gff diff --git a/tools/augustus/test-data/human_augustus_utr-on.gtf b/deprecated/tools/augustus/test-data/human_augustus_utr-on.gtf similarity index 100% rename from tools/augustus/test-data/human_augustus_utr-on.gtf rename to deprecated/tools/augustus/test-data/human_augustus_utr-on.gtf diff --git a/tools/augustus/tool_dependencies.xml b/deprecated/tools/augustus/tool_dependencies.xml similarity index 100% rename from tools/augustus/tool_dependencies.xml rename to deprecated/tools/augustus/tool_dependencies.xml diff --git a/tools/blobtoolkit/blobtoolkit.xml b/tools/blobtoolkit/blobtoolkit.xml index cf53a10272..c652155ea8 100644 --- a/tools/blobtoolkit/blobtoolkit.xml +++ b/tools/blobtoolkit/blobtoolkit.xml @@ -477,7 +477,7 @@ **NCBI taxdump directory** -The taxdump database, provided by NCBI, includes the taxonomic lineage of taxa, information on type strains and material, and host information. The file **new_taxdump.tar.gz** can be downloaded from the taxonomy directory on the `FTP site `_. +The taxdump database, provided by NCBI, includes the taxonomic lineage of taxa, information on type strains and material, and host information. The file **new_taxdump.tar.gz** can be downloaded from the taxonomy directory on the `FTP site `_. ]]> diff --git a/tools/cellprofiler_v4/macros.xml b/tools/cellprofiler_v4/macros.xml index fcb85e51a8..2a83527c77 100644 --- a/tools/cellprofiler_v4/macros.xml +++ b/tools/cellprofiler_v4/macros.xml @@ -1,5 +1,5 @@ - 4.2.7 + 4.2.8 3.8 jpg,png,tiff,bmp,gif,pcx,ppm,psd,pbm,pgm,eps " " diff --git a/tools/diff/diff.xml b/tools/diff/diff.xml index b3070c6903..3ae9bb00b9 100644 --- a/tools/diff/diff.xml +++ b/tools/diff/diff.xml @@ -1,7 +1,7 @@ - + analyzes two files and generates an unidiff text file with information about the differences and an optional Html report - 3.7 + 3.10 0 @@ -13,10 +13,18 @@ '$diff_file'; - #if $generate_report: + diff + #if $report_format.report_format_select == 'txt_lines' or $report_format.report_format_select == 'html' + ## the -u option is needed to convert the output later to HTML + --unified=$report_format.unified + #else if $report_format.report_format_select == 'txt_columns' + -y + #end if + ## If the compared input files differ the diff command returns exit-code 1 + '$input1' '$input2' > '$diff_file' || [ \$? -eq 1 ]; + #if $report_format.report_format_select == 'html' sed -e 's/@@title@@/Diff report for "$input1.element_identifier" and "$input2.element_identifier"/g' - -e 's/@@outputformat@@/'$output_format'/g' + -e 's/@@outputformat@@/'$report_format.output_format'/g' -e '/@@diffoutput@@/{r'$diff_file'' -e ';d}' '$__tool_directory__/template.html' > '$html_file' #end if @@ -25,33 +33,50 @@ - - - - - + + + + + + + + + + + + + + + + + + - generate_report is True + report_format['report_format_select'] == 'html' - + + + - + - + + + @@ -63,7 +88,9 @@ - + + + @@ -73,8 +100,10 @@ - - + + + + @@ -85,8 +114,10 @@ - - + + + + @@ -95,9 +126,12 @@ - - - + + + + + + @@ -169,4 +203,4 @@ An **optional** *HTML report* with a friendlier visual representation of the dif } - + \ No newline at end of file diff --git a/tools/diff/test-data/file 3.txt b/tools/diff/test-data/file3.txt similarity index 100% rename from tools/diff/test-data/file 3.txt rename to tools/diff/test-data/file3.txt diff --git a/tools/diff/test-data/output_test4.txt b/tools/diff/test-data/output_test4.txt new file mode 100644 index 0000000000..db4ccf3cd8 --- /dev/null +++ b/tools/diff/test-data/output_test4.txt @@ -0,0 +1,2 @@ +a a + > b diff --git a/tools/flux/flux.py b/tools/flux/flux.py index 4de9f03bd2..0b3e70bb18 100644 --- a/tools/flux/flux.py +++ b/tools/flux/flux.py @@ -12,6 +12,7 @@ prompt = f.read().strip() elif prompt_type == "text": prompt = sys.argv[3] +print(f"Creating image from prompt: {prompt}") if "dev" in model_path: num_inference_steps = 20 diff --git a/tools/flux/flux.xml b/tools/flux/flux.xml index da0a6c909a..2361506de3 100644 --- a/tools/flux/flux.xml +++ b/tools/flux/flux.xml @@ -2,22 +2,13 @@ text-to-image model 2024 - 2 + 4 - python - pytorch - torchvision - pytorch-cuda - diffusers - transformers - accelerate - sentencepiece - protobuf - huggingface_hub + quay.io/galaxy/black_forest_labs_flux:2024-0 - + @@ -48,7 +39,7 @@ python '$__tool_directory__/flux.py' - + diff --git a/tools/flye/flye.xml b/tools/flye/flye.xml index 98ac9a2406..630745e209 100644 --- a/tools/flye/flye.xml +++ b/tools/flye/flye.xml @@ -105,7 +105,7 @@ - + generate_log @@ -115,12 +115,14 @@ - + + + - + @@ -131,7 +133,9 @@ - + + + @@ -143,7 +147,7 @@ - + @@ -162,7 +166,7 @@ - + @@ -175,7 +179,7 @@ - + @@ -203,7 +207,7 @@ - + @@ -231,7 +235,7 @@ - + @@ -260,7 +264,7 @@ - + @@ -276,10 +280,9 @@ - - + @@ -290,7 +293,7 @@ - + @@ -304,7 +307,9 @@ - + + + @@ -317,7 +322,7 @@ - + @@ -331,7 +336,9 @@ - + + + @@ -344,7 +351,7 @@ - + diff --git a/tools/flye/macros.xml b/tools/flye/macros.xml index 8fc263d9b8..2408757ede 100644 --- a/tools/flye/macros.xml +++ b/tools/flye/macros.xml @@ -1,6 +1,6 @@ 2.9.5 - 0 + 1 flye diff --git a/tools/gfastats/gfastats.xml b/tools/gfastats/gfastats.xml index 3b2e7a01b6..a9bdc2fad8 100644 --- a/tools/gfastats/gfastats.xml +++ b/tools/gfastats/gfastats.xml @@ -111,7 +111,7 @@ mode_condition['selector'] == 'statistics' - + diff --git a/tools/gfastats/macros.xml b/tools/gfastats/macros.xml index 7b743a0fcd..b98f082e39 100644 --- a/tools/gfastats/macros.xml +++ b/tools/gfastats/macros.xml @@ -1,6 +1,6 @@ 1.3.9 - 0 + 1 gfastats diff --git a/tools/jbrowse2/jbrowse2.py b/tools/jbrowse2/jbrowse2.py index c5692a0ecc..bdaa9804b9 100644 --- a/tools/jbrowse2/jbrowse2.py +++ b/tools/jbrowse2/jbrowse2.py @@ -615,8 +615,10 @@ def write_config(self): def text_index(self): # Index tracks - args = ["jbrowse", "text-index"] - self.subprocess_check_call(args) + e = os.environ + e["SHELL"] = "/bin/sh" + cmd = ["jbrowse", "text-index"] + subprocess.run(cmd, env=e, shell=True) def add_hic(self, data, trackData): """ @@ -1108,12 +1110,14 @@ def add_paf(self, data, trackData, pafOpts, **kwargs): url = "%s.pif.gz" % tId cmd = ["cp", data, fakeName] self.subprocess_check_call(cmd) + e = os.environ + e["SHELL"] = "/bin/sh" cmd = [ "jbrowse", "make-pif", fakeName, ] - self.subprocess_check_call(cmd) + subprocess.run(cmd, env=e, shell=True) usePIF = True else: dest = os.path.join(self.outdir, url) @@ -1534,9 +1538,10 @@ def clone_jbrowse(self, realclone=False): """ dest = self.outdir if (not os.path.exists(self.jbrowse2path)) or realclone: - self.subprocess_check_call( - ["jbrowse", "create", dest, "-f", "--tag", f"{JB2VER}"] - ) + e = os.environ + e["SHELL"] = "/bin/sh" + cmd = ["jbrowse", "create", dest, "-f", "--tag", f"{JB2VER}"] + subprocess.run(cmd, env=e, shell=True) else: shutil.copytree(self.jbrowse2path, dest, dirs_exist_ok=True) for fn in [ diff --git a/tools/jbrowse2/jbrowse2.xml b/tools/jbrowse2/jbrowse2.xml index fb4dd2a5d4..300e4a1a0a 100644 --- a/tools/jbrowse2/jbrowse2.xml +++ b/tools/jbrowse2/jbrowse2.xml @@ -539,6 +539,7 @@ export JBROWSE2_PATH=\$(realpath \$(dirname \$(which jbrowse))/../opt/jbrowse2) + @@ -552,6 +553,7 @@ export JBROWSE2_PATH=\$(realpath \$(dirname \$(which jbrowse))/../opt/jbrowse2) + @@ -614,7 +616,7 @@ export JBROWSE2_PATH=\$(realpath \$(dirname \$(which jbrowse))/../opt/jbrowse2) - + @@ -676,7 +678,7 @@ export JBROWSE2_PATH=\$(realpath \$(dirname \$(which jbrowse))/../opt/jbrowse2) - + diff --git a/tools/jbrowse2/macros.xml b/tools/jbrowse2/macros.xml index 1461e90cd5..f5c94d7c50 100644 --- a/tools/jbrowse2/macros.xml +++ b/tools/jbrowse2/macros.xml @@ -1,5 +1,5 @@ - 2.15.4 + 2.17.0 topic_3307 @@ -25,7 +25,7 @@ \$GALAXY_JBROWSE_SHARED_DIR - 7 + 0 diff --git a/tools/music_deconvolution/.shed.yml b/tools/music_deconvolution/.shed.yml index a05fe72222..1f28f3bb75 100644 --- a/tools/music_deconvolution/.shed.yml +++ b/tools/music_deconvolution/.shed.yml @@ -4,7 +4,7 @@ description: "Multi-subject Single Cell deconvolution (MuSiC)" homepage_url: https://github.com/xuranw/MuSiC long_description: | MuSiC is a deconvolution method that utilizes cross-subject scRNA-seq to estimate cell type proportions in bulk RNA-seq data. -remote_repository_url: https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ +remote_repository_url: https://github.com/bgruening/galaxytools/tree/master/tools/music_deconvolution type: unrestricted categories: - Transcriptomics diff --git a/tools/rna_tools/infernal/cmalign.xml b/tools/rna_tools/infernal/cmalign.xml index 1f72febe0d..a6ecee7dfb 100644 --- a/tools/rna_tools/infernal/cmalign.xml +++ b/tools/rna_tools/infernal/cmalign.xml @@ -3,9 +3,9 @@ macros.xml + - - - - - - - - - - - - - - - - - - - - - + @@ -105,8 +86,11 @@ - + + + + - + + + + @@ -189,6 +176,18 @@ + + + + + + + + + + + + macros.xml + - align with the CYK algorithm - - - + + + + @@ -325,7 +328,7 @@ - + @@ -338,7 +341,7 @@ - + @@ -422,8 +425,7 @@ These options control how consensus columns are defined in an alignment. cmbuild uses an ad hoc sequence weighting algorithm to downweight closely related sequences and upweight distantly related ones. This has the effect of making models less biased by uneven phylogenetic representation. For example, two identical sequences would typically each receive half the weight that one sequence would. These options control which algorithm gets used. - - *--wgb*: Use the Henikoff position-based sequence weighting scheme [Henikoff -and Henikoff, J. Mol. Biol. 243:574, 1994]. This is the default. + - *--wgb*: Use the Henikoff position-based sequence weighting scheme [Henikoff and Henikoff, J. Mol. Biol. 243:574, 1994]. This is the default. - *--wgsc*: Use the Gerstein/Sonnhammer/Chothia weighting algorithm [Gerstein et al, J. Mol. Biol. 235:1067, 1994]. - *--wnone*: Turn sequence weighting off; e.g. explicitly set all sequence weights to 1.0. - *--wgiven*: Use sequence weights as given in annotation in the input alignment file. If no weights were given, assume they are all 1.0. The default is to determine new sequence weights by the Gerstein/Sonnhammer/Chothia algorithm, ignoring any annotated weights. diff --git a/tools/rna_tools/infernal/cmpress.xml b/tools/rna_tools/infernal/cmpress.xml index e2525e490a..566d880599 100644 --- a/tools/rna_tools/infernal/cmpress.xml +++ b/tools/rna_tools/infernal/cmpress.xml @@ -1,47 +1,27 @@ - + Prepare a covariance model database for cmscan macros.xml + - - + - - - - - - - - - - - - - - - - - - - + @@ -58,7 +38,16 @@ + + + + + + + + + - + \ No newline at end of file diff --git a/tools/rna_tools/infernal/cmscan.xml b/tools/rna_tools/infernal/cmscan.xml index d90f757cac..b0322c054f 100644 --- a/tools/rna_tools/infernal/cmscan.xml +++ b/tools/rna_tools/infernal/cmscan.xml @@ -3,19 +3,21 @@ macros.xml + - - + - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + diff --git a/tools/rna_tools/infernal/cmsearch.xml b/tools/rna_tools/infernal/cmsearch.xml index dce8caaf52..fafed5fbf3 100644 --- a/tools/rna_tools/infernal/cmsearch.xml +++ b/tools/rna_tools/infernal/cmsearch.xml @@ -4,9 +4,9 @@ macros.xml + - - - - - - - - - - - - - - - - - - - - + @@ -241,7 +225,7 @@ - + @@ -249,6 +233,14 @@ + + + + + + + + diff --git a/tools/rna_tools/infernal/cmstat.xml b/tools/rna_tools/infernal/cmstat.xml index 115f45a8fc..f946745618 100644 --- a/tools/rna_tools/infernal/cmstat.xml +++ b/tools/rna_tools/infernal/cmstat.xml @@ -3,9 +3,9 @@ macros.xml + - - - - - - - - - - - - - - - - - - - + @@ -61,6 +44,19 @@ + + + + + + + + + + + + + - infernal - infernal - coreutils + infernal + coreutils - 1.1.4 + 1.1.5 0 infernal + + + + + + + + + + + + + + + + + + + + diff --git a/tools/rna_tools/infernal/repository_dependencies.xml b/tools/rna_tools/infernal/repository_dependencies.xml deleted file mode 100644 index 841d5ec8f0..0000000000 --- a/tools/rna_tools/infernal/repository_dependencies.xml +++ /dev/null @@ -1,4 +0,0 @@ - - - - diff --git a/tools/rna_tools/infernal/test-data/infernal.loc b/tools/rna_tools/infernal/test-data/infernal.loc new file mode 100644 index 0000000000..ca529f3a7a --- /dev/null +++ b/tools/rna_tools/infernal/test-data/infernal.loc @@ -0,0 +1,21 @@ +#This is a sample file distributed with Galaxy that is used to define a +#list of infernal covariance models, using three columns tab separated +#(longer whitespace are TAB characters): +# +#The entries are as follows: +# +# +# +#Your infernal.loc file should include an entry per line for each "base name" +#you have stored. For example: +# +#rfam01 RFAM 4.2 08 Aug 2013 /data/0/galaxy_data/infernal/08_08_2013/rfam.cm +# +#...etc... +# + +cmstat_input.cm Test case: cmstat_input ${__HERE__}/cmstat_input.cm +cmsearch_input1.cm Test case: cmsearch_input1 ${__HERE__}/cmsearch_input1.cm +minifam.cm Test case: minifam.cm ${__HERE__}/minifam.cm +cmpress_input_minifam.cm Test case: cmpress_input_minifam.cm ${__HERE__}/cmpress_input_minifam.cm +cmalign_input2_tRNA5.c.cm Test case: cmalign_input2_tRNA5.c.cm ${__HERE__}/cmalign_input2_tRNA5.c.cm diff --git a/tools/rna_tools/infernal/test-data/test_cmscan.tabular b/tools/rna_tools/infernal/test-data/test_cmscan.tabular index cfd749f2b0..c84463a9d4 100644 --- a/tools/rna_tools/infernal/test-data/test_cmscan.tabular +++ b/tools/rna_tools/infernal/test-data/test_cmscan.tabular @@ -5,11 +5,11 @@ tRNA5 - AAGA01015927.1 - cm 1 72 314 386 + no 1 0.59 0.0 53.5 6e-16 ! Cobalamin RF00174 AAFY01022046.1 - cm 32 191 934 832 - 5' 2 0.48 0.0 30.0 6.1e-09 ! Cobalamin riboswitch # # Program: cmscan -# Version: 1.1.4 (Dec 2020) +# Version: 1.1.5 (Sep 2023) # Pipeline mode: SCAN -# Query file: /tmp/tmp6jwp47cs/files/a/6/f/dataset_a6fe922b-72aa-4753-b4dd-cd3c716a4ae5.dat +# Query file: /tmp/tmpst0r7qh9/files/7/3/7/dataset_7373cb0d-0d12-49b5-96e0-e1aabaa6db38.dat # Target file: cmdb.cm -# Option settings: cmscan -o /dev/null --tblout $temp_tabular_output --default --cpu 1 cmdb.cm /tmp/tmp6jwp47cs/files/a/6/f/dataset_a6fe922b-72aa-4753-b4dd-cd3c716a4ae5.dat -# Current dir: /tmp/tmp6jwp47cs/job_working_directory/000/13/working -# Date: Thu Sep 23 15:21:39 2021 +# Option settings: cmscan -o /dev/null --tblout $temp_tabular_output --default --cpu 1 cmdb.cm /tmp/tmpst0r7qh9/files/7/3/7/dataset_7373cb0d-0d12-49b5-96e0-e1aabaa6db38.dat +# Current dir: /tmp/tmpst0r7qh9/job_working_directory/000/4/working +# Date: Thu Oct 17 11:28:32 2024 # [ok] diff --git a/tools/rna_tools/infernal/tool_data_table_conf.xml.sample b/tools/rna_tools/infernal/tool_data_table_conf.xml.sample new file mode 100644 index 0000000000..6f694f25cf --- /dev/null +++ b/tools/rna_tools/infernal/tool_data_table_conf.xml.sample @@ -0,0 +1,7 @@ + + + + value, name, path + +
+ \ No newline at end of file diff --git a/tools/rna_tools/infernal/tool_data_table_conf.xml.test b/tools/rna_tools/infernal/tool_data_table_conf.xml.test new file mode 100644 index 0000000000..5d68755faa --- /dev/null +++ b/tools/rna_tools/infernal/tool_data_table_conf.xml.test @@ -0,0 +1,7 @@ + + + + value, name, path + +
+ \ No newline at end of file diff --git a/tools/wordcloud/.shed.yml b/tools/wordcloud/.shed.yml new file mode 100644 index 0000000000..2592b5c8d0 --- /dev/null +++ b/tools/wordcloud/.shed.yml @@ -0,0 +1,12 @@ +name: wordcloud +owner: bgruening +description: A little word cloud generator in Python. +long_description: | + The wordcloud library allows you to create word clouds from text data. + It is highly customizable and can generate word clouds in various shapes and colors. + The wordcloud library is available as an open-source project on GitHub. +remote_repository_url: https://github.com/bgruening/galaxytools/tree/master/tools/wordcloud +homepage_url: https://github.com/amueller/word_cloud +type: +categories: + - Visualization diff --git a/tools/wordcloud/test-data/font.ttf b/tools/wordcloud/test-data/font.ttf new file mode 100644 index 0000000000..5dae166550 Binary files /dev/null and b/tools/wordcloud/test-data/font.ttf differ diff --git a/tools/wordcloud/test-data/mask.png b/tools/wordcloud/test-data/mask.png new file mode 100644 index 0000000000..3e152004fc Binary files /dev/null and b/tools/wordcloud/test-data/mask.png differ diff --git a/tools/wordcloud/test-data/output_1.png b/tools/wordcloud/test-data/output_1.png new file mode 100644 index 0000000000..4043077fc2 Binary files /dev/null and b/tools/wordcloud/test-data/output_1.png differ diff --git a/tools/wordcloud/test-data/output_2.png b/tools/wordcloud/test-data/output_2.png new file mode 100644 index 0000000000..08759c1a70 Binary files /dev/null and b/tools/wordcloud/test-data/output_2.png differ diff --git a/tools/wordcloud/test-data/stopwords.txt b/tools/wordcloud/test-data/stopwords.txt new file mode 100644 index 0000000000..68bf081496 --- /dev/null +++ b/tools/wordcloud/test-data/stopwords.txt @@ -0,0 +1 @@ +an diff --git a/tools/wordcloud/test-data/test.txt b/tools/wordcloud/test-data/test.txt new file mode 100644 index 0000000000..d0d32f56f6 --- /dev/null +++ b/tools/wordcloud/test-data/test.txt @@ -0,0 +1 @@ +Galaxy is an open source, web-based platform for data intensive biomedical research. diff --git a/tools/wordcloud/wordcloud.xml b/tools/wordcloud/wordcloud.xml new file mode 100644 index 0000000000..bad159a9fc --- /dev/null +++ b/tools/wordcloud/wordcloud.xml @@ -0,0 +1,212 @@ + + with highly customizable appearance + + 1.9.4 + 0 + 23.0 + + + wordcloud + + wordcloud_cli --version + + + + + + + + + + + + + + + + [#][0-9A-Fa-f]{6} + + + + + + + + + + [#][0-9A-Fa-f]{6} + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + [#][0-9A-Fa-f]{6} + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + @misc{amueller2018wordcloud, + title={Word Clouds with Python}, + author={Amueller, Sebastian}, + year={2018}, + url={https://amueller.github.io/word_cloud/} + } + + +