Ecosyste.ms: Packages

An open API service providing package, version and dependency metadata of many open source software ecosystems and registries.

pypi.org "diff" keyword

Top 1.0% on pypi.org
deepdiff 7.0.1 💰
Deep Difference and Search of any Python object/data. Recreate objects by adding adding deltas to...
76 versions - Latest release: about 1 month ago - 378 dependent packages - 2,058 dependent repositories - 11.4 million downloads last month - 1,818 stars on GitHub - 1 maintainer
Top 1.5% on pypi.org
jsondiff 2.0.0
Diff JSON and JSON-like structures in Python
10 versions - Latest release: about 2 years ago - 49 dependent packages - 1,830 dependent repositories - 7.71 million downloads last month - 651 stars on GitHub - 1 maintainer
Top 2.0% on pypi.org
unidiff 0.7.5
Unified diff parsing/metadata extraction library.
13 versions - Latest release: about 1 year ago - 46 dependent packages - 763 dependent repositories - 1.29 million downloads last month - 218 stars on GitHub - 1 maintainer
Top 6.4% on pypi.org
patch-ng 1.17.4
Library to parse and apply unified diffs.
5 versions - Latest release: about 4 years ago - 2 dependent packages - 143 dependent repositories - 869 thousand downloads last month - 12 stars on GitHub - 2 maintainers
Top 1.3% on pypi.org
textdistance 4.6.2
Compute distance between the two texts.
27 versions - Latest release: 25 days ago - 35 dependent packages - 584 dependent repositories - 858 thousand downloads last month - 3,302 stars on GitHub - 1 maintainer
Top 5.5% on pypi.org
pyjarowinkler 1.8
Find the Jaro Winkler Distance which indicates the similarity score between two Strings
2 versions - Latest release: about 8 years ago - 1 dependent package - 37 dependent repositories - 563 thousand downloads last month - 25 stars on GitHub - 1 maintainer
Top 2.4% on pypi.org
pytest-clarity 1.0.1
A plugin providing an alternative, colourful diff output for failing assertions.
5 versions - Latest release: almost 3 years ago - 50 dependent packages - 330 dependent repositories - 509 thousand downloads last month - 403 stars on GitHub - 1 maintainer
Top 3.7% on pypi.org
json-delta 2.0.2
A diff/patch pair for JSON-serialized data structures.
8 versions - Latest release: over 3 years ago - 1 dependent package - 37 dependent repositories - 481 thousand downloads last month - 1 maintainer
Top 1.3% on pypi.org
nbdime 4.0.1
Diff and merge of Jupyter Notebooks
36 versions - Latest release: 6 months ago - 32 dependent packages - 1,780 dependent repositories - 455 thousand downloads last month - 2,568 stars on GitHub - 7 maintainers
Top 5.9% on pypi.org
cdifflib 1.2.6
C implementation of parts of difflib
10 versions - Latest release: over 1 year ago - 4 dependent packages - 30 dependent repositories - 370 thousand downloads last month - 31 stars on GitHub - 2 maintainers
Top 2.4% on pypi.org
datadiff 2.2.0
DataDiff is a library to provide human-readable diffs of python data structures.
11 versions - Latest release: 9 months ago - 2 dependent packages - 118 dependent repositories - 234 thousand downloads last month - 2 maintainers
Top 2.6% on pypi.org
patch 1.14.2
Library to parse and apply unified diffs
4 versions - Latest release: about 9 years ago - 12 dependent packages - 333 dependent repositories - 217 thousand downloads last month - 102 stars on GitHub - 1 maintainer
Top 3.5% on pypi.org
whatthepatch 1.0.5
A patch parsing and application library.
12 versions - Latest release: about 1 year ago - 11 dependent packages - 385 dependent repositories - 215 thousand downloads last month - 63 stars on GitHub - 1 maintainer
json-diff 1.5.0
Generates diff between two JSON files
29 versions - Latest release: over 4 years ago - 2 dependent repositories - 188 thousand downloads last month - 7 stars on GitLab.com - 1 maintainer
Top 2.8% on pypi.org
xmldiff 2.7.0
Creates diffs of XML files
36 versions - Latest release: 5 days ago - 16 dependent packages - 116 dependent repositories - 184 thousand downloads last month - 193 stars on GitHub - 7 maintainers
Top 4.4% on pypi.org
pycobertura 3.3.1
"A Cobertura coverage parser that can diff reports and show coverage progress."
39 versions - Latest release: 3 months ago - 3 dependent packages - 10 dependent repositories - 178 thousand downloads last month - 110 stars on GitHub - 1 maintainer
Top 2.2% on pypi.org
deepdiff6 6.2.0 💰
Deep Difference and Search of any Python object/data. Recreate objects by adding adding deltas to...
3 versions - Latest release: over 1 year ago - 5 dependent packages - 17 dependent repositories - 159 thousand downloads last month - 1,821 stars on GitHub - 1 maintainer
Top 4.3% on pypi.org
yamlpath 3.8.2 💰
Command-line get/set/merge/validate/scan/convert/diff processors for YAML/JSON/Compatible data us...
49 versions - Latest release: 3 months ago - 4 dependent packages - 20 dependent repositories - 133 thousand downloads last month - 109 stars on GitHub - 1 maintainer
Top 3.2% on pypi.org
csv-diff 0.5.1 💰
Python CLI tool and library for diffing CSV and JSON files
9 versions - Latest release: about 5 years ago - 4 dependent packages - 19 dependent repositories - 99.7 thousand downloads last month - 264 stars on GitHub - 1 maintainer
Top 3.2% on pypi.org
daff 1.3.46 💰
Diff and patch tables
59 versions - Latest release: almost 4 years ago - 3 dependent packages - 34 dependent repositories - 60.7 thousand downloads last month - 759 stars on GitHub - 1 maintainer
Top 5.2% on pypi.org
jsoncomparison 1.1.0
json compare utility
4 versions - Latest release: about 3 years ago - 4 dependent packages - 57 dependent repositories - 49.6 thousand downloads last month - 62 stars on GitHub - 1 maintainer
Top 5.9% on pypi.org
dbt-osmosis 0.12.10
A dbt server and suite of optional developer tools to make developing with dbt delightful.
102 versions - Latest release: 13 days ago - 2 dependent packages - 5 dependent repositories - 48.4 thousand downloads last month - 349 stars on GitHub - 1 maintainer
Top 3.0% on pypi.org
ydiff 1.3
View colored, incremental diff in a workspace or from stdin, with side by side and auto pager sup...
3 versions - Latest release: about 2 months ago - 1 dependent package - 25 dependent repositories - 48.1 thousand downloads last month - 846 stars on GitHub - 1 maintainer
pdiff 1.1.4
Pretty side-by-side diff
14 versions - Latest release: 10 months ago - 1 dependent package - 1 dependent repositories - 41.3 thousand downloads last month - 7 stars on GitHub - 1 maintainer
html-diff 0.4.1
HTML-formatted diff'ing of HTML snippets
2 versions - Latest release: over 2 years ago - 5 dependent repositories - 29.9 thousand downloads last month - 2 stars on GitLab.com - 1 maintainer
Top 4.1% on pypi.org
diffimg 0.3.0
Get the % difference in images + generate a diff image
15 versions - Latest release: over 3 years ago - 2 dependent packages - 50 dependent repositories - 27.5 thousand downloads last month - 207 stars on GitHub - 1 maintainer
nested-diff 1.4.0
Recursive diff and patch for nested structures.
23 versions - Latest release: 3 months ago - 1 dependent repositories - 21.4 thousand downloads last month - 12 stars on GitHub - 1 maintainer
diff 2023.12.6 💰
You diff objects, you find out why they ain't the same.
12 versions - Latest release: 5 months ago - 1 dependent package - 6 dependent repositories - 16.4 thousand downloads last month - 0 stars on GitHub - 1 maintainer
Top 4.8% on pypi.org
simplediff 1.1
Diff library with a dead-simple interface
2 versions - Latest release: over 2 years ago - 17 dependent repositories - 13.6 thousand downloads last month - 458 stars on GitHub - 1 maintainer
Top 7.1% on pypi.org
patiencediff 0.2.15
Python implementation of the patiencediff algorithm
21 versions - Latest release: 12 days ago - 1 dependent package - 20 dependent repositories - 12.5 thousand downloads last month - 11 stars on GitHub - 4 maintainers
Top 8.3% on pypi.org
diffios 0.0.9
Compare Cisco IOS configurations against a template.
9 versions - Latest release: about 7 years ago - 3 dependent repositories - 12 thousand downloads last month - 37 stars on GitHub - 1 maintainer
Top 6.4% on pypi.org
fast-diff-match-patch 2.1.0
Packages the C++ implementation of google-diff-match-patch for Python for fast byte and string di...
3 versions - Latest release: 25 days ago - 2 dependent packages - 4 dependent repositories - 11.2 thousand downloads last month - 70 stars on GitHub - 1 maintainer
prettydiff 0.1.0
Pretty JSON data diffs
1 version - Latest release: over 3 years ago - 1 dependent package - 1 dependent repositories - 7.13 thousand downloads last month - 15 stars on GitHub - 1 maintainer
Top 4.5% on pypi.org
cdiff 0.9.8
View colored, incremental diff in a workspace or from stdin, with side by side and auto pager sup...
15 versions - Latest release: over 8 years ago - 14 dependent repositories - 6.03 thousand downloads last month - 844 stars on GitHub - 1 maintainer
ocdiff 0.0.27
difftastic Python wrapper
17 versions - Latest release: about 1 month ago - 5.36 thousand downloads last month - 3 stars on GitHub - 1 maintainer
Top 8.1% on pypi.org
redlines 0.4.2
Compare text, and produce human-readable differences or deltas which look like track changes in M...
7 versions - Latest release: 9 months ago - 6 dependent repositories - 4.99 thousand downloads last month - 93 stars on GitHub - 1 maintainer
Top 9.4% on pypi.org
diff-highlight 1.2.0 💰
pretty diff highlighter; emphasis changed words in diff
7 versions - Latest release: over 8 years ago - 4 dependent repositories - 4.68 thousand downloads last month - 33 stars on GitHub - 1 maintainer
Top 7.9% on pypi.org
jycm 1.5.0
A highly flexible json diff framework for python.
17 versions - Latest release: over 1 year ago - 2 dependent repositories - 4.46 thousand downloads last month - 73 stars on GitHub - 1 maintainer
Top 7.4% on pypi.org
robotframework-difflibrary 0.1.0
Robot Framework keyword library for textual diffing
3 versions - Latest release: over 7 years ago - 8 dependent repositories - 3.92 thousand downloads last month - 23 stars on GitHub - 2 maintainers
Top 10.0% on pypi.org
json-schema-matcher 0.1.7
Use this Lib to create a structure schema of a given JSON and also to check if a given JSON match...
5 versions - Latest release: about 6 years ago - 5 dependent repositories - 2.68 thousand downloads last month - 11 stars on GitHub - 1 maintainer
Top 5.9% on pypi.org
pygeodiff 2.0.2
Python wrapper around GeoDiff library
36 versions - Latest release: about 1 year ago - 1 dependent package - 4 dependent repositories - 2.63 thousand downloads last month - 143 stars on GitHub - 4 maintainers
black-codeclimate 1.0.3
Convert black --diff output to a Code Climate report
4 versions - Latest release: 3 months ago - 2.42 thousand downloads last month - 0 stars on GitHub - 1 maintainer
xlineparse 0.0.6
Parse variable length delimited lines
6 versions - Latest release: 8 days ago - 1.73 thousand downloads last month - 0 stars on GitHub - 1 maintainer
Top 6.1% on pypi.org
diff-match-patch-python 1.0.3
A Python extension module that wraps Google's diff_match_patch C++ implementation for very fast s...
4 versions - Latest release: over 2 years ago - 2 dependent packages - 12 dependent repositories - 1.6 thousand downloads last month - 70 stars on GitHub - 1 maintainer
jumeaux 5.0.1
Check difference between two responses of API.
128 versions - Latest release: 15 days ago - 1 dependent repositories - 1.43 thousand downloads last month - 7 stars on GitHub - 1 maintainer
django-dbdiff 0.9.5
Database data diffing against fixtures for testing
19 versions - Latest release: over 5 years ago - 3 dependent repositories - 1.36 thousand downloads last month - 10 stars on GitHub - 2 maintainers
Top 9.2% on pypi.org
xml_diff 0.7.0
Compares two XML documents by diffing their text, ignoring structure, and wraps changed text in <...
3 versions - Latest release: about 8 years ago - 3 dependent repositories - 1.28 thousand downloads last month - 39 stars on GitHub - 1 maintainer
Top 8.8% on pypi.org
opc-diag 1.0.0
Browse and diff Microsoft Office .docx, .xlsx, and .pptx files.
6 versions - Latest release: over 10 years ago - 4 dependent repositories - 1.22 thousand downloads last month - 42 stars on GitHub - 1 maintainer
raincoat 1.2.4
Raincoat has you covered when you cannot stay DRY. Linter for copy-pasted code.
23 versions - Latest release: over 1 year ago - 6 dependent repositories - 1.22 thousand downloads last month - 32 stars on GitHub - 1 maintainer
mongoengine-history 1.1
Track the documents changes
2 versions - Latest release: over 4 years ago - 1 dependent repositories - 1.04 thousand downloads last month - 2 stars on GitHub - 1 maintainer
cdiffer 0.7.2
Edit distance, Similarity and 2 sequence differences printing
17 versions - Latest release: over 2 years ago - 1 dependent repositories - 982 downloads last month - 0 stars on GitHub - 1 maintainer
jsondiff2 1.2.3
Diff JSON and JSON-like structures in Python
2 versions - Latest release: about 4 years ago - 1 dependent package - 1 dependent repositories - 857 downloads last month - 0 stars on GitHub - 1 maintainer
Top 9.1% on pypi.org
pypatch 1.0.1
Utility to apply unified diff patches to installed python modules.
3 versions - Latest release: almost 4 years ago - 3 dependent repositories - 815 downloads last month - 2 maintainers
Top 9.8% on pypi.org
graphtage 0.3.1
A utility to diff tree-like files such as JSON and XML.
15 versions - Latest release: 4 months ago - 1 dependent repositories - 711 downloads last month - 2,325 stars on GitHub - 2 maintainers
htmldiffer 0.25.2
HTML diff
4 versions - Latest release: over 6 years ago - 1 dependent repositories - 699 downloads last month - 8 stars on GitHub - 1 maintainer
dir-content-diff 1.8.1
Simple tool to compare directory contents.
11 versions - Latest release: 18 days ago - 1 dependent package - 1 dependent repositories - 692 downloads last month - 3 stars on GitHub - 2 maintainers
jdiff 0.0.6
A light-weight library to compare structured output from network devices show commands.
6 versions - Latest release: 4 months ago - 1 dependent repositories - 543 downloads last month - 21 stars on GitHub - 1 maintainer
garbevents 2.1.7
grabbing buried points tools.
35 versions - Latest release: about 1 month ago - 1 dependent repositories - 511 downloads last month - 106 stars on GitHub - 1 maintainer
wsdiff 0.1.2
wsdiff is a tool that produces a syntax-highlighted, self-contained, static HTML file that will s...
3 versions - Latest release: over 1 year ago - 1 dependent repositories - 439 downloads last month - 2 stars on GitHub - 1 maintainer
moulti 1.8.1
Moulti is a CLI-driven Terminal User Interface (TUI) that enables you to assign the numerous line...
11 versions - Latest release: 6 days ago - 416 downloads last month - 54 stars on GitHub - 1 maintainer
struct-diff 0.9.0.post7
Structural comparison of two objects.
4 versions - Latest release: over 1 year ago - 350 downloads last month - 0 stars on GitHub - 1 maintainer
ebt 2.0.96
Flexible backup framework
89 versions - Latest release: over 2 years ago - 1 dependent repositories - 340 downloads last month - 28 stars on GitHub - 1 maintainer
diffplus 1.3.0
Incremental and contextual diff between two indented configs
5 versions - Latest release: about 2 months ago - 1 dependent package - 317 downloads last month - 1 stars on GitHub - 1 maintainer
geneblocks 1.2.3
Library to compare DNA sequences (diff, common blocks, etc.)
18 versions - Latest release: almost 2 years ago - 2 dependent packages - 1 dependent repositories - 316 downloads last month - 34 stars on GitHub - 1 maintainer
iddiff 0.4.3
Internet-Draft diff tool
9 versions - Latest release: about 1 year ago - 2 dependent repositories - 306 downloads last month - 0 stars on GitHub - 3 maintainers
diff-tool 3.0.0 💰
Display a diff between two files in HTML.
12 versions - Latest release: over 2 years ago - 1 dependent repositories - 293 downloads last month - 13 stars on GitHub - 1 maintainer
pandas-diff 1.4.7
Python utility to extract differences between two pandas dataframes.
29 versions - Latest release: 8 months ago - 1 dependent repositories - 283 downloads last month - 12 stars on GitHub - 1 maintainer
mopidy-funkwhale 1.1.0 💰
"A backend extension for mopidy to stream music from a Funkwhale server"
20 versions - Latest release: almost 2 years ago - 1 dependent repositories - 277 downloads last month - 1,113 stars on GitHub - 1 maintainer
local-judge 2.7.2
Given source code, Makefile (or build commands), input files, and answer files then judge the pro...
8 versions - Latest release: about 2 years ago - 2 dependent repositories - 248 downloads last month - 6 stars on GitHub - 1 maintainer
vdiff 2.6.0
Efficiently manage the differences between two files using vim.
17 versions - Latest release: over 2 years ago - 2 dependent repositories - 211 downloads last month - 5 stars on GitHub - 1 maintainer
diff-1c 6.6.6
Diff utility for 1C:Enterprise
24 versions - Latest release: about 1 year ago - 1 dependent repositories - 208 downloads last month - 0 stars on GitHub - 1 maintainer
webdiff 0.16.0 💰
Two-column web-based git difftool
26 versions - Latest release: over 1 year ago - 2 dependent repositories - 204 downloads last month - 258 stars on GitHub - 2 maintainers
ddir 3.1.1
Diff a directory and sync changes.
8 versions - Latest release: 2 days ago - 1 dependent repositories - 193 downloads last month - 2 stars on GitHub - 1 maintainer
fdiff 3.0.0
An OpenType table diff tool for fonts
21 versions - Latest release: over 2 years ago - 1 dependent repositories - 182 downloads last month - 37 stars on GitHub - 1 maintainer
rocher 0.47.0
Rocher is wrapper arround the Monaco code Editor. It can be embed into any Python web application...
9 versions - Latest release: about 2 months ago - 2 dependent packages - 173 downloads last month - 6 stars on GitHub - 1 maintainer
ufodiff 1.0.3
UFO font source file diff tool
17 versions - Latest release: over 3 years ago - 1 dependent repositories - 146 downloads last month - 25 stars on GitHub - 1 maintainer
csvcomparer 0.1.0
Compare delimited files that share a common key.
1 version - Latest release: almost 2 years ago - 1 dependent repositories - 134 downloads last month - 1 stars on GitHub - 1 maintainer
osm-easy-api 3.0.0 💰
Python package for parsing osm diffs and communicating with the osm api.
20 versions - Latest release: 2 months ago - 1 dependent package - 1 dependent repositories - 131 downloads last month - 10 stars on GitHub - 1 maintainer
django-responsediff 0.8.1
HTTP response diffing against fixtures for testing
20 versions - Latest release: about 5 years ago - 3 dependent repositories - 120 downloads last month - 5 stars on GitHub - 3 maintainers
orite 0.0.18
orite - an opinionated Python rsync wrapper
13 versions - Latest release: over 5 years ago - 1 dependent repositories - 119 downloads last month - 3 stars on GitHub - 1 maintainer
musicdiff 3.1.1
A music score notation diff package
10 versions - Latest release: about 2 months ago - 1 dependent repositories - 112 downloads last month - 28 stars on GitHub - 1 maintainer
dompare 0.2.2
A program to diff two directories recursively
13 versions - Latest release: 6 months ago - 1 dependent repositories - 107 downloads last month - 20 stars on GitHub - 1 maintainer
diffmanifests 3.2.4
Diff Manifests via Gitiles API
16 versions - Latest release: over 1 year ago - 1 dependent repositories - 107 downloads last month - 4 stars on GitHub - 1 maintainer
tystrings 1.2.3
strings file tool for iOS / macOS developers
10 versions - Latest release: over 2 years ago - 1 dependent repositories - 105 downloads last month - 18 stars on GitHub - 1 maintainer
automig 0.1.8
Declarative, automatic db migrations using SQL & git as the source of truth
29 versions - Latest release: about 3 years ago - 1 dependent repositories - 103 downloads last month - 336 stars on GitHub - 1 maintainer
ndl-tools 0.0.18
Tools for sorting and diffing nested dictionaries and lists.
11 versions - Latest release: over 3 years ago - 1 dependent repositories - 103 downloads last month - 1 stars on GitHub - 1 maintainer
kgcl 0.1.0
Knowledge Graph Change Language
11 versions - Latest release: almost 2 years ago - 1 dependent package - 5 dependent repositories - 101 downloads last month - 15 stars on GitHub - 2 maintainers
pythondiff 0.7.0
Python Diff
10 versions - Latest release: almost 6 years ago - 1 dependent repositories - 100 downloads last month - 9 stars on GitHub - 1 maintainer
kidiff 2.5.3
KiCad PCB/SCH Diff
14 versions - Latest release: 4 months ago - 96 downloads last month - 25 stars on GitHub - 1 maintainer
difflume 0.6.0
TUI app for viewing deltas between text files
9 versions - Latest release: 8 months ago - 92 downloads last month - 2 stars on GitHub - 1 maintainer
raincoat-umbrella 2.0.0
"This package is an exemple package to showcase Raincoat."
2 versions - Latest release: over 1 year ago - 1 dependent repositories - 86 downloads last month - 2 stars on GitHub - 1 maintainer
alicia 0.3.0
A CLI to download, create, modify, train, test, predict and compare an image classifiers.
19 versions - Latest release: about 1 year ago - 86 downloads last month - 3 stars on GitHub - 1 maintainer
pydiff 0.1.3
Diffs two Python files at the bytecode level.
5 versions - Latest release: almost 11 years ago - 2 dependent repositories - 82 downloads last month - 10 stars on GitHub - 1 maintainer
abero 1.0.6
Analyze multiple files for similarity and/or uniqueness.
7 versions - Latest release: almost 3 years ago - 77 downloads last month - 0 stars on GitHub - 1 maintainer
directsync 2.0.0
Compare(*diff*)/synchronize/backup/mirror folders quickly.
6 versions - Latest release: over 3 years ago - 1 dependent repositories - 71 downloads last month - 7 stars on GitHub - 1 maintainer
coverage-diff 0.0.8
Show/check coverage only for changed files (between any git branches)
6 versions - Latest release: over 3 years ago - 1 dependent repositories - 68 downloads last month - 5 stars on GitHub - 1 maintainer
web-monitoring-diff 0.1.4 💰
Tools for diffing & comparing web content, including a web server that generates those diffs as a...
7 versions - Latest release: 5 months ago - 1 dependent repositories - 67 downloads last month - 10 stars on GitHub - 2 maintainers
callable-journal 0.0.9
Log message generator for a callable's argument and return values.
7 versions - Latest release: over 3 years ago - 1 dependent repositories - 64 downloads last month - 1 stars on GitHub - 1 maintainer
ncdu-compare 0.0.7
ncdu-compare
7 versions - Latest release: 11 months ago - 1 dependent repositories - 61 downloads last month - 4 stars on GitHub - 1 maintainer
extract-html-diff 0.1.0
Extract difference between two html pages
1 version - Latest release: about 7 years ago - 1 dependent repositories - 61 downloads last month - 32 stars on GitHub - 2 maintainers
Related Keywords
python 66 compare 28 patch 28 json 20 difference 18 cli 14 git 14 testing 13 delta 12 python3 11 merge 11 comparison 11 html 10 tool 9 test 9 diffing 9 xml 8 yaml 8 parse 8 api 7 match 7 csv 7 image 6 tree 6 backup 6 JSON 6 data 6 database 5 dict 5 colored 5 text 5 library 5 visual 4 distance 4 model 4 sqlite 4 mercurial 4 fast 4 native 4 diff_match_patch 4 directories 4 Google 4 parser 4 side-by-side 4 incremental 4 code 4 file 4 hash 4 LCS 4 console 4 terminal 4 pip 4 algorithm 4 linter 4 django 4 regression 3 pandas 3 tracking 3 snapshot 3 differences 3 sql 3 syntax 3 C 3 diffs 3 dump 3 command 3 files 3 output 3 clone 3 extension 3 testing-tools 3 pypi 3 automation 3 ui 3 graphviz 3 graph 3 directory 3 utility 3 archive 3 history 3 copy-paste 3 configuration 3 textual 3 differ 3 text-processing 3 yml 3 compression 3 version-control 3 difflib 3 jupyter 3 filesystem 3 distance-calculation 3 jupyter-notebook 3 utilities 3 recursive 3 nested 3 abstract 2 full 2 dotted 2 dotted-format 2