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diff --git a/.gitignore b/.gitignore
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+## Core latex/pdflatex auxiliary files:
+*.aux
+*.lof
+*.log
+*.lot
+*.fls
+*.out
+*.toc
+*.fmt
+*.fot
+*.cb
+*.cb2
+.*.lb
+
+## Intermediate documents:
+*.dvi
+*.xdv
+*-converted-to.*
+# these rules might exclude image files for figures etc.
+# *.ps
+# *.eps
+# *.pdf
+
+## Generated if empty string is given at "Please type another file name for output:"
+.pdf
+
+## Bibliography auxiliary files (bibtex/biblatex/biber):
+*.bbl
+*.bcf
+*.blg
+*-blx.aux
+*-blx.bib
+*.run.xml
+
+## Build tool auxiliary files:
+*.fdb_latexmk
+*.synctex
+*.synctex(busy)
+*.synctex.gz
+*.synctex.gz(busy)
+*.pdfsync
+
+## Auxiliary and intermediate files from other packages:
+# algorithms
+*.alg
+*.loa
+
+# achemso
+acs-*.bib
+
+# amsthm
+*.thm
+
+# beamer
+*.nav
+*.pre
+*.snm
+*.vrb
+
+# changes
+*.soc
+
+# cprotect
+*.cpt
+
+# elsarticle (documentclass of Elsevier journals)
+*.spl
+
+# endnotes
+*.ent
+
+# fixme
+*.lox
+
+# feynmf/feynmp
+*.mf
+*.mp
+*.t[1-9]
+*.t[1-9][0-9]
+*.tfm
+
+#(r)(e)ledmac/(r)(e)ledpar
+*.end
+*.?end
+*.[1-9]
+*.[1-9][0-9]
+*.[1-9][0-9][0-9]
+*.[1-9]R
+*.[1-9][0-9]R
+*.[1-9][0-9][0-9]R
+*.eledsec[1-9]
+*.eledsec[1-9]R
+*.eledsec[1-9][0-9]
+*.eledsec[1-9][0-9]R
+*.eledsec[1-9][0-9][0-9]
+*.eledsec[1-9][0-9][0-9]R
+
+# glossaries
+*.acn
+*.acr
+*.glg
+*.glo
+*.gls
+*.glsdefs
+
+# gnuplottex
+*-gnuplottex-*
+
+# gregoriotex
+*.gaux
+*.gtex
+
+# htlatex
+*.4ct
+*.4tc
+*.idv
+*.lg
+*.trc
+*.xref
+
+# hyperref
+*.brf
+
+# knitr
+*-concordance.tex
+# TODO Comment the next line if you want to keep your tikz graphics files
+*.tikz
+*-tikzDictionary
+
+# listings
+*.lol
+
+# makeidx
+*.idx
+*.ilg
+*.ind
+*.ist
+
+# minitoc
+*.maf
+*.mlf
+*.mlt
+*.mtc[0-9]*
+*.slf[0-9]*
+*.slt[0-9]*
+*.stc[0-9]*
+
+# minted
+_minted*
+*.pyg
+
+# morewrites
+*.mw
+
+# nomencl
+*.nlg
+*.nlo
+*.nls
+
+# pax
+*.pax
+
+# pdfpcnotes
+*.pdfpc
+
+# sagetex
+*.sagetex.sage
+*.sagetex.py
+*.sagetex.scmd
+
+# scrwfile
+*.wrt
+
+# sympy
+*.sout
+*.sympy
+sympy-plots-for-*.tex/
+
+# pdfcomment
+*.upa
+*.upb
+
+# pythontex
+*.pytxcode
+pythontex-files-*/
+
+# thmtools
+*.loe
+
+# TikZ & PGF
+*.dpth
+*.md5
+*.auxlock
+
+# todonotes
+*.tdo
+
+# easy-todo
+*.lod
+
+# xmpincl
+*.xmpi
+
+# xindy
+*.xdy
+
+# xypic precompiled matrices
+*.xyc
+
+# endfloat
+*.ttt
+*.fff
+
+# Latexian
+TSWLatexianTemp*
+
+## Editors:
+# WinEdt
+*.bak
+*.sav
+
+# Texpad
+.texpadtmp
+
+# Kile
+*.backup
+
+# KBibTeX
+*~[0-9]*
+
+# auto folder when using emacs and auctex
+./auto/*
+*.el
+
+# expex forward references with \gathertags
+*-tags.tex
+
+# standalone packages
+*.sta
+
+# generated if using elsarticle.cls
+*.spl
+
+**/.ipynb_checkpoints/**
+/.idea
+**/__pycache__/**
+/venv/
diff --git a/README.md b/README.md
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+[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.4070769.svg)](http://dx.doi.org/10.5281/zenodo.4070769)
+
+# Complex Societies and the Growth of the Law
+
+This repository contains the source of the main paper (unlayouted final version submitted to the publisher) and the supplementary information (SI), along with further graphics and Jupyter notebooks to reproduce the results, for the following publication:
+
+Daniel Martin Katz, Corinna Coupette, Janis Beckedorf, and Dirk Hartung, Complex Societies and the Growth of the Law, *Sci. Rep.* **10** (2020), [https://doi.org/10.1038/s41598-020-73623-x](https://doi.org/10.1038/s41598-020-73623-x)
+
+Related Repositories: 
+- [Legal Data Preprocessing](https://github.com/QuantLaw/legal-data-preprocessing) ([Publication Release](http://dx.doi.org/10.5281/zenodo.4070773))
+- [Legal Data Clustering](https://github.com/QuantLaw/legal-data-clustering) ([Publication Release](http://dx.doi.org/10.5281/zenodo.4070775))
+
+Related Data: [Preprocessed Input Data](http://dx.doi.org/10.5281/zenodo.4070767)
+
+## Setup
+
+1. It is assumed that you have Python 3.7 installed. (Other versions are not tested.)
+2. Set up a virtual environment and activate it. (This is not required but recommended.)
+3. Install the required packages `pip install -r requirements.txt`.
+
+## Usage
+
+- To explore the notebooks, start `jupyter lab` from the terminal. 
+The prefixes of the notebook names suggest an order in which they may be explored (i.e., notebooks prefixed 01-05 first, then notebooks prefixed si_01-si_05).
+- To generate the PDFs of the main paper (unlayouted final version submitted to the publisher) and the SI, execute `latexmk -pdf main-scirep` and `latexmk -pdf si-scirep` in the directory `journal_version`. 
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diff --git a/graphics/cluster-evolution-slope-size-regression-de-selected.pdf b/graphics/cluster-evolution-slope-size-regression-de-selected.pdf
diff --git a/graphics/cluster-evolution-slope-size-regression-de-top20.pdf b/graphics/cluster-evolution-slope-size-regression-de-top20.pdf
diff --git a/graphics/cluster-evolution-slope-size-regression-us-selected.pdf b/graphics/cluster-evolution-slope-size-regression-us-selected.pdf
diff --git a/graphics/cluster-evolution-slope-size-regression-us-top20.pdf b/graphics/cluster-evolution-slope-size-regression-us-top20.pdf
diff --git a/graphics/cluster_family_growth_stats.tex b/graphics/cluster_family_growth_stats.tex
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+\begin{tabular}{llrrrrrrr}
+\toprule
+   &            &  \multicolumn{1}{p{18mm}}{\centering Slope} &  \multicolumn{1}{p{18mm}}{\centering Intercept} &  \multicolumn{1}{p{10mm}}{\centering P-value} &  \multicolumn{1}{p{16mm}}{\centering Correlation\\coefficient ($r$)} &  \multicolumn{1}{p{10mm}}{\centering $r^2$} &  \multicolumn{1}{p{16mm}}{\centering Standard\\error} &  \multicolumn{1}{p{18mm}}{\centering Mean value} \\
+\multicolumn{1}{p{14mm}}{\centering Country\\code} & \multicolumn{1}{p{14mm}}{\centering Cluster\\family} &                                             &                                                 &                                               &                                                                      &                                             &                                                       &                                                  \\
+\midrule
+US & 3 in 2015 &                                    53488.68 &                                      1410483.92 &                                          0.00 &                                               0.99 &                                        0.98 &                                            1504.06 &                                       2052348.04 \\
+   & 0 in 2010 &                                    20618.14 &                                       440351.10 &                                          0.00 &                                               0.95 &                                        0.90 &                                            1423.24 &                                        687768.80 \\
+   & 3 in 2011 &                                    18660.65 &                                       611768.54 &                                          0.00 &                                               0.85 &                                        0.72 &                                            2427.73 &                                        835696.28 \\
+   & 11 in 2015 &                                    17144.95 &                                       879622.55 &                                          0.00 &                                               0.94 &                                        0.89 &                                            1246.52 &                                       1085362.00 \\
+   & 4 in 2015 &                                     8972.70 &                                       328139.30 &                                          0.00 &                                               0.96 &                                        0.92 &                                             555.38 &                                        435811.68 \\
+   & 10 in 2018 &                                     7161.79 &                                       179446.56 &                                          0.00 &                                               0.87 &                                        0.76 &                                             849.28 &                                        265388.08 \\
+   & 0 in 2015 &                                     6836.02 &                                       622702.52 &                                          0.00 &                                               0.69 &                                        0.48 &                                            1497.39 &                                        704734.72 \\
+   & 9 in 1994 &                                     6273.73 &                                       461446.27 &                                          0.00 &                                               0.71 &                                        0.50 &                                            1297.80 &                                        536731.04 \\
+   & 6 in 2018 &                                     5868.71 &                                       192494.97 &                                          0.00 &                                               0.92 &                                        0.86 &                                             503.29 &                                        262919.44 \\
+   & 7 in 2018 &                                     5833.80 &                                       372200.23 &                                          0.00 &                                               0.91 &                                        0.82 &                                             569.96 &                                        442205.88 \\
+   & 6 in 2005 &                                     5282.55 &                                       158014.62 &                                          0.00 &                                               0.77 &                                        0.59 &                                             913.11 &                                        221405.20 \\
+   & 28 in 2018 &                                     5171.32 &                                       305893.97 &                                          0.00 &                                               0.93 &                                        0.86 &                                             428.32 &                                        367949.84 \\
+   & 15 in 2018 &                                     5032.92 &                                       188544.60 &                                          0.00 &                                               0.93 &                                        0.87 &                                             401.49 &                                        248939.64 \\
+   & 2 in 2017 &                                     4913.84 &                                       248094.22 &                                          0.00 &                                               0.89 &                                        0.79 &                                             526.91 &                                        307060.24 \\
+   & 9 in 2018 &                                     4287.96 &                                       167592.31 &                                          0.00 &                                               0.91 &                                        0.83 &                                             404.87 &                                        219047.84 \\
+   & 12 in 2007 &                                     2259.43 &                                       333293.88 &                                          0.00 &                                               0.81 &                                        0.66 &                                             340.97 &                                        360407.00 \\
+   & 3 in 1995 &                                      964.03 &                                       272922.70 &                                          0.09 &                                               0.35 &                                        0.12 &                                             544.57 &                                        284491.00 \\
+   & 26 in 2012 &                                      487.62 &                                       242650.01 &                                          0.28 &                                               0.23 &                                        0.05 &                                             436.96 &                                        248501.48 \\
+   & 8 in 2009 &                                      470.18 &                                       566616.93 &                                          0.52 &                                               0.13 &                                        0.02 &                                             726.27 &                                        572259.04 \\
+   & 0 in 2013 &                                    -4522.89 &                                       454055.07 &                                          0.17 &                                              -0.28 &                                        0.08 &                                            3176.27 &                                        399780.44 \\
+DE & 2 in 2018 &                                    21366.55 &                                       327039.44 &                                          0.00 &                                               0.98 &                                        0.96 &                                             928.87 &                                        583438.08 \\
+   & 8 in 2017 &                                    16311.05 &                                       -17159.36 &                                          0.00 &                                               0.95 &                                        0.90 &                                            1128.43 &                                        178573.28 \\
+   & 34 in 2018 &                                     8504.39 &                                       155890.06 &                                          0.00 &                                               0.91 &                                        0.83 &                                             803.00 &                                        257942.68 \\
+   & 0 in 2018 &                                     8464.01 &                                       332669.71 &                                          0.00 &                                               0.97 &                                        0.95 &                                             407.17 &                                        434237.80 \\
+   & 8 in 2016 &                                     6789.83 &                                       205624.20 &                                          0.00 &                                               0.97 &                                        0.94 &                                             343.14 &                                        287102.20 \\
+   & 15 in 2015 &                                     5047.60 &                                        97312.68 &                                          0.00 &                                               0.97 &                                        0.94 &                                             275.66 &                                        157883.88 \\
+   & 24 in 2018 &                                     5027.07 &                                        58539.27 &                                          0.00 &                                               0.93 &                                        0.87 &                                             407.10 &                                        118864.16 \\
+   & 22 in 2017 &                                     3471.46 &                                        20050.75 &                                          0.00 &                                               0.94 &                                        0.88 &                                             265.79 &                                         61708.28 \\
+   & 9 in 1997 &                                     2690.08 &                                        85071.52 &                                          0.00 &                                               0.92 &                                        0.84 &                                             246.24 &                                        117352.48 \\
+   & 0 in 2010 &                                     2576.20 &                                        74740.47 &                                          0.00 &                                               0.83 &                                        0.69 &                                             361.66 &                                        105654.88 \\
+   & 0 in 2000 &                                     2520.76 &                                       376433.06 &                                          0.01 &                                               0.49 &                                        0.24 &                                             928.82 &                                        406682.20 \\
+   & 18 in 2018 &                                     2200.20 &                                        89329.56 &                                          0.00 &                                               0.89 &                                        0.80 &                                             232.43 &                                        115731.96 \\
+   & 4 in 2018 &                                     2150.07 &                                       196437.59 &                                          0.00 &                                               0.62 &                                        0.39 &                                             566.59 &                                        222238.48 \\
+   & 2 in 2012 &                                     1985.76 &                                       159928.37 &                                          0.00 &                                               0.84 &                                        0.70 &                                             269.83 &                                        183757.48 \\
+   & 29 in 2016 &                                     1954.78 &                                        60064.11 &                                          0.00 &                                               0.82 &                                        0.67 &                                             289.18 &                                         83521.44 \\
+   & 10 in 2018 &                                      -12.21 &                                       118595.63 &                                          0.95 &                                              -0.01 &                                        0.00 &                                             209.39 &                                        118449.08 \\
+   & 21 in 2011 &                                     -611.70 &                                        76818.35 &                                          0.02 &                                              -0.47 &                                        0.22 &                                             237.07 &                                         69478.00 \\
+   & 5 in 1996 &                                     -976.76 &                                        62273.86 &                                          0.00 &                                              -0.58 &                                        0.33 &                                             287.79 &                                         50552.76 \\
+   & 16 in 2000 &                                    -2133.60 &                                        86460.10 &                                          0.00 &                                              -0.89 &                                        0.80 &                                             225.41 &                                         60856.92 \\
+   & 19 in 1996 &                                    -2923.61 &                                        59316.50 &                                          0.00 &                                              -0.72 &                                        0.52 &                                             585.81 &                                         24233.20 \\
+\bottomrule
+\end{tabular}
diff --git a/graphics/community-graph-1994-de.pdf b/graphics/community-graph-1994-de.pdf
diff --git a/graphics/community-graph-1994-us.pdf b/graphics/community-graph-1994-us.pdf
diff --git a/graphics/community-graph-2018-de.pdf b/graphics/community-graph-2018-de.pdf
diff --git a/graphics/community-graph-2018-us.pdf b/graphics/community-graph-2018-us.pdf