diff --git a/.mailmap b/.mailmap
index 662cd2fdf1d6..f638116e560f 100644
--- a/.mailmap
+++ b/.mailmap
@@ -1,62 +1,180 @@
+Adam Ortiz <adam.ortiz@utoronto.ca>
+
 Adrien F. Vincent <vincent.adrien@gmail.com>
-Andrew Dawson <ajdawson@acm.org> Andrew Dawson <dawson@atm.ox.ac.uk>
-anykraus <kraus@mpip-mainz.mpg.de> anykraus <anykraus@users.noreply.github.com>
-Ben Cohen <bj.cohen19@gmail.com> Ben Cohen <ben@cohen-family.org>
+Adrien F. Vincent <vincent.adrien@gmail.com> <adrien.vincent@u-psud.fr>
+
+Andrew Dawson <ajdawson@acm.org> <dawson@atm.ox.ac.uk>
+
+anykraus <kraus@mpip-mainz.mpg.de> <anykraus@users.noreply.github.com>
+
+Ariel Hernán Curiale <curiale@gmail.com>
+
+Ben Cohen <bj.cohen19@gmail.com> <ben@cohen-family.org>
+
 Ben Root <ben.v.root@gmail.com> Benjamin Root <ben.v.root@gmail.com>
+
+Benjamin Congdon <bencongdon96@gmail.com>
+Benjamin Congdon <bencongdon96@gmail.com> bcongdon <bcongdo2@illinois.edu>
+
+Casper van der Wel <caspervdw@gmail.com>
+
 Christoph Gohlke <cgohlke@uci.edu> cgohlke <cgohlke@uci.edu>
 Christoph Gohlke <cgohlke@uci.edu> C. Gohlke <cgohlke@uci.edu>
+
 Cimarron Mittelsteadt <cimarronm@gmail.com> Cimarron <cimarronm@gmail.com>
+
+Conner R. Phillips <conner.r.phillips@gmail.com> <conner.r.phillips.com>
+
+Dan Hickstein <danhickstein@gmail.com>
+
+Daniel Hyams <dhyams@gmail.com>
 Daniel Hyams <dhyams@gmail.com> Daniel Hyams <dhyams@gitdev.(none)>
-Daniel Hyams <dhyams@gmail.com> dhyams <dhyams@gmail.com>
-Eric Dill <thedizzle@gmail.com> Eric Dill <edill@bnl.gov>
-Erik Bray <erik.m.bray@gmail.com> Erik M. Bray <embray@stsci.edu>
+
+David Kua <david@kua.io> <david.kua@mail.utoronto.ca>
+
+Devashish Deshpande <ashu.9412@gmail.com>
+
+endolith <endolith@gmail.com>
+
+Eric Dill <thedizzle@gmail.com> <edill@bnl.gov>
+
+Erik Bray <erik.m.bray@gmail.com> <embray@stsci.edu>
+
+Eric Ma <ericmajinglong@gmail.com> <ericmjl@Erics-MacBook-Pro.local>
+Eric Ma <ericmajinglong@gmail.com> <ericmjl@users.noreply.github.com>
+
+Filipe Fernandes <ocefpaf@gmail.com>
+
+Florian Le Bourdais <florian.s.lebourdais@gmail.com>
+
 Francesco Montesano <franz.bergesund@gmail.com> montefra <franz.bergesund@gmail.com>
-Jake Vanderplas <jakevdp@gmail.com> Jake Vanderplas <jakevdp@yahoo.com>
-Jake Vanderplas <jakevdp@gmail.com> Jake Vanderplas <vanderplas@astro.washington.edu>
-James R. Evans <jrevans1@earthlink.net> James Evans <jrevans1@earthlink.net>
-Jeffrey Bingham <bingjeff@gmail.com> Jeff Bingham <bingjeff@gmail.com>
-Jens Hedegaard Nielsen <jenshnielsen@gmail.com> Jens Hedegaard Nielsen <jens.nielsen@ucl.ac.uk>
-Jens Hedegaard Nielsen <jenshnielsen@gmail.com> Jens H Nielsen <jenshnielsen@gmail.com>
-Jens Hedegaard Nielsen <jenshnielsen@gmail.com> Jens H. Nielsen <jenshnielsen@gmail.com>
-Jens Hedegaard Nielsen <jenshnielsen@gmail.com> Jens H. Nielsen <jens.nielsen@ucl.ac.uk>
-John Hunter <jdh2358@gmail.com> jdh2358 <jdh2358@gmail.com>
-Jouni K. Seppänen <jks@iki.fi> Jouni K. Seppänen <jks@iki.fi>
-Julien Schueller <julien.schueller@gmail.com> jschueller <schueller@porsche-l64.phimeca.lan>
-Julien Schueller <julien.schueller@gmail.com> Julien Schueller <schueller@bx-l64.phimeca.lan>
-Julien Schueller <julien.schueller@gmail.com> Julien Schueller <schueller@porsche-l64.phimeca.lan>
-Kevin Davies <kdavies4@gmail.com> Kevin Davies <daviesk24@yahoo.com>
-kikocorreoso <kikocorreoso@gmail.com> kikocorreoso <kikocorreoso@users.noreply.github.com>
-Lennart Fricke <lennart@die-frickes.eu> Lennart Fricke <lennart.fricke@kabelmail.de>
-Levi Kilcher <levi.kilcher@nrel.gov> Levi Kilcher <Levi.Kilcher@nrel.gov>
-Martin Fitzpatrick <martin.fitzpatrick@gmail.com> Martin Fitzpatrick <mfitzp@abl.es>
-Matthias Bussonnier <bussonniermatthias@gmail.com> Bussonnier Matthias <bussonniermatthias@gmail.com>
-Matthias Bussonnier <bussonniermatthias@gmail.com> Matthias BUSSONNIER <bussonniermatthias@gmail.com>
-Michael Droettboom <mdboom@gmail.com> Michael Droettboom <mdroe@stsci.edu>
+
+hannah <story645@gmail.com>
+
+Hans Moritz Günther <moritz.guenther@gmx.de>
+
+J. Goutin <JGoutin@users.noreply.github.com> JGoutin <ginnungagap@free.fr>
+
+Jack Kelly <jack.kelly@imperial.ac.uk> <daniel.kelly10@imperial.ac.uk>
+Jack Kelly <jack.kelly@imperial.ac.uk> <jack-list@xlk.org.uk>
+
+Jaime Fernandez <jaime.frio@gmail.com>
+
+Jake Vanderplas <jakevdp@gmail.com>
+Jake Vanderplas <jakevdp@gmail.com> <jakevdp@yahoo.com>
+Jake Vanderplas <jakevdp@gmail.com> <vanderplas@astro.washington.edu>
+
+James R. Evans <jrevans1@earthlink.net>
+
+Jeff Lutgen <jlutgen@gmail.com> <jlutgen@users.noreply.github.com>
+
+Jeffrey Bingham <bingjeff@gmail.com>
+
+Jens Hedegaard Nielsen <jenshnielsen@gmail.com>
+Jens Hedegaard Nielsen <jenshnielsen@gmail.com> <jens.nielsen@ucl.ac.uk>
+
+John Hunter <jdh2358@gmail.com>
+
+Jorrit Wronski <jowr@mek.dtu.dk>
+
+Joseph Fox-Rabinovitz <jfoxrabinovitz@gmail.com> Mad Physicist <madphysicist@users.noreply.github.com>
+Joseph Fox-Rabinovitz <jfoxrabinovitz@gmail.com> Joseph Fox-Rabinovitz <joseph.r.fox-rabinovitz@nasa.gov>
+
+Jouni K. Seppänen <jks@iki.fi>
+
+Julien Schueller <julien.schueller@gmail.com> <schueller@porsche-l64.phimeca.lan>
+Julien Schueller <julien.schueller@gmail.com> <schueller@bx-l64.phimeca.lan>
+
+Kevin Davies <kdavies4@gmail.com> <daviesk24@yahoo.com>
+
+kikocorreoso <kikocorreoso@gmail.com> <kikocorreoso@users.noreply.github.com>
+
+Klara Gerlei <klarizsofi@gmail.com>
+Klara Gerlei <klarizsofi@gmail.com> klaragerlei <s1466507@sms.ed.ac.uk>
+
+Kristen M. Thyng <kthyng@gmail.com>
+
+Leeonadoh <leo.sunpeng.li@gmail.com>
+
+Lennart Fricke <lennart@die-frickes.eu> <lennart.fricke@kabelmail.de>
+
+Levi Kilcher <levi.kilcher@nrel.gov>
+
+Lion Krischer <lion.krischer@gmail.com> <krischer@geophysik.uni-muenchen.de>
+
+Martin Fitzpatrick <martin.fitzpatrick@gmail.com> <mfitzp@abl.es>
+
+Matthew Emmett <memmett@gmail.com>
+Matthew Emmett <memmett@gmail.com> <memmett@unc.edu>
+
+Matthias Bussonnier <bussonniermatthias@gmail.com>
+
+Matthias Lüthi <maluethi@protonmail.ch>
+Matthias Lüthi <maluethi@protonmail.ch> <matthias.luethi@lhep.unibe.ch>
+
+Michael Droettboom <mdboom@gmail.com> <mdroe@stsci.edu>
 Michael Droettboom <mdboom@gmail.com> Michael Droettboom <mdboom@debian-vm>
+
+Michiel de Hoon <mjldehoon@yahoo.com>
 Michiel de Hoon <mjldehoon@yahoo.com> Michiel de Hoon <mdehoon@mad002s-MacBook-Air.local>
 Michiel de Hoon <mjldehoon@yahoo.com> Michiel de Hoon <mdehoon@michiel-de-hoons-computer.local>
 Michiel de Hoon <mjldehoon@yahoo.com> Michiel de Hoon <mdehoon@Michiels-MacBook-Pro.local>
 Michiel de Hoon <mjldehoon@yahoo.com> Michiel de Hoon <mdehoon@tkx294.genome.gsc.riken.jp>
+
+MinRK <benjaminrk@gmail.com>
 MinRK <benjaminrk@gmail.com> Min RK <minrk@kerbin.local>
-Nelle Varoquaux <nelle.varoquaux@gmail.com> Varoquaux <nelle.varoquaux@gmail.com>
+
+Nelle Varoquaux <nelle.varoquaux@gmail.com>
+
 Nic Eggert <nic.eggert@gmail.com> Nic Eggert <nic@eggert.pw>
 Nic Eggert <nic.eggert@gmail.com> Nic Eggert <nse23@cornell.edu>
-Nicolas P. Rougier <Nicolas.Rougier@inria.fr> Nicolas Rougier <Nicolas.Rougier@inria.fr>
-Paul Ivanov <pivanov314@gmail.com> Paul Ivanov <pi@berkeley.edu>
-Per Parker <wisalam@live.com> Per <wisalam@live.com>
-Per Parker <wisalam@live.com> solvents <wisalam@live.com>
-Peter Würtz <pwuertz@gmail.com> Peter Würtz <pwuertz@googlemail.com>
-Peter Würtz <pwuertz@gmail.com> pwuertz <pwuertz@gmail.com>
-Peter Würtz <pwuertz@gmail.com> pwuertz <pwuertz@googlemail.com>
-Phil Elson <pelson.pub@gmail.com> pelson <pelson.pub@gmail.com>
-Phil Elson <pelson.pub@gmail.com> pelson <philipelson@hotmail.com>
-Phil Elson <pelson.pub@gmail.com> Phil Elson <philipelson@gmail.com>
-Phil Elson <pelson.pub@gmail.com> Phil Elson <philipelson@hotmail.com>
-Scott Lasley <selasley@me.com> selasley <selasley@me.com>
+
+Nicolas P. Rougier <Nicolas.Rougier@inria.fr>
+
+OceanWolf <juichenieder-tigger@yahoo.co.uk>
+
+Patrick Chen <pat.chen@mail.utoronto.ca>
+
+Paul Hobson <pmhobson@gmail.com>
+Paul Hobson <pmhobson@gmail.com> vagrant <vagrant@precise32.(none)>
+
+Paul Ivanov <pivanov314@gmail.com> <pi@berkeley.edu>
+
+Per Parker <wisalam@live.com>
+
+Peter Würtz <pwuertz@gmail.com>
+Peter Würtz <pwuertz@gmail.com> <pwuertz@googlemail.com>
+
+Phil Elson <pelson.pub@gmail.com>
+Phil Elson <pelson.pub@gmail.com> <philipelson@hotmail.com>
+Phil Elson <pelson.pub@gmail.com> <philipelson@gmail.com>
+
+productivememberofsociety666 <productivememberofsociety666@sol.fr.am> none <none@example.net>
+
+RyanPan <ryanbelt1993129@hotmail.com>
+
+Scott Lasley <selasley@me.com>
+
+Sebastian Raschka <mail@sebastianraschka.com>
+Sebastian Raschka <mail@sebastianraschka.com> <se.raschka@me.com>
+
+Simon Cross <hodgestar+github@gmail.com> <hodgestar@gmail.com>
+
+Slav Basharov <slavbacharov@gmail.com>
+
 sohero <herosgq@gmail.com> sohero <ivip@tom.com>
+
+Stefan van der Walt <stefanv@berkeley.edu> <stefan@sun.ac.za>
+
 switham <github@mac-guyver.com> switham <switham_github@mac-guyver.com>
+
 Thomas A Caswell <tcaswell@gmail.com> Thomas A Caswell <tcaswell@bnl.gov>
 Thomas A Caswell <tcaswell@gmail.com> Thomas A Caswell <tcaswell@uchicago.edu>
 Thomas A Caswell <tcaswell@gmail.com> Thomas A Caswell <“tcaswell@gmail.com”>
+
+Trish Gillett-Kawamoto <trish.gillett@shopify.com> <discardthree@gmail.com>
+
+Werner F Bruhin <wernerfbd@gmx.ch>
+
 Yunfei Yang <yangyunf@iits-b473-20053.(none)> Yunfei Yang <yangyunf@iits-b473-20057.(none)>
 Yunfei Yang <yangyunf@iits-b473-20053.(none)> Yunfei Yang <yangyunf@iits-b473-20061.(none)>