From dd8993ce9c363ef8fd9d23372c70307b7c7eeaed Mon Sep 17 00:00:00 2001
From: Brett Morris <brettmorris21@gmail.com>
Date: Tue, 3 Mar 2020 09:19:29 +0100
Subject: [PATCH 1/3] adding DOI for numpy [ci skip]

---
 docs/paper.bib | 1 +
 1 file changed, 1 insertion(+)

diff --git a/docs/paper.bib b/docs/paper.bib
index 9e0fdb2..1a25447 100644
--- a/docs/paper.bib
+++ b/docs/paper.bib
@@ -105,6 +105,7 @@ @ARTICLE{Numpy:2011
     month = feb,
    adsurl = {http://adsabs.harvard.edu/abs/2011arXiv1102.1523V},
   adsnote = {Provided by the SAO/NASA Astrophysics Data System}
+      doi = {10.1109/mcse.2011.37}
 }
 
 @ARTICLE{Luger:2019,

From 0d9ddc450a2d2add086c7f221871ea3aad892efe Mon Sep 17 00:00:00 2001
From: Dan Foreman-Mackey <foreman.mackey@gmail.com>
Date: Tue, 3 Mar 2020 11:38:20 -0500
Subject: [PATCH 2/3] almost :)

---
 docs/paper.bib | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/paper.bib b/docs/paper.bib
index 1a25447..ccfc48e 100644
--- a/docs/paper.bib
+++ b/docs/paper.bib
@@ -104,7 +104,7 @@ @ARTICLE{Numpy:2011
      year = 2011,
     month = feb,
    adsurl = {http://adsabs.harvard.edu/abs/2011arXiv1102.1523V},
-  adsnote = {Provided by the SAO/NASA Astrophysics Data System}
+  adsnote = {Provided by the SAO/NASA Astrophysics Data System},
       doi = {10.1109/mcse.2011.37}
 }
 

From 457991e2c6c432f4ba615d862b4e33c5dc78b4e8 Mon Sep 17 00:00:00 2001
From: Dan Foreman-Mackey <foreman.mackey@gmail.com>
Date: Wed, 4 Mar 2020 11:37:29 -0500
Subject: [PATCH 3/3] Another small update to numpy bib entry

---
 docs/paper.bib | 23 +++++++++++------------
 1 file changed, 11 insertions(+), 12 deletions(-)

diff --git a/docs/paper.bib b/docs/paper.bib
index ccfc48e..3385a58 100644
--- a/docs/paper.bib
+++ b/docs/paper.bib
@@ -94,18 +94,17 @@ @ARTICLE{Astropy:2018
 }
 
 @ARTICLE{Numpy:2011,
-   author = {{Van Der Walt}, S. and {Colbert}, S.~C. and {Varoquaux}, G.},
-    title = "{The NumPy array: a structure for efficient numerical computation}",
-  journal = {ArXiv e-prints},
-archivePrefix = "arXiv",
-   eprint = {1102.1523},
- primaryClass = "cs.MS",
- keywords = {Computer Science - Mathematical Software},
-     year = 2011,
-    month = feb,
-   adsurl = {http://adsabs.harvard.edu/abs/2011arXiv1102.1523V},
-  adsnote = {Provided by the SAO/NASA Astrophysics Data System},
-      doi = {10.1109/mcse.2011.37}
+author={S. {van der Walt} and S. C. {Colbert} and G. {Varoquaux}},
+journal={Computing in Science Engineering},
+title={The NumPy Array: A Structure for Efficient Numerical Computation},
+year={2011},
+volume={13},
+number={2},
+pages={22-30},
+keywords={data structures;high level languages;mathematics computing;numerical analysis;numerical computation;numpy array;numerical data;high level language;Python programming language;Arrays;Numerical analysis;Performance evaluation;Computational efficiency;Finite element methods;Vector quantization;Resource management;Python;NumPy;scientific programming;numerical computations;programming libraries},
+doi={10.1109/MCSE.2011.37},
+ISSN={1558-366X},
+month={March}
 }
 
 @ARTICLE{Luger:2019,