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1
 
2
  | Name | Megabytes | % of total | Samples | % of total |
3
  | --- | --- | --- | --- | --- |
4
- | total | 3673.584 | 100.0% | 742273 | 100.0% |
5
- | yaml | 424.448 | 11.5541% | 119472 | 16.0954% |
6
- | ruby | 404.224 | 11.0035% | 71494 | 9.6318% |
7
- | python | 335.616 | 9.1359% | 59204 | 7.976% |
8
- | javascript | 324.096 | 8.8223% | 53587 | 7.2193% |
9
- | markdown | 301.312 | 8.2021% | 63429 | 8.5452% |
10
- | json | 246.4 | 6.7073% | 46231 | 6.2283% |
11
- | text | 218.496 | 5.9478% | 60527 | 8.1543% |
12
- | shell | 141.952 | 3.8641% | 31621 | 4.26% |
13
- | php | 139.136 | 3.7875% | 24994 | 3.3672% |
14
- | java | 136.32 | 3.7108% | 21075 | 2.8393% |
15
- | html | 119.424 | 3.2509% | 20463 | 2.7568% |
16
- | c# | 58.24 | 1.5854% | 9552 | 1.2869% |
17
- | xml | 57.344 | 1.561% | 10156 | 1.3682% |
18
- | ini | 47.36 | 1.2892% | 12783 | 1.7221% |
19
- | html+erb | 47.232 | 1.2857% | 10971 | 1.478% |
20
- | c | 46.592 | 1.2683% | 8789 | 1.1841% |
21
- | coffeescript | 35.072 | 0.9547% | 5539 | 0.7462% |
22
- | swift | 35.072 | 0.9547% | 5787 | 0.7796% |
23
- | restructuredtext | 34.816 | 0.9477% | 6630 | 0.8932% |
24
- | typescript | 33.792 | 0.9199% | 5960 | 0.8029% |
25
- | go | 32.896 | 0.8955% | 5075 | 0.6837% |
26
- | c++ | 32.128 | 0.8746% | 5352 | 0.721% |
27
- | scala | 26.88 | 0.7317% | 5197 | 0.7001% |
28
- | scss | 26.752 | 0.7282% | 6865 | 0.9249% |
29
- | haml | 22.656 | 0.6167% | 4462 | 0.6011% |
30
- | css | 20.352 | 0.554% | 5100 | 0.6871% |
31
- | rust | 16.768 | 0.4564% | 3073 | 0.414% |
32
- | perl | 14.848 | 0.4042% | 2319 | 0.3124% |
33
- | toml | 14.464 | 0.3937% | 4128 | 0.5561% |
34
- | clojure | 12.416 | 0.338% | 2571 | 0.3464% |
35
- | jsx | 12.416 | 0.338% | 2207 | 0.2973% |
36
- | kotlin | 12.416 | 0.338% | 2310 | 0.3112% |
37
- | bitbake | 10.368 | 0.2822% | 1358 | 0.183% |
38
- | groovy | 10.368 | 0.2822% | 1516 | 0.2042% |
39
- | sql | 8.448 | 0.23% | 2102 | 0.2832% |
40
- | handlebars | 8.32 | 0.2265% | 1437 | 0.1936% |
41
- | less | 8.32 | 0.2265% | 1369 | 0.1844% |
42
- | twig | 8.32 | 0.2265% | 1616 | 0.2177% |
43
- | unknown | 8.32 | 0.2265% | 1676 | 0.2258% |
44
- | nix | 8.192 | 0.223% | 1630 | 0.2196% |
45
- | haskell | 7.552 | 0.2056% | 1402 | 0.1889% |
46
- | batchfile | 6.272 | 0.1707% | 1493 | 0.2011% |
47
- | cmake | 6.272 | 0.1707% | 1021 | 0.1376% |
48
- | cucumber | 6.272 | 0.1707% | 1025 | 0.1381% |
49
- | elixir | 6.272 | 0.1707% | 1176 | 0.1584% |
50
- | jade | 6.272 | 0.1707% | 1124 | 0.1514% |
51
- | makefile | 6.272 | 0.1707% | 994 | 0.1339% |
52
- | lua | 4.736 | 0.1289% | 985 | 0.1327% |
53
- | asciidoc | 4.224 | 0.115% | 542 | 0.073% |
54
- | common-lisp | 4.224 | 0.115% | 782 | 0.1054% |
55
- | dart | 4.224 | 0.115% | 824 | 0.111% |
56
- | diff | 4.224 | 0.115% | 694 | 0.0935% |
57
- | emacs-lisp | 4.224 | 0.115% | 1026 | 0.1382% |
58
- | erlang | 4.224 | 0.115% | 483 | 0.0651% |
59
- | fish | 4.224 | 0.115% | 819 | 0.1103% |
60
- | llvm | 4.224 | 0.115% | 803 | 0.1082% |
61
- | powershell | 4.224 | 0.115% | 1001 | 0.1349% |
62
- | saltstack | 4.224 | 0.115% | 628 | 0.0846% |
63
- | sass | 4.224 | 0.115% | 708 | 0.0954% |
64
- | slim | 4.224 | 0.115% | 1056 | 0.1423% |
65
- | smarty | 4.224 | 0.115% | 744 | 0.1002% |
66
- | viml | 4.224 | 0.115% | 1067 | 0.1437% |
67
- | vue | 4.224 | 0.115% | 591 | 0.0796% |
68
- | freemarker | 2.176 | 0.0592% | 512 | 0.069% |
69
- | stylus | 2.048 | 0.0557% | 485 | 0.0653% |
70
- | hcl | 1.92 | 0.0523% | 440 | 0.0593% |
71
- | qml | 1.92 | 0.0523% | 374 | 0.0504% |
72
- | html+django | 1.792 | 0.0488% | 405 | 0.0546% |
73
- | ada | 1.536 | 0.0418% | 271 | 0.0365% |
74
- | mako | 1.536 | 0.0418% | 170 | 0.0229% |
75
- | ocaml | 1.536 | 0.0418% | 338 | 0.0455% |
76
- | tex | 1.536 | 0.0418% | 314 | 0.0423% |
77
- | f# | 1.408 | 0.0383% | 261 | 0.0352% |
78
- | elm | 1.28 | 0.0348% | 266 | 0.0358% |
79
- | csv | 1.16 | 0.0316% | 376 | 0.0507% |
80
- | protocol-buffer | 1.152 | 0.0314% | 183 | 0.0247% |
81
- | rdoc | 1.152 | 0.0314% | 275 | 0.037% |
82
- | arduino | 1.024 | 0.0279% | 226 | 0.0304% |
83
- | groff | 1.024 | 0.0279% | 195 | 0.0263% |
84
- | java-server-pages | 1.024 | 0.0279% | 175 | 0.0236% |
85
- | smalltalk | 1.024 | 0.0279% | 286 | 0.0385% |
86
- | objective-c++ | 0.896 | 0.0244% | 91 | 0.0123% |
87
- | scheme | 0.896 | 0.0244% | 216 | 0.0291% |
88
- | gas | 0.8 | 0.0218% | 196 | 0.0264% |
89
- | crystal | 0.768 | 0.0209% | 182 | 0.0245% |
90
- | desktop | 0.768 | 0.0209% | 194 | 0.0261% |
91
- | factor | 0.768 | 0.0209% | 113 | 0.0152% |
92
- | glsl | 0.768 | 0.0209% | 164 | 0.0221% |
93
- | haxe | 0.768 | 0.0209% | 175 | 0.0236% |
94
- | html+php | 0.768 | 0.0209% | 151 | 0.0203% |
95
- | rhtml | 0.768 | 0.0209% | 142 | 0.0191% |
96
- | cython | 0.64 | 0.0174% | 125 | 0.0168% |
97
- | html+eex | 0.64 | 0.0174% | 136 | 0.0183% |
98
- | julia | 0.64 | 0.0174% | 180 | 0.0242% |
99
- | m4 | 0.64 | 0.0174% | 102 | 0.0137% |
100
- | org | 0.64 | 0.0174% | 137 | 0.0185% |
101
- | perl6 | 0.64 | 0.0174% | 129 | 0.0174% |
102
- | qmake | 0.64 | 0.0174% | 142 | 0.0191% |
103
- | tcl | 0.64 | 0.0174% | 104 | 0.014% |
104
- | xslt | 0.64 | 0.0174% | 103 | 0.0139% |
105
- | svg | 0.576 | 0.0157% | 170 | 0.0229% |
106
- | nimrod | 0.512 | 0.0139% | 69 | 0.0093% |
107
- | r | 0.512 | 0.0139% | 121 | 0.0163% |
108
- | racket | 0.512 | 0.0139% | 119 | 0.016% |
109
- | robotframework | 0.512 | 0.0139% | 87 | 0.0117% |
110
- | gettext-catalog | 0.432 | 0.0118% | 73 | 0.0098% |
111
- | assembly | 0.384 | 0.0105% | 105 | 0.0141% |
112
- | dm | 0.384 | 0.0105% | 17 | 0.0023% |
113
- | fortran | 0.384 | 0.0105% | 71 | 0.0096% |
114
- | pod | 0.384 | 0.0105% | 54 | 0.0073% |
115
- | purescript | 0.384 | 0.0105% | 80 | 0.0108% |
116
- | standard-ml | 0.384 | 0.0105% | 78 | 0.0105% |
117
- | textile | 0.384 | 0.0105% | 61 | 0.0082% |
118
- | visual-basic | 0.384 | 0.0105% | 51 | 0.0069% |
119
- | unity3d-asset | 0.336 | 0.0091% | 101 | 0.0136% |
120
- | actionscript | 0.256 | 0.007% | 54 | 0.0073% |
121
- | asp | 0.256 | 0.007% | 22 | 0.003% |
122
- | awk | 0.256 | 0.007% | 53 | 0.0071% |
123
- | ceylon | 0.256 | 0.007% | 49 | 0.0066% |
124
- | dockerfile | 0.256 | 0.007% | 40 | 0.0054% |
125
- | edn | 0.256 | 0.007% | 48 | 0.0065% |
126
- | groovy-server-pages | 0.256 | 0.007% | 25 | 0.0034% |
127
- | idris | 0.256 | 0.007% | 39 | 0.0053% |
128
- | json5 | 0.256 | 0.007% | 33 | 0.0044% |
129
- | linker-script | 0.256 | 0.007% | 38 | 0.0051% |
130
- | liquid | 0.256 | 0.007% | 31 | 0.0042% |
131
- | livescript | 0.256 | 0.007% | 63 | 0.0085% |
132
- | mediawiki | 0.256 | 0.007% | 33 | 0.0044% |
133
- | parrot-internal-representation | 0.256 | 0.007% | 26 | 0.0035% |
134
- | processing | 0.256 | 0.007% | 35 | 0.0047% |
135
- | rouge | 0.256 | 0.007% | 41 | 0.0055% |
136
- | solidity | 0.256 | 0.007% | 38 | 0.0051% |
137
- | sqf | 0.256 | 0.007% | 45 | 0.0061% |
138
- | systemverilog | 0.256 | 0.007% | 35 | 0.0047% |
139
- | thrift | 0.256 | 0.007% | 28 | 0.0038% |
140
- | vala | 0.256 | 0.007% | 51 | 0.0069% |
141
- | xquery | 0.256 | 0.007% | 39 | 0.0053% |
142
- | xtend | 0.256 | 0.007% | 56 | 0.0075% |
143
- | jupyter-notebook | 0.24 | 0.0065% | 48 | 0.0065% |
144
- | cuda | 0.128 | 0.0035% | 25 | 0.0034% |
145
- | graphviz-dot | 0.128 | 0.0035% | 35 | 0.0047% |
146
- | inno-setup | 0.128 | 0.0035% | 17 | 0.0023% |
147
- | api-blueprint | 0.112 | 0.003% | 23 | 0.0031% |
148
- | nsis | 0.112 | 0.003% | 15 | 0.002% |
149
- | gentoo-ebuild | 0.104 | 0.0028% | 17 | 0.0023% |
150
- | logtalk | 0.104 | 0.0028% | 21 | 0.0028% |
151
- | jasmin | 0.096 | 0.0026% | 9 | 0.0012% |
152
- | literate-coffeescript | 0.096 | 0.0026% | 19 | 0.0026% |
153
- | opencl | 0.096 | 0.0026% | 24 | 0.0032% |
154
- | webidl | 0.096 | 0.0026% | 6 | 0.0008% |
155
- | coldfusion-cfc | 0.088 | 0.0024% | 20 | 0.0027% |
156
- | ooc | 0.088 | 0.0024% | 17 | 0.0023% |
157
- | openscad | 0.088 | 0.0024% | 21 | 0.0028% |
158
- | pan | 0.088 | 0.0024% | 23 | 0.0031% |
159
- | pascal | 0.088 | 0.0024% | 25 | 0.0034% |
160
- | pony | 0.088 | 0.0024% | 16 | 0.0022% |
161
- | turtle | 0.088 | 0.0024% | 21 | 0.0028% |
162
- | chapel | 0.08 | 0.0022% | 20 | 0.0027% |
163
- | ioke | 0.08 | 0.0022% | 25 | 0.0034% |
164
- | mirah | 0.08 | 0.0022% | 17 | 0.0023% |
165
- | sparql | 0.08 | 0.0022% | 23 | 0.0031% |
166
- | applescript | 0.072 | 0.002% | 19 | 0.0026% |
167
- | augeas | 0.072 | 0.002% | 13 | 0.0018% |
168
- | digital-command-language | 0.072 | 0.002% | 21 | 0.0028% |
169
- | g-code | 0.072 | 0.002% | 7 | 0.0009% |
170
- | modelica | 0.072 | 0.002% | 16 | 0.0022% |
171
- | capn-proto | 0.064 | 0.0017% | 12 | 0.0016% |
172
- | hy | 0.064 | 0.0017% | 12 | 0.0016% |
173
- | line_counts.txt | 0.064 | 0.0017% | 0 | 0.0% |
174
- | logos | 0.064 | 0.0017% | 19 | 0.0026% |
175
- | vcl | 0.064 | 0.0017% | 18 | 0.0024% |
176
- | antlr | 0.056 | 0.0015% | 15 | 0.002% |
177
- | gdscript | 0.056 | 0.0015% | 9 | 0.0012% |
178
- | graphql | 0.056 | 0.0015% | 17 | 0.0023% |
179
- | hlsl | 0.056 | 0.0015% | 11 | 0.0015% |
180
- | gnuplot | 0.048 | 0.0013% | 17 | 0.0023% |
181
- | http | 0.048 | 0.0013% | 19 | 0.0026% |
182
- | ninja | 0.048 | 0.0013% | 14 | 0.0019% |
183
- | oz | 0.048 | 0.0013% | 8 | 0.0011% |
184
- | raml | 0.048 | 0.0013% | 9 | 0.0012% |
185
- | agda | 0.04 | 0.0011% | 12 | 0.0016% |
186
- | aspectj | 0.04 | 0.0011% | 8 | 0.0011% |
187
- | autohotkey | 0.04 | 0.0011% | 15 | 0.002% |
188
- | fancy | 0.04 | 0.0011% | 8 | 0.0011% |
189
- | moonscript | 0.04 | 0.0011% | 10 | 0.0013% |
190
- | piglatin | 0.04 | 0.0011% | 11 | 0.0015% |
191
- | stata | 0.04 | 0.0011% | 11 | 0.0015% |
192
- | tcsh | 0.04 | 0.0011% | 11 | 0.0015% |
193
- | urweb | 0.04 | 0.0011% | 6 | 0.0008% |
194
- | xs | 0.04 | 0.0011% | 7 | 0.0009% |
195
- | yang | 0.04 | 0.0011% | 6 | 0.0008% |
196
- | coldfusion | 0.032 | 0.0009% | 9 | 0.0012% |
197
- | emberscript | 0.032 | 0.0009% | 7 | 0.0009% |
198
- | latte | 0.032 | 0.0009% | 7 | 0.0009% |
199
- | literate-haskell | 0.032 | 0.0009% | 7 | 0.0009% |
200
- | postscript | 0.032 | 0.0009% | 9 | 0.0012% |
201
- | scilab | 0.032 | 0.0009% | 10 | 0.0013% |
202
- | volt | 0.032 | 0.0009% | 9 | 0.0012% |
203
- | apl | 0.024 | 0.0007% | 7 | 0.0009% |
204
- | genshi | 0.024 | 0.0007% | 3 | 0.0004% |
205
- | jsonld | 0.024 | 0.0007% | 6 | 0.0008% |
206
- | krl | 0.024 | 0.0007% | 4 | 0.0005% |
207
- | lean | 0.024 | 0.0007% | 3 | 0.0004% |
208
- | lfe | 0.024 | 0.0007% | 6 | 0.0008% |
209
- | metal | 0.024 | 0.0007% | 5 | 0.0007% |
210
- | monkey | 0.024 | 0.0007% | 4 | 0.0005% |
211
- | mupad | 0.024 | 0.0007% | 4 | 0.0005% |
212
- | nesc | 0.024 | 0.0007% | 7 | 0.0009% |
213
- | nit | 0.024 | 0.0007% | 3 | 0.0004% |
214
- | parrot-assembly | 0.024 | 0.0007% | 6 | 0.0008% |
215
- | pike | 0.024 | 0.0007% | 6 | 0.0008% |
216
- | purebasic | 0.024 | 0.0007% | 5 | 0.0007% |
217
- | renpy | 0.024 | 0.0007% | 3 | 0.0004% |
218
- | vhdl | 0.024 | 0.0007% | 5 | 0.0007% |
219
- | xproc | 0.024 | 0.0007% | 3 | 0.0004% |
220
- | zephir | 0.024 | 0.0007% | 4 | 0.0005% |
221
- | apacheconf | 0.016 | 0.0004% | 2 | 0.0003% |
222
- | ats | 0.016 | 0.0004% | 4 | 0.0005% |
223
- | boo | 0.016 | 0.0004% | 2 | 0.0003% |
224
- | brainfuck | 0.016 | 0.0004% | 2 | 0.0003% |
225
- | bro | 0.016 | 0.0004% | 3 | 0.0004% |
226
- | cartocss | 0.016 | 0.0004% | 3 | 0.0004% |
227
- | creole | 0.016 | 0.0004% | 2 | 0.0003% |
228
- | csound | 0.016 | 0.0004% | 4 | 0.0005% |
229
- | dylan | 0.016 | 0.0004% | 2 | 0.0003% |
230
- | eagle | 0.016 | 0.0004% | 4 | 0.0005% |
231
- | ecl | 0.016 | 0.0004% | 4 | 0.0005% |
232
- | eiffel | 0.016 | 0.0004% | 2 | 0.0003% |
233
- | flux | 0.016 | 0.0004% | 3 | 0.0004% |
234
- | forth | 0.016 | 0.0004% | 3 | 0.0004% |
235
- | io | 0.016 | 0.0004% | 4 | 0.0005% |
236
- | jsoniq | 0.016 | 0.0004% | 6 | 0.0008% |
237
- | lilypond | 0.016 | 0.0004% | 6 | 0.0008% |
238
- | lsl | 0.016 | 0.0004% | 3 | 0.0004% |
239
- | mask | 0.016 | 0.0004% | 4 | 0.0005% |
240
- | nginx | 0.016 | 0.0004% | 2 | 0.0003% |
241
- | nu | 0.016 | 0.0004% | 2 | 0.0003% |
242
- | pov-ray-sdl | 0.016 | 0.0004% | 5 | 0.0007% |
243
- | ragel-in-ruby-host | 0.016 | 0.0004% | 4 | 0.0005% |
244
- | slash | 0.016 | 0.0004% | 4 | 0.0005% |
245
- | sourcepawn | 0.016 | 0.0004% | 3 | 0.0004% |
246
- | squirrel | 0.016 | 0.0004% | 4 | 0.0005% |
247
- | ston | 0.016 | 0.0004% | 6 | 0.0008% |
248
- | uno | 0.016 | 0.0004% | 2 | 0.0003% |
249
- | unrealscript | 0.016 | 0.0004% | 2 | 0.0003% |
250
- | wisp | 0.016 | 0.0004% | 3 | 0.0004% |
251
- | xbase | 0.016 | 0.0004% | 3 | 0.0004% |
252
- | yacc | 0.016 | 0.0004% | 3 | 0.0004% |
253
- | zig | 0.016 | 0.0004% | 4 | 0.0005% |
254
- | abap | 0.008 | 0.0002% | 1 | 0.0001% |
255
- | arc | 0.008 | 0.0002% | 2 | 0.0003% |
256
- | blitzmax | 0.008 | 0.0002% | 1 | 0.0001% |
257
- | bluespec | 0.008 | 0.0002% | 2 | 0.0003% |
258
- | c2hs-haskell | 0.008 | 0.0002% | 2 | 0.0003% |
259
- | clean | 0.008 | 0.0002% | 1 | 0.0001% |
260
- | dns-zone | 0.008 | 0.0002% | 2 | 0.0003% |
261
- | harbour | 0.008 | 0.0002% | 1 | 0.0001% |
262
- | igor-pro | 0.008 | 0.0002% | 1 | 0.0001% |
263
- | inform-7 | 0.008 | 0.0002% | 2 | 0.0003% |
264
- | isabelle | 0.008 | 0.0002% | 2 | 0.0003% |
265
- | jflex | 0.008 | 0.0002% | 1 | 0.0001% |
266
- | literate-agda | 0.008 | 0.0002% | 1 | 0.0001% |
267
- | lolcode | 0.008 | 0.0002% | 1 | 0.0001% |
268
- | maple | 0.008 | 0.0002% | 2 | 0.0003% |
269
- | mathematica | 0.008 | 0.0002% | 1 | 0.0001% |
270
- | module-management-system | 0.008 | 0.0002% | 1 | 0.0001% |
271
- | mtml | 0.008 | 0.0002% | 2 | 0.0003% |
272
- | netlinx | 0.008 | 0.0002% | 1 | 0.0001% |
273
- | pawn | 0.008 | 0.0002% | 3 | 0.0004% |
274
- | propeller-spin | 0.008 | 0.0002% | 1 | 0.0001% |
275
- | pure-data | 0.008 | 0.0002% | 1 | 0.0001% |
276
- | rebol | 0.008 | 0.0002% | 3 | 0.0004% |
277
- | red | 0.008 | 0.0002% | 1 | 0.0001% |
278
- | sage | 0.008 | 0.0002% | 1 | 0.0001% |
279
- | sas | 0.008 | 0.0002% | 1 | 0.0001% |
280
- | scaml | 0.008 | 0.0002% | 1 | 0.0001% |
281
- | smt | 0.008 | 0.0002% | 3 | 0.0004% |
282
- | supercollider | 0.008 | 0.0002% | 2 | 0.0003% |
283
- | xpages | 0.008 | 0.0002% | 1 | 0.0001% |
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: apache-2.0
3
+ pretty_name: CommitPackFT
4
+ language:
5
+ - code
6
+ ---
7
+ # Dataset Card for CommitPackFT
8
+
9
+ ## Table of Contents
10
+ - [Table of Contents](#table-of-contents)
11
+ - [Dataset Description](#dataset-description)
12
+ - [Dataset Summary](#dataset-summary)
13
+ - [Languages](#languages)
14
+ - [Dataset Structure](#dataset-structure)
15
+ - [Data Instances](#data-instances)
16
+ - [Data Fields](#data-fields)
17
+ - [Data Splits](#data-splits)
18
+ - [Dataset Creation](#dataset-creation)
19
+ - [Curation Rationale](#curation-rationale)
20
+ - [Source Data](#source-data)
21
+ - [Annotations](#annotations)
22
+ - [Additional Information](#additional-information)
23
+ - [Licensing Information](#licensing-information)
24
+ - [Citation Information](#citation-information)
25
+ - [Contributions](#contributions)
26
+
27
+ ## Dataset Description
28
+
29
+ - **Repository:** https://github.com/bigcode-project/octopack
30
+ - **Paper:** WIP
31
+ - **Point of Contact:** [Niklas Muennighoff](mailto:[email protected])
32
+
33
+ ### Dataset Summary
34
+
35
+ > CommitPackFT is ...
36
+ >
37
+ - **Creation:** The dataset can be recreated using instructions available [here](https://github.com/bigcode-project/octopack).
38
+ - **Languages:** 277
39
+ - **OctoPack:**
40
+ -
41
+
42
+ ## Dataset Structure
43
+
44
+
45
+ ### Data Instances
46
+
47
+
48
+ An example looks as follows:
49
+
50
+ ```json
51
+ {
52
+ 'commit': '0c17311f7fd511f5dae8f8e4acc2dce1a2de3cf5',
53
+ 'old_file': 'main.py',
54
+ 'new_file': 'main.py',
55
+ 'old_contents': "import numpy as np\nimport matplotlib.pyplot as plt\n\n# generate sample data\nx_data = np.linspace(-5, 5, 20)\ny_data = np.random.normal(0.0, 1.0, x_data.size)\n\nplt.plot(x_data, y_data, 'o')\nplt.show()\n",
56
+ 'new_contents': "import math\nimport numpy as np\nimport matplotlib.pyplot as plt\n\n# generate sample data\nx_data = np.linspace(-math.pi, math.pi, 30)\ny_data = np.sin(x_data) + np.random.normal(0.0, 0.1, x_data.size)\n\nplt.plot(x_data, y_data, 'o')\nplt.show()\n\n",
57
+ 'subject': 'Change to sin() function with noise',
58
+ 'message': 'Change to sin() function with noise\n',
59
+ 'lang': 'Python',
60
+ 'license': 'mit',
61
+ 'repos': 'MorganR/basic-gaussian-process'
62
+ }
63
+ ```
64
+
65
+ ### Data Fields
66
+
67
+ The data fields are the same among all splits:
68
+ - `commit`: unique commit id
69
+ - `old_file`: name of the file before the commit
70
+ - `new_file`: name of the file after the commit
71
+ - `old_contents`: contents of the file before the commit
72
+ - `new_contents`: contents of the file after the commit
73
+ - `subject`: subject of the commit (this is used for all experiments in the paper)
74
+ - `message`: message of the commit (commonly the same as the subject)
75
+ - `lang`: programming language
76
+ - `license`: license of the repository the code stems from
77
+ - `repos`: name of the the repository the code stems from (if multiple, they are comma separated)
78
+
79
+ ### Data Splits
80
+
81
 
82
  | Name | Megabytes | % of total | Samples | % of total |
83
  | --- | --- | --- | --- | --- |
84
+ | total | 1545.02 | 100.0% | 702062 | 100.0% |
85
+ | ruby | 195.292 | 12.6401% | 69413 | 9.887% |
86
+ | yaml | 190.876 | 12.3543% | 114320 | 16.2835% |
87
+ | python | 132.68 | 8.5876% | 56025 | 7.9801% |
88
+ | markdown | 131.152 | 8.4887% | 62518 | 8.9049% |
89
+ | javascript | 125.008 | 8.091% | 52989 | 7.5476% |
90
+ | json | 86.744 | 5.6144% | 39777 | 5.6657% |
91
+ | shell | 66.864 | 4.3277% | 31217 | 4.4465% |
92
+ | text | 66.664 | 4.3148% | 46588 | 6.6359% |
93
+ | php | 60.22 | 3.8977% | 24791 | 3.5312% |
94
+ | java | 56.284 | 3.6429% | 20635 | 2.9392% |
95
+ | html | 48.42 | 3.1339% | 20214 | 2.8792% |
96
+ | c# | 26.84 | 1.7372% | 9346 | 1.3312% |
97
+ | xml | 23.676 | 1.5324% | 9337 | 1.3299% |
98
+ | html+erb | 23.104 | 1.4954% | 10910 | 1.554% |
99
+ | c | 21.08 | 1.3644% | 8506 | 1.2116% |
100
+ | ini | 21.04 | 1.3618% | 11360 | 1.6181% |
101
+ | coffeescript | 16.96 | 1.0977% | 5513 | 0.7853% |
102
+ | swift | 16.272 | 1.0532% | 4849 | 0.6907% |
103
+ | restructuredtext | 15.728 | 1.018% | 6560 | 0.9344% |
104
+ | typescript | 14.284 | 0.9245% | 5868 | 0.8358% |
105
+ | c++ | 14.136 | 0.9149% | 4992 | 0.711% |
106
+ | scss | 13.208 | 0.8549% | 6829 | 0.9727% |
107
+ | go | 12.132 | 0.7852% | 5004 | 0.7128% |
108
+ | scala | 11.184 | 0.7239% | 5040 | 0.7179% |
109
+ | haml | 10.74 | 0.6951% | 4415 | 0.6289% |
110
+ | css | 9.364 | 0.6061% | 5049 | 0.7192% |
111
+ | rust | 7.244 | 0.4689% | 2996 | 0.4267% |
112
+ | toml | 5.584 | 0.3614% | 3424 | 0.4877% |
113
+ | jsx | 5.5 | 0.356% | 2199 | 0.3132% |
114
+ | kotlin | 5.368 | 0.3474% | 2214 | 0.3154% |
115
+ | clojure | 5.068 | 0.328% | 2403 | 0.3423% |
116
+ | perl | 4.988 | 0.3228% | 2288 | 0.3259% |
117
+ | bitbake | 4.464 | 0.2889% | 1308 | 0.1863% |
118
+ | groovy | 4.168 | 0.2698% | 1486 | 0.2117% |
119
+ | twig | 3.956 | 0.256% | 1610 | 0.2293% |
120
+ | nix | 3.84 | 0.2485% | 1593 | 0.2269% |
121
+ | sql | 3.74 | 0.2421% | 2069 | 0.2947% |
122
+ | less | 3.724 | 0.241% | 1360 | 0.1937% |
123
+ | haskell | 3.308 | 0.2141% | 1389 | 0.1978% |
124
+ | handlebars | 3.292 | 0.2131% | 1429 | 0.2035% |
125
+ | unknown | 3.048 | 0.1973% | 1597 | 0.2275% |
126
+ | batchfile | 2.984 | 0.1931% | 1466 | 0.2088% |
127
+ | cucumber | 2.588 | 0.1675% | 976 | 0.139% |
128
+ | makefile | 2.528 | 0.1636% | 960 | 0.1367% |
129
+ | elixir | 2.348 | 0.152% | 1150 | 0.1638% |
130
+ | jade | 2.348 | 0.152% | 1119 | 0.1594% |
131
+ | cmake | 2.268 | 0.1468% | 981 | 0.1397% |
132
+ | powershell | 2.064 | 0.1336% | 991 | 0.1412% |
133
+ | slim | 2.056 | 0.1331% | 1052 | 0.1498% |
134
+ | emacs-lisp | 1.972 | 0.1276% | 1015 | 0.1446% |
135
+ | dart | 1.96 | 0.1269% | 765 | 0.109% |
136
+ | viml | 1.956 | 0.1266% | 1063 | 0.1514% |
137
+ | asciidoc | 1.864 | 0.1206% | 523 | 0.0745% |
138
+ | lua | 1.852 | 0.1199% | 920 | 0.131% |
139
+ | llvm | 1.6 | 0.1036% | 780 | 0.1111% |
140
+ | smarty | 1.588 | 0.1028% | 737 | 0.105% |
141
+ | diff | 1.48 | 0.0958% | 680 | 0.0969% |
142
+ | common-lisp | 1.448 | 0.0937% | 778 | 0.1108% |
143
+ | saltstack | 1.412 | 0.0914% | 617 | 0.0879% |
144
+ | vue | 1.384 | 0.0896% | 587 | 0.0836% |
145
+ | sass | 1.364 | 0.0883% | 705 | 0.1004% |
146
+ | fish | 1.328 | 0.086% | 813 | 0.1158% |
147
+ | erlang | 1.192 | 0.0772% | 480 | 0.0684% |
148
+ | freemarker | 1.028 | 0.0665% | 510 | 0.0726% |
149
+ | stylus | 0.948 | 0.0614% | 480 | 0.0684% |
150
+ | qml | 0.936 | 0.0606% | 368 | 0.0524% |
151
+ | hcl | 0.912 | 0.059% | 421 | 0.06% |
152
+ | html+django | 0.848 | 0.0549% | 399 | 0.0568% |
153
+ | mako | 0.756 | 0.0489% | 170 | 0.0242% |
154
+ | ada | 0.728 | 0.0471% | 265 | 0.0377% |
155
+ | ocaml | 0.704 | 0.0456% | 333 | 0.0474% |
156
+ | f# | 0.656 | 0.0425% | 254 | 0.0362% |
157
+ | elm | 0.62 | 0.0401% | 265 | 0.0377% |
158
+ | tex | 0.564 | 0.0365% | 307 | 0.0437% |
159
+ | rdoc | 0.552 | 0.0357% | 270 | 0.0385% |
160
+ | csv | 0.532 | 0.0344% | 375 | 0.0534% |
161
+ | protocol-buffer | 0.524 | 0.0339% | 181 | 0.0258% |
162
+ | smalltalk | 0.46 | 0.0298% | 284 | 0.0405% |
163
+ | arduino | 0.456 | 0.0295% | 225 | 0.032% |
164
+ | java-server-pages | 0.452 | 0.0293% | 173 | 0.0246% |
165
+ | scheme | 0.42 | 0.0272% | 213 | 0.0303% |
166
+ | groff | 0.396 | 0.0256% | 192 | 0.0273% |
167
+ | objective-c++ | 0.376 | 0.0243% | 86 | 0.0122% |
168
+ | desktop | 0.364 | 0.0236% | 186 | 0.0265% |
169
+ | factor | 0.356 | 0.023% | 113 | 0.0161% |
170
+ | crystal | 0.348 | 0.0225% | 182 | 0.0259% |
171
+ | rhtml | 0.348 | 0.0225% | 135 | 0.0192% |
172
+ | haxe | 0.344 | 0.0223% | 174 | 0.0248% |
173
+ | glsl | 0.34 | 0.022% | 164 | 0.0234% |
174
+ | gas | 0.336 | 0.0217% | 193 | 0.0275% |
175
+ | html+php | 0.332 | 0.0215% | 150 | 0.0214% |
176
+ | qmake | 0.32 | 0.0207% | 140 | 0.0199% |
177
+ | julia | 0.312 | 0.0202% | 180 | 0.0256% |
178
+ | cython | 0.308 | 0.0199% | 123 | 0.0175% |
179
+ | html+eex | 0.292 | 0.0189% | 135 | 0.0192% |
180
+ | tcl | 0.292 | 0.0189% | 103 | 0.0147% |
181
+ | org | 0.272 | 0.0176% | 136 | 0.0194% |
182
+ | perl6 | 0.268 | 0.0173% | 122 | 0.0174% |
183
+ | m4 | 0.264 | 0.0171% | 101 | 0.0144% |
184
+ | xslt | 0.256 | 0.0166% | 99 | 0.0141% |
185
+ | svg | 0.252 | 0.0163% | 169 | 0.0241% |
186
+ | nimrod | 0.236 | 0.0153% | 67 | 0.0095% |
187
+ | r | 0.228 | 0.0148% | 121 | 0.0172% |
188
+ | robotframework | 0.212 | 0.0137% | 85 | 0.0121% |
189
+ | racket | 0.196 | 0.0127% | 117 | 0.0167% |
190
+ | textile | 0.184 | 0.0119% | 61 | 0.0087% |
191
+ | assembly | 0.172 | 0.0111% | 105 | 0.015% |
192
+ | purescript | 0.172 | 0.0111% | 80 | 0.0114% |
193
+ | unity3d-asset | 0.156 | 0.0101% | 101 | 0.0144% |
194
+ | visual-basic | 0.152 | 0.0098% | 48 | 0.0068% |
195
+ | dm | 0.148 | 0.0096% | 16 | 0.0023% |
196
+ | pod | 0.148 | 0.0096% | 54 | 0.0077% |
197
+ | standard-ml | 0.148 | 0.0096% | 72 | 0.0103% |
198
+ | fortran | 0.144 | 0.0093% | 70 | 0.01% |
199
+ | gettext-catalog | 0.132 | 0.0085% | 72 | 0.0103% |
200
+ | idris | 0.132 | 0.0085% | 38 | 0.0054% |
201
+ | livescript | 0.128 | 0.0083% | 63 | 0.009% |
202
+ | xtend | 0.128 | 0.0083% | 55 | 0.0078% |
203
+ | actionscript | 0.12 | 0.0078% | 49 | 0.007% |
204
+ | vala | 0.116 | 0.0075% | 50 | 0.0071% |
205
+ | awk | 0.104 | 0.0067% | 52 | 0.0074% |
206
+ | ceylon | 0.1 | 0.0065% | 49 | 0.007% |
207
+ | jupyter-notebook | 0.1 | 0.0065% | 48 | 0.0068% |
208
+ | dockerfile | 0.096 | 0.0062% | 39 | 0.0056% |
209
+ | rouge | 0.096 | 0.0062% | 41 | 0.0058% |
210
+ | asp | 0.092 | 0.006% | 22 | 0.0031% |
211
+ | sqf | 0.092 | 0.006% | 45 | 0.0064% |
212
+ | edn | 0.088 | 0.0057% | 48 | 0.0068% |
213
+ | liquid | 0.088 | 0.0057% | 30 | 0.0043% |
214
+ | xquery | 0.084 | 0.0054% | 39 | 0.0056% |
215
+ | linker-script | 0.08 | 0.0052% | 37 | 0.0053% |
216
+ | mediawiki | 0.08 | 0.0052% | 33 | 0.0047% |
217
+ | parrot-internal-representation | 0.08 | 0.0052% | 23 | 0.0033% |
218
+ | solidity | 0.08 | 0.0052% | 37 | 0.0053% |
219
+ | json5 | 0.076 | 0.0049% | 33 | 0.0047% |
220
+ | systemverilog | 0.076 | 0.0049% | 35 | 0.005% |
221
+ | thrift | 0.076 | 0.0049% | 28 | 0.004% |
222
+ | groovy-server-pages | 0.072 | 0.0047% | 25 | 0.0036% |
223
+ | processing | 0.072 | 0.0047% | 35 | 0.005% |
224
+ | cuda | 0.068 | 0.0044% | 25 | 0.0036% |
225
+ | graphviz-dot | 0.068 | 0.0044% | 35 | 0.005% |
226
+ | inno-setup | 0.064 | 0.0041% | 16 | 0.0023% |
227
+ | api-blueprint | 0.06 | 0.0039% | 23 | 0.0033% |
228
+ | nsis | 0.06 | 0.0039% | 15 | 0.0021% |
229
+ | gentoo-ebuild | 0.056 | 0.0036% | 16 | 0.0023% |
230
+ | logtalk | 0.056 | 0.0036% | 21 | 0.003% |
231
+ | jasmin | 0.052 | 0.0034% | 9 | 0.0013% |
232
+ | literate-coffeescript | 0.052 | 0.0034% | 19 | 0.0027% |
233
+ | webidl | 0.052 | 0.0034% | 6 | 0.0009% |
234
+ | coldfusion-cfc | 0.048 | 0.0031% | 20 | 0.0028% |
235
+ | opencl | 0.048 | 0.0031% | 23 | 0.0033% |
236
+ | openscad | 0.048 | 0.0031% | 21 | 0.003% |
237
+ | pan | 0.048 | 0.0031% | 23 | 0.0033% |
238
+ | pascal | 0.048 | 0.0031% | 25 | 0.0036% |
239
+ | pony | 0.048 | 0.0031% | 16 | 0.0023% |
240
+ | turtle | 0.048 | 0.0031% | 21 | 0.003% |
241
+ | chapel | 0.044 | 0.0028% | 20 | 0.0028% |
242
+ | ioke | 0.044 | 0.0028% | 25 | 0.0036% |
243
+ | ooc | 0.044 | 0.0028% | 15 | 0.0021% |
244
+ | sparql | 0.044 | 0.0028% | 23 | 0.0033% |
245
+ | applescript | 0.04 | 0.0026% | 19 | 0.0027% |
246
+ | augeas | 0.04 | 0.0026% | 13 | 0.0019% |
247
+ | g-code | 0.04 | 0.0026% | 7 | 0.001% |
248
+ | mirah | 0.04 | 0.0026% | 16 | 0.0023% |
249
+ | capn-proto | 0.036 | 0.0023% | 12 | 0.0017% |
250
+ | digital-command-language | 0.036 | 0.0023% | 19 | 0.0027% |
251
+ | hy | 0.036 | 0.0023% | 12 | 0.0017% |
252
+ | logos | 0.036 | 0.0023% | 19 | 0.0027% |
253
+ | modelica | 0.036 | 0.0023% | 15 | 0.0021% |
254
+ | vcl | 0.036 | 0.0023% | 18 | 0.0026% |
255
+ | antlr | 0.032 | 0.0021% | 15 | 0.0021% |
256
+ | gdscript | 0.032 | 0.0021% | 9 | 0.0013% |
257
+ | graphql | 0.032 | 0.0021% | 17 | 0.0024% |
258
+ | hlsl | 0.032 | 0.0021% | 11 | 0.0016% |
259
+ | gnuplot | 0.028 | 0.0018% | 17 | 0.0024% |
260
+ | http | 0.028 | 0.0018% | 19 | 0.0027% |
261
+ | ninja | 0.028 | 0.0018% | 14 | 0.002% |
262
+ | oz | 0.028 | 0.0018% | 8 | 0.0011% |
263
+ | raml | 0.028 | 0.0018% | 9 | 0.0013% |
264
+ | aspectj | 0.024 | 0.0016% | 8 | 0.0011% |
265
+ | autohotkey | 0.024 | 0.0016% | 15 | 0.0021% |
266
+ | fancy | 0.024 | 0.0016% | 8 | 0.0011% |
267
+ | moonscript | 0.024 | 0.0016% | 10 | 0.0014% |
268
+ | piglatin | 0.024 | 0.0016% | 11 | 0.0016% |
269
+ | stata | 0.024 | 0.0016% | 10 | 0.0014% |
270
+ | urweb | 0.024 | 0.0016% | 6 | 0.0009% |
271
+ | xs | 0.024 | 0.0016% | 7 | 0.001% |
272
+ | yang | 0.024 | 0.0016% | 6 | 0.0009% |
273
+ | agda | 0.02 | 0.0013% | 10 | 0.0014% |
274
+ | coldfusion | 0.02 | 0.0013% | 9 | 0.0013% |
275
+ | emberscript | 0.02 | 0.0013% | 7 | 0.001% |
276
+ | latte | 0.02 | 0.0013% | 7 | 0.001% |
277
+ | literate-haskell | 0.02 | 0.0013% | 7 | 0.001% |
278
+ | postscript | 0.02 | 0.0013% | 9 | 0.0013% |
279
+ | scilab | 0.02 | 0.0013% | 10 | 0.0014% |
280
+ | tcsh | 0.02 | 0.0013% | 10 | 0.0014% |
281
+ | volt | 0.02 | 0.0013% | 9 | 0.0013% |
282
+ | apl | 0.016 | 0.001% | 7 | 0.001% |
283
+ | genshi | 0.016 | 0.001% | 3 | 0.0004% |
284
+ | jsonld | 0.016 | 0.001% | 6 | 0.0009% |
285
+ | krl | 0.016 | 0.001% | 4 | 0.0006% |
286
+ | lean | 0.016 | 0.001% | 3 | 0.0004% |
287
+ | lfe | 0.016 | 0.001% | 6 | 0.0009% |
288
+ | metal | 0.016 | 0.001% | 4 | 0.0006% |
289
+ | monkey | 0.016 | 0.001% | 4 | 0.0006% |
290
+ | mupad | 0.016 | 0.001% | 4 | 0.0006% |
291
+ | nesc | 0.016 | 0.001% | 7 | 0.001% |
292
+ | nit | 0.016 | 0.001% | 3 | 0.0004% |
293
+ | pike | 0.016 | 0.001% | 6 | 0.0009% |
294
+ | purebasic | 0.016 | 0.001% | 5 | 0.0007% |
295
+ | renpy | 0.016 | 0.001% | 3 | 0.0004% |
296
+ | vhdl | 0.016 | 0.001% | 5 | 0.0007% |
297
+ | xproc | 0.016 | 0.001% | 3 | 0.0004% |
298
+ | zephir | 0.016 | 0.001% | 4 | 0.0006% |
299
+ | apacheconf | 0.012 | 0.0008% | 2 | 0.0003% |
300
+ | boo | 0.012 | 0.0008% | 2 | 0.0003% |
301
+ | brainfuck | 0.012 | 0.0008% | 2 | 0.0003% |
302
+ | bro | 0.012 | 0.0008% | 3 | 0.0004% |
303
+ | cartocss | 0.012 | 0.0008% | 3 | 0.0004% |
304
+ | creole | 0.012 | 0.0008% | 2 | 0.0003% |
305
+ | csound | 0.012 | 0.0008% | 4 | 0.0006% |
306
+ | dylan | 0.012 | 0.0008% | 2 | 0.0003% |
307
+ | eagle | 0.012 | 0.0008% | 4 | 0.0006% |
308
+ | ecl | 0.012 | 0.0008% | 4 | 0.0006% |
309
+ | eiffel | 0.012 | 0.0008% | 2 | 0.0003% |
310
+ | flux | 0.012 | 0.0008% | 3 | 0.0004% |
311
+ | io | 0.012 | 0.0008% | 4 | 0.0006% |
312
+ | jsoniq | 0.012 | 0.0008% | 6 | 0.0009% |
313
+ | lilypond | 0.012 | 0.0008% | 6 | 0.0009% |
314
+ | lsl | 0.012 | 0.0008% | 3 | 0.0004% |
315
+ | mask | 0.012 | 0.0008% | 4 | 0.0006% |
316
+ | nginx | 0.012 | 0.0008% | 2 | 0.0003% |
317
+ | nu | 0.012 | 0.0008% | 2 | 0.0003% |
318
+ | pov-ray-sdl | 0.012 | 0.0008% | 5 | 0.0007% |
319
+ | ragel-in-ruby-host | 0.012 | 0.0008% | 4 | 0.0006% |
320
+ | slash | 0.012 | 0.0008% | 4 | 0.0006% |
321
+ | sourcepawn | 0.012 | 0.0008% | 3 | 0.0004% |
322
+ | squirrel | 0.012 | 0.0008% | 4 | 0.0006% |
323
+ | ston | 0.012 | 0.0008% | 6 | 0.0009% |
324
+ | uno | 0.012 | 0.0008% | 2 | 0.0003% |
325
+ | wisp | 0.012 | 0.0008% | 3 | 0.0004% |
326
+ | xbase | 0.012 | 0.0008% | 3 | 0.0004% |
327
+ | yacc | 0.012 | 0.0008% | 3 | 0.0004% |
328
+ | zig | 0.012 | 0.0008% | 4 | 0.0006% |
329
+ | abap | 0.008 | 0.0005% | 1 | 0.0001% |
330
+ | arc | 0.008 | 0.0005% | 2 | 0.0003% |
331
+ | ats | 0.008 | 0.0005% | 3 | 0.0004% |
332
+ | blitzmax | 0.008 | 0.0005% | 1 | 0.0001% |
333
+ | bluespec | 0.008 | 0.0005% | 2 | 0.0003% |
334
+ | c2hs-haskell | 0.008 | 0.0005% | 2 | 0.0003% |
335
+ | clean | 0.008 | 0.0005% | 1 | 0.0001% |
336
+ | dns-zone | 0.008 | 0.0005% | 2 | 0.0003% |
337
+ | forth | 0.008 | 0.0005% | 2 | 0.0003% |
338
+ | harbour | 0.008 | 0.0005% | 1 | 0.0001% |
339
+ | igor-pro | 0.008 | 0.0005% | 1 | 0.0001% |
340
+ | inform-7 | 0.008 | 0.0005% | 2 | 0.0003% |
341
+ | isabelle | 0.008 | 0.0005% | 2 | 0.0003% |
342
+ | jflex | 0.008 | 0.0005% | 1 | 0.0001% |
343
+ | literate-agda | 0.008 | 0.0005% | 1 | 0.0001% |
344
+ | maple | 0.008 | 0.0005% | 2 | 0.0003% |
345
+ | mathematica | 0.008 | 0.0005% | 1 | 0.0001% |
346
+ | module-management-system | 0.008 | 0.0005% | 1 | 0.0001% |
347
+ | mtml | 0.008 | 0.0005% | 2 | 0.0003% |
348
+ | netlinx | 0.008 | 0.0005% | 1 | 0.0001% |
349
+ | parrot-assembly | 0.008 | 0.0005% | 2 | 0.0003% |
350
+ | pawn | 0.008 | 0.0005% | 3 | 0.0004% |
351
+ | propeller-spin | 0.008 | 0.0005% | 1 | 0.0001% |
352
+ | pure-data | 0.008 | 0.0005% | 1 | 0.0001% |
353
+ | rebol | 0.008 | 0.0005% | 3 | 0.0004% |
354
+ | red | 0.008 | 0.0005% | 1 | 0.0001% |
355
+ | sage | 0.008 | 0.0005% | 1 | 0.0001% |
356
+ | sas | 0.008 | 0.0005% | 1 | 0.0001% |
357
+ | scaml | 0.008 | 0.0005% | 1 | 0.0001% |
358
+ | smt | 0.008 | 0.0005% | 3 | 0.0004% |
359
+ | supercollider | 0.008 | 0.0005% | 2 | 0.0003% |
360
+ | unrealscript | 0.008 | 0.0005% | 1 | 0.0001% |
361
+ | xpages | 0.008 | 0.0005% | 1 | 0.0001% |
362
+
363
+ ## Additional Information
364
+
365
+ ### Licensing Information
366
+
367
+ Each sample has comes from a code repository with a permissive license. The license is provided by the `license` field for each sample.
368
+
369
+ ### Citation Information
370
+
371
+ ```bibtex
372
+ ```