id sid tid token lemma pos work_2p32le2xefgk7mdiaxsaftmnmu 1 1 Aalborg Aalborg NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 2 Universitet Universitet NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 3 Sustainable sustainable JJ work_2p32le2xefgk7mdiaxsaftmnmu 1 4 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 1 5 science science NN work_2p32le2xefgk7mdiaxsaftmnmu 1 6 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 1 7 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 8 initiative initiative NN work_2p32le2xefgk7mdiaxsaftmnmu 1 9 Rougier Rougier NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 10 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 11 Nicolas Nicolas NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 12 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 13 Hinsen Hinsen NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 14 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 15 Konrad Konrad NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 16 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 17 Alexandre Alexandre NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 18 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 19 Frédéric Frédéric NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 20 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 21 Arildsen Arildsen NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 22 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 23 Thomas Thomas NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 24 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 25 Barba Barba NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 26 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 27 Lorena Lorena NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 28 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 29 Benureau Benureau NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 30 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 31 Fabien Fabien NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 32 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 33 Brown Brown NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 34 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 35 C. C. NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 36 Titus Titus NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 37 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 38 de de NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 39 Buyl Buyl NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 40 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 41 Pierre Pierre NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 42 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 43 Caglayan Caglayan NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 44 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 45 Ozan Ozan NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 46 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 47 Davison Davison NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 48 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 49 Andrew Andrew NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 50 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 51 Delsuc Delsuc NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 52 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 53 Marc Marc NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 54 André André NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 55 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 56 Detorakis Detorakis NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 57 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 58 Georgios Georgios NNPS work_2p32le2xefgk7mdiaxsaftmnmu 1 59 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 60 Diem Diem NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 61 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 62 Alexandra Alexandra NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 63 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 64 Drix Drix NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 65 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 66 Damien Damien NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 67 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 68 Enel Enel NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 69 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 70 Pierre Pierre NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 71 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 72 Girard Girard NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 73 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 74 Benoît Benoît NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 75 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 76 Guest Guest NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 77 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 78 Olivia Olivia NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 79 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 80 Hall Hall NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 81 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 82 Matt Matt NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 83 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 84 Henriques Henriques NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 85 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 86 Rafael Rafael NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 87 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 88 Hinaut Hinaut NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 89 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 90 Xavier Xavier NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 91 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 92 Jaron Jaron NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 93 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 94 Kamil Kamil NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 95 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 96 Khamassi Khamassi NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 97 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 98 Mehdi Mehdi NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 99 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 100 Klein Klein NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 101 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 102 Almar Almar NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 103 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 104 Manninen Manninen NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 105 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 106 Tiina Tiina NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 107 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 108 Marchesi Marchesi NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 109 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 110 Pietro Pietro NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 111 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 112 McGlinn McGlinn NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 113 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 114 Dan Dan NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 115 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 116 Metzner Metzner NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 117 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 118 Christoph Christoph NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 119 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 120 Petchey Petchey NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 121 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 122 Owen Owen NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 123 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 124 Ekkehard Ekkehard NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 125 Plesser Plesser NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 126 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 127 Hans Hans NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 128 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 129 Poisot Poisot NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 130 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 131 Timothée Timothée NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 132 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 133 Ram Ram NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 134 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 135 Karthik Karthik NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 136 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 137 Ram Ram NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 138 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 139 Yoav Yoav NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 140 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 141 Roesch Roesch NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 142 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 143 Etienne Etienne NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 144 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 145 Rossant Rossant NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 146 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 147 Cyrille Cyrille NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 148 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 149 Rostami Rostami NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 150 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 151 Vahid Vahid NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 152 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 153 Shifman Shifman NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 154 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 155 Aaron Aaron NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 156 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 157 Stachelek Stachelek NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 158 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 159 Joseph Joseph NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 160 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 161 Stimberg Stimberg NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 162 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 163 Marcel Marcel NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 164 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 165 Stollmeyer Stollmeyer NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 166 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 167 Frank Frank NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 168 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 169 Vaggi Vaggi NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 170 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 171 Federico Federico NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 172 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 173 Viejo Viejo NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 174 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 175 Guillaume Guillaume NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 176 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 177 Vitay Vitay NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 178 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 179 Julien Julien NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 180 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 181 Vostinar Vostinar NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 182 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 183 Anya Anya NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 184 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 185 Yurchak Yurchak NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 186 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 187 Roman Roman NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 188 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 1 189 Zito Zito NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 190 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 191 Tiziano Tiziano NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 192 Published publish VBN work_2p32le2xefgk7mdiaxsaftmnmu 1 193 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 1 194 : : : work_2p32le2xefgk7mdiaxsaftmnmu 1 195 PeerJ PeerJ NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 196 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 197 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 1 198 link link NN work_2p32le2xefgk7mdiaxsaftmnmu 1 199 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 1 200 publication publication NN work_2p32le2xefgk7mdiaxsaftmnmu 1 201 from from IN work_2p32le2xefgk7mdiaxsaftmnmu 1 202 Publisher Publisher NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 203 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 1 204 : : : work_2p32le2xefgk7mdiaxsaftmnmu 1 205 10.7717 10.7717 CD work_2p32le2xefgk7mdiaxsaftmnmu 1 206 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 1 207 peerj peerj NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 208 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 1 209 cs.142 cs.142 NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 210 Creative Creative NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 211 Commons Commons NNPS work_2p32le2xefgk7mdiaxsaftmnmu 1 212 License License NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 213 CC CC NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 214 BY by IN work_2p32le2xefgk7mdiaxsaftmnmu 1 215 4.0 4.0 CD work_2p32le2xefgk7mdiaxsaftmnmu 1 216 Publication publication NN work_2p32le2xefgk7mdiaxsaftmnmu 1 217 date date NN work_2p32le2xefgk7mdiaxsaftmnmu 1 218 : : : work_2p32le2xefgk7mdiaxsaftmnmu 1 219 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 1 220 Document Document NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 221 Version Version NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 222 Publisher Publisher NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 223 's 's POS work_2p32le2xefgk7mdiaxsaftmnmu 1 224 PDF PDF NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 225 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 226 also also RB work_2p32le2xefgk7mdiaxsaftmnmu 1 227 known know VBN work_2p32le2xefgk7mdiaxsaftmnmu 1 228 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 1 229 Version version NN work_2p32le2xefgk7mdiaxsaftmnmu 1 230 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 1 231 record record NN work_2p32le2xefgk7mdiaxsaftmnmu 1 232 Link Link NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 233 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 1 234 publication publication NN work_2p32le2xefgk7mdiaxsaftmnmu 1 235 from from IN work_2p32le2xefgk7mdiaxsaftmnmu 1 236 Aalborg Aalborg NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 237 University University NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 238 Citation Citation NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 239 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 1 240 published publish VBN work_2p32le2xefgk7mdiaxsaftmnmu 1 241 version version NN work_2p32le2xefgk7mdiaxsaftmnmu 1 242 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 1 243 APA apa NN work_2p32le2xefgk7mdiaxsaftmnmu 1 244 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 1 245 : : : work_2p32le2xefgk7mdiaxsaftmnmu 1 246 Rougier Rougier NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 247 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 248 N. N. NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 249 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 250 Hinsen Hinsen NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 251 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 252 K. K. NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 253 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 254 Alexandre Alexandre NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 255 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 256 F. F. NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 257 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 258 Arildsen Arildsen NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 259 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 260 T. T. NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 261 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 262 Barba Barba NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 263 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 264 L. L. NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 265 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 266 Benureau Benureau NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 267 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 268 F. F. NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 269 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 270 Brown Brown NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 271 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 272 C. C. NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 273 T. T. NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 274 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 275 de de NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 276 Buyl Buyl NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 277 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 278 P. P. NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 279 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 280 Caglayan Caglayan NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 281 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 282 O. O. NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 283 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 284 Davison Davison NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 285 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 286 A. A. NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 287 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 288 Delsuc Delsuc NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 289 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 290 M. M. NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 291 A. A. NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 292 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 293 Detorakis Detorakis NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 294 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 295 G. G. NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 296 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 297 Diem Diem NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 298 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 299 A. a. NN work_2p32le2xefgk7mdiaxsaftmnmu 1 300 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 301 Drix Drix NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 302 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 303 D. D. NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 304 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 305 Enel Enel NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 306 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 307 P. P. NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 308 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 309 Girard Girard NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 310 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 311 B. B. NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 312 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 313 Guest Guest NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 314 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 315 O. O. NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 316 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 317 Hall Hall NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 318 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 319 M. M. NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 320 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 321 Henriques Henriques NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 322 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 323 R. R. NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 324 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 325 ... ... : work_2p32le2xefgk7mdiaxsaftmnmu 1 326 Zito Zito NNP work_2p32le2xefgk7mdiaxsaftmnmu 1 327 , , , work_2p32le2xefgk7mdiaxsaftmnmu 1 328 T. t. NN work_2p32le2xefgk7mdiaxsaftmnmu 1 329 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 1 330 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 1 331 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 1 332 . . . work_2p32le2xefgk7mdiaxsaftmnmu 2 1 Sustainable sustainable JJ work_2p32le2xefgk7mdiaxsaftmnmu 2 2 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 2 3 science science NN work_2p32le2xefgk7mdiaxsaftmnmu 2 4 : : : work_2p32le2xefgk7mdiaxsaftmnmu 2 5 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 2 6 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 2 7 initiative initiative NN work_2p32le2xefgk7mdiaxsaftmnmu 2 8 . . . work_2p32le2xefgk7mdiaxsaftmnmu 3 1 PeerJ peerj NN work_2p32le2xefgk7mdiaxsaftmnmu 3 2 , , , work_2p32le2xefgk7mdiaxsaftmnmu 3 3 3(142e 3(142e NNS work_2p32le2xefgk7mdiaxsaftmnmu 3 4 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 3 5 . . . work_2p32le2xefgk7mdiaxsaftmnmu 4 1 https://doi.org/10.7717/peerj-cs.142 https://doi.org/10.7717/peerj-cs.142 NNP work_2p32le2xefgk7mdiaxsaftmnmu 4 2 https://doi.org/10.7717/peerj-cs.142 https://doi.org/10.7717/peerj-cs.142 NNP work_2p32le2xefgk7mdiaxsaftmnmu 4 3 https://vbn.aau.dk/en/publications/df049490-73ef-44b2-835f-2fc6da4c5ceb https://vbn.aau.dk/en/publications/df049490-73ef-44b2-835f-2fc6da4c5ceb NNP work_2p32le2xefgk7mdiaxsaftmnmu 4 4 https://doi.org/10.7717/peerj-cs.142 https://doi.org/10.7717/peerj-cs.142 NNP work_2p32le2xefgk7mdiaxsaftmnmu 4 5 Submitted submit VBD work_2p32le2xefgk7mdiaxsaftmnmu 4 6 5 5 CD work_2p32le2xefgk7mdiaxsaftmnmu 4 7 October October NNP work_2p32le2xefgk7mdiaxsaftmnmu 4 8 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 4 9 Accepted accept VBD work_2p32le2xefgk7mdiaxsaftmnmu 4 10 15 15 CD work_2p32le2xefgk7mdiaxsaftmnmu 4 11 November November NNP work_2p32le2xefgk7mdiaxsaftmnmu 4 12 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 4 13 Published publish VBD work_2p32le2xefgk7mdiaxsaftmnmu 4 14 18 18 CD work_2p32le2xefgk7mdiaxsaftmnmu 4 15 December December NNP work_2p32le2xefgk7mdiaxsaftmnmu 4 16 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 4 17 Corresponding Corresponding NNP work_2p32le2xefgk7mdiaxsaftmnmu 4 18 author author NN work_2p32le2xefgk7mdiaxsaftmnmu 4 19 Nicolas Nicolas NNP work_2p32le2xefgk7mdiaxsaftmnmu 4 20 P. P. NNP work_2p32le2xefgk7mdiaxsaftmnmu 4 21 Rougier Rougier NNP work_2p32le2xefgk7mdiaxsaftmnmu 4 22 , , , work_2p32le2xefgk7mdiaxsaftmnmu 4 23 Nicolas.Rougier@inria.fr Nicolas.Rougier@inria.fr NNP work_2p32le2xefgk7mdiaxsaftmnmu 4 24 Academic Academic NNP work_2p32le2xefgk7mdiaxsaftmnmu 4 25 editor editor NN work_2p32le2xefgk7mdiaxsaftmnmu 4 26 Feng Feng NNP work_2p32le2xefgk7mdiaxsaftmnmu 4 27 Xia Xia NNP work_2p32le2xefgk7mdiaxsaftmnmu 4 28 Additional Additional NNP work_2p32le2xefgk7mdiaxsaftmnmu 4 29 Information Information NNP work_2p32le2xefgk7mdiaxsaftmnmu 4 30 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 4 31 Declarations declaration NNS work_2p32le2xefgk7mdiaxsaftmnmu 4 32 can can MD work_2p32le2xefgk7mdiaxsaftmnmu 4 33 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 4 34 found find VBN work_2p32le2xefgk7mdiaxsaftmnmu 4 35 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 4 36 page page NN work_2p32le2xefgk7mdiaxsaftmnmu 4 37 14 14 CD work_2p32le2xefgk7mdiaxsaftmnmu 4 38 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 4 39 10.7717 10.7717 CD work_2p32le2xefgk7mdiaxsaftmnmu 4 40 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 4 41 peerj peerj NNP work_2p32le2xefgk7mdiaxsaftmnmu 4 42 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 4 43 cs.142 cs.142 NNP work_2p32le2xefgk7mdiaxsaftmnmu 4 44 Copyright copyright NN work_2p32le2xefgk7mdiaxsaftmnmu 4 45 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 4 46 Rougier Rougier NNP work_2p32le2xefgk7mdiaxsaftmnmu 4 47 et et NNP work_2p32le2xefgk7mdiaxsaftmnmu 4 48 al al NNP work_2p32le2xefgk7mdiaxsaftmnmu 4 49 . . . work_2p32le2xefgk7mdiaxsaftmnmu 5 1 Distributed distribute VBN work_2p32le2xefgk7mdiaxsaftmnmu 5 2 under under IN work_2p32le2xefgk7mdiaxsaftmnmu 5 3 Creative Creative NNP work_2p32le2xefgk7mdiaxsaftmnmu 5 4 Commons Commons NNP work_2p32le2xefgk7mdiaxsaftmnmu 5 5 CC CC NNP work_2p32le2xefgk7mdiaxsaftmnmu 5 6 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 5 7 BY BY NNP work_2p32le2xefgk7mdiaxsaftmnmu 5 8 4.0 4.0 CD work_2p32le2xefgk7mdiaxsaftmnmu 5 9 OPEN open JJ work_2p32le2xefgk7mdiaxsaftmnmu 5 10 ACCESS access NN work_2p32le2xefgk7mdiaxsaftmnmu 5 11 Sustainable sustainable JJ work_2p32le2xefgk7mdiaxsaftmnmu 5 12 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 5 13 science science NN work_2p32le2xefgk7mdiaxsaftmnmu 5 14 : : : work_2p32le2xefgk7mdiaxsaftmnmu 5 15 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 5 16 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 5 17 initiative initiative NN work_2p32le2xefgk7mdiaxsaftmnmu 5 18 Nicolas Nicolas NNP work_2p32le2xefgk7mdiaxsaftmnmu 5 19 P. P. NNP work_2p32le2xefgk7mdiaxsaftmnmu 5 20 Rougier1 Rougier1 NNP work_2p32le2xefgk7mdiaxsaftmnmu 5 21 , , , work_2p32le2xefgk7mdiaxsaftmnmu 5 22 Konrad Konrad NNP work_2p32le2xefgk7mdiaxsaftmnmu 5 23 Hinsen2 Hinsen2 NNP work_2p32le2xefgk7mdiaxsaftmnmu 5 24 , , , work_2p32le2xefgk7mdiaxsaftmnmu 5 25 Frédéric Frédéric NNP work_2p32le2xefgk7mdiaxsaftmnmu 5 26 Alexandre1 Alexandre1 NNP work_2p32le2xefgk7mdiaxsaftmnmu 5 27 , , , work_2p32le2xefgk7mdiaxsaftmnmu 5 28 Thomas Thomas NNP work_2p32le2xefgk7mdiaxsaftmnmu 5 29 Arildsen3 Arildsen3 NNP work_2p32le2xefgk7mdiaxsaftmnmu 5 30 , , , work_2p32le2xefgk7mdiaxsaftmnmu 5 31 Lorena Lorena NNP work_2p32le2xefgk7mdiaxsaftmnmu 5 32 A. a. NN work_2p32le2xefgk7mdiaxsaftmnmu 5 33 Barba4 Barba4 NNP work_2p32le2xefgk7mdiaxsaftmnmu 5 34 , , , work_2p32le2xefgk7mdiaxsaftmnmu 5 35 Fabien Fabien NNP work_2p32le2xefgk7mdiaxsaftmnmu 5 36 C.Y. C.Y. NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 1 Benureau1 Benureau1 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 2 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 3 C. C. NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 4 Titus Titus NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 5 Brown5 Brown5 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 6 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 7 Pierre Pierre NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 8 de de NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 9 Buyl6 Buyl6 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 10 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 11 Ozan Ozan NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 12 Caglayan7 Caglayan7 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 13 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 14 Andrew Andrew NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 15 P. P. NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 16 Davison8 Davison8 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 17 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 18 Marc Marc NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 19 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 6 20 André André NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 21 Delsuc9 Delsuc9 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 22 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 23 Georgios Georgios NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 24 Detorakis10 Detorakis10 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 25 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 26 Alexandra Alexandra NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 27 K. K. NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 28 Diem11 Diem11 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 29 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 30 Damien Damien NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 31 Drix12 Drix12 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 32 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 33 Pierre Pierre NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 34 Enel13 Enel13 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 35 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 36 Benoît Benoît NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 37 Girard14 Girard14 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 38 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 39 Olivia Olivia NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 40 Guest15 Guest15 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 41 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 42 Matt Matt NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 43 G. G. NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 44 Hall16 Hall16 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 45 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 46 Rafael Rafael NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 47 N. N. NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 48 Henriques17 Henriques17 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 49 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 50 Xavier Xavier NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 51 Hinaut1 Hinaut1 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 52 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 53 Kamil Kamil NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 54 S. S. NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 55 Jaron18 Jaron18 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 56 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 57 Mehdi Mehdi NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 58 Khamassi14 Khamassi14 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 59 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 60 Almar Almar NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 61 Klein19 Klein19 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 62 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 63 Tiina Tiina NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 64 Manninen20 Manninen20 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 65 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 66 Pietro Pietro NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 67 Marchesi21 Marchesi21 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 68 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 69 Daniel Daniel NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 70 McGlinn22 McGlinn22 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 71 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 72 Christoph Christoph NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 73 Metzner23 Metzner23 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 74 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 75 Owen Owen NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 76 Petchey24 Petchey24 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 77 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 78 Hans Hans NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 79 Ekkehard Ekkehard NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 80 Plesser25 Plesser25 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 81 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 82 Timothée Timothée NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 83 Poisot26 Poisot26 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 84 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 85 Karthik Karthik NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 86 Ram27 Ram27 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 87 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 88 Yoav Yoav NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 89 Ram28 Ram28 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 90 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 91 Etienne Etienne NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 92 Roesch29 Roesch29 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 93 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 94 Cyrille Cyrille NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 95 Rossant30 Rossant30 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 96 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 97 Vahid Vahid NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 98 Rostami31 Rostami31 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 99 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 100 Aaron Aaron NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 101 Shifman32 Shifman32 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 102 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 103 Joseph Joseph NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 104 Stachelek33 Stachelek33 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 105 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 106 Marcel Marcel NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 107 Stimberg34 Stimberg34 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 108 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 109 Frank Frank NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 110 Stollmeier35 Stollmeier35 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 111 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 112 Federico Federico NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 113 Vaggi36 Vaggi36 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 114 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 115 Guillaume Guillaume NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 116 Viejo14 Viejo14 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 117 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 118 Julien Julien NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 119 Vitay37 Vitay37 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 120 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 121 Anya Anya NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 122 E. E. NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 123 Vostinar38 Vostinar38 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 124 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 125 Roman Roman NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 126 Yurchak39 Yurchak39 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 127 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 6 128 Tiziano Tiziano NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 129 Zito40 Zito40 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 130 1 1 CD work_2p32le2xefgk7mdiaxsaftmnmu 6 131 INRIA INRIA NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 132 Bordeaux Bordeaux NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 133 Sud Sud NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 134 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 6 135 Ouest Ouest NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 136 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 137 Talence Talence NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 138 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 139 France France NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 140 2 2 CD work_2p32le2xefgk7mdiaxsaftmnmu 6 141 Centre Centre NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 142 de de NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 143 Biophysique Biophysique NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 144 Moléculaire Moléculaire NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 145 UPR4301 UPR4301 NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 146 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 147 CNRS CNRS NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 148 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 149 Orléans Orléans NNPS work_2p32le2xefgk7mdiaxsaftmnmu 6 150 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 151 France France NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 152 3 3 CD work_2p32le2xefgk7mdiaxsaftmnmu 6 153 Department Department NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 154 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 6 155 Electronic Electronic NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 156 Systems Systems NNPS work_2p32le2xefgk7mdiaxsaftmnmu 6 157 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 158 Technical Technical NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 159 Faculty Faculty NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 160 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 6 161 IT IT NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 162 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 6 163 Design Design NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 164 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 165 Aalborg Aalborg NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 166 University University NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 167 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 168 Aalborg Aalborg NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 169 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 170 Denmark Denmark NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 171 4 4 CD work_2p32le2xefgk7mdiaxsaftmnmu 6 172 Department Department NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 173 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 6 174 Mechanical Mechanical NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 175 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 6 176 Aerospace Aerospace NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 177 Engineering Engineering NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 178 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 179 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 6 180 George George NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 181 Washington Washington NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 182 University University NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 183 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 184 Washington Washington NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 185 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 186 D.C. D.C. NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 187 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 188 USA USA NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 189 5 5 CD work_2p32le2xefgk7mdiaxsaftmnmu 6 190 Department Department NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 191 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 6 192 Population Population NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 193 Health Health NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 194 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 6 195 Reproduction Reproduction NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 196 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 197 University University NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 198 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 6 199 California California NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 200 Davis Davis NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 201 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 202 Davis Davis NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 203 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 204 CA CA NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 205 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 206 USA USA NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 207 6 6 CD work_2p32le2xefgk7mdiaxsaftmnmu 6 208 Instituut Instituut NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 209 voor voor NN work_2p32le2xefgk7mdiaxsaftmnmu 6 210 Theoretische Theoretische NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 211 Fysica Fysica NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 212 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 213 KU KU NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 214 Leuven Leuven NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 215 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 216 Leuven Leuven NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 217 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 218 Belgium Belgium NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 219 7 7 CD work_2p32le2xefgk7mdiaxsaftmnmu 6 220 Laboratoire Laboratoire NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 221 d’Informatique d’informatique NN work_2p32le2xefgk7mdiaxsaftmnmu 6 222 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 6 223 LIUM LIUM NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 224 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 6 225 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 226 Le Le NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 227 Mans Mans NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 228 University University NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 229 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 230 Le Le NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 231 Mans Mans NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 232 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 233 France France NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 234 8 8 CD work_2p32le2xefgk7mdiaxsaftmnmu 6 235 UNIC UNIC NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 236 FRE fre NN work_2p32le2xefgk7mdiaxsaftmnmu 6 237 3693 3693 CD work_2p32le2xefgk7mdiaxsaftmnmu 6 238 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 239 CNRS CNRS NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 240 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 241 Gif Gif NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 242 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 6 243 sur sur NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 244 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 6 245 Yvette Yvette NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 246 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 247 France France NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 248 9 9 CD work_2p32le2xefgk7mdiaxsaftmnmu 6 249 Institut Institut NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 250 de de FW work_2p32le2xefgk7mdiaxsaftmnmu 6 251 Génétique Génétique NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 252 et et FW work_2p32le2xefgk7mdiaxsaftmnmu 6 253 de de NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 254 Biologie Biologie NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 255 Moléculaire Moléculaire NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 256 et et FW work_2p32le2xefgk7mdiaxsaftmnmu 6 257 Cellulaire Cellulaire NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 258 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 259 Illkirch Illkirch NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 260 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 261 France France NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 262 10 10 CD work_2p32le2xefgk7mdiaxsaftmnmu 6 263 Department Department NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 264 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 6 265 Cognitive Cognitive NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 266 Sciences Sciences NNPS work_2p32le2xefgk7mdiaxsaftmnmu 6 267 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 268 University University NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 269 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 6 270 California California NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 271 Irvine Irvine NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 272 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 273 Irvine Irvine NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 274 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 275 CA CA NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 276 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 277 USA USA NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 278 11 11 CD work_2p32le2xefgk7mdiaxsaftmnmu 6 279 Computational Computational NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 280 Engineering Engineering NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 281 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 6 282 Design Design NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 283 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 284 University University NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 285 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 6 286 Southampton Southampton NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 287 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 288 Southampton Southampton NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 289 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 290 United United NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 291 Kingdom Kingdom NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 292 12 12 CD work_2p32le2xefgk7mdiaxsaftmnmu 6 293 Humboldt Humboldt NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 294 Universität Universität NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 295 zu zu VBZ work_2p32le2xefgk7mdiaxsaftmnmu 6 296 Berlin Berlin NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 297 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 298 Berlin Berlin NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 299 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 300 Germany Germany NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 301 13 13 CD work_2p32le2xefgk7mdiaxsaftmnmu 6 302 Department Department NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 303 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 6 304 Neuroscience Neuroscience NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 305 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 306 Mount Mount NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 307 Sinai Sinai NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 308 School School NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 309 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 6 310 Medicine Medicine NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 311 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 312 New New NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 313 York York NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 314 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 315 NY NY NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 316 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 317 USA USA NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 318 14 14 CD work_2p32le2xefgk7mdiaxsaftmnmu 6 319 Institute Institute NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 320 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 6 321 Intelligent Intelligent NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 322 Systems Systems NNPS work_2p32le2xefgk7mdiaxsaftmnmu 6 323 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 6 324 Robotics Robotics NNPS work_2p32le2xefgk7mdiaxsaftmnmu 6 325 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 326 Sorbonne Sorbonne NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 327 Universités Universités NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 328 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 6 329 UPMC UPMC NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 330 Univ Univ NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 331 Paris Paris NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 332 06 06 CD work_2p32le2xefgk7mdiaxsaftmnmu 6 333 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 6 334 CNRS CNRS NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 335 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 336 Paris Paris NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 337 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 338 France France NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 339 15 15 CD work_2p32le2xefgk7mdiaxsaftmnmu 6 340 Experimental Experimental NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 341 Psychology Psychology NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 342 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 343 University University NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 344 College College NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 345 London London NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 346 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 347 London London NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 348 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 349 Greater Greater NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 350 London London NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 351 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 352 United United NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 353 Kingdom Kingdom NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 354 16 16 CD work_2p32le2xefgk7mdiaxsaftmnmu 6 355 UCL UCL NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 356 Great Great NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 357 Ormond Ormond NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 358 St St NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 359 Institute Institute NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 360 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 6 361 Child Child NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 362 Health Health NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 363 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 364 London London NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 365 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 366 United United NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 367 Kingdom Kingdom NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 368 17 17 CD work_2p32le2xefgk7mdiaxsaftmnmu 6 369 Champalimaud Champalimaud NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 370 Centre Centre NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 371 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 6 372 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 6 373 Unknown unknown JJ work_2p32le2xefgk7mdiaxsaftmnmu 6 374 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 375 Champalimaud Champalimaud NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 376 Neuroscience Neuroscience NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 377 Program Program NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 378 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 379 Lisbon Lisbon NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 380 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 381 Portugal Portugal NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 382 18 18 CD work_2p32le2xefgk7mdiaxsaftmnmu 6 383 Department Department NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 384 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 6 385 Ecology Ecology NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 386 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 6 387 Evolution Evolution NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 388 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 389 University University NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 390 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 6 391 Lausanne Lausanne NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 392 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 393 Lausanne Lausanne NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 394 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 395 Switzerland Switzerland NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 396 19 19 CD work_2p32le2xefgk7mdiaxsaftmnmu 6 397 Independent independent JJ work_2p32le2xefgk7mdiaxsaftmnmu 6 398 scholar scholar NN work_2p32le2xefgk7mdiaxsaftmnmu 6 399 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 400 Enschede Enschede NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 401 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 402 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 6 403 Netherlands Netherlands NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 404 20 20 CD work_2p32le2xefgk7mdiaxsaftmnmu 6 405 BioMediTech BioMediTech NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 406 Institute Institute NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 407 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 6 408 Faculty Faculty NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 409 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 6 410 Biomedical Biomedical NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 411 Sciences Sciences NNPS work_2p32le2xefgk7mdiaxsaftmnmu 6 412 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 6 413 Engineering Engineering NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 414 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 415 Tampere Tampere NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 416 University University NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 417 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 6 418 Technology Technology NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 419 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 420 Tampere Tampere NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 421 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 422 Finland Finland NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 423 21 21 CD work_2p32le2xefgk7mdiaxsaftmnmu 6 424 Swammerdam Swammerdam NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 425 Institute Institute NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 426 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 6 427 Life Life NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 428 Sciences Sciences NNPS work_2p32le2xefgk7mdiaxsaftmnmu 6 429 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 430 University University NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 431 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 6 432 Amsterdam Amsterdam NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 433 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 434 Amsterdam Amsterdam NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 435 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 436 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 6 437 Netherlands Netherlands NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 438 22 22 CD work_2p32le2xefgk7mdiaxsaftmnmu 6 439 Department Department NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 440 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 6 441 Biology Biology NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 442 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 443 College College NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 444 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 6 445 Charleston Charleston NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 446 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 447 Charleston Charleston NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 448 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 449 SC SC NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 450 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 451 USA USA NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 452 23 23 CD work_2p32le2xefgk7mdiaxsaftmnmu 6 453 Centre Centre NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 454 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 6 455 Computer Computer NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 456 Science Science NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 457 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 6 458 Informatics Informatics NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 459 Research Research NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 460 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 461 University University NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 462 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 6 463 Hertfordshire Hertfordshire NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 464 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 465 Hatfield Hatfield NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 466 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 467 United United NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 468 Kingdom Kingdom NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 469 24 24 CD work_2p32le2xefgk7mdiaxsaftmnmu 6 470 Department Department NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 471 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 6 472 Evolutionary Evolutionary NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 473 Biology Biology NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 474 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 6 475 Environmental Environmental NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 476 Studies Studies NNPS work_2p32le2xefgk7mdiaxsaftmnmu 6 477 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 478 University University NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 479 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 6 480 Zurich Zurich NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 481 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 482 Zurich Zurich NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 483 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 484 Switzerland Switzerland NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 485 25 25 CD work_2p32le2xefgk7mdiaxsaftmnmu 6 486 Faculty Faculty NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 487 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 6 488 Science Science NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 489 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 6 490 Technology Technology NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 491 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 492 Norwegian Norwegian NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 493 University University NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 494 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 6 495 Life Life NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 496 Sciences Sciences NNPS work_2p32le2xefgk7mdiaxsaftmnmu 6 497 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 498 Aas Aas NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 499 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 500 Norway Norway NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 501 26 26 CD work_2p32le2xefgk7mdiaxsaftmnmu 6 502 Département Département NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 503 de de IN work_2p32le2xefgk7mdiaxsaftmnmu 6 504 Sciences Sciences NNPS work_2p32le2xefgk7mdiaxsaftmnmu 6 505 Biologiques Biologiques NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 506 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 507 Université Université NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 508 de de IN work_2p32le2xefgk7mdiaxsaftmnmu 6 509 Montréal Montréal NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 510 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 511 Montréal Montréal NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 512 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 513 QC QC NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 514 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 515 Canada Canada NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 516 27 27 CD work_2p32le2xefgk7mdiaxsaftmnmu 6 517 Berkeley Berkeley NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 518 Institute Institute NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 519 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 6 520 Data Data NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 521 Science Science NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 522 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 523 University University NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 524 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 6 525 California California NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 526 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 527 Berkeley Berkeley NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 528 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 529 CA CA NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 530 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 531 USA USA NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 532 28 28 CD work_2p32le2xefgk7mdiaxsaftmnmu 6 533 Department Department NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 534 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 6 535 Biology Biology NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 536 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 537 Stanford Stanford NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 538 University University NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 539 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 540 Stanford Stanford NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 541 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 542 CA CA NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 543 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 544 USA USA NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 545 29 29 CD work_2p32le2xefgk7mdiaxsaftmnmu 6 546 Centre Centre NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 547 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 6 548 Integrative Integrative NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 549 Neuroscience Neuroscience NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 550 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 551 University University NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 552 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 6 553 Reading Reading NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 554 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 555 Reading Reading NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 556 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 557 United United NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 558 Kingdom Kingdom NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 559 30 30 CD work_2p32le2xefgk7mdiaxsaftmnmu 6 560 Institute Institute NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 561 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 6 562 Neurology Neurology NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 563 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 564 University University NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 565 College College NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 566 London London NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 567 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 568 London London NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 569 , , , work_2p32le2xefgk7mdiaxsaftmnmu 6 570 United United NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 571 Kingdom Kingdom NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 572 How how WRB work_2p32le2xefgk7mdiaxsaftmnmu 6 573 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 6 574 cite cite VB work_2p32le2xefgk7mdiaxsaftmnmu 6 575 this this DT work_2p32le2xefgk7mdiaxsaftmnmu 6 576 article article NN work_2p32le2xefgk7mdiaxsaftmnmu 6 577 Rougier Rougier NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 578 et et FW work_2p32le2xefgk7mdiaxsaftmnmu 6 579 al al NNP work_2p32le2xefgk7mdiaxsaftmnmu 6 580 . . . work_2p32le2xefgk7mdiaxsaftmnmu 7 1 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 7 2 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 7 3 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 7 4 , , , work_2p32le2xefgk7mdiaxsaftmnmu 7 5 Sustainable sustainable JJ work_2p32le2xefgk7mdiaxsaftmnmu 7 6 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 7 7 science science NN work_2p32le2xefgk7mdiaxsaftmnmu 7 8 : : : work_2p32le2xefgk7mdiaxsaftmnmu 7 9 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 7 10 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 7 11 initiative initiative NN work_2p32le2xefgk7mdiaxsaftmnmu 7 12 . . . work_2p32le2xefgk7mdiaxsaftmnmu 8 1 PeerJ PeerJ NNP work_2p32le2xefgk7mdiaxsaftmnmu 8 2 Comput comput NN work_2p32le2xefgk7mdiaxsaftmnmu 8 3 . . . work_2p32le2xefgk7mdiaxsaftmnmu 9 1 Sci Sci NNP work_2p32le2xefgk7mdiaxsaftmnmu 9 2 . . . work_2p32le2xefgk7mdiaxsaftmnmu 10 1 3 3 LS work_2p32le2xefgk7mdiaxsaftmnmu 10 2 : : : work_2p32le2xefgk7mdiaxsaftmnmu 10 3 e142 e142 NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 4 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 10 5 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 6 10.7717 10.7717 CD work_2p32le2xefgk7mdiaxsaftmnmu 10 7 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 10 8 peerj peerj NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 9 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 10 10 cs.142 cs.142 NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 11 https://peerj.com https://peerj.com ADD work_2p32le2xefgk7mdiaxsaftmnmu 10 12 mailto:Nicolas.Rougier@inria.fr mailto:nicolas.rougier@inria.fr NN work_2p32le2xefgk7mdiaxsaftmnmu 10 13 https://peerj.com/academic-boards/editors/ https://peerj.com/academic-boards/editors/ NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 14 https://peerj.com/academic-boards/editors/ https://peerj.com/academic-boards/editors/ NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 15 http://dx.doi.org/10.7717/peerj-cs.142 http://dx.doi.org/10.7717/peerj-cs.142 NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 16 http://creativecommons.org/licenses/by/4.0/ http://creativecommons.org/licenses/by/4.0/ ADD work_2p32le2xefgk7mdiaxsaftmnmu 10 17 http://creativecommons.org/licenses/by/4.0/ http://creativecommons.org/licenses/by/4.0/ NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 18 http://dx.doi.org/10.7717/peerj-cs.142 http://dx.doi.org/10.7717/peerj-cs.142 NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 19 31 31 CD work_2p32le2xefgk7mdiaxsaftmnmu 10 20 Institute Institute NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 21 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 10 22 Neuroscience Neuroscience NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 23 & & CC work_2p32le2xefgk7mdiaxsaftmnmu 10 24 Medicine Medicine NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 25 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 26 Juelich Juelich NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 27 Forschungszentrum Forschungszentrum NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 28 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 29 Jülich Jülich NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 30 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 31 Germany Germany NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 32 32 32 CD work_2p32le2xefgk7mdiaxsaftmnmu 10 33 Department Department NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 34 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 10 35 Biology Biology NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 36 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 37 University University NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 38 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 10 39 Ottawa Ottawa NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 40 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 41 Ottawa Ottawa NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 42 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 43 Ontario Ontario NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 44 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 45 Canada Canada NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 46 33 33 CD work_2p32le2xefgk7mdiaxsaftmnmu 10 47 Department Department NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 48 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 10 49 Fisheries Fisheries NNPS work_2p32le2xefgk7mdiaxsaftmnmu 10 50 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 10 51 Wildlife Wildlife NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 52 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 53 Michigan Michigan NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 54 State State NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 55 University University NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 56 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 57 East East NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 58 Lansing Lansing NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 59 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 60 MI MI NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 61 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 62 USA USA NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 63 34 34 CD work_2p32le2xefgk7mdiaxsaftmnmu 10 64 Sorbonne Sorbonne NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 65 Universités Universités NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 66 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 10 67 UPMC UPMC NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 68 Univ Univ NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 69 Paris Paris NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 70 06 06 . work_2p32le2xefgk7mdiaxsaftmnmu 10 71 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 10 72 INSERM INSERM NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 73 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 10 74 CNRS CNRS NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 75 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 10 76 Institut Institut NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 77 de de IN work_2p32le2xefgk7mdiaxsaftmnmu 10 78 la la NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 79 Vision Vision NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 80 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 81 Paris Paris NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 82 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 83 France France NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 84 35 35 CD work_2p32le2xefgk7mdiaxsaftmnmu 10 85 Max Max NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 86 Planck Planck NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 87 Institute Institute NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 88 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 10 89 Dynamics Dynamics NNPS work_2p32le2xefgk7mdiaxsaftmnmu 10 90 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 10 91 Self Self NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 92 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 10 93 Organization Organization NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 94 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 95 Göttingen Göttingen NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 96 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 97 Lower Lower NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 98 Saxony Saxony NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 99 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 100 Germany Germany NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 101 36 36 CD work_2p32le2xefgk7mdiaxsaftmnmu 10 102 Amazon Amazon NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 103 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 104 Seattle Seattle NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 105 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 106 WA WA NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 107 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 108 USA USA NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 109 37 37 CD work_2p32le2xefgk7mdiaxsaftmnmu 10 110 Department Department NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 111 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 10 112 Computer Computer NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 113 Science Science NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 114 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 115 Chemnitz Chemnitz NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 116 University University NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 117 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 10 118 Technology Technology NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 119 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 120 Chemnitz Chemnitz NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 121 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 122 Saxony Saxony NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 123 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 124 Germany Germany NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 125 38 38 CD work_2p32le2xefgk7mdiaxsaftmnmu 10 126 Department Department NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 127 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 10 128 Computer Computer NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 129 Science Science NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 130 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 131 Grinnell Grinnell NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 132 College College NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 133 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 134 Grinnell Grinnell NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 135 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 136 IA IA NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 137 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 138 USA USA NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 139 39 39 CD work_2p32le2xefgk7mdiaxsaftmnmu 10 140 Symerio Symerio NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 141 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 142 Palaiseau Palaiseau NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 143 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 144 France France NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 145 40 40 CD work_2p32le2xefgk7mdiaxsaftmnmu 10 146 Neural Neural NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 147 Information Information NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 148 Processing Processing NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 149 Group Group NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 150 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 151 Eberhard Eberhard NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 152 Karls Karls NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 153 Universität Universität NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 154 Tübingen Tübingen NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 155 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 156 Tübingen Tübingen NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 157 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 158 Germany Germany NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 159 ABSTRACT ABSTRACT NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 160 Computer Computer NNP work_2p32le2xefgk7mdiaxsaftmnmu 10 161 science science NN work_2p32le2xefgk7mdiaxsaftmnmu 10 162 offers offer VBZ work_2p32le2xefgk7mdiaxsaftmnmu 10 163 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 10 164 large large JJ work_2p32le2xefgk7mdiaxsaftmnmu 10 165 set set NN work_2p32le2xefgk7mdiaxsaftmnmu 10 166 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 10 167 tools tool NNS work_2p32le2xefgk7mdiaxsaftmnmu 10 168 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 10 169 prototyping prototyping NN work_2p32le2xefgk7mdiaxsaftmnmu 10 170 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 171 writing writing NN work_2p32le2xefgk7mdiaxsaftmnmu 10 172 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 173 running running NN work_2p32le2xefgk7mdiaxsaftmnmu 10 174 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 175 testing testing NN work_2p32le2xefgk7mdiaxsaftmnmu 10 176 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 177 validating validating NN work_2p32le2xefgk7mdiaxsaftmnmu 10 178 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 179 sharing share VBG work_2p32le2xefgk7mdiaxsaftmnmu 10 180 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 10 181 reproducing reproducing NN work_2p32le2xefgk7mdiaxsaftmnmu 10 182 results result NNS work_2p32le2xefgk7mdiaxsaftmnmu 10 183 ; ; , work_2p32le2xefgk7mdiaxsaftmnmu 10 184 however however RB work_2p32le2xefgk7mdiaxsaftmnmu 10 185 , , , work_2p32le2xefgk7mdiaxsaftmnmu 10 186 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 10 187 science science NN work_2p32le2xefgk7mdiaxsaftmnmu 10 188 lags lag VBZ work_2p32le2xefgk7mdiaxsaftmnmu 10 189 behind behind RB work_2p32le2xefgk7mdiaxsaftmnmu 10 190 . . . work_2p32le2xefgk7mdiaxsaftmnmu 11 1 In in IN work_2p32le2xefgk7mdiaxsaftmnmu 11 2 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 11 3 best good JJS work_2p32le2xefgk7mdiaxsaftmnmu 11 4 case case NN work_2p32le2xefgk7mdiaxsaftmnmu 11 5 , , , work_2p32le2xefgk7mdiaxsaftmnmu 11 6 authors author NNS work_2p32le2xefgk7mdiaxsaftmnmu 11 7 may may MD work_2p32le2xefgk7mdiaxsaftmnmu 11 8 provide provide VB work_2p32le2xefgk7mdiaxsaftmnmu 11 9 their -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 11 10 source source NN work_2p32le2xefgk7mdiaxsaftmnmu 11 11 code code NN work_2p32le2xefgk7mdiaxsaftmnmu 11 12 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 11 13 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 11 14 compressed compress VBN work_2p32le2xefgk7mdiaxsaftmnmu 11 15 archive archive NN work_2p32le2xefgk7mdiaxsaftmnmu 11 16 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 11 17 they -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 11 18 may may MD work_2p32le2xefgk7mdiaxsaftmnmu 11 19 feel feel VB work_2p32le2xefgk7mdiaxsaftmnmu 11 20 confident confident JJ work_2p32le2xefgk7mdiaxsaftmnmu 11 21 their -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 11 22 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 11 23 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 11 24 reproducible reproducible JJ work_2p32le2xefgk7mdiaxsaftmnmu 11 25 . . . work_2p32le2xefgk7mdiaxsaftmnmu 12 1 But but CC work_2p32le2xefgk7mdiaxsaftmnmu 12 2 this this DT work_2p32le2xefgk7mdiaxsaftmnmu 12 3 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 12 4 not not RB work_2p32le2xefgk7mdiaxsaftmnmu 12 5 exactly exactly RB work_2p32le2xefgk7mdiaxsaftmnmu 12 6 true true JJ work_2p32le2xefgk7mdiaxsaftmnmu 12 7 . . . work_2p32le2xefgk7mdiaxsaftmnmu 13 1 James James NNP work_2p32le2xefgk7mdiaxsaftmnmu 13 2 Buckheit Buckheit NNP work_2p32le2xefgk7mdiaxsaftmnmu 13 3 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 13 4 David David NNP work_2p32le2xefgk7mdiaxsaftmnmu 13 5 Donoho Donoho NNP work_2p32le2xefgk7mdiaxsaftmnmu 13 6 proposed propose VBD work_2p32le2xefgk7mdiaxsaftmnmu 13 7 more more JJR work_2p32le2xefgk7mdiaxsaftmnmu 13 8 than than IN work_2p32le2xefgk7mdiaxsaftmnmu 13 9 two two CD work_2p32le2xefgk7mdiaxsaftmnmu 13 10 decades decade NNS work_2p32le2xefgk7mdiaxsaftmnmu 13 11 ago ago RB work_2p32le2xefgk7mdiaxsaftmnmu 13 12 that that IN work_2p32le2xefgk7mdiaxsaftmnmu 13 13 an an DT work_2p32le2xefgk7mdiaxsaftmnmu 13 14 article article NN work_2p32le2xefgk7mdiaxsaftmnmu 13 15 about about IN work_2p32le2xefgk7mdiaxsaftmnmu 13 16 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 13 17 results result NNS work_2p32le2xefgk7mdiaxsaftmnmu 13 18 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 13 19 advertising advertise VBG work_2p32le2xefgk7mdiaxsaftmnmu 13 20 , , , work_2p32le2xefgk7mdiaxsaftmnmu 13 21 not not RB work_2p32le2xefgk7mdiaxsaftmnmu 13 22 scholarship scholarship NN work_2p32le2xefgk7mdiaxsaftmnmu 13 23 . . . work_2p32le2xefgk7mdiaxsaftmnmu 14 1 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 14 2 actual actual JJ work_2p32le2xefgk7mdiaxsaftmnmu 14 3 scholarship scholarship NN work_2p32le2xefgk7mdiaxsaftmnmu 14 4 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 14 5 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 14 6 full full JJ work_2p32le2xefgk7mdiaxsaftmnmu 14 7 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 14 8 environment environment NN work_2p32le2xefgk7mdiaxsaftmnmu 14 9 , , , work_2p32le2xefgk7mdiaxsaftmnmu 14 10 code code NN work_2p32le2xefgk7mdiaxsaftmnmu 14 11 , , , work_2p32le2xefgk7mdiaxsaftmnmu 14 12 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 14 13 data datum NNS work_2p32le2xefgk7mdiaxsaftmnmu 14 14 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 14 15 produced produce VBD work_2p32le2xefgk7mdiaxsaftmnmu 14 16 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 14 17 result result NN work_2p32le2xefgk7mdiaxsaftmnmu 14 18 . . . work_2p32le2xefgk7mdiaxsaftmnmu 15 1 This this DT work_2p32le2xefgk7mdiaxsaftmnmu 15 2 implies imply VBZ work_2p32le2xefgk7mdiaxsaftmnmu 15 3 new new JJ work_2p32le2xefgk7mdiaxsaftmnmu 15 4 workflows workflow NNS work_2p32le2xefgk7mdiaxsaftmnmu 15 5 , , , work_2p32le2xefgk7mdiaxsaftmnmu 15 6 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 15 7 particular particular JJ work_2p32le2xefgk7mdiaxsaftmnmu 15 8 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 15 9 peer peer NN work_2p32le2xefgk7mdiaxsaftmnmu 15 10 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 15 11 reviews review NNS work_2p32le2xefgk7mdiaxsaftmnmu 15 12 . . . work_2p32le2xefgk7mdiaxsaftmnmu 16 1 Existing exist VBG work_2p32le2xefgk7mdiaxsaftmnmu 16 2 journals journal NNS work_2p32le2xefgk7mdiaxsaftmnmu 16 3 have have VBP work_2p32le2xefgk7mdiaxsaftmnmu 16 4 been be VBN work_2p32le2xefgk7mdiaxsaftmnmu 16 5 slow slow JJ work_2p32le2xefgk7mdiaxsaftmnmu 16 6 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 16 7 adapt adapt VB work_2p32le2xefgk7mdiaxsaftmnmu 16 8 : : : work_2p32le2xefgk7mdiaxsaftmnmu 16 9 source source NN work_2p32le2xefgk7mdiaxsaftmnmu 16 10 codes code NNS work_2p32le2xefgk7mdiaxsaftmnmu 16 11 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 16 12 rarely rarely RB work_2p32le2xefgk7mdiaxsaftmnmu 16 13 requested request VBN work_2p32le2xefgk7mdiaxsaftmnmu 16 14 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 16 15 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 16 16 hardly hardly RB work_2p32le2xefgk7mdiaxsaftmnmu 16 17 ever ever RB work_2p32le2xefgk7mdiaxsaftmnmu 16 18 actually actually RB work_2p32le2xefgk7mdiaxsaftmnmu 16 19 executed execute VBN work_2p32le2xefgk7mdiaxsaftmnmu 16 20 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 16 21 check check VB work_2p32le2xefgk7mdiaxsaftmnmu 16 22 that that IN work_2p32le2xefgk7mdiaxsaftmnmu 16 23 they -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 16 24 produce produce VBP work_2p32le2xefgk7mdiaxsaftmnmu 16 25 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 16 26 results result NNS work_2p32le2xefgk7mdiaxsaftmnmu 16 27 advertised advertise VBN work_2p32le2xefgk7mdiaxsaftmnmu 16 28 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 16 29 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 16 30 article article NN work_2p32le2xefgk7mdiaxsaftmnmu 16 31 . . . work_2p32le2xefgk7mdiaxsaftmnmu 17 1 ReScience rescience NN work_2p32le2xefgk7mdiaxsaftmnmu 17 2 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 17 3 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 17 4 peer peer NN work_2p32le2xefgk7mdiaxsaftmnmu 17 5 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 17 6 reviewed review VBN work_2p32le2xefgk7mdiaxsaftmnmu 17 7 journal journal NN work_2p32le2xefgk7mdiaxsaftmnmu 17 8 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 17 9 targets target VBZ work_2p32le2xefgk7mdiaxsaftmnmu 17 10 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 17 11 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 17 12 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 17 13 encourages encourage VBZ work_2p32le2xefgk7mdiaxsaftmnmu 17 14 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 17 15 explicit explicit JJ work_2p32le2xefgk7mdiaxsaftmnmu 17 16 replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 17 17 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 17 18 already already RB work_2p32le2xefgk7mdiaxsaftmnmu 17 19 published publish VBN work_2p32le2xefgk7mdiaxsaftmnmu 17 20 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 17 21 , , , work_2p32le2xefgk7mdiaxsaftmnmu 17 22 promoting promote VBG work_2p32le2xefgk7mdiaxsaftmnmu 17 23 new new JJ work_2p32le2xefgk7mdiaxsaftmnmu 17 24 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 17 25 open open JJ work_2p32le2xefgk7mdiaxsaftmnmu 17 26 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 17 27 source source NN work_2p32le2xefgk7mdiaxsaftmnmu 17 28 implementations implementation NNS work_2p32le2xefgk7mdiaxsaftmnmu 17 29 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 17 30 order order NN work_2p32le2xefgk7mdiaxsaftmnmu 17 31 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 17 32 ensure ensure VB work_2p32le2xefgk7mdiaxsaftmnmu 17 33 that that IN work_2p32le2xefgk7mdiaxsaftmnmu 17 34 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 17 35 original original JJ work_2p32le2xefgk7mdiaxsaftmnmu 17 36 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 17 37 can can MD work_2p32le2xefgk7mdiaxsaftmnmu 17 38 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 17 39 replicated replicate VBN work_2p32le2xefgk7mdiaxsaftmnmu 17 40 from from IN work_2p32le2xefgk7mdiaxsaftmnmu 17 41 its -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 17 42 description description NN work_2p32le2xefgk7mdiaxsaftmnmu 17 43 . . . work_2p32le2xefgk7mdiaxsaftmnmu 18 1 To to TO work_2p32le2xefgk7mdiaxsaftmnmu 18 2 achieve achieve VB work_2p32le2xefgk7mdiaxsaftmnmu 18 3 this this DT work_2p32le2xefgk7mdiaxsaftmnmu 18 4 goal goal NN work_2p32le2xefgk7mdiaxsaftmnmu 18 5 , , , work_2p32le2xefgk7mdiaxsaftmnmu 18 6 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 18 7 whole whole JJ work_2p32le2xefgk7mdiaxsaftmnmu 18 8 publishing publishing NN work_2p32le2xefgk7mdiaxsaftmnmu 18 9 chain chain NN work_2p32le2xefgk7mdiaxsaftmnmu 18 10 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 18 11 radically radically RB work_2p32le2xefgk7mdiaxsaftmnmu 18 12 different different JJ work_2p32le2xefgk7mdiaxsaftmnmu 18 13 from from IN work_2p32le2xefgk7mdiaxsaftmnmu 18 14 other other JJ work_2p32le2xefgk7mdiaxsaftmnmu 18 15 traditional traditional JJ work_2p32le2xefgk7mdiaxsaftmnmu 18 16 scientific scientific JJ work_2p32le2xefgk7mdiaxsaftmnmu 18 17 journals journal NNS work_2p32le2xefgk7mdiaxsaftmnmu 18 18 . . . work_2p32le2xefgk7mdiaxsaftmnmu 19 1 ReScience rescience NN work_2p32le2xefgk7mdiaxsaftmnmu 19 2 resides reside VBZ work_2p32le2xefgk7mdiaxsaftmnmu 19 3 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 19 4 GitHub GitHub NNP work_2p32le2xefgk7mdiaxsaftmnmu 19 5 where where WRB work_2p32le2xefgk7mdiaxsaftmnmu 19 6 each each DT work_2p32le2xefgk7mdiaxsaftmnmu 19 7 new new JJ work_2p32le2xefgk7mdiaxsaftmnmu 19 8 implementation implementation NN work_2p32le2xefgk7mdiaxsaftmnmu 19 9 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 19 10 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 19 11 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 19 12 study study NN work_2p32le2xefgk7mdiaxsaftmnmu 19 13 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 19 14 made make VBN work_2p32le2xefgk7mdiaxsaftmnmu 19 15 available available JJ work_2p32le2xefgk7mdiaxsaftmnmu 19 16 together together RB work_2p32le2xefgk7mdiaxsaftmnmu 19 17 with with IN work_2p32le2xefgk7mdiaxsaftmnmu 19 18 comments comment NNS work_2p32le2xefgk7mdiaxsaftmnmu 19 19 , , , work_2p32le2xefgk7mdiaxsaftmnmu 19 20 explanations explanation NNS work_2p32le2xefgk7mdiaxsaftmnmu 19 21 , , , work_2p32le2xefgk7mdiaxsaftmnmu 19 22 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 19 23 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 19 24 tests test NNS work_2p32le2xefgk7mdiaxsaftmnmu 19 25 . . . work_2p32le2xefgk7mdiaxsaftmnmu 20 1 Subjects Subjects NNP work_2p32le2xefgk7mdiaxsaftmnmu 20 2 Data Data NNP work_2p32le2xefgk7mdiaxsaftmnmu 20 3 Science Science NNP work_2p32le2xefgk7mdiaxsaftmnmu 20 4 , , , work_2p32le2xefgk7mdiaxsaftmnmu 20 5 Digital Digital NNP work_2p32le2xefgk7mdiaxsaftmnmu 20 6 Libraries library NNS work_2p32le2xefgk7mdiaxsaftmnmu 20 7 , , , work_2p32le2xefgk7mdiaxsaftmnmu 20 8 Scientific Scientific NNP work_2p32le2xefgk7mdiaxsaftmnmu 20 9 Computing Computing NNP work_2p32le2xefgk7mdiaxsaftmnmu 20 10 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 20 11 Simulation Simulation NNP work_2p32le2xefgk7mdiaxsaftmnmu 20 12 , , , work_2p32le2xefgk7mdiaxsaftmnmu 20 13 Social Social NNP work_2p32le2xefgk7mdiaxsaftmnmu 20 14 Computing Computing NNP work_2p32le2xefgk7mdiaxsaftmnmu 20 15 Keywords Keywords NNPS work_2p32le2xefgk7mdiaxsaftmnmu 20 16 Computational Computational NNP work_2p32le2xefgk7mdiaxsaftmnmu 20 17 science science NN work_2p32le2xefgk7mdiaxsaftmnmu 20 18 , , , work_2p32le2xefgk7mdiaxsaftmnmu 20 19 Open open JJ work_2p32le2xefgk7mdiaxsaftmnmu 20 20 science science NN work_2p32le2xefgk7mdiaxsaftmnmu 20 21 , , , work_2p32le2xefgk7mdiaxsaftmnmu 20 22 Publication publication NN work_2p32le2xefgk7mdiaxsaftmnmu 20 23 , , , work_2p32le2xefgk7mdiaxsaftmnmu 20 24 Reproducible Reproducible NNP work_2p32le2xefgk7mdiaxsaftmnmu 20 25 , , , work_2p32le2xefgk7mdiaxsaftmnmu 20 26 Replicable replicable JJ work_2p32le2xefgk7mdiaxsaftmnmu 20 27 , , , work_2p32le2xefgk7mdiaxsaftmnmu 20 28 Sustainable sustainable JJ work_2p32le2xefgk7mdiaxsaftmnmu 20 29 , , , work_2p32le2xefgk7mdiaxsaftmnmu 20 30 GitHub GitHub NNP work_2p32le2xefgk7mdiaxsaftmnmu 20 31 , , , work_2p32le2xefgk7mdiaxsaftmnmu 20 32 Open open JJ work_2p32le2xefgk7mdiaxsaftmnmu 20 33 peer peer NN work_2p32le2xefgk7mdiaxsaftmnmu 20 34 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 20 35 review review NN work_2p32le2xefgk7mdiaxsaftmnmu 20 36 INTRODUCTION introduction NN work_2p32le2xefgk7mdiaxsaftmnmu 20 37 There there EX work_2p32le2xefgk7mdiaxsaftmnmu 20 38 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 20 39 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 20 40 replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 20 41 crisis crisis NN work_2p32le2xefgk7mdiaxsaftmnmu 20 42 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 20 43 Science Science NNP work_2p32le2xefgk7mdiaxsaftmnmu 20 44 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 20 45 Baker Baker NNP work_2p32le2xefgk7mdiaxsaftmnmu 20 46 , , , work_2p32le2xefgk7mdiaxsaftmnmu 20 47 2016 2016 CD work_2p32le2xefgk7mdiaxsaftmnmu 20 48 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 20 49 Munafò Munafò NNP work_2p32le2xefgk7mdiaxsaftmnmu 20 50 et et NNP work_2p32le2xefgk7mdiaxsaftmnmu 20 51 al al NNP work_2p32le2xefgk7mdiaxsaftmnmu 20 52 . . NNP work_2p32le2xefgk7mdiaxsaftmnmu 20 53 , , , work_2p32le2xefgk7mdiaxsaftmnmu 20 54 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 20 55 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 20 56 . . . work_2p32le2xefgk7mdiaxsaftmnmu 21 1 This this DT work_2p32le2xefgk7mdiaxsaftmnmu 21 2 crisis crisis NN work_2p32le2xefgk7mdiaxsaftmnmu 21 3 has have VBZ work_2p32le2xefgk7mdiaxsaftmnmu 21 4 been be VBN work_2p32le2xefgk7mdiaxsaftmnmu 21 5 highlighted highlight VBN work_2p32le2xefgk7mdiaxsaftmnmu 21 6 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 21 7 fields field NNS work_2p32le2xefgk7mdiaxsaftmnmu 21 8 as as RB work_2p32le2xefgk7mdiaxsaftmnmu 21 9 diverse diverse JJ work_2p32le2xefgk7mdiaxsaftmnmu 21 10 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 21 11 medicine medicine NN work_2p32le2xefgk7mdiaxsaftmnmu 21 12 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 21 13 Ioannidis Ioannidis NNP work_2p32le2xefgk7mdiaxsaftmnmu 21 14 , , , work_2p32le2xefgk7mdiaxsaftmnmu 21 15 2005 2005 CD work_2p32le2xefgk7mdiaxsaftmnmu 21 16 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 21 17 , , , work_2p32le2xefgk7mdiaxsaftmnmu 21 18 psychology psychology NN work_2p32le2xefgk7mdiaxsaftmnmu 21 19 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 21 20 Open Open NNP work_2p32le2xefgk7mdiaxsaftmnmu 21 21 Science Science NNP work_2p32le2xefgk7mdiaxsaftmnmu 21 22 Collaboration Collaboration NNP work_2p32le2xefgk7mdiaxsaftmnmu 21 23 , , , work_2p32le2xefgk7mdiaxsaftmnmu 21 24 2015 2015 CD work_2p32le2xefgk7mdiaxsaftmnmu 21 25 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 21 26 , , , work_2p32le2xefgk7mdiaxsaftmnmu 21 27 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 21 28 political political JJ work_2p32le2xefgk7mdiaxsaftmnmu 21 29 sciences science NNS work_2p32le2xefgk7mdiaxsaftmnmu 21 30 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 21 31 Janz Janz NNP work_2p32le2xefgk7mdiaxsaftmnmu 21 32 , , , work_2p32le2xefgk7mdiaxsaftmnmu 21 33 2015 2015 CD work_2p32le2xefgk7mdiaxsaftmnmu 21 34 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 21 35 , , , work_2p32le2xefgk7mdiaxsaftmnmu 21 36 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 21 37 recently recently RB work_2p32le2xefgk7mdiaxsaftmnmu 21 38 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 21 39 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 21 40 biomedical biomedical JJ work_2p32le2xefgk7mdiaxsaftmnmu 21 41 sciences science NNS work_2p32le2xefgk7mdiaxsaftmnmu 21 42 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 21 43 Iqbal Iqbal NNP work_2p32le2xefgk7mdiaxsaftmnmu 21 44 et et NNP work_2p32le2xefgk7mdiaxsaftmnmu 21 45 al al NNP work_2p32le2xefgk7mdiaxsaftmnmu 21 46 . . NNP work_2p32le2xefgk7mdiaxsaftmnmu 21 47 , , , work_2p32le2xefgk7mdiaxsaftmnmu 21 48 2016 2016 CD work_2p32le2xefgk7mdiaxsaftmnmu 21 49 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 21 50 . . . work_2p32le2xefgk7mdiaxsaftmnmu 22 1 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 22 2 reasons reason NNS work_2p32le2xefgk7mdiaxsaftmnmu 22 3 behind behind IN work_2p32le2xefgk7mdiaxsaftmnmu 22 4 such such JJ work_2p32le2xefgk7mdiaxsaftmnmu 22 5 non non JJ work_2p32le2xefgk7mdiaxsaftmnmu 22 6 - - JJ work_2p32le2xefgk7mdiaxsaftmnmu 22 7 replicability replicability JJ work_2p32le2xefgk7mdiaxsaftmnmu 22 8 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 22 9 as as RB work_2p32le2xefgk7mdiaxsaftmnmu 22 10 diverse diverse JJ work_2p32le2xefgk7mdiaxsaftmnmu 22 11 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 22 12 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 22 13 domains domain NNS work_2p32le2xefgk7mdiaxsaftmnmu 22 14 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 22 15 which which WDT work_2p32le2xefgk7mdiaxsaftmnmu 22 16 it -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 22 17 occurs occur VBZ work_2p32le2xefgk7mdiaxsaftmnmu 22 18 . . . work_2p32le2xefgk7mdiaxsaftmnmu 23 1 In in IN work_2p32le2xefgk7mdiaxsaftmnmu 23 2 medicine medicine NN work_2p32le2xefgk7mdiaxsaftmnmu 23 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 23 4 factors factor NNS work_2p32le2xefgk7mdiaxsaftmnmu 23 5 such such JJ work_2p32le2xefgk7mdiaxsaftmnmu 23 6 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 23 7 study study NN work_2p32le2xefgk7mdiaxsaftmnmu 23 8 power power NN work_2p32le2xefgk7mdiaxsaftmnmu 23 9 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 23 10 bias bias NN work_2p32le2xefgk7mdiaxsaftmnmu 23 11 , , , work_2p32le2xefgk7mdiaxsaftmnmu 23 12 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 23 13 number number NN work_2p32le2xefgk7mdiaxsaftmnmu 23 14 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 23 15 other other JJ work_2p32le2xefgk7mdiaxsaftmnmu 23 16 studies study NNS work_2p32le2xefgk7mdiaxsaftmnmu 23 17 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 23 18 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 23 19 same same JJ work_2p32le2xefgk7mdiaxsaftmnmu 23 20 question question NN work_2p32le2xefgk7mdiaxsaftmnmu 23 21 , , , work_2p32le2xefgk7mdiaxsaftmnmu 23 22 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 23 23 importantly importantly RB work_2p32le2xefgk7mdiaxsaftmnmu 23 24 , , , work_2p32le2xefgk7mdiaxsaftmnmu 23 25 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 23 26 ratio ratio NN work_2p32le2xefgk7mdiaxsaftmnmu 23 27 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 23 28 true true JJ work_2p32le2xefgk7mdiaxsaftmnmu 23 29 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 23 30 no no DT work_2p32le2xefgk7mdiaxsaftmnmu 23 31 relationships relationship NNS work_2p32le2xefgk7mdiaxsaftmnmu 23 32 among among IN work_2p32le2xefgk7mdiaxsaftmnmu 23 33 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 23 34 all all DT work_2p32le2xefgk7mdiaxsaftmnmu 23 35 relationships relationship NNS work_2p32le2xefgk7mdiaxsaftmnmu 23 36 probed probe VBN work_2p32le2xefgk7mdiaxsaftmnmu 23 37 have have VBP work_2p32le2xefgk7mdiaxsaftmnmu 23 38 been be VBN work_2p32le2xefgk7mdiaxsaftmnmu 23 39 highlighted highlight VBN work_2p32le2xefgk7mdiaxsaftmnmu 23 40 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 23 41 important important JJ work_2p32le2xefgk7mdiaxsaftmnmu 23 42 causes cause NNS work_2p32le2xefgk7mdiaxsaftmnmu 23 43 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 23 44 Ioannidis Ioannidis NNPS work_2p32le2xefgk7mdiaxsaftmnmu 23 45 , , , work_2p32le2xefgk7mdiaxsaftmnmu 23 46 2005 2005 CD work_2p32le2xefgk7mdiaxsaftmnmu 23 47 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 23 48 . . . work_2p32le2xefgk7mdiaxsaftmnmu 24 1 In in IN work_2p32le2xefgk7mdiaxsaftmnmu 24 2 psychology psychology NN work_2p32le2xefgk7mdiaxsaftmnmu 24 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 24 4 non non JJ work_2p32le2xefgk7mdiaxsaftmnmu 24 5 - - JJ work_2p32le2xefgk7mdiaxsaftmnmu 24 6 replicability replicability JJ work_2p32le2xefgk7mdiaxsaftmnmu 24 7 has have VBZ work_2p32le2xefgk7mdiaxsaftmnmu 24 8 been be VBN work_2p32le2xefgk7mdiaxsaftmnmu 24 9 blamed blame VBN work_2p32le2xefgk7mdiaxsaftmnmu 24 10 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 24 11 spurious spurious JJ work_2p32le2xefgk7mdiaxsaftmnmu 24 12 p p NN work_2p32le2xefgk7mdiaxsaftmnmu 24 13 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 24 14 values value NNS work_2p32le2xefgk7mdiaxsaftmnmu 24 15 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 24 16 p p NN work_2p32le2xefgk7mdiaxsaftmnmu 24 17 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 24 18 hacking hacking NN work_2p32le2xefgk7mdiaxsaftmnmu 24 19 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 24 20 , , , work_2p32le2xefgk7mdiaxsaftmnmu 24 21 while while IN work_2p32le2xefgk7mdiaxsaftmnmu 24 22 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 24 23 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 24 24 biomedical biomedical JJ work_2p32le2xefgk7mdiaxsaftmnmu 24 25 sciences science NNS work_2p32le2xefgk7mdiaxsaftmnmu 24 26 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 24 27 Iqbal Iqbal NNP work_2p32le2xefgk7mdiaxsaftmnmu 24 28 et et NNP work_2p32le2xefgk7mdiaxsaftmnmu 24 29 al al NNP work_2p32le2xefgk7mdiaxsaftmnmu 24 30 . . NNP work_2p32le2xefgk7mdiaxsaftmnmu 24 31 , , , work_2p32le2xefgk7mdiaxsaftmnmu 24 32 2016 2016 CD work_2p32le2xefgk7mdiaxsaftmnmu 24 33 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 24 34 , , , work_2p32le2xefgk7mdiaxsaftmnmu 24 35 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 24 36 lack lack NN work_2p32le2xefgk7mdiaxsaftmnmu 24 37 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 24 38 access access NN work_2p32le2xefgk7mdiaxsaftmnmu 24 39 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 24 40 full full JJ work_2p32le2xefgk7mdiaxsaftmnmu 24 41 datasets dataset NNS work_2p32le2xefgk7mdiaxsaftmnmu 24 42 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 24 43 Rougier Rougier NNP work_2p32le2xefgk7mdiaxsaftmnmu 24 44 et et FW work_2p32le2xefgk7mdiaxsaftmnmu 24 45 al al NNP work_2p32le2xefgk7mdiaxsaftmnmu 24 46 . . . work_2p32le2xefgk7mdiaxsaftmnmu 25 1 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 25 2 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 25 3 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 25 4 , , , work_2p32le2xefgk7mdiaxsaftmnmu 25 5 PeerJ PeerJ NNP work_2p32le2xefgk7mdiaxsaftmnmu 25 6 Comput Comput NNP work_2p32le2xefgk7mdiaxsaftmnmu 25 7 . . . work_2p32le2xefgk7mdiaxsaftmnmu 26 1 Sci Sci NNP work_2p32le2xefgk7mdiaxsaftmnmu 26 2 . . NNP work_2p32le2xefgk7mdiaxsaftmnmu 26 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 26 4 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 26 5 10.7717 10.7717 CD work_2p32le2xefgk7mdiaxsaftmnmu 26 6 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 26 7 peerj peerj NNP work_2p32le2xefgk7mdiaxsaftmnmu 26 8 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 26 9 cs.142 cs.142 NNP work_2p32le2xefgk7mdiaxsaftmnmu 26 10 2/17 2/17 CD work_2p32le2xefgk7mdiaxsaftmnmu 26 11 https://peerj.com https://peerj.com PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 26 12 http://dx.doi.org/10.7717/peerj-cs.142 http://dx.doi.org/10.7717/peerj-cs.142 CD work_2p32le2xefgk7mdiaxsaftmnmu 26 13 detailed detailed JJ work_2p32le2xefgk7mdiaxsaftmnmu 26 14 protocols protocol NNS work_2p32le2xefgk7mdiaxsaftmnmu 26 15 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 26 16 both both CC work_2p32le2xefgk7mdiaxsaftmnmu 26 17 clinical clinical JJ work_2p32le2xefgk7mdiaxsaftmnmu 26 18 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 26 19 non non JJ work_2p32le2xefgk7mdiaxsaftmnmu 26 20 - - JJ work_2p32le2xefgk7mdiaxsaftmnmu 26 21 clinical clinical JJ work_2p32le2xefgk7mdiaxsaftmnmu 26 22 biomedical biomedical JJ work_2p32le2xefgk7mdiaxsaftmnmu 26 23 investigation investigation NN work_2p32le2xefgk7mdiaxsaftmnmu 26 24 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 26 25 seen see VBN work_2p32le2xefgk7mdiaxsaftmnmu 26 26 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 26 27 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 26 28 critical critical JJ work_2p32le2xefgk7mdiaxsaftmnmu 26 29 factor factor NN work_2p32le2xefgk7mdiaxsaftmnmu 26 30 . . . work_2p32le2xefgk7mdiaxsaftmnmu 27 1 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 27 2 same same JJ work_2p32le2xefgk7mdiaxsaftmnmu 27 3 remarks remark NNS work_2p32le2xefgk7mdiaxsaftmnmu 27 4 were be VBD work_2p32le2xefgk7mdiaxsaftmnmu 27 5 recently recently RB work_2p32le2xefgk7mdiaxsaftmnmu 27 6 issued issue VBN work_2p32le2xefgk7mdiaxsaftmnmu 27 7 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 27 8 chemistry chemistry NN work_2p32le2xefgk7mdiaxsaftmnmu 27 9 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 27 10 Coudert Coudert NNP work_2p32le2xefgk7mdiaxsaftmnmu 27 11 , , , work_2p32le2xefgk7mdiaxsaftmnmu 27 12 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 27 13 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 27 14 . . . work_2p32le2xefgk7mdiaxsaftmnmu 28 1 Surprisingly surprisingly RB work_2p32le2xefgk7mdiaxsaftmnmu 28 2 , , , work_2p32le2xefgk7mdiaxsaftmnmu 28 3 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 28 4 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 28 5 sciences science NNS work_2p32le2xefgk7mdiaxsaftmnmu 28 6 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 28 7 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 28 8 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 28 9 broad broad JJ work_2p32le2xefgk7mdiaxsaftmnmu 28 10 sense sense NN work_2p32le2xefgk7mdiaxsaftmnmu 28 11 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 28 12 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 28 13 computer computer NN work_2p32le2xefgk7mdiaxsaftmnmu 28 14 sciences sciences NNPS work_2p32le2xefgk7mdiaxsaftmnmu 28 15 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 28 16 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 28 17 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 28 18 strict strict JJ work_2p32le2xefgk7mdiaxsaftmnmu 28 19 sense sense NN work_2p32le2xefgk7mdiaxsaftmnmu 28 20 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 28 21 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 28 22 no no DT work_2p32le2xefgk7mdiaxsaftmnmu 28 23 exception exception NN work_2p32le2xefgk7mdiaxsaftmnmu 28 24 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 28 25 Donoho Donoho NNP work_2p32le2xefgk7mdiaxsaftmnmu 28 26 et et NNP work_2p32le2xefgk7mdiaxsaftmnmu 28 27 al al NNP work_2p32le2xefgk7mdiaxsaftmnmu 28 28 . . NNP work_2p32le2xefgk7mdiaxsaftmnmu 28 29 , , , work_2p32le2xefgk7mdiaxsaftmnmu 28 30 2009 2009 CD work_2p32le2xefgk7mdiaxsaftmnmu 28 31 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 28 32 Manninen Manninen NNP work_2p32le2xefgk7mdiaxsaftmnmu 28 33 , , , work_2p32le2xefgk7mdiaxsaftmnmu 28 34 Havela Havela NNP work_2p32le2xefgk7mdiaxsaftmnmu 28 35 & & CC work_2p32le2xefgk7mdiaxsaftmnmu 28 36 Linne Linne NNP work_2p32le2xefgk7mdiaxsaftmnmu 28 37 , , , work_2p32le2xefgk7mdiaxsaftmnmu 28 38 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 28 39 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 28 40 despite despite IN work_2p32le2xefgk7mdiaxsaftmnmu 28 41 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 28 42 fact fact NN work_2p32le2xefgk7mdiaxsaftmnmu 28 43 they -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 28 44 rely rely VBP work_2p32le2xefgk7mdiaxsaftmnmu 28 45 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 28 46 code code NN work_2p32le2xefgk7mdiaxsaftmnmu 28 47 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 28 48 data datum NNS work_2p32le2xefgk7mdiaxsaftmnmu 28 49 rather rather RB work_2p32le2xefgk7mdiaxsaftmnmu 28 50 than than IN work_2p32le2xefgk7mdiaxsaftmnmu 28 51 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 28 52 experimental experimental JJ work_2p32le2xefgk7mdiaxsaftmnmu 28 53 observations observation NNS work_2p32le2xefgk7mdiaxsaftmnmu 28 54 , , , work_2p32le2xefgk7mdiaxsaftmnmu 28 55 which which WDT work_2p32le2xefgk7mdiaxsaftmnmu 28 56 should should MD work_2p32le2xefgk7mdiaxsaftmnmu 28 57 make make VB work_2p32le2xefgk7mdiaxsaftmnmu 28 58 them -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 28 59 immune immune JJ work_2p32le2xefgk7mdiaxsaftmnmu 28 60 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 28 61 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 28 62 aforementioned aforementioned JJ work_2p32le2xefgk7mdiaxsaftmnmu 28 63 problems problem NNS work_2p32le2xefgk7mdiaxsaftmnmu 28 64 . . . work_2p32le2xefgk7mdiaxsaftmnmu 29 1 When when WRB work_2p32le2xefgk7mdiaxsaftmnmu 29 2 Colberg Colberg NNP work_2p32le2xefgk7mdiaxsaftmnmu 29 3 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 29 4 colleagues colleague NNS work_2p32le2xefgk7mdiaxsaftmnmu 29 5 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 29 6 2016 2016 CD work_2p32le2xefgk7mdiaxsaftmnmu 29 7 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 29 8 decided decide VBD work_2p32le2xefgk7mdiaxsaftmnmu 29 9 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 29 10 measure measure VB work_2p32le2xefgk7mdiaxsaftmnmu 29 11 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 29 12 extent extent NN work_2p32le2xefgk7mdiaxsaftmnmu 29 13 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 29 14 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 29 15 problem problem NN work_2p32le2xefgk7mdiaxsaftmnmu 29 16 precisely precisely RB work_2p32le2xefgk7mdiaxsaftmnmu 29 17 , , , work_2p32le2xefgk7mdiaxsaftmnmu 29 18 they -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 29 19 investigated investigate VBD work_2p32le2xefgk7mdiaxsaftmnmu 29 20 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 29 21 availability availability NN work_2p32le2xefgk7mdiaxsaftmnmu 29 22 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 29 23 code code NN work_2p32le2xefgk7mdiaxsaftmnmu 29 24 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 29 25 data datum NNS work_2p32le2xefgk7mdiaxsaftmnmu 29 26 as as RB work_2p32le2xefgk7mdiaxsaftmnmu 29 27 well well RB work_2p32le2xefgk7mdiaxsaftmnmu 29 28 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 29 29 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 29 30 extent extent NN work_2p32le2xefgk7mdiaxsaftmnmu 29 31 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 29 32 which which WDT work_2p32le2xefgk7mdiaxsaftmnmu 29 33 this this DT work_2p32le2xefgk7mdiaxsaftmnmu 29 34 code code NN work_2p32le2xefgk7mdiaxsaftmnmu 29 35 would would MD work_2p32le2xefgk7mdiaxsaftmnmu 29 36 actually actually RB work_2p32le2xefgk7mdiaxsaftmnmu 29 37 build build VB work_2p32le2xefgk7mdiaxsaftmnmu 29 38 with with IN work_2p32le2xefgk7mdiaxsaftmnmu 29 39 reasonable reasonable JJ work_2p32le2xefgk7mdiaxsaftmnmu 29 40 effort effort NN work_2p32le2xefgk7mdiaxsaftmnmu 29 41 . . . work_2p32le2xefgk7mdiaxsaftmnmu 30 1 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 30 2 results result NNS work_2p32le2xefgk7mdiaxsaftmnmu 30 3 were be VBD work_2p32le2xefgk7mdiaxsaftmnmu 30 4 dramatic dramatic JJ work_2p32le2xefgk7mdiaxsaftmnmu 30 5 : : : work_2p32le2xefgk7mdiaxsaftmnmu 30 6 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 30 7 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 30 8 515 515 CD work_2p32le2xefgk7mdiaxsaftmnmu 30 9 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 30 10 out out IN work_2p32le2xefgk7mdiaxsaftmnmu 30 11 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 30 12 613 613 CD work_2p32le2xefgk7mdiaxsaftmnmu 30 13 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 30 14 potentially potentially RB work_2p32le2xefgk7mdiaxsaftmnmu 30 15 reproducible reproducible VBP work_2p32le2xefgk7mdiaxsaftmnmu 30 16 papers paper NNS work_2p32le2xefgk7mdiaxsaftmnmu 30 17 targeted target VBN work_2p32le2xefgk7mdiaxsaftmnmu 30 18 by by IN work_2p32le2xefgk7mdiaxsaftmnmu 30 19 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 30 20 study study NN work_2p32le2xefgk7mdiaxsaftmnmu 30 21 , , , work_2p32le2xefgk7mdiaxsaftmnmu 30 22 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 30 23 authors author NNS work_2p32le2xefgk7mdiaxsaftmnmu 30 24 managed manage VBD work_2p32le2xefgk7mdiaxsaftmnmu 30 25 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 30 26 ultimately ultimately RB work_2p32le2xefgk7mdiaxsaftmnmu 30 27 run run VB work_2p32le2xefgk7mdiaxsaftmnmu 30 28 only only RB work_2p32le2xefgk7mdiaxsaftmnmu 30 29 102 102 CD work_2p32le2xefgk7mdiaxsaftmnmu 30 30 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 30 31 less less JJR work_2p32le2xefgk7mdiaxsaftmnmu 30 32 than than IN work_2p32le2xefgk7mdiaxsaftmnmu 30 33 20 20 CD work_2p32le2xefgk7mdiaxsaftmnmu 30 34 % % NN work_2p32le2xefgk7mdiaxsaftmnmu 30 35 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 30 36 . . . work_2p32le2xefgk7mdiaxsaftmnmu 31 1 These these DT work_2p32le2xefgk7mdiaxsaftmnmu 31 2 low low JJ work_2p32le2xefgk7mdiaxsaftmnmu 31 3 numbers number NNS work_2p32le2xefgk7mdiaxsaftmnmu 31 4 only only RB work_2p32le2xefgk7mdiaxsaftmnmu 31 5 reflect reflect VBP work_2p32le2xefgk7mdiaxsaftmnmu 31 6 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 31 7 authors author NNS work_2p32le2xefgk7mdiaxsaftmnmu 31 8 ’ ’ POS work_2p32le2xefgk7mdiaxsaftmnmu 31 9 success success NN work_2p32le2xefgk7mdiaxsaftmnmu 31 10 at at IN work_2p32le2xefgk7mdiaxsaftmnmu 31 11 running run VBG work_2p32le2xefgk7mdiaxsaftmnmu 31 12 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 31 13 code code NN work_2p32le2xefgk7mdiaxsaftmnmu 31 14 . . . work_2p32le2xefgk7mdiaxsaftmnmu 32 1 They -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 32 2 did do VBD work_2p32le2xefgk7mdiaxsaftmnmu 32 3 not not RB work_2p32le2xefgk7mdiaxsaftmnmu 32 4 check check VB work_2p32le2xefgk7mdiaxsaftmnmu 32 5 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 32 6 correctness correctness NN work_2p32le2xefgk7mdiaxsaftmnmu 32 7 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 32 8 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 32 9 code code NN work_2p32le2xefgk7mdiaxsaftmnmu 32 10 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 32 11 i.e. i.e. FW work_2p32le2xefgk7mdiaxsaftmnmu 32 12 , , , work_2p32le2xefgk7mdiaxsaftmnmu 32 13 does do VBZ work_2p32le2xefgk7mdiaxsaftmnmu 32 14 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 32 15 code code NN work_2p32le2xefgk7mdiaxsaftmnmu 32 16 actually actually RB work_2p32le2xefgk7mdiaxsaftmnmu 32 17 implement implement VB work_2p32le2xefgk7mdiaxsaftmnmu 32 18 what what WP work_2p32le2xefgk7mdiaxsaftmnmu 32 19 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 32 20 advertised advertise VBN work_2p32le2xefgk7mdiaxsaftmnmu 32 21 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 32 22 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 32 23 paper paper NN work_2p32le2xefgk7mdiaxsaftmnmu 32 24 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 32 25 , , , work_2p32le2xefgk7mdiaxsaftmnmu 32 26 nor nor CC work_2p32le2xefgk7mdiaxsaftmnmu 32 27 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 32 28 reproducibility reproducibility NN work_2p32le2xefgk7mdiaxsaftmnmu 32 29 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 32 30 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 32 31 results result NNS work_2p32le2xefgk7mdiaxsaftmnmu 32 32 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 32 33 does do VBZ work_2p32le2xefgk7mdiaxsaftmnmu 32 34 each each DT work_2p32le2xefgk7mdiaxsaftmnmu 32 35 run run VB work_2p32le2xefgk7mdiaxsaftmnmu 32 36 lead lead VB work_2p32le2xefgk7mdiaxsaftmnmu 32 37 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 32 38 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 32 39 same same JJ work_2p32le2xefgk7mdiaxsaftmnmu 32 40 results result NNS work_2p32le2xefgk7mdiaxsaftmnmu 32 41 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 32 42 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 32 43 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 32 44 paper paper NN work_2p32le2xefgk7mdiaxsaftmnmu 32 45 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 32 46 . . . work_2p32le2xefgk7mdiaxsaftmnmu 33 1 One one CD work_2p32le2xefgk7mdiaxsaftmnmu 33 2 example example NN work_2p32le2xefgk7mdiaxsaftmnmu 33 3 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 33 4 this this DT work_2p32le2xefgk7mdiaxsaftmnmu 33 5 problem problem NN work_2p32le2xefgk7mdiaxsaftmnmu 33 6 can can MD work_2p32le2xefgk7mdiaxsaftmnmu 33 7 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 33 8 found find VBN work_2p32le2xefgk7mdiaxsaftmnmu 33 9 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 33 10 Topalidou Topalidou NNP work_2p32le2xefgk7mdiaxsaftmnmu 33 11 et et FW work_2p32le2xefgk7mdiaxsaftmnmu 33 12 al al NNP work_2p32le2xefgk7mdiaxsaftmnmu 33 13 . . . work_2p32le2xefgk7mdiaxsaftmnmu 34 1 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 34 2 2015 2015 CD work_2p32le2xefgk7mdiaxsaftmnmu 34 3 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 34 4 , , , work_2p32le2xefgk7mdiaxsaftmnmu 34 5 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 34 6 which which WDT work_2p32le2xefgk7mdiaxsaftmnmu 34 7 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 34 8 authors author NNS work_2p32le2xefgk7mdiaxsaftmnmu 34 9 tried try VBD work_2p32le2xefgk7mdiaxsaftmnmu 34 10 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 34 11 replicate replicate VB work_2p32le2xefgk7mdiaxsaftmnmu 34 12 results result NNS work_2p32le2xefgk7mdiaxsaftmnmu 34 13 obtained obtain VBN work_2p32le2xefgk7mdiaxsaftmnmu 34 14 from from IN work_2p32le2xefgk7mdiaxsaftmnmu 34 15 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 34 16 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 34 17 neuroscience neuroscience NN work_2p32le2xefgk7mdiaxsaftmnmu 34 18 model model NN work_2p32le2xefgk7mdiaxsaftmnmu 34 19 . . . work_2p32le2xefgk7mdiaxsaftmnmu 35 1 Source source NN work_2p32le2xefgk7mdiaxsaftmnmu 35 2 code code NN work_2p32le2xefgk7mdiaxsaftmnmu 35 3 was be VBD work_2p32le2xefgk7mdiaxsaftmnmu 35 4 not not RB work_2p32le2xefgk7mdiaxsaftmnmu 35 5 available available JJ work_2p32le2xefgk7mdiaxsaftmnmu 35 6 , , , work_2p32le2xefgk7mdiaxsaftmnmu 35 7 neither neither CC work_2p32le2xefgk7mdiaxsaftmnmu 35 8 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 35 9 supplementary supplementary JJ work_2p32le2xefgk7mdiaxsaftmnmu 35 10 material material NN work_2p32le2xefgk7mdiaxsaftmnmu 35 11 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 35 12 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 35 13 paper paper NN work_2p32le2xefgk7mdiaxsaftmnmu 35 14 nor nor CC work_2p32le2xefgk7mdiaxsaftmnmu 35 15 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 35 16 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 35 17 public public JJ work_2p32le2xefgk7mdiaxsaftmnmu 35 18 repository repository NN work_2p32le2xefgk7mdiaxsaftmnmu 35 19 . . . work_2p32le2xefgk7mdiaxsaftmnmu 36 1 When when WRB work_2p32le2xefgk7mdiaxsaftmnmu 36 2 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 36 3 replicators replicator NNS work_2p32le2xefgk7mdiaxsaftmnmu 36 4 obtained obtain VBD work_2p32le2xefgk7mdiaxsaftmnmu 36 5 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 36 6 source source NN work_2p32le2xefgk7mdiaxsaftmnmu 36 7 code code NN work_2p32le2xefgk7mdiaxsaftmnmu 36 8 after after IN work_2p32le2xefgk7mdiaxsaftmnmu 36 9 contacting contact VBG work_2p32le2xefgk7mdiaxsaftmnmu 36 10 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 36 11 corresponding correspond VBG work_2p32le2xefgk7mdiaxsaftmnmu 36 12 author author NN work_2p32le2xefgk7mdiaxsaftmnmu 36 13 , , , work_2p32le2xefgk7mdiaxsaftmnmu 36 14 they -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 36 15 found find VBD work_2p32le2xefgk7mdiaxsaftmnmu 36 16 that that IN work_2p32le2xefgk7mdiaxsaftmnmu 36 17 it -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 36 18 could could MD work_2p32le2xefgk7mdiaxsaftmnmu 36 19 not not RB work_2p32le2xefgk7mdiaxsaftmnmu 36 20 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 36 21 compiled compile VBN work_2p32le2xefgk7mdiaxsaftmnmu 36 22 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 36 23 would would MD work_2p32le2xefgk7mdiaxsaftmnmu 36 24 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 36 25 difficult difficult JJ work_2p32le2xefgk7mdiaxsaftmnmu 36 26 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 36 27 reuse reuse VB work_2p32le2xefgk7mdiaxsaftmnmu 36 28 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 36 29 other other JJ work_2p32le2xefgk7mdiaxsaftmnmu 36 30 purposes purpose NNS work_2p32le2xefgk7mdiaxsaftmnmu 36 31 . . . work_2p32le2xefgk7mdiaxsaftmnmu 37 1 Confronted confront VBN work_2p32le2xefgk7mdiaxsaftmnmu 37 2 with with IN work_2p32le2xefgk7mdiaxsaftmnmu 37 3 this this DT work_2p32le2xefgk7mdiaxsaftmnmu 37 4 problem problem NN work_2p32le2xefgk7mdiaxsaftmnmu 37 5 , , , work_2p32le2xefgk7mdiaxsaftmnmu 37 6 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 37 7 small small JJ work_2p32le2xefgk7mdiaxsaftmnmu 37 8 but but CC work_2p32le2xefgk7mdiaxsaftmnmu 37 9 growing grow VBG work_2p32le2xefgk7mdiaxsaftmnmu 37 10 number number NN work_2p32le2xefgk7mdiaxsaftmnmu 37 11 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 37 12 journals journal NNS work_2p32le2xefgk7mdiaxsaftmnmu 37 13 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 37 14 publishers publisher NNS work_2p32le2xefgk7mdiaxsaftmnmu 37 15 have have VBP work_2p32le2xefgk7mdiaxsaftmnmu 37 16 reacted react VBN work_2p32le2xefgk7mdiaxsaftmnmu 37 17 by by IN work_2p32le2xefgk7mdiaxsaftmnmu 37 18 adopting adopt VBG work_2p32le2xefgk7mdiaxsaftmnmu 37 19 explicit explicit JJ work_2p32le2xefgk7mdiaxsaftmnmu 37 20 policies policy NNS work_2p32le2xefgk7mdiaxsaftmnmu 37 21 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 37 22 data datum NNS work_2p32le2xefgk7mdiaxsaftmnmu 37 23 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 37 24 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 37 25 . . . work_2p32le2xefgk7mdiaxsaftmnmu 38 1 Examples example NNS work_2p32le2xefgk7mdiaxsaftmnmu 38 2 can can MD work_2p32le2xefgk7mdiaxsaftmnmu 38 3 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 38 4 seen see VBN work_2p32le2xefgk7mdiaxsaftmnmu 38 5 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 38 6 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 38 7 PLOS PLOS NNP work_2p32le2xefgk7mdiaxsaftmnmu 38 8 instructions instruction NNS work_2p32le2xefgk7mdiaxsaftmnmu 38 9 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 38 10 Materials Materials NNPS work_2p32le2xefgk7mdiaxsaftmnmu 38 11 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 38 12 Software Software NNP work_2p32le2xefgk7mdiaxsaftmnmu 38 13 Sharing Sharing NNP work_2p32le2xefgk7mdiaxsaftmnmu 38 14 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 38 15 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 38 16 Data Data NNP work_2p32le2xefgk7mdiaxsaftmnmu 38 17 Availability Availability NNP work_2p32le2xefgk7mdiaxsaftmnmu 38 18 , , , work_2p32le2xefgk7mdiaxsaftmnmu 38 19 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 38 20 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 38 21 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 38 22 recent recent JJ work_2p32le2xefgk7mdiaxsaftmnmu 38 23 announcement announcement NN work_2p32le2xefgk7mdiaxsaftmnmu 38 24 by by IN work_2p32le2xefgk7mdiaxsaftmnmu 38 25 eLife eLife NNP work_2p32le2xefgk7mdiaxsaftmnmu 38 26 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 38 27 forking fork VBG work_2p32le2xefgk7mdiaxsaftmnmu 38 28 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 38 29 creating create VBG work_2p32le2xefgk7mdiaxsaftmnmu 38 30 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 38 31 linked link VBN work_2p32le2xefgk7mdiaxsaftmnmu 38 32 copy copy NN work_2p32le2xefgk7mdiaxsaftmnmu 38 33 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 38 34 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 38 35 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 38 36 used use VBN work_2p32le2xefgk7mdiaxsaftmnmu 38 37 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 38 38 eLife eLife NNP work_2p32le2xefgk7mdiaxsaftmnmu 38 39 papers paper NNS work_2p32le2xefgk7mdiaxsaftmnmu 38 40 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 38 41 GitHub GitHub NNP work_2p32le2xefgk7mdiaxsaftmnmu 38 42 . . . work_2p32le2xefgk7mdiaxsaftmnmu 39 1 Such such JJ work_2p32le2xefgk7mdiaxsaftmnmu 39 2 policies policy NNS work_2p32le2xefgk7mdiaxsaftmnmu 39 3 help help VBP work_2p32le2xefgk7mdiaxsaftmnmu 39 4 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 39 5 ensure ensure VB work_2p32le2xefgk7mdiaxsaftmnmu 39 6 access access NN work_2p32le2xefgk7mdiaxsaftmnmu 39 7 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 39 8 code code NN work_2p32le2xefgk7mdiaxsaftmnmu 39 9 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 39 10 data datum NNS work_2p32le2xefgk7mdiaxsaftmnmu 39 11 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 39 12 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 39 13 well well RB work_2p32le2xefgk7mdiaxsaftmnmu 39 14 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 39 15 defined define VBN work_2p32le2xefgk7mdiaxsaftmnmu 39 16 format format NN work_2p32le2xefgk7mdiaxsaftmnmu 39 17 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 39 18 Perkel Perkel NNP work_2p32le2xefgk7mdiaxsaftmnmu 39 19 , , , work_2p32le2xefgk7mdiaxsaftmnmu 39 20 2016 2016 CD work_2p32le2xefgk7mdiaxsaftmnmu 39 21 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 39 22 but but CC work_2p32le2xefgk7mdiaxsaftmnmu 39 23 this this DT work_2p32le2xefgk7mdiaxsaftmnmu 39 24 will will MD work_2p32le2xefgk7mdiaxsaftmnmu 39 25 not not RB work_2p32le2xefgk7mdiaxsaftmnmu 39 26 guarantee guarantee VB work_2p32le2xefgk7mdiaxsaftmnmu 39 27 reproducibility reproducibility NN work_2p32le2xefgk7mdiaxsaftmnmu 39 28 nor nor CC work_2p32le2xefgk7mdiaxsaftmnmu 39 29 correctness correctness NN work_2p32le2xefgk7mdiaxsaftmnmu 39 30 . . . work_2p32le2xefgk7mdiaxsaftmnmu 40 1 At at IN work_2p32le2xefgk7mdiaxsaftmnmu 40 2 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 40 3 educational educational JJ work_2p32le2xefgk7mdiaxsaftmnmu 40 4 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 40 5 methodological methodological JJ work_2p32le2xefgk7mdiaxsaftmnmu 40 6 levels level NNS work_2p32le2xefgk7mdiaxsaftmnmu 40 7 , , , work_2p32le2xefgk7mdiaxsaftmnmu 40 8 things thing NNS work_2p32le2xefgk7mdiaxsaftmnmu 40 9 have have VBP work_2p32le2xefgk7mdiaxsaftmnmu 40 10 started start VBN work_2p32le2xefgk7mdiaxsaftmnmu 40 11 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 40 12 change change VB work_2p32le2xefgk7mdiaxsaftmnmu 40 13 with with IN work_2p32le2xefgk7mdiaxsaftmnmu 40 14 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 40 15 growing grow VBG work_2p32le2xefgk7mdiaxsaftmnmu 40 16 literature literature NN work_2p32le2xefgk7mdiaxsaftmnmu 40 17 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 40 18 best good JJS work_2p32le2xefgk7mdiaxsaftmnmu 40 19 practices practice NNS work_2p32le2xefgk7mdiaxsaftmnmu 40 20 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 40 21 making make VBG work_2p32le2xefgk7mdiaxsaftmnmu 40 22 computations computation NNS work_2p32le2xefgk7mdiaxsaftmnmu 40 23 reproducible reproducible VB work_2p32le2xefgk7mdiaxsaftmnmu 40 24 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 40 25 Sandve Sandve NNP work_2p32le2xefgk7mdiaxsaftmnmu 40 26 et et FW work_2p32le2xefgk7mdiaxsaftmnmu 40 27 al al NNP work_2p32le2xefgk7mdiaxsaftmnmu 40 28 . . NNP work_2p32le2xefgk7mdiaxsaftmnmu 40 29 , , , work_2p32le2xefgk7mdiaxsaftmnmu 40 30 2013 2013 CD work_2p32le2xefgk7mdiaxsaftmnmu 40 31 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 40 32 Crook Crook NNP work_2p32le2xefgk7mdiaxsaftmnmu 40 33 , , , work_2p32le2xefgk7mdiaxsaftmnmu 40 34 Davison Davison NNP work_2p32le2xefgk7mdiaxsaftmnmu 40 35 & & CC work_2p32le2xefgk7mdiaxsaftmnmu 40 36 Plesser Plesser NNP work_2p32le2xefgk7mdiaxsaftmnmu 40 37 , , , work_2p32le2xefgk7mdiaxsaftmnmu 40 38 2013 2013 CD work_2p32le2xefgk7mdiaxsaftmnmu 40 39 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 40 40 Wilson Wilson NNP work_2p32le2xefgk7mdiaxsaftmnmu 40 41 et et NNP work_2p32le2xefgk7mdiaxsaftmnmu 40 42 al al NNP work_2p32le2xefgk7mdiaxsaftmnmu 40 43 . . NNP work_2p32le2xefgk7mdiaxsaftmnmu 40 44 , , , work_2p32le2xefgk7mdiaxsaftmnmu 40 45 2014 2014 CD work_2p32le2xefgk7mdiaxsaftmnmu 40 46 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 40 47 Halchenko Halchenko NNP work_2p32le2xefgk7mdiaxsaftmnmu 40 48 & & CC work_2p32le2xefgk7mdiaxsaftmnmu 40 49 Hanke Hanke NNP work_2p32le2xefgk7mdiaxsaftmnmu 40 50 , , , work_2p32le2xefgk7mdiaxsaftmnmu 40 51 2015 2015 CD work_2p32le2xefgk7mdiaxsaftmnmu 40 52 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 40 53 Janz Janz NNP work_2p32le2xefgk7mdiaxsaftmnmu 40 54 , , , work_2p32le2xefgk7mdiaxsaftmnmu 40 55 2015 2015 CD work_2p32le2xefgk7mdiaxsaftmnmu 40 56 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 40 57 Hinsen Hinsen NNP work_2p32le2xefgk7mdiaxsaftmnmu 40 58 , , , work_2p32le2xefgk7mdiaxsaftmnmu 40 59 2015 2015 CD work_2p32le2xefgk7mdiaxsaftmnmu 40 60 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 40 61 . . . work_2p32le2xefgk7mdiaxsaftmnmu 41 1 Related related JJ work_2p32le2xefgk7mdiaxsaftmnmu 41 2 initiatives initiative NNS work_2p32le2xefgk7mdiaxsaftmnmu 41 3 such such JJ work_2p32le2xefgk7mdiaxsaftmnmu 41 4 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 41 5 Software Software NNP work_2p32le2xefgk7mdiaxsaftmnmu 41 6 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 41 7 Data Data NNPS work_2p32le2xefgk7mdiaxsaftmnmu 41 8 Carpentry Carpentry NNP work_2p32le2xefgk7mdiaxsaftmnmu 41 9 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 41 10 Wilson Wilson NNP work_2p32le2xefgk7mdiaxsaftmnmu 41 11 , , , work_2p32le2xefgk7mdiaxsaftmnmu 41 12 2016 2016 CD work_2p32le2xefgk7mdiaxsaftmnmu 41 13 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 41 14 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 41 15 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 41 16 note note NN work_2p32le2xefgk7mdiaxsaftmnmu 41 17 since since IN work_2p32le2xefgk7mdiaxsaftmnmu 41 18 their -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 41 19 goal goal NN work_2p32le2xefgk7mdiaxsaftmnmu 41 20 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 41 21 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 41 22 make make VB work_2p32le2xefgk7mdiaxsaftmnmu 41 23 scientists scientist NNS work_2p32le2xefgk7mdiaxsaftmnmu 41 24 more more RBR work_2p32le2xefgk7mdiaxsaftmnmu 41 25 productive productive JJ work_2p32le2xefgk7mdiaxsaftmnmu 41 26 , , , work_2p32le2xefgk7mdiaxsaftmnmu 41 27 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 41 28 their -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 41 29 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 41 30 more more RBR work_2p32le2xefgk7mdiaxsaftmnmu 41 31 reliable reliable JJ work_2p32le2xefgk7mdiaxsaftmnmu 41 32 , , , work_2p32le2xefgk7mdiaxsaftmnmu 41 33 by by IN work_2p32le2xefgk7mdiaxsaftmnmu 41 34 teaching teach VBG work_2p32le2xefgk7mdiaxsaftmnmu 41 35 them -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 41 36 basic basic JJ work_2p32le2xefgk7mdiaxsaftmnmu 41 37 computing computing NN work_2p32le2xefgk7mdiaxsaftmnmu 41 38 skills skill NNS work_2p32le2xefgk7mdiaxsaftmnmu 41 39 . . . work_2p32le2xefgk7mdiaxsaftmnmu 42 1 Such such JJ work_2p32le2xefgk7mdiaxsaftmnmu 42 2 best good JJS work_2p32le2xefgk7mdiaxsaftmnmu 42 3 practices practice NNS work_2p32le2xefgk7mdiaxsaftmnmu 42 4 could could MD work_2p32le2xefgk7mdiaxsaftmnmu 42 5 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 42 6 applied apply VBN work_2p32le2xefgk7mdiaxsaftmnmu 42 7 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 42 8 already already RB work_2p32le2xefgk7mdiaxsaftmnmu 42 9 published publish VBN work_2p32le2xefgk7mdiaxsaftmnmu 42 10 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 42 11 codebases codebase NNS work_2p32le2xefgk7mdiaxsaftmnmu 42 12 as as RB work_2p32le2xefgk7mdiaxsaftmnmu 42 13 well well RB work_2p32le2xefgk7mdiaxsaftmnmu 42 14 , , , work_2p32le2xefgk7mdiaxsaftmnmu 42 15 provided provide VBD work_2p32le2xefgk7mdiaxsaftmnmu 42 16 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 42 17 original original JJ work_2p32le2xefgk7mdiaxsaftmnmu 42 18 authors author NNS work_2p32le2xefgk7mdiaxsaftmnmu 42 19 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 42 20 willing willing JJ work_2p32le2xefgk7mdiaxsaftmnmu 42 21 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 42 22 take take VB work_2p32le2xefgk7mdiaxsaftmnmu 42 23 on on RP work_2p32le2xefgk7mdiaxsaftmnmu 42 24 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 42 25 challenge challenge NN work_2p32le2xefgk7mdiaxsaftmnmu 42 26 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 42 27 re re NN work_2p32le2xefgk7mdiaxsaftmnmu 42 28 - - VBG work_2p32le2xefgk7mdiaxsaftmnmu 42 29 implementing implement VBG work_2p32le2xefgk7mdiaxsaftmnmu 42 30 their -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 42 31 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 42 32 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 42 33 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 42 34 sake sake NN work_2p32le2xefgk7mdiaxsaftmnmu 42 35 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 42 36 better well JJR work_2p32le2xefgk7mdiaxsaftmnmu 42 37 science science NN work_2p32le2xefgk7mdiaxsaftmnmu 42 38 . . . work_2p32le2xefgk7mdiaxsaftmnmu 43 1 Unfortunately unfortunately RB work_2p32le2xefgk7mdiaxsaftmnmu 43 2 , , , work_2p32le2xefgk7mdiaxsaftmnmu 43 3 this this DT work_2p32le2xefgk7mdiaxsaftmnmu 43 4 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 43 5 unlikely unlikely JJ work_2p32le2xefgk7mdiaxsaftmnmu 43 6 since since IN work_2p32le2xefgk7mdiaxsaftmnmu 43 7 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 43 8 incentives incentive NNS work_2p32le2xefgk7mdiaxsaftmnmu 43 9 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 43 10 doing do VBG work_2p32le2xefgk7mdiaxsaftmnmu 43 11 such such JJ work_2p32le2xefgk7mdiaxsaftmnmu 43 12 time time NN work_2p32le2xefgk7mdiaxsaftmnmu 43 13 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 43 14 consuming consume VBG work_2p32le2xefgk7mdiaxsaftmnmu 43 15 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 43 16 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 43 17 low low JJ work_2p32le2xefgk7mdiaxsaftmnmu 43 18 or or CC work_2p32le2xefgk7mdiaxsaftmnmu 43 19 nonexistent nonexistent JJ work_2p32le2xefgk7mdiaxsaftmnmu 43 20 . . . work_2p32le2xefgk7mdiaxsaftmnmu 44 1 Furthermore furthermore RB work_2p32le2xefgk7mdiaxsaftmnmu 44 2 , , , work_2p32le2xefgk7mdiaxsaftmnmu 44 3 if if IN work_2p32le2xefgk7mdiaxsaftmnmu 44 4 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 44 5 original original JJ work_2p32le2xefgk7mdiaxsaftmnmu 44 6 authors author NNS work_2p32le2xefgk7mdiaxsaftmnmu 44 7 made make VBD work_2p32le2xefgk7mdiaxsaftmnmu 44 8 mistakes mistake NNS work_2p32le2xefgk7mdiaxsaftmnmu 44 9 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 44 10 their -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 44 11 original original JJ work_2p32le2xefgk7mdiaxsaftmnmu 44 12 implementation implementation NN work_2p32le2xefgk7mdiaxsaftmnmu 44 13 , , , work_2p32le2xefgk7mdiaxsaftmnmu 44 14 it -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 44 15 seems seem VBZ work_2p32le2xefgk7mdiaxsaftmnmu 44 16 likely likely JJ work_2p32le2xefgk7mdiaxsaftmnmu 44 17 that that IN work_2p32le2xefgk7mdiaxsaftmnmu 44 18 they -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 44 19 will will MD work_2p32le2xefgk7mdiaxsaftmnmu 44 20 reproduce reproduce VB work_2p32le2xefgk7mdiaxsaftmnmu 44 21 their -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 44 22 mistakes mistake NNS work_2p32le2xefgk7mdiaxsaftmnmu 44 23 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 44 24 any any DT work_2p32le2xefgk7mdiaxsaftmnmu 44 25 re re NN work_2p32le2xefgk7mdiaxsaftmnmu 44 26 - - NN work_2p32le2xefgk7mdiaxsaftmnmu 44 27 implementation implementation NN work_2p32le2xefgk7mdiaxsaftmnmu 44 28 . . . work_2p32le2xefgk7mdiaxsaftmnmu 45 1 REPLICATION REPLICATION NNP work_2p32le2xefgk7mdiaxsaftmnmu 45 2 AND and CC work_2p32le2xefgk7mdiaxsaftmnmu 45 3 REPRODUCTION reproduction NN work_2p32le2xefgk7mdiaxsaftmnmu 45 4 While while IN work_2p32le2xefgk7mdiaxsaftmnmu 45 5 recognition recognition NN work_2p32le2xefgk7mdiaxsaftmnmu 45 6 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 45 7 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 45 8 replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 45 9 crisis crisis NN work_2p32le2xefgk7mdiaxsaftmnmu 45 10 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 45 11 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 45 12 problem problem NN work_2p32le2xefgk7mdiaxsaftmnmu 45 13 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 45 14 scientific scientific JJ work_2p32le2xefgk7mdiaxsaftmnmu 45 15 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 45 16 has have VBZ work_2p32le2xefgk7mdiaxsaftmnmu 45 17 increased increase VBN work_2p32le2xefgk7mdiaxsaftmnmu 45 18 over over IN work_2p32le2xefgk7mdiaxsaftmnmu 45 19 time time NN work_2p32le2xefgk7mdiaxsaftmnmu 45 20 , , , work_2p32le2xefgk7mdiaxsaftmnmu 45 21 unfortunately unfortunately RB work_2p32le2xefgk7mdiaxsaftmnmu 45 22 no no DT work_2p32le2xefgk7mdiaxsaftmnmu 45 23 common common JJ work_2p32le2xefgk7mdiaxsaftmnmu 45 24 terminology terminology NN work_2p32le2xefgk7mdiaxsaftmnmu 45 25 has have VBZ work_2p32le2xefgk7mdiaxsaftmnmu 45 26 emerged emerge VBN work_2p32le2xefgk7mdiaxsaftmnmu 45 27 so so RB work_2p32le2xefgk7mdiaxsaftmnmu 45 28 far far RB work_2p32le2xefgk7mdiaxsaftmnmu 45 29 . . . work_2p32le2xefgk7mdiaxsaftmnmu 46 1 One one CD work_2p32le2xefgk7mdiaxsaftmnmu 46 2 reason reason NN work_2p32le2xefgk7mdiaxsaftmnmu 46 3 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 46 4 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 46 5 diverse diverse JJ work_2p32le2xefgk7mdiaxsaftmnmu 46 6 use use NN work_2p32le2xefgk7mdiaxsaftmnmu 46 7 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 46 8 terms term NNS work_2p32le2xefgk7mdiaxsaftmnmu 46 9 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 46 10 that that IN work_2p32le2xefgk7mdiaxsaftmnmu 46 11 each each DT work_2p32le2xefgk7mdiaxsaftmnmu 46 12 field field NN work_2p32le2xefgk7mdiaxsaftmnmu 46 13 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 46 14 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 46 15 has have VBZ work_2p32le2xefgk7mdiaxsaftmnmu 46 16 its -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 46 17 own own JJ work_2p32le2xefgk7mdiaxsaftmnmu 46 18 specific specific JJ work_2p32le2xefgk7mdiaxsaftmnmu 46 19 technical technical JJ work_2p32le2xefgk7mdiaxsaftmnmu 46 20 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 46 21 Rougier Rougier NNP work_2p32le2xefgk7mdiaxsaftmnmu 46 22 et et NNP work_2p32le2xefgk7mdiaxsaftmnmu 46 23 al al NNP work_2p32le2xefgk7mdiaxsaftmnmu 46 24 . . . work_2p32le2xefgk7mdiaxsaftmnmu 47 1 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 47 2 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 47 3 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 47 4 , , , work_2p32le2xefgk7mdiaxsaftmnmu 47 5 PeerJ PeerJ NNP work_2p32le2xefgk7mdiaxsaftmnmu 47 6 Comput Comput NNP work_2p32le2xefgk7mdiaxsaftmnmu 47 7 . . . work_2p32le2xefgk7mdiaxsaftmnmu 48 1 Sci Sci NNP work_2p32le2xefgk7mdiaxsaftmnmu 48 2 . . NNP work_2p32le2xefgk7mdiaxsaftmnmu 48 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 48 4 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 48 5 10.7717 10.7717 CD work_2p32le2xefgk7mdiaxsaftmnmu 48 6 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 48 7 peerj peerj NNP work_2p32le2xefgk7mdiaxsaftmnmu 48 8 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 48 9 cs.142 cs.142 NNP work_2p32le2xefgk7mdiaxsaftmnmu 48 10 3/17 3/17 CD work_2p32le2xefgk7mdiaxsaftmnmu 48 11 https://peerj.com https://peerj.com ADD work_2p32le2xefgk7mdiaxsaftmnmu 48 12 http://journals.plos.org/plosone/s/materials-and-software-sharing http://journals.plos.org/plosone/s/materials-and-software-sharing NN work_2p32le2xefgk7mdiaxsaftmnmu 48 13 http://journals.plos.org/plosone/s/data-availability http://journals.plos.org/plosone/s/data-availability NNP work_2p32le2xefgk7mdiaxsaftmnmu 48 14 https://elifesciences.org/elife-news/inside-elife-forking-software-used-elife-papers-github https://elifesciences.org/elife-news/inside-elife-forking-software-used-elife-papers-github NNP work_2p32le2xefgk7mdiaxsaftmnmu 48 15 http://dx.doi.org/10.7717/peerj-cs.142 http://dx.doi.org/10.7717/peerj-cs.142 CD work_2p32le2xefgk7mdiaxsaftmnmu 48 16 social social JJ work_2p32le2xefgk7mdiaxsaftmnmu 48 17 obstacles obstacle NNS work_2p32le2xefgk7mdiaxsaftmnmu 48 18 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 48 19 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 48 20 road road NN work_2p32le2xefgk7mdiaxsaftmnmu 48 21 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 48 22 publishing publishing NN work_2p32le2xefgk7mdiaxsaftmnmu 48 23 results result NNS work_2p32le2xefgk7mdiaxsaftmnmu 48 24 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 48 25 findings finding NNS work_2p32le2xefgk7mdiaxsaftmnmu 48 26 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 48 27 can can MD work_2p32le2xefgk7mdiaxsaftmnmu 48 28 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 48 29 verified verify VBN work_2p32le2xefgk7mdiaxsaftmnmu 48 30 by by IN work_2p32le2xefgk7mdiaxsaftmnmu 48 31 other other JJ work_2p32le2xefgk7mdiaxsaftmnmu 48 32 scientists scientist NNS work_2p32le2xefgk7mdiaxsaftmnmu 48 33 . . . work_2p32le2xefgk7mdiaxsaftmnmu 49 1 Here here RB work_2p32le2xefgk7mdiaxsaftmnmu 49 2 we -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 49 3 briefly briefly RB work_2p32le2xefgk7mdiaxsaftmnmu 49 4 summarize summarize VBP work_2p32le2xefgk7mdiaxsaftmnmu 49 5 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 49 6 obstacles obstacle NNS work_2p32le2xefgk7mdiaxsaftmnmu 49 7 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 49 8 arise arise VBP work_2p32le2xefgk7mdiaxsaftmnmu 49 9 from from IN work_2p32le2xefgk7mdiaxsaftmnmu 49 10 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 49 11 use use NN work_2p32le2xefgk7mdiaxsaftmnmu 49 12 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 49 13 computers computer NNS work_2p32le2xefgk7mdiaxsaftmnmu 49 14 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 49 15 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 49 16 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 49 17 scientific scientific JJ work_2p32le2xefgk7mdiaxsaftmnmu 49 18 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 49 19 , , , work_2p32le2xefgk7mdiaxsaftmnmu 49 20 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 49 21 introduce introduce VB work_2p32le2xefgk7mdiaxsaftmnmu 49 22 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 49 23 terminology terminology NN work_2p32le2xefgk7mdiaxsaftmnmu 49 24 we -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 49 25 will will MD work_2p32le2xefgk7mdiaxsaftmnmu 49 26 use use VB work_2p32le2xefgk7mdiaxsaftmnmu 49 27 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 49 28 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 49 29 rest rest NN work_2p32le2xefgk7mdiaxsaftmnmu 49 30 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 49 31 this this DT work_2p32le2xefgk7mdiaxsaftmnmu 49 32 article article NN work_2p32le2xefgk7mdiaxsaftmnmu 49 33 . . . work_2p32le2xefgk7mdiaxsaftmnmu 50 1 We -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 50 2 note note VBP work_2p32le2xefgk7mdiaxsaftmnmu 50 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 50 4 however however RB work_2p32le2xefgk7mdiaxsaftmnmu 50 5 , , , work_2p32le2xefgk7mdiaxsaftmnmu 50 6 that that IN work_2p32le2xefgk7mdiaxsaftmnmu 50 7 there there EX work_2p32le2xefgk7mdiaxsaftmnmu 50 8 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 50 9 some some DT work_2p32le2xefgk7mdiaxsaftmnmu 50 10 disagreement disagreement NN work_2p32le2xefgk7mdiaxsaftmnmu 50 11 about about IN work_2p32le2xefgk7mdiaxsaftmnmu 50 12 this this DT work_2p32le2xefgk7mdiaxsaftmnmu 50 13 particular particular JJ work_2p32le2xefgk7mdiaxsaftmnmu 50 14 choice choice NN work_2p32le2xefgk7mdiaxsaftmnmu 50 15 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 50 16 terminology terminology NN work_2p32le2xefgk7mdiaxsaftmnmu 50 17 even even RB work_2p32le2xefgk7mdiaxsaftmnmu 50 18 among among IN work_2p32le2xefgk7mdiaxsaftmnmu 50 19 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 50 20 authors author NNS work_2p32le2xefgk7mdiaxsaftmnmu 50 21 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 50 22 this this DT work_2p32le2xefgk7mdiaxsaftmnmu 50 23 article article NN work_2p32le2xefgk7mdiaxsaftmnmu 50 24 . . . work_2p32le2xefgk7mdiaxsaftmnmu 51 1 Reproducing reproduce VBG work_2p32le2xefgk7mdiaxsaftmnmu 51 2 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 51 3 result result NN work_2p32le2xefgk7mdiaxsaftmnmu 51 4 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 51 5 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 51 6 computation computation NN work_2p32le2xefgk7mdiaxsaftmnmu 51 7 means mean VBZ work_2p32le2xefgk7mdiaxsaftmnmu 51 8 running run VBG work_2p32le2xefgk7mdiaxsaftmnmu 51 9 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 51 10 same same JJ work_2p32le2xefgk7mdiaxsaftmnmu 51 11 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 51 12 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 51 13 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 51 14 same same JJ work_2p32le2xefgk7mdiaxsaftmnmu 51 15 input input NN work_2p32le2xefgk7mdiaxsaftmnmu 51 16 data datum NNS work_2p32le2xefgk7mdiaxsaftmnmu 51 17 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 51 18 obtaining obtain VBG work_2p32le2xefgk7mdiaxsaftmnmu 51 19 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 51 20 same same JJ work_2p32le2xefgk7mdiaxsaftmnmu 51 21 results result NNS work_2p32le2xefgk7mdiaxsaftmnmu 51 22 . . . work_2p32le2xefgk7mdiaxsaftmnmu 52 1 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 52 2 goal goal NN work_2p32le2xefgk7mdiaxsaftmnmu 52 3 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 52 4 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 52 5 reproduction reproduction NN work_2p32le2xefgk7mdiaxsaftmnmu 52 6 attempt attempt NN work_2p32le2xefgk7mdiaxsaftmnmu 52 7 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 52 8 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 52 9 verify verify VB work_2p32le2xefgk7mdiaxsaftmnmu 52 10 that that IN work_2p32le2xefgk7mdiaxsaftmnmu 52 11 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 52 12 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 52 13 protocol protocol NN work_2p32le2xefgk7mdiaxsaftmnmu 52 14 leading lead VBG work_2p32le2xefgk7mdiaxsaftmnmu 52 15 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 52 16 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 52 17 results result NNS work_2p32le2xefgk7mdiaxsaftmnmu 52 18 has have VBZ work_2p32le2xefgk7mdiaxsaftmnmu 52 19 been be VBN work_2p32le2xefgk7mdiaxsaftmnmu 52 20 recorded record VBN work_2p32le2xefgk7mdiaxsaftmnmu 52 21 correctly correctly RB work_2p32le2xefgk7mdiaxsaftmnmu 52 22 . . . work_2p32le2xefgk7mdiaxsaftmnmu 53 1 Performing perform VBG work_2p32le2xefgk7mdiaxsaftmnmu 53 2 computations computation NNS work_2p32le2xefgk7mdiaxsaftmnmu 53 3 reproducibly reproducibly RB work_2p32le2xefgk7mdiaxsaftmnmu 53 4 can can MD work_2p32le2xefgk7mdiaxsaftmnmu 53 5 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 53 6 seen see VBN work_2p32le2xefgk7mdiaxsaftmnmu 53 7 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 53 8 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 53 9 form form NN work_2p32le2xefgk7mdiaxsaftmnmu 53 10 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 53 11 provenance provenance NN work_2p32le2xefgk7mdiaxsaftmnmu 53 12 tracking tracking NN work_2p32le2xefgk7mdiaxsaftmnmu 53 13 , , , work_2p32le2xefgk7mdiaxsaftmnmu 53 14 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 53 15 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 53 16 being be VBG work_2p32le2xefgk7mdiaxsaftmnmu 53 17 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 53 18 detailed detailed JJ work_2p32le2xefgk7mdiaxsaftmnmu 53 19 record record NN work_2p32le2xefgk7mdiaxsaftmnmu 53 20 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 53 21 all all DT work_2p32le2xefgk7mdiaxsaftmnmu 53 22 data datum NNS work_2p32le2xefgk7mdiaxsaftmnmu 53 23 processing processing NN work_2p32le2xefgk7mdiaxsaftmnmu 53 24 steps step NNS work_2p32le2xefgk7mdiaxsaftmnmu 53 25 . . . work_2p32le2xefgk7mdiaxsaftmnmu 54 1 In in IN work_2p32le2xefgk7mdiaxsaftmnmu 54 2 theory theory NN work_2p32le2xefgk7mdiaxsaftmnmu 54 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 54 4 computation computation NN work_2p32le2xefgk7mdiaxsaftmnmu 54 5 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 54 6 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 54 7 deterministic deterministic JJ work_2p32le2xefgk7mdiaxsaftmnmu 54 8 process process NN work_2p32le2xefgk7mdiaxsaftmnmu 54 9 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 54 10 exact exact JJ work_2p32le2xefgk7mdiaxsaftmnmu 54 11 reproduction reproduction NN work_2p32le2xefgk7mdiaxsaftmnmu 54 12 should should MD work_2p32le2xefgk7mdiaxsaftmnmu 54 13 therefore therefore RB work_2p32le2xefgk7mdiaxsaftmnmu 54 14 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 54 15 trivial trivial JJ work_2p32le2xefgk7mdiaxsaftmnmu 54 16 . . . work_2p32le2xefgk7mdiaxsaftmnmu 55 1 In in IN work_2p32le2xefgk7mdiaxsaftmnmu 55 2 reality reality NN work_2p32le2xefgk7mdiaxsaftmnmu 55 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 55 4 it -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 55 5 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 55 6 very very RB work_2p32le2xefgk7mdiaxsaftmnmu 55 7 difficult difficult JJ work_2p32le2xefgk7mdiaxsaftmnmu 55 8 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 55 9 achieve achieve VB work_2p32le2xefgk7mdiaxsaftmnmu 55 10 because because IN work_2p32le2xefgk7mdiaxsaftmnmu 55 11 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 55 12 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 55 13 complexity complexity NN work_2p32le2xefgk7mdiaxsaftmnmu 55 14 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 55 15 today today NN work_2p32le2xefgk7mdiaxsaftmnmu 55 16 ’s ’s POS work_2p32le2xefgk7mdiaxsaftmnmu 55 17 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 55 18 stacks stack NNS work_2p32le2xefgk7mdiaxsaftmnmu 55 19 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 55 20 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 55 21 tediousness tediousness NN work_2p32le2xefgk7mdiaxsaftmnmu 55 22 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 55 23 recording record VBG work_2p32le2xefgk7mdiaxsaftmnmu 55 24 all all DT work_2p32le2xefgk7mdiaxsaftmnmu 55 25 interactions interaction NNS work_2p32le2xefgk7mdiaxsaftmnmu 55 26 between between IN work_2p32le2xefgk7mdiaxsaftmnmu 55 27 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 55 28 scientist scientist NN work_2p32le2xefgk7mdiaxsaftmnmu 55 29 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 55 30 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 55 31 computer computer NN work_2p32le2xefgk7mdiaxsaftmnmu 55 32 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 55 33 although although IN work_2p32le2xefgk7mdiaxsaftmnmu 55 34 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 55 35 number number NN work_2p32le2xefgk7mdiaxsaftmnmu 55 36 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 55 37 recent recent JJ work_2p32le2xefgk7mdiaxsaftmnmu 55 38 tools tool NNS work_2p32le2xefgk7mdiaxsaftmnmu 55 39 have have VBP work_2p32le2xefgk7mdiaxsaftmnmu 55 40 attempted attempt VBN work_2p32le2xefgk7mdiaxsaftmnmu 55 41 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 55 42 automate automate VB work_2p32le2xefgk7mdiaxsaftmnmu 55 43 such such JJ work_2p32le2xefgk7mdiaxsaftmnmu 55 44 recording recording NN work_2p32le2xefgk7mdiaxsaftmnmu 55 45 , , , work_2p32le2xefgk7mdiaxsaftmnmu 55 46 e.g. e.g. RB work_2p32le2xefgk7mdiaxsaftmnmu 55 47 , , , work_2p32le2xefgk7mdiaxsaftmnmu 55 48 Guo Guo NNP work_2p32le2xefgk7mdiaxsaftmnmu 55 49 & & CC work_2p32le2xefgk7mdiaxsaftmnmu 55 50 Engler Engler NNP work_2p32le2xefgk7mdiaxsaftmnmu 55 51 , , , work_2p32le2xefgk7mdiaxsaftmnmu 55 52 2011 2011 CD work_2p32le2xefgk7mdiaxsaftmnmu 55 53 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 55 54 Davison Davison NNP work_2p32le2xefgk7mdiaxsaftmnmu 55 55 , , , work_2p32le2xefgk7mdiaxsaftmnmu 55 56 2012 2012 CD work_2p32le2xefgk7mdiaxsaftmnmu 55 57 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 55 58 Murta Murta NNP work_2p32le2xefgk7mdiaxsaftmnmu 55 59 et et FW work_2p32le2xefgk7mdiaxsaftmnmu 55 60 al al NNP work_2p32le2xefgk7mdiaxsaftmnmu 55 61 . . NNP work_2p32le2xefgk7mdiaxsaftmnmu 55 62 , , , work_2p32le2xefgk7mdiaxsaftmnmu 55 63 2015 2015 CD work_2p32le2xefgk7mdiaxsaftmnmu 55 64 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 55 65 . . . work_2p32le2xefgk7mdiaxsaftmnmu 56 1 Mesnard Mesnard NNP work_2p32le2xefgk7mdiaxsaftmnmu 56 2 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 56 3 Barba Barba NNP work_2p32le2xefgk7mdiaxsaftmnmu 56 4 explain explain VB work_2p32le2xefgk7mdiaxsaftmnmu 56 5 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 56 6 Mesnard Mesnard NNP work_2p32le2xefgk7mdiaxsaftmnmu 56 7 & & CC work_2p32le2xefgk7mdiaxsaftmnmu 56 8 Barba Barba NNP work_2p32le2xefgk7mdiaxsaftmnmu 56 9 , , , work_2p32le2xefgk7mdiaxsaftmnmu 56 10 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 56 11 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 56 12 how how WRB work_2p32le2xefgk7mdiaxsaftmnmu 56 13 difficult difficult JJ work_2p32le2xefgk7mdiaxsaftmnmu 56 14 it -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 56 15 can can MD work_2p32le2xefgk7mdiaxsaftmnmu 56 16 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 56 17 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 56 18 reproduce reproduce VB work_2p32le2xefgk7mdiaxsaftmnmu 56 19 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 56 20 two two CD work_2p32le2xefgk7mdiaxsaftmnmu 56 21 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 56 22 year year NN work_2p32le2xefgk7mdiaxsaftmnmu 56 23 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 56 24 old old JJ work_2p32le2xefgk7mdiaxsaftmnmu 56 25 computation computation NN work_2p32le2xefgk7mdiaxsaftmnmu 56 26 even even RB work_2p32le2xefgk7mdiaxsaftmnmu 56 27 though though IN work_2p32le2xefgk7mdiaxsaftmnmu 56 28 all all DT work_2p32le2xefgk7mdiaxsaftmnmu 56 29 possible possible JJ work_2p32le2xefgk7mdiaxsaftmnmu 56 30 precautions precaution NNS work_2p32le2xefgk7mdiaxsaftmnmu 56 31 were be VBD work_2p32le2xefgk7mdiaxsaftmnmu 56 32 taken take VBN work_2p32le2xefgk7mdiaxsaftmnmu 56 33 at at IN work_2p32le2xefgk7mdiaxsaftmnmu 56 34 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 56 35 time time NN work_2p32le2xefgk7mdiaxsaftmnmu 56 36 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 56 37 ensure ensure VB work_2p32le2xefgk7mdiaxsaftmnmu 56 38 reproducibility reproducibility NN work_2p32le2xefgk7mdiaxsaftmnmu 56 39 . . . work_2p32le2xefgk7mdiaxsaftmnmu 57 1 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 57 2 most most RBS work_2p32le2xefgk7mdiaxsaftmnmu 57 3 frequent frequent JJ work_2p32le2xefgk7mdiaxsaftmnmu 57 4 obstacles obstacle NNS work_2p32le2xefgk7mdiaxsaftmnmu 57 5 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 57 6 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 57 7 loss loss NN work_2p32le2xefgk7mdiaxsaftmnmu 57 8 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 57 9 parts part NNS work_2p32le2xefgk7mdiaxsaftmnmu 57 10 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 57 11 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 57 12 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 57 13 or or CC work_2p32le2xefgk7mdiaxsaftmnmu 57 14 input input NN work_2p32le2xefgk7mdiaxsaftmnmu 57 15 data datum NNS work_2p32le2xefgk7mdiaxsaftmnmu 57 16 , , , work_2p32le2xefgk7mdiaxsaftmnmu 57 17 lack lack NN work_2p32le2xefgk7mdiaxsaftmnmu 57 18 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 57 19 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 57 20 computing computing NN work_2p32le2xefgk7mdiaxsaftmnmu 57 21 environment environment NN work_2p32le2xefgk7mdiaxsaftmnmu 57 22 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 57 23 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 57 24 sufficiently sufficiently RB work_2p32le2xefgk7mdiaxsaftmnmu 57 25 similar similar JJ work_2p32le2xefgk7mdiaxsaftmnmu 57 26 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 57 27 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 57 28 one one NN work_2p32le2xefgk7mdiaxsaftmnmu 57 29 used use VBN work_2p32le2xefgk7mdiaxsaftmnmu 57 30 initially initially RB work_2p32le2xefgk7mdiaxsaftmnmu 57 31 , , , work_2p32le2xefgk7mdiaxsaftmnmu 57 32 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 57 33 insufficient insufficient JJ work_2p32le2xefgk7mdiaxsaftmnmu 57 34 instructions instruction NNS work_2p32le2xefgk7mdiaxsaftmnmu 57 35 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 57 36 making make VBG work_2p32le2xefgk7mdiaxsaftmnmu 57 37 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 57 38 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 57 39 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 57 40 . . . work_2p32le2xefgk7mdiaxsaftmnmu 58 1 An an DT work_2p32le2xefgk7mdiaxsaftmnmu 58 2 obstacle obstacle NN work_2p32le2xefgk7mdiaxsaftmnmu 58 3 specific specific JJ work_2p32le2xefgk7mdiaxsaftmnmu 58 4 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 58 5 numerical numerical JJ work_2p32le2xefgk7mdiaxsaftmnmu 58 6 computations computation NNS work_2p32le2xefgk7mdiaxsaftmnmu 58 7 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 58 8 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 58 9 use use NN work_2p32le2xefgk7mdiaxsaftmnmu 58 10 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 58 11 floating float VBG work_2p32le2xefgk7mdiaxsaftmnmu 58 12 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 58 13 point point NN work_2p32le2xefgk7mdiaxsaftmnmu 58 14 arithmetic arithmetic JJ work_2p32le2xefgk7mdiaxsaftmnmu 58 15 , , , work_2p32le2xefgk7mdiaxsaftmnmu 58 16 whose whose WP$ work_2p32le2xefgk7mdiaxsaftmnmu 58 17 rules rule NNS work_2p32le2xefgk7mdiaxsaftmnmu 58 18 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 58 19 subject subject JJ work_2p32le2xefgk7mdiaxsaftmnmu 58 20 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 58 21 slightly slightly RB work_2p32le2xefgk7mdiaxsaftmnmu 58 22 different different JJ work_2p32le2xefgk7mdiaxsaftmnmu 58 23 interpretations interpretation NNS work_2p32le2xefgk7mdiaxsaftmnmu 58 24 by by IN work_2p32le2xefgk7mdiaxsaftmnmu 58 25 different different JJ work_2p32le2xefgk7mdiaxsaftmnmu 58 26 compilers compiler NNS work_2p32le2xefgk7mdiaxsaftmnmu 58 27 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 58 28 runtime runtime NN work_2p32le2xefgk7mdiaxsaftmnmu 58 29 support support NN work_2p32le2xefgk7mdiaxsaftmnmu 58 30 systems system NNS work_2p32le2xefgk7mdiaxsaftmnmu 58 31 . . . work_2p32le2xefgk7mdiaxsaftmnmu 59 1 A a DT work_2p32le2xefgk7mdiaxsaftmnmu 59 2 large large JJ work_2p32le2xefgk7mdiaxsaftmnmu 59 3 variety variety NN work_2p32le2xefgk7mdiaxsaftmnmu 59 4 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 59 5 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 59 6 practices practice NNS work_2p32le2xefgk7mdiaxsaftmnmu 59 7 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 59 8 support support NN work_2p32le2xefgk7mdiaxsaftmnmu 59 9 tools tool NNS work_2p32le2xefgk7mdiaxsaftmnmu 59 10 have have VBP work_2p32le2xefgk7mdiaxsaftmnmu 59 11 been be VBN work_2p32le2xefgk7mdiaxsaftmnmu 59 12 developed develop VBN work_2p32le2xefgk7mdiaxsaftmnmu 59 13 recently recently RB work_2p32le2xefgk7mdiaxsaftmnmu 59 14 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 59 15 facilitate facilitate VB work_2p32le2xefgk7mdiaxsaftmnmu 59 16 reproducible reproducible NN work_2p32le2xefgk7mdiaxsaftmnmu 59 17 computations computation NNS work_2p32le2xefgk7mdiaxsaftmnmu 59 18 . . . work_2p32le2xefgk7mdiaxsaftmnmu 60 1 For for IN work_2p32le2xefgk7mdiaxsaftmnmu 60 2 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 60 3 collection collection NN work_2p32le2xefgk7mdiaxsaftmnmu 60 4 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 60 5 recipes recipe NNS work_2p32le2xefgk7mdiaxsaftmnmu 60 6 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 60 7 have have VBP work_2p32le2xefgk7mdiaxsaftmnmu 60 8 proven prove VBN work_2p32le2xefgk7mdiaxsaftmnmu 60 9 useful useful JJ work_2p32le2xefgk7mdiaxsaftmnmu 60 10 , , , work_2p32le2xefgk7mdiaxsaftmnmu 60 11 see see VB work_2p32le2xefgk7mdiaxsaftmnmu 60 12 Kitzes Kitzes NNP work_2p32le2xefgk7mdiaxsaftmnmu 60 13 , , , work_2p32le2xefgk7mdiaxsaftmnmu 60 14 Turek Turek NNP work_2p32le2xefgk7mdiaxsaftmnmu 60 15 & & CC work_2p32le2xefgk7mdiaxsaftmnmu 60 16 Deniz Deniz NNP work_2p32le2xefgk7mdiaxsaftmnmu 60 17 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 60 18 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 60 19 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 60 20 . . . work_2p32le2xefgk7mdiaxsaftmnmu 61 1 Publishing publish VBG work_2p32le2xefgk7mdiaxsaftmnmu 61 2 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 61 3 reproducible reproducible JJ work_2p32le2xefgk7mdiaxsaftmnmu 61 4 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 61 5 result result NN work_2p32le2xefgk7mdiaxsaftmnmu 61 6 implies imply VBZ work_2p32le2xefgk7mdiaxsaftmnmu 61 7 publishing publish VBG work_2p32le2xefgk7mdiaxsaftmnmu 61 8 all all PDT work_2p32le2xefgk7mdiaxsaftmnmu 61 9 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 61 10 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 61 11 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 61 12 all all PDT work_2p32le2xefgk7mdiaxsaftmnmu 61 13 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 61 14 input input NN work_2p32le2xefgk7mdiaxsaftmnmu 61 15 data datum NNS work_2p32le2xefgk7mdiaxsaftmnmu 61 16 , , , work_2p32le2xefgk7mdiaxsaftmnmu 61 17 or or CC work_2p32le2xefgk7mdiaxsaftmnmu 61 18 references reference NNS work_2p32le2xefgk7mdiaxsaftmnmu 61 19 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 61 20 previously previously RB work_2p32le2xefgk7mdiaxsaftmnmu 61 21 published publish VBN work_2p32le2xefgk7mdiaxsaftmnmu 61 22 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 61 23 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 61 24 data datum NNS work_2p32le2xefgk7mdiaxsaftmnmu 61 25 , , , work_2p32le2xefgk7mdiaxsaftmnmu 61 26 along along IN work_2p32le2xefgk7mdiaxsaftmnmu 61 27 with with IN work_2p32le2xefgk7mdiaxsaftmnmu 61 28 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 61 29 traditional traditional JJ work_2p32le2xefgk7mdiaxsaftmnmu 61 30 article article NN work_2p32le2xefgk7mdiaxsaftmnmu 61 31 describing describe VBG work_2p32le2xefgk7mdiaxsaftmnmu 61 32 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 61 33 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 61 34 . . . work_2p32le2xefgk7mdiaxsaftmnmu 62 1 An an DT work_2p32le2xefgk7mdiaxsaftmnmu 62 2 obvious obvious JJ work_2p32le2xefgk7mdiaxsaftmnmu 62 3 added add VBN work_2p32le2xefgk7mdiaxsaftmnmu 62 4 value value NN work_2p32le2xefgk7mdiaxsaftmnmu 62 5 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 62 6 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 62 7 availability availability NN work_2p32le2xefgk7mdiaxsaftmnmu 62 8 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 62 9 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 62 10 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 62 11 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 62 12 data datum NNS work_2p32le2xefgk7mdiaxsaftmnmu 62 13 , , , work_2p32le2xefgk7mdiaxsaftmnmu 62 14 which which WDT work_2p32le2xefgk7mdiaxsaftmnmu 62 15 helps help VBZ work_2p32le2xefgk7mdiaxsaftmnmu 62 16 readers reader NNS work_2p32le2xefgk7mdiaxsaftmnmu 62 17 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 62 18 gain gain VB work_2p32le2xefgk7mdiaxsaftmnmu 62 19 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 62 20 better well JJR work_2p32le2xefgk7mdiaxsaftmnmu 62 21 understanding understanding NN work_2p32le2xefgk7mdiaxsaftmnmu 62 22 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 62 23 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 62 24 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 62 25 , , , work_2p32le2xefgk7mdiaxsaftmnmu 62 26 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 62 27 can can MD work_2p32le2xefgk7mdiaxsaftmnmu 62 28 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 62 29 re re VBN work_2p32le2xefgk7mdiaxsaftmnmu 62 30 - - VBN work_2p32le2xefgk7mdiaxsaftmnmu 62 31 used use VBN work_2p32le2xefgk7mdiaxsaftmnmu 62 32 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 62 33 other other JJ work_2p32le2xefgk7mdiaxsaftmnmu 62 34 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 62 35 projects project NNS work_2p32le2xefgk7mdiaxsaftmnmu 62 36 . . . work_2p32le2xefgk7mdiaxsaftmnmu 63 1 In in IN work_2p32le2xefgk7mdiaxsaftmnmu 63 2 addition addition NN work_2p32le2xefgk7mdiaxsaftmnmu 63 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 63 4 reproducibly reproducibly RB work_2p32le2xefgk7mdiaxsaftmnmu 63 5 published publish VBN work_2p32le2xefgk7mdiaxsaftmnmu 63 6 results result NNS work_2p32le2xefgk7mdiaxsaftmnmu 63 7 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 63 8 more more RBR work_2p32le2xefgk7mdiaxsaftmnmu 63 9 trustworthy trustworthy JJ work_2p32le2xefgk7mdiaxsaftmnmu 63 10 , , , work_2p32le2xefgk7mdiaxsaftmnmu 63 11 because because IN work_2p32le2xefgk7mdiaxsaftmnmu 63 12 many many JJ work_2p32le2xefgk7mdiaxsaftmnmu 63 13 common common JJ work_2p32le2xefgk7mdiaxsaftmnmu 63 14 mistakes mistake NNS work_2p32le2xefgk7mdiaxsaftmnmu 63 15 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 63 16 working work VBG work_2p32le2xefgk7mdiaxsaftmnmu 63 17 with with IN work_2p32le2xefgk7mdiaxsaftmnmu 63 18 computers computer NNS work_2p32le2xefgk7mdiaxsaftmnmu 63 19 can can MD work_2p32le2xefgk7mdiaxsaftmnmu 63 20 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 63 21 excluded exclude VBN work_2p32le2xefgk7mdiaxsaftmnmu 63 22 : : : work_2p32le2xefgk7mdiaxsaftmnmu 63 23 mistyping mistype VBG work_2p32le2xefgk7mdiaxsaftmnmu 63 24 parameter parameter NN work_2p32le2xefgk7mdiaxsaftmnmu 63 25 values value NNS work_2p32le2xefgk7mdiaxsaftmnmu 63 26 or or CC work_2p32le2xefgk7mdiaxsaftmnmu 63 27 input input NN work_2p32le2xefgk7mdiaxsaftmnmu 63 28 file file NN work_2p32le2xefgk7mdiaxsaftmnmu 63 29 names name NNS work_2p32le2xefgk7mdiaxsaftmnmu 63 30 , , , work_2p32le2xefgk7mdiaxsaftmnmu 63 31 updating update VBG work_2p32le2xefgk7mdiaxsaftmnmu 63 32 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 63 33 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 63 34 but but CC work_2p32le2xefgk7mdiaxsaftmnmu 63 35 forgetting forget VBG work_2p32le2xefgk7mdiaxsaftmnmu 63 36 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 63 37 mention mention VB work_2p32le2xefgk7mdiaxsaftmnmu 63 38 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 63 39 changes change NNS work_2p32le2xefgk7mdiaxsaftmnmu 63 40 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 63 41 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 63 42 description description NN work_2p32le2xefgk7mdiaxsaftmnmu 63 43 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 63 44 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 63 45 method method NN work_2p32le2xefgk7mdiaxsaftmnmu 63 46 , , , work_2p32le2xefgk7mdiaxsaftmnmu 63 47 planning plan VBG work_2p32le2xefgk7mdiaxsaftmnmu 63 48 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 63 49 use use VB work_2p32le2xefgk7mdiaxsaftmnmu 63 50 one one CD work_2p32le2xefgk7mdiaxsaftmnmu 63 51 version version NN work_2p32le2xefgk7mdiaxsaftmnmu 63 52 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 63 53 some some DT work_2p32le2xefgk7mdiaxsaftmnmu 63 54 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 63 55 but but CC work_2p32le2xefgk7mdiaxsaftmnmu 63 56 actually actually RB work_2p32le2xefgk7mdiaxsaftmnmu 63 57 using use VBG work_2p32le2xefgk7mdiaxsaftmnmu 63 58 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 63 59 different different JJ work_2p32le2xefgk7mdiaxsaftmnmu 63 60 one one NN work_2p32le2xefgk7mdiaxsaftmnmu 63 61 , , , work_2p32le2xefgk7mdiaxsaftmnmu 63 62 etc etc FW work_2p32le2xefgk7mdiaxsaftmnmu 63 63 . . . work_2p32le2xefgk7mdiaxsaftmnmu 64 1 Strictly strictly RB work_2p32le2xefgk7mdiaxsaftmnmu 64 2 speaking speak VBG work_2p32le2xefgk7mdiaxsaftmnmu 64 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 64 4 reproducibility reproducibility NN work_2p32le2xefgk7mdiaxsaftmnmu 64 5 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 64 6 defined define VBN work_2p32le2xefgk7mdiaxsaftmnmu 64 7 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 64 8 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 64 9 context context NN work_2p32le2xefgk7mdiaxsaftmnmu 64 10 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 64 11 identical identical JJ work_2p32le2xefgk7mdiaxsaftmnmu 64 12 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 64 13 environments environment NNS work_2p32le2xefgk7mdiaxsaftmnmu 64 14 . . . work_2p32le2xefgk7mdiaxsaftmnmu 65 1 However however RB work_2p32le2xefgk7mdiaxsaftmnmu 65 2 , , , work_2p32le2xefgk7mdiaxsaftmnmu 65 3 useful useful JJ work_2p32le2xefgk7mdiaxsaftmnmu 65 4 scientific scientific JJ work_2p32le2xefgk7mdiaxsaftmnmu 65 5 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 65 6 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 65 7 expected expect VBN work_2p32le2xefgk7mdiaxsaftmnmu 65 8 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 65 9 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 65 10 robust robust JJ work_2p32le2xefgk7mdiaxsaftmnmu 65 11 with with IN work_2p32le2xefgk7mdiaxsaftmnmu 65 12 respect respect NN work_2p32le2xefgk7mdiaxsaftmnmu 65 13 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 65 14 certain certain JJ work_2p32le2xefgk7mdiaxsaftmnmu 65 15 changes change NNS work_2p32le2xefgk7mdiaxsaftmnmu 65 16 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 65 17 this this DT work_2p32le2xefgk7mdiaxsaftmnmu 65 18 environment environment NN work_2p32le2xefgk7mdiaxsaftmnmu 65 19 . . . work_2p32le2xefgk7mdiaxsaftmnmu 66 1 A a DT work_2p32le2xefgk7mdiaxsaftmnmu 66 2 computer computer NN work_2p32le2xefgk7mdiaxsaftmnmu 66 3 program program NN work_2p32le2xefgk7mdiaxsaftmnmu 66 4 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 66 5 produces produce VBZ work_2p32le2xefgk7mdiaxsaftmnmu 66 6 different different JJ work_2p32le2xefgk7mdiaxsaftmnmu 66 7 results result NNS work_2p32le2xefgk7mdiaxsaftmnmu 66 8 when when WRB work_2p32le2xefgk7mdiaxsaftmnmu 66 9 compiled compile VBD work_2p32le2xefgk7mdiaxsaftmnmu 66 10 using use VBG work_2p32le2xefgk7mdiaxsaftmnmu 66 11 different different JJ work_2p32le2xefgk7mdiaxsaftmnmu 66 12 compilers compiler NNS work_2p32le2xefgk7mdiaxsaftmnmu 66 13 , , , work_2p32le2xefgk7mdiaxsaftmnmu 66 14 or or CC work_2p32le2xefgk7mdiaxsaftmnmu 66 15 run run VB work_2p32le2xefgk7mdiaxsaftmnmu 66 16 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 66 17 two two CD work_2p32le2xefgk7mdiaxsaftmnmu 66 18 different different JJ work_2p32le2xefgk7mdiaxsaftmnmu 66 19 computers computer NNS work_2p32le2xefgk7mdiaxsaftmnmu 66 20 , , , work_2p32le2xefgk7mdiaxsaftmnmu 66 21 would would MD work_2p32le2xefgk7mdiaxsaftmnmu 66 22 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 66 23 considered consider VBN work_2p32le2xefgk7mdiaxsaftmnmu 66 24 suspect suspect JJ work_2p32le2xefgk7mdiaxsaftmnmu 66 25 by by IN work_2p32le2xefgk7mdiaxsaftmnmu 66 26 most most JJS work_2p32le2xefgk7mdiaxsaftmnmu 66 27 practitioners practitioner NNS work_2p32le2xefgk7mdiaxsaftmnmu 66 28 , , , work_2p32le2xefgk7mdiaxsaftmnmu 66 29 even even RB work_2p32le2xefgk7mdiaxsaftmnmu 66 30 if if IN work_2p32le2xefgk7mdiaxsaftmnmu 66 31 it -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 66 32 were be VBD work_2p32le2xefgk7mdiaxsaftmnmu 66 33 demonstrably demonstrably RB work_2p32le2xefgk7mdiaxsaftmnmu 66 34 correct correct JJ work_2p32le2xefgk7mdiaxsaftmnmu 66 35 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 66 36 one one CD work_2p32le2xefgk7mdiaxsaftmnmu 66 37 specific specific JJ work_2p32le2xefgk7mdiaxsaftmnmu 66 38 environment environment NN work_2p32le2xefgk7mdiaxsaftmnmu 66 39 . . . work_2p32le2xefgk7mdiaxsaftmnmu 67 1 Ultimately ultimately RB work_2p32le2xefgk7mdiaxsaftmnmu 67 2 it -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 67 3 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 67 4 not not RB work_2p32le2xefgk7mdiaxsaftmnmu 67 5 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 67 6 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 67 7 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 67 8 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 67 9 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 67 10 interest interest NN work_2p32le2xefgk7mdiaxsaftmnmu 67 11 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 67 12 science science NN work_2p32le2xefgk7mdiaxsaftmnmu 67 13 , , , work_2p32le2xefgk7mdiaxsaftmnmu 67 14 but but CC work_2p32le2xefgk7mdiaxsaftmnmu 67 15 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 67 16 models model NNS work_2p32le2xefgk7mdiaxsaftmnmu 67 17 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 67 18 methods method NNS work_2p32le2xefgk7mdiaxsaftmnmu 67 19 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 67 20 it -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 67 21 implements implement VBZ work_2p32le2xefgk7mdiaxsaftmnmu 67 22 . . . work_2p32le2xefgk7mdiaxsaftmnmu 68 1 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 68 2 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 68 3 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 68 4 merely merely RB work_2p32le2xefgk7mdiaxsaftmnmu 68 5 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 68 6 vehicle vehicle NN work_2p32le2xefgk7mdiaxsaftmnmu 68 7 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 68 8 perform perform VB work_2p32le2xefgk7mdiaxsaftmnmu 68 9 computations computation NNS work_2p32le2xefgk7mdiaxsaftmnmu 68 10 based base VBN work_2p32le2xefgk7mdiaxsaftmnmu 68 11 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 68 12 these these DT work_2p32le2xefgk7mdiaxsaftmnmu 68 13 models model NNS work_2p32le2xefgk7mdiaxsaftmnmu 68 14 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 68 15 methods method NNS work_2p32le2xefgk7mdiaxsaftmnmu 68 16 . . . work_2p32le2xefgk7mdiaxsaftmnmu 69 1 If if IN work_2p32le2xefgk7mdiaxsaftmnmu 69 2 results result NNS work_2p32le2xefgk7mdiaxsaftmnmu 69 3 depend depend VBP work_2p32le2xefgk7mdiaxsaftmnmu 69 4 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 69 5 hard hard RB work_2p32le2xefgk7mdiaxsaftmnmu 69 6 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 69 7 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 69 8 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 69 9 control control NN work_2p32le2xefgk7mdiaxsaftmnmu 69 10 Rougier Rougier NNP work_2p32le2xefgk7mdiaxsaftmnmu 69 11 et et NNP work_2p32le2xefgk7mdiaxsaftmnmu 69 12 al al NNP work_2p32le2xefgk7mdiaxsaftmnmu 69 13 . . . work_2p32le2xefgk7mdiaxsaftmnmu 70 1 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 70 2 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 70 3 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 70 4 , , , work_2p32le2xefgk7mdiaxsaftmnmu 70 5 PeerJ PeerJ NNP work_2p32le2xefgk7mdiaxsaftmnmu 70 6 Comput Comput NNP work_2p32le2xefgk7mdiaxsaftmnmu 70 7 . . . work_2p32le2xefgk7mdiaxsaftmnmu 71 1 Sci Sci NNP work_2p32le2xefgk7mdiaxsaftmnmu 71 2 . . NNP work_2p32le2xefgk7mdiaxsaftmnmu 71 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 71 4 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 71 5 10.7717 10.7717 CD work_2p32le2xefgk7mdiaxsaftmnmu 71 6 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 71 7 peerj peerj NNP work_2p32le2xefgk7mdiaxsaftmnmu 71 8 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 71 9 cs.142 cs.142 NNP work_2p32le2xefgk7mdiaxsaftmnmu 71 10 4/17 4/17 CD work_2p32le2xefgk7mdiaxsaftmnmu 71 11 https://peerj.com https://peerj.com ADD work_2p32le2xefgk7mdiaxsaftmnmu 71 12 http://dx.doi.org/10.7717/peerj-cs.142 http://dx.doi.org/10.7717/peerj-cs.142 NN work_2p32le2xefgk7mdiaxsaftmnmu 71 13 implementation implementation NN work_2p32le2xefgk7mdiaxsaftmnmu 71 14 details detail NNS work_2p32le2xefgk7mdiaxsaftmnmu 71 15 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 71 16 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 71 17 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 71 18 , , , work_2p32le2xefgk7mdiaxsaftmnmu 71 19 their -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 71 20 relation relation NN work_2p32le2xefgk7mdiaxsaftmnmu 71 21 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 71 22 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 71 23 underlying underlie VBG work_2p32le2xefgk7mdiaxsaftmnmu 71 24 models model NNS work_2p32le2xefgk7mdiaxsaftmnmu 71 25 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 71 26 methods method NNS work_2p32le2xefgk7mdiaxsaftmnmu 71 27 becomes become VBZ work_2p32le2xefgk7mdiaxsaftmnmu 71 28 unclear unclear JJ work_2p32le2xefgk7mdiaxsaftmnmu 71 29 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 71 30 unreliable unreliable JJ work_2p32le2xefgk7mdiaxsaftmnmu 71 31 . . . work_2p32le2xefgk7mdiaxsaftmnmu 72 1 Replicating replicate VBG work_2p32le2xefgk7mdiaxsaftmnmu 72 2 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 72 3 published publish VBN work_2p32le2xefgk7mdiaxsaftmnmu 72 4 result result NN work_2p32le2xefgk7mdiaxsaftmnmu 72 5 means mean VBZ work_2p32le2xefgk7mdiaxsaftmnmu 72 6 writing writing NN work_2p32le2xefgk7mdiaxsaftmnmu 72 7 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 72 8 then then RB work_2p32le2xefgk7mdiaxsaftmnmu 72 9 running run VBG work_2p32le2xefgk7mdiaxsaftmnmu 72 10 new new JJ work_2p32le2xefgk7mdiaxsaftmnmu 72 11 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 72 12 based base VBN work_2p32le2xefgk7mdiaxsaftmnmu 72 13 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 72 14 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 72 15 description description NN work_2p32le2xefgk7mdiaxsaftmnmu 72 16 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 72 17 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 72 18 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 72 19 model model NN work_2p32le2xefgk7mdiaxsaftmnmu 72 20 or or CC work_2p32le2xefgk7mdiaxsaftmnmu 72 21 method method NN work_2p32le2xefgk7mdiaxsaftmnmu 72 22 provided provide VBN work_2p32le2xefgk7mdiaxsaftmnmu 72 23 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 72 24 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 72 25 original original JJ work_2p32le2xefgk7mdiaxsaftmnmu 72 26 publication publication NN work_2p32le2xefgk7mdiaxsaftmnmu 72 27 , , , work_2p32le2xefgk7mdiaxsaftmnmu 72 28 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 72 29 obtaining obtain VBG work_2p32le2xefgk7mdiaxsaftmnmu 72 30 results result NNS work_2p32le2xefgk7mdiaxsaftmnmu 72 31 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 72 32 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 72 33 similar similar JJ work_2p32le2xefgk7mdiaxsaftmnmu 72 34 enough enough RB work_2p32le2xefgk7mdiaxsaftmnmu 72 35 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 72 36 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 72 37 considered consider VBN work_2p32le2xefgk7mdiaxsaftmnmu 72 38 equivalent equivalent JJ work_2p32le2xefgk7mdiaxsaftmnmu 72 39 . . . work_2p32le2xefgk7mdiaxsaftmnmu 73 1 What what WP work_2p32le2xefgk7mdiaxsaftmnmu 73 2 exactly exactly RB work_2p32le2xefgk7mdiaxsaftmnmu 73 3 ‘ ' `` work_2p32le2xefgk7mdiaxsaftmnmu 73 4 ‘ ' `` work_2p32le2xefgk7mdiaxsaftmnmu 73 5 similar similar JJ work_2p32le2xefgk7mdiaxsaftmnmu 73 6 enough enough RB work_2p32le2xefgk7mdiaxsaftmnmu 73 7 ’ ' '' work_2p32le2xefgk7mdiaxsaftmnmu 73 8 ’ ' '' work_2p32le2xefgk7mdiaxsaftmnmu 73 9 means mean VBZ work_2p32le2xefgk7mdiaxsaftmnmu 73 10 strongly strongly RB work_2p32le2xefgk7mdiaxsaftmnmu 73 11 depends depend VBZ work_2p32le2xefgk7mdiaxsaftmnmu 73 12 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 73 13 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 73 14 kind kind NN work_2p32le2xefgk7mdiaxsaftmnmu 73 15 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 73 16 computation computation NN work_2p32le2xefgk7mdiaxsaftmnmu 73 17 being be VBG work_2p32le2xefgk7mdiaxsaftmnmu 73 18 performed perform VBN work_2p32le2xefgk7mdiaxsaftmnmu 73 19 , , , work_2p32le2xefgk7mdiaxsaftmnmu 73 20 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 73 21 can can MD work_2p32le2xefgk7mdiaxsaftmnmu 73 22 only only RB work_2p32le2xefgk7mdiaxsaftmnmu 73 23 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 73 24 judged judge VBN work_2p32le2xefgk7mdiaxsaftmnmu 73 25 by by IN work_2p32le2xefgk7mdiaxsaftmnmu 73 26 an an DT work_2p32le2xefgk7mdiaxsaftmnmu 73 27 expert expert NN work_2p32le2xefgk7mdiaxsaftmnmu 73 28 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 73 29 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 73 30 field field NN work_2p32le2xefgk7mdiaxsaftmnmu 73 31 . . . work_2p32le2xefgk7mdiaxsaftmnmu 74 1 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 74 2 main main JJ work_2p32le2xefgk7mdiaxsaftmnmu 74 3 obstacle obstacle NN work_2p32le2xefgk7mdiaxsaftmnmu 74 4 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 74 5 replicability replicability NN work_2p32le2xefgk7mdiaxsaftmnmu 74 6 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 74 7 an an DT work_2p32le2xefgk7mdiaxsaftmnmu 74 8 incomplete incomplete JJ work_2p32le2xefgk7mdiaxsaftmnmu 74 9 or or CC work_2p32le2xefgk7mdiaxsaftmnmu 74 10 imprecise imprecise NN work_2p32le2xefgk7mdiaxsaftmnmu 74 11 description description NN work_2p32le2xefgk7mdiaxsaftmnmu 74 12 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 74 13 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 74 14 models model NNS work_2p32le2xefgk7mdiaxsaftmnmu 74 15 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 74 16 methods method NNS work_2p32le2xefgk7mdiaxsaftmnmu 74 17 . . . work_2p32le2xefgk7mdiaxsaftmnmu 75 1 Replicability replicability NN work_2p32le2xefgk7mdiaxsaftmnmu 75 2 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 75 3 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 75 4 much much RB work_2p32le2xefgk7mdiaxsaftmnmu 75 5 stronger strong JJR work_2p32le2xefgk7mdiaxsaftmnmu 75 6 quality quality NN work_2p32le2xefgk7mdiaxsaftmnmu 75 7 indicator indicator NN work_2p32le2xefgk7mdiaxsaftmnmu 75 8 than than IN work_2p32le2xefgk7mdiaxsaftmnmu 75 9 reproducibility reproducibility NN work_2p32le2xefgk7mdiaxsaftmnmu 75 10 . . . work_2p32le2xefgk7mdiaxsaftmnmu 76 1 In in IN work_2p32le2xefgk7mdiaxsaftmnmu 76 2 fact fact NN work_2p32le2xefgk7mdiaxsaftmnmu 76 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 76 4 reproducibility reproducibility NN work_2p32le2xefgk7mdiaxsaftmnmu 76 5 merely merely RB work_2p32le2xefgk7mdiaxsaftmnmu 76 6 guarantees guarantee VBZ work_2p32le2xefgk7mdiaxsaftmnmu 76 7 that that IN work_2p32le2xefgk7mdiaxsaftmnmu 76 8 all all PDT work_2p32le2xefgk7mdiaxsaftmnmu 76 9 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 76 10 ingredients ingredient NNS work_2p32le2xefgk7mdiaxsaftmnmu 76 11 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 76 12 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 76 13 computation computation NN work_2p32le2xefgk7mdiaxsaftmnmu 76 14 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 76 15 well well RB work_2p32le2xefgk7mdiaxsaftmnmu 76 16 documented document VBN work_2p32le2xefgk7mdiaxsaftmnmu 76 17 . . . work_2p32le2xefgk7mdiaxsaftmnmu 77 1 It -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 77 2 does do VBZ work_2p32le2xefgk7mdiaxsaftmnmu 77 3 not not RB work_2p32le2xefgk7mdiaxsaftmnmu 77 4 imply imply VB work_2p32le2xefgk7mdiaxsaftmnmu 77 5 that that IN work_2p32le2xefgk7mdiaxsaftmnmu 77 6 any any DT work_2p32le2xefgk7mdiaxsaftmnmu 77 7 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 77 8 them -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 77 9 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 77 10 correct correct JJ work_2p32le2xefgk7mdiaxsaftmnmu 77 11 and/or and/or CC work_2p32le2xefgk7mdiaxsaftmnmu 77 12 appropriate appropriate JJ work_2p32le2xefgk7mdiaxsaftmnmu 77 13 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 77 14 implementing implement VBG work_2p32le2xefgk7mdiaxsaftmnmu 77 15 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 77 16 models model NNS work_2p32le2xefgk7mdiaxsaftmnmu 77 17 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 77 18 methods method NNS work_2p32le2xefgk7mdiaxsaftmnmu 77 19 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 77 20 were be VBD work_2p32le2xefgk7mdiaxsaftmnmu 77 21 meant mean VBN work_2p32le2xefgk7mdiaxsaftmnmu 77 22 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 77 23 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 77 24 applied apply VBN work_2p32le2xefgk7mdiaxsaftmnmu 77 25 , , , work_2p32le2xefgk7mdiaxsaftmnmu 77 26 nor nor CC work_2p32le2xefgk7mdiaxsaftmnmu 77 27 that that IN work_2p32le2xefgk7mdiaxsaftmnmu 77 28 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 77 29 descriptions description NNS work_2p32le2xefgk7mdiaxsaftmnmu 77 30 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 77 31 these these DT work_2p32le2xefgk7mdiaxsaftmnmu 77 32 models model NNS work_2p32le2xefgk7mdiaxsaftmnmu 77 33 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 77 34 methods method NNS work_2p32le2xefgk7mdiaxsaftmnmu 77 35 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 77 36 correct correct JJ work_2p32le2xefgk7mdiaxsaftmnmu 77 37 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 77 38 clear clear JJ work_2p32le2xefgk7mdiaxsaftmnmu 77 39 . . . work_2p32le2xefgk7mdiaxsaftmnmu 78 1 A a DT work_2p32le2xefgk7mdiaxsaftmnmu 78 2 successful successful JJ work_2p32le2xefgk7mdiaxsaftmnmu 78 3 replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 78 4 shows show VBZ work_2p32le2xefgk7mdiaxsaftmnmu 78 5 that that IN work_2p32le2xefgk7mdiaxsaftmnmu 78 6 two two CD work_2p32le2xefgk7mdiaxsaftmnmu 78 7 teams team NNS work_2p32le2xefgk7mdiaxsaftmnmu 78 8 have have VBP work_2p32le2xefgk7mdiaxsaftmnmu 78 9 produced produce VBN work_2p32le2xefgk7mdiaxsaftmnmu 78 10 independent independent JJ work_2p32le2xefgk7mdiaxsaftmnmu 78 11 implementations implementation NNS work_2p32le2xefgk7mdiaxsaftmnmu 78 12 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 78 13 generate generate VBP work_2p32le2xefgk7mdiaxsaftmnmu 78 14 equivalent equivalent JJ work_2p32le2xefgk7mdiaxsaftmnmu 78 15 results result NNS work_2p32le2xefgk7mdiaxsaftmnmu 78 16 , , , work_2p32le2xefgk7mdiaxsaftmnmu 78 17 which which WDT work_2p32le2xefgk7mdiaxsaftmnmu 78 18 makes make VBZ work_2p32le2xefgk7mdiaxsaftmnmu 78 19 serious serious JJ work_2p32le2xefgk7mdiaxsaftmnmu 78 20 mistakes mistake NNS work_2p32le2xefgk7mdiaxsaftmnmu 78 21 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 78 22 either either DT work_2p32le2xefgk7mdiaxsaftmnmu 78 23 implementation implementation NN work_2p32le2xefgk7mdiaxsaftmnmu 78 24 unlikely unlikely JJ work_2p32le2xefgk7mdiaxsaftmnmu 78 25 . . . work_2p32le2xefgk7mdiaxsaftmnmu 79 1 Moreover moreover RB work_2p32le2xefgk7mdiaxsaftmnmu 79 2 , , , work_2p32le2xefgk7mdiaxsaftmnmu 79 3 it -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 79 4 shows show VBZ work_2p32le2xefgk7mdiaxsaftmnmu 79 5 that that IN work_2p32le2xefgk7mdiaxsaftmnmu 79 6 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 79 7 second second JJ work_2p32le2xefgk7mdiaxsaftmnmu 79 8 team team NN work_2p32le2xefgk7mdiaxsaftmnmu 79 9 was be VBD work_2p32le2xefgk7mdiaxsaftmnmu 79 10 able able JJ work_2p32le2xefgk7mdiaxsaftmnmu 79 11 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 79 12 understand understand VB work_2p32le2xefgk7mdiaxsaftmnmu 79 13 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 79 14 description description NN work_2p32le2xefgk7mdiaxsaftmnmu 79 15 provided provide VBN work_2p32le2xefgk7mdiaxsaftmnmu 79 16 by by IN work_2p32le2xefgk7mdiaxsaftmnmu 79 17 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 79 18 first first JJ work_2p32le2xefgk7mdiaxsaftmnmu 79 19 team team NN work_2p32le2xefgk7mdiaxsaftmnmu 79 20 . . . work_2p32le2xefgk7mdiaxsaftmnmu 80 1 Replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 80 2 can can MD work_2p32le2xefgk7mdiaxsaftmnmu 80 3 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 80 4 attempted attempt VBN work_2p32le2xefgk7mdiaxsaftmnmu 80 5 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 80 6 both both CC work_2p32le2xefgk7mdiaxsaftmnmu 80 7 reproducible reproducible NN work_2p32le2xefgk7mdiaxsaftmnmu 80 8 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 80 9 non non JJ work_2p32le2xefgk7mdiaxsaftmnmu 80 10 - - JJ work_2p32le2xefgk7mdiaxsaftmnmu 80 11 reproducible reproducible JJ work_2p32le2xefgk7mdiaxsaftmnmu 80 12 results result NNS work_2p32le2xefgk7mdiaxsaftmnmu 80 13 . . . work_2p32le2xefgk7mdiaxsaftmnmu 81 1 However however RB work_2p32le2xefgk7mdiaxsaftmnmu 81 2 , , , 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NNP work_2p32le2xefgk7mdiaxsaftmnmu 95 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 95 4 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 95 5 10.7717 10.7717 CD work_2p32le2xefgk7mdiaxsaftmnmu 95 6 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 95 7 peerj peerj NNP work_2p32le2xefgk7mdiaxsaftmnmu 95 8 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 95 9 cs.142 cs.142 NNP work_2p32le2xefgk7mdiaxsaftmnmu 95 10 5/17 5/17 CD work_2p32le2xefgk7mdiaxsaftmnmu 95 11 https://peerj.com https://peerj.com ADD work_2p32le2xefgk7mdiaxsaftmnmu 95 12 https://rescience.github.io https://rescience.github.io NNP work_2p32le2xefgk7mdiaxsaftmnmu 95 13 http://dx.doi.org/10.7717/peerj-cs.142 http://dx.doi.org/10.7717/peerj-cs.142 NNP work_2p32le2xefgk7mdiaxsaftmnmu 95 14 Box Box NNP work_2p32le2xefgk7mdiaxsaftmnmu 95 15 1 1 CD work_2p32le2xefgk7mdiaxsaftmnmu 95 16 . . . work_2p32le2xefgk7mdiaxsaftmnmu 96 1 Authors author NNS work_2p32le2xefgk7mdiaxsaftmnmu 96 2 having have VBG work_2p32le2xefgk7mdiaxsaftmnmu 96 3 published publish 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learn learn VB work_2p32le2xefgk7mdiaxsaftmnmu 97 33 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 97 34 process process NN work_2p32le2xefgk7mdiaxsaftmnmu 97 35 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 97 36 scientific scientific JJ work_2p32le2xefgk7mdiaxsaftmnmu 97 37 analysis analysis NN work_2p32le2xefgk7mdiaxsaftmnmu 97 38 . . . work_2p32le2xefgk7mdiaxsaftmnmu 98 1 I -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 98 2 could could MD work_2p32le2xefgk7mdiaxsaftmnmu 98 3 have have VB work_2p32le2xefgk7mdiaxsaftmnmu 98 4 published publish VBN work_2p32le2xefgk7mdiaxsaftmnmu 98 5 my -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 98 6 replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 98 7 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 98 8 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 98 9 blog blog NN work_2p32le2xefgk7mdiaxsaftmnmu 98 10 post post NN work_2p32le2xefgk7mdiaxsaftmnmu 98 11 but but CC work_2p32le2xefgk7mdiaxsaftmnmu 98 12 I -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 98 13 wanted want VBD work_2p32le2xefgk7mdiaxsaftmnmu 98 14 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 98 15 exposure exposure NN work_2p32le2xefgk7mdiaxsaftmnmu 98 16 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 98 17 permanency permanency NN work_2p32le2xefgk7mdiaxsaftmnmu 98 18 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 98 19 goes go VBZ work_2p32le2xefgk7mdiaxsaftmnmu 98 20 along along RP work_2p32le2xefgk7mdiaxsaftmnmu 98 21 with with IN work_2p32le2xefgk7mdiaxsaftmnmu 98 22 journal journal NNP work_2p32le2xefgk7mdiaxsaftmnmu 98 23 articles article NNS work_2p32le2xefgk7mdiaxsaftmnmu 98 24 . . . work_2p32le2xefgk7mdiaxsaftmnmu 99 1 This this DT work_2p32le2xefgk7mdiaxsaftmnmu 99 2 was be VBD work_2p32le2xefgk7mdiaxsaftmnmu 99 3 my -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 99 4 first first JJ work_2p32le2xefgk7mdiaxsaftmnmu 99 5 experience experience NN work_2p32le2xefgk7mdiaxsaftmnmu 99 6 with with IN work_2p32le2xefgk7mdiaxsaftmnmu 99 7 formal formal JJ work_2p32le2xefgk7mdiaxsaftmnmu 99 8 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101 11 . . . work_2p32le2xefgk7mdiaxsaftmnmu 102 1 However however RB work_2p32le2xefgk7mdiaxsaftmnmu 102 2 , , , work_2p32le2xefgk7mdiaxsaftmnmu 102 3 I -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 102 4 did do VBD work_2p32le2xefgk7mdiaxsaftmnmu 102 5 notify notify VB work_2p32le2xefgk7mdiaxsaftmnmu 102 6 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 102 7 author author NN work_2p32le2xefgk7mdiaxsaftmnmu 102 8 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 102 9 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 102 10 original original JJ work_2p32le2xefgk7mdiaxsaftmnmu 102 11 implementation implementation NN work_2p32le2xefgk7mdiaxsaftmnmu 102 12 about about IN work_2p32le2xefgk7mdiaxsaftmnmu 102 13 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 102 14 replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 102 15 ’s ’s POS work_2p32le2xefgk7mdiaxsaftmnmu 102 16 publi- publi- NNP work_2p32le2xefgk7mdiaxsaftmnmu 102 17 cation cation NNP work_2p32le2xefgk7mdiaxsaftmnmu 102 18 . . . 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work_2p32le2xefgk7mdiaxsaftmnmu 104 10 his -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 104 11 own own JJ work_2p32le2xefgk7mdiaxsaftmnmu 104 12 replications replication NNS work_2p32le2xefgk7mdiaxsaftmnmu 104 13 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 104 14 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 104 15 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 104 16 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 104 17 future future NN work_2p32le2xefgk7mdiaxsaftmnmu 104 18 . . . work_2p32le2xefgk7mdiaxsaftmnmu 105 1 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 105 2 Topalidou Topalidou NNP work_2p32le2xefgk7mdiaxsaftmnmu 105 3 & & CC work_2p32le2xefgk7mdiaxsaftmnmu 105 4 Rougier Rougier NNP work_2p32le2xefgk7mdiaxsaftmnmu 105 5 , , , work_2p32le2xefgk7mdiaxsaftmnmu 105 6 2015 2015 CD work_2p32le2xefgk7mdiaxsaftmnmu 105 7 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 105 8 Our -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 105 9 initial initial JJ work_2p32le2xefgk7mdiaxsaftmnmu 105 10 motivation 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( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 106 16 2013 2013 CD work_2p32le2xefgk7mdiaxsaftmnmu 106 17 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 106 18 but but CC work_2p32le2xefgk7mdiaxsaftmnmu 106 19 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 106 20 original original JJ work_2p32le2xefgk7mdiaxsaftmnmu 106 21 author author NN work_2p32le2xefgk7mdiaxsaftmnmu 106 22 had have VBD work_2p32le2xefgk7mdiaxsaftmnmu 106 23 left leave VBN work_2p32le2xefgk7mdiaxsaftmnmu 106 24 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 106 25 lab lab NN work_2p32le2xefgk7mdiaxsaftmnmu 106 26 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 106 27 few few JJ work_2p32le2xefgk7mdiaxsaftmnmu 106 28 months month NNS work_2p32le2xefgk7mdiaxsaftmnmu 106 29 before before IN work_2p32le2xefgk7mdiaxsaftmnmu 106 30 our -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 106 31 arrival arrival NN work_2p32le2xefgk7mdiaxsaftmnmu 106 32 . . . work_2p32le2xefgk7mdiaxsaftmnmu 107 1 There there EX work_2p32le2xefgk7mdiaxsaftmnmu 107 2 was be VBD work_2p32le2xefgk7mdiaxsaftmnmu 107 3 no no DT work_2p32le2xefgk7mdiaxsaftmnmu 107 4 public public JJ work_2p32le2xefgk7mdiaxsaftmnmu 107 5 repository repository NN work_2p32le2xefgk7mdiaxsaftmnmu 107 6 nor nor CC work_2p32le2xefgk7mdiaxsaftmnmu 107 7 version version NN work_2p32le2xefgk7mdiaxsaftmnmu 107 8 control control NN work_2p32le2xefgk7mdiaxsaftmnmu 107 9 , , , work_2p32le2xefgk7mdiaxsaftmnmu 107 10 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 107 11 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 107 12 paper paper NN work_2p32le2xefgk7mdiaxsaftmnmu 107 13 describing describe VBG work_2p32le2xefgk7mdiaxsaftmnmu 107 14 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 107 15 model model NN work_2p32le2xefgk7mdiaxsaftmnmu 107 16 was be VBD work_2p32le2xefgk7mdiaxsaftmnmu 107 17 incomplete incomplete JJ work_2p32le2xefgk7mdiaxsaftmnmu 107 18 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 107 19 partly partly RB work_2p32le2xefgk7mdiaxsaftmnmu 107 20 inaccurate inaccurate JJ 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work_2p32le2xefgk7mdiaxsaftmnmu 108 19 realize realize VB work_2p32le2xefgk7mdiaxsaftmnmu 108 20 we -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 108 21 could could MD work_2p32le2xefgk7mdiaxsaftmnmu 108 22 not not RB work_2p32le2xefgk7mdiaxsaftmnmu 108 23 compile compile VB work_2p32le2xefgk7mdiaxsaftmnmu 108 24 them -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 108 25 . . . work_2p32le2xefgk7mdiaxsaftmnmu 109 1 It -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 109 2 took take VBD work_2p32le2xefgk7mdiaxsaftmnmu 109 3 us -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 109 4 three three CD work_2p32le2xefgk7mdiaxsaftmnmu 109 5 months month NNS work_2p32le2xefgk7mdiaxsaftmnmu 109 6 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 109 7 replicate replicate VB work_2p32le2xefgk7mdiaxsaftmnmu 109 8 it -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 109 9 using use VBG work_2p32le2xefgk7mdiaxsaftmnmu 109 10 250 250 CD work_2p32le2xefgk7mdiaxsaftmnmu 109 11 lines line NNS work_2p32le2xefgk7mdiaxsaftmnmu 109 12 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 109 13 Python Python NNP work_2p32le2xefgk7mdiaxsaftmnmu 109 14 . . . work_2p32le2xefgk7mdiaxsaftmnmu 110 1 But but CC work_2p32le2xefgk7mdiaxsaftmnmu 110 2 at at IN work_2p32le2xefgk7mdiaxsaftmnmu 110 3 this this DT work_2p32le2xefgk7mdiaxsaftmnmu 110 4 time time NN work_2p32le2xefgk7mdiaxsaftmnmu 110 5 , , , work_2p32le2xefgk7mdiaxsaftmnmu 110 6 there there EX work_2p32le2xefgk7mdiaxsaftmnmu 110 7 was be VBD work_2p32le2xefgk7mdiaxsaftmnmu 110 8 no no DT work_2p32le2xefgk7mdiaxsaftmnmu 110 9 place place NN work_2p32le2xefgk7mdiaxsaftmnmu 110 10 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 110 11 publish publish VB work_2p32le2xefgk7mdiaxsaftmnmu 110 12 this this DT work_2p32le2xefgk7mdiaxsaftmnmu 110 13 kind kind NN work_2p32le2xefgk7mdiaxsaftmnmu 110 14 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 110 15 replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 110 16 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 110 17 share share VB work_2p32le2xefgk7mdiaxsaftmnmu 110 18 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 110 19 new new JJ work_2p32le2xefgk7mdiaxsaftmnmu 110 20 code code NN work_2p32le2xefgk7mdiaxsaftmnmu 110 21 with with IN work_2p32le2xefgk7mdiaxsaftmnmu 110 22 colleagues colleague NNS work_2p32le2xefgk7mdiaxsaftmnmu 110 23 . . . work_2p32le2xefgk7mdiaxsaftmnmu 111 1 Since since IN work_2p32le2xefgk7mdiaxsaftmnmu 111 2 then then RB work_2p32le2xefgk7mdiaxsaftmnmu 111 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 111 4 we -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 111 5 have have VBP work_2p32le2xefgk7mdiaxsaftmnmu 111 6 refined refine VBN work_2p32le2xefgk7mdiaxsaftmnmu 111 7 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 111 8 model model NN work_2p32le2xefgk7mdiaxsaftmnmu 111 9 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 111 10 made make VBD work_2p32le2xefgk7mdiaxsaftmnmu 111 11 new new JJ work_2p32le2xefgk7mdiaxsaftmnmu 111 12 predictions prediction NNS work_2p32le2xefgk7mdiaxsaftmnmu 111 13 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 111 14 have have VBP work_2p32le2xefgk7mdiaxsaftmnmu 111 15 been be VBN work_2p32le2xefgk7mdiaxsaftmnmu 111 16 confirmed confirm VBN work_2p32le2xefgk7mdiaxsaftmnmu 111 17 . . . work_2p32le2xefgk7mdiaxsaftmnmu 112 1 Our -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 112 2 initial initial JJ work_2p32le2xefgk7mdiaxsaftmnmu 112 3 replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 112 4 effort effort NN work_2p32le2xefgk7mdiaxsaftmnmu 112 5 really really RB work_2p32le2xefgk7mdiaxsaftmnmu 112 6 gave give VBD work_2p32le2xefgk7mdiaxsaftmnmu 112 7 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 112 8 model model NN work_2p32le2xefgk7mdiaxsaftmnmu 112 9 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 112 10 second second JJ work_2p32le2xefgk7mdiaxsaftmnmu 112 11 life life NN work_2p32le2xefgk7mdiaxsaftmnmu 112 12 . . . work_2p32le2xefgk7mdiaxsaftmnmu 113 1 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 113 2 Viejo Viejo NNP work_2p32le2xefgk7mdiaxsaftmnmu 113 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 113 4 Girard Girard NNP work_2p32le2xefgk7mdiaxsaftmnmu 113 5 & & CC work_2p32le2xefgk7mdiaxsaftmnmu 113 6 Khamassi Khamassi NNP work_2p32le2xefgk7mdiaxsaftmnmu 113 7 , , , work_2p32le2xefgk7mdiaxsaftmnmu 113 8 2016 2016 CD work_2p32le2xefgk7mdiaxsaftmnmu 113 9 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 113 10 Replicating replicate VBG work_2p32le2xefgk7mdiaxsaftmnmu 113 11 previous previous JJ work_2p32le2xefgk7mdiaxsaftmnmu 113 12 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 113 13 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 113 14 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 113 15 relatively relatively RB work_2p32le2xefgk7mdiaxsaftmnmu 113 16 routine routine JJ work_2p32le2xefgk7mdiaxsaftmnmu 113 17 task task NN work_2p32le2xefgk7mdiaxsaftmnmu 113 18 every every DT work_2p32le2xefgk7mdiaxsaftmnmu 113 19 time time NN work_2p32le2xefgk7mdiaxsaftmnmu 113 20 we -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 113 21 want want VBP work_2p32le2xefgk7mdiaxsaftmnmu 113 22 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 113 23 build build VB work_2p32le2xefgk7mdiaxsaftmnmu 113 24 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 113 25 new new JJ work_2p32le2xefgk7mdiaxsaftmnmu 113 26 model model NN work_2p32le2xefgk7mdiaxsaftmnmu 113 27 : : : work_2p32le2xefgk7mdiaxsaftmnmu 113 28 either either CC work_2p32le2xefgk7mdiaxsaftmnmu 113 29 because because IN work_2p32le2xefgk7mdiaxsaftmnmu 113 30 we -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 113 31 want want VBP work_2p32le2xefgk7mdiaxsaftmnmu 113 32 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 113 33 build build VB work_2p32le2xefgk7mdiaxsaftmnmu 113 34 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 113 35 this this DT work_2p32le2xefgk7mdiaxsaftmnmu 113 36 previous previous JJ work_2p32le2xefgk7mdiaxsaftmnmu 113 37 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 113 38 , , , work_2p32le2xefgk7mdiaxsaftmnmu 113 39 or or CC work_2p32le2xefgk7mdiaxsaftmnmu 113 40 because because IN work_2p32le2xefgk7mdiaxsaftmnmu 113 41 we -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 113 42 want want VBP work_2p32le2xefgk7mdiaxsaftmnmu 113 43 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 113 44 compare compare VB work_2p32le2xefgk7mdiaxsaftmnmu 113 45 our -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 113 46 new new JJ work_2p32le2xefgk7mdiaxsaftmnmu 113 47 model model NN work_2p32le2xefgk7mdiaxsaftmnmu 113 48 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 113 49 it -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 113 50 . . . work_2p32le2xefgk7mdiaxsaftmnmu 114 1 We -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 114 2 also also RB work_2p32le2xefgk7mdiaxsaftmnmu 114 3 give give VBP work_2p32le2xefgk7mdiaxsaftmnmu 114 4 replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 114 5 tasks task NNS work_2p32le2xefgk7mdiaxsaftmnmu 114 6 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 114 7 M.Sc M.Sc NNP work_2p32le2xefgk7mdiaxsaftmnmu 114 8 . . . work_2p32le2xefgk7mdiaxsaftmnmu 115 1 students student NNS work_2p32le2xefgk7mdiaxsaftmnmu 115 2 every every DT work_2p32le2xefgk7mdiaxsaftmnmu 115 3 year year NN work_2p32le2xefgk7mdiaxsaftmnmu 115 4 , , , work_2p32le2xefgk7mdiaxsaftmnmu 115 5 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 115 6 projects project NNS work_2p32le2xefgk7mdiaxsaftmnmu 115 7 . . . work_2p32le2xefgk7mdiaxsaftmnmu 116 1 In in IN work_2p32le2xefgk7mdiaxsaftmnmu 116 2 all all PDT work_2p32le2xefgk7mdiaxsaftmnmu 116 3 these these DT work_2p32le2xefgk7mdiaxsaftmnmu 116 4 cases case NNS work_2p32le2xefgk7mdiaxsaftmnmu 116 5 , , , work_2p32le2xefgk7mdiaxsaftmnmu 116 6 we -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 116 7 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 116 8 confronted confront VBN work_2p32le2xefgk7mdiaxsaftmnmu 116 9 with with IN work_2p32le2xefgk7mdiaxsaftmnmu 116 10 incomplete incomplete JJ work_2p32le2xefgk7mdiaxsaftmnmu 116 11 or or CC work_2p32le2xefgk7mdiaxsaftmnmu 116 12 inaccurate inaccurate JJ work_2p32le2xefgk7mdiaxsaftmnmu 116 13 model model NN work_2p32le2xefgk7mdiaxsaftmnmu 116 14 descriptions description NNS work_2p32le2xefgk7mdiaxsaftmnmu 116 15 , , , work_2p32le2xefgk7mdiaxsaftmnmu 116 16 as as RB work_2p32le2xefgk7mdiaxsaftmnmu 116 17 well well RB work_2p32le2xefgk7mdiaxsaftmnmu 116 18 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 116 19 with with IN work_2p32le2xefgk7mdiaxsaftmnmu 116 20 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 116 21 impossibility impossibility NN work_2p32le2xefgk7mdiaxsaftmnmu 116 22 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 116 23 obtain obtain VB work_2p32le2xefgk7mdiaxsaftmnmu 116 24 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 116 25 original original JJ work_2p32le2xefgk7mdiaxsaftmnmu 116 26 results result NNS work_2p32le2xefgk7mdiaxsaftmnmu 116 27 . . . work_2p32le2xefgk7mdiaxsaftmnmu 117 1 Contacting contact VBG work_2p32le2xefgk7mdiaxsaftmnmu 117 2 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 117 3 original original JJ work_2p32le2xefgk7mdiaxsaftmnmu 117 4 authors author NNS work_2p32le2xefgk7mdiaxsaftmnmu 117 5 sometimes sometimes RB work_2p32le2xefgk7mdiaxsaftmnmu 117 6 solves solve VBZ work_2p32le2xefgk7mdiaxsaftmnmu 117 7 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 117 8 problem problem NN work_2p32le2xefgk7mdiaxsaftmnmu 117 9 , , , work_2p32le2xefgk7mdiaxsaftmnmu 117 10 but but CC work_2p32le2xefgk7mdiaxsaftmnmu 117 11 not not RB work_2p32le2xefgk7mdiaxsaftmnmu 117 12 so so RB work_2p32le2xefgk7mdiaxsaftmnmu 117 13 often often RB work_2p32le2xefgk7mdiaxsaftmnmu 117 14 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 117 15 because because IN work_2p32le2xefgk7mdiaxsaftmnmu 117 16 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 117 17 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 117 18 dog dog NN work_2p32le2xefgk7mdiaxsaftmnmu 117 19 ate eat VBD work_2p32le2xefgk7mdiaxsaftmnmu 117 20 my -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 117 21 hard hard JJ work_2p32le2xefgk7mdiaxsaftmnmu 117 22 drive drive NN work_2p32le2xefgk7mdiaxsaftmnmu 117 23 syndrome syndrome NN work_2p32le2xefgk7mdiaxsaftmnmu 117 24 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 117 25 . . . work_2p32le2xefgk7mdiaxsaftmnmu 118 1 We -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 118 2 thus thus RB work_2p32le2xefgk7mdiaxsaftmnmu 118 3 accumulate accumulate VBP work_2p32le2xefgk7mdiaxsaftmnmu 118 4 knowledge knowledge NN work_2p32le2xefgk7mdiaxsaftmnmu 118 5 , , , work_2p32le2xefgk7mdiaxsaftmnmu 118 6 internal internal JJ work_2p32le2xefgk7mdiaxsaftmnmu 118 7 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 118 8 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 118 9 lab lab NN work_2p32le2xefgk7mdiaxsaftmnmu 118 10 , , , work_2p32le2xefgk7mdiaxsaftmnmu 118 11 about about IN work_2p32le2xefgk7mdiaxsaftmnmu 118 12 which which WDT work_2p32le2xefgk7mdiaxsaftmnmu 118 13 model model NN work_2p32le2xefgk7mdiaxsaftmnmu 118 14 works work NNS work_2p32le2xefgk7mdiaxsaftmnmu 118 15 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 118 16 which which WDT work_2p32le2xefgk7mdiaxsaftmnmu 118 17 does do VBZ work_2p32le2xefgk7mdiaxsaftmnmu 118 18 n’t not RB work_2p32le2xefgk7mdiaxsaftmnmu 118 19 , , , work_2p32le2xefgk7mdiaxsaftmnmu 118 20 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 118 21 how how WRB work_2p32le2xefgk7mdiaxsaftmnmu 118 22 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 118 23 given give VBN work_2p32le2xefgk7mdiaxsaftmnmu 118 24 model model NN work_2p32le2xefgk7mdiaxsaftmnmu 118 25 has have VBZ work_2p32le2xefgk7mdiaxsaftmnmu 118 26 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 118 27 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 118 28 parameterized parameterize VBN work_2p32le2xefgk7mdiaxsaftmnmu 118 29 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 118 30 really really RB work_2p32le2xefgk7mdiaxsaftmnmu 118 31 work work VB work_2p32le2xefgk7mdiaxsaftmnmu 118 32 . . . work_2p32le2xefgk7mdiaxsaftmnmu 119 1 Without without IN work_2p32le2xefgk7mdiaxsaftmnmu 119 2 any any DT work_2p32le2xefgk7mdiaxsaftmnmu 119 3 place place NN work_2p32le2xefgk7mdiaxsaftmnmu 119 4 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 119 5 publish publish VB work_2p32le2xefgk7mdiaxsaftmnmu 119 6 it -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 119 7 , , , work_2p32le2xefgk7mdiaxsaftmnmu 119 8 this this DT work_2p32le2xefgk7mdiaxsaftmnmu 119 9 knowledge knowledge NN work_2p32le2xefgk7mdiaxsaftmnmu 119 10 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 119 11 wasted waste VBN work_2p32le2xefgk7mdiaxsaftmnmu 119 12 . . . work_2p32le2xefgk7mdiaxsaftmnmu 120 1 Publishing publish VBG work_2p32le2xefgk7mdiaxsaftmnmu 120 2 it -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 120 3 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 120 4 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 120 5 , , , work_2p32le2xefgk7mdiaxsaftmnmu 120 6 opening open VBG work_2p32le2xefgk7mdiaxsaftmnmu 120 7 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 120 8 discussion discussion NN work_2p32le2xefgk7mdiaxsaftmnmu 120 9 publicly publicly RB work_2p32le2xefgk7mdiaxsaftmnmu 120 10 , , , work_2p32le2xefgk7mdiaxsaftmnmu 120 11 will will MD work_2p32le2xefgk7mdiaxsaftmnmu 120 12 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 120 13 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 120 14 progress progress NN work_2p32le2xefgk7mdiaxsaftmnmu 120 15 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 120 16 all all DT work_2p32le2xefgk7mdiaxsaftmnmu 120 17 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 120 18 us -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 120 19 . . . work_2p32le2xefgk7mdiaxsaftmnmu 121 1 ReScience rescience NN work_2p32le2xefgk7mdiaxsaftmnmu 121 2 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 121 3 an an DT work_2p32le2xefgk7mdiaxsaftmnmu 121 4 openly openly JJ work_2p32le2xefgk7mdiaxsaftmnmu 121 5 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 121 6 peer peer NN work_2p32le2xefgk7mdiaxsaftmnmu 121 7 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 121 8 reviewed review VBN work_2p32le2xefgk7mdiaxsaftmnmu 121 9 journal journal NN work_2p32le2xefgk7mdiaxsaftmnmu 121 10 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 121 11 targets target VBZ work_2p32le2xefgk7mdiaxsaftmnmu 121 12 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 121 13 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 121 14 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 121 15 encourages encourage VBZ work_2p32le2xefgk7mdiaxsaftmnmu 121 16 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 121 17 explicit explicit JJ work_2p32le2xefgk7mdiaxsaftmnmu 121 18 replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 121 19 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 121 20 already already RB work_2p32le2xefgk7mdiaxsaftmnmu 121 21 published publish VBN work_2p32le2xefgk7mdiaxsaftmnmu 121 22 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 121 23 . . . work_2p32le2xefgk7mdiaxsaftmnmu 122 1 In in IN work_2p32le2xefgk7mdiaxsaftmnmu 122 2 order order NN work_2p32le2xefgk7mdiaxsaftmnmu 122 3 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 122 4 provide provide VB work_2p32le2xefgk7mdiaxsaftmnmu 122 5 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 122 6 largest large JJS work_2p32le2xefgk7mdiaxsaftmnmu 122 7 possible possible JJ work_2p32le2xefgk7mdiaxsaftmnmu 122 8 benefit benefit NN work_2p32le2xefgk7mdiaxsaftmnmu 122 9 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 122 10 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 122 11 scientific scientific JJ work_2p32le2xefgk7mdiaxsaftmnmu 122 12 community community NN work_2p32le2xefgk7mdiaxsaftmnmu 122 13 , , , work_2p32le2xefgk7mdiaxsaftmnmu 122 14 replications replication NNS work_2p32le2xefgk7mdiaxsaftmnmu 122 15 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 122 16 required require VBN work_2p32le2xefgk7mdiaxsaftmnmu 122 17 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 122 18 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 122 19 reproducible reproducible JJ work_2p32le2xefgk7mdiaxsaftmnmu 122 20 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 122 21 open open JJ work_2p32le2xefgk7mdiaxsaftmnmu 122 22 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 122 23 source source NN work_2p32le2xefgk7mdiaxsaftmnmu 122 24 . . . work_2p32le2xefgk7mdiaxsaftmnmu 123 1 In in IN work_2p32le2xefgk7mdiaxsaftmnmu 123 2 two two CD work_2p32le2xefgk7mdiaxsaftmnmu 123 3 years year NNS work_2p32le2xefgk7mdiaxsaftmnmu 123 4 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 123 5 existence existence NN work_2p32le2xefgk7mdiaxsaftmnmu 123 6 , , , work_2p32le2xefgk7mdiaxsaftmnmu 123 7 17 17 CD work_2p32le2xefgk7mdiaxsaftmnmu 123 8 articles article NNS work_2p32le2xefgk7mdiaxsaftmnmu 123 9 have have VBP work_2p32le2xefgk7mdiaxsaftmnmu 123 10 been be VBN work_2p32le2xefgk7mdiaxsaftmnmu 123 11 published publish VBN work_2p32le2xefgk7mdiaxsaftmnmu 123 12 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 123 13 4 4 CD work_2p32le2xefgk7mdiaxsaftmnmu 123 14 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 123 15 currently currently RB work_2p32le2xefgk7mdiaxsaftmnmu 123 16 under under IN work_2p32le2xefgk7mdiaxsaftmnmu 123 17 review review NN work_2p32le2xefgk7mdiaxsaftmnmu 123 18 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 123 19 # # $ work_2p32le2xefgk7mdiaxsaftmnmu 123 20 20 20 CD work_2p32le2xefgk7mdiaxsaftmnmu 123 21 , , , work_2p32le2xefgk7mdiaxsaftmnmu 123 22 # # $ work_2p32le2xefgk7mdiaxsaftmnmu 123 23 39 39 CD work_2p32le2xefgk7mdiaxsaftmnmu 123 24 , , , work_2p32le2xefgk7mdiaxsaftmnmu 123 25 # # $ work_2p32le2xefgk7mdiaxsaftmnmu 123 26 41 41 CD work_2p32le2xefgk7mdiaxsaftmnmu 123 27 , , , work_2p32le2xefgk7mdiaxsaftmnmu 123 28 # # $ work_2p32le2xefgk7mdiaxsaftmnmu 123 29 43 43 CD work_2p32le2xefgk7mdiaxsaftmnmu 123 30 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 123 31 . . . work_2p32le2xefgk7mdiaxsaftmnmu 124 1 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 124 2 editorial editorial JJ work_2p32le2xefgk7mdiaxsaftmnmu 124 3 board board NN work_2p32le2xefgk7mdiaxsaftmnmu 124 4 covers cover VBZ work_2p32le2xefgk7mdiaxsaftmnmu 124 5 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 124 6 wide wide JJ work_2p32le2xefgk7mdiaxsaftmnmu 124 7 range range NN work_2p32le2xefgk7mdiaxsaftmnmu 124 8 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 124 9 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 124 10 sciences science NNS work_2p32le2xefgk7mdiaxsaftmnmu 124 11 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 124 12 see see VB work_2p32le2xefgk7mdiaxsaftmnmu 124 13 http://rescience.github.io/board/ http://rescience.github.io/board/ NN work_2p32le2xefgk7mdiaxsaftmnmu 124 14 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 124 15 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 124 16 more more JJR work_2p32le2xefgk7mdiaxsaftmnmu 124 17 than than IN work_2p32le2xefgk7mdiaxsaftmnmu 124 18 70 70 CD work_2p32le2xefgk7mdiaxsaftmnmu 124 19 volunteers volunteer NNS work_2p32le2xefgk7mdiaxsaftmnmu 124 20 have have VBP work_2p32le2xefgk7mdiaxsaftmnmu 124 21 registered register VBN work_2p32le2xefgk7mdiaxsaftmnmu 124 22 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 124 23 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 124 24 reviewers reviewer NNS work_2p32le2xefgk7mdiaxsaftmnmu 124 25 . . . work_2p32le2xefgk7mdiaxsaftmnmu 125 1 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 125 2 scientific scientific JJ work_2p32le2xefgk7mdiaxsaftmnmu 125 3 domains domain NNS work_2p32le2xefgk7mdiaxsaftmnmu 125 4 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 125 5 published publish VBN work_2p32le2xefgk7mdiaxsaftmnmu 125 6 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 125 7 Rougier Rougier NNP work_2p32le2xefgk7mdiaxsaftmnmu 125 8 et et FW work_2p32le2xefgk7mdiaxsaftmnmu 125 9 al al NNP work_2p32le2xefgk7mdiaxsaftmnmu 125 10 . . . work_2p32le2xefgk7mdiaxsaftmnmu 126 1 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 126 2 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 126 3 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 126 4 , , , work_2p32le2xefgk7mdiaxsaftmnmu 126 5 PeerJ PeerJ NNP work_2p32le2xefgk7mdiaxsaftmnmu 126 6 Comput Comput NNP work_2p32le2xefgk7mdiaxsaftmnmu 126 7 . . . work_2p32le2xefgk7mdiaxsaftmnmu 127 1 Sci Sci NNP work_2p32le2xefgk7mdiaxsaftmnmu 127 2 . . NNP work_2p32le2xefgk7mdiaxsaftmnmu 127 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 127 4 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 127 5 10.7717 10.7717 CD work_2p32le2xefgk7mdiaxsaftmnmu 127 6 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 127 7 peerj peerj NNP work_2p32le2xefgk7mdiaxsaftmnmu 127 8 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 127 9 cs.142 cs.142 NNP work_2p32le2xefgk7mdiaxsaftmnmu 127 10 6/17 6/17 CD work_2p32le2xefgk7mdiaxsaftmnmu 127 11 https://peerj.com https://peerj.com ADD work_2p32le2xefgk7mdiaxsaftmnmu 127 12 https://github.com/ReScience/ReScience-submission/pull/20 https://github.com/ReScience/ReScience-submission/pull/20 NNP work_2p32le2xefgk7mdiaxsaftmnmu 127 13 https://github.com/ReScience/ReScience-submission/pull/27 https://github.com/rescience/rescience-submission/pull/27 NN work_2p32le2xefgk7mdiaxsaftmnmu 127 14 https://github.com/ReScience/ReScience-submission/pull/30 https://github.com/rescience/rescience-submission/pull/30 VBP work_2p32le2xefgk7mdiaxsaftmnmu 127 15 https://github.com/ReScience/ReScience-submission/pull/30 https://github.com/rescience/rescience-submission/pull/30 NN work_2p32le2xefgk7mdiaxsaftmnmu 127 16 http://rescience.github.io/board/ http://rescience.github.io/board/ NN work_2p32le2xefgk7mdiaxsaftmnmu 127 17 http://dx.doi.org/10.7717/peerj-cs.142 http://dx.doi.org/10.7717/peerj-cs.142 NNS work_2p32le2xefgk7mdiaxsaftmnmu 127 18 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 127 19 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 127 20 neuroscience neuroscience NN work_2p32le2xefgk7mdiaxsaftmnmu 127 21 , , , work_2p32le2xefgk7mdiaxsaftmnmu 127 22 neuroimaging neuroimage VBG work_2p32le2xefgk7mdiaxsaftmnmu 127 23 , , , work_2p32le2xefgk7mdiaxsaftmnmu 127 24 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 127 25 ecology ecology NN work_2p32le2xefgk7mdiaxsaftmnmu 127 26 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 127 27 computer computer NN work_2p32le2xefgk7mdiaxsaftmnmu 127 28 graphics graphic NNS work_2p32le2xefgk7mdiaxsaftmnmu 127 29 , , , work_2p32le2xefgk7mdiaxsaftmnmu 127 30 with with IN work_2p32le2xefgk7mdiaxsaftmnmu 127 31 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 127 32 majority majority NN work_2p32le2xefgk7mdiaxsaftmnmu 127 33 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 127 34 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 127 35 neuroscience neuroscience NN work_2p32le2xefgk7mdiaxsaftmnmu 127 36 . . . work_2p32le2xefgk7mdiaxsaftmnmu 128 1 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 128 2 most most RBS work_2p32le2xefgk7mdiaxsaftmnmu 128 3 popular popular JJ work_2p32le2xefgk7mdiaxsaftmnmu 128 4 programming programming NN work_2p32le2xefgk7mdiaxsaftmnmu 128 5 languages language NNS work_2p32le2xefgk7mdiaxsaftmnmu 128 6 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 128 7 Python Python NNP work_2p32le2xefgk7mdiaxsaftmnmu 128 8 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 128 9 R. R. NNP work_2p32le2xefgk7mdiaxsaftmnmu 128 10 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 128 11 review review NN work_2p32le2xefgk7mdiaxsaftmnmu 128 12 process process NN work_2p32le2xefgk7mdiaxsaftmnmu 128 13 takes take VBZ work_2p32le2xefgk7mdiaxsaftmnmu 128 14 about about RB work_2p32le2xefgk7mdiaxsaftmnmu 128 15 100 100 CD work_2p32le2xefgk7mdiaxsaftmnmu 128 16 days day NNS work_2p32le2xefgk7mdiaxsaftmnmu 128 17 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 128 18 average average JJ work_2p32le2xefgk7mdiaxsaftmnmu 128 19 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 128 20 involves involve VBZ work_2p32le2xefgk7mdiaxsaftmnmu 128 21 about about RB work_2p32le2xefgk7mdiaxsaftmnmu 128 22 50 50 CD work_2p32le2xefgk7mdiaxsaftmnmu 128 23 comments comment NNS work_2p32le2xefgk7mdiaxsaftmnmu 128 24 . . . work_2p32le2xefgk7mdiaxsaftmnmu 129 1 There there EX work_2p32le2xefgk7mdiaxsaftmnmu 129 2 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 129 3 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 129 4 strong strong JJ work_2p32le2xefgk7mdiaxsaftmnmu 129 5 bias bias NN work_2p32le2xefgk7mdiaxsaftmnmu 129 6 towards towards IN work_2p32le2xefgk7mdiaxsaftmnmu 129 7 successful successful JJ work_2p32le2xefgk7mdiaxsaftmnmu 129 8 replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 129 9 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 129 10 100 100 CD work_2p32le2xefgk7mdiaxsaftmnmu 129 11 % % NN work_2p32le2xefgk7mdiaxsaftmnmu 129 12 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 129 13 ; ; : work_2p32le2xefgk7mdiaxsaftmnmu 129 14 experience experience NN work_2p32le2xefgk7mdiaxsaftmnmu 129 15 has have VBZ work_2p32le2xefgk7mdiaxsaftmnmu 129 16 taught teach VBN work_2p32le2xefgk7mdiaxsaftmnmu 129 17 us -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 129 18 that that IN work_2p32le2xefgk7mdiaxsaftmnmu 129 19 researchers researcher NNS work_2p32le2xefgk7mdiaxsaftmnmu 129 20 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 129 21 reluctant reluctant JJ work_2p32le2xefgk7mdiaxsaftmnmu 129 22 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 129 23 publish publish VB work_2p32le2xefgk7mdiaxsaftmnmu 129 24 failed fail VBN work_2p32le2xefgk7mdiaxsaftmnmu 129 25 replications replication NNS work_2p32le2xefgk7mdiaxsaftmnmu 129 26 , , , work_2p32le2xefgk7mdiaxsaftmnmu 129 27 even even RB work_2p32le2xefgk7mdiaxsaftmnmu 129 28 when when WRB work_2p32le2xefgk7mdiaxsaftmnmu 129 29 they -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 129 30 can can MD work_2p32le2xefgk7mdiaxsaftmnmu 129 31 prove prove VB work_2p32le2xefgk7mdiaxsaftmnmu 129 32 that that IN work_2p32le2xefgk7mdiaxsaftmnmu 129 33 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 129 34 original original JJ work_2p32le2xefgk7mdiaxsaftmnmu 129 35 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 129 36 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 129 37 wrong wrong JJ work_2p32le2xefgk7mdiaxsaftmnmu 129 38 . . . work_2p32le2xefgk7mdiaxsaftmnmu 130 1 For for IN work_2p32le2xefgk7mdiaxsaftmnmu 130 2 young young JJ work_2p32le2xefgk7mdiaxsaftmnmu 130 3 researchers researcher NNS work_2p32le2xefgk7mdiaxsaftmnmu 130 4 , , , work_2p32le2xefgk7mdiaxsaftmnmu 130 5 there there EX work_2p32le2xefgk7mdiaxsaftmnmu 130 6 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 130 7 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 130 8 social social JJ work_2p32le2xefgk7mdiaxsaftmnmu 130 9 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 130 10 professional professional JJ work_2p32le2xefgk7mdiaxsaftmnmu 130 11 risk risk NN work_2p32le2xefgk7mdiaxsaftmnmu 130 12 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 130 13 publishing publish VBG work_2p32le2xefgk7mdiaxsaftmnmu 130 14 articles article NNS work_2p32le2xefgk7mdiaxsaftmnmu 130 15 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 130 16 show show VBP work_2p32le2xefgk7mdiaxsaftmnmu 130 17 results result NNS work_2p32le2xefgk7mdiaxsaftmnmu 130 18 from from IN work_2p32le2xefgk7mdiaxsaftmnmu 130 19 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 130 20 senior senior JJ work_2p32le2xefgk7mdiaxsaftmnmu 130 21 researcher researcher NN work_2p32le2xefgk7mdiaxsaftmnmu 130 22 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 130 23 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 130 24 wrong wrong JJ work_2p32le2xefgk7mdiaxsaftmnmu 130 25 . . . work_2p32le2xefgk7mdiaxsaftmnmu 131 1 Until until IN work_2p32le2xefgk7mdiaxsaftmnmu 131 2 we -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 131 3 implement implement VBP work_2p32le2xefgk7mdiaxsaftmnmu 131 4 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 131 5 certified certify VBN work_2p32le2xefgk7mdiaxsaftmnmu 131 6 anonymized anonymized JJ work_2p32le2xefgk7mdiaxsaftmnmu 131 7 submission submission NN work_2p32le2xefgk7mdiaxsaftmnmu 131 8 process process NN work_2p32le2xefgk7mdiaxsaftmnmu 131 9 , , , work_2p32le2xefgk7mdiaxsaftmnmu 131 10 this this DT work_2p32le2xefgk7mdiaxsaftmnmu 131 11 strong strong JJ work_2p32le2xefgk7mdiaxsaftmnmu 131 12 bias bias NN work_2p32le2xefgk7mdiaxsaftmnmu 131 13 will will MD work_2p32le2xefgk7mdiaxsaftmnmu 131 14 most most RBS work_2p32le2xefgk7mdiaxsaftmnmu 131 15 likely likely RB work_2p32le2xefgk7mdiaxsaftmnmu 131 16 remain remain VB work_2p32le2xefgk7mdiaxsaftmnmu 131 17 . . . work_2p32le2xefgk7mdiaxsaftmnmu 132 1 One one CD work_2p32le2xefgk7mdiaxsaftmnmu 132 2 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 132 3 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 132 4 specificities specificity NNS work_2p32le2xefgk7mdiaxsaftmnmu 132 5 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 132 6 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 132 7 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 132 8 journal journal NN work_2p32le2xefgk7mdiaxsaftmnmu 132 9 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 132 10 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 132 11 publishing publishing NN work_2p32le2xefgk7mdiaxsaftmnmu 132 12 chain chain NN work_2p32le2xefgk7mdiaxsaftmnmu 132 13 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 132 14 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 132 15 radically radically RB work_2p32le2xefgk7mdiaxsaftmnmu 132 16 different different JJ work_2p32le2xefgk7mdiaxsaftmnmu 132 17 from from IN work_2p32le2xefgk7mdiaxsaftmnmu 132 18 any any DT work_2p32le2xefgk7mdiaxsaftmnmu 132 19 other other JJ work_2p32le2xefgk7mdiaxsaftmnmu 132 20 traditional traditional JJ work_2p32le2xefgk7mdiaxsaftmnmu 132 21 scientific scientific JJ work_2p32le2xefgk7mdiaxsaftmnmu 132 22 journal journal NN work_2p32le2xefgk7mdiaxsaftmnmu 132 23 , , , work_2p32le2xefgk7mdiaxsaftmnmu 132 24 since since IN work_2p32le2xefgk7mdiaxsaftmnmu 132 25 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 132 26 lives live VBZ work_2p32le2xefgk7mdiaxsaftmnmu 132 27 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 132 28 GitHub GitHub NNP work_2p32le2xefgk7mdiaxsaftmnmu 132 29 , , , work_2p32le2xefgk7mdiaxsaftmnmu 132 30 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 132 31 platform platform NN work_2p32le2xefgk7mdiaxsaftmnmu 132 32 originally originally RB work_2p32le2xefgk7mdiaxsaftmnmu 132 33 designed design VBN work_2p32le2xefgk7mdiaxsaftmnmu 132 34 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 132 35 collaborative collaborative JJ work_2p32le2xefgk7mdiaxsaftmnmu 132 36 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 132 37 development development NN work_2p32le2xefgk7mdiaxsaftmnmu 132 38 . . . work_2p32le2xefgk7mdiaxsaftmnmu 133 1 A a DT work_2p32le2xefgk7mdiaxsaftmnmu 133 2 ReScience rescience NN work_2p32le2xefgk7mdiaxsaftmnmu 133 3 submission submission NN work_2p32le2xefgk7mdiaxsaftmnmu 133 4 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 133 5 treated treat VBN work_2p32le2xefgk7mdiaxsaftmnmu 133 6 very very RB work_2p32le2xefgk7mdiaxsaftmnmu 133 7 similarly similarly RB work_2p32le2xefgk7mdiaxsaftmnmu 133 8 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 133 9 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 133 10 contribution contribution NN work_2p32le2xefgk7mdiaxsaftmnmu 133 11 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 133 12 an an DT work_2p32le2xefgk7mdiaxsaftmnmu 133 13 Open Open NNP work_2p32le2xefgk7mdiaxsaftmnmu 133 14 Source source NN work_2p32le2xefgk7mdiaxsaftmnmu 133 15 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 133 16 project project NN work_2p32le2xefgk7mdiaxsaftmnmu 133 17 . . . work_2p32le2xefgk7mdiaxsaftmnmu 134 1 One one CD work_2p32le2xefgk7mdiaxsaftmnmu 134 2 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 134 3 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 134 4 consequences consequence NNS work_2p32le2xefgk7mdiaxsaftmnmu 134 5 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 134 6 that that IN work_2p32le2xefgk7mdiaxsaftmnmu 134 7 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 134 8 whole whole JJ work_2p32le2xefgk7mdiaxsaftmnmu 134 9 process process NN work_2p32le2xefgk7mdiaxsaftmnmu 134 10 , , , work_2p32le2xefgk7mdiaxsaftmnmu 134 11 from from IN work_2p32le2xefgk7mdiaxsaftmnmu 134 12 submission submission NN work_2p32le2xefgk7mdiaxsaftmnmu 134 13 via via IN work_2p32le2xefgk7mdiaxsaftmnmu 134 14 reviewing review VBG work_2p32le2xefgk7mdiaxsaftmnmu 134 15 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 134 16 publication publication NN work_2p32le2xefgk7mdiaxsaftmnmu 134 17 , , , work_2p32le2xefgk7mdiaxsaftmnmu 134 18 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 134 19 open open JJ work_2p32le2xefgk7mdiaxsaftmnmu 134 20 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 134 21 anyone anyone NN work_2p32le2xefgk7mdiaxsaftmnmu 134 22 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 134 23 see see VB work_2p32le2xefgk7mdiaxsaftmnmu 134 24 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 134 25 even even RB work_2p32le2xefgk7mdiaxsaftmnmu 134 26 comment comment VB work_2p32le2xefgk7mdiaxsaftmnmu 134 27 on on RP work_2p32le2xefgk7mdiaxsaftmnmu 134 28 . . . work_2p32le2xefgk7mdiaxsaftmnmu 135 1 Each each DT work_2p32le2xefgk7mdiaxsaftmnmu 135 2 submission submission NN work_2p32le2xefgk7mdiaxsaftmnmu 135 3 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 135 4 considered consider VBN work_2p32le2xefgk7mdiaxsaftmnmu 135 5 by by IN work_2p32le2xefgk7mdiaxsaftmnmu 135 6 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 135 7 member member NN work_2p32le2xefgk7mdiaxsaftmnmu 135 8 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 135 9 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 135 10 editorial editorial NNP work_2p32le2xefgk7mdiaxsaftmnmu 135 11 board board NNP work_2p32le2xefgk7mdiaxsaftmnmu 135 12 , , , work_2p32le2xefgk7mdiaxsaftmnmu 135 13 who who WP work_2p32le2xefgk7mdiaxsaftmnmu 135 14 may may MD work_2p32le2xefgk7mdiaxsaftmnmu 135 15 decide decide VB work_2p32le2xefgk7mdiaxsaftmnmu 135 16 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 135 17 reject reject VB work_2p32le2xefgk7mdiaxsaftmnmu 135 18 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 135 19 submission submission NN work_2p32le2xefgk7mdiaxsaftmnmu 135 20 if if IN work_2p32le2xefgk7mdiaxsaftmnmu 135 21 it -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 135 22 does do VBZ work_2p32le2xefgk7mdiaxsaftmnmu 135 23 not not RB work_2p32le2xefgk7mdiaxsaftmnmu 135 24 respect respect VB work_2p32le2xefgk7mdiaxsaftmnmu 135 25 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 135 26 formal formal JJ work_2p32le2xefgk7mdiaxsaftmnmu 135 27 publication publication NN work_2p32le2xefgk7mdiaxsaftmnmu 135 28 criteria criterion NNS work_2p32le2xefgk7mdiaxsaftmnmu 135 29 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 135 30 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 135 31 . . . work_2p32le2xefgk7mdiaxsaftmnmu 136 1 A a DT work_2p32le2xefgk7mdiaxsaftmnmu 136 2 submission submission NN work_2p32le2xefgk7mdiaxsaftmnmu 136 3 must must MD work_2p32le2xefgk7mdiaxsaftmnmu 136 4 contain contain VB work_2p32le2xefgk7mdiaxsaftmnmu 136 5 • • NNP work_2p32le2xefgk7mdiaxsaftmnmu 136 6 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 136 7 precise precise JJ work_2p32le2xefgk7mdiaxsaftmnmu 136 8 reference reference NN work_2p32le2xefgk7mdiaxsaftmnmu 136 9 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 136 10 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 136 11 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 136 12 being be VBG work_2p32le2xefgk7mdiaxsaftmnmu 136 13 replicated replicate VBN work_2p32le2xefgk7mdiaxsaftmnmu 136 14 , , , work_2p32le2xefgk7mdiaxsaftmnmu 136 15 • • VB work_2p32le2xefgk7mdiaxsaftmnmu 136 16 an an DT work_2p32le2xefgk7mdiaxsaftmnmu 136 17 explanation explanation NN work_2p32le2xefgk7mdiaxsaftmnmu 136 18 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 136 19 why why WRB work_2p32le2xefgk7mdiaxsaftmnmu 136 20 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 136 21 authors author NNS work_2p32le2xefgk7mdiaxsaftmnmu 136 22 think think VBP work_2p32le2xefgk7mdiaxsaftmnmu 136 23 they -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 136 24 have have VBP work_2p32le2xefgk7mdiaxsaftmnmu 136 25 replicated replicate VBN work_2p32le2xefgk7mdiaxsaftmnmu 136 26 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 136 27 paper paper NN work_2p32le2xefgk7mdiaxsaftmnmu 136 28 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 136 29 same same JJ work_2p32le2xefgk7mdiaxsaftmnmu 136 30 figures figure NNS work_2p32le2xefgk7mdiaxsaftmnmu 136 31 , , , work_2p32le2xefgk7mdiaxsaftmnmu 136 32 same same JJ work_2p32le2xefgk7mdiaxsaftmnmu 136 33 graphics graphic NNS work_2p32le2xefgk7mdiaxsaftmnmu 136 34 , , , work_2p32le2xefgk7mdiaxsaftmnmu 136 35 same same JJ work_2p32le2xefgk7mdiaxsaftmnmu 136 36 behavior behavior NN work_2p32le2xefgk7mdiaxsaftmnmu 136 37 , , , work_2p32le2xefgk7mdiaxsaftmnmu 136 38 etc etc FW work_2p32le2xefgk7mdiaxsaftmnmu 136 39 . . . work_2p32le2xefgk7mdiaxsaftmnmu 136 40 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 137 1 or or CC work_2p32le2xefgk7mdiaxsaftmnmu 137 2 why why WRB work_2p32le2xefgk7mdiaxsaftmnmu 137 3 they -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 137 4 have have VBP work_2p32le2xefgk7mdiaxsaftmnmu 137 5 failed fail VBN work_2p32le2xefgk7mdiaxsaftmnmu 137 6 , , , work_2p32le2xefgk7mdiaxsaftmnmu 137 7 • • VB work_2p32le2xefgk7mdiaxsaftmnmu 137 8 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 137 9 description description NN work_2p32le2xefgk7mdiaxsaftmnmu 137 10 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 137 11 any any DT work_2p32le2xefgk7mdiaxsaftmnmu 137 12 difficulties difficulty NNS work_2p32le2xefgk7mdiaxsaftmnmu 137 13 encountered encounter VBN work_2p32le2xefgk7mdiaxsaftmnmu 137 14 during during IN work_2p32le2xefgk7mdiaxsaftmnmu 137 15 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 137 16 replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 137 17 , , , work_2p32le2xefgk7mdiaxsaftmnmu 137 18 • • VB work_2p32le2xefgk7mdiaxsaftmnmu 137 19 open open JJ work_2p32le2xefgk7mdiaxsaftmnmu 137 20 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 137 21 source source NN work_2p32le2xefgk7mdiaxsaftmnmu 137 22 code code NN work_2p32le2xefgk7mdiaxsaftmnmu 137 23 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 137 24 produces produce VBZ work_2p32le2xefgk7mdiaxsaftmnmu 137 25 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 137 26 replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 137 27 results result NNS work_2p32le2xefgk7mdiaxsaftmnmu 137 28 , , , work_2p32le2xefgk7mdiaxsaftmnmu 137 29 • • VBP work_2p32le2xefgk7mdiaxsaftmnmu 137 30 an an DT work_2p32le2xefgk7mdiaxsaftmnmu 137 31 explanation explanation NN work_2p32le2xefgk7mdiaxsaftmnmu 137 32 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 137 33 this this DT work_2p32le2xefgk7mdiaxsaftmnmu 137 34 code code NN work_2p32le2xefgk7mdiaxsaftmnmu 137 35 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 137 36 human human JJ work_2p32le2xefgk7mdiaxsaftmnmu 137 37 readers reader NNS work_2p32le2xefgk7mdiaxsaftmnmu 137 38 . . . work_2p32le2xefgk7mdiaxsaftmnmu 138 1 A a DT work_2p32le2xefgk7mdiaxsaftmnmu 138 2 complete complete JJ work_2p32le2xefgk7mdiaxsaftmnmu 138 3 submission submission NN work_2p32le2xefgk7mdiaxsaftmnmu 138 4 therefore therefore RB work_2p32le2xefgk7mdiaxsaftmnmu 138 5 consists consist VBZ work_2p32le2xefgk7mdiaxsaftmnmu 138 6 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 138 7 both both DT work_2p32le2xefgk7mdiaxsaftmnmu 138 8 computer computer NN work_2p32le2xefgk7mdiaxsaftmnmu 138 9 code code NN work_2p32le2xefgk7mdiaxsaftmnmu 138 10 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 138 11 an an DT work_2p32le2xefgk7mdiaxsaftmnmu 138 12 accompanying accompanying JJ work_2p32le2xefgk7mdiaxsaftmnmu 138 13 article article NN work_2p32le2xefgk7mdiaxsaftmnmu 138 14 , , , work_2p32le2xefgk7mdiaxsaftmnmu 138 15 which which WDT work_2p32le2xefgk7mdiaxsaftmnmu 138 16 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 138 17 sent send VBN work_2p32le2xefgk7mdiaxsaftmnmu 138 18 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 138 19 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 138 20 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 138 21 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 138 22 form form NN work_2p32le2xefgk7mdiaxsaftmnmu 138 23 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 138 24 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 138 25 pull pull NN work_2p32le2xefgk7mdiaxsaftmnmu 138 26 request request NN work_2p32le2xefgk7mdiaxsaftmnmu 138 27 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 138 28 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 138 29 process process NN 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work_2p32le2xefgk7mdiaxsaftmnmu 140 3 submission submission NN work_2p32le2xefgk7mdiaxsaftmnmu 140 4 respects respect VBZ work_2p32le2xefgk7mdiaxsaftmnmu 140 5 these these DT work_2p32le2xefgk7mdiaxsaftmnmu 140 6 criteria criterion NNS work_2p32le2xefgk7mdiaxsaftmnmu 140 7 , , , work_2p32le2xefgk7mdiaxsaftmnmu 140 8 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 140 9 editor editor NN work_2p32le2xefgk7mdiaxsaftmnmu 140 10 assigns assign VBZ work_2p32le2xefgk7mdiaxsaftmnmu 140 11 it -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 140 12 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 140 13 two two CD work_2p32le2xefgk7mdiaxsaftmnmu 140 14 reviewers reviewer NNS work_2p32le2xefgk7mdiaxsaftmnmu 140 15 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 140 16 further further JJ work_2p32le2xefgk7mdiaxsaftmnmu 140 17 evaluation evaluation NN work_2p32le2xefgk7mdiaxsaftmnmu 140 18 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 140 19 tests test NNS work_2p32le2xefgk7mdiaxsaftmnmu 140 20 . . . 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NN work_2p32le2xefgk7mdiaxsaftmnmu 141 19 section section NN work_2p32le2xefgk7mdiaxsaftmnmu 141 20 until until IN work_2p32le2xefgk7mdiaxsaftmnmu 141 21 both both DT work_2p32le2xefgk7mdiaxsaftmnmu 141 22 reviewers reviewer NNS work_2p32le2xefgk7mdiaxsaftmnmu 141 23 consider consider VBP work_2p32le2xefgk7mdiaxsaftmnmu 141 24 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 141 25 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 141 26 acceptable acceptable JJ work_2p32le2xefgk7mdiaxsaftmnmu 141 27 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 141 28 publication publication NN work_2p32le2xefgk7mdiaxsaftmnmu 141 29 . . . work_2p32le2xefgk7mdiaxsaftmnmu 142 1 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 142 2 goal goal NN work_2p32le2xefgk7mdiaxsaftmnmu 142 3 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 142 4 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 142 5 review review NN work_2p32le2xefgk7mdiaxsaftmnmu 142 6 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 142 7 thus thus RB work_2p32le2xefgk7mdiaxsaftmnmu 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work_2p32le2xefgk7mdiaxsaftmnmu 144 3 successful successful JJ work_2p32le2xefgk7mdiaxsaftmnmu 144 4 submission submission NN work_2p32le2xefgk7mdiaxsaftmnmu 144 5 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 144 6 i.e. i.e. FW work_2p32le2xefgk7mdiaxsaftmnmu 144 7 , , , work_2p32le2xefgk7mdiaxsaftmnmu 144 8 partial partial JJ work_2p32le2xefgk7mdiaxsaftmnmu 144 9 or or CC work_2p32le2xefgk7mdiaxsaftmnmu 144 10 full full JJ work_2p32le2xefgk7mdiaxsaftmnmu 144 11 replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 144 12 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 144 13 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 144 14 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 144 15 accepted accept VBN work_2p32le2xefgk7mdiaxsaftmnmu 144 16 , , , work_2p32le2xefgk7mdiaxsaftmnmu 144 17 both both DT work_2p32le2xefgk7mdiaxsaftmnmu 144 18 reviewers reviewer NNS work_2p32le2xefgk7mdiaxsaftmnmu 144 19 must must MD work_2p32le2xefgk7mdiaxsaftmnmu 144 20 consider consider VB work_2p32le2xefgk7mdiaxsaftmnmu 144 21 it -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 144 22 reproducible reproducible VB work_2p32le2xefgk7mdiaxsaftmnmu 144 23 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 144 24 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 144 25 valid valid JJ work_2p32le2xefgk7mdiaxsaftmnmu 144 26 replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 144 27 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 144 28 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 144 29 original original JJ work_2p32le2xefgk7mdiaxsaftmnmu 144 30 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 144 31 . . . work_2p32le2xefgk7mdiaxsaftmnmu 145 1 As as IN work_2p32le2xefgk7mdiaxsaftmnmu 145 2 we -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 145 3 explained explain VBD work_2p32le2xefgk7mdiaxsaftmnmu 145 4 earlier early RBR work_2p32le2xefgk7mdiaxsaftmnmu 145 5 , , , work_2p32le2xefgk7mdiaxsaftmnmu 145 6 this this DT work_2p32le2xefgk7mdiaxsaftmnmu 145 7 means mean VBZ work_2p32le2xefgk7mdiaxsaftmnmu 145 8 that that IN work_2p32le2xefgk7mdiaxsaftmnmu 145 9 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 145 10 reviewers reviewer NNS work_2p32le2xefgk7mdiaxsaftmnmu 145 11 • • NNP work_2p32le2xefgk7mdiaxsaftmnmu 145 12 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 145 13 able able JJ work_2p32le2xefgk7mdiaxsaftmnmu 145 14 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 145 15 run run VB work_2p32le2xefgk7mdiaxsaftmnmu 145 16 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 145 17 proposed propose VBN work_2p32le2xefgk7mdiaxsaftmnmu 145 18 implementation implementation NN work_2p32le2xefgk7mdiaxsaftmnmu 145 19 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 145 20 their -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 145 21 computers computer NNS work_2p32le2xefgk7mdiaxsaftmnmu 145 22 , , , work_2p32le2xefgk7mdiaxsaftmnmu 145 23 • • VB work_2p32le2xefgk7mdiaxsaftmnmu 145 24 obtain obtain VBP work_2p32le2xefgk7mdiaxsaftmnmu 145 25 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 145 26 same same JJ work_2p32le2xefgk7mdiaxsaftmnmu 145 27 results result NNS work_2p32le2xefgk7mdiaxsaftmnmu 145 28 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 145 29 indicated indicate VBN work_2p32le2xefgk7mdiaxsaftmnmu 145 30 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 145 31 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 145 32 accompanying accompany VBG work_2p32le2xefgk7mdiaxsaftmnmu 145 33 paper paper NN work_2p32le2xefgk7mdiaxsaftmnmu 145 34 , , , work_2p32le2xefgk7mdiaxsaftmnmu 145 35 Rougier Rougier NNP work_2p32le2xefgk7mdiaxsaftmnmu 145 36 et et FW work_2p32le2xefgk7mdiaxsaftmnmu 145 37 al al NNP work_2p32le2xefgk7mdiaxsaftmnmu 145 38 . . . work_2p32le2xefgk7mdiaxsaftmnmu 146 1 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 146 2 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 146 3 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 146 4 , , , work_2p32le2xefgk7mdiaxsaftmnmu 146 5 PeerJ PeerJ NNP work_2p32le2xefgk7mdiaxsaftmnmu 146 6 Comput Comput NNP work_2p32le2xefgk7mdiaxsaftmnmu 146 7 . . . work_2p32le2xefgk7mdiaxsaftmnmu 147 1 Sci Sci NNP work_2p32le2xefgk7mdiaxsaftmnmu 147 2 . . NNP work_2p32le2xefgk7mdiaxsaftmnmu 147 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 147 4 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 147 5 10.7717 10.7717 CD work_2p32le2xefgk7mdiaxsaftmnmu 147 6 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 147 7 peerj peerj NNP work_2p32le2xefgk7mdiaxsaftmnmu 147 8 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 147 9 cs.142 cs.142 NNP work_2p32le2xefgk7mdiaxsaftmnmu 147 10 7/17 7/17 CD work_2p32le2xefgk7mdiaxsaftmnmu 147 11 https://peerj.com https://peerj.com ADD work_2p32le2xefgk7mdiaxsaftmnmu 147 12 http://dx.doi.org/10.7717/peerj-cs.142 http://dx.doi.org/10.7717/peerj-cs.142 NNS work_2p32le2xefgk7mdiaxsaftmnmu 147 13 • • NNP work_2p32le2xefgk7mdiaxsaftmnmu 147 14 consider consider VB work_2p32le2xefgk7mdiaxsaftmnmu 147 15 these these DT work_2p32le2xefgk7mdiaxsaftmnmu 147 16 results result NNS work_2p32le2xefgk7mdiaxsaftmnmu 147 17 sufficiently sufficiently RB work_2p32le2xefgk7mdiaxsaftmnmu 147 18 close close JJ work_2p32le2xefgk7mdiaxsaftmnmu 147 19 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 147 20 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 147 21 ones one NNS work_2p32le2xefgk7mdiaxsaftmnmu 147 22 reported report VBN work_2p32le2xefgk7mdiaxsaftmnmu 147 23 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 147 24 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 147 25 original original JJ work_2p32le2xefgk7mdiaxsaftmnmu 147 26 paper paper NN work_2p32le2xefgk7mdiaxsaftmnmu 147 27 being be VBG work_2p32le2xefgk7mdiaxsaftmnmu 147 28 replicated replicate VBN work_2p32le2xefgk7mdiaxsaftmnmu 147 29 . . . work_2p32le2xefgk7mdiaxsaftmnmu 148 1 For for IN work_2p32le2xefgk7mdiaxsaftmnmu 148 2 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 148 3 failure failure NN work_2p32le2xefgk7mdiaxsaftmnmu 148 4 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 148 5 replicate replicate VB work_2p32le2xefgk7mdiaxsaftmnmu 148 6 submission submission NN work_2p32le2xefgk7mdiaxsaftmnmu 148 7 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 148 8 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 148 9 accepted accept VBN work_2p32le2xefgk7mdiaxsaftmnmu 148 10 , , , work_2p32le2xefgk7mdiaxsaftmnmu 148 11 we -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 148 12 require require VBP work_2p32le2xefgk7mdiaxsaftmnmu 148 13 extra extra JJ work_2p32le2xefgk7mdiaxsaftmnmu 148 14 steps step NNS work_2p32le2xefgk7mdiaxsaftmnmu 148 15 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 148 16 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 148 17 taken take VBN work_2p32le2xefgk7mdiaxsaftmnmu 148 18 . . . work_2p32le2xefgk7mdiaxsaftmnmu 149 1 In in IN work_2p32le2xefgk7mdiaxsaftmnmu 149 2 addition addition NN work_2p32le2xefgk7mdiaxsaftmnmu 149 3 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 149 4 scrutiny scrutiny NN work_2p32le2xefgk7mdiaxsaftmnmu 149 5 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 149 6 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 149 7 submission submission NN work_2p32le2xefgk7mdiaxsaftmnmu 149 8 by by IN work_2p32le2xefgk7mdiaxsaftmnmu 149 9 reviewers reviewer NNS work_2p32le2xefgk7mdiaxsaftmnmu 149 10 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 149 11 editors editor NNS work_2p32le2xefgk7mdiaxsaftmnmu 149 12 , , , work_2p32le2xefgk7mdiaxsaftmnmu 149 13 we -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 149 14 will will MD work_2p32le2xefgk7mdiaxsaftmnmu 149 15 try try VB work_2p32le2xefgk7mdiaxsaftmnmu 149 16 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 149 17 contact contact VB work_2p32le2xefgk7mdiaxsaftmnmu 149 18 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 149 19 authors author NNS work_2p32le2xefgk7mdiaxsaftmnmu 149 20 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 149 21 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 149 22 original original JJ work_2p32le2xefgk7mdiaxsaftmnmu 149 23 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 149 24 , , , work_2p32le2xefgk7mdiaxsaftmnmu 149 25 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 149 26 issue issue VB work_2p32le2xefgk7mdiaxsaftmnmu 149 27 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 149 28 challenge challenge NN work_2p32le2xefgk7mdiaxsaftmnmu 149 29 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 149 30 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 149 31 community community NN work_2p32le2xefgk7mdiaxsaftmnmu 149 32 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 149 33 spot spot VB work_2p32le2xefgk7mdiaxsaftmnmu 149 34 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 149 35 report report VB work_2p32le2xefgk7mdiaxsaftmnmu 149 36 errors error NNS work_2p32le2xefgk7mdiaxsaftmnmu 149 37 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 149 38 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 149 39 new new JJ work_2p32le2xefgk7mdiaxsaftmnmu 149 40 implementation implementation NN work_2p32le2xefgk7mdiaxsaftmnmu 149 41 . . . work_2p32le2xefgk7mdiaxsaftmnmu 150 1 If if IN work_2p32le2xefgk7mdiaxsaftmnmu 150 2 no no DT work_2p32le2xefgk7mdiaxsaftmnmu 150 3 errors error NNS work_2p32le2xefgk7mdiaxsaftmnmu 150 4 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 150 5 found find VBN work_2p32le2xefgk7mdiaxsaftmnmu 150 6 , , , work_2p32le2xefgk7mdiaxsaftmnmu 150 7 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 150 8 submission submission NN work_2p32le2xefgk7mdiaxsaftmnmu 150 9 will will MD work_2p32le2xefgk7mdiaxsaftmnmu 150 10 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 150 11 accepted accept VBN work_2p32le2xefgk7mdiaxsaftmnmu 150 12 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 150 13 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 150 14 original original JJ work_2p32le2xefgk7mdiaxsaftmnmu 150 15 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 150 16 will will MD work_2p32le2xefgk7mdiaxsaftmnmu 150 17 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 150 18 declared declare VBN work_2p32le2xefgk7mdiaxsaftmnmu 150 19 non non JJ work_2p32le2xefgk7mdiaxsaftmnmu 150 20 - - JJ work_2p32le2xefgk7mdiaxsaftmnmu 150 21 replicable replicable JJ work_2p32le2xefgk7mdiaxsaftmnmu 150 22 . . . work_2p32le2xefgk7mdiaxsaftmnmu 151 1 Since since IN work_2p32le2xefgk7mdiaxsaftmnmu 151 2 independent independent JJ work_2p32le2xefgk7mdiaxsaftmnmu 151 3 implementation implementation NN work_2p32le2xefgk7mdiaxsaftmnmu 151 4 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 151 5 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 151 6 major major JJ work_2p32le2xefgk7mdiaxsaftmnmu 151 7 feature feature NN work_2p32le2xefgk7mdiaxsaftmnmu 151 8 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 151 9 replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 151 10 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 151 11 , , , work_2p32le2xefgk7mdiaxsaftmnmu 151 12 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 151 13 does do VBZ work_2p32le2xefgk7mdiaxsaftmnmu 151 14 not not RB work_2p32le2xefgk7mdiaxsaftmnmu 151 15 allow allow VB work_2p32le2xefgk7mdiaxsaftmnmu 151 16 authors author NNS work_2p32le2xefgk7mdiaxsaftmnmu 151 17 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 151 18 submit submit VB work_2p32le2xefgk7mdiaxsaftmnmu 151 19 replications replication NNS work_2p32le2xefgk7mdiaxsaftmnmu 151 20 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 151 21 their -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 151 22 own own JJ work_2p32le2xefgk7mdiaxsaftmnmu 151 23 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 151 24 , , , work_2p32le2xefgk7mdiaxsaftmnmu 151 25 nor nor CC work_2p32le2xefgk7mdiaxsaftmnmu 151 26 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 151 27 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 151 28 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 151 29 close close JJ work_2p32le2xefgk7mdiaxsaftmnmu 151 30 collaborators collaborator NNS work_2p32le2xefgk7mdiaxsaftmnmu 151 31 . . . work_2p32le2xefgk7mdiaxsaftmnmu 152 1 Moreover moreover RB work_2p32le2xefgk7mdiaxsaftmnmu 152 2 , , , work_2p32le2xefgk7mdiaxsaftmnmu 152 3 replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 152 4 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 152 5 should should MD work_2p32le2xefgk7mdiaxsaftmnmu 152 6 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 152 7 based base VBN work_2p32le2xefgk7mdiaxsaftmnmu 152 8 exclusively exclusively RB work_2p32le2xefgk7mdiaxsaftmnmu 152 9 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 152 10 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 152 11 originally originally RB work_2p32le2xefgk7mdiaxsaftmnmu 152 12 published publish VBN work_2p32le2xefgk7mdiaxsaftmnmu 152 13 paper paper NN work_2p32le2xefgk7mdiaxsaftmnmu 152 14 , , , work_2p32le2xefgk7mdiaxsaftmnmu 152 15 although although IN work_2p32le2xefgk7mdiaxsaftmnmu 152 16 exceptions exception NNS work_2p32le2xefgk7mdiaxsaftmnmu 152 17 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 152 18 admitted admit VBN work_2p32le2xefgk7mdiaxsaftmnmu 152 19 if if IN work_2p32le2xefgk7mdiaxsaftmnmu 152 20 properly properly RB work_2p32le2xefgk7mdiaxsaftmnmu 152 21 documented document VBN work_2p32le2xefgk7mdiaxsaftmnmu 152 22 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 152 23 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 152 24 replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 152 25 article article NN work_2p32le2xefgk7mdiaxsaftmnmu 152 26 . . . work_2p32le2xefgk7mdiaxsaftmnmu 153 1 Mistakes mistake NNS work_2p32le2xefgk7mdiaxsaftmnmu 153 2 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 153 3 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 153 4 implementation implementation NN work_2p32le2xefgk7mdiaxsaftmnmu 153 5 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 153 6 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 153 7 models model NNS work_2p32le2xefgk7mdiaxsaftmnmu 153 8 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 153 9 methods method NNS work_2p32le2xefgk7mdiaxsaftmnmu 153 10 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 153 11 often often RB work_2p32le2xefgk7mdiaxsaftmnmu 153 12 due due JJ work_2p32le2xefgk7mdiaxsaftmnmu 153 13 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 153 14 biases bias NNS work_2p32le2xefgk7mdiaxsaftmnmu 153 15 that that IN work_2p32le2xefgk7mdiaxsaftmnmu 153 16 authors author NNS work_2p32le2xefgk7mdiaxsaftmnmu 153 17 invariably invariably RB work_2p32le2xefgk7mdiaxsaftmnmu 153 18 have have VBP work_2p32le2xefgk7mdiaxsaftmnmu 153 19 , , , work_2p32le2xefgk7mdiaxsaftmnmu 153 20 consciously consciously RB work_2p32le2xefgk7mdiaxsaftmnmu 153 21 or or CC work_2p32le2xefgk7mdiaxsaftmnmu 153 22 not not RB work_2p32le2xefgk7mdiaxsaftmnmu 153 23 . . . work_2p32le2xefgk7mdiaxsaftmnmu 154 1 Such such JJ work_2p32le2xefgk7mdiaxsaftmnmu 154 2 biases bias NNS work_2p32le2xefgk7mdiaxsaftmnmu 154 3 will will MD work_2p32le2xefgk7mdiaxsaftmnmu 154 4 inevitably inevitably RB work_2p32le2xefgk7mdiaxsaftmnmu 154 5 carry carry VB work_2p32le2xefgk7mdiaxsaftmnmu 154 6 over over RP work_2p32le2xefgk7mdiaxsaftmnmu 154 7 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 154 8 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 154 9 replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 154 10 . . . work_2p32le2xefgk7mdiaxsaftmnmu 155 1 Perhaps perhaps RB work_2p32le2xefgk7mdiaxsaftmnmu 155 2 even even RB work_2p32le2xefgk7mdiaxsaftmnmu 155 3 more more RBR work_2p32le2xefgk7mdiaxsaftmnmu 155 4 importantly importantly RB work_2p32le2xefgk7mdiaxsaftmnmu 155 5 , , , work_2p32le2xefgk7mdiaxsaftmnmu 155 6 cross cross NN work_2p32le2xefgk7mdiaxsaftmnmu 155 7 - - NN work_2p32le2xefgk7mdiaxsaftmnmu 155 8 fertilization fertilization NN work_2p32le2xefgk7mdiaxsaftmnmu 155 9 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 155 10 generally generally RB work_2p32le2xefgk7mdiaxsaftmnmu 155 11 useful useful JJ work_2p32le2xefgk7mdiaxsaftmnmu 155 12 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 155 13 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 155 14 , , , work_2p32le2xefgk7mdiaxsaftmnmu 155 15 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 155 16 trying try VBG work_2p32le2xefgk7mdiaxsaftmnmu 155 17 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 155 18 replicate replicate VB work_2p32le2xefgk7mdiaxsaftmnmu 155 19 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 155 20 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 155 21 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 155 22 one one NN work_2p32le2xefgk7mdiaxsaftmnmu 155 23 ’s ’s POS work_2p32le2xefgk7mdiaxsaftmnmu 155 24 peers peer NNS work_2p32le2xefgk7mdiaxsaftmnmu 155 25 might may MD work_2p32le2xefgk7mdiaxsaftmnmu 155 26 pave pave VB work_2p32le2xefgk7mdiaxsaftmnmu 155 27 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 155 28 way way NN work_2p32le2xefgk7mdiaxsaftmnmu 155 29 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 155 30 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 155 31 future future JJ work_2p32le2xefgk7mdiaxsaftmnmu 155 32 collaboration collaboration NN work_2p32le2xefgk7mdiaxsaftmnmu 155 33 , , , work_2p32le2xefgk7mdiaxsaftmnmu 155 34 or or CC work_2p32le2xefgk7mdiaxsaftmnmu 155 35 may may MD work_2p32le2xefgk7mdiaxsaftmnmu 155 36 give give VB work_2p32le2xefgk7mdiaxsaftmnmu 155 37 rise rise NN work_2p32le2xefgk7mdiaxsaftmnmu 155 38 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 155 39 new new JJ work_2p32le2xefgk7mdiaxsaftmnmu 155 40 ideas idea NNS work_2p32le2xefgk7mdiaxsaftmnmu 155 41 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 155 42 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 155 43 result result NN work_2p32le2xefgk7mdiaxsaftmnmu 155 44 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 155 45 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 155 46 replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 155 47 effort effort NN work_2p32le2xefgk7mdiaxsaftmnmu 155 48 . . . work_2p32le2xefgk7mdiaxsaftmnmu 156 1 LESSONS lessons JJ work_2p32le2xefgk7mdiaxsaftmnmu 156 2 LEARNED learned NN work_2p32le2xefgk7mdiaxsaftmnmu 156 3 Although although IN work_2p32le2xefgk7mdiaxsaftmnmu 156 4 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 156 5 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 156 6 still still RB work_2p32le2xefgk7mdiaxsaftmnmu 156 7 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 156 8 young young JJ work_2p32le2xefgk7mdiaxsaftmnmu 156 9 project project NN work_2p32le2xefgk7mdiaxsaftmnmu 156 10 , , , work_2p32le2xefgk7mdiaxsaftmnmu 156 11 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 156 12 submissions submission NNS work_2p32le2xefgk7mdiaxsaftmnmu 156 13 handled handle VBN work_2p32le2xefgk7mdiaxsaftmnmu 156 14 so so RB work_2p32le2xefgk7mdiaxsaftmnmu 156 15 far far RB work_2p32le2xefgk7mdiaxsaftmnmu 156 16 already already RB work_2p32le2xefgk7mdiaxsaftmnmu 156 17 provide provide VB work_2p32le2xefgk7mdiaxsaftmnmu 156 18 valuable valuable JJ work_2p32le2xefgk7mdiaxsaftmnmu 156 19 experience experience NN work_2p32le2xefgk7mdiaxsaftmnmu 156 20 concerning concern VBG work_2p32le2xefgk7mdiaxsaftmnmu 156 21 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 156 22 reproducibility reproducibility NN work_2p32le2xefgk7mdiaxsaftmnmu 156 23 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 156 24 replicability replicability NN work_2p32le2xefgk7mdiaxsaftmnmu 156 25 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 156 26 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 156 27 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 156 28 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 156 29 scientific scientific JJ work_2p32le2xefgk7mdiaxsaftmnmu 156 30 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 156 31 . . . work_2p32le2xefgk7mdiaxsaftmnmu 157 1 Short short JJ work_2p32le2xefgk7mdiaxsaftmnmu 157 2 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 157 3 term term NN work_2p32le2xefgk7mdiaxsaftmnmu 157 4 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 157 5 long long JJ work_2p32le2xefgk7mdiaxsaftmnmu 157 6 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 157 7 term term NN work_2p32le2xefgk7mdiaxsaftmnmu 157 8 reproducibility reproducibility NN work_2p32le2xefgk7mdiaxsaftmnmu 157 9 While while IN work_2p32le2xefgk7mdiaxsaftmnmu 157 10 some some DT work_2p32le2xefgk7mdiaxsaftmnmu 157 11 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 157 12 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 157 13 reasons reason NNS work_2p32le2xefgk7mdiaxsaftmnmu 157 14 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 157 15 non non JJ work_2p32le2xefgk7mdiaxsaftmnmu 157 16 - - NN work_2p32le2xefgk7mdiaxsaftmnmu 157 17 reproducibility reproducibility NN work_2p32le2xefgk7mdiaxsaftmnmu 157 18 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 157 19 specific specific JJ work_2p32le2xefgk7mdiaxsaftmnmu 157 20 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 157 21 each each DT work_2p32le2xefgk7mdiaxsaftmnmu 157 22 scientific scientific JJ work_2p32le2xefgk7mdiaxsaftmnmu 157 23 domain domain NN work_2p32le2xefgk7mdiaxsaftmnmu 157 24 , , , work_2p32le2xefgk7mdiaxsaftmnmu 157 25 our -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 157 26 experience experience NN work_2p32le2xefgk7mdiaxsaftmnmu 157 27 has have VBZ work_2p32le2xefgk7mdiaxsaftmnmu 157 28 shown show VBN work_2p32le2xefgk7mdiaxsaftmnmu 157 29 that that IN work_2p32le2xefgk7mdiaxsaftmnmu 157 30 there there EX work_2p32le2xefgk7mdiaxsaftmnmu 157 31 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 157 32 also also RB work_2p32le2xefgk7mdiaxsaftmnmu 157 33 some some DT work_2p32le2xefgk7mdiaxsaftmnmu 157 34 common common JJ work_2p32le2xefgk7mdiaxsaftmnmu 157 35 issues issue NNS work_2p32le2xefgk7mdiaxsaftmnmu 157 36 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 157 37 can can MD work_2p32le2xefgk7mdiaxsaftmnmu 157 38 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 157 39 identified identify VBN work_2p32le2xefgk7mdiaxsaftmnmu 157 40 . . . work_2p32le2xefgk7mdiaxsaftmnmu 158 1 Missing miss VBG work_2p32le2xefgk7mdiaxsaftmnmu 158 2 code code NN work_2p32le2xefgk7mdiaxsaftmnmu 158 3 and/or and/or CC work_2p32le2xefgk7mdiaxsaftmnmu 158 4 data datum NNS work_2p32le2xefgk7mdiaxsaftmnmu 158 5 , , , work_2p32le2xefgk7mdiaxsaftmnmu 158 6 undocumented undocumented JJ work_2p32le2xefgk7mdiaxsaftmnmu 158 7 dependencies dependency NNS work_2p32le2xefgk7mdiaxsaftmnmu 158 8 , , , work_2p32le2xefgk7mdiaxsaftmnmu 158 9 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 158 10 inaccurate inaccurate JJ work_2p32le2xefgk7mdiaxsaftmnmu 158 11 or or CC work_2p32le2xefgk7mdiaxsaftmnmu 158 12 imprecise imprecise NN work_2p32le2xefgk7mdiaxsaftmnmu 158 13 description description NN work_2p32le2xefgk7mdiaxsaftmnmu 158 14 appear appear VBP work_2p32le2xefgk7mdiaxsaftmnmu 158 15 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 158 16 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 158 17 characteristic characteristic JJ work_2p32le2xefgk7mdiaxsaftmnmu 158 18 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 158 19 much much JJ work_2p32le2xefgk7mdiaxsaftmnmu 158 20 non non JJ work_2p32le2xefgk7mdiaxsaftmnmu 158 21 - - JJ work_2p32le2xefgk7mdiaxsaftmnmu 158 22 reproducible reproducible JJ work_2p32le2xefgk7mdiaxsaftmnmu 158 23 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 158 24 . . . work_2p32le2xefgk7mdiaxsaftmnmu 159 1 Moreover moreover RB work_2p32le2xefgk7mdiaxsaftmnmu 159 2 , , , work_2p32le2xefgk7mdiaxsaftmnmu 159 3 these these DT work_2p32le2xefgk7mdiaxsaftmnmu 159 4 problems problem NNS work_2p32le2xefgk7mdiaxsaftmnmu 159 5 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 159 6 not not RB work_2p32le2xefgk7mdiaxsaftmnmu 159 7 always always RB work_2p32le2xefgk7mdiaxsaftmnmu 159 8 easy easy JJ work_2p32le2xefgk7mdiaxsaftmnmu 159 9 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 159 10 detect detect VB work_2p32le2xefgk7mdiaxsaftmnmu 159 11 even even RB work_2p32le2xefgk7mdiaxsaftmnmu 159 12 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 159 13 attentive attentive JJ work_2p32le2xefgk7mdiaxsaftmnmu 159 14 reviewers reviewer NNS work_2p32le2xefgk7mdiaxsaftmnmu 159 15 , , , work_2p32le2xefgk7mdiaxsaftmnmu 159 16 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 159 17 we -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 159 18 discovered discover VBD work_2p32le2xefgk7mdiaxsaftmnmu 159 19 when when WRB work_2p32le2xefgk7mdiaxsaftmnmu 159 20 some some DT work_2p32le2xefgk7mdiaxsaftmnmu 159 21 articles article NNS work_2p32le2xefgk7mdiaxsaftmnmu 159 22 published publish VBN work_2p32le2xefgk7mdiaxsaftmnmu 159 23 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 159 24 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 159 25 turned turn VBD work_2p32le2xefgk7mdiaxsaftmnmu 159 26 out out RP work_2p32le2xefgk7mdiaxsaftmnmu 159 27 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 159 28 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 159 29 difficult difficult JJ work_2p32le2xefgk7mdiaxsaftmnmu 159 30 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 159 31 reproduce reproduce VB work_2p32le2xefgk7mdiaxsaftmnmu 159 32 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 159 33 someone someone NN work_2p32le2xefgk7mdiaxsaftmnmu 159 34 else else RB work_2p32le2xefgk7mdiaxsaftmnmu 159 35 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 159 36 exactly exactly RB work_2p32le2xefgk7mdiaxsaftmnmu 159 37 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 159 38 reasons reason NNS work_2p32le2xefgk7mdiaxsaftmnmu 159 39 listed list VBN work_2p32le2xefgk7mdiaxsaftmnmu 159 40 above above RB work_2p32le2xefgk7mdiaxsaftmnmu 159 41 . . . work_2p32le2xefgk7mdiaxsaftmnmu 160 1 ReScience rescience NN work_2p32le2xefgk7mdiaxsaftmnmu 160 2 reviewers reviewer NNS work_2p32le2xefgk7mdiaxsaftmnmu 160 3 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 160 4 scientists scientist NNS work_2p32le2xefgk7mdiaxsaftmnmu 160 5 working work VBG work_2p32le2xefgk7mdiaxsaftmnmu 160 6 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 160 7 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 160 8 same same JJ work_2p32le2xefgk7mdiaxsaftmnmu 160 9 domain domain NN work_2p32le2xefgk7mdiaxsaftmnmu 160 10 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 160 11 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 160 12 submitting submit VBG work_2p32le2xefgk7mdiaxsaftmnmu 160 13 authors author NNS work_2p32le2xefgk7mdiaxsaftmnmu 160 14 , , , work_2p32le2xefgk7mdiaxsaftmnmu 160 15 because because IN work_2p32le2xefgk7mdiaxsaftmnmu 160 16 familiarity familiarity NN work_2p32le2xefgk7mdiaxsaftmnmu 160 17 with with IN work_2p32le2xefgk7mdiaxsaftmnmu 160 18 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 160 19 field field NN work_2p32le2xefgk7mdiaxsaftmnmu 160 20 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 160 21 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 160 22 condition condition NN work_2p32le2xefgk7mdiaxsaftmnmu 160 23 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 160 24 judging judge VBG work_2p32le2xefgk7mdiaxsaftmnmu 160 25 if if IN work_2p32le2xefgk7mdiaxsaftmnmu 160 26 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 160 27 replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 160 28 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 160 29 successful successful JJ work_2p32le2xefgk7mdiaxsaftmnmu 160 30 . . . work_2p32le2xefgk7mdiaxsaftmnmu 161 1 But but CC work_2p32le2xefgk7mdiaxsaftmnmu 161 2 this this DT work_2p32le2xefgk7mdiaxsaftmnmu 161 3 also also RB work_2p32le2xefgk7mdiaxsaftmnmu 161 4 means mean VBZ work_2p32le2xefgk7mdiaxsaftmnmu 161 5 that that IN work_2p32le2xefgk7mdiaxsaftmnmu 161 6 our -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 161 7 reviewers reviewer NNS work_2p32le2xefgk7mdiaxsaftmnmu 161 8 share share VBP work_2p32le2xefgk7mdiaxsaftmnmu 161 9 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 161 10 significant significant JJ work_2p32le2xefgk7mdiaxsaftmnmu 161 11 common common JJ work_2p32le2xefgk7mdiaxsaftmnmu 161 12 background background NN work_2p32le2xefgk7mdiaxsaftmnmu 161 13 with with IN work_2p32le2xefgk7mdiaxsaftmnmu 161 14 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 161 15 authors author NNS work_2p32le2xefgk7mdiaxsaftmnmu 161 16 , , , work_2p32le2xefgk7mdiaxsaftmnmu 161 17 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 161 18 that that DT work_2p32le2xefgk7mdiaxsaftmnmu 161 19 background background NN work_2p32le2xefgk7mdiaxsaftmnmu 161 20 often often RB work_2p32le2xefgk7mdiaxsaftmnmu 161 21 includes include VBZ work_2p32le2xefgk7mdiaxsaftmnmu 161 22 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 161 23 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 161 24 packages package NNS work_2p32le2xefgk7mdiaxsaftmnmu 161 25 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 161 26 programming programming NN work_2p32le2xefgk7mdiaxsaftmnmu 161 27 languages language NNS work_2p32le2xefgk7mdiaxsaftmnmu 161 28 adopted adopt VBN work_2p32le2xefgk7mdiaxsaftmnmu 161 29 by by IN work_2p32le2xefgk7mdiaxsaftmnmu 161 30 their -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 161 31 community community NN work_2p32le2xefgk7mdiaxsaftmnmu 161 32 . . . work_2p32le2xefgk7mdiaxsaftmnmu 162 1 In in IN work_2p32le2xefgk7mdiaxsaftmnmu 162 2 particular particular JJ work_2p32le2xefgk7mdiaxsaftmnmu 162 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 162 4 if if IN work_2p32le2xefgk7mdiaxsaftmnmu 162 5 both both DT work_2p32le2xefgk7mdiaxsaftmnmu 162 6 authors author NNS work_2p32le2xefgk7mdiaxsaftmnmu 162 7 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 162 8 reviewers reviewer NNS work_2p32le2xefgk7mdiaxsaftmnmu 162 9 have have VBP work_2p32le2xefgk7mdiaxsaftmnmu 162 10 essential essential JJ work_2p32le2xefgk7mdiaxsaftmnmu 162 11 libraries library NNS work_2p32le2xefgk7mdiaxsaftmnmu 162 12 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 162 13 their -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 162 14 community community NN work_2p32le2xefgk7mdiaxsaftmnmu 162 15 installed instal VBN work_2p32le2xefgk7mdiaxsaftmnmu 162 16 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 162 17 their -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 162 18 computers computer NNS work_2p32le2xefgk7mdiaxsaftmnmu 162 19 , , , work_2p32le2xefgk7mdiaxsaftmnmu 162 20 they -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 162 21 may may MD work_2p32le2xefgk7mdiaxsaftmnmu 162 22 not not RB work_2p32le2xefgk7mdiaxsaftmnmu 162 23 notice notice VB work_2p32le2xefgk7mdiaxsaftmnmu 162 24 that that IN work_2p32le2xefgk7mdiaxsaftmnmu 162 25 these these DT work_2p32le2xefgk7mdiaxsaftmnmu 162 26 libraries library NNS work_2p32le2xefgk7mdiaxsaftmnmu 162 27 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 162 28 actually actually RB work_2p32le2xefgk7mdiaxsaftmnmu 162 29 dependencies dependency NNS work_2p32le2xefgk7mdiaxsaftmnmu 162 30 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 162 31 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 162 32 submitted submit VBN work_2p32le2xefgk7mdiaxsaftmnmu 162 33 code code NN work_2p32le2xefgk7mdiaxsaftmnmu 162 34 . . . work_2p32le2xefgk7mdiaxsaftmnmu 163 1 While while IN work_2p32le2xefgk7mdiaxsaftmnmu 163 2 solutions solution NNS work_2p32le2xefgk7mdiaxsaftmnmu 163 3 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 163 4 this this DT work_2p32le2xefgk7mdiaxsaftmnmu 163 5 problem problem NN work_2p32le2xefgk7mdiaxsaftmnmu 163 6 evidently evidently RB work_2p32le2xefgk7mdiaxsaftmnmu 163 7 exist exist VBP work_2p32le2xefgk7mdiaxsaftmnmu 163 8 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 163 9 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 163 10 could could MD work_2p32le2xefgk7mdiaxsaftmnmu 163 11 , , , work_2p32le2xefgk7mdiaxsaftmnmu 163 12 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 163 13 example example NN work_2p32le2xefgk7mdiaxsaftmnmu 163 14 , , , work_2p32le2xefgk7mdiaxsaftmnmu 163 15 request request VBP work_2p32le2xefgk7mdiaxsaftmnmu 163 16 that that IN work_2p32le2xefgk7mdiaxsaftmnmu 163 17 authors author NNS work_2p32le2xefgk7mdiaxsaftmnmu 163 18 make make VBP work_2p32le2xefgk7mdiaxsaftmnmu 163 19 their -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 163 20 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 163 21 work work VB work_2p32le2xefgk7mdiaxsaftmnmu 163 22 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 163 23 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 163 24 standard standard JJ work_2p32le2xefgk7mdiaxsaftmnmu 163 25 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 163 26 environment environment NN work_2p32le2xefgk7mdiaxsaftmnmu 163 27 supplied supply VBN work_2p32le2xefgk7mdiaxsaftmnmu 163 28 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 163 29 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 163 30 form form NN work_2p32le2xefgk7mdiaxsaftmnmu 163 31 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 163 32 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 163 33 virtual virtual JJ work_2p32le2xefgk7mdiaxsaftmnmu 163 34 machine machine NN work_2p32le2xefgk7mdiaxsaftmnmu 163 35 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 163 36 , , , work_2p32le2xefgk7mdiaxsaftmnmu 163 37 they -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 163 38 represent represent VBP work_2p32le2xefgk7mdiaxsaftmnmu 163 39 an an DT work_2p32le2xefgk7mdiaxsaftmnmu 163 40 additional additional JJ work_2p32le2xefgk7mdiaxsaftmnmu 163 41 effort effort NN work_2p32le2xefgk7mdiaxsaftmnmu 163 42 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 163 43 authors author NNS work_2p32le2xefgk7mdiaxsaftmnmu 163 44 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 163 45 therefore therefore RB work_2p32le2xefgk7mdiaxsaftmnmu 163 46 discourage discourage VB work_2p32le2xefgk7mdiaxsaftmnmu 163 47 them -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 163 48 from from IN work_2p32le2xefgk7mdiaxsaftmnmu 163 49 submitting submit VBG work_2p32le2xefgk7mdiaxsaftmnmu 163 50 replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 163 51 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 163 52 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 163 53 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 163 54 . . . work_2p32le2xefgk7mdiaxsaftmnmu 164 1 Moreover moreover RB work_2p32le2xefgk7mdiaxsaftmnmu 164 2 , , , work_2p32le2xefgk7mdiaxsaftmnmu 164 3 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 164 4 evaluation evaluation NN work_2p32le2xefgk7mdiaxsaftmnmu 164 5 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 164 6 de de JJ work_2p32le2xefgk7mdiaxsaftmnmu 164 7 - - JJ work_2p32le2xefgk7mdiaxsaftmnmu 164 8 facto facto FW work_2p32le2xefgk7mdiaxsaftmnmu 164 9 reproducibility reproducibility NN work_2p32le2xefgk7mdiaxsaftmnmu 164 10 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 164 11 ‘ ' `` work_2p32le2xefgk7mdiaxsaftmnmu 164 12 ‘ ' `` work_2p32le2xefgk7mdiaxsaftmnmu 164 13 works work VBZ work_2p32le2xefgk7mdiaxsaftmnmu 164 14 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 164 15 my -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 164 16 machine machine NN work_2p32le2xefgk7mdiaxsaftmnmu 164 17 ’ ' '' work_2p32le2xefgk7mdiaxsaftmnmu 164 18 ’ ' '' work_2p32le2xefgk7mdiaxsaftmnmu 164 19 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 164 20 Rougier Rougier NNP work_2p32le2xefgk7mdiaxsaftmnmu 164 21 et et FW work_2p32le2xefgk7mdiaxsaftmnmu 164 22 al al NNP work_2p32le2xefgk7mdiaxsaftmnmu 164 23 . . . work_2p32le2xefgk7mdiaxsaftmnmu 165 1 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 165 2 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 165 3 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 165 4 , , , work_2p32le2xefgk7mdiaxsaftmnmu 165 5 PeerJ PeerJ NNP work_2p32le2xefgk7mdiaxsaftmnmu 165 6 Comput Comput NNP work_2p32le2xefgk7mdiaxsaftmnmu 165 7 . . . work_2p32le2xefgk7mdiaxsaftmnmu 166 1 Sci Sci NNP work_2p32le2xefgk7mdiaxsaftmnmu 166 2 . . NNP work_2p32le2xefgk7mdiaxsaftmnmu 166 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 166 4 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 166 5 10.7717 10.7717 CD work_2p32le2xefgk7mdiaxsaftmnmu 166 6 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 166 7 peerj peerj NNP work_2p32le2xefgk7mdiaxsaftmnmu 166 8 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 166 9 cs.142 cs.142 NNP work_2p32le2xefgk7mdiaxsaftmnmu 166 10 8/17 8/17 CD work_2p32le2xefgk7mdiaxsaftmnmu 166 11 https://peerj.com https://peerj.com ADD work_2p32le2xefgk7mdiaxsaftmnmu 166 12 http://dx.doi.org/10.7717/peerj-cs.142 http://dx.doi.org/10.7717/peerj-cs.142 NNS work_2p32le2xefgk7mdiaxsaftmnmu 166 13 by by IN work_2p32le2xefgk7mdiaxsaftmnmu 166 14 reviewers reviewer NNS work_2p32le2xefgk7mdiaxsaftmnmu 166 15 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 166 16 useful useful JJ work_2p32le2xefgk7mdiaxsaftmnmu 166 17 as as RB work_2p32le2xefgk7mdiaxsaftmnmu 166 18 well well RB work_2p32le2xefgk7mdiaxsaftmnmu 166 19 , , , work_2p32le2xefgk7mdiaxsaftmnmu 166 20 because because IN work_2p32le2xefgk7mdiaxsaftmnmu 166 21 it -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 166 22 tests test VBZ work_2p32le2xefgk7mdiaxsaftmnmu 166 23 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 166 24 robustness robustness NN work_2p32le2xefgk7mdiaxsaftmnmu 166 25 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 166 26 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 166 27 code code NN work_2p32le2xefgk7mdiaxsaftmnmu 166 28 under under IN work_2p32le2xefgk7mdiaxsaftmnmu 166 29 small small JJ work_2p32le2xefgk7mdiaxsaftmnmu 166 30 variations variation NNS work_2p32le2xefgk7mdiaxsaftmnmu 166 31 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 166 32 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 166 33 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 166 34 environments environment NNS work_2p32le2xefgk7mdiaxsaftmnmu 166 35 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 166 36 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 166 37 inevitable inevitable JJ work_2p32le2xefgk7mdiaxsaftmnmu 166 38 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 166 39 real real JJ work_2p32le2xefgk7mdiaxsaftmnmu 166 40 life life NN work_2p32le2xefgk7mdiaxsaftmnmu 166 41 . . . work_2p32le2xefgk7mdiaxsaftmnmu 167 1 Our -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 167 2 goal goal NN work_2p32le2xefgk7mdiaxsaftmnmu 167 3 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 167 4 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 167 5 develop develop VB work_2p32le2xefgk7mdiaxsaftmnmu 167 6 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 167 7 set set NN work_2p32le2xefgk7mdiaxsaftmnmu 167 8 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 167 9 recommendations recommendation NNS work_2p32le2xefgk7mdiaxsaftmnmu 167 10 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 167 11 authors author NNS work_2p32le2xefgk7mdiaxsaftmnmu 167 12 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 167 13 represent represent VBP work_2p32le2xefgk7mdiaxsaftmnmu 167 14 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 167 15 workable workable JJ work_2p32le2xefgk7mdiaxsaftmnmu 167 16 compromise compromise NN work_2p32le2xefgk7mdiaxsaftmnmu 167 17 between between IN work_2p32le2xefgk7mdiaxsaftmnmu 167 18 reproducibility reproducibility NN work_2p32le2xefgk7mdiaxsaftmnmu 167 19 , , , work_2p32le2xefgk7mdiaxsaftmnmu 167 20 robustness robustness NN work_2p32le2xefgk7mdiaxsaftmnmu 167 21 , , , work_2p32le2xefgk7mdiaxsaftmnmu 167 22 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 167 23 implementation implementation NN work_2p32le2xefgk7mdiaxsaftmnmu 167 24 effort effort NN work_2p32le2xefgk7mdiaxsaftmnmu 167 25 . . . work_2p32le2xefgk7mdiaxsaftmnmu 168 1 These these DT work_2p32le2xefgk7mdiaxsaftmnmu 168 2 recommendations recommendation NNS work_2p32le2xefgk7mdiaxsaftmnmu 168 3 will will MD work_2p32le2xefgk7mdiaxsaftmnmu 168 4 evolve evolve VB work_2p32le2xefgk7mdiaxsaftmnmu 168 5 over over IN work_2p32le2xefgk7mdiaxsaftmnmu 168 6 time time NN work_2p32le2xefgk7mdiaxsaftmnmu 168 7 , , , work_2p32le2xefgk7mdiaxsaftmnmu 168 8 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 168 9 we -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 168 10 hope hope VBP work_2p32le2xefgk7mdiaxsaftmnmu 168 11 that that IN work_2p32le2xefgk7mdiaxsaftmnmu 168 12 with with IN work_2p32le2xefgk7mdiaxsaftmnmu 168 13 improving improve VBG work_2p32le2xefgk7mdiaxsaftmnmu 168 14 technology technology NN work_2p32le2xefgk7mdiaxsaftmnmu 168 15 we -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 168 16 will will MD work_2p32le2xefgk7mdiaxsaftmnmu 168 17 ultimately ultimately RB work_2p32le2xefgk7mdiaxsaftmnmu 168 18 reach reach VB work_2p32le2xefgk7mdiaxsaftmnmu 168 19 full full JJ work_2p32le2xefgk7mdiaxsaftmnmu 168 20 reproducibility reproducibility NN work_2p32le2xefgk7mdiaxsaftmnmu 168 21 over over IN work_2p32le2xefgk7mdiaxsaftmnmu 168 22 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 168 23 few few JJ work_2p32le2xefgk7mdiaxsaftmnmu 168 24 decades decade NNS work_2p32le2xefgk7mdiaxsaftmnmu 168 25 . . . work_2p32le2xefgk7mdiaxsaftmnmu 169 1 Another another DT work_2p32le2xefgk7mdiaxsaftmnmu 169 2 issue issue NN work_2p32le2xefgk7mdiaxsaftmnmu 169 3 with with IN work_2p32le2xefgk7mdiaxsaftmnmu 169 4 reproducibility reproducibility NN work_2p32le2xefgk7mdiaxsaftmnmu 169 5 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 169 6 that that DT work_2p32le2xefgk7mdiaxsaftmnmu 169 7 with with IN work_2p32le2xefgk7mdiaxsaftmnmu 169 8 today today NN work_2p32le2xefgk7mdiaxsaftmnmu 169 9 ’s ’s POS work_2p32le2xefgk7mdiaxsaftmnmu 169 10 computing computing NN work_2p32le2xefgk7mdiaxsaftmnmu 169 11 technology technology NN work_2p32le2xefgk7mdiaxsaftmnmu 169 12 , , , work_2p32le2xefgk7mdiaxsaftmnmu 169 13 long- long- JJ work_2p32le2xefgk7mdiaxsaftmnmu 169 14 term term NN work_2p32le2xefgk7mdiaxsaftmnmu 169 15 reproducibility reproducibility NN work_2p32le2xefgk7mdiaxsaftmnmu 169 16 can can MD work_2p32le2xefgk7mdiaxsaftmnmu 169 17 only only RB work_2p32le2xefgk7mdiaxsaftmnmu 169 18 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 169 19 achieved achieve VBN work_2p32le2xefgk7mdiaxsaftmnmu 169 20 by by IN work_2p32le2xefgk7mdiaxsaftmnmu 169 21 imposing impose VBG work_2p32le2xefgk7mdiaxsaftmnmu 169 22 drastic drastic JJ work_2p32le2xefgk7mdiaxsaftmnmu 169 23 constraints constraint NNS work_2p32le2xefgk7mdiaxsaftmnmu 169 24 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 169 25 languages language NNS work_2p32le2xefgk7mdiaxsaftmnmu 169 26 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 169 27 libraries library NNS work_2p32le2xefgk7mdiaxsaftmnmu 169 28 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 169 29 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 169 30 not not RB work_2p32le2xefgk7mdiaxsaftmnmu 169 31 compatible compatible JJ work_2p32le2xefgk7mdiaxsaftmnmu 169 32 with with IN work_2p32le2xefgk7mdiaxsaftmnmu 169 33 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 169 34 requirements requirement NNS work_2p32le2xefgk7mdiaxsaftmnmu 169 35 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 169 36 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 169 37 computing computing NN work_2p32le2xefgk7mdiaxsaftmnmu 169 38 . . . work_2p32le2xefgk7mdiaxsaftmnmu 170 1 This this DT work_2p32le2xefgk7mdiaxsaftmnmu 170 2 problem problem NN work_2p32le2xefgk7mdiaxsaftmnmu 170 3 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 170 4 nicely nicely RB work_2p32le2xefgk7mdiaxsaftmnmu 170 5 illustrated illustrate VBN work_2p32le2xefgk7mdiaxsaftmnmu 170 6 by by IN work_2p32le2xefgk7mdiaxsaftmnmu 170 7 Mesnard Mesnard NNP work_2p32le2xefgk7mdiaxsaftmnmu 170 8 & & CC work_2p32le2xefgk7mdiaxsaftmnmu 170 9 Barba Barba NNP work_2p32le2xefgk7mdiaxsaftmnmu 170 10 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 170 11 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 170 12 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 170 13 whose whose WP$ work_2p32le2xefgk7mdiaxsaftmnmu 170 14 authors author NNS work_2p32le2xefgk7mdiaxsaftmnmu 170 15 report report VBP work_2p32le2xefgk7mdiaxsaftmnmu 170 16 trying try VBG work_2p32le2xefgk7mdiaxsaftmnmu 170 17 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 170 18 reproduce reproduce VB work_2p32le2xefgk7mdiaxsaftmnmu 170 19 their -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 170 20 own own JJ work_2p32le2xefgk7mdiaxsaftmnmu 170 21 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 170 22 performed perform VBD work_2p32le2xefgk7mdiaxsaftmnmu 170 23 two two CD work_2p32le2xefgk7mdiaxsaftmnmu 170 24 years year NNS work_2p32le2xefgk7mdiaxsaftmnmu 170 25 earlier early RBR work_2p32le2xefgk7mdiaxsaftmnmu 170 26 . . . work_2p32le2xefgk7mdiaxsaftmnmu 171 1 Even even RB work_2p32le2xefgk7mdiaxsaftmnmu 171 2 though though IN work_2p32le2xefgk7mdiaxsaftmnmu 171 3 Barba Barba NNP work_2p32le2xefgk7mdiaxsaftmnmu 171 4 ’s ’s POS work_2p32le2xefgk7mdiaxsaftmnmu 171 5 group group NN work_2p32le2xefgk7mdiaxsaftmnmu 171 6 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 171 7 committed commit VBN work_2p32le2xefgk7mdiaxsaftmnmu 171 8 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 171 9 reproducible reproducible VB work_2p32le2xefgk7mdiaxsaftmnmu 171 10 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 171 11 practices practice NNS work_2p32le2xefgk7mdiaxsaftmnmu 171 12 , , , work_2p32le2xefgk7mdiaxsaftmnmu 171 13 they -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 171 14 did do VBD work_2p32le2xefgk7mdiaxsaftmnmu 171 15 not not RB work_2p32le2xefgk7mdiaxsaftmnmu 171 16 escape escape VB work_2p32le2xefgk7mdiaxsaftmnmu 171 17 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 171 18 many many JJ work_2p32le2xefgk7mdiaxsaftmnmu 171 19 problems problem NNS work_2p32le2xefgk7mdiaxsaftmnmu 171 20 one one PRP work_2p32le2xefgk7mdiaxsaftmnmu 171 21 can can MD work_2p32le2xefgk7mdiaxsaftmnmu 171 22 face face VB work_2p32le2xefgk7mdiaxsaftmnmu 171 23 when when WRB work_2p32le2xefgk7mdiaxsaftmnmu 171 24 trying try VBG work_2p32le2xefgk7mdiaxsaftmnmu 171 25 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 171 26 re re VB work_2p32le2xefgk7mdiaxsaftmnmu 171 27 - - VB work_2p32le2xefgk7mdiaxsaftmnmu 171 28 run run VB work_2p32le2xefgk7mdiaxsaftmnmu 171 29 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 171 30 piece piece NN work_2p32le2xefgk7mdiaxsaftmnmu 171 31 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 171 32 code code NN work_2p32le2xefgk7mdiaxsaftmnmu 171 33 . . . work_2p32le2xefgk7mdiaxsaftmnmu 172 1 As as IN work_2p32le2xefgk7mdiaxsaftmnmu 172 2 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 172 3 consequence consequence NN work_2p32le2xefgk7mdiaxsaftmnmu 172 4 , , , work_2p32le2xefgk7mdiaxsaftmnmu 172 5 code code NN work_2p32le2xefgk7mdiaxsaftmnmu 172 6 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 172 7 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 172 8 written write VBN work_2p32le2xefgk7mdiaxsaftmnmu 172 9 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 172 10 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 172 11 today today NN work_2p32le2xefgk7mdiaxsaftmnmu 172 12 will will MD work_2p32le2xefgk7mdiaxsaftmnmu 172 13 likely likely RB work_2p32le2xefgk7mdiaxsaftmnmu 172 14 cease cease VB work_2p32le2xefgk7mdiaxsaftmnmu 172 15 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 172 16 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 172 17 functional functional JJ work_2p32le2xefgk7mdiaxsaftmnmu 172 18 at at IN work_2p32le2xefgk7mdiaxsaftmnmu 172 19 some some DT work_2p32le2xefgk7mdiaxsaftmnmu 172 20 point point NN work_2p32le2xefgk7mdiaxsaftmnmu 172 21 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 172 22 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 172 23 future future NN work_2p32le2xefgk7mdiaxsaftmnmu 172 24 . . . work_2p32le2xefgk7mdiaxsaftmnmu 173 1 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 173 2 long long JJ work_2p32le2xefgk7mdiaxsaftmnmu 173 3 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 173 4 term term NN work_2p32le2xefgk7mdiaxsaftmnmu 173 5 value value NN work_2p32le2xefgk7mdiaxsaftmnmu 173 6 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 173 7 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 173 8 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 173 9 publication publication NN work_2p32le2xefgk7mdiaxsaftmnmu 173 10 lies lie VBZ work_2p32le2xefgk7mdiaxsaftmnmu 173 11 not not RB work_2p32le2xefgk7mdiaxsaftmnmu 173 12 just just RB work_2p32le2xefgk7mdiaxsaftmnmu 173 13 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 173 14 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 173 15 actual actual JJ work_2p32le2xefgk7mdiaxsaftmnmu 173 16 code code NN work_2p32le2xefgk7mdiaxsaftmnmu 173 17 but but CC work_2p32le2xefgk7mdiaxsaftmnmu 173 18 also also RB work_2p32le2xefgk7mdiaxsaftmnmu 173 19 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 173 20 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 173 21 accompanying accompanying JJ work_2p32le2xefgk7mdiaxsaftmnmu 173 22 article article NN work_2p32le2xefgk7mdiaxsaftmnmu 173 23 . . . work_2p32le2xefgk7mdiaxsaftmnmu 174 1 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 174 2 combination combination NN work_2p32le2xefgk7mdiaxsaftmnmu 174 3 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 174 4 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 174 5 original original JJ work_2p32le2xefgk7mdiaxsaftmnmu 174 6 article article NN work_2p32le2xefgk7mdiaxsaftmnmu 174 7 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 174 8 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 174 9 replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 174 10 article article NN work_2p32le2xefgk7mdiaxsaftmnmu 174 11 provide provide VBP work_2p32le2xefgk7mdiaxsaftmnmu 174 12 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 174 13 complete complete JJ work_2p32le2xefgk7mdiaxsaftmnmu 174 14 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 174 15 consistent consistent JJ work_2p32le2xefgk7mdiaxsaftmnmu 174 16 description description NN work_2p32le2xefgk7mdiaxsaftmnmu 174 17 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 174 18 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 174 19 original original JJ work_2p32le2xefgk7mdiaxsaftmnmu 174 20 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 174 21 , , , work_2p32le2xefgk7mdiaxsaftmnmu 174 22 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 174 23 evidenced evidence VBN work_2p32le2xefgk7mdiaxsaftmnmu 174 24 by by IN 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scientist scientist NN work_2p32le2xefgk7mdiaxsaftmnmu 175 14 should should MD work_2p32le2xefgk7mdiaxsaftmnmu 175 15 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 175 16 able able JJ work_2p32le2xefgk7mdiaxsaftmnmu 175 17 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 175 18 replicate replicate VB work_2p32le2xefgk7mdiaxsaftmnmu 175 19 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 175 20 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 175 21 again again RB work_2p32le2xefgk7mdiaxsaftmnmu 175 22 thanks thank VBZ work_2p32le2xefgk7mdiaxsaftmnmu 175 23 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 175 24 these these DT work_2p32le2xefgk7mdiaxsaftmnmu 175 25 two two CD work_2p32le2xefgk7mdiaxsaftmnmu 175 26 articles article NNS work_2p32le2xefgk7mdiaxsaftmnmu 175 27 . . . work_2p32le2xefgk7mdiaxsaftmnmu 176 1 Of of RB work_2p32le2xefgk7mdiaxsaftmnmu 176 2 course course RB work_2p32le2xefgk7mdiaxsaftmnmu 176 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 176 4 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 176 5 new new 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work_2p32le2xefgk7mdiaxsaftmnmu 181 15 names name NNS work_2p32le2xefgk7mdiaxsaftmnmu 181 16 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 181 17 which which WDT work_2p32le2xefgk7mdiaxsaftmnmu 181 18 however however RB work_2p32le2xefgk7mdiaxsaftmnmu 181 19 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 181 20 not not RB work_2p32le2xefgk7mdiaxsaftmnmu 181 21 verified verify VBN work_2p32le2xefgk7mdiaxsaftmnmu 181 22 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 181 23 any any DT work_2p32le2xefgk7mdiaxsaftmnmu 181 24 way way NN work_2p32le2xefgk7mdiaxsaftmnmu 181 25 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 181 26 , , , work_2p32le2xefgk7mdiaxsaftmnmu 181 27 but but CC work_2p32le2xefgk7mdiaxsaftmnmu 181 28 there there EX work_2p32le2xefgk7mdiaxsaftmnmu 181 29 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 181 30 valid valid JJ work_2p32le2xefgk7mdiaxsaftmnmu 181 31 reasons reason NNS work_2p32le2xefgk7mdiaxsaftmnmu 181 32 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 181 33 allow allow VB work_2p32le2xefgk7mdiaxsaftmnmu 181 34 anonymity anonymity NN work_2p32le2xefgk7mdiaxsaftmnmu 181 35 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 181 36 authors author NNS work_2p32le2xefgk7mdiaxsaftmnmu 181 37 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 181 38 reviewers reviewer NNS work_2p32le2xefgk7mdiaxsaftmnmu 181 39 , , , work_2p32le2xefgk7mdiaxsaftmnmu 181 40 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 181 41 particular particular JJ work_2p32le2xefgk7mdiaxsaftmnmu 181 42 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 181 43 allow allow VB work_2p32le2xefgk7mdiaxsaftmnmu 181 44 junior junior JJ work_2p32le2xefgk7mdiaxsaftmnmu 181 45 scientists scientist NNS work_2p32le2xefgk7mdiaxsaftmnmu 181 46 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 181 47 criticize criticize VB work_2p32le2xefgk7mdiaxsaftmnmu 181 48 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 181 49 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 181 50 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 181 51 senior senior JJ 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constructive constructive JJ work_2p32le2xefgk7mdiaxsaftmnmu 183 9 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 183 10 courteous courteous JJ work_2p32le2xefgk7mdiaxsaftmnmu 183 11 , , , work_2p32le2xefgk7mdiaxsaftmnmu 183 12 without without IN work_2p32le2xefgk7mdiaxsaftmnmu 183 13 exception exception NN work_2p32le2xefgk7mdiaxsaftmnmu 183 14 . . . work_2p32le2xefgk7mdiaxsaftmnmu 184 1 They -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 184 2 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 184 3 more more RBR work_2p32le2xefgk7mdiaxsaftmnmu 184 4 similar similar JJ work_2p32le2xefgk7mdiaxsaftmnmu 184 5 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 184 6 style style NN work_2p32le2xefgk7mdiaxsaftmnmu 184 7 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 184 8 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 184 9 coffee coffee NN work_2p32le2xefgk7mdiaxsaftmnmu 184 10 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 184 11 table table NN work_2p32le2xefgk7mdiaxsaftmnmu 184 12 discussion discussion NN work_2p32le2xefgk7mdiaxsaftmnmu 184 13 than than IN work_2p32le2xefgk7mdiaxsaftmnmu 184 14 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 184 15 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 184 16 judgement judgement NN work_2p32le2xefgk7mdiaxsaftmnmu 184 17 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 184 18 defence defence NN work_2p32le2xefgk7mdiaxsaftmnmu 184 19 style style NN work_2p32le2xefgk7mdiaxsaftmnmu 184 20 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 184 21 dominates dominate VBZ work_2p32le2xefgk7mdiaxsaftmnmu 184 22 traditional traditional JJ work_2p32le2xefgk7mdiaxsaftmnmu 184 23 anonymous anonymous JJ work_2p32le2xefgk7mdiaxsaftmnmu 184 24 reviewing reviewing NN work_2p32le2xefgk7mdiaxsaftmnmu 184 25 . . . work_2p32le2xefgk7mdiaxsaftmnmu 185 1 Once once IN work_2p32le2xefgk7mdiaxsaftmnmu 185 2 reviewers reviewer NNS work_2p32le2xefgk7mdiaxsaftmnmu 185 3 have have VBP work_2p32le2xefgk7mdiaxsaftmnmu 185 4 been be VBN work_2p32le2xefgk7mdiaxsaftmnmu 185 5 invited invite VBN work_2p32le2xefgk7mdiaxsaftmnmu 185 6 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 185 7 have have VBP work_2p32le2xefgk7mdiaxsaftmnmu 185 8 accepted accept VBN work_2p32le2xefgk7mdiaxsaftmnmu 185 9 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 185 10 task task NN work_2p32le2xefgk7mdiaxsaftmnmu 185 11 , , , work_2p32le2xefgk7mdiaxsaftmnmu 185 12 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 185 13 editors editor NNS work_2p32le2xefgk7mdiaxsaftmnmu 185 14 ’ ’ POS work_2p32le2xefgk7mdiaxsaftmnmu 185 15 main main JJ work_2p32le2xefgk7mdiaxsaftmnmu 185 16 role role NN work_2p32le2xefgk7mdiaxsaftmnmu 185 17 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 185 18 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 185 19 ensure ensure VB work_2p32le2xefgk7mdiaxsaftmnmu 185 20 that that IN work_2p32le2xefgk7mdiaxsaftmnmu 185 21 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 185 22 review review NN work_2p32le2xefgk7mdiaxsaftmnmu 185 23 moves move VBZ work_2p32le2xefgk7mdiaxsaftmnmu 185 24 forward forward RB work_2p32le2xefgk7mdiaxsaftmnmu 185 25 , , , work_2p32le2xefgk7mdiaxsaftmnmu 185 26 by by IN work_2p32le2xefgk7mdiaxsaftmnmu 185 27 gently gently RB work_2p32le2xefgk7mdiaxsaftmnmu 185 28 reminding remind VBG work_2p32le2xefgk7mdiaxsaftmnmu 185 29 everyone everyone NN work_2p32le2xefgk7mdiaxsaftmnmu 185 30 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 185 31 reply reply VB work_2p32le2xefgk7mdiaxsaftmnmu 185 32 within within IN work_2p32le2xefgk7mdiaxsaftmnmu 185 33 reasonable reasonable JJ work_2p32le2xefgk7mdiaxsaftmnmu 185 34 delays delay NNS work_2p32le2xefgk7mdiaxsaftmnmu 185 35 . . . work_2p32le2xefgk7mdiaxsaftmnmu 186 1 In in IN work_2p32le2xefgk7mdiaxsaftmnmu 186 2 addition addition NN work_2p32le2xefgk7mdiaxsaftmnmu 186 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 186 4 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 186 5 editors editor NNS work_2p32le2xefgk7mdiaxsaftmnmu 186 6 occasionally occasionally RB work_2p32le2xefgk7mdiaxsaftmnmu 186 7 answer answer VBP work_2p32le2xefgk7mdiaxsaftmnmu 186 8 questions question NNS work_2p32le2xefgk7mdiaxsaftmnmu 186 9 by by IN work_2p32le2xefgk7mdiaxsaftmnmu 186 10 authors author NNS work_2p32le2xefgk7mdiaxsaftmnmu 186 11 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 186 12 reviewers reviewer NNS work_2p32le2xefgk7mdiaxsaftmnmu 186 13 about about IN work_2p32le2xefgk7mdiaxsaftmnmu 186 14 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 186 15 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 186 16 publishing publishing NN work_2p32le2xefgk7mdiaxsaftmnmu 186 17 process process NN work_2p32le2xefgk7mdiaxsaftmnmu 186 18 . . . work_2p32le2xefgk7mdiaxsaftmnmu 187 1 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 187 2 possibility possibility NN work_2p32le2xefgk7mdiaxsaftmnmu 187 3 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 187 4 involve involve VB work_2p32le2xefgk7mdiaxsaftmnmu 187 5 participants participant NNS work_2p32le2xefgk7mdiaxsaftmnmu 187 6 beyond beyond IN work_2p32le2xefgk7mdiaxsaftmnmu 187 7 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 187 8 traditional traditional JJ work_2p32le2xefgk7mdiaxsaftmnmu 187 9 group group NN work_2p32le2xefgk7mdiaxsaftmnmu 187 10 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 187 11 authors author NNS work_2p32le2xefgk7mdiaxsaftmnmu 187 12 , , , work_2p32le2xefgk7mdiaxsaftmnmu 187 13 editors editor NNS work_2p32le2xefgk7mdiaxsaftmnmu 187 14 , , , work_2p32le2xefgk7mdiaxsaftmnmu 187 15 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 187 16 reviewers reviewer NNS work_2p32le2xefgk7mdiaxsaftmnmu 187 17 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 187 18 particularly particularly RB work_2p32le2xefgk7mdiaxsaftmnmu 187 19 interesting interesting JJ work_2p32le2xefgk7mdiaxsaftmnmu 187 20 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 187 21 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 187 22 case case NN work_2p32le2xefgk7mdiaxsaftmnmu 187 23 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 187 24 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 187 25 , , , work_2p32le2xefgk7mdiaxsaftmnmu 187 26 because because IN work_2p32le2xefgk7mdiaxsaftmnmu 187 27 it -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 187 28 can can MD work_2p32le2xefgk7mdiaxsaftmnmu 187 29 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 187 30 helpful helpful JJ work_2p32le2xefgk7mdiaxsaftmnmu 187 31 Rougier Rougier NNP work_2p32le2xefgk7mdiaxsaftmnmu 187 32 et et FW work_2p32le2xefgk7mdiaxsaftmnmu 187 33 al al NNP work_2p32le2xefgk7mdiaxsaftmnmu 187 34 . . . work_2p32le2xefgk7mdiaxsaftmnmu 188 1 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 188 2 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 188 3 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 188 4 , , , work_2p32le2xefgk7mdiaxsaftmnmu 188 5 PeerJ PeerJ NNP work_2p32le2xefgk7mdiaxsaftmnmu 188 6 Comput Comput NNP work_2p32le2xefgk7mdiaxsaftmnmu 188 7 . . . work_2p32le2xefgk7mdiaxsaftmnmu 189 1 Sci Sci NNP work_2p32le2xefgk7mdiaxsaftmnmu 189 2 . . NNP work_2p32le2xefgk7mdiaxsaftmnmu 189 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 189 4 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 189 5 10.7717 10.7717 CD work_2p32le2xefgk7mdiaxsaftmnmu 189 6 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 189 7 peerj peerj NNP work_2p32le2xefgk7mdiaxsaftmnmu 189 8 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 189 9 cs.142 cs.142 NNP work_2p32le2xefgk7mdiaxsaftmnmu 189 10 9/17 9/17 CD work_2p32le2xefgk7mdiaxsaftmnmu 189 11 https://peerj.com https://peerj.com ADD work_2p32le2xefgk7mdiaxsaftmnmu 189 12 http://dx.doi.org/10.7717/peerj-cs.142 http://dx.doi.org/10.7717/peerj-cs.142 NNS work_2p32le2xefgk7mdiaxsaftmnmu 189 13 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 189 14 solicit solicit VB work_2p32le2xefgk7mdiaxsaftmnmu 189 15 input input NN work_2p32le2xefgk7mdiaxsaftmnmu 189 16 from from IN work_2p32le2xefgk7mdiaxsaftmnmu 189 17 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 189 18 authors author NNS work_2p32le2xefgk7mdiaxsaftmnmu 189 19 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 189 20 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 189 21 original original JJ work_2p32le2xefgk7mdiaxsaftmnmu 189 22 study study NN work_2p32le2xefgk7mdiaxsaftmnmu 189 23 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 189 24 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 189 25 being be VBG work_2p32le2xefgk7mdiaxsaftmnmu 189 26 replicated replicate VBN work_2p32le2xefgk7mdiaxsaftmnmu 189 27 . . . work_2p32le2xefgk7mdiaxsaftmnmu 190 1 For for IN work_2p32le2xefgk7mdiaxsaftmnmu 190 2 example example NN work_2p32le2xefgk7mdiaxsaftmnmu 190 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 190 4 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 190 5 one one CD work_2p32le2xefgk7mdiaxsaftmnmu 190 6 recent recent JJ work_2p32le2xefgk7mdiaxsaftmnmu 190 7 case case NN work_2p32le2xefgk7mdiaxsaftmnmu 190 8 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 190 9 # # $ work_2p32le2xefgk7mdiaxsaftmnmu 190 10 28 28 CD work_2p32le2xefgk7mdiaxsaftmnmu 190 11 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 190 12 , , , work_2p32le2xefgk7mdiaxsaftmnmu 190 13 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 190 14 reviewer reviewer NN work_2p32le2xefgk7mdiaxsaftmnmu 190 15 suggested suggest VBD work_2p32le2xefgk7mdiaxsaftmnmu 190 16 asking ask VBG work_2p32le2xefgk7mdiaxsaftmnmu 190 17 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 190 18 author author NN work_2p32le2xefgk7mdiaxsaftmnmu 190 19 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 190 20 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 190 21 original original JJ work_2p32le2xefgk7mdiaxsaftmnmu 190 22 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 190 23 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 190 24 permission permission NN work_2p32le2xefgk7mdiaxsaftmnmu 190 25 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 190 26 re re VB work_2p32le2xefgk7mdiaxsaftmnmu 190 27 - - VB work_2p32le2xefgk7mdiaxsaftmnmu 190 28 use use VB work_2p32le2xefgk7mdiaxsaftmnmu 190 29 an an DT work_2p32le2xefgk7mdiaxsaftmnmu 190 30 image image NN work_2p32le2xefgk7mdiaxsaftmnmu 190 31 . . . work_2p32le2xefgk7mdiaxsaftmnmu 191 1 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 191 2 author author NN work_2p32le2xefgk7mdiaxsaftmnmu 191 3 intervened intervene VBD work_2p32le2xefgk7mdiaxsaftmnmu 191 4 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 191 5 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 191 6 review review NN work_2p32le2xefgk7mdiaxsaftmnmu 191 7 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 191 8 granted grant VBD work_2p32le2xefgk7mdiaxsaftmnmu 191 9 permission permission NN work_2p32le2xefgk7mdiaxsaftmnmu 191 10 . . . work_2p32le2xefgk7mdiaxsaftmnmu 192 1 Publishing publish VBG work_2p32le2xefgk7mdiaxsaftmnmu 192 2 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 192 3 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 192 4 GitHub GitHub NNP work_2p32le2xefgk7mdiaxsaftmnmu 192 5 platform platform NN work_2p32le2xefgk7mdiaxsaftmnmu 192 6 GitHub GitHub NNP work_2p32le2xefgk7mdiaxsaftmnmu 192 7 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 192 8 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 192 9 commercial commercial JJ work_2p32le2xefgk7mdiaxsaftmnmu 192 10 platform platform NN work_2p32le2xefgk7mdiaxsaftmnmu 192 11 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 192 12 collaborative collaborative JJ work_2p32le2xefgk7mdiaxsaftmnmu 192 13 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 192 14 development development NN work_2p32le2xefgk7mdiaxsaftmnmu 192 15 based base VBN work_2p32le2xefgk7mdiaxsaftmnmu 192 16 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 192 17 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 192 18 popular popular JJ work_2p32le2xefgk7mdiaxsaftmnmu 192 19 version version NN work_2p32le2xefgk7mdiaxsaftmnmu 192 20 control control NN work_2p32le2xefgk7mdiaxsaftmnmu 192 21 system system NN work_2p32le2xefgk7mdiaxsaftmnmu 192 22 git git NNP work_2p32le2xefgk7mdiaxsaftmnmu 192 23 . . . work_2p32le2xefgk7mdiaxsaftmnmu 193 1 It -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 193 2 offers offer VBZ work_2p32le2xefgk7mdiaxsaftmnmu 193 3 unlimited unlimited JJ work_2p32le2xefgk7mdiaxsaftmnmu 193 4 free free JJ work_2p32le2xefgk7mdiaxsaftmnmu 193 5 use use NN work_2p32le2xefgk7mdiaxsaftmnmu 193 6 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 193 7 public public JJ work_2p32le2xefgk7mdiaxsaftmnmu 193 8 projects project NNS work_2p32le2xefgk7mdiaxsaftmnmu 193 9 , , , work_2p32le2xefgk7mdiaxsaftmnmu 193 10 defined define VBN work_2p32le2xefgk7mdiaxsaftmnmu 193 11 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 193 12 projects project NNS work_2p32le2xefgk7mdiaxsaftmnmu 193 13 whose whose WP$ work_2p32le2xefgk7mdiaxsaftmnmu 193 14 contents content NNS work_2p32le2xefgk7mdiaxsaftmnmu 193 15 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 193 16 accessible accessible JJ work_2p32le2xefgk7mdiaxsaftmnmu 193 17 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 193 18 everyone everyone NN work_2p32le2xefgk7mdiaxsaftmnmu 193 19 . . . work_2p32le2xefgk7mdiaxsaftmnmu 194 1 All all DT work_2p32le2xefgk7mdiaxsaftmnmu 194 2 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 194 3 activities activity NNS work_2p32le2xefgk7mdiaxsaftmnmu 194 4 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 194 5 organized organize VBN work_2p32le2xefgk7mdiaxsaftmnmu 194 6 around around IN work_2p32le2xefgk7mdiaxsaftmnmu 194 7 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 194 8 few few JJ work_2p32le2xefgk7mdiaxsaftmnmu 194 9 such such JJ work_2p32le2xefgk7mdiaxsaftmnmu 194 10 Open open JJ work_2p32le2xefgk7mdiaxsaftmnmu 194 11 Source source NN work_2p32le2xefgk7mdiaxsaftmnmu 194 12 projects project NNS work_2p32le2xefgk7mdiaxsaftmnmu 194 13 hosted host VBN work_2p32le2xefgk7mdiaxsaftmnmu 194 14 by by IN work_2p32le2xefgk7mdiaxsaftmnmu 194 15 GitHub GitHub NNP work_2p32le2xefgk7mdiaxsaftmnmu 194 16 . . . work_2p32le2xefgk7mdiaxsaftmnmu 195 1 This this DT work_2p32le2xefgk7mdiaxsaftmnmu 195 2 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 195 3 an an DT work_2p32le2xefgk7mdiaxsaftmnmu 195 4 unusual unusual JJ work_2p32le2xefgk7mdiaxsaftmnmu 195 5 choice choice NN work_2p32le2xefgk7mdiaxsaftmnmu 195 6 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 195 7 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 195 8 scientific scientific JJ work_2p32le2xefgk7mdiaxsaftmnmu 195 9 journal journal NN work_2p32le2xefgk7mdiaxsaftmnmu 195 10 , , , work_2p32le2xefgk7mdiaxsaftmnmu 195 11 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 195 12 only only JJ work_2p32le2xefgk7mdiaxsaftmnmu 195 13 other other JJ work_2p32le2xefgk7mdiaxsaftmnmu 195 14 journal journal NN work_2p32le2xefgk7mdiaxsaftmnmu 195 15 hosted host VBN work_2p32le2xefgk7mdiaxsaftmnmu 195 16 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 195 17 GitHub GitHub NNP work_2p32le2xefgk7mdiaxsaftmnmu 195 18 being be VBG work_2p32le2xefgk7mdiaxsaftmnmu 195 19 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 195 20 Journal Journal NNP work_2p32le2xefgk7mdiaxsaftmnmu 195 21 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 195 22 Open Open NNP work_2p32le2xefgk7mdiaxsaftmnmu 195 23 Source Source NNP work_2p32le2xefgk7mdiaxsaftmnmu 195 24 Software Software NNP work_2p32le2xefgk7mdiaxsaftmnmu 195 25 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 195 26 Smith Smith NNP work_2p32le2xefgk7mdiaxsaftmnmu 195 27 et et NNP work_2p32le2xefgk7mdiaxsaftmnmu 195 28 al al NNP work_2p32le2xefgk7mdiaxsaftmnmu 195 29 . . NNP work_2p32le2xefgk7mdiaxsaftmnmu 195 30 , , , work_2p32le2xefgk7mdiaxsaftmnmu 195 31 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 195 32 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 195 33 . . . work_2p32le2xefgk7mdiaxsaftmnmu 196 1 In in IN work_2p32le2xefgk7mdiaxsaftmnmu 196 2 this this DT work_2p32le2xefgk7mdiaxsaftmnmu 196 3 section section NN work_2p32le2xefgk7mdiaxsaftmnmu 196 4 , , , work_2p32le2xefgk7mdiaxsaftmnmu 196 5 we -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 196 6 discuss discuss VBP work_2p32le2xefgk7mdiaxsaftmnmu 196 7 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 196 8 advantages advantage NNS work_2p32le2xefgk7mdiaxsaftmnmu 196 9 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 196 10 problems problem NNS work_2p32le2xefgk7mdiaxsaftmnmu 196 11 resulting result VBG work_2p32le2xefgk7mdiaxsaftmnmu 196 12 from from IN work_2p32le2xefgk7mdiaxsaftmnmu 196 13 this this DT work_2p32le2xefgk7mdiaxsaftmnmu 196 14 choice choice NN work_2p32le2xefgk7mdiaxsaftmnmu 196 15 , , , 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reviewing review VBG work_2p32le2xefgk7mdiaxsaftmnmu 211 6 contributions contribution NNS work_2p32le2xefgk7mdiaxsaftmnmu 211 7 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 211 8 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 211 9 collaborative collaborative JJ work_2p32le2xefgk7mdiaxsaftmnmu 211 10 project project NN work_2p32le2xefgk7mdiaxsaftmnmu 211 11 . . . work_2p32le2xefgk7mdiaxsaftmnmu 212 1 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 212 2 contributor contributor NN work_2p32le2xefgk7mdiaxsaftmnmu 212 3 submits submit VBZ work_2p32le2xefgk7mdiaxsaftmnmu 212 4 new new JJ work_2p32le2xefgk7mdiaxsaftmnmu 212 5 code code NN work_2p32le2xefgk7mdiaxsaftmnmu 212 6 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 212 7 modifications modification NNS work_2p32le2xefgk7mdiaxsaftmnmu 212 8 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 212 9 existing exist VBG work_2p32le2xefgk7mdiaxsaftmnmu 212 10 code code NN work_2p32le2xefgk7mdiaxsaftmnmu 212 11 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 212 12 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 212 13 form form NN work_2p32le2xefgk7mdiaxsaftmnmu 212 14 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 212 15 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 212 16 ‘ ' `` work_2p32le2xefgk7mdiaxsaftmnmu 212 17 ‘ ' `` work_2p32le2xefgk7mdiaxsaftmnmu 212 18 pull pull VB work_2p32le2xefgk7mdiaxsaftmnmu 212 19 request request NN work_2p32le2xefgk7mdiaxsaftmnmu 212 20 ’ ' '' work_2p32le2xefgk7mdiaxsaftmnmu 212 21 ’ ' '' work_2p32le2xefgk7mdiaxsaftmnmu 212 22 , , , work_2p32le2xefgk7mdiaxsaftmnmu 212 23 which which WDT work_2p32le2xefgk7mdiaxsaftmnmu 212 24 other other JJ work_2p32le2xefgk7mdiaxsaftmnmu 212 25 Rougier Rougier NNP work_2p32le2xefgk7mdiaxsaftmnmu 212 26 et et FW work_2p32le2xefgk7mdiaxsaftmnmu 212 27 al al NNP work_2p32le2xefgk7mdiaxsaftmnmu 212 28 . . . work_2p32le2xefgk7mdiaxsaftmnmu 213 1 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 213 2 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 213 3 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 213 4 , , , work_2p32le2xefgk7mdiaxsaftmnmu 213 5 PeerJ PeerJ NNP work_2p32le2xefgk7mdiaxsaftmnmu 213 6 Comput Comput NNP work_2p32le2xefgk7mdiaxsaftmnmu 213 7 . . . work_2p32le2xefgk7mdiaxsaftmnmu 214 1 Sci Sci NNP work_2p32le2xefgk7mdiaxsaftmnmu 214 2 . . NNP work_2p32le2xefgk7mdiaxsaftmnmu 214 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 214 4 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 214 5 10.7717 10.7717 CD work_2p32le2xefgk7mdiaxsaftmnmu 214 6 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 214 7 peerj peerj NNP work_2p32le2xefgk7mdiaxsaftmnmu 214 8 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 214 9 cs.142 cs.142 NNP work_2p32le2xefgk7mdiaxsaftmnmu 214 10 10/17 10/17 CD work_2p32le2xefgk7mdiaxsaftmnmu 214 11 https://peerj.com https://peerj.com NNP work_2p32le2xefgk7mdiaxsaftmnmu 214 12 https://github.com/ReScience/ReScience-submission/pull/28 https://github.com/ReScience/ReScience-submission/pull/28 NNP work_2p32le2xefgk7mdiaxsaftmnmu 214 13 http://github.com/ http://github.com/ CD work_2p32le2xefgk7mdiaxsaftmnmu 214 14 https://git-scm.com/ https://git-scm.com/ NNP work_2p32le2xefgk7mdiaxsaftmnmu 214 15 http://home.highwire.org/ http://home.highwire.org/ NNP work_2p32le2xefgk7mdiaxsaftmnmu 214 16 https://www.episciences.org/ https://www.episciences.org/ NN work_2p32le2xefgk7mdiaxsaftmnmu 214 17 https://zenodo.org/ https://zenodo.org/ CD work_2p32le2xefgk7mdiaxsaftmnmu 214 18 http://dx.doi.org/10.7717/peerj-cs.142 http://dx.doi.org/10.7717/peerj-cs.142 NNP work_2p32le2xefgk7mdiaxsaftmnmu 214 19 project project NN work_2p32le2xefgk7mdiaxsaftmnmu 214 20 members member NNS work_2p32le2xefgk7mdiaxsaftmnmu 214 21 can can MD work_2p32le2xefgk7mdiaxsaftmnmu 214 22 then then RB work_2p32le2xefgk7mdiaxsaftmnmu 214 23 comment comment VB work_2p32le2xefgk7mdiaxsaftmnmu 214 24 on on RP work_2p32le2xefgk7mdiaxsaftmnmu 214 25 . . . work_2p32le2xefgk7mdiaxsaftmnmu 215 1 In in IN work_2p32le2xefgk7mdiaxsaftmnmu 215 2 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 215 3 course course NN work_2p32le2xefgk7mdiaxsaftmnmu 215 4 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 215 5 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 215 6 exchanges exchange NNS work_2p32le2xefgk7mdiaxsaftmnmu 215 7 , , , work_2p32le2xefgk7mdiaxsaftmnmu 215 8 the 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work_2p32le2xefgk7mdiaxsaftmnmu 216 9 ‘ ' `` work_2p32le2xefgk7mdiaxsaftmnmu 216 10 ‘ ' `` work_2p32le2xefgk7mdiaxsaftmnmu 216 11 merged merged JJ work_2p32le2xefgk7mdiaxsaftmnmu 216 12 ’ ' '' work_2p32le2xefgk7mdiaxsaftmnmu 216 13 ’ ' '' work_2p32le2xefgk7mdiaxsaftmnmu 216 14 into into IN work_2p32le2xefgk7mdiaxsaftmnmu 216 15 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 216 16 main main JJ work_2p32le2xefgk7mdiaxsaftmnmu 216 17 project project NN work_2p32le2xefgk7mdiaxsaftmnmu 216 18 . . . work_2p32le2xefgk7mdiaxsaftmnmu 217 1 In in IN work_2p32le2xefgk7mdiaxsaftmnmu 217 2 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 217 3 case case NN work_2p32le2xefgk7mdiaxsaftmnmu 217 4 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 217 5 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 217 6 , , , work_2p32le2xefgk7mdiaxsaftmnmu 217 7 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 217 8 collaborative collaborative JJ work_2p32le2xefgk7mdiaxsaftmnmu 217 9 project project NN work_2p32le2xefgk7mdiaxsaftmnmu 217 10 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 217 11 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 217 12 whole whole JJ work_2p32le2xefgk7mdiaxsaftmnmu 217 13 journal journal NN work_2p32le2xefgk7mdiaxsaftmnmu 217 14 , , , work_2p32le2xefgk7mdiaxsaftmnmu 217 15 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 217 16 each each DT work_2p32le2xefgk7mdiaxsaftmnmu 217 17 article article NN work_2p32le2xefgk7mdiaxsaftmnmu 217 18 submission submission NN work_2p32le2xefgk7mdiaxsaftmnmu 217 19 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 217 20 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 217 21 contribution contribution NN work_2p32le2xefgk7mdiaxsaftmnmu 217 22 proposed propose VBN work_2p32le2xefgk7mdiaxsaftmnmu 217 23 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 217 24 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 217 25 pull pull NN work_2p32le2xefgk7mdiaxsaftmnmu 217 26 request request NN work_2p32le2xefgk7mdiaxsaftmnmu 217 27 . . . work_2p32le2xefgk7mdiaxsaftmnmu 218 1 This this DT work_2p32le2xefgk7mdiaxsaftmnmu 218 2 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 218 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 218 4 however however RB work_2p32le2xefgk7mdiaxsaftmnmu 218 5 , , , work_2p32le2xefgk7mdiaxsaftmnmu 218 6 not not RB work_2p32le2xefgk7mdiaxsaftmnmu 218 7 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 218 8 very very RB work_2p32le2xefgk7mdiaxsaftmnmu 218 9 intuitive intuitive JJ work_2p32le2xefgk7mdiaxsaftmnmu 218 10 representation representation NN work_2p32le2xefgk7mdiaxsaftmnmu 218 11 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 218 12 how how WRB work_2p32le2xefgk7mdiaxsaftmnmu 218 13 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 218 14 journal journal NN work_2p32le2xefgk7mdiaxsaftmnmu 218 15 works work VBZ work_2p32le2xefgk7mdiaxsaftmnmu 218 16 . . . work_2p32le2xefgk7mdiaxsaftmnmu 219 1 It -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 219 2 would would MD work_2p32le2xefgk7mdiaxsaftmnmu 219 3 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 219 4 more more RBR work_2p32le2xefgk7mdiaxsaftmnmu 219 5 natural natural JJ work_2p32le2xefgk7mdiaxsaftmnmu 219 6 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 219 7 have have VB work_2p32le2xefgk7mdiaxsaftmnmu 219 8 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 219 9 separate separate JJ work_2p32le2xefgk7mdiaxsaftmnmu 219 10 repository repository NN work_2p32le2xefgk7mdiaxsaftmnmu 219 11 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 219 12 each each DT work_2p32le2xefgk7mdiaxsaftmnmu 219 13 article article NN work_2p32le2xefgk7mdiaxsaftmnmu 219 14 , , , work_2p32le2xefgk7mdiaxsaftmnmu 219 15 an an DT work_2p32le2xefgk7mdiaxsaftmnmu 219 16 arrangement arrangement NN work_2p32le2xefgk7mdiaxsaftmnmu 219 17 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 219 18 would would MD work_2p32le2xefgk7mdiaxsaftmnmu 219 19 also also RB work_2p32le2xefgk7mdiaxsaftmnmu 219 20 facilitate facilitate VB work_2p32le2xefgk7mdiaxsaftmnmu 219 21 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 219 22 final final JJ work_2p32le2xefgk7mdiaxsaftmnmu 219 23 publishing publishing NN work_2p32le2xefgk7mdiaxsaftmnmu 219 24 steps step NNS work_2p32le2xefgk7mdiaxsaftmnmu 219 25 . . . work_2p32le2xefgk7mdiaxsaftmnmu 220 1 However however RB work_2p32le2xefgk7mdiaxsaftmnmu 220 2 , , , work_2p32le2xefgk7mdiaxsaftmnmu 220 3 GitHub GitHub NNP work_2p32le2xefgk7mdiaxsaftmnmu 220 4 does do VBZ work_2p32le2xefgk7mdiaxsaftmnmu 220 5 not not RB work_2p32le2xefgk7mdiaxsaftmnmu 220 6 allow allow VB work_2p32le2xefgk7mdiaxsaftmnmu 220 7 code code NN work_2p32le2xefgk7mdiaxsaftmnmu 220 8 review review NN work_2p32le2xefgk7mdiaxsaftmnmu 220 9 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 220 10 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 220 11 new new JJ work_2p32le2xefgk7mdiaxsaftmnmu 220 12 repository repository NN work_2p32le2xefgk7mdiaxsaftmnmu 220 13 , , , work_2p32le2xefgk7mdiaxsaftmnmu 220 14 only only RB work_2p32le2xefgk7mdiaxsaftmnmu 220 15 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 220 16 contributions contribution NNS work_2p32le2xefgk7mdiaxsaftmnmu 220 17 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 220 18 an an DT work_2p32le2xefgk7mdiaxsaftmnmu 220 19 already already RB work_2p32le2xefgk7mdiaxsaftmnmu 220 20 existing exist VBG work_2p32le2xefgk7mdiaxsaftmnmu 220 21 one one CD work_2p32le2xefgk7mdiaxsaftmnmu 220 22 . . . work_2p32le2xefgk7mdiaxsaftmnmu 221 1 Relying rely VBG work_2p32le2xefgk7mdiaxsaftmnmu 221 2 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 221 3 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 221 4 free free JJ work_2p32le2xefgk7mdiaxsaftmnmu 221 5 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 221 6 use use NN work_2p32le2xefgk7mdiaxsaftmnmu 221 7 offer offer NN work_2p32le2xefgk7mdiaxsaftmnmu 221 8 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 221 9 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 221 10 commercial commercial JJ work_2p32le2xefgk7mdiaxsaftmnmu 221 11 platform platform NN work_2p32le2xefgk7mdiaxsaftmnmu 221 12 poses pose VBZ work_2p32le2xefgk7mdiaxsaftmnmu 221 13 some some DT work_2p32le2xefgk7mdiaxsaftmnmu 221 14 additional additional JJ work_2p32le2xefgk7mdiaxsaftmnmu 221 15 problems problem NNS work_2p32le2xefgk7mdiaxsaftmnmu 221 16 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 221 17 scientific scientific JJ work_2p32le2xefgk7mdiaxsaftmnmu 221 18 publishing publishing NN work_2p32le2xefgk7mdiaxsaftmnmu 221 19 . . . work_2p32le2xefgk7mdiaxsaftmnmu 222 1 GitHub GitHub NNP work_2p32le2xefgk7mdiaxsaftmnmu 222 2 can can MD work_2p32le2xefgk7mdiaxsaftmnmu 222 3 change change VB work_2p32le2xefgk7mdiaxsaftmnmu 222 4 its -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 222 5 conditions condition NNS work_2p32le2xefgk7mdiaxsaftmnmu 222 6 at at IN work_2p32le2xefgk7mdiaxsaftmnmu 222 7 any any DT work_2p32le2xefgk7mdiaxsaftmnmu 222 8 time time NN work_2p32le2xefgk7mdiaxsaftmnmu 222 9 , , , work_2p32le2xefgk7mdiaxsaftmnmu 222 10 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 222 11 could could MD work_2p32le2xefgk7mdiaxsaftmnmu 222 12 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 222 13 principle principle NN work_2p32le2xefgk7mdiaxsaftmnmu 222 14 delete delete NN work_2p32le2xefgk7mdiaxsaftmnmu 222 15 or or CC work_2p32le2xefgk7mdiaxsaftmnmu 222 16 modify modify VB work_2p32le2xefgk7mdiaxsaftmnmu 222 17 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 222 18 contents content NNS work_2p32le2xefgk7mdiaxsaftmnmu 222 19 at at IN work_2p32le2xefgk7mdiaxsaftmnmu 222 20 any any DT work_2p32le2xefgk7mdiaxsaftmnmu 222 21 time time NN work_2p32le2xefgk7mdiaxsaftmnmu 222 22 without without IN work_2p32le2xefgk7mdiaxsaftmnmu 222 23 prior prior JJ work_2p32le2xefgk7mdiaxsaftmnmu 222 24 notice notice NN work_2p32le2xefgk7mdiaxsaftmnmu 222 25 . . . work_2p32le2xefgk7mdiaxsaftmnmu 223 1 Moreover moreover RB work_2p32le2xefgk7mdiaxsaftmnmu 223 2 , , , work_2p32le2xefgk7mdiaxsaftmnmu 223 3 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 223 4 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 223 5 case case NN work_2p32le2xefgk7mdiaxsaftmnmu 223 6 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 223 7 technical technical JJ work_2p32le2xefgk7mdiaxsaftmnmu 223 8 problems problem NNS work_2p32le2xefgk7mdiaxsaftmnmu 223 9 rendering render VBG work_2p32le2xefgk7mdiaxsaftmnmu 223 10 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 223 11 contents content VBZ work_2p32le2xefgk7mdiaxsaftmnmu 223 12 temporarily temporarily RB work_2p32le2xefgk7mdiaxsaftmnmu 223 13 or or CC work_2p32le2xefgk7mdiaxsaftmnmu 223 14 permanently permanently RB work_2p32le2xefgk7mdiaxsaftmnmu 223 15 inaccessible inaccessible JJ work_2p32le2xefgk7mdiaxsaftmnmu 223 16 , , , work_2p32le2xefgk7mdiaxsaftmnmu 223 17 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 223 18 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 223 19 community community NN work_2p32le2xefgk7mdiaxsaftmnmu 223 20 has have VBZ work_2p32le2xefgk7mdiaxsaftmnmu 223 21 no no DT work_2p32le2xefgk7mdiaxsaftmnmu 223 22 legal legal JJ work_2p32le2xefgk7mdiaxsaftmnmu 223 23 claims claim NNS work_2p32le2xefgk7mdiaxsaftmnmu 223 24 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 223 25 compensation compensation NN work_2p32le2xefgk7mdiaxsaftmnmu 223 26 because because IN work_2p32le2xefgk7mdiaxsaftmnmu 223 27 there there EX work_2p32le2xefgk7mdiaxsaftmnmu 223 28 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 223 29 no no DT work_2p32le2xefgk7mdiaxsaftmnmu 223 30 contract contract NN work_2p32le2xefgk7mdiaxsaftmnmu 223 31 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 223 32 would would MD work_2p32le2xefgk7mdiaxsaftmnmu 223 33 imply imply VB work_2p32le2xefgk7mdiaxsaftmnmu 223 34 any any DT work_2p32le2xefgk7mdiaxsaftmnmu 223 35 obligations obligation NNS work_2p32le2xefgk7mdiaxsaftmnmu 223 36 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 223 37 GitHub GitHub NNP work_2p32le2xefgk7mdiaxsaftmnmu 223 38 . . . work_2p32le2xefgk7mdiaxsaftmnmu 224 1 It -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 224 2 would would MD work_2p32le2xefgk7mdiaxsaftmnmu 224 3 clearly clearly RB work_2p32le2xefgk7mdiaxsaftmnmu 224 4 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 224 5 imprudent imprudent NN work_2p32le2xefgk7mdiaxsaftmnmu 224 6 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 224 7 count count VB work_2p32le2xefgk7mdiaxsaftmnmu 224 8 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 224 9 GitHub GitHub NNP work_2p32le2xefgk7mdiaxsaftmnmu 224 10 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 224 11 long long JJ work_2p32le2xefgk7mdiaxsaftmnmu 224 12 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 224 13 term term NN work_2p32le2xefgk7mdiaxsaftmnmu 224 14 preservation preservation NN work_2p32le2xefgk7mdiaxsaftmnmu 224 15 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 224 16 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 224 17 content content NN work_2p32le2xefgk7mdiaxsaftmnmu 224 18 , , , work_2p32le2xefgk7mdiaxsaftmnmu 224 19 which which WDT work_2p32le2xefgk7mdiaxsaftmnmu 224 20 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 224 21 why why WRB work_2p32le2xefgk7mdiaxsaftmnmu 224 22 we -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 224 23 deposit deposit VBP work_2p32le2xefgk7mdiaxsaftmnmu 224 24 accepted accept VBN work_2p32le2xefgk7mdiaxsaftmnmu 224 25 articles article NNS work_2p32le2xefgk7mdiaxsaftmnmu 224 26 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 224 27 Zenodo Zenodo NNP work_2p32le2xefgk7mdiaxsaftmnmu 224 28 , , , work_2p32le2xefgk7mdiaxsaftmnmu 224 29 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 224 30 platform platform NN work_2p32le2xefgk7mdiaxsaftmnmu 224 31 designed design VBN work_2p32le2xefgk7mdiaxsaftmnmu 224 32 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 224 33 archiving archive VBG work_2p32le2xefgk7mdiaxsaftmnmu 224 34 scientific scientific JJ work_2p32le2xefgk7mdiaxsaftmnmu 224 35 information information NN work_2p32le2xefgk7mdiaxsaftmnmu 224 36 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 224 37 funded fund VBN work_2p32le2xefgk7mdiaxsaftmnmu 224 38 by by IN work_2p32le2xefgk7mdiaxsaftmnmu 224 39 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 224 40 organizations organization NNS work_2p32le2xefgk7mdiaxsaftmnmu 224 41 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 224 42 an an DT work_2p32le2xefgk7mdiaxsaftmnmu 224 43 element element NN work_2p32le2xefgk7mdiaxsaftmnmu 224 44 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 224 45 public public JJ work_2p32le2xefgk7mdiaxsaftmnmu 224 46 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 224 47 infrastructure infrastructure NN work_2p32le2xefgk7mdiaxsaftmnmu 224 48 . . . work_2p32le2xefgk7mdiaxsaftmnmu 225 1 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 225 2 use use NN work_2p32le2xefgk7mdiaxsaftmnmu 225 3 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 225 4 free free JJ work_2p32le2xefgk7mdiaxsaftmnmu 225 5 services service NNS work_2p32le2xefgk7mdiaxsaftmnmu 225 6 provided provide VBN work_2p32le2xefgk7mdiaxsaftmnmu 225 7 by by IN work_2p32le2xefgk7mdiaxsaftmnmu 225 8 GitHub GitHub NNP work_2p32le2xefgk7mdiaxsaftmnmu 225 9 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 225 10 Zenodo Zenodo NNP work_2p32le2xefgk7mdiaxsaftmnmu 225 11 was be VBD work_2p32le2xefgk7mdiaxsaftmnmu 225 12 clearly clearly RB work_2p32le2xefgk7mdiaxsaftmnmu 225 13 important important JJ work_2p32le2xefgk7mdiaxsaftmnmu 225 14 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 225 15 get get VB work_2p32le2xefgk7mdiaxsaftmnmu 225 16 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 225 17 started start VBD work_2p32le2xefgk7mdiaxsaftmnmu 225 18 . . . work_2p32le2xefgk7mdiaxsaftmnmu 226 1 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 226 2 incentives incentive NNS work_2p32le2xefgk7mdiaxsaftmnmu 226 3 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 226 4 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 226 5 publication publication NN work_2p32le2xefgk7mdiaxsaftmnmu 226 6 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 226 7 replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 226 8 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 226 9 being be VBG work_2p32le2xefgk7mdiaxsaftmnmu 226 10 low low JJ work_2p32le2xefgk7mdiaxsaftmnmu 226 11 , , , work_2p32le2xefgk7mdiaxsaftmnmu 226 12 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 226 13 its -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 226 14 importance importance NN work_2p32le2xefgk7mdiaxsaftmnmu 226 15 being be VBG work_2p32le2xefgk7mdiaxsaftmnmu 226 16 recognized recognize VBN work_2p32le2xefgk7mdiaxsaftmnmu 226 17 only only RB work_2p32le2xefgk7mdiaxsaftmnmu 226 18 slowly slowly RB work_2p32le2xefgk7mdiaxsaftmnmu 226 19 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 226 20 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 226 21 scientific scientific JJ work_2p32le2xefgk7mdiaxsaftmnmu 226 22 community community NN work_2p32le2xefgk7mdiaxsaftmnmu 226 23 , , , work_2p32le2xefgk7mdiaxsaftmnmu 226 24 funding fund VBG work_2p32le2xefgk7mdiaxsaftmnmu 226 25 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 226 26 through through IN work_2p32le2xefgk7mdiaxsaftmnmu 226 27 either either DT work_2p32le2xefgk7mdiaxsaftmnmu 226 28 author author NN work_2p32le2xefgk7mdiaxsaftmnmu 226 29 page page NN work_2p32le2xefgk7mdiaxsaftmnmu 226 30 charges charge NNS work_2p32le2xefgk7mdiaxsaftmnmu 226 31 or or CC work_2p32le2xefgk7mdiaxsaftmnmu 226 32 grants grant NNS work_2p32le2xefgk7mdiaxsaftmnmu 226 33 would would MD work_2p32le2xefgk7mdiaxsaftmnmu 226 34 have have VB work_2p32le2xefgk7mdiaxsaftmnmu 226 35 created create VBN work_2p32le2xefgk7mdiaxsaftmnmu 226 36 further further JJ work_2p32le2xefgk7mdiaxsaftmnmu 226 37 obstacles obstacle NNS work_2p32le2xefgk7mdiaxsaftmnmu 226 38 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 226 39 its -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 226 40 success success NN work_2p32le2xefgk7mdiaxsaftmnmu 226 41 . . . work_2p32le2xefgk7mdiaxsaftmnmu 227 1 A a DT work_2p32le2xefgk7mdiaxsaftmnmu 227 2 less less RBR work_2p32le2xefgk7mdiaxsaftmnmu 227 3 obvious obvious JJ work_2p32le2xefgk7mdiaxsaftmnmu 227 4 advantage advantage NN work_2p32le2xefgk7mdiaxsaftmnmu 227 5 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 227 6 not not RB work_2p32le2xefgk7mdiaxsaftmnmu 227 7 having have VBG work_2p32le2xefgk7mdiaxsaftmnmu 227 8 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 227 9 organize organize VB work_2p32le2xefgk7mdiaxsaftmnmu 227 10 funding funding NN work_2p32le2xefgk7mdiaxsaftmnmu 227 11 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 227 12 that that IN work_2p32le2xefgk7mdiaxsaftmnmu 227 13 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 227 14 can can MD work_2p32le2xefgk7mdiaxsaftmnmu 227 15 exist exist VB work_2p32le2xefgk7mdiaxsaftmnmu 227 16 without without IN work_2p32le2xefgk7mdiaxsaftmnmu 227 17 being be VBG work_2p32le2xefgk7mdiaxsaftmnmu 227 18 backed back VBN work_2p32le2xefgk7mdiaxsaftmnmu 227 19 by by IN work_2p32le2xefgk7mdiaxsaftmnmu 227 20 any any DT work_2p32le2xefgk7mdiaxsaftmnmu 227 21 legal legal JJ work_2p32le2xefgk7mdiaxsaftmnmu 227 22 entity entity NN work_2p32le2xefgk7mdiaxsaftmnmu 227 23 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 227 24 would would MD work_2p32le2xefgk7mdiaxsaftmnmu 227 25 manage manage VB work_2p32le2xefgk7mdiaxsaftmnmu 227 26 its -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 227 27 budget budget NN work_2p32le2xefgk7mdiaxsaftmnmu 227 28 . . . work_2p32le2xefgk7mdiaxsaftmnmu 228 1 This this DT work_2p32le2xefgk7mdiaxsaftmnmu 228 2 makes make VBZ work_2p32le2xefgk7mdiaxsaftmnmu 228 3 it -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 228 4 possible possible JJ work_2p32le2xefgk7mdiaxsaftmnmu 228 5 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 228 6 maintain maintain VB work_2p32le2xefgk7mdiaxsaftmnmu 228 7 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 228 8 community community NN work_2p32le2xefgk7mdiaxsaftmnmu 228 9 spirit spirit NN work_2p32le2xefgk7mdiaxsaftmnmu 228 10 focused focus VBN work_2p32le2xefgk7mdiaxsaftmnmu 228 11 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 228 12 shared share VBN work_2p32le2xefgk7mdiaxsaftmnmu 228 13 scientific scientific JJ work_2p32le2xefgk7mdiaxsaftmnmu 228 14 objectives objective NNS work_2p32le2xefgk7mdiaxsaftmnmu 228 15 , , , work_2p32le2xefgk7mdiaxsaftmnmu 228 16 with with IN work_2p32le2xefgk7mdiaxsaftmnmu 228 17 nobody nobody NN work_2p32le2xefgk7mdiaxsaftmnmu 228 18 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 228 19 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 228 20 position position NN work_2p32le2xefgk7mdiaxsaftmnmu 228 21 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 228 22 influence influence VB work_2p32le2xefgk7mdiaxsaftmnmu 228 23 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 228 24 by by IN work_2p32le2xefgk7mdiaxsaftmnmu 228 25 explicit explicit JJ work_2p32le2xefgk7mdiaxsaftmnmu 228 26 or or CC work_2p32le2xefgk7mdiaxsaftmnmu 228 27 implicit implicit JJ work_2p32le2xefgk7mdiaxsaftmnmu 228 28 threats threat NNS work_2p32le2xefgk7mdiaxsaftmnmu 228 29 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 228 30 reducing reduce VBG work_2p32le2xefgk7mdiaxsaftmnmu 228 31 future future JJ work_2p32le2xefgk7mdiaxsaftmnmu 228 32 funding funding NN work_2p32le2xefgk7mdiaxsaftmnmu 228 33 . . . work_2p32le2xefgk7mdiaxsaftmnmu 229 1 OUTLOOK OUTLOOK NNP work_2p32le2xefgk7mdiaxsaftmnmu 229 2 Based base VBN work_2p32le2xefgk7mdiaxsaftmnmu 229 3 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 229 4 our -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 229 5 experience experience NN work_2p32le2xefgk7mdiaxsaftmnmu 229 6 with with IN work_2p32le2xefgk7mdiaxsaftmnmu 229 7 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 229 8 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 229 9 initiative initiative NN work_2p32le2xefgk7mdiaxsaftmnmu 229 10 , , , work_2p32le2xefgk7mdiaxsaftmnmu 229 11 we -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 229 12 can can MD work_2p32le2xefgk7mdiaxsaftmnmu 229 13 engage engage VB work_2p32le2xefgk7mdiaxsaftmnmu 229 14 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 229 15 informed informed JJ work_2p32le2xefgk7mdiaxsaftmnmu 229 16 speculation speculation NN work_2p32le2xefgk7mdiaxsaftmnmu 229 17 about about IN work_2p32le2xefgk7mdiaxsaftmnmu 229 18 possible possible JJ work_2p32le2xefgk7mdiaxsaftmnmu 229 19 future future JJ work_2p32le2xefgk7mdiaxsaftmnmu 229 20 evolutions evolution NNS work_2p32le2xefgk7mdiaxsaftmnmu 229 21 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 229 22 scientific scientific JJ work_2p32le2xefgk7mdiaxsaftmnmu 229 23 publishing publishing NN work_2p32le2xefgk7mdiaxsaftmnmu 229 24 , , , work_2p32le2xefgk7mdiaxsaftmnmu 229 25 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 229 26 particular particular JJ work_2p32le2xefgk7mdiaxsaftmnmu 229 27 concerning concern VBG work_2p32le2xefgk7mdiaxsaftmnmu 229 28 replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 229 29 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 229 30 . . . work_2p32le2xefgk7mdiaxsaftmnmu 230 1 We -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 230 2 will will MD work_2p32le2xefgk7mdiaxsaftmnmu 230 3 not not RB work_2p32le2xefgk7mdiaxsaftmnmu 230 4 discuss discuss VB work_2p32le2xefgk7mdiaxsaftmnmu 230 5 minor minor JJ work_2p32le2xefgk7mdiaxsaftmnmu 230 6 technical technical JJ work_2p32le2xefgk7mdiaxsaftmnmu 230 7 advances advance NNS work_2p32le2xefgk7mdiaxsaftmnmu 230 8 such such JJ work_2p32le2xefgk7mdiaxsaftmnmu 230 9 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 230 10 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 230 11 better well JJR work_2p32le2xefgk7mdiaxsaftmnmu 230 12 toolchain toolchain NN work_2p32le2xefgk7mdiaxsaftmnmu 230 13 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 230 14 producing produce VBG work_2p32le2xefgk7mdiaxsaftmnmu 230 15 PDF PDF NNP work_2p32le2xefgk7mdiaxsaftmnmu 230 16 articles article NNS work_2p32le2xefgk7mdiaxsaftmnmu 230 17 , , , work_2p32le2xefgk7mdiaxsaftmnmu 230 18 but but CC work_2p32le2xefgk7mdiaxsaftmnmu 230 19 concentrate concentrate VB work_2p32le2xefgk7mdiaxsaftmnmu 230 20 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 230 21 long long JJ work_2p32le2xefgk7mdiaxsaftmnmu 230 22 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 230 23 term term NN work_2p32le2xefgk7mdiaxsaftmnmu 230 24 improvements improvement NNS work_2p32le2xefgk7mdiaxsaftmnmu 230 25 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 230 26 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 230 27 technology technology NN work_2p32le2xefgk7mdiaxsaftmnmu 230 28 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 230 29 electronic electronic JJ work_2p32le2xefgk7mdiaxsaftmnmu 230 30 publishing publishing NN work_2p32le2xefgk7mdiaxsaftmnmu 230 31 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 230 32 , , , work_2p32le2xefgk7mdiaxsaftmnmu 230 33 most most JJS work_2p32le2xefgk7mdiaxsaftmnmu 230 34 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 230 35 all all DT work_2p32le2xefgk7mdiaxsaftmnmu 230 36 , , , work_2p32le2xefgk7mdiaxsaftmnmu 230 37 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 230 38 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 230 39 attitude attitude NN work_2p32le2xefgk7mdiaxsaftmnmu 230 40 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 230 41 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 230 42 scientific scientific JJ work_2p32le2xefgk7mdiaxsaftmnmu 230 43 community community NN work_2p32le2xefgk7mdiaxsaftmnmu 230 44 towards towards IN work_2p32le2xefgk7mdiaxsaftmnmu 230 45 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 230 46 publication publication NN work_2p32le2xefgk7mdiaxsaftmnmu 230 47 , , , work_2p32le2xefgk7mdiaxsaftmnmu 230 48 preservation preservation NN work_2p32le2xefgk7mdiaxsaftmnmu 230 49 , , , work_2p32le2xefgk7mdiaxsaftmnmu 230 50 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 230 51 verification verification NN work_2p32le2xefgk7mdiaxsaftmnmu 230 52 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 230 53 computer computer NN work_2p32le2xefgk7mdiaxsaftmnmu 230 54 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 230 55 aided aid VBN work_2p32le2xefgk7mdiaxsaftmnmu 230 56 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 230 57 . . . work_2p32le2xefgk7mdiaxsaftmnmu 231 1 A a DT work_2p32le2xefgk7mdiaxsaftmnmu 231 2 fundamental fundamental JJ work_2p32le2xefgk7mdiaxsaftmnmu 231 3 technical technical JJ work_2p32le2xefgk7mdiaxsaftmnmu 231 4 issue issue NN work_2p32le2xefgk7mdiaxsaftmnmu 231 5 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 231 6 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 231 7 difficulty difficulty NN work_2p32le2xefgk7mdiaxsaftmnmu 231 8 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 231 9 archiving archive VBG work_2p32le2xefgk7mdiaxsaftmnmu 231 10 or or CC work_2p32le2xefgk7mdiaxsaftmnmu 231 11 accurately accurately RB work_2p32le2xefgk7mdiaxsaftmnmu 231 12 describing describe VBG work_2p32le2xefgk7mdiaxsaftmnmu 231 13 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 231 14 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 231 15 environments environment NNS work_2p32le2xefgk7mdiaxsaftmnmu 231 16 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 231 17 which which WDT work_2p32le2xefgk7mdiaxsaftmnmu 231 18 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 231 19 scientists scientist NNS work_2p32le2xefgk7mdiaxsaftmnmu 231 20 perform perform VBP work_2p32le2xefgk7mdiaxsaftmnmu 231 21 their -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 231 22 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 231 23 . . . work_2p32le2xefgk7mdiaxsaftmnmu 232 1 A a DT work_2p32le2xefgk7mdiaxsaftmnmu 232 2 publication publication NN work_2p32le2xefgk7mdiaxsaftmnmu 232 3 should should MD work_2p32le2xefgk7mdiaxsaftmnmu 232 4 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 232 5 accompanied accompany VBN work_2p32le2xefgk7mdiaxsaftmnmu 232 6 by by IN work_2p32le2xefgk7mdiaxsaftmnmu 232 7 both both CC work_2p32le2xefgk7mdiaxsaftmnmu 232 8 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 232 9 human human NN work_2p32le2xefgk7mdiaxsaftmnmu 232 10 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 232 11 readable readable JJ work_2p32le2xefgk7mdiaxsaftmnmu 232 12 description description NN work_2p32le2xefgk7mdiaxsaftmnmu 232 13 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 232 14 this this DT work_2p32le2xefgk7mdiaxsaftmnmu 232 15 environment environment NN work_2p32le2xefgk7mdiaxsaftmnmu 232 16 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 232 17 an an DT work_2p32le2xefgk7mdiaxsaftmnmu 232 18 executable executable JJ work_2p32le2xefgk7mdiaxsaftmnmu 232 19 binary binary JJ work_2p32le2xefgk7mdiaxsaftmnmu 232 20 form form NN work_2p32le2xefgk7mdiaxsaftmnmu 232 21 . . . work_2p32le2xefgk7mdiaxsaftmnmu 233 1 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 233 2 human human NN work_2p32le2xefgk7mdiaxsaftmnmu 233 3 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 233 4 readable readable JJ work_2p32le2xefgk7mdiaxsaftmnmu 233 5 description description NN work_2p32le2xefgk7mdiaxsaftmnmu 233 6 allows allow VBZ work_2p32le2xefgk7mdiaxsaftmnmu 233 7 an an DT work_2p32le2xefgk7mdiaxsaftmnmu 233 8 inspection inspection NN work_2p32le2xefgk7mdiaxsaftmnmu 233 9 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 233 10 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 233 11 versions version NNS work_2p32le2xefgk7mdiaxsaftmnmu 233 12 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 233 13 all all DT work_2p32le2xefgk7mdiaxsaftmnmu 233 14 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 233 15 packages package NNS work_2p32le2xefgk7mdiaxsaftmnmu 233 16 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 233 17 were be VBD work_2p32le2xefgk7mdiaxsaftmnmu 233 18 used use VBN work_2p32le2xefgk7mdiaxsaftmnmu 233 19 , , , work_2p32le2xefgk7mdiaxsaftmnmu 233 20 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 233 21 example example NN work_2p32le2xefgk7mdiaxsaftmnmu 233 22 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 233 23 check check VB work_2p32le2xefgk7mdiaxsaftmnmu 233 24 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 233 25 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 233 26 impact impact NN work_2p32le2xefgk7mdiaxsaftmnmu 233 27 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 233 28 bugs bug NNS work_2p32le2xefgk7mdiaxsaftmnmu 233 29 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 233 30 become become VBP work_2p32le2xefgk7mdiaxsaftmnmu 233 31 known know VBN work_2p32le2xefgk7mdiaxsaftmnmu 233 32 only only RB work_2p32le2xefgk7mdiaxsaftmnmu 233 33 after after IN work_2p32le2xefgk7mdiaxsaftmnmu 233 34 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 233 35 study study NN work_2p32le2xefgk7mdiaxsaftmnmu 233 36 was be VBD work_2p32le2xefgk7mdiaxsaftmnmu 233 37 published publish VBN work_2p32le2xefgk7mdiaxsaftmnmu 233 38 . . . work_2p32le2xefgk7mdiaxsaftmnmu 234 1 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 234 2 executable executable JJ work_2p32le2xefgk7mdiaxsaftmnmu 234 3 version version NN work_2p32le2xefgk7mdiaxsaftmnmu 234 4 enables enable VBZ work_2p32le2xefgk7mdiaxsaftmnmu 234 5 other other JJ work_2p32le2xefgk7mdiaxsaftmnmu 234 6 scientists scientist NNS work_2p32le2xefgk7mdiaxsaftmnmu 234 7 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 234 8 re re VB work_2p32le2xefgk7mdiaxsaftmnmu 234 9 - - VB work_2p32le2xefgk7mdiaxsaftmnmu 234 10 run run VB work_2p32le2xefgk7mdiaxsaftmnmu 234 11 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 234 12 analyses analysis NNS work_2p32le2xefgk7mdiaxsaftmnmu 234 13 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 234 14 inspect inspect VB work_2p32le2xefgk7mdiaxsaftmnmu 234 15 intermediate intermediate JJ work_2p32le2xefgk7mdiaxsaftmnmu 234 16 results result NNS work_2p32le2xefgk7mdiaxsaftmnmu 234 17 . . . work_2p32le2xefgk7mdiaxsaftmnmu 235 1 Ideally ideally RB work_2p32le2xefgk7mdiaxsaftmnmu 235 2 , , , work_2p32le2xefgk7mdiaxsaftmnmu 235 3 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 235 4 Rougier Rougier NNP work_2p32le2xefgk7mdiaxsaftmnmu 235 5 et et FW work_2p32le2xefgk7mdiaxsaftmnmu 235 6 al al NNP work_2p32le2xefgk7mdiaxsaftmnmu 235 7 . . . work_2p32le2xefgk7mdiaxsaftmnmu 236 1 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 236 2 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 236 3 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 236 4 , , , work_2p32le2xefgk7mdiaxsaftmnmu 236 5 PeerJ PeerJ NNP work_2p32le2xefgk7mdiaxsaftmnmu 236 6 Comput Comput NNP work_2p32le2xefgk7mdiaxsaftmnmu 236 7 . . . work_2p32le2xefgk7mdiaxsaftmnmu 237 1 Sci Sci NNP work_2p32le2xefgk7mdiaxsaftmnmu 237 2 . . NNP work_2p32le2xefgk7mdiaxsaftmnmu 237 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 237 4 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 237 5 10.7717 10.7717 CD work_2p32le2xefgk7mdiaxsaftmnmu 237 6 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 237 7 peerj peerj NNP work_2p32le2xefgk7mdiaxsaftmnmu 237 8 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 237 9 cs.142 cs.142 NNP work_2p32le2xefgk7mdiaxsaftmnmu 237 10 11/17 11/17 CD work_2p32le2xefgk7mdiaxsaftmnmu 237 11 https://peerj.com https://peerj.com ADD work_2p32le2xefgk7mdiaxsaftmnmu 237 12 http://dx.doi.org/10.7717/peerj-cs.142 http://dx.doi.org/10.7717/peerj-cs.142 NNP work_2p32le2xefgk7mdiaxsaftmnmu 237 13 human human JJ work_2p32le2xefgk7mdiaxsaftmnmu 237 14 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 237 15 readable readable JJ work_2p32le2xefgk7mdiaxsaftmnmu 237 16 description description NN work_2p32le2xefgk7mdiaxsaftmnmu 237 17 would would MD work_2p32le2xefgk7mdiaxsaftmnmu 237 18 permit permit VB work_2p32le2xefgk7mdiaxsaftmnmu 237 19 rebuilding rebuild VBG work_2p32le2xefgk7mdiaxsaftmnmu 237 20 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 237 21 executable executable JJ work_2p32le2xefgk7mdiaxsaftmnmu 237 22 version version NN work_2p32le2xefgk7mdiaxsaftmnmu 237 23 , , , work_2p32le2xefgk7mdiaxsaftmnmu 237 24 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 237 25 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 237 26 same same JJ work_2p32le2xefgk7mdiaxsaftmnmu 237 27 way way NN work_2p32le2xefgk7mdiaxsaftmnmu 237 28 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 237 29 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 237 30 source source NN work_2p32le2xefgk7mdiaxsaftmnmu 237 31 code code NN work_2p32le2xefgk7mdiaxsaftmnmu 237 32 permits permit VBZ work_2p32le2xefgk7mdiaxsaftmnmu 237 33 rebuilding rebuild VBG work_2p32le2xefgk7mdiaxsaftmnmu 237 34 executable executable JJ work_2p32le2xefgk7mdiaxsaftmnmu 237 35 binaries binary NNS work_2p32le2xefgk7mdiaxsaftmnmu 237 36 . . . work_2p32le2xefgk7mdiaxsaftmnmu 238 1 This this DT work_2p32le2xefgk7mdiaxsaftmnmu 238 2 approach approach NN work_2p32le2xefgk7mdiaxsaftmnmu 238 3 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 238 4 pursued pursue VBN work_2p32le2xefgk7mdiaxsaftmnmu 238 5 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 238 6 example example NN work_2p32le2xefgk7mdiaxsaftmnmu 238 7 by by IN work_2p32le2xefgk7mdiaxsaftmnmu 238 8 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 238 9 package package NN work_2p32le2xefgk7mdiaxsaftmnmu 238 10 manager manager NN work_2p32le2xefgk7mdiaxsaftmnmu 238 11 Guix Guix NNP work_2p32le2xefgk7mdiaxsaftmnmu 238 12 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 238 13 Courtés Courtés NNP work_2p32le2xefgk7mdiaxsaftmnmu 238 14 & & CC work_2p32le2xefgk7mdiaxsaftmnmu 238 15 Wurmus Wurmus NNP work_2p32le2xefgk7mdiaxsaftmnmu 238 16 , , , work_2p32le2xefgk7mdiaxsaftmnmu 238 17 2015 2015 CD work_2p32le2xefgk7mdiaxsaftmnmu 238 18 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 238 19 . . . work_2p32le2xefgk7mdiaxsaftmnmu 239 1 A a DT work_2p32le2xefgk7mdiaxsaftmnmu 239 2 more more RBR work_2p32le2xefgk7mdiaxsaftmnmu 239 3 limited limited JJ work_2p32le2xefgk7mdiaxsaftmnmu 239 4 but but CC work_2p32le2xefgk7mdiaxsaftmnmu 239 5 still still RB work_2p32le2xefgk7mdiaxsaftmnmu 239 6 useful useful JJ work_2p32le2xefgk7mdiaxsaftmnmu 239 7 implementation implementation NN work_2p32le2xefgk7mdiaxsaftmnmu 239 8 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 239 9 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 239 10 same same JJ work_2p32le2xefgk7mdiaxsaftmnmu 239 11 idea idea NN work_2p32le2xefgk7mdiaxsaftmnmu 239 12 exists exist VBZ work_2p32le2xefgk7mdiaxsaftmnmu 239 13 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 239 14 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 239 15 form form NN work_2p32le2xefgk7mdiaxsaftmnmu 239 16 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 239 17 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 239 18 conda conda NNP work_2p32le2xefgk7mdiaxsaftmnmu 239 19 package package NN work_2p32le2xefgk7mdiaxsaftmnmu 239 20 manager manager NN work_2p32le2xefgk7mdiaxsaftmnmu 239 21 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 239 22 Anaconda Anaconda NNP work_2p32le2xefgk7mdiaxsaftmnmu 239 23 Inc. Inc. NNP work_2p32le2xefgk7mdiaxsaftmnmu 239 24 , , , work_2p32le2xefgk7mdiaxsaftmnmu 239 25 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 239 26 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 239 27 , , , work_2p32le2xefgk7mdiaxsaftmnmu 239 28 which which WDT work_2p32le2xefgk7mdiaxsaftmnmu 239 29 uses use VBZ work_2p32le2xefgk7mdiaxsaftmnmu 239 30 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 239 31 so so RB work_2p32le2xefgk7mdiaxsaftmnmu 239 32 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 239 33 called call VBN work_2p32le2xefgk7mdiaxsaftmnmu 239 34 environment environment NN work_2p32le2xefgk7mdiaxsaftmnmu 239 35 file file NN work_2p32le2xefgk7mdiaxsaftmnmu 239 36 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 239 37 describe describe VB work_2p32le2xefgk7mdiaxsaftmnmu 239 38 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 239 39 reconstruct reconstruct VB work_2p32le2xefgk7mdiaxsaftmnmu 239 40 environments environment NNS work_2p32le2xefgk7mdiaxsaftmnmu 239 41 . . . work_2p32le2xefgk7mdiaxsaftmnmu 240 1 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 240 2 main main JJ work_2p32le2xefgk7mdiaxsaftmnmu 240 3 limitation limitation NN work_2p32le2xefgk7mdiaxsaftmnmu 240 4 compared compare VBN work_2p32le2xefgk7mdiaxsaftmnmu 240 5 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 240 6 Guix Guix NNP work_2p32le2xefgk7mdiaxsaftmnmu 240 7 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 240 8 that that IN work_2p32le2xefgk7mdiaxsaftmnmu 240 9 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 240 10 packages package NNS work_2p32le2xefgk7mdiaxsaftmnmu 240 11 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 240 12 make make VBP work_2p32le2xefgk7mdiaxsaftmnmu 240 13 up up RP work_2p32le2xefgk7mdiaxsaftmnmu 240 14 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 240 15 conda conda NN work_2p32le2xefgk7mdiaxsaftmnmu 240 16 environment environment NN work_2p32le2xefgk7mdiaxsaftmnmu 240 17 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 240 18 themselves -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 240 19 not not RB work_2p32le2xefgk7mdiaxsaftmnmu 240 20 reproducible reproducible JJ work_2p32le2xefgk7mdiaxsaftmnmu 240 21 . . . work_2p32le2xefgk7mdiaxsaftmnmu 241 1 For for IN work_2p32le2xefgk7mdiaxsaftmnmu 241 2 example example NN work_2p32le2xefgk7mdiaxsaftmnmu 241 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 241 4 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 241 5 conda conda NNP work_2p32le2xefgk7mdiaxsaftmnmu 241 6 environment environment NN work_2p32le2xefgk7mdiaxsaftmnmu 241 7 file file NN work_2p32le2xefgk7mdiaxsaftmnmu 241 8 does do VBZ work_2p32le2xefgk7mdiaxsaftmnmu 241 9 not not RB work_2p32le2xefgk7mdiaxsaftmnmu 241 10 state state VB work_2p32le2xefgk7mdiaxsaftmnmu 241 11 which which WDT work_2p32le2xefgk7mdiaxsaftmnmu 241 12 compiler compiler NN work_2p32le2xefgk7mdiaxsaftmnmu 241 13 versions version NNS work_2p32le2xefgk7mdiaxsaftmnmu 241 14 were be VBD work_2p32le2xefgk7mdiaxsaftmnmu 241 15 used use VBN work_2p32le2xefgk7mdiaxsaftmnmu 241 16 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 241 17 build build VB work_2p32le2xefgk7mdiaxsaftmnmu 241 18 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 241 19 package package NN work_2p32le2xefgk7mdiaxsaftmnmu 241 20 . . . work_2p32le2xefgk7mdiaxsaftmnmu 242 1 Containerization containerization NN work_2p32le2xefgk7mdiaxsaftmnmu 242 2 , , , work_2p32le2xefgk7mdiaxsaftmnmu 242 3 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 242 4 implemented implement VBN work_2p32le2xefgk7mdiaxsaftmnmu 242 5 e.g. e.g. RB work_2p32le2xefgk7mdiaxsaftmnmu 242 6 , , , work_2p32le2xefgk7mdiaxsaftmnmu 242 7 by by IN work_2p32le2xefgk7mdiaxsaftmnmu 242 8 Docker Docker NNP work_2p32le2xefgk7mdiaxsaftmnmu 242 9 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 242 10 Docker Docker NNP work_2p32le2xefgk7mdiaxsaftmnmu 242 11 Inc. Inc. NNP work_2p32le2xefgk7mdiaxsaftmnmu 242 12 , , , work_2p32le2xefgk7mdiaxsaftmnmu 242 13 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 242 14 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 242 15 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 242 16 currently currently RB work_2p32le2xefgk7mdiaxsaftmnmu 242 17 much much RB work_2p32le2xefgk7mdiaxsaftmnmu 242 18 discussed discuss VBN work_2p32le2xefgk7mdiaxsaftmnmu 242 19 , , , work_2p32le2xefgk7mdiaxsaftmnmu 242 20 but but CC work_2p32le2xefgk7mdiaxsaftmnmu 242 21 provides provide VBZ work_2p32le2xefgk7mdiaxsaftmnmu 242 22 only only RB work_2p32le2xefgk7mdiaxsaftmnmu 242 23 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 242 24 executable executable JJ work_2p32le2xefgk7mdiaxsaftmnmu 242 25 version version NN work_2p32le2xefgk7mdiaxsaftmnmu 242 26 without without IN work_2p32le2xefgk7mdiaxsaftmnmu 242 27 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 242 28 human human JJ work_2p32le2xefgk7mdiaxsaftmnmu 242 29 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 242 30 readable readable JJ work_2p32le2xefgk7mdiaxsaftmnmu 242 31 description description NN work_2p32le2xefgk7mdiaxsaftmnmu 242 32 . . . work_2p32le2xefgk7mdiaxsaftmnmu 243 1 Moreover moreover RB work_2p32le2xefgk7mdiaxsaftmnmu 243 2 , , , work_2p32le2xefgk7mdiaxsaftmnmu 243 3 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 243 4 long long JJ work_2p32le2xefgk7mdiaxsaftmnmu 243 5 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 243 6 term term NN work_2p32le2xefgk7mdiaxsaftmnmu 243 7 stability stability NN work_2p32le2xefgk7mdiaxsaftmnmu 243 8 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 243 9 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 243 10 container container NN work_2p32le2xefgk7mdiaxsaftmnmu 243 11 file file NN work_2p32le2xefgk7mdiaxsaftmnmu 243 12 format format NN work_2p32le2xefgk7mdiaxsaftmnmu 243 13 remains remain VBZ work_2p32le2xefgk7mdiaxsaftmnmu 243 14 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 243 15 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 243 16 evaluated evaluate VBN work_2p32le2xefgk7mdiaxsaftmnmu 243 17 . . . work_2p32le2xefgk7mdiaxsaftmnmu 244 1 History history NN work_2p32le2xefgk7mdiaxsaftmnmu 244 2 has have VBZ work_2p32le2xefgk7mdiaxsaftmnmu 244 3 shown show VBN work_2p32le2xefgk7mdiaxsaftmnmu 244 4 that that DT work_2p32le2xefgk7mdiaxsaftmnmu 244 5 long long JJ work_2p32le2xefgk7mdiaxsaftmnmu 244 6 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 244 7 term term NN work_2p32le2xefgk7mdiaxsaftmnmu 244 8 stability stability NN work_2p32le2xefgk7mdiaxsaftmnmu 244 9 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 244 10 computing compute VBG work_2p32le2xefgk7mdiaxsaftmnmu 244 11 technology technology NN work_2p32le2xefgk7mdiaxsaftmnmu 244 12 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 244 13 achieved achieve VBN work_2p32le2xefgk7mdiaxsaftmnmu 244 14 only only RB work_2p32le2xefgk7mdiaxsaftmnmu 244 15 by by IN work_2p32le2xefgk7mdiaxsaftmnmu 244 16 technology technology NN work_2p32le2xefgk7mdiaxsaftmnmu 244 17 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 244 18 which which WDT work_2p32le2xefgk7mdiaxsaftmnmu 244 19 it -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 244 20 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 244 21 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 244 22 design design NN work_2p32le2xefgk7mdiaxsaftmnmu 244 23 priority priority NN work_2p32le2xefgk7mdiaxsaftmnmu 244 24 , , , work_2p32le2xefgk7mdiaxsaftmnmu 244 25 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 244 26 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 244 27 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 244 28 case case NN work_2p32le2xefgk7mdiaxsaftmnmu 244 29 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 244 30 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 244 31 Java Java NNP work_2p32le2xefgk7mdiaxsaftmnmu 244 32 Virtual Virtual NNP work_2p32le2xefgk7mdiaxsaftmnmu 244 33 Machine Machine NNP work_2p32le2xefgk7mdiaxsaftmnmu 244 34 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 244 35 Lindholm Lindholm NNP work_2p32le2xefgk7mdiaxsaftmnmu 244 36 & & CC work_2p32le2xefgk7mdiaxsaftmnmu 244 37 Yellin Yellin NNP work_2p32le2xefgk7mdiaxsaftmnmu 244 38 , , , work_2p32le2xefgk7mdiaxsaftmnmu 244 39 1999 1999 CD work_2p32le2xefgk7mdiaxsaftmnmu 244 40 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 244 41 . . . work_2p32le2xefgk7mdiaxsaftmnmu 245 1 Docker Docker NNP work_2p32le2xefgk7mdiaxsaftmnmu 245 2 , , , work_2p32le2xefgk7mdiaxsaftmnmu 245 3 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 245 4 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 245 5 contrary contrary NN work_2p32le2xefgk7mdiaxsaftmnmu 245 6 , , , work_2p32le2xefgk7mdiaxsaftmnmu 245 7 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 245 8 promoted promote VBN work_2p32le2xefgk7mdiaxsaftmnmu 245 9 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 245 10 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 245 11 deployment deployment NN work_2p32le2xefgk7mdiaxsaftmnmu 245 12 technology technology NN work_2p32le2xefgk7mdiaxsaftmnmu 245 13 with with IN work_2p32le2xefgk7mdiaxsaftmnmu 245 14 no no DT work_2p32le2xefgk7mdiaxsaftmnmu 245 15 visible visible JJ work_2p32le2xefgk7mdiaxsaftmnmu 245 16 ambition ambition NN work_2p32le2xefgk7mdiaxsaftmnmu 245 17 towards towards IN work_2p32le2xefgk7mdiaxsaftmnmu 245 18 archiving archive VBG work_2p32le2xefgk7mdiaxsaftmnmu 245 19 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 245 20 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 245 21 environments environment NNS work_2p32le2xefgk7mdiaxsaftmnmu 245 22 . . . work_2p32le2xefgk7mdiaxsaftmnmu 246 1 Today today NN work_2p32le2xefgk7mdiaxsaftmnmu 246 2 ’s ’s POS work_2p32le2xefgk7mdiaxsaftmnmu 246 3 electronic electronic JJ work_2p32le2xefgk7mdiaxsaftmnmu 246 4 publishing publishing NN work_2p32le2xefgk7mdiaxsaftmnmu 246 5 platforms platform NNS work_2p32le2xefgk7mdiaxsaftmnmu 246 6 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 246 7 scientific scientific JJ work_2p32le2xefgk7mdiaxsaftmnmu 246 8 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 246 9 still still RB work_2p32le2xefgk7mdiaxsaftmnmu 246 10 show show VBP work_2p32le2xefgk7mdiaxsaftmnmu 246 11 their -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 246 12 origins origin NNS work_2p32le2xefgk7mdiaxsaftmnmu 246 13 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 246 14 paper paper NN work_2p32le2xefgk7mdiaxsaftmnmu 246 15 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 246 16 based base VBN work_2p32le2xefgk7mdiaxsaftmnmu 246 17 publishing publishing NN work_2p32le2xefgk7mdiaxsaftmnmu 246 18 . . . work_2p32le2xefgk7mdiaxsaftmnmu 247 1 Except except IN work_2p32le2xefgk7mdiaxsaftmnmu 247 2 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 247 3 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 247 4 replacement replacement NN work_2p32le2xefgk7mdiaxsaftmnmu 247 5 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 247 6 printed print VBN work_2p32le2xefgk7mdiaxsaftmnmu 247 7 paper paper NN work_2p32le2xefgk7mdiaxsaftmnmu 247 8 by by IN work_2p32le2xefgk7mdiaxsaftmnmu 247 9 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 247 10 printable printable JJ work_2p32le2xefgk7mdiaxsaftmnmu 247 11 PDF PDF NNP work_2p32le2xefgk7mdiaxsaftmnmu 247 12 file file NN work_2p32le2xefgk7mdiaxsaftmnmu 247 13 , , , work_2p32le2xefgk7mdiaxsaftmnmu 247 14 not not RB work_2p32le2xefgk7mdiaxsaftmnmu 247 15 much much JJ work_2p32le2xefgk7mdiaxsaftmnmu 247 16 has have VBZ work_2p32le2xefgk7mdiaxsaftmnmu 247 17 changed change VBN work_2p32le2xefgk7mdiaxsaftmnmu 247 18 . . . work_2p32le2xefgk7mdiaxsaftmnmu 248 1 Although although IN work_2p32le2xefgk7mdiaxsaftmnmu 248 2 it -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 248 3 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 248 4 increasingly increasingly RB work_2p32le2xefgk7mdiaxsaftmnmu 248 5 realized realize VBN work_2p32le2xefgk7mdiaxsaftmnmu 248 6 that that IN work_2p32le2xefgk7mdiaxsaftmnmu 248 7 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 248 8 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 248 9 data datum NNS work_2p32le2xefgk7mdiaxsaftmnmu 248 10 should should MD work_2p32le2xefgk7mdiaxsaftmnmu 248 11 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 248 12 integral integral JJ work_2p32le2xefgk7mdiaxsaftmnmu 248 13 parts part NNS work_2p32le2xefgk7mdiaxsaftmnmu 248 14 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 248 15 most most JJS work_2p32le2xefgk7mdiaxsaftmnmu 248 16 scientific scientific JJ work_2p32le2xefgk7mdiaxsaftmnmu 248 17 publications publication NNS work_2p32le2xefgk7mdiaxsaftmnmu 248 18 today today NN work_2p32le2xefgk7mdiaxsaftmnmu 248 19 , , , work_2p32le2xefgk7mdiaxsaftmnmu 248 20 they -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 248 21 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 248 22 at at IN work_2p32le2xefgk7mdiaxsaftmnmu 248 23 best well RBS work_2p32le2xefgk7mdiaxsaftmnmu 248 24 relegated relegate VBN work_2p32le2xefgk7mdiaxsaftmnmu 248 25 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 248 26 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 248 27 status status NN work_2p32le2xefgk7mdiaxsaftmnmu 248 28 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 248 29 ‘ ' `` work_2p32le2xefgk7mdiaxsaftmnmu 248 30 ‘ ' `` work_2p32le2xefgk7mdiaxsaftmnmu 248 31 supplementary supplementary JJ work_2p32le2xefgk7mdiaxsaftmnmu 248 32 material material NN work_2p32le2xefgk7mdiaxsaftmnmu 248 33 ’ ' '' work_2p32le2xefgk7mdiaxsaftmnmu 248 34 ’ ' '' work_2p32le2xefgk7mdiaxsaftmnmu 248 35 , , , work_2p32le2xefgk7mdiaxsaftmnmu 248 36 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 248 37 systematically systematically RB work_2p32le2xefgk7mdiaxsaftmnmu 248 38 excluded exclude VBN work_2p32le2xefgk7mdiaxsaftmnmu 248 39 from from IN work_2p32le2xefgk7mdiaxsaftmnmu 248 40 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 248 41 peer peer NN work_2p32le2xefgk7mdiaxsaftmnmu 248 42 review review NN work_2p32le2xefgk7mdiaxsaftmnmu 248 43 process process NN work_2p32le2xefgk7mdiaxsaftmnmu 248 44 . . . work_2p32le2xefgk7mdiaxsaftmnmu 249 1 In in IN work_2p32le2xefgk7mdiaxsaftmnmu 249 2 fact fact NN work_2p32le2xefgk7mdiaxsaftmnmu 249 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 249 4 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 249 5 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 249 6 best good JJS work_2p32le2xefgk7mdiaxsaftmnmu 249 7 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 249 8 our -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 249 9 knowledge knowledge NN work_2p32le2xefgk7mdiaxsaftmnmu 249 10 , , , work_2p32le2xefgk7mdiaxsaftmnmu 249 11 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 249 12 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 249 13 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 249 14 only only JJ work_2p32le2xefgk7mdiaxsaftmnmu 249 15 scientific scientific JJ work_2p32le2xefgk7mdiaxsaftmnmu 249 16 journal journal NN work_2p32le2xefgk7mdiaxsaftmnmu 249 17 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 249 18 aims aim VBZ work_2p32le2xefgk7mdiaxsaftmnmu 249 19 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 249 20 verify verify VB work_2p32le2xefgk7mdiaxsaftmnmu 249 21 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 249 22 correctness correctness NN work_2p32le2xefgk7mdiaxsaftmnmu 249 23 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 249 24 scientific scientific JJ work_2p32le2xefgk7mdiaxsaftmnmu 249 25 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 249 26 . . . work_2p32le2xefgk7mdiaxsaftmnmu 250 1 As as IN work_2p32le2xefgk7mdiaxsaftmnmu 250 2 our -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 250 3 experience experience NN work_2p32le2xefgk7mdiaxsaftmnmu 250 4 has have VBZ work_2p32le2xefgk7mdiaxsaftmnmu 250 5 shown show VBN work_2p32le2xefgk7mdiaxsaftmnmu 250 6 , , , work_2p32le2xefgk7mdiaxsaftmnmu 250 7 it -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 250 8 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 250 9 far far RB work_2p32le2xefgk7mdiaxsaftmnmu 250 10 easier easy JJR work_2p32le2xefgk7mdiaxsaftmnmu 250 11 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 250 12 graft graft VB work_2p32le2xefgk7mdiaxsaftmnmu 250 13 publication publication NN work_2p32le2xefgk7mdiaxsaftmnmu 250 14 onto onto IN work_2p32le2xefgk7mdiaxsaftmnmu 250 15 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 250 16 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 250 17 development development NN work_2p32le2xefgk7mdiaxsaftmnmu 250 18 platform platform NN work_2p32le2xefgk7mdiaxsaftmnmu 250 19 than than IN work_2p32le2xefgk7mdiaxsaftmnmu 250 20 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 250 21 integrate integrate VB work_2p32le2xefgk7mdiaxsaftmnmu 250 22 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 250 23 reviewing review VBG work_2p32le2xefgk7mdiaxsaftmnmu 250 24 into into IN work_2p32le2xefgk7mdiaxsaftmnmu 250 25 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 250 26 publishing publishing NN work_2p32le2xefgk7mdiaxsaftmnmu 250 27 platform platform NN work_2p32le2xefgk7mdiaxsaftmnmu 250 28 . . . work_2p32le2xefgk7mdiaxsaftmnmu 251 1 Furthermore furthermore RB work_2p32le2xefgk7mdiaxsaftmnmu 251 2 , , , work_2p32le2xefgk7mdiaxsaftmnmu 251 3 tools tool NNS work_2p32le2xefgk7mdiaxsaftmnmu 251 4 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 251 5 will will MD work_2p32le2xefgk7mdiaxsaftmnmu 251 6 allow allow VB work_2p32le2xefgk7mdiaxsaftmnmu 251 7 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 251 8 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 251 9 automated automate VBN work_2p32le2xefgk7mdiaxsaftmnmu 251 10 validation validation NN work_2p32le2xefgk7mdiaxsaftmnmu 251 11 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 251 12 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 251 13 models model NNS work_2p32le2xefgk7mdiaxsaftmnmu 251 14 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 251 15 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 251 16 automated automated JJ work_2p32le2xefgk7mdiaxsaftmnmu 251 17 verification verification NN work_2p32le2xefgk7mdiaxsaftmnmu 251 18 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 251 19 correctness correctness NN work_2p32le2xefgk7mdiaxsaftmnmu 251 20 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 251 21 being be VBG work_2p32le2xefgk7mdiaxsaftmnmu 251 22 actively actively RB work_2p32le2xefgk7mdiaxsaftmnmu 251 23 developed develop VBN work_2p32le2xefgk7mdiaxsaftmnmu 251 24 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 251 25 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 251 26 community community NN work_2p32le2xefgk7mdiaxsaftmnmu 251 27 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 251 28 see see VB work_2p32le2xefgk7mdiaxsaftmnmu 251 29 , , , work_2p32le2xefgk7mdiaxsaftmnmu 251 30 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 251 31 example example NN work_2p32le2xefgk7mdiaxsaftmnmu 251 32 , , , work_2p32le2xefgk7mdiaxsaftmnmu 251 33 SciUnit SciUnit NNP work_2p32le2xefgk7mdiaxsaftmnmu 251 34 or or CC work_2p32le2xefgk7mdiaxsaftmnmu 251 35 OSB OSB NNP work_2p32le2xefgk7mdiaxsaftmnmu 251 36 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 251 37 model model NN work_2p32le2xefgk7mdiaxsaftmnmu 251 38 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 251 39 validation validation NN work_2p32le2xefgk7mdiaxsaftmnmu 251 40 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 251 41 . . . work_2p32le2xefgk7mdiaxsaftmnmu 252 1 An an DT work_2p32le2xefgk7mdiaxsaftmnmu 252 2 integration integration NN work_2p32le2xefgk7mdiaxsaftmnmu 252 3 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 252 4 such such JJ work_2p32le2xefgk7mdiaxsaftmnmu 252 5 frameworks framework NNS work_2p32le2xefgk7mdiaxsaftmnmu 252 6 , , , work_2p32le2xefgk7mdiaxsaftmnmu 252 7 which which WDT work_2p32le2xefgk7mdiaxsaftmnmu 252 8 would would MD work_2p32le2xefgk7mdiaxsaftmnmu 252 9 greatly greatly RB work_2p32le2xefgk7mdiaxsaftmnmu 252 10 enhance enhance VB work_2p32le2xefgk7mdiaxsaftmnmu 252 11 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 252 12 verification verification NN work_2p32le2xefgk7mdiaxsaftmnmu 252 13 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 252 14 validation validation NN work_2p32le2xefgk7mdiaxsaftmnmu 252 15 process process NN work_2p32le2xefgk7mdiaxsaftmnmu 252 16 , , , work_2p32le2xefgk7mdiaxsaftmnmu 252 17 seems seem VBZ work_2p32le2xefgk7mdiaxsaftmnmu 252 18 feasible feasible JJ work_2p32le2xefgk7mdiaxsaftmnmu 252 19 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 252 20 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 252 21 existing exist VBG work_2p32le2xefgk7mdiaxsaftmnmu 252 22 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 252 23 development development NN work_2p32le2xefgk7mdiaxsaftmnmu 252 24 platforms platform NNS work_2p32le2xefgk7mdiaxsaftmnmu 252 25 . . . work_2p32le2xefgk7mdiaxsaftmnmu 253 1 A a DT work_2p32le2xefgk7mdiaxsaftmnmu 253 2 logical logical JJ work_2p32le2xefgk7mdiaxsaftmnmu 253 3 next next JJ work_2p32le2xefgk7mdiaxsaftmnmu 253 4 step step NN work_2p32le2xefgk7mdiaxsaftmnmu 253 5 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 253 6 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 253 7 fully fully RB work_2p32le2xefgk7mdiaxsaftmnmu 253 8 embrace embrace VB work_2p32le2xefgk7mdiaxsaftmnmu 253 9 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 253 10 technology technology NN work_2p32le2xefgk7mdiaxsaftmnmu 253 11 designed design VBN work_2p32le2xefgk7mdiaxsaftmnmu 253 12 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 253 13 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 253 14 development development NN work_2p32le2xefgk7mdiaxsaftmnmu 253 15 , , , work_2p32le2xefgk7mdiaxsaftmnmu 253 16 which which WDT work_2p32le2xefgk7mdiaxsaftmnmu 253 17 far far RB work_2p32le2xefgk7mdiaxsaftmnmu 253 18 better well RBR work_2p32le2xefgk7mdiaxsaftmnmu 253 19 takes take VBZ work_2p32le2xefgk7mdiaxsaftmnmu 253 20 into into IN work_2p32le2xefgk7mdiaxsaftmnmu 253 21 account account NN work_2p32le2xefgk7mdiaxsaftmnmu 253 22 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 253 23 specificity specificity NN work_2p32le2xefgk7mdiaxsaftmnmu 253 24 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 253 25 electronic electronic JJ work_2p32le2xefgk7mdiaxsaftmnmu 253 26 information information NN work_2p32le2xefgk7mdiaxsaftmnmu 253 27 processing processing NN work_2p32le2xefgk7mdiaxsaftmnmu 253 28 than than IN work_2p32le2xefgk7mdiaxsaftmnmu 253 29 today today NN work_2p32le2xefgk7mdiaxsaftmnmu 253 30 ’s ’s POS work_2p32le2xefgk7mdiaxsaftmnmu 253 31 scientific scientific JJ work_2p32le2xefgk7mdiaxsaftmnmu 253 32 publishing publishing NN work_2p32le2xefgk7mdiaxsaftmnmu 253 33 systems system NNS work_2p32le2xefgk7mdiaxsaftmnmu 253 34 . . . work_2p32le2xefgk7mdiaxsaftmnmu 254 1 In in IN work_2p32le2xefgk7mdiaxsaftmnmu 254 2 addition addition NN work_2p32le2xefgk7mdiaxsaftmnmu 254 3 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 254 4 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 254 5 proper proper JJ work_2p32le2xefgk7mdiaxsaftmnmu 254 6 handling handling NN work_2p32le2xefgk7mdiaxsaftmnmu 254 7 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 254 8 code code NN work_2p32le2xefgk7mdiaxsaftmnmu 254 9 , , , work_2p32le2xefgk7mdiaxsaftmnmu 254 10 such such PDT work_2p32le2xefgk7mdiaxsaftmnmu 254 11 an an DT work_2p32le2xefgk7mdiaxsaftmnmu 254 12 approach approach NN work_2p32le2xefgk7mdiaxsaftmnmu 254 13 offers offer VBZ work_2p32le2xefgk7mdiaxsaftmnmu 254 14 further further JJ work_2p32le2xefgk7mdiaxsaftmnmu 254 15 advantages advantage NNS work_2p32le2xefgk7mdiaxsaftmnmu 254 16 . . . work_2p32le2xefgk7mdiaxsaftmnmu 255 1 Perhaps perhaps RB work_2p32le2xefgk7mdiaxsaftmnmu 255 2 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 255 3 most most RBS work_2p32le2xefgk7mdiaxsaftmnmu 255 4 important important JJ work_2p32le2xefgk7mdiaxsaftmnmu 255 5 one one NN work_2p32le2xefgk7mdiaxsaftmnmu 255 6 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 255 7 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 255 8 shift shift NN work_2p32le2xefgk7mdiaxsaftmnmu 255 9 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 255 10 focus focus NN work_2p32le2xefgk7mdiaxsaftmnmu 255 11 from from IN work_2p32le2xefgk7mdiaxsaftmnmu 255 12 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 255 13 paper paper NN work_2p32le2xefgk7mdiaxsaftmnmu 255 14 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 255 15 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 255 16 mostly mostly RB work_2p32le2xefgk7mdiaxsaftmnmu 255 17 isolated isolate VBN work_2p32le2xefgk7mdiaxsaftmnmu 255 18 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 255 19 finished finished JJ work_2p32le2xefgk7mdiaxsaftmnmu 255 20 piece piece NN work_2p32le2xefgk7mdiaxsaftmnmu 255 21 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 255 22 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 255 23 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 255 24 scientific scientific JJ work_2p32le2xefgk7mdiaxsaftmnmu 255 25 progress progress NN work_2p32le2xefgk7mdiaxsaftmnmu 255 26 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 255 27 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 255 28 collection collection NN work_2p32le2xefgk7mdiaxsaftmnmu 255 29 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 255 30 incremental incremental JJ work_2p32le2xefgk7mdiaxsaftmnmu 255 31 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 255 32 highly highly RB work_2p32le2xefgk7mdiaxsaftmnmu 255 33 interdependent interdependent JJ work_2p32le2xefgk7mdiaxsaftmnmu 255 34 steps step NNS work_2p32le2xefgk7mdiaxsaftmnmu 255 35 . . . work_2p32le2xefgk7mdiaxsaftmnmu 256 1 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 256 2 Software Software NNP work_2p32le2xefgk7mdiaxsaftmnmu 256 3 Heritage Heritage NNP work_2p32le2xefgk7mdiaxsaftmnmu 256 4 project project NN work_2p32le2xefgk7mdiaxsaftmnmu 256 5 , , , work_2p32le2xefgk7mdiaxsaftmnmu 256 6 whose whose WP$ work_2p32le2xefgk7mdiaxsaftmnmu 256 7 aim aim NN work_2p32le2xefgk7mdiaxsaftmnmu 256 8 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 256 9 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 256 10 create create VB work_2p32le2xefgk7mdiaxsaftmnmu 256 11 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 256 12 permanent permanent JJ work_2p32le2xefgk7mdiaxsaftmnmu 256 13 public public JJ work_2p32le2xefgk7mdiaxsaftmnmu 256 14 archive archive NN work_2p32le2xefgk7mdiaxsaftmnmu 256 15 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 256 16 all all DT work_2p32le2xefgk7mdiaxsaftmnmu 256 17 publicly publicly RB work_2p32le2xefgk7mdiaxsaftmnmu 256 18 available available JJ work_2p32le2xefgk7mdiaxsaftmnmu 256 19 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 256 20 source source NN work_2p32le2xefgk7mdiaxsaftmnmu 256 21 code code NN work_2p32le2xefgk7mdiaxsaftmnmu 256 22 , , , work_2p32le2xefgk7mdiaxsaftmnmu 256 23 adopts adopt VBZ work_2p32le2xefgk7mdiaxsaftmnmu 256 24 exactly exactly RB work_2p32le2xefgk7mdiaxsaftmnmu 256 25 this this DT work_2p32le2xefgk7mdiaxsaftmnmu 256 26 point point NN work_2p32le2xefgk7mdiaxsaftmnmu 256 27 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 256 28 view view NN work_2p32le2xefgk7mdiaxsaftmnmu 256 29 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 256 30 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 256 31 preservation preservation NN work_2p32le2xefgk7mdiaxsaftmnmu 256 32 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 256 33 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 256 34 . . . work_2p32le2xefgk7mdiaxsaftmnmu 257 1 As as IN work_2p32le2xefgk7mdiaxsaftmnmu 257 2 our -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 257 3 experience experience NN work_2p32le2xefgk7mdiaxsaftmnmu 257 4 with with IN work_2p32le2xefgk7mdiaxsaftmnmu 257 5 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 257 6 has have VBZ work_2p32le2xefgk7mdiaxsaftmnmu 257 7 shown show VBN work_2p32le2xefgk7mdiaxsaftmnmu 257 8 , , , work_2p32le2xefgk7mdiaxsaftmnmu 257 9 integrating integrate VBG work_2p32le2xefgk7mdiaxsaftmnmu 257 10 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 257 11 narrative narrative NN work_2p32le2xefgk7mdiaxsaftmnmu 257 12 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 257 13 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 257 14 scientific scientific JJ work_2p32le2xefgk7mdiaxsaftmnmu 257 15 article article NN work_2p32le2xefgk7mdiaxsaftmnmu 257 16 into into IN work_2p32le2xefgk7mdiaxsaftmnmu 257 17 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 257 18 framework framework NN work_2p32le2xefgk7mdiaxsaftmnmu 257 19 designed design VBN work_2p32le2xefgk7mdiaxsaftmnmu 257 20 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 257 21 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 257 22 development development NN work_2p32le2xefgk7mdiaxsaftmnmu 257 23 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 257 24 not not RB work_2p32le2xefgk7mdiaxsaftmnmu 257 25 difficult difficult JJ work_2p32le2xefgk7mdiaxsaftmnmu 257 26 at at RB work_2p32le2xefgk7mdiaxsaftmnmu 257 27 all all RB work_2p32le2xefgk7mdiaxsaftmnmu 257 28 . . . work_2p32le2xefgk7mdiaxsaftmnmu 258 1 Publishing publishing NN work_2p32le2xefgk7mdiaxsaftmnmu 258 2 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 258 3 archiving archive VBG work_2p32le2xefgk7mdiaxsaftmnmu 258 4 scientific scientific JJ work_2p32le2xefgk7mdiaxsaftmnmu 258 5 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 258 6 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 258 7 Software Software NNP work_2p32le2xefgk7mdiaxsaftmnmu 258 8 Heritage Heritage NNP work_2p32le2xefgk7mdiaxsaftmnmu 258 9 would would MD work_2p32le2xefgk7mdiaxsaftmnmu 258 10 offer offer VB work_2p32le2xefgk7mdiaxsaftmnmu 258 11 several several JJ work_2p32le2xefgk7mdiaxsaftmnmu 258 12 advantages advantage NNS work_2p32le2xefgk7mdiaxsaftmnmu 258 13 . . . work_2p32le2xefgk7mdiaxsaftmnmu 259 1 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 259 2 intrinsic intrinsic JJ work_2p32le2xefgk7mdiaxsaftmnmu 259 3 identifiers identifier NNS work_2p32le2xefgk7mdiaxsaftmnmu 259 4 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 259 5 provide provide VBP work_2p32le2xefgk7mdiaxsaftmnmu 259 6 access access NN work_2p32le2xefgk7mdiaxsaftmnmu 259 7 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 259 8 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 259 9 contents content NNS work_2p32le2xefgk7mdiaxsaftmnmu 259 10 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 259 11 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 259 12 archive archive JJ work_2p32le2xefgk7mdiaxsaftmnmu 259 13 permit permit NN work_2p32le2xefgk7mdiaxsaftmnmu 259 14 unambiguous unambiguous JJ work_2p32le2xefgk7mdiaxsaftmnmu 259 15 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 259 16 permanent permanent JJ work_2p32le2xefgk7mdiaxsaftmnmu 259 17 references reference NNS work_2p32le2xefgk7mdiaxsaftmnmu 259 18 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 259 19 ongoing ongoing JJ work_2p32le2xefgk7mdiaxsaftmnmu 259 20 projects project NNS work_2p32le2xefgk7mdiaxsaftmnmu 259 21 as as RB work_2p32le2xefgk7mdiaxsaftmnmu 259 22 well well RB work_2p32le2xefgk7mdiaxsaftmnmu 259 23 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 259 24 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 259 25 snapshots snapshot NNS work_2p32le2xefgk7mdiaxsaftmnmu 259 26 at at IN work_2p32le2xefgk7mdiaxsaftmnmu 259 27 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 259 28 specific specific JJ work_2p32le2xefgk7mdiaxsaftmnmu 259 29 time time NN work_2p32le2xefgk7mdiaxsaftmnmu 259 30 , , , work_2p32le2xefgk7mdiaxsaftmnmu 259 31 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 259 32 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 259 33 whole whole JJ work_2p32le2xefgk7mdiaxsaftmnmu 259 34 projects project NNS work_2p32le2xefgk7mdiaxsaftmnmu 259 35 as as RB work_2p32le2xefgk7mdiaxsaftmnmu 259 36 well well RB work_2p32le2xefgk7mdiaxsaftmnmu 259 37 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 259 38 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 259 39 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 259 40 individual individual JJ work_2p32le2xefgk7mdiaxsaftmnmu 259 41 files file NNS work_2p32le2xefgk7mdiaxsaftmnmu 259 42 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 259 43 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 259 44 part part NN work_2p32le2xefgk7mdiaxsaftmnmu 259 45 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 259 46 them -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 259 47 . . . work_2p32le2xefgk7mdiaxsaftmnmu 260 1 Such such JJ work_2p32le2xefgk7mdiaxsaftmnmu 260 2 references reference NNS work_2p32le2xefgk7mdiaxsaftmnmu 260 3 hold hold VBP work_2p32le2xefgk7mdiaxsaftmnmu 260 4 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 260 5 promise promise NN work_2p32le2xefgk7mdiaxsaftmnmu 260 6 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 260 7 better well JJR work_2p32le2xefgk7mdiaxsaftmnmu 260 8 Rougier Rougier NNP work_2p32le2xefgk7mdiaxsaftmnmu 260 9 et et NNP work_2p32le2xefgk7mdiaxsaftmnmu 260 10 al al NNP work_2p32le2xefgk7mdiaxsaftmnmu 260 11 . . . work_2p32le2xefgk7mdiaxsaftmnmu 261 1 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 261 2 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 261 3 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 261 4 , , , work_2p32le2xefgk7mdiaxsaftmnmu 261 5 PeerJ PeerJ NNP work_2p32le2xefgk7mdiaxsaftmnmu 261 6 Comput Comput NNP work_2p32le2xefgk7mdiaxsaftmnmu 261 7 . . . work_2p32le2xefgk7mdiaxsaftmnmu 262 1 Sci Sci NNP work_2p32le2xefgk7mdiaxsaftmnmu 262 2 . . NNP work_2p32le2xefgk7mdiaxsaftmnmu 262 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 262 4 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 262 5 10.7717 10.7717 CD work_2p32le2xefgk7mdiaxsaftmnmu 262 6 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 262 7 peerj peerj NNP work_2p32le2xefgk7mdiaxsaftmnmu 262 8 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 262 9 cs.142 cs.142 NNP work_2p32le2xefgk7mdiaxsaftmnmu 262 10 12/17 12/17 CD work_2p32le2xefgk7mdiaxsaftmnmu 262 11 https://peerj.com https://peerj.com ADD work_2p32le2xefgk7mdiaxsaftmnmu 262 12 https://github.com/scidash/sciunit https://github.com/scidash/sciunit NN work_2p32le2xefgk7mdiaxsaftmnmu 262 13 https://github.com/OpenSourceBrain/osb-model-validation https://github.com/opensourcebrain/osb-model-validation NN work_2p32le2xefgk7mdiaxsaftmnmu 262 14 https://www.softwareheritage.org/ https://www.softwareheritage.org/ NNS work_2p32le2xefgk7mdiaxsaftmnmu 262 15 http://dx.doi.org/10.7717/peerj-cs.142 http://dx.doi.org/10.7717/peerj-cs.142 NNP work_2p32le2xefgk7mdiaxsaftmnmu 262 16 ✓ ✓ RP work_2p32le2xefgk7mdiaxsaftmnmu 262 17 Original original JJ work_2p32le2xefgk7mdiaxsaftmnmu 262 18 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 262 19 Article Article NNP work_2p32le2xefgk7mdiaxsaftmnmu 262 20 Replication Replication NNP work_2p32le2xefgk7mdiaxsaftmnmu 262 21 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 262 22 success success NN work_2p32le2xefgk7mdiaxsaftmnmu 262 23 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 262 24 Authors Authors NNP work_2p32le2xefgk7mdiaxsaftmnmu 262 25 A A NNP work_2p32le2xefgk7mdiaxsaftmnmu 262 26 Authors Authors NNPS work_2p32le2xefgk7mdiaxsaftmnmu 262 27 A A NNP work_2p32le2xefgk7mdiaxsaftmnmu 262 28 Authors Authors NNPS work_2p32le2xefgk7mdiaxsaftmnmu 262 29 B B NNP work_2p32le2xefgk7mdiaxsaftmnmu 262 30 Replication Replication NNP work_2p32le2xefgk7mdiaxsaftmnmu 262 31 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 262 32 sucess sucess NN work_2p32le2xefgk7mdiaxsaftmnmu 262 33 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 262 34 Certified Certified NNP work_2p32le2xefgk7mdiaxsaftmnmu 262 35 Article Article NNP work_2p32le2xefgk7mdiaxsaftmnmu 262 36 Authors Authors NNP work_2p32le2xefgk7mdiaxsaftmnmu 262 37 B B NNP work_2p32le2xefgk7mdiaxsaftmnmu 262 38 Authors Authors NNP work_2p32le2xefgk7mdiaxsaftmnmu 262 39 A+B A+B NNP work_2p32le2xefgk7mdiaxsaftmnmu 262 40 ✓ ✓ VBP work_2p32le2xefgk7mdiaxsaftmnmu 262 41 ✓ ✓ NNS work_2p32le2xefgk7mdiaxsaftmnmu 262 42 A. a. NN work_2p32le2xefgk7mdiaxsaftmnmu 262 43 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 262 44 B. B. NNP work_2p32le2xefgk7mdiaxsaftmnmu 262 45 CoScience CoScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 262 46 Replication Replication NNP work_2p32le2xefgk7mdiaxsaftmnmu 262 47 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 262 48 failure failure NN work_2p32le2xefgk7mdiaxsaftmnmu 262 49 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 262 50 Authors Authors NNP work_2p32le2xefgk7mdiaxsaftmnmu 262 51 B B NNP work_2p32le2xefgk7mdiaxsaftmnmu 262 52 ✗ ✗ XX work_2p32le2xefgk7mdiaxsaftmnmu 262 53 Original original JJ work_2p32le2xefgk7mdiaxsaftmnmu 262 54 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 262 55 Replication Replication NNP work_2p32le2xefgk7mdiaxsaftmnmu 262 56 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 262 57 failure failure NN work_2p32le2xefgk7mdiaxsaftmnmu 262 58 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 262 59 No no DT work_2p32le2xefgk7mdiaxsaftmnmu 262 60 publication publication NN work_2p32le2xefgk7mdiaxsaftmnmu 262 61 Authors author NNS work_2p32le2xefgk7mdiaxsaftmnmu 262 62 A A NNP work_2p32le2xefgk7mdiaxsaftmnmu 262 63 Authors author NNS work_2p32le2xefgk7mdiaxsaftmnmu 262 64 B B NNP work_2p32le2xefgk7mdiaxsaftmnmu 262 65 ✗ ✗ XX work_2p32le2xefgk7mdiaxsaftmnmu 262 66 Feedback Feedback NNP work_2p32le2xefgk7mdiaxsaftmnmu 262 67 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 262 68 author author NN work_2p32le2xefgk7mdiaxsaftmnmu 262 69 & & CC work_2p32le2xefgk7mdiaxsaftmnmu 262 70 editor editor NNP work_2p32le2xefgk7mdiaxsaftmnmu 262 71 Feedback Feedback NNP work_2p32le2xefgk7mdiaxsaftmnmu 262 72 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 262 73 author author NN work_2p32le2xefgk7mdiaxsaftmnmu 262 74 & & CC work_2p32le2xefgk7mdiaxsaftmnmu 262 75 editor editor NN work_2p32le2xefgk7mdiaxsaftmnmu 262 76 Figure Figure NNP work_2p32le2xefgk7mdiaxsaftmnmu 262 77 1 1 CD work_2p32le2xefgk7mdiaxsaftmnmu 262 78 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 262 79 A a NN work_2p32le2xefgk7mdiaxsaftmnmu 262 80 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 262 81 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 262 82 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 262 83 publication publication NN work_2p32le2xefgk7mdiaxsaftmnmu 262 84 chain chain NN work_2p32le2xefgk7mdiaxsaftmnmu 262 85 starts start VBZ work_2p32le2xefgk7mdiaxsaftmnmu 262 86 from from IN work_2p32le2xefgk7mdiaxsaftmnmu 262 87 an an DT work_2p32le2xefgk7mdiaxsaftmnmu 262 88 original original JJ work_2p32le2xefgk7mdiaxsaftmnmu 262 89 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 262 90 article article NN work_2p32le2xefgk7mdiaxsaftmnmu 262 91 by by IN work_2p32le2xefgk7mdiaxsaftmnmu 262 92 authors author NNS work_2p32le2xefgk7mdiaxsaftmnmu 262 93 A A NNP work_2p32le2xefgk7mdiaxsaftmnmu 262 94 , , , work_2p32le2xefgk7mdiaxsaftmnmu 262 95 pub- pub- NN work_2p32le2xefgk7mdiaxsaftmnmu 262 96 lished lishe VBN work_2p32le2xefgk7mdiaxsaftmnmu 262 97 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 262 98 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 262 99 journal journal NN work_2p32le2xefgk7mdiaxsaftmnmu 262 100 , , , work_2p32le2xefgk7mdiaxsaftmnmu 262 101 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 262 102 conference conference NN work_2p32le2xefgk7mdiaxsaftmnmu 262 103 proceedings proceeding NNS work_2p32le2xefgk7mdiaxsaftmnmu 262 104 , , , work_2p32le2xefgk7mdiaxsaftmnmu 262 105 or or CC work_2p32le2xefgk7mdiaxsaftmnmu 262 106 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 262 107 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 262 108 preprint preprint NN work_2p32le2xefgk7mdiaxsaftmnmu 262 109 . . . work_2p32le2xefgk7mdiaxsaftmnmu 263 1 This this DT work_2p32le2xefgk7mdiaxsaftmnmu 263 2 article article NN work_2p32le2xefgk7mdiaxsaftmnmu 263 3 constitutes constitute VBZ work_2p32le2xefgk7mdiaxsaftmnmu 263 4 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 263 5 base base NN work_2p32le2xefgk7mdiaxsaftmnmu 263 6 material material NN work_2p32le2xefgk7mdiaxsaftmnmu 263 7 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 263 8 authors author NNS work_2p32le2xefgk7mdiaxsaftmnmu 263 9 B B NNP work_2p32le2xefgk7mdiaxsaftmnmu 263 10 , , , work_2p32le2xefgk7mdiaxsaftmnmu 263 11 who who WP work_2p32le2xefgk7mdiaxsaftmnmu 263 12 attempt attempt VBP work_2p32le2xefgk7mdiaxsaftmnmu 263 13 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 263 14 replicate replicate VB work_2p32le2xefgk7mdiaxsaftmnmu 263 15 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 263 16 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 263 17 based base VBN work_2p32le2xefgk7mdiaxsaftmnmu 263 18 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 263 19 its -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 263 20 description description NN work_2p32le2xefgk7mdiaxsaftmnmu 263 21 . . . work_2p32le2xefgk7mdiaxsaftmnmu 264 1 Success success NN work_2p32le2xefgk7mdiaxsaftmnmu 264 2 or or CC work_2p32le2xefgk7mdiaxsaftmnmu 264 3 failure failure NN work_2p32le2xefgk7mdiaxsaftmnmu 264 4 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 264 5 replicate replicate VB work_2p32le2xefgk7mdiaxsaftmnmu 264 6 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 264 7 not not RB work_2p32le2xefgk7mdiaxsaftmnmu 264 8 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 264 9 criterion criterion NN work_2p32le2xefgk7mdiaxsaftmnmu 264 10 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 264 11 acceptance acceptance NN work_2p32le2xefgk7mdiaxsaftmnmu 264 12 or or CC work_2p32le2xefgk7mdiaxsaftmnmu 264 13 rejection rejection NN work_2p32le2xefgk7mdiaxsaftmnmu 264 14 , , , work_2p32le2xefgk7mdiaxsaftmnmu 264 15 even even RB work_2p32le2xefgk7mdiaxsaftmnmu 264 16 though though IN work_2p32le2xefgk7mdiaxsaftmnmu 264 17 failure failure NN work_2p32le2xefgk7mdiaxsaftmnmu 264 18 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 264 19 replicate replicate VB work_2p32le2xefgk7mdiaxsaftmnmu 264 20 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 264 21 continued continue VBN work_2p32le2xefgk7mdiaxsaftmnmu 264 22 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 264 23 next next JJ work_2p32le2xefgk7mdiaxsaftmnmu 264 24 page page NN work_2p32le2xefgk7mdiaxsaftmnmu 264 25 ... ... NFP work_2p32le2xefgk7mdiaxsaftmnmu 264 26 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 264 27 Full full JJ work_2p32le2xefgk7mdiaxsaftmnmu 264 28 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 264 29 size size NN work_2p32le2xefgk7mdiaxsaftmnmu 264 30 DOI doi NN work_2p32le2xefgk7mdiaxsaftmnmu 264 31 : : : work_2p32le2xefgk7mdiaxsaftmnmu 264 32 10.7717 10.7717 CD work_2p32le2xefgk7mdiaxsaftmnmu 264 33 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 264 34 peerjcs.142 peerjcs.142 NNP work_2p32le2xefgk7mdiaxsaftmnmu 264 35 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 264 36 fig-1 fig-1 NNP work_2p32le2xefgk7mdiaxsaftmnmu 264 37 Rougier Rougier NNP work_2p32le2xefgk7mdiaxsaftmnmu 264 38 et et FW work_2p32le2xefgk7mdiaxsaftmnmu 264 39 al al NNP work_2p32le2xefgk7mdiaxsaftmnmu 264 40 . . . work_2p32le2xefgk7mdiaxsaftmnmu 265 1 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 265 2 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 265 3 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 265 4 , , , work_2p32le2xefgk7mdiaxsaftmnmu 265 5 PeerJ PeerJ NNP work_2p32le2xefgk7mdiaxsaftmnmu 265 6 Comput Comput NNP work_2p32le2xefgk7mdiaxsaftmnmu 265 7 . . . work_2p32le2xefgk7mdiaxsaftmnmu 266 1 Sci Sci NNP work_2p32le2xefgk7mdiaxsaftmnmu 266 2 . . NNP work_2p32le2xefgk7mdiaxsaftmnmu 266 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 266 4 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 266 5 10.7717 10.7717 CD work_2p32le2xefgk7mdiaxsaftmnmu 266 6 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 266 7 peerj peerj NNP work_2p32le2xefgk7mdiaxsaftmnmu 266 8 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 266 9 cs.142 cs.142 NNP work_2p32le2xefgk7mdiaxsaftmnmu 266 10 13/17 13/17 CD work_2p32le2xefgk7mdiaxsaftmnmu 266 11 https://peerj.com https://peerj.com ADD work_2p32le2xefgk7mdiaxsaftmnmu 266 12 https://doi.org/10.7717/peerjcs.142/fig-1 https://doi.org/10.7717/peerjcs.142/fig-1 NN work_2p32le2xefgk7mdiaxsaftmnmu 266 13 http://dx.doi.org/10.7717/peerj-cs.142 http://dx.doi.org/10.7717/peerj-cs.142 NNP work_2p32le2xefgk7mdiaxsaftmnmu 266 14 Figure Figure NNP work_2p32le2xefgk7mdiaxsaftmnmu 266 15 1 1 CD work_2p32le2xefgk7mdiaxsaftmnmu 266 16 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 266 17 ... ... : work_2p32le2xefgk7mdiaxsaftmnmu 266 18 continued continue VBN work_2p32le2xefgk7mdiaxsaftmnmu 266 19 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 266 20 requires require VBZ work_2p32le2xefgk7mdiaxsaftmnmu 266 21 more more JJR work_2p32le2xefgk7mdiaxsaftmnmu 266 22 precaution precaution NN work_2p32le2xefgk7mdiaxsaftmnmu 266 23 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 266 24 ensure ensure VB work_2p32le2xefgk7mdiaxsaftmnmu 266 25 this this DT work_2p32le2xefgk7mdiaxsaftmnmu 266 26 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 266 27 not not RB work_2p32le2xefgk7mdiaxsaftmnmu 266 28 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 266 29 misunderstanding misunderstanding NN work_2p32le2xefgk7mdiaxsaftmnmu 266 30 or or CC work_2p32le2xefgk7mdiaxsaftmnmu 266 31 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 266 32 bug bug NN work_2p32le2xefgk7mdiaxsaftmnmu 266 33 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 266 34 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 266 35 new new JJ work_2p32le2xefgk7mdiaxsaftmnmu 266 36 code code NN work_2p32le2xefgk7mdiaxsaftmnmu 266 37 . . . work_2p32le2xefgk7mdiaxsaftmnmu 267 1 After after IN work_2p32le2xefgk7mdiaxsaftmnmu 267 2 review review NN work_2p32le2xefgk7mdiaxsaftmnmu 267 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 267 4 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 267 5 replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 267 6 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 267 7 published publish VBN work_2p32le2xefgk7mdiaxsaftmnmu 267 8 , , , work_2p32le2xefgk7mdiaxsaftmnmu 267 9 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 267 10 feedback feedback NN work_2p32le2xefgk7mdiaxsaftmnmu 267 11 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 267 12 given give VBN work_2p32le2xefgk7mdiaxsaftmnmu 267 13 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 267 14 original original JJ work_2p32le2xefgk7mdiaxsaftmnmu 267 15 authors author NNS work_2p32le2xefgk7mdiaxsaftmnmu 267 16 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 267 17 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 267 18 editors editor NNS work_2p32le2xefgk7mdiaxsaftmnmu 267 19 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 267 20 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 267 21 inform inform VB work_2p32le2xefgk7mdiaxsaftmnmu 267 22 them -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 267 23 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 267 24 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 267 25 has have VBZ work_2p32le2xefgk7mdiaxsaftmnmu 267 26 been be VBN work_2p32le2xefgk7mdiaxsaftmnmu 267 27 replicated replicate VBN work_2p32le2xefgk7mdiaxsaftmnmu 267 28 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 267 29 or or CC work_2p32le2xefgk7mdiaxsaftmnmu 267 30 not not RB work_2p32le2xefgk7mdiaxsaftmnmu 267 31 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 267 32 . . . work_2p32le2xefgk7mdiaxsaftmnmu 268 1 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 268 2 B b NN work_2p32le2xefgk7mdiaxsaftmnmu 268 3 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 268 4 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 268 5 CoScience CoScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 268 6 proposal proposal NN work_2p32le2xefgk7mdiaxsaftmnmu 268 7 would would MD work_2p32le2xefgk7mdiaxsaftmnmu 268 8 require require VB work_2p32le2xefgk7mdiaxsaftmnmu 268 9 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 268 10 replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 268 11 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 268 12 happen happen VB work_2p32le2xefgk7mdiaxsaftmnmu 268 13 before before IN work_2p32le2xefgk7mdiaxsaftmnmu 268 14 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 268 15 actual actual JJ work_2p32le2xefgk7mdiaxsaftmnmu 268 16 publication publication NN work_2p32le2xefgk7mdiaxsaftmnmu 268 17 . . . work_2p32le2xefgk7mdiaxsaftmnmu 269 1 In in IN work_2p32le2xefgk7mdiaxsaftmnmu 269 2 case case NN work_2p32le2xefgk7mdiaxsaftmnmu 269 3 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 269 4 failure failure NN work_2p32le2xefgk7mdiaxsaftmnmu 269 5 , , , work_2p32le2xefgk7mdiaxsaftmnmu 269 6 nothing nothing NN work_2p32le2xefgk7mdiaxsaftmnmu 269 7 will will MD work_2p32le2xefgk7mdiaxsaftmnmu 269 8 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 269 9 published publish VBN work_2p32le2xefgk7mdiaxsaftmnmu 269 10 . . . work_2p32le2xefgk7mdiaxsaftmnmu 270 1 In in IN work_2p32le2xefgk7mdiaxsaftmnmu 270 2 case case NN work_2p32le2xefgk7mdiaxsaftmnmu 270 3 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 270 4 success success NN work_2p32le2xefgk7mdiaxsaftmnmu 270 5 , , , work_2p32le2xefgk7mdiaxsaftmnmu 270 6 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 270 7 publica- publica- JJ work_2p32le2xefgk7mdiaxsaftmnmu 270 8 tion tion NN work_2p32le2xefgk7mdiaxsaftmnmu 270 9 will will MD work_2p32le2xefgk7mdiaxsaftmnmu 270 10 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 270 11 endorsed endorse VBN work_2p32le2xefgk7mdiaxsaftmnmu 270 12 by by IN work_2p32le2xefgk7mdiaxsaftmnmu 270 13 authors author NNS work_2p32le2xefgk7mdiaxsaftmnmu 270 14 A A NNP work_2p32le2xefgk7mdiaxsaftmnmu 270 15 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 270 16 authors author NNS work_2p32le2xefgk7mdiaxsaftmnmu 270 17 B B NNP work_2p32le2xefgk7mdiaxsaftmnmu 270 18 with with IN work_2p32le2xefgk7mdiaxsaftmnmu 270 19 identified identified JJ work_2p32le2xefgk7mdiaxsaftmnmu 270 20 roles role NNS work_2p32le2xefgk7mdiaxsaftmnmu 270 21 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 270 22 will will MD work_2p32le2xefgk7mdiaxsaftmnmu 270 23 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 270 24 certified certify VBN work_2p32le2xefgk7mdiaxsaftmnmu 270 25 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 270 26 reproducible reproducible JJ work_2p32le2xefgk7mdiaxsaftmnmu 270 27 because because IN work_2p32le2xefgk7mdiaxsaftmnmu 270 28 it -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 270 29 has have VBZ work_2p32le2xefgk7mdiaxsaftmnmu 270 30 been be VBN work_2p32le2xefgk7mdiaxsaftmnmu 270 31 replicated replicate VBN work_2p32le2xefgk7mdiaxsaftmnmu 270 32 by by IN work_2p32le2xefgk7mdiaxsaftmnmu 270 33 an an DT work_2p32le2xefgk7mdiaxsaftmnmu 270 34 independent independent JJ work_2p32le2xefgk7mdiaxsaftmnmu 270 35 group group NN work_2p32le2xefgk7mdiaxsaftmnmu 270 36 . . . work_2p32le2xefgk7mdiaxsaftmnmu 271 1 reuse reuse NN work_2p32le2xefgk7mdiaxsaftmnmu 271 2 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 271 3 scientific scientific JJ work_2p32le2xefgk7mdiaxsaftmnmu 271 4 information information NN work_2p32le2xefgk7mdiaxsaftmnmu 271 5 , , , work_2p32le2xefgk7mdiaxsaftmnmu 271 6 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 271 7 better well JJR work_2p32le2xefgk7mdiaxsaftmnmu 271 8 reproducibility reproducibility NN work_2p32le2xefgk7mdiaxsaftmnmu 271 9 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 271 10 computations computation NNS work_2p32le2xefgk7mdiaxsaftmnmu 271 11 , , , work_2p32le2xefgk7mdiaxsaftmnmu 271 12 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 271 13 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 271 14 fairer fair JJR work_2p32le2xefgk7mdiaxsaftmnmu 271 15 attribution attribution NN work_2p32le2xefgk7mdiaxsaftmnmu 271 16 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 271 17 credit credit NN work_2p32le2xefgk7mdiaxsaftmnmu 271 18 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 271 19 scientists scientist NNS work_2p32le2xefgk7mdiaxsaftmnmu 271 20 who who WP work_2p32le2xefgk7mdiaxsaftmnmu 271 21 contribute contribute VBP work_2p32le2xefgk7mdiaxsaftmnmu 271 22 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 271 23 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 271 24 infrastructure infrastructure NN work_2p32le2xefgk7mdiaxsaftmnmu 271 25 . . . work_2p32le2xefgk7mdiaxsaftmnmu 272 1 One one CD work_2p32le2xefgk7mdiaxsaftmnmu 272 2 immediate immediate JJ work_2p32le2xefgk7mdiaxsaftmnmu 272 3 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 272 4 legitimate legitimate JJ work_2p32le2xefgk7mdiaxsaftmnmu 272 5 question question NN work_2p32le2xefgk7mdiaxsaftmnmu 272 6 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 272 7 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 272 8 wonder wonder VB work_2p32le2xefgk7mdiaxsaftmnmu 272 9 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 272 10 what what WDT work_2p32le2xefgk7mdiaxsaftmnmu 272 11 extent extent NN work_2p32le2xefgk7mdiaxsaftmnmu 272 12 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 272 13 replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 272 14 could could MD work_2p32le2xefgk7mdiaxsaftmnmu 272 15 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 272 16 performed perform VBN work_2p32le2xefgk7mdiaxsaftmnmu 272 17 rior rior NN work_2p32le2xefgk7mdiaxsaftmnmu 272 18 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 272 19 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 272 20 publication publication NN work_2p32le2xefgk7mdiaxsaftmnmu 272 21 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 272 22 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 272 23 original original JJ work_2p32le2xefgk7mdiaxsaftmnmu 272 24 article article NN work_2p32le2xefgk7mdiaxsaftmnmu 272 25 . . . work_2p32le2xefgk7mdiaxsaftmnmu 273 1 This this DT work_2p32le2xefgk7mdiaxsaftmnmu 273 2 would would MD work_2p32le2xefgk7mdiaxsaftmnmu 273 3 strongly strongly RB work_2p32le2xefgk7mdiaxsaftmnmu 273 4 reinforce reinforce VB work_2p32le2xefgk7mdiaxsaftmnmu 273 5 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 273 6 claim claim NN work_2p32le2xefgk7mdiaxsaftmnmu 273 7 because because IN work_2p32le2xefgk7mdiaxsaftmnmu 273 8 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 273 9 successful successful JJ work_2p32le2xefgk7mdiaxsaftmnmu 273 10 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 273 11 independent independent JJ work_2p32le2xefgk7mdiaxsaftmnmu 273 12 replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 273 13 would would MD work_2p32le2xefgk7mdiaxsaftmnmu 273 14 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 273 15 available available JJ work_2p32le2xefgk7mdiaxsaftmnmu 273 16 right right RB work_2p32le2xefgk7mdiaxsaftmnmu 273 17 from from IN work_2p32le2xefgk7mdiaxsaftmnmu 273 18 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 273 19 start start NN work_2p32le2xefgk7mdiaxsaftmnmu 273 20 . . . work_2p32le2xefgk7mdiaxsaftmnmu 274 1 As as IN work_2p32le2xefgk7mdiaxsaftmnmu 274 2 illustrated illustrate VBN work_2p32le2xefgk7mdiaxsaftmnmu 274 3 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 274 4 Fig Fig NNP work_2p32le2xefgk7mdiaxsaftmnmu 274 5 . . . work_2p32le2xefgk7mdiaxsaftmnmu 275 1 1 1 LS work_2p32le2xefgk7mdiaxsaftmnmu 275 2 , , , work_2p32le2xefgk7mdiaxsaftmnmu 275 3 this this DT work_2p32le2xefgk7mdiaxsaftmnmu 275 4 would would MD work_2p32le2xefgk7mdiaxsaftmnmu 275 5 require require VB work_2p32le2xefgk7mdiaxsaftmnmu 275 6 group group NN work_2p32le2xefgk7mdiaxsaftmnmu 275 7 A a NN work_2p32le2xefgk7mdiaxsaftmnmu 275 8 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 275 9 contact contact NN work_2p32le2xefgk7mdiaxsaftmnmu 275 10 group group NN work_2p32le2xefgk7mdiaxsaftmnmu 275 11 B b NN work_2p32le2xefgk7mdiaxsaftmnmu 275 12 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 275 13 send send VB work_2p32le2xefgk7mdiaxsaftmnmu 275 14 them -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 275 15 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 275 16 draft draft NN work_2p32le2xefgk7mdiaxsaftmnmu 275 17 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 275 18 their -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 275 19 original original JJ work_2p32le2xefgk7mdiaxsaftmnmu 275 20 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 275 21 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 275 22 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 275 23 one one NN work_2p32le2xefgk7mdiaxsaftmnmu 275 24 that that WDT work_2p32le2xefgk7mdiaxsaftmnmu 275 25 would would MD work_2p32le2xefgk7mdiaxsaftmnmu 275 26 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 275 27 normally normally RB work_2p32le2xefgk7mdiaxsaftmnmu 275 28 submitted submit VBN work_2p32le2xefgk7mdiaxsaftmnmu 275 29 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 275 30 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 275 31 journal journal NN work_2p32le2xefgk7mdiaxsaftmnmu 275 32 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 275 33 such such JJ work_2p32le2xefgk7mdiaxsaftmnmu 275 34 that that IN work_2p32le2xefgk7mdiaxsaftmnmu 275 35 group group NN work_2p32le2xefgk7mdiaxsaftmnmu 275 36 B b NN work_2p32le2xefgk7mdiaxsaftmnmu 275 37 could could MD work_2p32le2xefgk7mdiaxsaftmnmu 275 38 perform perform VB work_2p32le2xefgk7mdiaxsaftmnmu 275 39 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 275 40 replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 275 41 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 275 42 confirm confirm VB work_2p32le2xefgk7mdiaxsaftmnmu 275 43 or or CC work_2p32le2xefgk7mdiaxsaftmnmu 275 44 refute refute VB work_2p32le2xefgk7mdiaxsaftmnmu 275 45 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 275 46 results result NNS work_2p32le2xefgk7mdiaxsaftmnmu 275 47 . . . work_2p32le2xefgk7mdiaxsaftmnmu 276 1 In in IN work_2p32le2xefgk7mdiaxsaftmnmu 276 2 case case NN work_2p32le2xefgk7mdiaxsaftmnmu 276 3 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 276 4 confirmation confirmation NN work_2p32le2xefgk7mdiaxsaftmnmu 276 5 , , , work_2p32le2xefgk7mdiaxsaftmnmu 276 6 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 276 7 certified certify VBN work_2p32le2xefgk7mdiaxsaftmnmu 276 8 article article NN work_2p32le2xefgk7mdiaxsaftmnmu 276 9 could could MD work_2p32le2xefgk7mdiaxsaftmnmu 276 10 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 276 11 later later RB work_2p32le2xefgk7mdiaxsaftmnmu 276 12 published publish VBN work_2p32le2xefgk7mdiaxsaftmnmu 276 13 with with IN work_2p32le2xefgk7mdiaxsaftmnmu 276 14 both both DT work_2p32le2xefgk7mdiaxsaftmnmu 276 15 groups group NNS work_2p32le2xefgk7mdiaxsaftmnmu 276 16 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 276 17 authors author NNS work_2p32le2xefgk7mdiaxsaftmnmu 276 18 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 276 19 each each DT work_2p32le2xefgk7mdiaxsaftmnmu 276 20 group group NN work_2p32le2xefgk7mdiaxsaftmnmu 276 21 being be VBG work_2p32le2xefgk7mdiaxsaftmnmu 276 22 identified identify VBN work_2p32le2xefgk7mdiaxsaftmnmu 276 23 according accord VBG work_2p32le2xefgk7mdiaxsaftmnmu 276 24 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 276 25 their -PRON- PRP$ work_2p32le2xefgk7mdiaxsaftmnmu 276 26 respective respective JJ work_2p32le2xefgk7mdiaxsaftmnmu 276 27 roles role NNS work_2p32le2xefgk7mdiaxsaftmnmu 276 28 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 276 29 . . . work_2p32le2xefgk7mdiaxsaftmnmu 277 1 However however RB work_2p32le2xefgk7mdiaxsaftmnmu 277 2 , , , work_2p32le2xefgk7mdiaxsaftmnmu 277 3 if if IN work_2p32le2xefgk7mdiaxsaftmnmu 277 4 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 277 5 replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 277 6 fails fail VBZ work_2p32le2xefgk7mdiaxsaftmnmu 277 7 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 277 8 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 277 9 original original JJ work_2p32le2xefgk7mdiaxsaftmnmu 277 10 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 277 11 can can MD work_2p32le2xefgk7mdiaxsaftmnmu 277 12 not not RB work_2p32le2xefgk7mdiaxsaftmnmu 277 13 be be VB work_2p32le2xefgk7mdiaxsaftmnmu 277 14 fixed fix VBN work_2p32le2xefgk7mdiaxsaftmnmu 277 15 , , , work_2p32le2xefgk7mdiaxsaftmnmu 277 16 this this DT work_2p32le2xefgk7mdiaxsaftmnmu 277 17 would would MD work_2p32le2xefgk7mdiaxsaftmnmu 277 18 prevent prevent VB work_2p32le2xefgk7mdiaxsaftmnmu 277 19 publication publication NN work_2p32le2xefgk7mdiaxsaftmnmu 277 20 . . . work_2p32le2xefgk7mdiaxsaftmnmu 278 1 This this DT work_2p32le2xefgk7mdiaxsaftmnmu 278 2 model model NN work_2p32le2xefgk7mdiaxsaftmnmu 278 3 would would MD work_2p32le2xefgk7mdiaxsaftmnmu 278 4 improve improve VB work_2p32le2xefgk7mdiaxsaftmnmu 278 5 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 278 6 quality quality NN work_2p32le2xefgk7mdiaxsaftmnmu 278 7 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 278 8 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 278 9 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 278 10 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 278 11 also also RB work_2p32le2xefgk7mdiaxsaftmnmu 278 12 considerably considerably RB work_2p32le2xefgk7mdiaxsaftmnmu 278 13 slow slow VB work_2p32le2xefgk7mdiaxsaftmnmu 278 14 down down RP work_2p32le2xefgk7mdiaxsaftmnmu 278 15 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 278 16 rapid rapid JJ work_2p32le2xefgk7mdiaxsaftmnmu 278 17 pace pace NN work_2p32le2xefgk7mdiaxsaftmnmu 278 18 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 278 19 publication publication NN work_2p32le2xefgk7mdiaxsaftmnmu 278 20 we -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 278 21 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 278 22 observing observe VBG work_2p32le2xefgk7mdiaxsaftmnmu 278 23 today today NN work_2p32le2xefgk7mdiaxsaftmnmu 278 24 . . . work_2p32le2xefgk7mdiaxsaftmnmu 279 1 Unfortunately unfortunately RB work_2p32le2xefgk7mdiaxsaftmnmu 279 2 , , , work_2p32le2xefgk7mdiaxsaftmnmu 279 3 such such PDT work_2p32le2xefgk7mdiaxsaftmnmu 279 4 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 279 5 scenario scenario NN work_2p32le2xefgk7mdiaxsaftmnmu 279 6 seems seem VBZ work_2p32le2xefgk7mdiaxsaftmnmu 279 7 highly highly RB work_2p32le2xefgk7mdiaxsaftmnmu 279 8 improbable improbable JJ work_2p32le2xefgk7mdiaxsaftmnmu 279 9 today today NN work_2p32le2xefgk7mdiaxsaftmnmu 279 10 . . . work_2p32le2xefgk7mdiaxsaftmnmu 280 1 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 280 2 pressure pressure NN work_2p32le2xefgk7mdiaxsaftmnmu 280 3 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 280 4 publish publish VB work_2p32le2xefgk7mdiaxsaftmnmu 280 5 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 280 6 so so RB work_2p32le2xefgk7mdiaxsaftmnmu 280 7 strong strong JJ work_2p32le2xefgk7mdiaxsaftmnmu 280 8 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 280 9 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 280 10 incentive incentive NN work_2p32le2xefgk7mdiaxsaftmnmu 280 11 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 280 12 doing do VBG work_2p32le2xefgk7mdiaxsaftmnmu 280 13 replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 280 14 so so RB work_2p32le2xefgk7mdiaxsaftmnmu 280 15 low low JJ work_2p32le2xefgk7mdiaxsaftmnmu 280 16 that that IN work_2p32le2xefgk7mdiaxsaftmnmu 280 17 it -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 280 18 would would MD work_2p32le2xefgk7mdiaxsaftmnmu 280 19 most most RBS work_2p32le2xefgk7mdiaxsaftmnmu 280 20 probably probably RB work_2p32le2xefgk7mdiaxsaftmnmu 280 21 prevent prevent VB work_2p32le2xefgk7mdiaxsaftmnmu 280 22 such such JJ work_2p32le2xefgk7mdiaxsaftmnmu 280 23 collaborative collaborative JJ work_2p32le2xefgk7mdiaxsaftmnmu 280 24 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 280 25 . . . work_2p32le2xefgk7mdiaxsaftmnmu 281 1 However however RB work_2p32le2xefgk7mdiaxsaftmnmu 281 2 , , , work_2p32le2xefgk7mdiaxsaftmnmu 281 3 we -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 281 4 hope hope VBP work_2p32le2xefgk7mdiaxsaftmnmu 281 5 that that IN work_2p32le2xefgk7mdiaxsaftmnmu 281 6 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 281 7 current current JJ work_2p32le2xefgk7mdiaxsaftmnmu 281 8 replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 281 9 crisis crisis NN work_2p32le2xefgk7mdiaxsaftmnmu 281 10 will will MD work_2p32le2xefgk7mdiaxsaftmnmu 281 11 lead lead VB work_2p32le2xefgk7mdiaxsaftmnmu 281 12 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 281 13 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 281 14 change change NN work_2p32le2xefgk7mdiaxsaftmnmu 281 15 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 281 16 attitude attitude NN work_2p32le2xefgk7mdiaxsaftmnmu 281 17 , , , work_2p32le2xefgk7mdiaxsaftmnmu 281 18 with with IN work_2p32le2xefgk7mdiaxsaftmnmu 281 19 an an DT work_2p32le2xefgk7mdiaxsaftmnmu 281 20 emphasis emphasis NN work_2p32le2xefgk7mdiaxsaftmnmu 281 21 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 281 22 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 281 23 quality quality NN work_2p32le2xefgk7mdiaxsaftmnmu 281 24 rather rather RB work_2p32le2xefgk7mdiaxsaftmnmu 281 25 than than IN work_2p32le2xefgk7mdiaxsaftmnmu 281 26 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 281 27 quantity quantity NN work_2p32le2xefgk7mdiaxsaftmnmu 281 28 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 281 29 scientific scientific JJ work_2p32le2xefgk7mdiaxsaftmnmu 281 30 ouput ouput NN work_2p32le2xefgk7mdiaxsaftmnmu 281 31 , , , work_2p32le2xefgk7mdiaxsaftmnmu 281 32 with with IN work_2p32le2xefgk7mdiaxsaftmnmu 281 33 CoScience CoScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 281 34 becoming become VBG work_2p32le2xefgk7mdiaxsaftmnmu 281 35 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 281 36 gold gold JJ work_2p32le2xefgk7mdiaxsaftmnmu 281 37 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 281 38 standard standard NN work_2p32le2xefgk7mdiaxsaftmnmu 281 39 approach approach NN work_2p32le2xefgk7mdiaxsaftmnmu 281 40 to to IN work_2p32le2xefgk7mdiaxsaftmnmu 281 41 quality quality NN work_2p32le2xefgk7mdiaxsaftmnmu 281 42 assurance assurance NN work_2p32le2xefgk7mdiaxsaftmnmu 281 43 . . . work_2p32le2xefgk7mdiaxsaftmnmu 282 1 ADDITIONAL additional JJ work_2p32le2xefgk7mdiaxsaftmnmu 282 2 INFORMATION information NN work_2p32le2xefgk7mdiaxsaftmnmu 282 3 AND and CC work_2p32le2xefgk7mdiaxsaftmnmu 282 4 DECLARATIONS declaration NNS work_2p32le2xefgk7mdiaxsaftmnmu 282 5 Funding fund VBG work_2p32le2xefgk7mdiaxsaftmnmu 282 6 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 282 7 authors author NNS work_2p32le2xefgk7mdiaxsaftmnmu 282 8 received receive VBD work_2p32le2xefgk7mdiaxsaftmnmu 282 9 no no DT work_2p32le2xefgk7mdiaxsaftmnmu 282 10 funding funding NN work_2p32le2xefgk7mdiaxsaftmnmu 282 11 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 282 12 this this DT work_2p32le2xefgk7mdiaxsaftmnmu 282 13 work work NN work_2p32le2xefgk7mdiaxsaftmnmu 282 14 . . . work_2p32le2xefgk7mdiaxsaftmnmu 283 1 Competing compete VBG work_2p32le2xefgk7mdiaxsaftmnmu 283 2 Interests Interests NNPS work_2p32le2xefgk7mdiaxsaftmnmu 283 3 Federico Federico NNP work_2p32le2xefgk7mdiaxsaftmnmu 283 4 Vaggi Vaggi NNP work_2p32le2xefgk7mdiaxsaftmnmu 283 5 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 283 6 an an DT work_2p32le2xefgk7mdiaxsaftmnmu 283 7 employee employee NN work_2p32le2xefgk7mdiaxsaftmnmu 283 8 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 283 9 Amazon Amazon NNP work_2p32le2xefgk7mdiaxsaftmnmu 283 10 , , , work_2p32le2xefgk7mdiaxsaftmnmu 283 11 Inc. Inc. NNP work_2p32le2xefgk7mdiaxsaftmnmu 283 12 , , , work_2p32le2xefgk7mdiaxsaftmnmu 283 13 Roman Roman NNP work_2p32le2xefgk7mdiaxsaftmnmu 283 14 Yurchak Yurchak NNP work_2p32le2xefgk7mdiaxsaftmnmu 283 15 is be VBZ work_2p32le2xefgk7mdiaxsaftmnmu 283 16 an an DT work_2p32le2xefgk7mdiaxsaftmnmu 283 17 employee employee NN work_2p32le2xefgk7mdiaxsaftmnmu 283 18 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 283 19 Symerio Symerio NNP work_2p32le2xefgk7mdiaxsaftmnmu 283 20 , , , work_2p32le2xefgk7mdiaxsaftmnmu 283 21 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 283 22 C. C. NNP work_2p32le2xefgk7mdiaxsaftmnmu 283 23 Titus Titus NNP work_2p32le2xefgk7mdiaxsaftmnmu 283 24 Brown Brown NNP work_2p32le2xefgk7mdiaxsaftmnmu 283 25 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 283 26 Nicolas Nicolas NNP work_2p32le2xefgk7mdiaxsaftmnmu 283 27 P. P. NNP work_2p32le2xefgk7mdiaxsaftmnmu 283 28 Rougier Rougier NNP work_2p32le2xefgk7mdiaxsaftmnmu 283 29 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 283 30 Academic Academic NNP work_2p32le2xefgk7mdiaxsaftmnmu 283 31 Editors Editors NNPS work_2p32le2xefgk7mdiaxsaftmnmu 283 32 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 283 33 PeerJ. peerj. NN work_2p32le2xefgk7mdiaxsaftmnmu 284 1 Author author NN work_2p32le2xefgk7mdiaxsaftmnmu 284 2 Contributions contribution NNS work_2p32le2xefgk7mdiaxsaftmnmu 284 3 • • NNP work_2p32le2xefgk7mdiaxsaftmnmu 284 4 Nicolas Nicolas NNP work_2p32le2xefgk7mdiaxsaftmnmu 284 5 P. P. NNP work_2p32le2xefgk7mdiaxsaftmnmu 284 6 Rougier Rougier NNP work_2p32le2xefgk7mdiaxsaftmnmu 284 7 wrote write VBD work_2p32le2xefgk7mdiaxsaftmnmu 284 8 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 284 9 paper paper NN work_2p32le2xefgk7mdiaxsaftmnmu 284 10 , , , work_2p32le2xefgk7mdiaxsaftmnmu 284 11 prepared prepare VBN work_2p32le2xefgk7mdiaxsaftmnmu 284 12 figures figure NNS work_2p32le2xefgk7mdiaxsaftmnmu 284 13 and/or and/or CC work_2p32le2xefgk7mdiaxsaftmnmu 284 14 tables table NNS work_2p32le2xefgk7mdiaxsaftmnmu 284 15 , , , work_2p32le2xefgk7mdiaxsaftmnmu 284 16 reviewed review VBN work_2p32le2xefgk7mdiaxsaftmnmu 284 17 drafts draft NNS work_2p32le2xefgk7mdiaxsaftmnmu 284 18 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 284 19 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 284 20 paper paper NN work_2p32le2xefgk7mdiaxsaftmnmu 284 21 , , , work_2p32le2xefgk7mdiaxsaftmnmu 284 22 co co NN work_2p32le2xefgk7mdiaxsaftmnmu 284 23 - - NN work_2p32le2xefgk7mdiaxsaftmnmu 284 24 founder founder NN work_2p32le2xefgk7mdiaxsaftmnmu 284 25 , , , work_2p32le2xefgk7mdiaxsaftmnmu 284 26 editor editor NN work_2p32le2xefgk7mdiaxsaftmnmu 284 27 , , , work_2p32le2xefgk7mdiaxsaftmnmu 284 28 author author NN work_2p32le2xefgk7mdiaxsaftmnmu 284 29 . . . work_2p32le2xefgk7mdiaxsaftmnmu 285 1 • • NNP work_2p32le2xefgk7mdiaxsaftmnmu 285 2 Konrad Konrad NNP work_2p32le2xefgk7mdiaxsaftmnmu 285 3 Hinsen Hinsen NNP work_2p32le2xefgk7mdiaxsaftmnmu 285 4 wrote write VBD work_2p32le2xefgk7mdiaxsaftmnmu 285 5 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 285 6 paper paper NN work_2p32le2xefgk7mdiaxsaftmnmu 285 7 , , , work_2p32le2xefgk7mdiaxsaftmnmu 285 8 reviewed review VBN work_2p32le2xefgk7mdiaxsaftmnmu 285 9 drafts draft NNS work_2p32le2xefgk7mdiaxsaftmnmu 285 10 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 285 11 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 285 12 paper paper NN work_2p32le2xefgk7mdiaxsaftmnmu 285 13 , , , work_2p32le2xefgk7mdiaxsaftmnmu 285 14 co co NN work_2p32le2xefgk7mdiaxsaftmnmu 285 15 - - NN work_2p32le2xefgk7mdiaxsaftmnmu 285 16 founder founder NN work_2p32le2xefgk7mdiaxsaftmnmu 285 17 , , , work_2p32le2xefgk7mdiaxsaftmnmu 285 18 editor editor NN work_2p32le2xefgk7mdiaxsaftmnmu 285 19 . . . work_2p32le2xefgk7mdiaxsaftmnmu 286 1 • • VB work_2p32le2xefgk7mdiaxsaftmnmu 286 2 Frédéric Frédéric NNP work_2p32le2xefgk7mdiaxsaftmnmu 286 3 Alexandre Alexandre NNP work_2p32le2xefgk7mdiaxsaftmnmu 286 4 , , , work_2p32le2xefgk7mdiaxsaftmnmu 286 5 Alexandra Alexandra NNP work_2p32le2xefgk7mdiaxsaftmnmu 286 6 K. K. NNP work_2p32le2xefgk7mdiaxsaftmnmu 286 7 Diem Diem NNP work_2p32le2xefgk7mdiaxsaftmnmu 286 8 , , , work_2p32le2xefgk7mdiaxsaftmnmu 286 9 Rafael Rafael NNP work_2p32le2xefgk7mdiaxsaftmnmu 286 10 N. N. NNP work_2p32le2xefgk7mdiaxsaftmnmu 286 11 Henriques Henriques NNP work_2p32le2xefgk7mdiaxsaftmnmu 286 12 , , , work_2p32le2xefgk7mdiaxsaftmnmu 286 13 Owen Owen NNP work_2p32le2xefgk7mdiaxsaftmnmu 286 14 Petchey Petchey NNP work_2p32le2xefgk7mdiaxsaftmnmu 286 15 , , , work_2p32le2xefgk7mdiaxsaftmnmu 286 16 Frank Frank NNP work_2p32le2xefgk7mdiaxsaftmnmu 286 17 Stollmeier Stollmeier NNP work_2p32le2xefgk7mdiaxsaftmnmu 286 18 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 286 19 Guillaume Guillaume NNP work_2p32le2xefgk7mdiaxsaftmnmu 286 20 Viejo Viejo NNP work_2p32le2xefgk7mdiaxsaftmnmu 286 21 reviewed review VBD work_2p32le2xefgk7mdiaxsaftmnmu 286 22 drafts draft NNS work_2p32le2xefgk7mdiaxsaftmnmu 286 23 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 286 24 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 286 25 paper paper NN work_2p32le2xefgk7mdiaxsaftmnmu 286 26 , , , work_2p32le2xefgk7mdiaxsaftmnmu 286 27 author author NN work_2p32le2xefgk7mdiaxsaftmnmu 286 28 . . . work_2p32le2xefgk7mdiaxsaftmnmu 287 1 • • NNP work_2p32le2xefgk7mdiaxsaftmnmu 287 2 Thomas Thomas NNP work_2p32le2xefgk7mdiaxsaftmnmu 287 3 Arildsen Arildsen NNP work_2p32le2xefgk7mdiaxsaftmnmu 287 4 , , , work_2p32le2xefgk7mdiaxsaftmnmu 287 5 Pierre Pierre NNP work_2p32le2xefgk7mdiaxsaftmnmu 287 6 de de IN work_2p32le2xefgk7mdiaxsaftmnmu 287 7 Buyl Buyl NNP work_2p32le2xefgk7mdiaxsaftmnmu 287 8 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 287 9 Olivia Olivia NNP work_2p32le2xefgk7mdiaxsaftmnmu 287 10 Guest Guest NNP work_2p32le2xefgk7mdiaxsaftmnmu 287 11 wrote write VBD work_2p32le2xefgk7mdiaxsaftmnmu 287 12 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 287 13 paper paper NN work_2p32le2xefgk7mdiaxsaftmnmu 287 14 , , , work_2p32le2xefgk7mdiaxsaftmnmu 287 15 reviewed review VBN work_2p32le2xefgk7mdiaxsaftmnmu 287 16 drafts draft NNS work_2p32le2xefgk7mdiaxsaftmnmu 287 17 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 287 18 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 287 19 paper paper NN work_2p32le2xefgk7mdiaxsaftmnmu 287 20 , , , work_2p32le2xefgk7mdiaxsaftmnmu 287 21 editor editor NN work_2p32le2xefgk7mdiaxsaftmnmu 287 22 . . . work_2p32le2xefgk7mdiaxsaftmnmu 288 1 Rougier Rougier NNP work_2p32le2xefgk7mdiaxsaftmnmu 288 2 et et FW work_2p32le2xefgk7mdiaxsaftmnmu 288 3 al al NNP work_2p32le2xefgk7mdiaxsaftmnmu 288 4 . . . work_2p32le2xefgk7mdiaxsaftmnmu 289 1 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 289 2 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 289 3 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 289 4 , , , work_2p32le2xefgk7mdiaxsaftmnmu 289 5 PeerJ PeerJ NNP work_2p32le2xefgk7mdiaxsaftmnmu 289 6 Comput Comput NNP work_2p32le2xefgk7mdiaxsaftmnmu 289 7 . . . work_2p32le2xefgk7mdiaxsaftmnmu 290 1 Sci Sci NNP work_2p32le2xefgk7mdiaxsaftmnmu 290 2 . . NNP work_2p32le2xefgk7mdiaxsaftmnmu 290 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 290 4 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 290 5 10.7717 10.7717 CD work_2p32le2xefgk7mdiaxsaftmnmu 290 6 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 290 7 peerj peerj NNP work_2p32le2xefgk7mdiaxsaftmnmu 290 8 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 290 9 cs.142 cs.142 NNP work_2p32le2xefgk7mdiaxsaftmnmu 290 10 14/17 14/17 CD work_2p32le2xefgk7mdiaxsaftmnmu 290 11 https://peerj.com https://peerj.com ADD work_2p32le2xefgk7mdiaxsaftmnmu 290 12 http://dx.doi.org/10.7717/peerj-cs.142 http://dx.doi.org/10.7717/peerj-cs.142 NNS work_2p32le2xefgk7mdiaxsaftmnmu 290 13 • • NNP work_2p32le2xefgk7mdiaxsaftmnmu 290 14 Lorena Lorena NNP work_2p32le2xefgk7mdiaxsaftmnmu 290 15 A. A. NNP work_2p32le2xefgk7mdiaxsaftmnmu 290 16 Barba Barba NNP work_2p32le2xefgk7mdiaxsaftmnmu 290 17 , , , work_2p32le2xefgk7mdiaxsaftmnmu 290 18 C. C. NNP work_2p32le2xefgk7mdiaxsaftmnmu 290 19 Titus Titus NNP work_2p32le2xefgk7mdiaxsaftmnmu 290 20 Brown Brown NNP work_2p32le2xefgk7mdiaxsaftmnmu 290 21 , , , work_2p32le2xefgk7mdiaxsaftmnmu 290 22 Timothée Timothée NNP work_2p32le2xefgk7mdiaxsaftmnmu 290 23 Poisot Poisot NNP work_2p32le2xefgk7mdiaxsaftmnmu 290 24 , , , work_2p32le2xefgk7mdiaxsaftmnmu 290 25 Karthik Karthik NNP work_2p32le2xefgk7mdiaxsaftmnmu 290 26 Ram Ram NNP work_2p32le2xefgk7mdiaxsaftmnmu 290 27 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 290 28 Tiziano Tiziano NNP work_2p32le2xefgk7mdiaxsaftmnmu 290 29 Zito Zito NNP work_2p32le2xefgk7mdiaxsaftmnmu 290 30 reviewed review VBD work_2p32le2xefgk7mdiaxsaftmnmu 290 31 drafts draft NNS work_2p32le2xefgk7mdiaxsaftmnmu 290 32 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 290 33 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 290 34 paper paper NN work_2p32le2xefgk7mdiaxsaftmnmu 290 35 , , , work_2p32le2xefgk7mdiaxsaftmnmu 290 36 editor editor NN work_2p32le2xefgk7mdiaxsaftmnmu 290 37 . . . work_2p32le2xefgk7mdiaxsaftmnmu 291 1 • • NNP work_2p32le2xefgk7mdiaxsaftmnmu 291 2 Fabien Fabien NNP work_2p32le2xefgk7mdiaxsaftmnmu 291 3 C.Y. C.Y. NNP work_2p32le2xefgk7mdiaxsaftmnmu 292 1 Benureau Benureau NNP work_2p32le2xefgk7mdiaxsaftmnmu 292 2 , , , work_2p32le2xefgk7mdiaxsaftmnmu 292 3 Ozan Ozan NNP work_2p32le2xefgk7mdiaxsaftmnmu 292 4 Caglayan Caglayan NNP work_2p32le2xefgk7mdiaxsaftmnmu 292 5 , , , work_2p32le2xefgk7mdiaxsaftmnmu 292 6 Andrew Andrew NNP work_2p32le2xefgk7mdiaxsaftmnmu 292 7 P. P. NNP work_2p32le2xefgk7mdiaxsaftmnmu 292 8 Davison Davison NNP work_2p32le2xefgk7mdiaxsaftmnmu 292 9 , , , work_2p32le2xefgk7mdiaxsaftmnmu 292 10 Marc Marc NNP work_2p32le2xefgk7mdiaxsaftmnmu 292 11 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 292 12 André André NNP work_2p32le2xefgk7mdiaxsaftmnmu 292 13 Delsuc Delsuc NNP work_2p32le2xefgk7mdiaxsaftmnmu 292 14 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 292 15 Etienne Etienne NNP work_2p32le2xefgk7mdiaxsaftmnmu 292 16 Roesch Roesch NNP work_2p32le2xefgk7mdiaxsaftmnmu 292 17 wrote write VBD work_2p32le2xefgk7mdiaxsaftmnmu 292 18 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 292 19 paper paper NN work_2p32le2xefgk7mdiaxsaftmnmu 292 20 , , , work_2p32le2xefgk7mdiaxsaftmnmu 292 21 reviewed review VBN work_2p32le2xefgk7mdiaxsaftmnmu 292 22 drafts draft NNS work_2p32le2xefgk7mdiaxsaftmnmu 292 23 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 292 24 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 292 25 paper paper NN work_2p32le2xefgk7mdiaxsaftmnmu 292 26 , , , work_2p32le2xefgk7mdiaxsaftmnmu 292 27 reviewer reviewer NN work_2p32le2xefgk7mdiaxsaftmnmu 292 28 . . . work_2p32le2xefgk7mdiaxsaftmnmu 293 1 • • NNP work_2p32le2xefgk7mdiaxsaftmnmu 293 2 Georgios Georgios NNP work_2p32le2xefgk7mdiaxsaftmnmu 293 3 Detorakis Detorakis NNPS work_2p32le2xefgk7mdiaxsaftmnmu 293 4 , , , work_2p32le2xefgk7mdiaxsaftmnmu 293 5 Mehdi Mehdi NNP work_2p32le2xefgk7mdiaxsaftmnmu 293 6 Khamassi Khamassi NNP work_2p32le2xefgk7mdiaxsaftmnmu 293 7 , , , work_2p32le2xefgk7mdiaxsaftmnmu 293 8 Aaron Aaron NNP work_2p32le2xefgk7mdiaxsaftmnmu 293 9 Shifman Shifman NNP work_2p32le2xefgk7mdiaxsaftmnmu 293 10 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 293 11 Julien Julien NNP work_2p32le2xefgk7mdiaxsaftmnmu 293 12 Vitay Vitay NNP work_2p32le2xefgk7mdiaxsaftmnmu 293 13 reviewed review VBD work_2p32le2xefgk7mdiaxsaftmnmu 293 14 drafts draft NNS work_2p32le2xefgk7mdiaxsaftmnmu 293 15 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 293 16 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 293 17 paper paper NN work_2p32le2xefgk7mdiaxsaftmnmu 293 18 , , , work_2p32le2xefgk7mdiaxsaftmnmu 293 19 reviewer reviewer NN work_2p32le2xefgk7mdiaxsaftmnmu 293 20 , , , work_2p32le2xefgk7mdiaxsaftmnmu 293 21 author author NN work_2p32le2xefgk7mdiaxsaftmnmu 293 22 . . . work_2p32le2xefgk7mdiaxsaftmnmu 294 1 • • NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 2 Damien Damien NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 3 Drix Drix NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 4 , , , work_2p32le2xefgk7mdiaxsaftmnmu 294 5 Pierre Pierre NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 6 Enel Enel NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 7 , , , work_2p32le2xefgk7mdiaxsaftmnmu 294 8 Matt Matt NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 9 G. G. NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 10 Hall Hall NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 11 , , , work_2p32le2xefgk7mdiaxsaftmnmu 294 12 Xavier Xavier NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 13 Hinaut Hinaut NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 14 , , , work_2p32le2xefgk7mdiaxsaftmnmu 294 15 Kamil Kamil NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 16 S. S. NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 17 Jaron Jaron NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 18 , , , work_2p32le2xefgk7mdiaxsaftmnmu 294 19 Almar Almar NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 20 Klein Klein NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 21 , , , work_2p32le2xefgk7mdiaxsaftmnmu 294 22 Tiina Tiina NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 23 Manninen Manninen NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 24 , , , work_2p32le2xefgk7mdiaxsaftmnmu 294 25 Pietro Pietro NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 26 Marchesi Marchesi NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 27 , , , work_2p32le2xefgk7mdiaxsaftmnmu 294 28 Daniel Daniel NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 29 McGlinn McGlinn NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 30 , , , work_2p32le2xefgk7mdiaxsaftmnmu 294 31 Hans Hans NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 32 Ekkehard Ekkehard NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 33 Plesser Plesser NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 34 , , , work_2p32le2xefgk7mdiaxsaftmnmu 294 35 Yoav Yoav NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 36 Ram Ram NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 37 , , , work_2p32le2xefgk7mdiaxsaftmnmu 294 38 Cyrille Cyrille NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 39 Rossant Rossant NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 40 , , , work_2p32le2xefgk7mdiaxsaftmnmu 294 41 Marcel Marcel NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 42 Stimberg Stimberg NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 43 , , , work_2p32le2xefgk7mdiaxsaftmnmu 294 44 Federico Federico NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 45 Vaggi Vaggi NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 46 , , , work_2p32le2xefgk7mdiaxsaftmnmu 294 47 Anya Anya NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 48 E. E. NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 49 Vostinar Vostinar NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 50 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 294 51 Roman Roman NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 52 Yurchak Yurchak NNP work_2p32le2xefgk7mdiaxsaftmnmu 294 53 reviewed review VBD work_2p32le2xefgk7mdiaxsaftmnmu 294 54 drafts draft NNS work_2p32le2xefgk7mdiaxsaftmnmu 294 55 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 294 56 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 294 57 paper paper NN work_2p32le2xefgk7mdiaxsaftmnmu 294 58 , , , work_2p32le2xefgk7mdiaxsaftmnmu 294 59 reviewer reviewer NN work_2p32le2xefgk7mdiaxsaftmnmu 294 60 . . . work_2p32le2xefgk7mdiaxsaftmnmu 295 1 • • NNP work_2p32le2xefgk7mdiaxsaftmnmu 295 2 Benoît Benoît NNP work_2p32le2xefgk7mdiaxsaftmnmu 295 3 Girard Girard NNP work_2p32le2xefgk7mdiaxsaftmnmu 295 4 wrote write VBD work_2p32le2xefgk7mdiaxsaftmnmu 295 5 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 295 6 paper paper NN work_2p32le2xefgk7mdiaxsaftmnmu 295 7 , , , work_2p32le2xefgk7mdiaxsaftmnmu 295 8 reviewed review VBN work_2p32le2xefgk7mdiaxsaftmnmu 295 9 drafts draft NNS work_2p32le2xefgk7mdiaxsaftmnmu 295 10 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 295 11 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 295 12 paper paper NN work_2p32le2xefgk7mdiaxsaftmnmu 295 13 , , , work_2p32le2xefgk7mdiaxsaftmnmu 295 14 editor editor NN work_2p32le2xefgk7mdiaxsaftmnmu 295 15 , , , work_2p32le2xefgk7mdiaxsaftmnmu 295 16 reviewer reviewer NN work_2p32le2xefgk7mdiaxsaftmnmu 295 17 , , , work_2p32le2xefgk7mdiaxsaftmnmu 295 18 author author NN work_2p32le2xefgk7mdiaxsaftmnmu 295 19 . . . work_2p32le2xefgk7mdiaxsaftmnmu 296 1 • • NNP work_2p32le2xefgk7mdiaxsaftmnmu 296 2 Christoph Christoph NNP work_2p32le2xefgk7mdiaxsaftmnmu 296 3 Metzner Metzner NNP work_2p32le2xefgk7mdiaxsaftmnmu 296 4 wrote write VBD work_2p32le2xefgk7mdiaxsaftmnmu 296 5 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 296 6 paper paper NN work_2p32le2xefgk7mdiaxsaftmnmu 296 7 , , , work_2p32le2xefgk7mdiaxsaftmnmu 296 8 reviewed review VBN work_2p32le2xefgk7mdiaxsaftmnmu 296 9 drafts draft NNS work_2p32le2xefgk7mdiaxsaftmnmu 296 10 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 296 11 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 296 12 paper paper NN work_2p32le2xefgk7mdiaxsaftmnmu 296 13 , , , work_2p32le2xefgk7mdiaxsaftmnmu 296 14 reviewer reviewer NN work_2p32le2xefgk7mdiaxsaftmnmu 296 15 , , , work_2p32le2xefgk7mdiaxsaftmnmu 296 16 author author NN work_2p32le2xefgk7mdiaxsaftmnmu 296 17 . . . work_2p32le2xefgk7mdiaxsaftmnmu 297 1 • • NNP work_2p32le2xefgk7mdiaxsaftmnmu 297 2 Vahid Vahid NNP work_2p32le2xefgk7mdiaxsaftmnmu 297 3 Rostami Rostami NNP work_2p32le2xefgk7mdiaxsaftmnmu 297 4 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 297 5 Joseph Joseph NNP work_2p32le2xefgk7mdiaxsaftmnmu 297 6 Stachelek Stachelek NNP work_2p32le2xefgk7mdiaxsaftmnmu 297 7 wrote write VBD work_2p32le2xefgk7mdiaxsaftmnmu 297 8 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 297 9 paper paper NN work_2p32le2xefgk7mdiaxsaftmnmu 297 10 , , , work_2p32le2xefgk7mdiaxsaftmnmu 297 11 reviewed review VBN work_2p32le2xefgk7mdiaxsaftmnmu 297 12 drafts draft NNS work_2p32le2xefgk7mdiaxsaftmnmu 297 13 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 297 14 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 297 15 paper paper NN work_2p32le2xefgk7mdiaxsaftmnmu 297 16 , , , work_2p32le2xefgk7mdiaxsaftmnmu 297 17 author author NN work_2p32le2xefgk7mdiaxsaftmnmu 297 18 . . . work_2p32le2xefgk7mdiaxsaftmnmu 298 1 Data datum NNS work_2p32le2xefgk7mdiaxsaftmnmu 298 2 Availability availability NN work_2p32le2xefgk7mdiaxsaftmnmu 298 3 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 298 4 following follow VBG work_2p32le2xefgk7mdiaxsaftmnmu 298 5 information information NN work_2p32le2xefgk7mdiaxsaftmnmu 298 6 was be VBD work_2p32le2xefgk7mdiaxsaftmnmu 298 7 supplied supply VBN work_2p32le2xefgk7mdiaxsaftmnmu 298 8 regarding regard VBG work_2p32le2xefgk7mdiaxsaftmnmu 298 9 data datum NNS work_2p32le2xefgk7mdiaxsaftmnmu 298 10 availability availability NN work_2p32le2xefgk7mdiaxsaftmnmu 298 11 : : : work_2p32le2xefgk7mdiaxsaftmnmu 298 12 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 298 13 journal journal NN work_2p32le2xefgk7mdiaxsaftmnmu 298 14 : : : work_2p32le2xefgk7mdiaxsaftmnmu 298 15 https://zenodo.org/communities/rescience/. https://zenodo.org/communities/rescience/. NNP work_2p32le2xefgk7mdiaxsaftmnmu 299 1 REFERENCES REFERENCES NNP work_2p32le2xefgk7mdiaxsaftmnmu 299 2 Anaconda Anaconda NNP work_2p32le2xefgk7mdiaxsaftmnmu 299 3 Inc. Inc. NNP work_2p32le2xefgk7mdiaxsaftmnmu 299 4 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 299 5 . . . work_2p32le2xefgk7mdiaxsaftmnmu 300 1 Conda Conda NNP work_2p32le2xefgk7mdiaxsaftmnmu 300 2 . . . work_2p32le2xefgk7mdiaxsaftmnmu 301 1 Available available JJ work_2p32le2xefgk7mdiaxsaftmnmu 301 2 at at IN work_2p32le2xefgk7mdiaxsaftmnmu 301 3 https://conda.io/ https://conda.io/ NNP work_2p32le2xefgk7mdiaxsaftmnmu 301 4 . . . work_2p32le2xefgk7mdiaxsaftmnmu 302 1 Baker Baker NNP work_2p32le2xefgk7mdiaxsaftmnmu 302 2 M. M. NNP work_2p32le2xefgk7mdiaxsaftmnmu 302 3 2016 2016 CD work_2p32le2xefgk7mdiaxsaftmnmu 302 4 . . . work_2p32le2xefgk7mdiaxsaftmnmu 303 1 1 1 CD work_2p32le2xefgk7mdiaxsaftmnmu 303 2 , , , work_2p32le2xefgk7mdiaxsaftmnmu 303 3 500 500 CD work_2p32le2xefgk7mdiaxsaftmnmu 303 4 scientists scientist NNS work_2p32le2xefgk7mdiaxsaftmnmu 303 5 lift lift VBP work_2p32le2xefgk7mdiaxsaftmnmu 303 6 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 303 7 lid lid NN work_2p32le2xefgk7mdiaxsaftmnmu 303 8 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 303 9 reproducibility reproducibility NN work_2p32le2xefgk7mdiaxsaftmnmu 303 10 . . . work_2p32le2xefgk7mdiaxsaftmnmu 304 1 Nature Nature NNP work_2p32le2xefgk7mdiaxsaftmnmu 304 2 533(7604):452–454 533(7604):452–454 NNP work_2p32le2xefgk7mdiaxsaftmnmu 304 3 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 304 4 10.1038/533452a 10.1038/533452a CD work_2p32le2xefgk7mdiaxsaftmnmu 304 5 . . . work_2p32le2xefgk7mdiaxsaftmnmu 305 1 Colberg Colberg NNP work_2p32le2xefgk7mdiaxsaftmnmu 305 2 C C NNP work_2p32le2xefgk7mdiaxsaftmnmu 305 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 305 4 Proebsting Proebsting NNP work_2p32le2xefgk7mdiaxsaftmnmu 305 5 TA TA NNP work_2p32le2xefgk7mdiaxsaftmnmu 305 6 . . . work_2p32le2xefgk7mdiaxsaftmnmu 306 1 2016 2016 CD work_2p32le2xefgk7mdiaxsaftmnmu 306 2 . . . work_2p32le2xefgk7mdiaxsaftmnmu 307 1 Repeatability repeatability NN work_2p32le2xefgk7mdiaxsaftmnmu 307 2 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 307 3 computer computer NN work_2p32le2xefgk7mdiaxsaftmnmu 307 4 systems system NNS work_2p32le2xefgk7mdiaxsaftmnmu 307 5 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 307 6 . . . work_2p32le2xefgk7mdiaxsaftmnmu 308 1 Communi- Communi- NNP work_2p32le2xefgk7mdiaxsaftmnmu 308 2 cations cation NNS work_2p32le2xefgk7mdiaxsaftmnmu 308 3 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 308 4 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 308 5 ACM ACM NNP work_2p32le2xefgk7mdiaxsaftmnmu 308 6 59(3):62–69 59(3):62–69 CD work_2p32le2xefgk7mdiaxsaftmnmu 308 7 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 308 8 10.1145/2812803 10.1145/2812803 CD work_2p32le2xefgk7mdiaxsaftmnmu 308 9 . . . work_2p32le2xefgk7mdiaxsaftmnmu 309 1 Coudert Coudert NNP work_2p32le2xefgk7mdiaxsaftmnmu 309 2 F F NNP work_2p32le2xefgk7mdiaxsaftmnmu 309 3 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 309 4 X. X. NNP work_2p32le2xefgk7mdiaxsaftmnmu 310 1 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 310 2 . . . work_2p32le2xefgk7mdiaxsaftmnmu 311 1 Reproducible Reproducible NNP work_2p32le2xefgk7mdiaxsaftmnmu 311 2 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 311 3 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 311 4 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 311 5 chemistry chemistry NN work_2p32le2xefgk7mdiaxsaftmnmu 311 6 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 311 7 materials material NNS work_2p32le2xefgk7mdiaxsaftmnmu 311 8 . . . work_2p32le2xefgk7mdiaxsaftmnmu 312 1 Chemistry chemistry NN work_2p32le2xefgk7mdiaxsaftmnmu 312 2 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 312 3 Materials material NNS work_2p32le2xefgk7mdiaxsaftmnmu 312 4 29(7):2615–2617 29(7):2615–2617 CD work_2p32le2xefgk7mdiaxsaftmnmu 312 5 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 312 6 10.1021 10.1021 CD work_2p32le2xefgk7mdiaxsaftmnmu 312 7 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 312 8 acs.chemmater.7b00799 acs.chemmater.7b00799 NNS work_2p32le2xefgk7mdiaxsaftmnmu 312 9 . . . work_2p32le2xefgk7mdiaxsaftmnmu 313 1 Courtès Courtès NNP work_2p32le2xefgk7mdiaxsaftmnmu 313 2 L L NNP work_2p32le2xefgk7mdiaxsaftmnmu 313 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 313 4 Wurmus Wurmus NNP work_2p32le2xefgk7mdiaxsaftmnmu 313 5 R. R. NNP work_2p32le2xefgk7mdiaxsaftmnmu 313 6 2015 2015 CD work_2p32le2xefgk7mdiaxsaftmnmu 313 7 . . . work_2p32le2xefgk7mdiaxsaftmnmu 314 1 Reproducible reproducible NN work_2p32le2xefgk7mdiaxsaftmnmu 314 2 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 314 3 user user NN work_2p32le2xefgk7mdiaxsaftmnmu 314 4 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 314 5 controlled control VBN work_2p32le2xefgk7mdiaxsaftmnmu 314 6 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 314 7 environments environment NNS work_2p32le2xefgk7mdiaxsaftmnmu 314 8 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 314 9 HPC HPC NNP work_2p32le2xefgk7mdiaxsaftmnmu 314 10 with with IN work_2p32le2xefgk7mdiaxsaftmnmu 314 11 Guix Guix NNP work_2p32le2xefgk7mdiaxsaftmnmu 314 12 . . . work_2p32le2xefgk7mdiaxsaftmnmu 315 1 In in IN work_2p32le2xefgk7mdiaxsaftmnmu 315 2 : : : work_2p32le2xefgk7mdiaxsaftmnmu 315 3 Hunold Hunold NNP work_2p32le2xefgk7mdiaxsaftmnmu 315 4 S S NNP work_2p32le2xefgk7mdiaxsaftmnmu 315 5 , , , work_2p32le2xefgk7mdiaxsaftmnmu 315 6 Costan Costan NNP work_2p32le2xefgk7mdiaxsaftmnmu 315 7 A A NNP work_2p32le2xefgk7mdiaxsaftmnmu 315 8 , , , work_2p32le2xefgk7mdiaxsaftmnmu 315 9 Giménez Giménez NNP work_2p32le2xefgk7mdiaxsaftmnmu 315 10 D D NNP work_2p32le2xefgk7mdiaxsaftmnmu 315 11 , , , work_2p32le2xefgk7mdiaxsaftmnmu 315 12 Iosup Iosup NNP work_2p32le2xefgk7mdiaxsaftmnmu 315 13 A A NNP work_2p32le2xefgk7mdiaxsaftmnmu 315 14 , , , work_2p32le2xefgk7mdiaxsaftmnmu 315 15 Ricci Ricci NNP work_2p32le2xefgk7mdiaxsaftmnmu 315 16 L L NNP work_2p32le2xefgk7mdiaxsaftmnmu 315 17 , , , work_2p32le2xefgk7mdiaxsaftmnmu 315 18 Requena Requena NNP work_2p32le2xefgk7mdiaxsaftmnmu 315 19 MEG MEG NNP work_2p32le2xefgk7mdiaxsaftmnmu 315 20 , , , work_2p32le2xefgk7mdiaxsaftmnmu 315 21 Scarano Scarano NNP work_2p32le2xefgk7mdiaxsaftmnmu 315 22 V V NNP work_2p32le2xefgk7mdiaxsaftmnmu 315 23 , , , work_2p32le2xefgk7mdiaxsaftmnmu 315 24 Varbanescu Varbanescu NNP work_2p32le2xefgk7mdiaxsaftmnmu 315 25 AL AL NNP work_2p32le2xefgk7mdiaxsaftmnmu 315 26 , , , work_2p32le2xefgk7mdiaxsaftmnmu 315 27 Scott Scott NNP work_2p32le2xefgk7mdiaxsaftmnmu 315 28 SL SL NNP work_2p32le2xefgk7mdiaxsaftmnmu 315 29 , , , work_2p32le2xefgk7mdiaxsaftmnmu 315 30 Lankes Lankes NNP work_2p32le2xefgk7mdiaxsaftmnmu 315 31 S S NNP work_2p32le2xefgk7mdiaxsaftmnmu 315 32 , , , work_2p32le2xefgk7mdiaxsaftmnmu 315 33 Weidendorfer Weidendorfer NNP work_2p32le2xefgk7mdiaxsaftmnmu 315 34 J J NNP work_2p32le2xefgk7mdiaxsaftmnmu 315 35 , , , work_2p32le2xefgk7mdiaxsaftmnmu 315 36 Alexander Alexander NNP work_2p32le2xefgk7mdiaxsaftmnmu 315 37 M M NNP work_2p32le2xefgk7mdiaxsaftmnmu 315 38 , , , work_2p32le2xefgk7mdiaxsaftmnmu 315 39 eds eds NNP work_2p32le2xefgk7mdiaxsaftmnmu 315 40 . . . work_2p32le2xefgk7mdiaxsaftmnmu 316 1 Euro Euro NNP work_2p32le2xefgk7mdiaxsaftmnmu 316 2 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 316 3 Par Par NNP work_2p32le2xefgk7mdiaxsaftmnmu 316 4 2015 2015 CD work_2p32le2xefgk7mdiaxsaftmnmu 316 5 : : : work_2p32le2xefgk7mdiaxsaftmnmu 316 6 parallel parallel JJ work_2p32le2xefgk7mdiaxsaftmnmu 316 7 processing processing NN work_2p32le2xefgk7mdiaxsaftmnmu 316 8 workshops workshop NNS work_2p32le2xefgk7mdiaxsaftmnmu 316 9 . . . work_2p32le2xefgk7mdiaxsaftmnmu 317 1 Lecture lecture NN work_2p32le2xefgk7mdiaxsaftmnmu 317 2 notes note NNS work_2p32le2xefgk7mdiaxsaftmnmu 317 3 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 317 4 computer computer NN work_2p32le2xefgk7mdiaxsaftmnmu 317 5 science science NN work_2p32le2xefgk7mdiaxsaftmnmu 317 6 , , , work_2p32le2xefgk7mdiaxsaftmnmu 317 7 vol vol NNP work_2p32le2xefgk7mdiaxsaftmnmu 317 8 . . . work_2p32le2xefgk7mdiaxsaftmnmu 318 1 9523 9523 CD work_2p32le2xefgk7mdiaxsaftmnmu 318 2 . . . work_2p32le2xefgk7mdiaxsaftmnmu 319 1 Cham Cham NNP work_2p32le2xefgk7mdiaxsaftmnmu 319 2 : : : work_2p32le2xefgk7mdiaxsaftmnmu 319 3 Springer Springer NNP work_2p32le2xefgk7mdiaxsaftmnmu 319 4 . . . work_2p32le2xefgk7mdiaxsaftmnmu 320 1 Crook Crook NNP work_2p32le2xefgk7mdiaxsaftmnmu 320 2 SM SM NNP work_2p32le2xefgk7mdiaxsaftmnmu 320 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 320 4 Davison Davison NNP work_2p32le2xefgk7mdiaxsaftmnmu 320 5 AP AP NNP work_2p32le2xefgk7mdiaxsaftmnmu 320 6 , , , work_2p32le2xefgk7mdiaxsaftmnmu 320 7 Plesser Plesser NNP work_2p32le2xefgk7mdiaxsaftmnmu 320 8 HE HE NNP work_2p32le2xefgk7mdiaxsaftmnmu 320 9 . . . work_2p32le2xefgk7mdiaxsaftmnmu 321 1 2013 2013 CD work_2p32le2xefgk7mdiaxsaftmnmu 321 2 . . . work_2p32le2xefgk7mdiaxsaftmnmu 322 1 20 20 CD work_2p32le2xefgk7mdiaxsaftmnmu 322 2 years year NNS work_2p32le2xefgk7mdiaxsaftmnmu 322 3 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 322 4 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 322 5 neuroscience neuroscience NN work_2p32le2xefgk7mdiaxsaftmnmu 322 6 . . . work_2p32le2xefgk7mdiaxsaftmnmu 323 1 In in IN work_2p32le2xefgk7mdiaxsaftmnmu 323 2 : : : work_2p32le2xefgk7mdiaxsaftmnmu 323 3 Bower Bower NNP work_2p32le2xefgk7mdiaxsaftmnmu 323 4 MJ MJ NNP work_2p32le2xefgk7mdiaxsaftmnmu 323 5 , , , work_2p32le2xefgk7mdiaxsaftmnmu 323 6 ed ed NNP work_2p32le2xefgk7mdiaxsaftmnmu 323 7 . . . work_2p32le2xefgk7mdiaxsaftmnmu 324 1 Chap Chap NNP work_2p32le2xefgk7mdiaxsaftmnmu 324 2 . . . work_2p32le2xefgk7mdiaxsaftmnmu 325 1 Learning learn VBG work_2p32le2xefgk7mdiaxsaftmnmu 325 2 from from IN work_2p32le2xefgk7mdiaxsaftmnmu 325 3 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 325 4 past past NN work_2p32le2xefgk7mdiaxsaftmnmu 325 5 : : : work_2p32le2xefgk7mdiaxsaftmnmu 325 6 approaches approach NNS work_2p32le2xefgk7mdiaxsaftmnmu 325 7 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 325 8 reproducibility reproducibility NN work_2p32le2xefgk7mdiaxsaftmnmu 325 9 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 325 10 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 325 11 neuroscience neuroscience NN work_2p32le2xefgk7mdiaxsaftmnmu 325 12 . . . work_2p32le2xefgk7mdiaxsaftmnmu 326 1 New New NNP work_2p32le2xefgk7mdiaxsaftmnmu 326 2 York York NNP work_2p32le2xefgk7mdiaxsaftmnmu 326 3 : : : work_2p32le2xefgk7mdiaxsaftmnmu 326 4 Springer Springer NNP work_2p32le2xefgk7mdiaxsaftmnmu 326 5 New New NNP work_2p32le2xefgk7mdiaxsaftmnmu 326 6 York York NNP work_2p32le2xefgk7mdiaxsaftmnmu 326 7 , , , work_2p32le2xefgk7mdiaxsaftmnmu 326 8 73–102 73–102 CD work_2p32le2xefgk7mdiaxsaftmnmu 326 9 . . . work_2p32le2xefgk7mdiaxsaftmnmu 327 1 Davison Davison NNP work_2p32le2xefgk7mdiaxsaftmnmu 327 2 AP AP NNP work_2p32le2xefgk7mdiaxsaftmnmu 327 3 . . . work_2p32le2xefgk7mdiaxsaftmnmu 328 1 2012 2012 CD work_2p32le2xefgk7mdiaxsaftmnmu 328 2 . . . work_2p32le2xefgk7mdiaxsaftmnmu 329 1 Automated automate VBN work_2p32le2xefgk7mdiaxsaftmnmu 329 2 capture capture NN work_2p32le2xefgk7mdiaxsaftmnmu 329 3 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 329 4 experiment experiment NN work_2p32le2xefgk7mdiaxsaftmnmu 329 5 context context NN work_2p32le2xefgk7mdiaxsaftmnmu 329 6 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 329 7 easier easy JJR work_2p32le2xefgk7mdiaxsaftmnmu 329 8 reproducibility reproducibility NN work_2p32le2xefgk7mdiaxsaftmnmu 329 9 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 329 10 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 329 11 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 329 12 . . . work_2p32le2xefgk7mdiaxsaftmnmu 330 1 Computing compute VBG work_2p32le2xefgk7mdiaxsaftmnmu 330 2 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 330 3 Science Science NNP work_2p32le2xefgk7mdiaxsaftmnmu 330 4 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 330 5 Engineering Engineering NNP work_2p32le2xefgk7mdiaxsaftmnmu 330 6 14:48–56 14:48–56 CD work_2p32le2xefgk7mdiaxsaftmnmu 330 7 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 330 8 10.1109 10.1109 CD work_2p32le2xefgk7mdiaxsaftmnmu 330 9 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 330 10 MCSE.2012.41 MCSE.2012.41 NNP work_2p32le2xefgk7mdiaxsaftmnmu 330 11 . . . work_2p32le2xefgk7mdiaxsaftmnmu 331 1 Docker Docker NNP work_2p32le2xefgk7mdiaxsaftmnmu 331 2 Inc. Inc. NNP work_2p32le2xefgk7mdiaxsaftmnmu 331 3 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 331 4 . . . work_2p32le2xefgk7mdiaxsaftmnmu 332 1 Docker Docker NNP work_2p32le2xefgk7mdiaxsaftmnmu 332 2 . . . work_2p32le2xefgk7mdiaxsaftmnmu 333 1 Available available JJ work_2p32le2xefgk7mdiaxsaftmnmu 333 2 at at IN work_2p32le2xefgk7mdiaxsaftmnmu 333 3 https://www.docker.com/ https://www.docker.com/ NN work_2p32le2xefgk7mdiaxsaftmnmu 333 4 . . . work_2p32le2xefgk7mdiaxsaftmnmu 334 1 Donoho Donoho NNP work_2p32le2xefgk7mdiaxsaftmnmu 334 2 DL DL NNP work_2p32le2xefgk7mdiaxsaftmnmu 334 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 334 4 Maleki Maleki NNP work_2p32le2xefgk7mdiaxsaftmnmu 334 5 A A NNP work_2p32le2xefgk7mdiaxsaftmnmu 334 6 , , , work_2p32le2xefgk7mdiaxsaftmnmu 334 7 Rahman Rahman NNP work_2p32le2xefgk7mdiaxsaftmnmu 334 8 IU IU NNP work_2p32le2xefgk7mdiaxsaftmnmu 334 9 , , , work_2p32le2xefgk7mdiaxsaftmnmu 334 10 Shahram Shahram NNP work_2p32le2xefgk7mdiaxsaftmnmu 334 11 M M NNP work_2p32le2xefgk7mdiaxsaftmnmu 334 12 , , , work_2p32le2xefgk7mdiaxsaftmnmu 334 13 Stodden Stodden NNP work_2p32le2xefgk7mdiaxsaftmnmu 334 14 V. V. NNP work_2p32le2xefgk7mdiaxsaftmnmu 334 15 2009 2009 CD work_2p32le2xefgk7mdiaxsaftmnmu 334 16 . . . work_2p32le2xefgk7mdiaxsaftmnmu 335 1 Reproducible Reproducible NNP work_2p32le2xefgk7mdiaxsaftmnmu 335 2 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 335 3 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 335 4 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 335 5 harmonic harmonic JJ work_2p32le2xefgk7mdiaxsaftmnmu 335 6 analysis analysis NN work_2p32le2xefgk7mdiaxsaftmnmu 335 7 . . . work_2p32le2xefgk7mdiaxsaftmnmu 336 1 Computing compute VBG work_2p32le2xefgk7mdiaxsaftmnmu 336 2 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 336 3 Science Science NNP work_2p32le2xefgk7mdiaxsaftmnmu 336 4 Engineering Engineering NNP work_2p32le2xefgk7mdiaxsaftmnmu 336 5 11(1):8–18 11(1):8–18 CD work_2p32le2xefgk7mdiaxsaftmnmu 336 6 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 336 7 10.1109 10.1109 CD work_2p32le2xefgk7mdiaxsaftmnmu 336 8 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 336 9 MCSE.2009.15 mcse.2009.15 JJ work_2p32le2xefgk7mdiaxsaftmnmu 336 10 . . . work_2p32le2xefgk7mdiaxsaftmnmu 337 1 Rougier Rougier NNP work_2p32le2xefgk7mdiaxsaftmnmu 337 2 et et FW work_2p32le2xefgk7mdiaxsaftmnmu 337 3 al al NNP work_2p32le2xefgk7mdiaxsaftmnmu 337 4 . . . work_2p32le2xefgk7mdiaxsaftmnmu 338 1 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 338 2 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 338 3 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 338 4 , , , work_2p32le2xefgk7mdiaxsaftmnmu 338 5 PeerJ PeerJ NNP work_2p32le2xefgk7mdiaxsaftmnmu 338 6 Comput Comput NNP work_2p32le2xefgk7mdiaxsaftmnmu 338 7 . . . work_2p32le2xefgk7mdiaxsaftmnmu 339 1 Sci Sci NNP work_2p32le2xefgk7mdiaxsaftmnmu 339 2 . . NNP work_2p32le2xefgk7mdiaxsaftmnmu 339 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 339 4 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 339 5 10.7717 10.7717 CD work_2p32le2xefgk7mdiaxsaftmnmu 339 6 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 339 7 peerj peerj NNP work_2p32le2xefgk7mdiaxsaftmnmu 339 8 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 339 9 cs.142 cs.142 NNP work_2p32le2xefgk7mdiaxsaftmnmu 339 10 15/17 15/17 CD work_2p32le2xefgk7mdiaxsaftmnmu 339 11 https://peerj.com https://peerj.com ADD work_2p32le2xefgk7mdiaxsaftmnmu 339 12 https://zenodo.org/communities/rescience/ https://zenodo.org/communities/rescience/ NNP work_2p32le2xefgk7mdiaxsaftmnmu 339 13 https://conda.io/ https://conda.io/ NNP work_2p32le2xefgk7mdiaxsaftmnmu 339 14 http://dx.doi.org/10.1038/533452a http://dx.doi.org/10.1038/533452a NNP work_2p32le2xefgk7mdiaxsaftmnmu 339 15 http://dx.doi.org/10.1145/2812803 http://dx.doi.org/10.1145/2812803 CD work_2p32le2xefgk7mdiaxsaftmnmu 339 16 http://dx.doi.org/10.1021/acs.chemmater.7b00799 http://dx.doi.org/10.1021/acs.chemmater.7b00799 NN work_2p32le2xefgk7mdiaxsaftmnmu 339 17 http://dx.doi.org/10.1109/MCSE.2012.41 http://dx.doi.org/10.1109/MCSE.2012.41 NNP work_2p32le2xefgk7mdiaxsaftmnmu 339 18 https://www.docker.com/ https://www.docker.com/ JJ work_2p32le2xefgk7mdiaxsaftmnmu 339 19 http://dx.doi.org/10.1109/MCSE.2009.15 http://dx.doi.org/10.1109/mcse.2009.15 NN work_2p32le2xefgk7mdiaxsaftmnmu 339 20 http://dx.doi.org/10.7717/peerj-cs.142 http://dx.doi.org/10.7717/peerj-cs.142 IN work_2p32le2xefgk7mdiaxsaftmnmu 339 21 Guo Guo NNP work_2p32le2xefgk7mdiaxsaftmnmu 339 22 PJ PJ NNP work_2p32le2xefgk7mdiaxsaftmnmu 339 23 , , , work_2p32le2xefgk7mdiaxsaftmnmu 339 24 Engler Engler NNP work_2p32le2xefgk7mdiaxsaftmnmu 339 25 D. D. NNP work_2p32le2xefgk7mdiaxsaftmnmu 339 26 2011 2011 CD work_2p32le2xefgk7mdiaxsaftmnmu 339 27 . . . work_2p32le2xefgk7mdiaxsaftmnmu 340 1 CDE CDE NNP work_2p32le2xefgk7mdiaxsaftmnmu 340 2 : : : work_2p32le2xefgk7mdiaxsaftmnmu 340 3 using use VBG work_2p32le2xefgk7mdiaxsaftmnmu 340 4 system system NN work_2p32le2xefgk7mdiaxsaftmnmu 340 5 call call VB work_2p32le2xefgk7mdiaxsaftmnmu 340 6 interposition interposition NN work_2p32le2xefgk7mdiaxsaftmnmu 340 7 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 340 8 automatically automatically RB work_2p32le2xefgk7mdiaxsaftmnmu 340 9 create create VB work_2p32le2xefgk7mdiaxsaftmnmu 340 10 portable portable JJ work_2p32le2xefgk7mdiaxsaftmnmu 340 11 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 340 12 packages package NNS work_2p32le2xefgk7mdiaxsaftmnmu 340 13 . . . work_2p32le2xefgk7mdiaxsaftmnmu 341 1 In in IN work_2p32le2xefgk7mdiaxsaftmnmu 341 2 : : : work_2p32le2xefgk7mdiaxsaftmnmu 341 3 Proceedings Proceedings NNP work_2p32le2xefgk7mdiaxsaftmnmu 341 4 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 341 5 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 341 6 2011 2011 CD work_2p32le2xefgk7mdiaxsaftmnmu 341 7 USENIX USENIX NNP work_2p32le2xefgk7mdiaxsaftmnmu 341 8 annual annual JJ work_2p32le2xefgk7mdiaxsaftmnmu 341 9 technical technical JJ work_2p32le2xefgk7mdiaxsaftmnmu 341 10 conference conference NN work_2p32le2xefgk7mdiaxsaftmnmu 341 11 , , , work_2p32le2xefgk7mdiaxsaftmnmu 341 12 USENIX’11 USENIX’11 NNP work_2p32le2xefgk7mdiaxsaftmnmu 341 13 . . . work_2p32le2xefgk7mdiaxsaftmnmu 342 1 Portland Portland NNP work_2p32le2xefgk7mdiaxsaftmnmu 342 2 : : : work_2p32le2xefgk7mdiaxsaftmnmu 342 3 USENIX USENIX NNP work_2p32le2xefgk7mdiaxsaftmnmu 342 4 Association Association NNP work_2p32le2xefgk7mdiaxsaftmnmu 342 5 . . . work_2p32le2xefgk7mdiaxsaftmnmu 343 1 Available available JJ work_2p32le2xefgk7mdiaxsaftmnmu 343 2 at at IN work_2p32le2xefgk7mdiaxsaftmnmu 343 3 http://dl.acm http://dl.acm NN work_2p32le2xefgk7mdiaxsaftmnmu 343 4 . . . work_2p32le2xefgk7mdiaxsaftmnmu 344 1 org org NNP work_2p32le2xefgk7mdiaxsaftmnmu 344 2 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 344 3 citation.cfm?id=2002181.2002202 citation.cfm?id=2002181.2002202 NNP work_2p32le2xefgk7mdiaxsaftmnmu 344 4 . . . work_2p32le2xefgk7mdiaxsaftmnmu 345 1 Halchenko Halchenko NNP work_2p32le2xefgk7mdiaxsaftmnmu 345 2 YO YO NNP work_2p32le2xefgk7mdiaxsaftmnmu 345 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 345 4 Hanke Hanke NNP work_2p32le2xefgk7mdiaxsaftmnmu 345 5 M. M. NNP work_2p32le2xefgk7mdiaxsaftmnmu 345 6 2015 2015 CD work_2p32le2xefgk7mdiaxsaftmnmu 345 7 . . . work_2p32le2xefgk7mdiaxsaftmnmu 346 1 Four four CD work_2p32le2xefgk7mdiaxsaftmnmu 346 2 aspects aspect NNS work_2p32le2xefgk7mdiaxsaftmnmu 346 3 to to TO work_2p32le2xefgk7mdiaxsaftmnmu 346 4 make make VB work_2p32le2xefgk7mdiaxsaftmnmu 346 5 science science NN work_2p32le2xefgk7mdiaxsaftmnmu 346 6 open open JJ work_2p32le2xefgk7mdiaxsaftmnmu 346 7 ‘ ' `` work_2p32le2xefgk7mdiaxsaftmnmu 346 8 ‘ ' `` work_2p32le2xefgk7mdiaxsaftmnmu 346 9 by by IN work_2p32le2xefgk7mdiaxsaftmnmu 346 10 design design NN work_2p32le2xefgk7mdiaxsaftmnmu 346 11 ’ ' '' work_2p32le2xefgk7mdiaxsaftmnmu 346 12 ’ ' '' work_2p32le2xefgk7mdiaxsaftmnmu 346 13 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 346 14 not not RB work_2p32le2xefgk7mdiaxsaftmnmu 346 15 as as IN work_2p32le2xefgk7mdiaxsaftmnmu 346 16 an an DT work_2p32le2xefgk7mdiaxsaftmnmu 346 17 after after NN work_2p32le2xefgk7mdiaxsaftmnmu 346 18 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 346 19 thought thought NN work_2p32le2xefgk7mdiaxsaftmnmu 346 20 . . . work_2p32le2xefgk7mdiaxsaftmnmu 347 1 GigaScience GigaScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 347 2 4(1 4(1 NNP work_2p32le2xefgk7mdiaxsaftmnmu 347 3 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 347 4 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 347 5 10.1186 10.1186 CD work_2p32le2xefgk7mdiaxsaftmnmu 347 6 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 347 7 s13742 s13742 NNP work_2p32le2xefgk7mdiaxsaftmnmu 347 8 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 347 9 015 015 CD work_2p32le2xefgk7mdiaxsaftmnmu 347 10 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 347 11 0072 0072 CD work_2p32le2xefgk7mdiaxsaftmnmu 347 12 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 347 13 7 7 CD work_2p32le2xefgk7mdiaxsaftmnmu 347 14 . . . work_2p32le2xefgk7mdiaxsaftmnmu 348 1 Hinsen Hinsen NNP work_2p32le2xefgk7mdiaxsaftmnmu 348 2 K. K. NNP work_2p32le2xefgk7mdiaxsaftmnmu 348 3 2015 2015 CD work_2p32le2xefgk7mdiaxsaftmnmu 348 4 . . . work_2p32le2xefgk7mdiaxsaftmnmu 349 1 Writing write VBG work_2p32le2xefgk7mdiaxsaftmnmu 349 2 software software NN work_2p32le2xefgk7mdiaxsaftmnmu 349 3 specifications specification NNS work_2p32le2xefgk7mdiaxsaftmnmu 349 4 . . . work_2p32le2xefgk7mdiaxsaftmnmu 350 1 Computing compute VBG work_2p32le2xefgk7mdiaxsaftmnmu 350 2 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 350 3 Science Science NNP work_2p32le2xefgk7mdiaxsaftmnmu 350 4 & & CC work_2p32le2xefgk7mdiaxsaftmnmu 350 5 Engineering Engineering NNP work_2p32le2xefgk7mdiaxsaftmnmu 350 6 17(3):54–61 17(3):54–61 CD work_2p32le2xefgk7mdiaxsaftmnmu 350 7 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 350 8 10.1109 10.1109 CD work_2p32le2xefgk7mdiaxsaftmnmu 350 9 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 350 10 mcse.2015.64 mcse.2015.64 NNP work_2p32le2xefgk7mdiaxsaftmnmu 350 11 . . . work_2p32le2xefgk7mdiaxsaftmnmu 351 1 Ioannidis Ioannidis NNPS work_2p32le2xefgk7mdiaxsaftmnmu 351 2 JPA JPA NNP work_2p32le2xefgk7mdiaxsaftmnmu 351 3 . . . work_2p32le2xefgk7mdiaxsaftmnmu 352 1 2005 2005 CD work_2p32le2xefgk7mdiaxsaftmnmu 352 2 . . . work_2p32le2xefgk7mdiaxsaftmnmu 353 1 Why why WRB work_2p32le2xefgk7mdiaxsaftmnmu 353 2 most most RBS work_2p32le2xefgk7mdiaxsaftmnmu 353 3 published publish VBN work_2p32le2xefgk7mdiaxsaftmnmu 353 4 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 353 5 findings finding NNS work_2p32le2xefgk7mdiaxsaftmnmu 353 6 are be VBP work_2p32le2xefgk7mdiaxsaftmnmu 353 7 false false JJ work_2p32le2xefgk7mdiaxsaftmnmu 353 8 . . . work_2p32le2xefgk7mdiaxsaftmnmu 354 1 PLOS PLOS NNP work_2p32le2xefgk7mdiaxsaftmnmu 354 2 Medicine medicine NN work_2p32le2xefgk7mdiaxsaftmnmu 354 3 2(8):e124 2(8):e124 CD work_2p32le2xefgk7mdiaxsaftmnmu 354 4 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 354 5 10.1371 10.1371 CD work_2p32le2xefgk7mdiaxsaftmnmu 354 6 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 354 7 journal.pmed.0020124 journal.pmed.0020124 NNP work_2p32le2xefgk7mdiaxsaftmnmu 354 8 . . . work_2p32le2xefgk7mdiaxsaftmnmu 355 1 Iqbal Iqbal NNP work_2p32le2xefgk7mdiaxsaftmnmu 355 2 SA SA NNP work_2p32le2xefgk7mdiaxsaftmnmu 355 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 355 4 Wallach Wallach NNP work_2p32le2xefgk7mdiaxsaftmnmu 355 5 JD JD NNP work_2p32le2xefgk7mdiaxsaftmnmu 355 6 , , , work_2p32le2xefgk7mdiaxsaftmnmu 355 7 Khoury Khoury NNP work_2p32le2xefgk7mdiaxsaftmnmu 355 8 MJ MJ NNP work_2p32le2xefgk7mdiaxsaftmnmu 355 9 , , , work_2p32le2xefgk7mdiaxsaftmnmu 355 10 Schully schully RB work_2p32le2xefgk7mdiaxsaftmnmu 355 11 SD SD NNP work_2p32le2xefgk7mdiaxsaftmnmu 355 12 , , , work_2p32le2xefgk7mdiaxsaftmnmu 355 13 Ioannidis Ioannidis NNP work_2p32le2xefgk7mdiaxsaftmnmu 355 14 JPA JPA NNP work_2p32le2xefgk7mdiaxsaftmnmu 355 15 . . . work_2p32le2xefgk7mdiaxsaftmnmu 356 1 2016 2016 CD work_2p32le2xefgk7mdiaxsaftmnmu 356 2 . . . work_2p32le2xefgk7mdiaxsaftmnmu 357 1 Reproducible reproducible JJ work_2p32le2xefgk7mdiaxsaftmnmu 357 2 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 357 3 practices practice NNS work_2p32le2xefgk7mdiaxsaftmnmu 357 4 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 357 5 transparency transparency NN work_2p32le2xefgk7mdiaxsaftmnmu 357 6 across across IN work_2p32le2xefgk7mdiaxsaftmnmu 357 7 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 357 8 biomedical biomedical JJ work_2p32le2xefgk7mdiaxsaftmnmu 357 9 literature literature NN work_2p32le2xefgk7mdiaxsaftmnmu 357 10 . . . work_2p32le2xefgk7mdiaxsaftmnmu 358 1 PLOS PLOS NNP work_2p32le2xefgk7mdiaxsaftmnmu 358 2 Biology Biology NNP work_2p32le2xefgk7mdiaxsaftmnmu 358 3 14(1):e1002333 14(1):e1002333 CD work_2p32le2xefgk7mdiaxsaftmnmu 358 4 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 358 5 10.1371 10.1371 CD work_2p32le2xefgk7mdiaxsaftmnmu 358 6 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 358 7 journal.pbio.1002333 journal.pbio.1002333 NNP work_2p32le2xefgk7mdiaxsaftmnmu 358 8 . . . work_2p32le2xefgk7mdiaxsaftmnmu 359 1 Janz Janz NNP work_2p32le2xefgk7mdiaxsaftmnmu 359 2 N. N. NNP work_2p32le2xefgk7mdiaxsaftmnmu 359 3 2015 2015 CD work_2p32le2xefgk7mdiaxsaftmnmu 359 4 . . . work_2p32le2xefgk7mdiaxsaftmnmu 360 1 Bringing bring VBG work_2p32le2xefgk7mdiaxsaftmnmu 360 2 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 360 3 gold gold JJ work_2p32le2xefgk7mdiaxsaftmnmu 360 4 standard standard NN work_2p32le2xefgk7mdiaxsaftmnmu 360 5 into into IN work_2p32le2xefgk7mdiaxsaftmnmu 360 6 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 360 7 class class NN work_2p32le2xefgk7mdiaxsaftmnmu 360 8 room room NN work_2p32le2xefgk7mdiaxsaftmnmu 360 9 : : : work_2p32le2xefgk7mdiaxsaftmnmu 360 10 replication replication NN work_2p32le2xefgk7mdiaxsaftmnmu 360 11 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 360 12 university university NN work_2p32le2xefgk7mdiaxsaftmnmu 360 13 teaching teaching NN work_2p32le2xefgk7mdiaxsaftmnmu 360 14 . . . work_2p32le2xefgk7mdiaxsaftmnmu 361 1 International International NNP work_2p32le2xefgk7mdiaxsaftmnmu 361 2 Studies Studies NNPS work_2p32le2xefgk7mdiaxsaftmnmu 361 3 Perspectives Perspectives NNPS work_2p32le2xefgk7mdiaxsaftmnmu 361 4 Epub Epub NNP work_2p32le2xefgk7mdiaxsaftmnmu 361 5 ahead ahead RB work_2p32le2xefgk7mdiaxsaftmnmu 361 6 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 361 7 print print NN work_2p32le2xefgk7mdiaxsaftmnmu 361 8 Mar Mar NNP work_2p32le2xefgk7mdiaxsaftmnmu 361 9 9 9 CD work_2p32le2xefgk7mdiaxsaftmnmu 361 10 2015 2015 CD work_2p32le2xefgk7mdiaxsaftmnmu 361 11 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 361 12 10.1111 10.1111 CD work_2p32le2xefgk7mdiaxsaftmnmu 361 13 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 361 14 insp.12104 insp.12104 CD work_2p32le2xefgk7mdiaxsaftmnmu 361 15 . . . work_2p32le2xefgk7mdiaxsaftmnmu 362 1 Kitzes Kitzes NNP work_2p32le2xefgk7mdiaxsaftmnmu 362 2 J J NNP work_2p32le2xefgk7mdiaxsaftmnmu 362 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 362 4 Turek Turek NNP work_2p32le2xefgk7mdiaxsaftmnmu 362 5 D D NNP work_2p32le2xefgk7mdiaxsaftmnmu 362 6 , , , work_2p32le2xefgk7mdiaxsaftmnmu 362 7 Deniz Deniz NNP work_2p32le2xefgk7mdiaxsaftmnmu 362 8 F F NNP work_2p32le2xefgk7mdiaxsaftmnmu 362 9 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 362 10 eds eds NNP work_2p32le2xefgk7mdiaxsaftmnmu 362 11 . . . work_2p32le2xefgk7mdiaxsaftmnmu 362 12 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 363 1 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 363 2 . . . work_2p32le2xefgk7mdiaxsaftmnmu 364 1 The the DT work_2p32le2xefgk7mdiaxsaftmnmu 364 2 practice practice NN work_2p32le2xefgk7mdiaxsaftmnmu 364 3 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 364 4 reproducible reproducible NN work_2p32le2xefgk7mdiaxsaftmnmu 364 5 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 364 6 : : : work_2p32le2xefgk7mdiaxsaftmnmu 364 7 case case NN work_2p32le2xefgk7mdiaxsaftmnmu 364 8 studies study NNS work_2p32le2xefgk7mdiaxsaftmnmu 364 9 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 364 10 lessons lesson NNS work_2p32le2xefgk7mdiaxsaftmnmu 364 11 from from IN work_2p32le2xefgk7mdiaxsaftmnmu 364 12 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 364 13 data data NN work_2p32le2xefgk7mdiaxsaftmnmu 364 14 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 364 15 intensive intensive JJ work_2p32le2xefgk7mdiaxsaftmnmu 364 16 sciences science NNS work_2p32le2xefgk7mdiaxsaftmnmu 364 17 . . . work_2p32le2xefgk7mdiaxsaftmnmu 365 1 Oakland Oakland NNP work_2p32le2xefgk7mdiaxsaftmnmu 365 2 : : : work_2p32le2xefgk7mdiaxsaftmnmu 365 3 University University NNP work_2p32le2xefgk7mdiaxsaftmnmu 365 4 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 365 5 California California NNP work_2p32le2xefgk7mdiaxsaftmnmu 365 6 Press Press NNP work_2p32le2xefgk7mdiaxsaftmnmu 365 7 . . . work_2p32le2xefgk7mdiaxsaftmnmu 366 1 Lindholm Lindholm NNP work_2p32le2xefgk7mdiaxsaftmnmu 366 2 T T NNP work_2p32le2xefgk7mdiaxsaftmnmu 366 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 366 4 Yellin Yellin NNP work_2p32le2xefgk7mdiaxsaftmnmu 366 5 F. F. NNP work_2p32le2xefgk7mdiaxsaftmnmu 366 6 1999 1999 CD work_2p32le2xefgk7mdiaxsaftmnmu 366 7 . . . work_2p32le2xefgk7mdiaxsaftmnmu 367 1 Java Java NNP work_2p32le2xefgk7mdiaxsaftmnmu 367 2 virtual virtual JJ work_2p32le2xefgk7mdiaxsaftmnmu 367 3 machine machine NN work_2p32le2xefgk7mdiaxsaftmnmu 367 4 specification specification NN work_2p32le2xefgk7mdiaxsaftmnmu 367 5 . . . work_2p32le2xefgk7mdiaxsaftmnmu 368 1 Second Second NNP work_2p32le2xefgk7mdiaxsaftmnmu 368 2 Edition Edition NNP work_2p32le2xefgk7mdiaxsaftmnmu 368 3 . . . work_2p32le2xefgk7mdiaxsaftmnmu 369 1 Boston Boston NNP work_2p32le2xefgk7mdiaxsaftmnmu 369 2 : : : work_2p32le2xefgk7mdiaxsaftmnmu 369 3 Addison Addison NNP work_2p32le2xefgk7mdiaxsaftmnmu 369 4 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 369 5 Wesley Wesley NNP work_2p32le2xefgk7mdiaxsaftmnmu 369 6 Longman Longman NNP work_2p32le2xefgk7mdiaxsaftmnmu 369 7 Publishing Publishing NNP work_2p32le2xefgk7mdiaxsaftmnmu 369 8 Co. Co. NNP work_2p32le2xefgk7mdiaxsaftmnmu 369 9 , , , work_2p32le2xefgk7mdiaxsaftmnmu 369 10 Inc. Inc. NNP work_2p32le2xefgk7mdiaxsaftmnmu 369 11 Manninen Manninen NNP work_2p32le2xefgk7mdiaxsaftmnmu 369 12 T T NNP work_2p32le2xefgk7mdiaxsaftmnmu 369 13 , , , work_2p32le2xefgk7mdiaxsaftmnmu 369 14 Havela Havela NNP work_2p32le2xefgk7mdiaxsaftmnmu 369 15 R R NNP work_2p32le2xefgk7mdiaxsaftmnmu 369 16 , , , work_2p32le2xefgk7mdiaxsaftmnmu 369 17 Linne Linne NNP work_2p32le2xefgk7mdiaxsaftmnmu 369 18 M M NNP work_2p32le2xefgk7mdiaxsaftmnmu 369 19 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 369 20 L. L. NNP work_2p32le2xefgk7mdiaxsaftmnmu 369 21 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 369 22 . . . work_2p32le2xefgk7mdiaxsaftmnmu 370 1 Reproducibility reproducibility NN work_2p32le2xefgk7mdiaxsaftmnmu 370 2 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 370 3 comparability comparability NN work_2p32le2xefgk7mdiaxsaftmnmu 370 4 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 370 5 com- com- NN work_2p32le2xefgk7mdiaxsaftmnmu 370 6 putational putational JJ work_2p32le2xefgk7mdiaxsaftmnmu 370 7 models model NNS work_2p32le2xefgk7mdiaxsaftmnmu 370 8 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 370 9 astrocyte astrocyte NNP work_2p32le2xefgk7mdiaxsaftmnmu 370 10 calcium calcium NN work_2p32le2xefgk7mdiaxsaftmnmu 370 11 excitability excitability NN work_2p32le2xefgk7mdiaxsaftmnmu 370 12 . . . work_2p32le2xefgk7mdiaxsaftmnmu 371 1 Frontiers Frontiers NNP work_2p32le2xefgk7mdiaxsaftmnmu 371 2 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 371 3 Neuroinformatics Neuroinformatics NNP work_2p32le2xefgk7mdiaxsaftmnmu 371 4 11:11 11:11 CD work_2p32le2xefgk7mdiaxsaftmnmu 371 5 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 371 6 10.3389 10.3389 CD work_2p32le2xefgk7mdiaxsaftmnmu 371 7 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 371 8 fninf.2017.00011 fninf.2017.00011 CD work_2p32le2xefgk7mdiaxsaftmnmu 371 9 . . . work_2p32le2xefgk7mdiaxsaftmnmu 372 1 Mesnard Mesnard NNP work_2p32le2xefgk7mdiaxsaftmnmu 372 2 O O NNP work_2p32le2xefgk7mdiaxsaftmnmu 372 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 372 4 Barba Barba NNP work_2p32le2xefgk7mdiaxsaftmnmu 372 5 LA LA NNP work_2p32le2xefgk7mdiaxsaftmnmu 372 6 . . . work_2p32le2xefgk7mdiaxsaftmnmu 373 1 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 373 2 . . . work_2p32le2xefgk7mdiaxsaftmnmu 374 1 Reproducible reproducible JJ work_2p32le2xefgk7mdiaxsaftmnmu 374 2 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 374 3 replicable replicable JJ work_2p32le2xefgk7mdiaxsaftmnmu 374 4 CFD CFD NNP work_2p32le2xefgk7mdiaxsaftmnmu 374 5 : : : work_2p32le2xefgk7mdiaxsaftmnmu 374 6 it -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 374 7 ’s ’ VBZ work_2p32le2xefgk7mdiaxsaftmnmu 374 8 harder hard JJR work_2p32le2xefgk7mdiaxsaftmnmu 374 9 than than IN work_2p32le2xefgk7mdiaxsaftmnmu 374 10 you -PRON- PRP work_2p32le2xefgk7mdiaxsaftmnmu 374 11 think think VBP work_2p32le2xefgk7mdiaxsaftmnmu 374 12 . . . work_2p32le2xefgk7mdiaxsaftmnmu 375 1 IEEE IEEE NNP work_2p32le2xefgk7mdiaxsaftmnmu 375 2 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 375 3 AIP AIP NNP work_2p32le2xefgk7mdiaxsaftmnmu 375 4 Computing Computing NNP work_2p32le2xefgk7mdiaxsaftmnmu 375 5 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 375 6 Science Science NNP work_2p32le2xefgk7mdiaxsaftmnmu 375 7 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 375 8 Engineering Engineering NNP work_2p32le2xefgk7mdiaxsaftmnmu 375 9 19(4):44–55 19(4):44–55 CD work_2p32le2xefgk7mdiaxsaftmnmu 375 10 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 375 11 10.1109 10.1109 CD work_2p32le2xefgk7mdiaxsaftmnmu 375 12 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 375 13 mcse.2017.3151254 mcse.2017.3151254 NNP work_2p32le2xefgk7mdiaxsaftmnmu 375 14 . . . work_2p32le2xefgk7mdiaxsaftmnmu 376 1 Munafò Munafò NNP work_2p32le2xefgk7mdiaxsaftmnmu 376 2 MR MR NNP work_2p32le2xefgk7mdiaxsaftmnmu 376 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 376 4 Nosek Nosek NNP work_2p32le2xefgk7mdiaxsaftmnmu 376 5 BA BA NNP work_2p32le2xefgk7mdiaxsaftmnmu 376 6 , , , work_2p32le2xefgk7mdiaxsaftmnmu 376 7 Bishop Bishop NNP work_2p32le2xefgk7mdiaxsaftmnmu 376 8 DVM DVM NNP work_2p32le2xefgk7mdiaxsaftmnmu 376 9 , , , work_2p32le2xefgk7mdiaxsaftmnmu 376 10 Button Button NNP work_2p32le2xefgk7mdiaxsaftmnmu 376 11 KS KS NNP work_2p32le2xefgk7mdiaxsaftmnmu 376 12 , , , work_2p32le2xefgk7mdiaxsaftmnmu 376 13 Chambers Chambers NNP work_2p32le2xefgk7mdiaxsaftmnmu 376 14 CD CD NNP work_2p32le2xefgk7mdiaxsaftmnmu 376 15 , , , work_2p32le2xefgk7mdiaxsaftmnmu 376 16 Du Du NNP work_2p32le2xefgk7mdiaxsaftmnmu 376 17 Sert Sert NNP work_2p32le2xefgk7mdiaxsaftmnmu 376 18 NP NP NNP work_2p32le2xefgk7mdiaxsaftmnmu 376 19 , , , work_2p32le2xefgk7mdiaxsaftmnmu 376 20 Simon- Simon- NNP work_2p32le2xefgk7mdiaxsaftmnmu 376 21 sohn sohn NNP work_2p32le2xefgk7mdiaxsaftmnmu 376 22 U U NNP work_2p32le2xefgk7mdiaxsaftmnmu 376 23 , , , work_2p32le2xefgk7mdiaxsaftmnmu 376 24 Wagenmakers Wagenmakers NNP work_2p32le2xefgk7mdiaxsaftmnmu 376 25 E E NNP work_2p32le2xefgk7mdiaxsaftmnmu 376 26 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 376 27 J J NNP work_2p32le2xefgk7mdiaxsaftmnmu 376 28 , , , work_2p32le2xefgk7mdiaxsaftmnmu 376 29 Ware Ware NNP work_2p32le2xefgk7mdiaxsaftmnmu 376 30 JJ JJ NNP work_2p32le2xefgk7mdiaxsaftmnmu 376 31 , , , work_2p32le2xefgk7mdiaxsaftmnmu 376 32 Ioannidis Ioannidis NNP work_2p32le2xefgk7mdiaxsaftmnmu 376 33 JPA JPA NNP work_2p32le2xefgk7mdiaxsaftmnmu 376 34 . . . work_2p32le2xefgk7mdiaxsaftmnmu 377 1 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 377 2 . . . work_2p32le2xefgk7mdiaxsaftmnmu 378 1 A a DT work_2p32le2xefgk7mdiaxsaftmnmu 378 2 manifesto manifesto NN work_2p32le2xefgk7mdiaxsaftmnmu 378 3 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 378 4 repro- repro- NN work_2p32le2xefgk7mdiaxsaftmnmu 378 5 ducible ducible JJ work_2p32le2xefgk7mdiaxsaftmnmu 378 6 science science NN work_2p32le2xefgk7mdiaxsaftmnmu 378 7 . . . work_2p32le2xefgk7mdiaxsaftmnmu 379 1 Nature Nature NNP work_2p32le2xefgk7mdiaxsaftmnmu 379 2 Human Human NNP work_2p32le2xefgk7mdiaxsaftmnmu 379 3 Behaviour Behaviour NNP work_2p32le2xefgk7mdiaxsaftmnmu 379 4 1(1):0021 1(1):0021 CD work_2p32le2xefgk7mdiaxsaftmnmu 379 5 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 379 6 10.1038 10.1038 CD work_2p32le2xefgk7mdiaxsaftmnmu 379 7 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 379 8 s41562 s41562 NNP work_2p32le2xefgk7mdiaxsaftmnmu 379 9 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 379 10 016 016 CD work_2p32le2xefgk7mdiaxsaftmnmu 379 11 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 379 12 0021 0021 CD work_2p32le2xefgk7mdiaxsaftmnmu 379 13 . . . work_2p32le2xefgk7mdiaxsaftmnmu 380 1 Murta Murta NNP work_2p32le2xefgk7mdiaxsaftmnmu 380 2 L L NNP work_2p32le2xefgk7mdiaxsaftmnmu 380 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 380 4 Braganholo Braganholo NNP work_2p32le2xefgk7mdiaxsaftmnmu 380 5 V V NNP work_2p32le2xefgk7mdiaxsaftmnmu 380 6 , , , work_2p32le2xefgk7mdiaxsaftmnmu 380 7 Chirigati Chirigati NNP work_2p32le2xefgk7mdiaxsaftmnmu 380 8 F F NNP work_2p32le2xefgk7mdiaxsaftmnmu 380 9 , , , work_2p32le2xefgk7mdiaxsaftmnmu 380 10 Koop Koop NNP work_2p32le2xefgk7mdiaxsaftmnmu 380 11 D D NNP work_2p32le2xefgk7mdiaxsaftmnmu 380 12 , , , work_2p32le2xefgk7mdiaxsaftmnmu 380 13 Freire Freire NNP work_2p32le2xefgk7mdiaxsaftmnmu 380 14 J. J. NNP work_2p32le2xefgk7mdiaxsaftmnmu 381 1 2015 2015 CD work_2p32le2xefgk7mdiaxsaftmnmu 381 2 . . . work_2p32le2xefgk7mdiaxsaftmnmu 381 3 noWorkflow noworkflow UH work_2p32le2xefgk7mdiaxsaftmnmu 381 4 : : : work_2p32le2xefgk7mdiaxsaftmnmu 381 5 capturing capture VBG work_2p32le2xefgk7mdiaxsaftmnmu 381 6 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 381 7 analyzing analyze VBG work_2p32le2xefgk7mdiaxsaftmnmu 381 8 provenance provenance NN work_2p32le2xefgk7mdiaxsaftmnmu 381 9 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 381 10 scripts script NNS work_2p32le2xefgk7mdiaxsaftmnmu 381 11 . . . work_2p32le2xefgk7mdiaxsaftmnmu 382 1 In in IN work_2p32le2xefgk7mdiaxsaftmnmu 382 2 : : : work_2p32le2xefgk7mdiaxsaftmnmu 382 3 Provenance provenance NN work_2p32le2xefgk7mdiaxsaftmnmu 382 4 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 382 5 annotation annotation NN work_2p32le2xefgk7mdiaxsaftmnmu 382 6 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 382 7 data datum NNS work_2p32le2xefgk7mdiaxsaftmnmu 382 8 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 382 9 processes process NNS work_2p32le2xefgk7mdiaxsaftmnmu 382 10 . . . work_2p32le2xefgk7mdiaxsaftmnmu 383 1 Lecture lecture NN work_2p32le2xefgk7mdiaxsaftmnmu 383 2 notes note NNS work_2p32le2xefgk7mdiaxsaftmnmu 383 3 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 383 4 computer computer NN work_2p32le2xefgk7mdiaxsaftmnmu 383 5 science science NN work_2p32le2xefgk7mdiaxsaftmnmu 383 6 , , , work_2p32le2xefgk7mdiaxsaftmnmu 383 7 vol vol NNP work_2p32le2xefgk7mdiaxsaftmnmu 383 8 . . . work_2p32le2xefgk7mdiaxsaftmnmu 384 1 8628 8628 CD work_2p32le2xefgk7mdiaxsaftmnmu 384 2 . . . work_2p32le2xefgk7mdiaxsaftmnmu 385 1 Berlin Berlin NNP work_2p32le2xefgk7mdiaxsaftmnmu 385 2 : : : work_2p32le2xefgk7mdiaxsaftmnmu 385 3 Springer Springer NNP work_2p32le2xefgk7mdiaxsaftmnmu 385 4 International International NNP work_2p32le2xefgk7mdiaxsaftmnmu 385 5 Publishing Publishing NNP work_2p32le2xefgk7mdiaxsaftmnmu 385 6 , , , work_2p32le2xefgk7mdiaxsaftmnmu 385 7 71–83 71–83 CD work_2p32le2xefgk7mdiaxsaftmnmu 385 8 . . . work_2p32le2xefgk7mdiaxsaftmnmu 386 1 Open open JJ work_2p32le2xefgk7mdiaxsaftmnmu 386 2 Science Science NNP work_2p32le2xefgk7mdiaxsaftmnmu 386 3 Collaboration Collaboration NNP work_2p32le2xefgk7mdiaxsaftmnmu 386 4 . . . work_2p32le2xefgk7mdiaxsaftmnmu 387 1 2015 2015 CD work_2p32le2xefgk7mdiaxsaftmnmu 387 2 . . . work_2p32le2xefgk7mdiaxsaftmnmu 388 1 Estimating estimate VBG work_2p32le2xefgk7mdiaxsaftmnmu 388 2 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 388 3 reproducibility reproducibility NN work_2p32le2xefgk7mdiaxsaftmnmu 388 4 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 388 5 psychological psychological JJ work_2p32le2xefgk7mdiaxsaftmnmu 388 6 science science NN work_2p32le2xefgk7mdiaxsaftmnmu 388 7 . . . work_2p32le2xefgk7mdiaxsaftmnmu 389 1 Science science NN work_2p32le2xefgk7mdiaxsaftmnmu 389 2 349(6251):aac4716–aac4716 349(6251):aac4716–aac4716 CD work_2p32le2xefgk7mdiaxsaftmnmu 389 3 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 389 4 10.1126 10.1126 CD work_2p32le2xefgk7mdiaxsaftmnmu 389 5 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 389 6 science.aac4716 science.aac4716 NNP work_2p32le2xefgk7mdiaxsaftmnmu 389 7 . . . work_2p32le2xefgk7mdiaxsaftmnmu 390 1 Perkel Perkel NNP work_2p32le2xefgk7mdiaxsaftmnmu 390 2 J. J. NNP work_2p32le2xefgk7mdiaxsaftmnmu 391 1 2016 2016 CD work_2p32le2xefgk7mdiaxsaftmnmu 391 2 . . . work_2p32le2xefgk7mdiaxsaftmnmu 392 1 Democratic democratic JJ work_2p32le2xefgk7mdiaxsaftmnmu 392 2 databases database NNS work_2p32le2xefgk7mdiaxsaftmnmu 392 3 : : : work_2p32le2xefgk7mdiaxsaftmnmu 392 4 science science NN work_2p32le2xefgk7mdiaxsaftmnmu 392 5 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 392 6 GitHub GitHub NNP work_2p32le2xefgk7mdiaxsaftmnmu 392 7 . . . work_2p32le2xefgk7mdiaxsaftmnmu 393 1 Nature Nature NNP work_2p32le2xefgk7mdiaxsaftmnmu 393 2 538(7623):127–128 538(7623):127–128 NNP work_2p32le2xefgk7mdiaxsaftmnmu 393 3 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 393 4 10.1038/538127a 10.1038/538127a NN work_2p32le2xefgk7mdiaxsaftmnmu 393 5 . . . work_2p32le2xefgk7mdiaxsaftmnmu 394 1 Sandve Sandve NNP work_2p32le2xefgk7mdiaxsaftmnmu 394 2 GK GK NNP work_2p32le2xefgk7mdiaxsaftmnmu 394 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 394 4 Nekrutenko Nekrutenko NNP work_2p32le2xefgk7mdiaxsaftmnmu 394 5 A A NNP work_2p32le2xefgk7mdiaxsaftmnmu 394 6 , , , work_2p32le2xefgk7mdiaxsaftmnmu 394 7 Taylor Taylor NNP work_2p32le2xefgk7mdiaxsaftmnmu 394 8 J J NNP work_2p32le2xefgk7mdiaxsaftmnmu 394 9 , , , work_2p32le2xefgk7mdiaxsaftmnmu 394 10 Hovig Hovig NNP work_2p32le2xefgk7mdiaxsaftmnmu 394 11 E. E. NNP work_2p32le2xefgk7mdiaxsaftmnmu 394 12 2013 2013 CD work_2p32le2xefgk7mdiaxsaftmnmu 394 13 . . . work_2p32le2xefgk7mdiaxsaftmnmu 395 1 Ten ten CD work_2p32le2xefgk7mdiaxsaftmnmu 395 2 simple simple JJ work_2p32le2xefgk7mdiaxsaftmnmu 395 3 rules rule NNS work_2p32le2xefgk7mdiaxsaftmnmu 395 4 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 395 5 repro- repro- FW work_2p32le2xefgk7mdiaxsaftmnmu 395 6 ducible ducible JJ work_2p32le2xefgk7mdiaxsaftmnmu 395 7 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 395 8 research research NN work_2p32le2xefgk7mdiaxsaftmnmu 395 9 . . . work_2p32le2xefgk7mdiaxsaftmnmu 396 1 PLOS PLOS NNP work_2p32le2xefgk7mdiaxsaftmnmu 396 2 Compututational Compututational NNP work_2p32le2xefgk7mdiaxsaftmnmu 396 3 Biology biology NN work_2p32le2xefgk7mdiaxsaftmnmu 396 4 9(10):e1003285 9(10):e1003285 CD work_2p32le2xefgk7mdiaxsaftmnmu 396 5 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 396 6 10.1371 10.1371 CD work_2p32le2xefgk7mdiaxsaftmnmu 396 7 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 396 8 journal.pcbi.1003285 journal.pcbi.1003285 NNP work_2p32le2xefgk7mdiaxsaftmnmu 396 9 . . . work_2p32le2xefgk7mdiaxsaftmnmu 397 1 Smith Smith NNP work_2p32le2xefgk7mdiaxsaftmnmu 397 2 AM AM NNP work_2p32le2xefgk7mdiaxsaftmnmu 397 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 397 4 Niemeyer Niemeyer NNP work_2p32le2xefgk7mdiaxsaftmnmu 397 5 KE KE NNP work_2p32le2xefgk7mdiaxsaftmnmu 397 6 , , , work_2p32le2xefgk7mdiaxsaftmnmu 397 7 Katz Katz NNP work_2p32le2xefgk7mdiaxsaftmnmu 397 8 DS DS NNP work_2p32le2xefgk7mdiaxsaftmnmu 397 9 , , , work_2p32le2xefgk7mdiaxsaftmnmu 397 10 Barba Barba NNP work_2p32le2xefgk7mdiaxsaftmnmu 397 11 LA LA NNP work_2p32le2xefgk7mdiaxsaftmnmu 397 12 , , , work_2p32le2xefgk7mdiaxsaftmnmu 397 13 Githinji Githinji NNP work_2p32le2xefgk7mdiaxsaftmnmu 397 14 G G NNP work_2p32le2xefgk7mdiaxsaftmnmu 397 15 , , , work_2p32le2xefgk7mdiaxsaftmnmu 397 16 Gymrek Gymrek NNP work_2p32le2xefgk7mdiaxsaftmnmu 397 17 M M NNP work_2p32le2xefgk7mdiaxsaftmnmu 397 18 , , , work_2p32le2xefgk7mdiaxsaftmnmu 397 19 Huff Huff NNP work_2p32le2xefgk7mdiaxsaftmnmu 397 20 KD KD NNP work_2p32le2xefgk7mdiaxsaftmnmu 397 21 , , , work_2p32le2xefgk7mdiaxsaftmnmu 397 22 Madan Madan NNP work_2p32le2xefgk7mdiaxsaftmnmu 397 23 CR CR NNP work_2p32le2xefgk7mdiaxsaftmnmu 397 24 , , , work_2p32le2xefgk7mdiaxsaftmnmu 397 25 Cabunoc Cabunoc NNP work_2p32le2xefgk7mdiaxsaftmnmu 397 26 Mayes Mayes NNP work_2p32le2xefgk7mdiaxsaftmnmu 397 27 A A NNP work_2p32le2xefgk7mdiaxsaftmnmu 397 28 , , , work_2p32le2xefgk7mdiaxsaftmnmu 397 29 Moerman Moerman NNP work_2p32le2xefgk7mdiaxsaftmnmu 397 30 KM KM NNP work_2p32le2xefgk7mdiaxsaftmnmu 397 31 , , , work_2p32le2xefgk7mdiaxsaftmnmu 397 32 Prins Prins NNP work_2p32le2xefgk7mdiaxsaftmnmu 397 33 P p NN work_2p32le2xefgk7mdiaxsaftmnmu 397 34 , , , work_2p32le2xefgk7mdiaxsaftmnmu 397 35 Ram Ram NNP work_2p32le2xefgk7mdiaxsaftmnmu 397 36 K K NNP work_2p32le2xefgk7mdiaxsaftmnmu 397 37 , , , work_2p32le2xefgk7mdiaxsaftmnmu 397 38 Rokem Rokem NNP work_2p32le2xefgk7mdiaxsaftmnmu 397 39 A A NNP work_2p32le2xefgk7mdiaxsaftmnmu 397 40 , , , work_2p32le2xefgk7mdiaxsaftmnmu 397 41 Teal Teal NNP work_2p32le2xefgk7mdiaxsaftmnmu 397 42 TK TK NNP work_2p32le2xefgk7mdiaxsaftmnmu 397 43 , , , work_2p32le2xefgk7mdiaxsaftmnmu 397 44 Valls Valls NNP work_2p32le2xefgk7mdiaxsaftmnmu 397 45 Rougier Rougier NNP work_2p32le2xefgk7mdiaxsaftmnmu 397 46 et et FW work_2p32le2xefgk7mdiaxsaftmnmu 397 47 al al NNP work_2p32le2xefgk7mdiaxsaftmnmu 397 48 . . . work_2p32le2xefgk7mdiaxsaftmnmu 398 1 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 398 2 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 398 3 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 398 4 , , , work_2p32le2xefgk7mdiaxsaftmnmu 398 5 PeerJ PeerJ NNP work_2p32le2xefgk7mdiaxsaftmnmu 398 6 Comput Comput NNP work_2p32le2xefgk7mdiaxsaftmnmu 398 7 . . . work_2p32le2xefgk7mdiaxsaftmnmu 399 1 Sci Sci NNP work_2p32le2xefgk7mdiaxsaftmnmu 399 2 . . NNP work_2p32le2xefgk7mdiaxsaftmnmu 399 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 399 4 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 399 5 10.7717 10.7717 CD work_2p32le2xefgk7mdiaxsaftmnmu 399 6 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 399 7 peerj peerj NNP work_2p32le2xefgk7mdiaxsaftmnmu 399 8 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 399 9 cs.142 cs.142 NNP work_2p32le2xefgk7mdiaxsaftmnmu 399 10 16/17 16/17 CD work_2p32le2xefgk7mdiaxsaftmnmu 399 11 https://peerj.com https://peerj.com NNP work_2p32le2xefgk7mdiaxsaftmnmu 399 12 http://dl.acm.org/citation.cfm?id=2002181.2002202 http://dl.acm.org/citation.cfm?id=2002181.2002202 NNS work_2p32le2xefgk7mdiaxsaftmnmu 399 13 http://dl.acm.org/citation.cfm?id=2002181.2002202 http://dl.acm.org/citation.cfm?id=2002181.2002202 VBZ work_2p32le2xefgk7mdiaxsaftmnmu 399 14 http://dx.doi.org/10.1186/s13742-015-0072-7 http://dx.doi.org/10.1186/s13742-015-0072-7 NNP work_2p32le2xefgk7mdiaxsaftmnmu 399 15 http://dx.doi.org/10.1109/mcse.2015.64 http://dx.doi.org/10.1109/mcse.2015.64 NNP work_2p32le2xefgk7mdiaxsaftmnmu 399 16 http://dx.doi.org/10.1371/journal.pmed.0020124 http://dx.doi.org/10.1371/journal.pmed.0020124 NNP work_2p32le2xefgk7mdiaxsaftmnmu 399 17 http://dx.doi.org/10.1371/journal.pbio.1002333 http://dx.doi.org/10.1371/journal.pbio.1002333 NNP work_2p32le2xefgk7mdiaxsaftmnmu 399 18 http://dx.doi.org/10.1111/insp.12104 http://dx.doi.org/10.1111/insp.12104 NN work_2p32le2xefgk7mdiaxsaftmnmu 399 19 http://dx.doi.org/10.3389/fninf.2017.00011 http://dx.doi.org/10.3389/fninf.2017.00011 NNP work_2p32le2xefgk7mdiaxsaftmnmu 399 20 http://dx.doi.org/10.1109/mcse.2017.3151254 http://dx.doi.org/10.1109/mcse.2017.3151254 NNP work_2p32le2xefgk7mdiaxsaftmnmu 399 21 http://dx.doi.org/10.1038/s41562-016-0021 http://dx.doi.org/10.1038/s41562-016-0021 VB work_2p32le2xefgk7mdiaxsaftmnmu 399 22 http://dx.doi.org/10.1126/science.aac4716 http://dx.doi.org/10.1126/science.aac4716 NNP work_2p32le2xefgk7mdiaxsaftmnmu 399 23 http://dx.doi.org/10.1038/538127a http://dx.doi.org/10.1038/538127a NNP work_2p32le2xefgk7mdiaxsaftmnmu 399 24 http://dx.doi.org/10.1371/journal.pcbi.1003285 http://dx.doi.org/10.1371/journal.pcbi.1003285 NNP work_2p32le2xefgk7mdiaxsaftmnmu 399 25 http://dx.doi.org/10.7717/peerj-cs.142 http://dx.doi.org/10.7717/peerj-cs.142 NNP work_2p32le2xefgk7mdiaxsaftmnmu 399 26 Guimera Guimera NNP work_2p32le2xefgk7mdiaxsaftmnmu 399 27 R R NNP work_2p32le2xefgk7mdiaxsaftmnmu 399 28 , , , work_2p32le2xefgk7mdiaxsaftmnmu 399 29 Vanderplas Vanderplas NNP work_2p32le2xefgk7mdiaxsaftmnmu 399 30 JT JT NNP work_2p32le2xefgk7mdiaxsaftmnmu 399 31 . . . work_2p32le2xefgk7mdiaxsaftmnmu 400 1 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 400 2 . . . work_2p32le2xefgk7mdiaxsaftmnmu 401 1 Journal Journal NNP work_2p32le2xefgk7mdiaxsaftmnmu 401 2 of of IN work_2p32le2xefgk7mdiaxsaftmnmu 401 3 Open Open NNP work_2p32le2xefgk7mdiaxsaftmnmu 401 4 Source Source NNP work_2p32le2xefgk7mdiaxsaftmnmu 401 5 Software Software NNP work_2p32le2xefgk7mdiaxsaftmnmu 401 6 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 401 7 JOSS JOSS NNP work_2p32le2xefgk7mdiaxsaftmnmu 401 8 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 401 9 : : : work_2p32le2xefgk7mdiaxsaftmnmu 401 10 design design NN work_2p32le2xefgk7mdiaxsaftmnmu 401 11 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 401 12 first first JJ work_2p32le2xefgk7mdiaxsaftmnmu 401 13 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 401 14 year year NN work_2p32le2xefgk7mdiaxsaftmnmu 401 15 review review NN work_2p32le2xefgk7mdiaxsaftmnmu 401 16 . . . work_2p32le2xefgk7mdiaxsaftmnmu 402 1 ArXiv ArXiv NNP work_2p32le2xefgk7mdiaxsaftmnmu 402 2 preprint preprint NN work_2p32le2xefgk7mdiaxsaftmnmu 402 3 . . . work_2p32le2xefgk7mdiaxsaftmnmu 403 1 arXiv:1707.02264 arXiv:1707.02264 NNP work_2p32le2xefgk7mdiaxsaftmnmu 403 2 . . . work_2p32le2xefgk7mdiaxsaftmnmu 404 1 Stachelek Stachelek NNP work_2p32le2xefgk7mdiaxsaftmnmu 404 2 J. J. NNP work_2p32le2xefgk7mdiaxsaftmnmu 405 1 2016 2016 CD work_2p32le2xefgk7mdiaxsaftmnmu 405 2 . . . work_2p32le2xefgk7mdiaxsaftmnmu 406 1 [ [ -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 406 2 Re re IN work_2p32le2xefgk7mdiaxsaftmnmu 406 3 ] ] -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 406 4 least least JJS work_2p32le2xefgk7mdiaxsaftmnmu 406 5 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 406 6 cost cost NN work_2p32le2xefgk7mdiaxsaftmnmu 406 7 modelling modelling NN work_2p32le2xefgk7mdiaxsaftmnmu 406 8 on on IN work_2p32le2xefgk7mdiaxsaftmnmu 406 9 irregular irregular JJ work_2p32le2xefgk7mdiaxsaftmnmu 406 10 landscape landscape NN work_2p32le2xefgk7mdiaxsaftmnmu 406 11 graphs graphs NN work_2p32le2xefgk7mdiaxsaftmnmu 406 12 . . . work_2p32le2xefgk7mdiaxsaftmnmu 407 1 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 407 2 2(1 2(1 NNP work_2p32le2xefgk7mdiaxsaftmnmu 407 3 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 407 4 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 407 5 10.5281 10.5281 CD work_2p32le2xefgk7mdiaxsaftmnmu 407 6 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 407 7 zenodo.45852 zenodo.45852 NNP work_2p32le2xefgk7mdiaxsaftmnmu 407 8 . . . work_2p32le2xefgk7mdiaxsaftmnmu 408 1 Topalidou Topalidou NNP work_2p32le2xefgk7mdiaxsaftmnmu 408 2 M M NNP work_2p32le2xefgk7mdiaxsaftmnmu 408 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 408 4 Leblois Leblois NNP work_2p32le2xefgk7mdiaxsaftmnmu 408 5 A A NNP work_2p32le2xefgk7mdiaxsaftmnmu 408 6 , , , work_2p32le2xefgk7mdiaxsaftmnmu 408 7 Boraud Boraud NNP work_2p32le2xefgk7mdiaxsaftmnmu 408 8 T T NNP work_2p32le2xefgk7mdiaxsaftmnmu 408 9 , , , work_2p32le2xefgk7mdiaxsaftmnmu 408 10 Rougier Rougier NNP work_2p32le2xefgk7mdiaxsaftmnmu 408 11 NP NP NNP work_2p32le2xefgk7mdiaxsaftmnmu 408 12 . . . work_2p32le2xefgk7mdiaxsaftmnmu 409 1 2015 2015 CD work_2p32le2xefgk7mdiaxsaftmnmu 409 2 . . . work_2p32le2xefgk7mdiaxsaftmnmu 410 1 A a DT work_2p32le2xefgk7mdiaxsaftmnmu 410 2 long long JJ work_2p32le2xefgk7mdiaxsaftmnmu 410 3 journey journey NN work_2p32le2xefgk7mdiaxsaftmnmu 410 4 into into IN work_2p32le2xefgk7mdiaxsaftmnmu 410 5 repro- repro- FW work_2p32le2xefgk7mdiaxsaftmnmu 410 6 ducible ducible JJ work_2p32le2xefgk7mdiaxsaftmnmu 410 7 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 410 8 neuroscience neuroscience NN work_2p32le2xefgk7mdiaxsaftmnmu 410 9 . . . work_2p32le2xefgk7mdiaxsaftmnmu 411 1 Frontiers frontier NNS work_2p32le2xefgk7mdiaxsaftmnmu 411 2 in in IN work_2p32le2xefgk7mdiaxsaftmnmu 411 3 Computational Computational NNP work_2p32le2xefgk7mdiaxsaftmnmu 411 4 Neuroscience Neuroscience NNP work_2p32le2xefgk7mdiaxsaftmnmu 411 5 9:30 9:30 CD work_2p32le2xefgk7mdiaxsaftmnmu 411 6 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 411 7 10.3389 10.3389 CD work_2p32le2xefgk7mdiaxsaftmnmu 411 8 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 411 9 fncom.2015.00030 fncom.2015.00030 CD work_2p32le2xefgk7mdiaxsaftmnmu 411 10 . . . work_2p32le2xefgk7mdiaxsaftmnmu 412 1 Topalidou Topalidou NNP work_2p32le2xefgk7mdiaxsaftmnmu 412 2 M M NNP work_2p32le2xefgk7mdiaxsaftmnmu 412 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 412 4 Rougier Rougier NNP work_2p32le2xefgk7mdiaxsaftmnmu 412 5 NP NP NNP work_2p32le2xefgk7mdiaxsaftmnmu 412 6 . . . work_2p32le2xefgk7mdiaxsaftmnmu 413 1 2015 2015 CD work_2p32le2xefgk7mdiaxsaftmnmu 413 2 . . . work_2p32le2xefgk7mdiaxsaftmnmu 414 1 [ [ -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 414 2 Re re NN work_2p32le2xefgk7mdiaxsaftmnmu 414 3 ] ] -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 414 4 interaction interaction NN work_2p32le2xefgk7mdiaxsaftmnmu 414 5 between between IN work_2p32le2xefgk7mdiaxsaftmnmu 414 6 cognitive cognitive NNP work_2p32le2xefgk7mdiaxsaftmnmu 414 7 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 414 8 motor motor NNP work_2p32le2xefgk7mdiaxsaftmnmu 414 9 cortico- cortico- NNP work_2p32le2xefgk7mdiaxsaftmnmu 414 10 basal basal NNP work_2p32le2xefgk7mdiaxsaftmnmu 414 11 ganglia ganglia NNP work_2p32le2xefgk7mdiaxsaftmnmu 414 12 loops loops NNP work_2p32le2xefgk7mdiaxsaftmnmu 414 13 during during IN work_2p32le2xefgk7mdiaxsaftmnmu 414 14 decision decision NN work_2p32le2xefgk7mdiaxsaftmnmu 414 15 making make VBG work_2p32le2xefgk7mdiaxsaftmnmu 414 16 : : : work_2p32le2xefgk7mdiaxsaftmnmu 414 17 a a DT work_2p32le2xefgk7mdiaxsaftmnmu 414 18 computational computational JJ work_2p32le2xefgk7mdiaxsaftmnmu 414 19 study study NN work_2p32le2xefgk7mdiaxsaftmnmu 414 20 . . . work_2p32le2xefgk7mdiaxsaftmnmu 415 1 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 415 2 1(1 1(1 NNP work_2p32le2xefgk7mdiaxsaftmnmu 415 3 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 415 4 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 415 5 10.5281 10.5281 CD work_2p32le2xefgk7mdiaxsaftmnmu 415 6 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 415 7 zenodo.47146 zenodo.47146 NNP work_2p32le2xefgk7mdiaxsaftmnmu 415 8 . . . work_2p32le2xefgk7mdiaxsaftmnmu 416 1 Viejo Viejo NNP work_2p32le2xefgk7mdiaxsaftmnmu 416 2 G G NNP work_2p32le2xefgk7mdiaxsaftmnmu 416 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 416 4 Girard Girard NNP work_2p32le2xefgk7mdiaxsaftmnmu 416 5 B B NNP work_2p32le2xefgk7mdiaxsaftmnmu 416 6 , , , work_2p32le2xefgk7mdiaxsaftmnmu 416 7 Khamassi Khamassi NNP work_2p32le2xefgk7mdiaxsaftmnmu 416 8 M. M. NNP work_2p32le2xefgk7mdiaxsaftmnmu 416 9 2016 2016 CD work_2p32le2xefgk7mdiaxsaftmnmu 416 10 . . . work_2p32le2xefgk7mdiaxsaftmnmu 417 1 [ [ -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 417 2 Re re NN work_2p32le2xefgk7mdiaxsaftmnmu 417 3 ] ] -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 417 4 speed speed NN work_2p32le2xefgk7mdiaxsaftmnmu 417 5 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 417 6 accuracy accuracy NN work_2p32le2xefgk7mdiaxsaftmnmu 417 7 trade trade NN work_2p32le2xefgk7mdiaxsaftmnmu 417 8 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 417 9 off off NN work_2p32le2xefgk7mdiaxsaftmnmu 417 10 between between IN work_2p32le2xefgk7mdiaxsaftmnmu 417 11 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 417 12 habitual habitual JJ work_2p32le2xefgk7mdiaxsaftmnmu 417 13 and and CC work_2p32le2xefgk7mdiaxsaftmnmu 417 14 the the DT work_2p32le2xefgk7mdiaxsaftmnmu 417 15 goal goal NN work_2p32le2xefgk7mdiaxsaftmnmu 417 16 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 417 17 directed direct VBN work_2p32le2xefgk7mdiaxsaftmnmu 417 18 process process NN work_2p32le2xefgk7mdiaxsaftmnmu 417 19 . . . work_2p32le2xefgk7mdiaxsaftmnmu 418 1 ReScience ReScience NNP work_2p32le2xefgk7mdiaxsaftmnmu 418 2 2(1 2(1 NNP work_2p32le2xefgk7mdiaxsaftmnmu 418 3 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 418 4 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 418 5 10.5281 10.5281 CD work_2p32le2xefgk7mdiaxsaftmnmu 418 6 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 418 7 zenodo.27944 zenodo.27944 NNP work_2p32le2xefgk7mdiaxsaftmnmu 418 8 . . . work_2p32le2xefgk7mdiaxsaftmnmu 419 1 Wilson Wilson NNP work_2p32le2xefgk7mdiaxsaftmnmu 419 2 G. G. NNP work_2p32le2xefgk7mdiaxsaftmnmu 419 3 2016 2016 CD work_2p32le2xefgk7mdiaxsaftmnmu 419 4 . . . work_2p32le2xefgk7mdiaxsaftmnmu 420 1 Software software NN work_2p32le2xefgk7mdiaxsaftmnmu 420 2 carpentry carpentry NN work_2p32le2xefgk7mdiaxsaftmnmu 420 3 : : : work_2p32le2xefgk7mdiaxsaftmnmu 420 4 lessons lesson NNS work_2p32le2xefgk7mdiaxsaftmnmu 420 5 learned learn VBD work_2p32le2xefgk7mdiaxsaftmnmu 420 6 . . . work_2p32le2xefgk7mdiaxsaftmnmu 421 1 F1000Research F1000Research NNP work_2p32le2xefgk7mdiaxsaftmnmu 421 2 3:62 3:62 CD work_2p32le2xefgk7mdiaxsaftmnmu 421 3 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 421 4 10.12688 10.12688 CD work_2p32le2xefgk7mdiaxsaftmnmu 421 5 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 421 6 f1000research.3 f1000research.3 NNP work_2p32le2xefgk7mdiaxsaftmnmu 421 7 - - . work_2p32le2xefgk7mdiaxsaftmnmu 421 8 62.v2 62.v2 NN work_2p32le2xefgk7mdiaxsaftmnmu 421 9 . . . work_2p32le2xefgk7mdiaxsaftmnmu 422 1 Wilson Wilson NNP work_2p32le2xefgk7mdiaxsaftmnmu 422 2 G G NNP work_2p32le2xefgk7mdiaxsaftmnmu 422 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 422 4 Aruliah Aruliah NNP work_2p32le2xefgk7mdiaxsaftmnmu 422 5 DA DA NNP work_2p32le2xefgk7mdiaxsaftmnmu 422 6 , , , work_2p32le2xefgk7mdiaxsaftmnmu 422 7 Brown Brown NNP work_2p32le2xefgk7mdiaxsaftmnmu 422 8 CT CT NNP work_2p32le2xefgk7mdiaxsaftmnmu 422 9 , , , work_2p32le2xefgk7mdiaxsaftmnmu 422 10 Hong Hong NNP work_2p32le2xefgk7mdiaxsaftmnmu 422 11 NPC NPC NNP work_2p32le2xefgk7mdiaxsaftmnmu 422 12 , , , work_2p32le2xefgk7mdiaxsaftmnmu 422 13 Davis Davis NNP work_2p32le2xefgk7mdiaxsaftmnmu 422 14 M M NNP work_2p32le2xefgk7mdiaxsaftmnmu 422 15 , , , work_2p32le2xefgk7mdiaxsaftmnmu 422 16 Guy Guy NNP work_2p32le2xefgk7mdiaxsaftmnmu 422 17 RT RT NNP work_2p32le2xefgk7mdiaxsaftmnmu 422 18 , , , work_2p32le2xefgk7mdiaxsaftmnmu 422 19 Haddock Haddock NNP work_2p32le2xefgk7mdiaxsaftmnmu 422 20 SHD SHD NNP work_2p32le2xefgk7mdiaxsaftmnmu 422 21 , , , work_2p32le2xefgk7mdiaxsaftmnmu 422 22 Huff Huff NNP work_2p32le2xefgk7mdiaxsaftmnmu 422 23 KD KD NNP work_2p32le2xefgk7mdiaxsaftmnmu 422 24 , , , work_2p32le2xefgk7mdiaxsaftmnmu 422 25 Mitchell Mitchell NNP work_2p32le2xefgk7mdiaxsaftmnmu 422 26 IM IM NNP work_2p32le2xefgk7mdiaxsaftmnmu 422 27 , , , work_2p32le2xefgk7mdiaxsaftmnmu 422 28 Plumbley Plumbley NNP work_2p32le2xefgk7mdiaxsaftmnmu 422 29 MD MD NNP work_2p32le2xefgk7mdiaxsaftmnmu 422 30 , , , work_2p32le2xefgk7mdiaxsaftmnmu 422 31 Waugh Waugh NNP work_2p32le2xefgk7mdiaxsaftmnmu 422 32 B B NNP work_2p32le2xefgk7mdiaxsaftmnmu 422 33 , , , work_2p32le2xefgk7mdiaxsaftmnmu 422 34 White White NNP work_2p32le2xefgk7mdiaxsaftmnmu 422 35 EP EP NNP work_2p32le2xefgk7mdiaxsaftmnmu 422 36 , , , work_2p32le2xefgk7mdiaxsaftmnmu 422 37 Wilson Wilson NNP work_2p32le2xefgk7mdiaxsaftmnmu 422 38 P. P. NNP work_2p32le2xefgk7mdiaxsaftmnmu 422 39 2014 2014 CD work_2p32le2xefgk7mdiaxsaftmnmu 422 40 . . . work_2p32le2xefgk7mdiaxsaftmnmu 423 1 Best good JJS work_2p32le2xefgk7mdiaxsaftmnmu 423 2 practices practice NNS work_2p32le2xefgk7mdiaxsaftmnmu 423 3 for for IN work_2p32le2xefgk7mdiaxsaftmnmu 423 4 scientific scientific JJ work_2p32le2xefgk7mdiaxsaftmnmu 423 5 computing computing NN work_2p32le2xefgk7mdiaxsaftmnmu 423 6 . . . work_2p32le2xefgk7mdiaxsaftmnmu 424 1 PLOS PLOS NNP work_2p32le2xefgk7mdiaxsaftmnmu 424 2 Biology Biology NNP work_2p32le2xefgk7mdiaxsaftmnmu 424 3 12(1):e1001745 12(1):e1001745 CD work_2p32le2xefgk7mdiaxsaftmnmu 424 4 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 424 5 10.1371 10.1371 CD work_2p32le2xefgk7mdiaxsaftmnmu 424 6 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 424 7 journal.pbio.1001745 journal.pbio.1001745 NNP work_2p32le2xefgk7mdiaxsaftmnmu 424 8 . . . work_2p32le2xefgk7mdiaxsaftmnmu 425 1 Rougier Rougier NNP work_2p32le2xefgk7mdiaxsaftmnmu 425 2 et et FW work_2p32le2xefgk7mdiaxsaftmnmu 425 3 al al NNP work_2p32le2xefgk7mdiaxsaftmnmu 425 4 . . . work_2p32le2xefgk7mdiaxsaftmnmu 426 1 ( ( -LRB- work_2p32le2xefgk7mdiaxsaftmnmu 426 2 2017 2017 CD work_2p32le2xefgk7mdiaxsaftmnmu 426 3 ) ) -RRB- work_2p32le2xefgk7mdiaxsaftmnmu 426 4 , , , work_2p32le2xefgk7mdiaxsaftmnmu 426 5 PeerJ PeerJ NNP work_2p32le2xefgk7mdiaxsaftmnmu 426 6 Comput Comput NNP work_2p32le2xefgk7mdiaxsaftmnmu 426 7 . . . work_2p32le2xefgk7mdiaxsaftmnmu 427 1 Sci Sci NNP work_2p32le2xefgk7mdiaxsaftmnmu 427 2 . . NNP work_2p32le2xefgk7mdiaxsaftmnmu 427 3 , , , work_2p32le2xefgk7mdiaxsaftmnmu 427 4 DOI DOI NNP work_2p32le2xefgk7mdiaxsaftmnmu 427 5 10.7717 10.7717 CD work_2p32le2xefgk7mdiaxsaftmnmu 427 6 / / SYM work_2p32le2xefgk7mdiaxsaftmnmu 427 7 peerj peerj NNP work_2p32le2xefgk7mdiaxsaftmnmu 427 8 - - HYPH work_2p32le2xefgk7mdiaxsaftmnmu 427 9 cs.142 cs.142 NNP work_2p32le2xefgk7mdiaxsaftmnmu 427 10 17/17 17/17 CD work_2p32le2xefgk7mdiaxsaftmnmu 427 11 https://peerj.com https://peerj.com ADD work_2p32le2xefgk7mdiaxsaftmnmu 427 12 http://arXiv.org/abs/1707.02264 http://arXiv.org/abs/1707.02264 NNP work_2p32le2xefgk7mdiaxsaftmnmu 427 13 http://dx.doi.org/10.5281/zenodo.45852 http://dx.doi.org/10.5281/zenodo.45852 NNP work_2p32le2xefgk7mdiaxsaftmnmu 427 14 http://dx.doi.org/10.3389/fncom.2015.00030 http://dx.doi.org/10.3389/fncom.2015.00030 NNP work_2p32le2xefgk7mdiaxsaftmnmu 427 15 http://dx.doi.org/10.5281/zenodo.47146 http://dx.doi.org/10.5281/zenodo.47146 NNP work_2p32le2xefgk7mdiaxsaftmnmu 427 16 http://dx.doi.org/10.5281/zenodo.27944 http://dx.doi.org/10.5281/zenodo.27944 JJ work_2p32le2xefgk7mdiaxsaftmnmu 427 17 http://dx.doi.org/10.12688/f1000research.3-62.v2 http://dx.doi.org/10.12688/f1000research.3-62.v2 ADD work_2p32le2xefgk7mdiaxsaftmnmu 427 18 http://dx.doi.org/10.1371/journal.pbio.1001745 http://dx.doi.org/10.1371/journal.pbio.1001745 ADD work_2p32le2xefgk7mdiaxsaftmnmu 427 19 http://dx.doi.org/10.7717/peerj-cs.142 http://dx.doi.org/10.7717/peerj-cs.142 ADD