cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.22008/fk2/j1wbcn
title: Geologisk kort over Grønland, 1:100 000, Sydlige Stauning Alper 71 Ø.2 Nord

description: Geologisk kort over Grønland / Geological map of Greenland - 1:100 000, central East Greenland, Stauning Alper
DOI: 10.22008/fk2/audf7k/vwnfvd
title: G20_Profile_South_Coast_ Of_Nuussuaq_400dpi.tif
DOI: 10.7910/dvn/ghcv1g/l23jsv
title: ML_300msEM200_MP4-67.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/mwytwn
title: ML_300msEM200_MP6-46.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/n5gayr
title: ML_300msEM200_MP2-78.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/ngun40
title: ML_300msEM200_MP1-89.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/nmyfmv
title: ML_300msEM200_MP5-195.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/nuuxlv
title: ML_300msEM200_MP1-117.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/obc0m0
title: ML_300msEM200_MP1-116.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/oj1kmq
title: ML_300msEM200_MP1-219.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/oluxjo
title: ML_300msEM200_MP1-179.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/pj9gww
title: ML_300msEM200_MP1-177.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/prnkk5
title: ML_300msEM200_MP1-259.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/sldmuv
title: ML_300msEM200_MP4-65.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/sqdu9g
title: ML_300msEM200_MP3-122.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/su1i1l
title: ML_300msEM200_MP1-34.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/uwcj9g
title: ML_300msEM200_MP6-100.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/uynkl5
title: ML_300msEM200_MP3-316.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/vvzpnd
title: ML_300msEM200_MP1-3.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/wcwobl
title: ML_300msEM200_MP4-195.mat

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DOI: 10.7910/dvn/ghcv1g/wkxtf7
title: ML_300msEM200_MP2-167.mat

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title: ML_300msEM200_MP4-152.mat

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description: :unav
DOI: 10.7910/dvn/ghcv1g/znbdjf
title: ML_300msEM200_MP6-108.mat

description: :unav
DOI: 10.7910/dvn/eqdkvy/3ufmhq
title: liveStage-frame112.mat

description: :unav
DOI: 10.7910/dvn/eqdkvy/8djqy9
title: liveStage-frame84.mat

description: :unav
DOI: 10.7910/dvn/eqdkvy/ajn5tm
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description: :unav
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title: liveStage-frame61.mat

description: :unav
DOI: 10.7910/dvn/eqdkvy/u5fin1
title: liveStage-frame193.mat

description: :unav
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title: liveStage-frame167.mat

description: :unav
DOI: 10.7910/dvn/eqdkvy/ydavas
title: liveStage-frame121.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/1kr4cj
title: ML_300msEM200_MP1-113.mat

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DOI: 10.7910/dvn/ghcv1g/2tdtvd
title: ML_300msEM200_MP5-198.mat

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DOI: 10.7910/dvn/ghcv1g/7gav1a
title: ML_300msEM200_MP6-18.mat

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DOI: 10.7910/dvn/ghcv1g/7mukah
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DOI: 10.7910/dvn/ghcv1g/8xq3tx
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description: :unav
DOI: 10.7910/dvn/ghcv1g/9g7jta
title: ML_300msEM200_MP1-115.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/abrijk
title: ML_300msEM200_MP6-25.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/bo9iz4
title: ML_300msEM200_MP5-16.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/deq9bz
title: ML100xZnS-Mn-cys_300ms_EM200-6bigMP-65.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/ecom1h
title: ML_300msEM200_MP4-24.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/frtqdu
title: ML_300msEM200_MP4-27.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/goqej9
title: liveStage-frame0.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/gu9err
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DOI: 10.7910/dvn/ghcv1g/gv6zfi
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DOI: 10.7910/dvn/ghcv1g/n8gnij
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DOI: 10.7910/dvn/ghcv1g/oyzhom
title: ML_300msEM200_MP2-26.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/pcxlsd
title: ML_300msEM200_MP1-30.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/q0dxa8
title: ML_300msEM200_MP3-247.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/qqvvjo
title: ML_300msEM200_MP1-47.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/rkmuwo
title: ML_300msEM200_MP3-76.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/rmvq9z
title: ML_300msEM200_MP1-206.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/rr4dbl
title: ML100xZnS-Mn-cys_1s_EM200-5-3.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/trrfgx
title: ML_300msEM200_MP4-78.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/vbym5z
title: ML_300msEM200_MP1-227.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/wt8rmt
title: ML_300msEM200_MP1-100.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/wzsd1m
title: ML_300msEM200_MP1-28.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/xa9usw
title: ML_300msEM200_MP4-131.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/xhmre2
title: ML_300msEM200_MP5-141.mat

description: :unav
DOI: 10.5281/zenodo.3715383
title: Study replicability dataset 1

description: This dataset contains all data collected to conduct the studies on Chapter 2 and 5 of Ph.D. thesis "Augmented fine-grained defect prediction for code review" Bug prediction is aimed at identifying software artifacts that are more likely to be defective in the future. Most approaches defined so far target the prediction of bugs at class/file level. Nevertheless, past research has provided evidence that this granularity is too coarse-grained for its use in practice. As a consequence, researchers have started proposing defect prediction models targeting a finer granularity (particularly method-level granularity), providing promising evidence that it is possible to operate at this level. Particularly, models mixing product and process metrics provided the best results. We present a study in which we first replicate previous research on method-level bug-prediction, by using different systems and timespans. Afterwards, based on the limitations of existing research, we (1) re-evaluate method-level bug prediction models more realistically and (2) analyze whether alternative features based on textual aspects, code smells, and developer-related factors can be exploited to improve method-level bug prediction abilities. Key results of our study include that (1) the performance of the previously proposed models, tested using the same strategy but on different systems/timespans, is confirmed; but, (2) when evaluated with a more practical strategy, all the models show a dramatic drop in performance, with results close to that of a random classifier. Finally, we find that (3) the contribution of alternative features within such models is limited and unable to improve the prediction capabilities significantly. As a consequence, our replication and negative results indicate that method-level bug prediction is still an open challenge.
DOI: 10.7910/dvn/eqdkvy/10in6b
title: liveStage-frame141.mat

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DOI: 10.7910/dvn/eqdkvy/5qemng
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description: :unav
DOI: 10.7910/dvn/eqdkvy/cilwg8
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description: :unav
DOI: 10.7910/dvn/eqdkvy/hmdcca
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description: :unav
DOI: 10.7910/dvn/eqdkvy/hx1aiq
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DOI: 10.7910/dvn/eqdkvy/xgmh1v
title: liveStage-frame90.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/2jlrok
title: ML_300msEM200_MP3-37.mat

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DOI: 10.7910/dvn/ghcv1g/77rzdc
title: ML_300msEM200_MP1-93.mat

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DOI: 10.7910/dvn/ghcv1g/9zkvip
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DOI: 10.7910/dvn/ghcv1g/aenkrt
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DOI: 10.7910/dvn/ghcv1g/bcqk1m
title: ML_300msEM200_MP3-107.mat

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DOI: 10.7910/dvn/ghcv1g/ccxgh1
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DOI: 10.7910/dvn/ghcv1g/d0wgom
title: ML_300msEM200_MP4-122.mat

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DOI: 10.7910/dvn/ghcv1g/djre77
title: ML_300msEM200_MP6-66.mat

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DOI: 10.7910/dvn/ghcv1g/dkdvul
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DOI: 10.7910/dvn/ghcv1g/fitvlp
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title: ML_300msEM200_MP2-178.mat

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title: ML_300msEM200_MP1-165.mat

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DOI: 10.7910/dvn/ghcv1g/ixrruj
title: ML100xZnS-Mn-cys_1s_EM200-2-2.mat

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DOI: 10.7910/dvn/ghcv1g/jecsyw
title: ML_300msEM200_MP6-299.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/jse0nl
title: ML100xZnS-Mn-cys_1s_EM200_thinCircCvrSlp_SingleMP-1-96.mat

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DOI: 10.7910/dvn/ghcv1g/kpbnuz
title: ML_300msEM200_MP1-310.mat

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DOI: 10.7910/dvn/eqdkvy/3qke6r
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DOI: 10.7910/dvn/eqdkvy/0s2ml5
title: liveStageTrack.tif

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DOI: 10.7910/dvn/eqdkvy/4tygcw
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DOI: 10.7910/dvn/ghcv1g/31hnjo
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DOI: 10.7910/dvn/ghcv1g/ggxkzp
title: ML100xZnS-Mn-cys_1s_EM200_thinCircCvrSlp_SingleMP-1-20.mat

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DOI: 10.7910/dvn/ghcv1g/gmoosn
title: ML_300msEM200_MP4-58.mat

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DOI: 10.7910/dvn/ghcv1g/hnpxen
title: ML_300msEM200_MP5-85.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/hzxp9e
title: ML_300msEM200_MP3-121.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/i9h7tb
title: ML_300msEM200_MP1-51.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/j9ltnj
title: ML_300msEM200_MP4-192.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/jidqch
title: ML_300msEM200_MP6-145.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/jsdieo
title: ML_300msEM200_MP6-24.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/k75qj3
title: ML_300msEM200_MP2-287.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/kqoyf5
title: ML_300msEM200_MP1-85.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/llrd9e
title: ML_300msEM200_MP1-301.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/mkjaoa
title: ML_300msEM200_MP5-59.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/nsx5rr
title: ML_300msEM200_MP1-250.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/qmi57x
title: ML_300msEM200_MP1-235.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/qyjtve
title: ML_300msEM200_MP1-54.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/qyxhg0
title: ML_300msEM200_MP6-182.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/rcb2sx
title: ML_300msEM200_MP4-164.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/rfeicc
title: ML_300msEM200_MP3-312.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/rk3z9x
title: ML100xZnS-Mn-cys_1s_EM200-2-65.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/slmcfz
title: ML_300msEM200_MP6-110.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/sru6sm
title: ML_300msEM200_MP5-143.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/talnw2
title: ML_300msEM200_MP6-139.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/tlft2d
title: ML_300msEM200_MP1-199.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/u7hkzy
title: ML_300msEM200_MP1-56.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/umyeau
title: ML_300msEM200_MP5-236.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/uqpo66
title: ML100xZnS-Mn-cys_300ms_EM200-6bigMP-71.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/wcu12s
title: ML_300msEM200_MP1-249.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/xehjyj
title: ML_300msEM200_MP1-32.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/xxitc0
title: ML_300msEM200_MP4-68.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/ytcrd7
title: ML_300msEM200_MP4-241.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/zegd5q
title: ML_300msEM200_MP1-132.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/zufemz
title: ML_300msEM200_MP5-55.mat

description: :unav
DOI: 10.7910/dvn/eqdkvy
title: fig 1a-c

description: fig 1a-c, ML and P data
DOI: 10.7910/dvn/ghcv1g/24vkal
title: ML100xZnS-Mn-cys_1s_EM200_thinCircCvrSlp_SingleMP-1-77.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/2mutxk
title: ML_300msEM200_MP4-118.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/3qe74u
title: ML_300msEM200_MP5-183.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/3wv0w9
title: ML_300msEM200_MP5-21.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/5mjjar
title: ML_300msEM200_MP4-55.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/6u0vrw
title: ML_300msEM200_MP1-4.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/77dted
title: ML_300msEM200_MP2-220.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/8lslmr
title: ML_300msEM200_MP1-122.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/8qjkmv
title: ML_300msEM200_MP1-281.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/9y1a5e
title: ML_300msEM200_MP6-3.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/at3bbk
title: ML100xZnS-Mn-cys_1s_EM200-2-16.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/awnpld
title: ML_300msEM200_MP5-28.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/axepjd
title: ML_MPasPrepEpoxyTip_f1-QDot(ChATTL)_I_0.tif

description: :unav
DOI: 10.7910/dvn/ghcv1g/azifl4
title: ML100xZnS-Mn-cys_1s_EM200-5-50.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/b7ffa5
title: ML_300msEM200_MP1-41.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/bzsjey
title: ML_300msEM200_MP6-16.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/efbwns
title: ML_300msEM200_MP2-80.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/frjcca
title: ML_300msEM200_MP5-131.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/g58ysd
title: ML_300msEM200_MP5-191.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/gcpadp
title: ML_300msEM200_MP2-155.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/hslyzp
title: ML_300msEM200_MP3-119.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/hz9uzq
title: ML_300msEM200_MP5-89.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/ie4lkf
title: ML_300msEM200_MP6-90.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/iktqke
title: ML_300msEM200_MP5-127.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/jfhjuk
title: ML_300msEM200_MP3-164.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/jxmw4f
title: ML_300msEM200_MP2-74.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/kcpcod
title: ML_300msEM200_MP1-150.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/lhjgyt
title: ML_300msEM200_MP1-314.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/m4brb4
title: ML_300msEM200_MP4-159.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/mhamb9
title: ML_300msEM200_MP3-213.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/mkg2ch
title: ML_300msEM200_MP4-302.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/n8pjc6
title: ML_300msEM200_MP6-157.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/qq3nao
title: ML_300msEM200_MP1-255.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/r0lpny
title: ML_300msEM200_MP1-187.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/reysc2
title: ML_300msEM200_MP4-273.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/rqozvm
title: ML100xZnS-Mn-cys_1s_EM200-2-69.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/scjepk
title: ML_300msEM200_MP6-5.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/sefebf
title: ML_300msEM200_MP6-147.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/uhnque
title: ML_300msEM200_MP2-180.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/ukzpam
title: ML_300msEM200_MP1-3.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/whtkm4
title: ML_300msEM200_MP5-20.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/wmrwcx
title: ML_300msEM200_MP2-19.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/y6nmhe
title: ML_300msEM200_MP1-77.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/ydj23f
title: ML_300msEM200_MP1-21.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/0kfcsw
title: ML100xZnS-Mn-cys_1s_EM200-5-74.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/3ro8be
title: ML_300msEM200_MP5-79.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/4wbtwl
title: ML_300msEM200_MP1-26.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/59s0sr
title: ML_300msEM200_MP6-22.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/5tdirn
title: ML_300msEM200_MP1-104.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/90zdvw
title: ML_300msEM200_MP6-31.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/atqikh
title: ML_300msEM200_MP2-269.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/awqfsj
title: ML_300msEM200_MP1-320.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/aybjct
title: ML_300msEM200_MP1-310.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/ctchww
title: ML_300msEM200_MP4-77.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/ddwhnk
title: ML_300msEM200_MP3-1.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/dsgwxo
title: ML_300msEM200_MP5-0.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/dujxkt
title: ML_300msEM200_MP1-326.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/eyjrgj
title: ML100xZnS-Mn-cys_1s_EM200_thinCircCvrSlp_SingleMP-1-67.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/frnh9l
title: ML_300msEM200_MP1-73.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/g8aj35
title: ML100xZnS-Mn-cys_1s_EM200-2-19.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/giyzmn
title: ML_300msEM200_MP4-13.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/gjo4e2
title: ML_300msEM200_MP6-135.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/glrzet
title: ML_300msEM200_MP4-166.mat

description: :unav
DOI: 10.7910/dvn/ghcv1g/haoks5
title: ML_300msEM200_MP3-57.mat

description: :unav