cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/xjr-kmj-tq2
title: Gibbula corallioides Locard, 1898

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6nv-pxj-xr1
title: Rhyssoplax mauritiana (Quoy & Gaimard, 1835)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t7p-x6g-l4t
title: Paralaoma servilis (Shuttleworth, 1852)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g2e-gal-62g
title: Divaricella irpex (E. A. Smith, 1885)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ycb-sha-qpk
title: Ebala pointeli (de Folin, 1868)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p5n-r6g-8se
title: Bostryx virgultorum (Morelet, 1863)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xwq-hkg-260
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zpl-88j-h5b
title: Anisus spirorbis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4tq-ydl-h84
title: Terebra funiculata Hinds, 1844

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yn2-07x-22q
title: Venerupis decussata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dgx-3q8-79x
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gkh-bct-5dp
title: Terebra montgomeryi R. D. Burch, 1965

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/39e-b14-3d8
title: Granopupa granum (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4lj-xzb-zvb
title: Ranularia exilis (Reeve, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qta-cjc-h8s
title: Cepaea hortensis (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1hx-2mq-s0r
title: Terebra balabacensis Aubry & Picardal, 2011

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dbz-jz2-yfx
title: Tricornis Jousseaume, 1886

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qwk-d13-8jh
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z8c-3mh-dab
title: Tandonia kusceri (H. Wagner, 1931)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hv9-wgz-nyv
title: Planispira zonaria (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zkj-hrs-pzk
title: Albinaria Vest, 1867

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/611-xk2-94t
title: Rissoa splendida Eichwald, 1830

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s67-q2z-w3d
title: Perforatella incarnata (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sw6-1p5-wpp
title: Lindholmiola lens (A. Férussac, 1832)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nhh-s0e-ne1
title: Modiolus modiolus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d7n-q1q-41m
title: Meretrix meretrix (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rbp-462-pzb
title: Strobiligera compsa (Dall, 1927)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bwl-vhe-s9a
title: Diplommatina cyclostoma Möllendorff, 1897

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ggm-fb8-t7t
title: Buccinum miyauchii M. Azuma, 1972

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4nv-raa-hty
title: Mauritia histrio (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8zf-r7c-mg8
title: Mediterranea hydatina hydatina (Rossmässler, 1838)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lsj-ra8-vw5
title: Hydatina physis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p0j-l1f-x1r
title: Aegopinella Lindholm, 1927

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rk5-14a-qwj
title: Fauxulus capensis (Küster, 1841)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.34740/kaggle/dsv/12755794
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.3535/0mg-2vf-j41
title: Steromphala cineraria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qyp-fzf-yyp
title: Pleurotomoides gracilis (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gfn-yad-h7k
title: Brachidontes pharaonis (P. Fischer, 1870)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b96-8d0-4tb
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mcr-74s-7qr
title: Periglypta puerpera (Linnaeus, 1771)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5b3-myc-r4x
title: Bostryx tyleri (Dall, 1912)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5jx-nyd-49s
title: Fuegotrophon pallidus (Broderip, 1833)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/2t83b26ngm.1
title: Inflation and Trading

description: Replication Files for “Inflation and Trading”

Codes:
• 01a_rep_survey_data cleaning.do: cleaning raw survey data
• 02a_rep_survey_data prep.do: preparing final survey dataset
• 03a_rep_survey_data analysis.do: produces Figures 1-6 and Tables 1-5 and 8
• 02b_rep_bank_data prep.do: preparing final bank dataset
• 03b_rep_bank_data analysis.do: produces Tables 6-7

Datasets:
The folder 02_data contains survey and bank data. From the survey, we include pseudo data with the same structure as the original data needed to run the do-files 01a, 02a, and 03a, but the dataset contains only a random subsample of 300 respondents with random noise added to each continuous response. The original dataset is not available because it includes confidential information on customers of our partnering bank. 
• rep_survey_data raw.dta: raw survey data for a random subsample of 300 respondents and with added noise to each continuous variable. We also exclude open-ended responses at the beginning and end of survey for confidentiality reasons. These responses do not feature in the main analysis of the paper
• rep_survey_data clean.dta: survey data after transformation of the raw variables
• rep_survey_data final.dta: preparation of final survey dataset

From the bank, we include a dataset with the same structure as the original data that allows the do-files 01b and 02b to run. The dataset includes only the necessary variables needed for the analysis, and we select a subsample of customers to match the 300 respondents randomly drawn from the set of survey respondents. The original datasets are not available since they use proprietary information from the partnering bank.
• rep_bank_data sum stat pf.dta: portfolio summary statistics, coming from confidential portfolio data from the bank, and used for Table 1 
• rep_bank_data sum stat trading: trading summary statistics, coming from tab6a
• rep_bank_data tab1.dta: demographics data from bank
• rep_bank_data tab6a: trading data from bank
• rep_bank_data final.dta: final dataset from bank, which combines tab1, tab6a, and select variables from the survey for the subsample of survey respondents

Runtime:
We run the codes on a MacBook Pro laptop with Stata 19 MP. Runtime is below 10 minutes on real data and below one minute on pseudo data.
DOI: 10.3535/bhd-zcw-tmt
title: Malletia cumingii (Hanley, 1860)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c9g-dmh-bt7
title: Solariella obscura (Couthouy, 1838)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sve-wwb-kz5
title: Albinaria hippolyti aphrodite (O. Boettger, 1883)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cws-53k-lbc
title: Rumina decollata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yct-efk-yej
title: Granopupa granum (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0rj-py3-9b0
title: Eopolita protensa protensa (A. Férussac, 1832)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/10m-ypm-gk5
title: Pomatias elegans (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rwm-yjs-15l
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/baf-qjj-k26
title: Stenoplax mariposa (Dall, 1919)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mqt-tbg-btx
title: Myurellopsis columellaris (Hinds, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2hr-3df-j8k
title: Orthoyoldia solenoides (Dall, 1881)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p0j-33w-3tc
title: Cryptella canariensis P. B. Webb & S. Berthelot, 1833

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/et1-xf1-h89
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6d7-fev-ba4
title: Cerithium eburneum Bruguière, 1792

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d14-r3p-jh6
title: Leptoxis subglobosa (Say, 1825)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b2z-xlm-pe5
title: Anisospira velascorum Breure, 1977

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zqa-35r-sb4
title: Maoristylus hongii (Lesson, 1830)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cl1-7fs-xnx
title: Rhinoclavis aspera (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jq7-85l-qn5
title: Eatoniella cana Ponder, 1983

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/83w-1ws-rqv
title: Thyasira debilis (Thiele, 1912)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rjw-5cb-c3h
title: Bornia sebetia (O. G. Costa, 1830)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5al-cck-hzg
title: Buccinum japonicum A. Adams, 1861

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7xw-pqk-epd
title: Jaminia thiesseana (Westerlund & Blanc, 1879)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mmc-d3p-4zh
title: Malletia dilatata (R. A. Philippi, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7av-qt8-s00
title: Conus pulcher [Lightfoot], 1786

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hln-lm7-rth
title: Albinaria freytagi (O. Boettger, 1889)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/471-0ad-2de
title: Aegopinella pura (Alder, 1830)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6s7-6ly-zap
title: Littoraria undulata (J. E. Gray, 1839)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jce-8wf-85k
title: Abida attenuata (Fagot, 1887)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/24v-r4v-dp0
title: Belaturricula ergata (Hedley, 1916)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/91p-3ce-39t
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5xm-m30-dcz
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x7l-vmk-pta
title: Albinaria troglodytes strictecostata (O. Boettger, 1878)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/er6-epw-e7g
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2mp-fc4-01t
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/807-da0-y27
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gej-hcf-5gh
title: Pseudoliomesus ooides (Middendorff, 1848)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t0x-859-tvc
title: Longchaeus inopinatus (Schander, 1994)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/38b-nel-f0m
title: Norelona pyrenaica (Draparnaud, 1805)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wy4-xft-p24
title: Turbonilla uruguayensis Pilsbry, 1897

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xq4-3g4-kca
title: Calliostoma modestulum Strebel, 1908

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vjw-d8e-ckd
title: Planorbis planorbis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ycx-6dk-7kr
title: †Bothriembryon gunnii (G. B. Sowerby I, 1845)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p4w-wct-e52
title: Isabellaria isabellina isabellina (L. Pfeiffer, 1842)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r78-slf-gj9
title: Epifungium ulu (Pilsbry, 1921)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rkf-c8b-nmy
title: Brotia H. Adams, 1866

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/xyz7gw9xtm
title: Effect of changes in social group composition on the behaviour of female gorillas (Primates: Gorilla gorilla gorilla) under human care

description: Data used to evaluate changes in sociality among female gorilas after male changes
DOI: 10.3535/1zw-m6b-we7
title: Helicopsis hungarica (Soós & H. Wagner, 1935)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bj0-69s-rtz
title: Caracollina lenticula (Michaud, 1831)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/xyz7gw9xtm.1
title: Effect of changes in social group composition on the behaviour of female gorillas (Primates: Gorilla gorilla gorilla) under human care

description: Data used to evaluate changes in sociality among female gorilas after male changes
DOI: 10.3535/9ad-z9n-bdn
title: Terebra amanda Hinds, 1844

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fr2-jnt-a8a
title: Hastula cinerea (Born, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sjt-sbp-rem
title: Leptopoma perlucidum (Grateloup, 1840)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/18z-g2z-jgw
title: Odostomia paardekooperi van Aartsen, Gittenberger & Goud, 1998

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bmm-14e-lp3
title: Oestophora lusitanica (L. Pfeiffer, 1841)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/28gm3x6v4j
title: Digital transformation and China's listed tourism enterprises

description: Data on the digital transformation and China's listed tourism enterprises resilience from 2013 to 2023
DOI: 10.3535/822-qt4-j1v
title: Conus pulcher [Lightfoot], 1786

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xrw-7ew-72n
title: Sistrum ricinus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nrk-ff0-bhb
title: Drymaeus fenestratus (L. Pfeiffer, 1846)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/28gm3x6v4j.2
title: Digital transformation and China's listed tourism enterprises

description: Data on the digital transformation and China's listed tourism enterprises resilience from 2013 to 2023
DOI: 10.3535/g6m-c2b-bzb
title: Margaritiphaedusa margaritifera (Bavay & Dautzenberg, 1909)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lfd-lh5-93f
title: Bractechlamys nodulifera (G. B. Sowerby II, 1842)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7vj-8wm-3z6
title: Albinaria brevicollis castellensis K. L. Pfeiffer, 1955

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p5m-ykk-p5w
title: Malleus regula (Forsskål, 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/58x-xnw-vx0
title: Lasaea rubra (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qxg-dfn-178
title: Pomatias canariensis (A. d'Orbigny, 1840)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/09e-1tt-138
title: Pronucula surinamensis (van Regteren Altena, 1968)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r0y-02h-psv
title: Callista hagenowi (Dunker, 1849)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rmn-swp-avv
title: Nipponacmea schrenckii (Lischke, 1868)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wnh-zc6-fpw
title: Nuttallochiton martiali (Rochebrune, 1889)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x38-5ba-0j5
title: Nassarius arcularia plicatus (Röding, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sn1-lj0-gjx
title: Talochlamys multistriata (Poli, 1795)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0c9-kd2-v86
title: Ctenocardia lisae ter Poorten, 2023

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5l0-ls0-t8p
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7q8-ad4-rcr
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/brx-0bq-f2j
title: Crepidula fornicata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/95b-5pc-t6y
title: Rumina saharica Pallary, 1901

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.