cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3886/icpsr09166.v1
title: Census of Population, 1910 [United States]: Public Use Sample
title: Version 1

description: This nationally representative sample of the United States population in 1910 was drawn from manuscript census schedules. The file contains a record for each household selected in the sample, and supplies variables describing the location, type, and composition of the households. Each household record is followed by a record for each individual residing in the household. Information on individuals includes demographic characteristics, occupation, literacy, nativity, ethnicity, and fertility.
description: The sampling design employed was a 1-in-250 stratified random sample, self-weighted.
description: Datasets: DS1: Wave I Rectangular File
description: Manuscript census records from 1910 for the 46 United States, the territories of Arizona and New Mexico, the District of Columbia, Alaska, Hawaii, and overseas military personnel.
description: This dataset has two levels. The first level contains 30 variables and one record per case for each of 88,814 households. The second level contains 44 variables and one record per case for each of 366,239 individuals residing in those households. The data contain blanks and alphabetic characters.
DOI: 10.5281/zenodo.2678029
title: Beta-lactam polyspecificity in E. coli

description: This image dataset supports the findings in our manuscript entitled Morphological deconvolution of beta-lactam polyspecificity in <em>E. coli. </em>

The images display fluorescently-labeled <em>E. coli</em> strains subjected to compound treatment at multiple concentrations. Cells were imaged in 96-well plates at 100X magnification. Our novel method for preparing <em>E. coli </em>cells for imaging enabled us to use commercially-available plate-based, automated HCI microscopes.  We used the images to build our deep neural network classifier to identify bacterial morphologies as well as our Hidden Markov models for target deconvolution.
DOI: 10.5281/zenodo.4106886
title: HisClima Dataset

description: In this new version the database has been extended with 208 descriptive text page images of the Jeannette logbook and with 72 table images coming from different log books of a ship called Albatross.
DOI: 10.5281/zenodo.7898743
title: Simulation data and code used for the publication in Magn. Reson. "Time-domain proton-detected local-field NMR for molecular structure determination in complex lipid membranes"

description: Simulation data used in the publication Magn. Reson. "Time-domain proton-detected local-field NMR for molecular structure determination in complex lipid membranes". The simulation data set, and the code developed to generate such data, are included. Details in the published paper
DOI: 10.5281/zenodo.7898742
title: Simulation data and code used for the publication in Magn. Reson. "Time-domain proton-detected local-field NMR for molecular structure determination in complex lipid membranes"

description: Simulation data used in the publication Magn. Reson. "Time-domain proton-detected local-field NMR for molecular structure determination in complex lipid membranes". The simulation data set, and the code developed to generate such data, are included. Details in the published paper
DOI: 10.5281/zenodo.7898778
title: [IO Islamic 2787] شرح گلستان

description: <strong>Sharḥ-i-Gulistân.</strong> <strong>This manuscript is now IO Islamic 1181 in the India Office collections.</strong> <strong>[metadata:</strong> <strong>Hermann Ethé</strong><strong><em>, </em></strong><strong><em>Catalogue of Persian Manuscripts in the Library of the India Office,</em></strong> <strong>2 vols. (Oxford: India Office, 1903): volume 1,</strong> <strong>number 2787 here with notations and hyperlinks].</strong> 1181 Sharḥ-i-Gulistân (شرح گلستان). Another commentary on the Gulistân, by Muḥammad Nûr-allâh Aḥrârî, see A. Sprenger, Catal., p. 550, beginning, on fol. 24<sup>b</sup>: منّت مر خدايرا عزّو جلّ كه زبان گویا را پيشكار دل دانا ساخت الخ. The author’s name appears on fol. 25<sup>a</sup>, l.8. It is the same Nûr-allâh Aḥrârî who wrote a commentary on the mathnawî (see No. 1104 in this Cat.). This copy is incomplete, one leaf seems to be missing at the end; it breaks off in the eighth chapter (which begins on fol. 96<sup>a</sup>); the last words of the text are:پادشاه از بهر ستمگار است... (or rather : پادشاه از براى دفع ستمگاران, see No. 2797 (1174 in this Cat.), fol. 95<sup>b</sup>, l. 7). Bibliotheca Leydeniana. No. 2787, ff. 24-103, ll. 15; Shikasta; size, 8<sup>3/4</sup> in. by 6 in.
DOI: 10.5281/zenodo.7898777
title: [IO Islamic 2787] شرح گلستان

description: <strong>Sharḥ-i-Gulistân.</strong> <strong>This manuscript is now IO Islamic 1181 in the India Office collections.</strong> <strong>[metadata:</strong> <strong>Hermann Ethé</strong><strong><em>, </em></strong><strong><em>Catalogue of Persian Manuscripts in the Library of the India Office,</em></strong> <strong>2 vols. (Oxford: India Office, 1903): volume 1,</strong> <strong>number 2787 here with notations and hyperlinks].</strong> 1181 Sharḥ-i-Gulistân (شرح گلستان). Another commentary on the Gulistân, by Muḥammad Nûr-allâh Aḥrârî, see A. Sprenger, Catal., p. 550, beginning, on fol. 24<sup>b</sup>: منّت مر خدايرا عزّو جلّ كه زبان گویا را پيشكار دل دانا ساخت الخ. The author’s name appears on fol. 25<sup>a</sup>, l.8. It is the same Nûr-allâh Aḥrârî who wrote a commentary on the mathnawî (see No. 1104 in this Cat.). This copy is incomplete, one leaf seems to be missing at the end; it breaks off in the eighth chapter (which begins on fol. 96<sup>a</sup>); the last words of the text are:پادشاه از بهر ستمگار است... (or rather : پادشاه از براى دفع ستمگاران, see No. 2797 (1174 in this Cat.), fol. 95<sup>b</sup>, l. 7). Bibliotheca Leydeniana. No. 2787, ff. 24-103, ll. 15; Shikasta; size, 8<sup>3/4</sup> in. by 6 in.
DOI: 10.17632/zgp6yt5s2m.1
title: Larynx_GE_TILS_Dataset

description: The pro-metastatic relevance of tumor infiltrating B-lymphocytes in laryngeal squamous cell carcinoma

Abstract
Objectives
Laryngeal squamous cell carcinomas (LSCC) are characterized by an excellent prognosis for stage I tumors but a significant risk of locoregional and distant failure for intermediate to advanced disease. This study will investigate the clinical relevance of the tumor microenvironment in a large cohort of treatment-naïve patients affected by stage II-IV LSCC. 
Methods
Whole slide-based digital pathology analysis was applied to measure six immune cell populations identified by immunohistochemistry (IHC) staining for CD3, CD8, CD20, CD66b, CD163 and CD38. Survival analysis was performed by Cox proportional-hazards models and unsupervised hierarchical clustering by k-means method. Double IHC staining and in-situ hybridization by RNAscope allowed further analysis of a pro-tumoral B-cells population.
Results
A cohort of 98 patients was enrolled and analyzed. The cluster of immune-infiltrated LSCC experienced a significantly worse disease-specific survival. As novel finding, we uncover an association between high CD20+ B-cells and a worse distant failure. The phenotypic analysis of infiltrating CD20+ B-cells showed a naïve (BCL6-CD27-Mum1-) regulatory phenotype, producing TGFß but not IL10, according to an active TGFß pathway, as proved by positivity of pSMAD2 staining.
Conclusion
The identification of regulatory B cells in the context of LSCC, along with the activation of the TGFß pathway, could be a further hint for new trial designs investigating the efficacy of already available molecules targeting the TGFß pathway in the context of LSCC.


Keywords: laryngeal neoplasms, tumor microenvironment, B-cells, B-reg, prognosis
DOI: 10.17632/pmvcfk2yvp.1
title: Joint attention in toddlers and pre-schoolers with ASD: fNIRS data

description: The hypothesis was tested that children with autism spectrum disorder (ASD) would show atypical activation during response to joint attention in a live task. 
For each child, fNIRS data were collected while they watched silent excerpts from a cartoon (the object of joint attention) which were introduced by a computer sound (solo attention condition) or by the experimenter (joint attention condition) and were interspliced by a static baseline.
The results of this study suggest that, unlike their TD peers, children with ASD do not show clear signs of activation during RJA in right temporal cortical areas. On the contrary, haemodynamic activity in the same region seemed to indicate deactivation during RJA as compared to solo attention (at least for HbO), which was interpreted as a possible sign of disengagement from a challenging stimulus, namely a social one.
DOI: 10.6084/m9.figshare.22769540
title: Figures.xlsx

description: Figure 3, 4 and 6
DOI: 10.6084/m9.figshare.22769540.v1
title: Figures.xlsx

description: Figure 3, 4 and 6
DOI: 10.13120/ghvc-p297
title: EUROFLEETS ANTSSS (Antarctic ice Sheet Stability from continental Slope process investigation)

description: Complementary with the ODYSSEA project funded by PNRA, ANTSSS aimed at finding evidence for Late Pleistocene sedimentary signatures of major changes in the extent of grounded, marine based ice sheets in the Ross Sea, as preserved in slope/ rise drift deposits by means of seismic and oceanographic data. During the 2017 expedition, OGS Explora collected over 450 km of Single Channel Seismics (SCS), 1575 km2 of bathymetry, &gt;500 km of sub-bottom, and oceanographic data, including Conductivity Temperature Depth (CTD), Acoustic Doppler Current Profiler (ADCP), Lowered-ADCP, Expendable Bathythermograph (XBT) and turbidity data. Part of the seismic data have been initially published in Gales et al. (2021) Role of dense shelf water in the development of Antarctic submarine canyon morphology. Geomorphology, 372, art. no. 107453. DOI: 10.1016/j.geomorph.2020.107453
DOI: 10.5519/qd.top49sle
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (5536434 records)
DOI: 10.5281/zenodo.7898786
title: [IO Islamic 1481] فرهنگ گلستان

description: <strong>Farhang-i-Gulistân.</strong> <strong>This manuscript is now IO Islamic 1182 in the India Office collections.</strong> <strong>[metadata:</strong> <strong>Hermann Ethé</strong><strong><em>, </em></strong><strong><em>Catalogue of Persian Manuscripts in the Library of the India Office,</em></strong> <strong>2 vols. (Oxford: India Office, 1903): volume 1,</strong> <strong>number 1481 here with notations and hyperlinks].</strong> 1182 Farhang-i-Gulistân (فرهنگ گلستان). A short Persian paraphrase of the difficult Arabic and Persian verses, the sentences of the Ḳurân, traditions of the Prophet, Sayings of other great Shaikhs, and a great many single words, especially of Arabic origin, which occur in Sa’di’s Gulistân, composed by Junaid bin ‘Abdallâh, and beginning: الحمد لله على نعمائه و الصّلوة على رسوله و السّلام على اصحابه قال الخ. It is divided into three ḳisms: قسم اوّل اشعار عربى و بعضى فارسئ مشكل‘ قسم دويم در مركّبات معانئ بعضى اقوال اكابر و حديث نبوى و كلام ربّانى‘ قسم سيوم در لغات مفردات و حروف تهجّى‘ The third ḳism begins on fol. 158<sup>a</sup>. The Persian paraphrase is an interlinear one, and written in much smaller characters than the original words and phrases. Finished the 15th of Rajab, in the fourteenth year of Muḥammadshâh’s reign (=A.H. 1145, A.D. 1733, Jan. 1). No. 1481, ff. 149<sup>b</sup>-171, ll. 18; Nasta’lîḳ; size, 6¾ in. by 3½ in.
DOI: 10.5281/zenodo.7898785
title: [IO Islamic 1481] فرهنگ گلستان

description: <strong>Farhang-i-Gulistân.</strong> <strong>This manuscript is now IO Islamic 1182 in the India Office collections.</strong> <strong>[metadata:</strong> <strong>Hermann Ethé</strong><strong><em>, </em></strong><strong><em>Catalogue of Persian Manuscripts in the Library of the India Office,</em></strong> <strong>2 vols. (Oxford: India Office, 1903): volume 1,</strong> <strong>number 1481 here with notations and hyperlinks].</strong> 1182 Farhang-i-Gulistân (فرهنگ گلستان). A short Persian paraphrase of the difficult Arabic and Persian verses, the sentences of the Ḳurân, traditions of the Prophet, Sayings of other great Shaikhs, and a great many single words, especially of Arabic origin, which occur in Sa’di’s Gulistân, composed by Junaid bin ‘Abdallâh, and beginning: الحمد لله على نعمائه و الصّلوة على رسوله و السّلام على اصحابه قال الخ. It is divided into three ḳisms: قسم اوّل اشعار عربى و بعضى فارسئ مشكل‘ قسم دويم در مركّبات معانئ بعضى اقوال اكابر و حديث نبوى و كلام ربّانى‘ قسم سيوم در لغات مفردات و حروف تهجّى‘ The third ḳism begins on fol. 158<sup>a</sup>. The Persian paraphrase is an interlinear one, and written in much smaller characters than the original words and phrases. Finished the 15th of Rajab, in the fourteenth year of Muḥammadshâh’s reign (=A.H. 1145, A.D. 1733, Jan. 1). No. 1481, ff. 149<sup>b</sup>-171, ll. 18; Nasta’lîḳ; size, 6¾ in. by 3½ in.
DOI: 10.6084/m9.figshare.22769582
title: RAAAP-3 Codebook

description: Codebook for the RAAAP-3 Survey Data 12th April 2023 Note that these are exports from the RAAAP-3_MainDataset SPSS file There are some additional text fields in some of the associated datafiles Where there have been slight changes to questions / options from the RAAAP-1/2 surveys, and where it is sensible to do so, some additional computed fields have been added. For example in RAAAP-1 the question on gender identity only had 3 options; {female, male, prefer not to provide} For RAAAP-2 we added {non binary} as an option; this is retained in RAAAP-3 GenderExtended Gender All of the backcoding is described in the SPSS syntax files Variable Information tab is produced from SPSS: File --&gt; Display Data File Information Variable Values tab is produced from SPSS: File --&gt; Display Data File Information (at the same time as Variable Information)
DOI: 10.5281/zenodo.7898823
title: [IO Islamic 1605] فرهنگ گلستان

description: <strong>Farḥang</strong><strong>-i-Gulistân.</strong> <strong>This manuscript is now IO Islamic 1183 in the India Office collections.</strong> <strong>[metadata:</strong> <strong>Hermann Ethé</strong><strong><em>, </em></strong><strong><em>Catalogue of Persian Manuscripts in the Library of the India Office,</em></strong> <strong>2 vols. (Oxford: India Office, 1903): volume 1,</strong> <strong>number 1605 here with notations and hyperlinks].</strong> 1183 Farḥang-i-Gulistân (فرهنگ گلستان). Another small glossary of the Gulistân, with the same title, chiefly explaining Arabic words by an interlinear Persian paraphrase; it is divided into two portions, the first of which is arranged alphabetically according to the <em>last</em> letter, viz. لغات مفردات بترتيب حروف, on fol. 1<sup>a</sup>, beginning with رضا(=خشنودى); the second is headed لغات متفرّقه, on fol. 18<sup>b</sup>, beginning with اتابت(=توبه). No compiler’s name appears. Dated, as it seems, the 9th of Ṣafar (? The word is entirely misspelt here), in the first year of Aḥmadshâh’s reign (=A.H. 1162, A.D. 1749, Jan. 29). A seal, however, of the first owner, Ghulâm Muḥyî-aldîn Rafî, bear the earlier date A.H. 1155 (A.D. 1742, 1743), on fol. 18<sup>b</sup>, another of the same is found at the end of the copy. No. 1605, ff. 21; careless Nasta’lîḳ; size, 7¼ in. by 4¾ in.
DOI: 10.5281/zenodo.7898822
title: [IO Islamic 1605] فرهنگ گلستان

description: <strong>Farḥang</strong><strong>-i-Gulistân.</strong> <strong>This manuscript is now IO Islamic 1183 in the India Office collections.</strong> <strong>[metadata:</strong> <strong>Hermann Ethé</strong><strong><em>, </em></strong><strong><em>Catalogue of Persian Manuscripts in the Library of the India Office,</em></strong> <strong>2 vols. (Oxford: India Office, 1903): volume 1,</strong> <strong>number 1605 here with notations and hyperlinks].</strong> 1183 Farḥang-i-Gulistân (فرهنگ گلستان). Another small glossary of the Gulistân, with the same title, chiefly explaining Arabic words by an interlinear Persian paraphrase; it is divided into two portions, the first of which is arranged alphabetically according to the <em>last</em> letter, viz. لغات مفردات بترتيب حروف, on fol. 1<sup>a</sup>, beginning with رضا(=خشنودى); the second is headed لغات متفرّقه, on fol. 18<sup>b</sup>, beginning with اتابت(=توبه). No compiler’s name appears. Dated, as it seems, the 9th of Ṣafar (? The word is entirely misspelt here), in the first year of Aḥmadshâh’s reign (=A.H. 1162, A.D. 1749, Jan. 29). A seal, however, of the first owner, Ghulâm Muḥyî-aldîn Rafî, bear the earlier date A.H. 1155 (A.D. 1742, 1743), on fol. 18<sup>b</sup>, another of the same is found at the end of the copy. No. 1605, ff. 21; careless Nasta’lîḳ; size, 7¼ in. by 4¾ in.
DOI: 10.57841/casdc.0000543
title: 简介（关于资源来源、背景、意义，产生方法、主要内容、体量等方面的描述。如：XX主要面向XX研究、XX需求建设，使用XX仪器/试剂/量表/方法，记录了XX、XX等值，数据量XXGB。）
DOI: 10.5281/zenodo.7898829
title: [IO Islamic 2650] ترجمۀ اشعار گلستان

description: <strong>Tarjuma-i-Ash’âr-i-Gulistân.</strong> <strong>This manuscript is now IO Islamic 1184 in the India Office collections.</strong> <strong>[metadata:</strong> <strong>Hermann Ethé</strong><strong><em>, </em></strong><strong><em>Catalogue of Persian Manuscripts in the Library of the India Office,</em></strong> <strong>2 vols. (Oxford: India Office, 1903): volume 1,</strong> <strong>number 2650 here with notations and hyperlinks].</strong> 1184 Tarjuma-i-Ash’âr-i-Gulistân (ترجمۀ اشعار گلستان). A Persian translation of all the Arabic verses and sentences which occur in Sa’dî’s Gulistân, by an anonymous another, beginning:الحمد لله المعبود كه مناشير تناشير الخ. This paraphrase is divided into five faṣls, the first of which comprises the verses of the Ḳurân (در كتاب و آيات مجيد); the second, the traditions (در احاديث عظيم); the third, the sayings of the Shaikhs (در قول مشايخ); the fourth, all the rest of the Arabic verses (در اشعار عربيّه); and the fifth, whole Arabic phrases and sentences (در لغات و كلمات تامّات). The third and fifth of these faṣls are entirely missing in this copy. The first begins on fol. 250<sup>b</sup>, the second on fol. 252<sup>a</sup>, and the fourth on fol. 253<sup>b</sup>. No. 2650, ff. 250-257, ll. 17; Nasta’lîḳ; size, 12<sup>1/8</sup> in. by 7 in.
DOI: 10.5281/zenodo.7898828
title: [IO Islamic 2650] ترجمۀ اشعار گلستان

description: <strong>Tarjuma-i-Ash’âr-i-Gulistân.</strong> <strong>This manuscript is now IO Islamic 1184 in the India Office collections.</strong> <strong>[metadata:</strong> <strong>Hermann Ethé</strong><strong><em>, </em></strong><strong><em>Catalogue of Persian Manuscripts in the Library of the India Office,</em></strong> <strong>2 vols. (Oxford: India Office, 1903): volume 1,</strong> <strong>number 2650 here with notations and hyperlinks].</strong> 1184 Tarjuma-i-Ash’âr-i-Gulistân (ترجمۀ اشعار گلستان). A Persian translation of all the Arabic verses and sentences which occur in Sa’dî’s Gulistân, by an anonymous another, beginning:الحمد لله المعبود كه مناشير تناشير الخ. This paraphrase is divided into five faṣls, the first of which comprises the verses of the Ḳurân (در كتاب و آيات مجيد); the second, the traditions (در احاديث عظيم); the third, the sayings of the Shaikhs (در قول مشايخ); the fourth, all the rest of the Arabic verses (در اشعار عربيّه); and the fifth, whole Arabic phrases and sentences (در لغات و كلمات تامّات). The third and fifth of these faṣls are entirely missing in this copy. The first begins on fol. 250<sup>b</sup>, the second on fol. 252<sup>a</sup>, and the fourth on fol. 253<sup>b</sup>. No. 2650, ff. 250-257, ll. 17; Nasta’lîḳ; size, 12<sup>1/8</sup> in. by 7 in.
DOI: 10.13120/x8tn-hy94
title: PNRA ODYSSEA (paleoclimatic reconstructions and Ocean DYnamics from the Sediment drifts of the ross SEA)

description: Complementary with the ANTSSS project funded by EUROFLEETS, ODYSSEA aimed at investigating the sediment drifts to the west of the Hillary Canyon (Ross Sea continental margin) by means of seismic and oceanographic data to contribute to the understanding of past and present ocean dynamics and glacial history of this Antarctic sector. During the 32nd PNRA expedition, OGS Explora collected over 240 km of Single Channel Seismics (SCS), 2700 km2 of bathymetry, 500 km of sub-bottom, 6 gravity cores for a total of nearly 30 m of sediments, 4 box cores, 25 XBT launches, 2 rosette casts with water sampling, CTD, L-ADCP, turbidity and florescence probes. Part of the seismic data have been initially published in Conte R et al (2021) Bottom current control on sediment deposition between the Iselin Bank and the Hillary Canyon (Antarctica) since the late Miocene: An integrated seismic-oceanographic approach. Deep-Sea Research Part I: Oceanographic Research Papers 176, art. no. 103606, DOI: 10.1016/j.dsr.2021.103606
DOI: 10.5517/ccdc.csd.cc266qtz
title: CCDC 2032261: Experimental Crystal Structure Determination

description: Related Article: Zongshang Li, Ke Xiao, Qingyun Wan, Rui Tang, Kam-Hung Low, Xiaodong Cui, Chi-Ming Che|2023|Angew.Chem.,Int.Ed.|62|e202216523|doi:10.1002/anie.202216523
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc28k4ll
title: CCDC 2101849: Experimental Crystal Structure Determination

description: Related Article: Zongshang Li, Ke Xiao, Qingyun Wan, Rui Tang, Kam-Hung Low, Xiaodong Cui, Chi-Ming Che|2023|Angew.Chem.,Int.Ed.|62|e202216523|doi:10.1002/anie.202216523
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc28k4pp
title: CCDC 2101852: Experimental Crystal Structure Determination

description: Related Article: Zongshang Li, Ke Xiao, Qingyun Wan, Rui Tang, Kam-Hung Low, Xiaodong Cui, Chi-Ming Che|2023|Angew.Chem.,Int.Ed.|62|e202216523|doi:10.1002/anie.202216523
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.6084/m9.figshare.22769609
title: RAAAP-3 SPSS Syntax Files

description: RAAAP-3 Data Cleansing v5.sps This syntax file is designed to take the raw SPSS data from the RAAAP-3 Qualtrics questionnaire and process it in order to, as per the RAAAP-3 Data Analysis Plan: 3. Data Identification - Removal of “non-data” (eg “click here to agree” = all are 1) 4. Systematic review of each variable - is it the correct type? 5. Data Cleansing - (eg -99  system missing) 6. Data Correcting - (eg missing response options backfilling based on free text (eg if a US state was missing from the choices this could be backcoded based on other responses)) 7. Data Anonymising (removal/redaction of any text that might give rise to identification) 8. Data Recoding - for clearer analysis [eg 8 (=1 year as a research admin) recode to 1] 9. Data Rationalisation (eg “years in research administration” into 5 year bands) 10. Data Consolidation (eg merging of data fields where appropriate [3 “other” into 1] [optional step] 11. Data Fusion (eg merging of two independent fields into a complex variable [eg Gender and Age into Gender-Age] for more insightful analyses) [optional step] <br> After the data are cleansed: RAAAP-3 create final datasets (for v5) 3rd May 2023.sps is used to: 11A Data splitting and saving - to aid anonynimity, eg separating free text from multichoice responses <br> Note that other steps from the data analysis plan are not conducted in this SPSS file, but elsewhere