cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/3hb-kpz-fv2
title: Carex flava L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hb-ln3-4ng
title: Trifolium arvense L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hb-re2-06h
title: Lathyrus vernus (L.) Bernh.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hb-t18-lj7
title: Scolochloa festucacea (Willd.) Link

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hc-2d6-td8
title: Ribes spicatum x subsp. lapponicum × subsp. spicatum

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hc-5da-k0a
title: Lolium multiflorum Lam.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hc-65m-4x8
title: Silene uniflora Roth

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hc-9j0-g5h
title: Rosa majalis Herrm.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hc-cll-bjv
title: Ranunculus confervoides (Fr.) Fr.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hc-f4f-hdb
title: Juncus effusus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hb-83y-dz5
title: Prunus padus x ssp. borealis × ssp. padus

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hb-rfp-0sz
title: Lycopodium clavatum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hb-yle-scy
title: Luzula multiflora subsp. frigida (Buchenau) V. I. Krecz.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hc-kbt-agp
title: Lathyrus japonicus var. maritimus (L.) J.T.Kartesz & Gandhi

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hc-pt1-2mz
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hc-qwe-fds
title: Dianthus barbatus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hc-s3z-6az
title: Poa pratensis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hd-5c6-1w6
title: Najas marina L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hd-699-vgk
title: Rumex crispus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hd-l01-0g5
title: Argentina anserina subsp. anserina

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hd-mlx-5fw
title: Ranunculus reptans L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hd-vn7-cy1
title: Dryas octopetala L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hc-gx4-lqx
title: Diphasiastrum Holub

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hd-vrs-dkb
title: Trifolium hybridum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3he-350-b4x
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3he-3h5-jmh
title: Lepidium didymum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3he-698-brq
title: Hammarbya paludosa (L.) Kuntze

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3he-834-eza
title: Nuphar pumila (Timm) DC.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3he-r23-vh5
title: Rumex crispus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3he-tqc-q8g
title: Rhynchospora alba (L.) Vahl

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3he-zbz-5n9
title: Trifolium pratense L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hf-7b5-sfc
title: Prunus padus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hf-9pw-1sd
title: Agrostis capillaris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hf-a6j-1vr
title: Lolium perenne L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hf-bq7-eez
title: Anthoxanthum nitens (Weber) Y.Schouten & Veldkamp

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hf-ecy-fn5
title: Oxalis stricta L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hf-nzr-15q
title: Sisymbrium loeselii L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hg-2lb-amf
title: Polygonatum odoratum (Mill.) Druce

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hg-30m-5h6
title: Thlaspi arvense L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hg-aq6-6d7
title: Trichophorum alpinum (L.) Pers.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hg-c6z-1b5
title: Ranunculus glacialis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hg-dhh-ypn
title: Fumaria officinalis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hg-hg7-c6g
title: Phalaris canariensis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hg-jhb-y8r
title: Poa palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hg-lwb-ama
title: Draba incana L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hh-3m1-p99
title: Anthoxanthum australe (Schrad.) Veldkamp

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hf-ztt-sbk
title: Vicia sylvatica L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hg-074-86d
title: Salix myrsinifolia subsp. myrsinifolia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hg-46x-kf9
title: Dactylorhiza incarnata subsp. incarnata

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hh-d82-5xq
title: Avenella flexuosa (L.) Drejer

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.16541822
title: TransferZ: a photometric dataset for machine learning

description: Overview

TransferZ is a machine learning ready dataset containing Hyper-Suprime Cam (HSC) PDR2 grizy photometry and COSMOS2020 derived photometric redshifts for 116,335 galaxies in the 2 sq. deg. COSMOS field. The dataset is associated with the paper "Improving Generalization and Uncertainty Quantification of Photometric Redshift Models" by Soriano et al. (2025). It is designed for machine learning applications in astrophysics, particularly for redshift estimation. Soriano et al. (2025) used TransferZ complimentary to GalaxiesML (doi) to test methods of generalizing redshift models. We provide the same train test splits used in the paper. In addition, we provide a "conformal" set which was used in the application of conformal prediction. 

Features



Photometry for 116,335 galaxies in five photometric bands (g,r,i,z,y)

Photometric redshifts for each galaxy derived from 35-band photometry (see Weaver+22). Redshifts range from 0.01 to 4


Citations

If you make use of any of these products, please cite this repository and Soriano et al. (2025). In addition, for COSMOS2020 data products, please cite Weaver et al. (2022); for HSC PDR2 data, please cite Aihara et al. (2019); for GalaxiesML data products, please cite Do et al (2024).

References:



Aihara et al. (2019). PASJ, 71, 6. [arXiv:1905.12221][doi]

Weaver et al. (2022).ApJS, 258, 11. [arXiv:2110.13923][doi]

Do et al. (2024). [arXiv:2410.00271]

Soriano et al. (2025). ApJ, submitted.
DOI: 10.5281/zenodo.16541823
title: TransferZ: a photometric dataset for machine learning

description: Overview

TransferZ is a machine learning ready dataset containing Hyper-Suprime Cam (HSC) PDR2 grizy photometry and COSMOS2020 derived photometric redshifts for 116,335 galaxies in the 2 sq. deg. COSMOS field. The dataset is associated with the paper "Improving Generalization and Uncertainty Quantification of Photometric Redshift Models" by Soriano et al. (2025). It is designed for machine learning applications in astrophysics, particularly for redshift estimation. Soriano et al. (2025) used TransferZ complimentary to GalaxiesML (doi) to test methods of generalizing redshift models. We provide the same train test splits used in the paper. In addition, we provide a "conformal" set which was used in the application of conformal prediction. 

Features



Photometry for 116,335 galaxies in five photometric bands (g,r,i,z,y)

Photometric redshifts for each galaxy derived from 35-band photometry (see Weaver+22). Redshifts range from 0.01 to 4


Citations

If you make use of any of these products, please cite this repository and Soriano et al. (2025). In addition, for COSMOS2020 data products, please cite Weaver et al. (2022); for HSC PDR2 data, please cite Aihara et al. (2019); for GalaxiesML data products, please cite Do et al (2024).

References:



Aihara et al. (2019). PASJ, 71, 6. [arXiv:1905.12221][doi]

Weaver et al. (2022).ApJS, 258, 11. [arXiv:2110.13923][doi]

Do et al. (2024). [arXiv:2410.00271]

Soriano et al. (2025). ApJ, submitted.
DOI: 10.3535/3hh-ddj-tds
title: Diplotaxis muralis (L.) DC.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hh-fz0-s85
title: Carex L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hh-hb5-5c6
title: Vicia hirsuta (L.) Gray

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hh-l30-9gv
title: Goodyera repens (L.) R.Br.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hh-mtq-akg
title: Honckenya peploides (L.) Ehrh.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hh-nx1-n4b
title: Carex vaginata Tausch

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hj-0rs-d6s
title: Festuca rubra L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hj-8ez-2tj
title: Carex digitata L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hj-bpw-zpm
title: Dryopteris carthusiana (Vill.) H. P. Fuchs

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hj-h21-ked
title: Fragaria moschata Duchesne

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hj-kk4-jle
title: Lepidium latifolium L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hj-nmj-vdf
title: Fumaria officinalis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hj-tff-a3w
title: Ranunculus polyanthemos L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hj-v7p-vhk
title: Botrychium lunaria (L.) Sw.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hj-z85-lbf
title: Draba norvegica Gunnerus

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hk-1je-e29
title: Amelanchier × spicata (Lam.) K. Koch

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17770993
title: Rates of calcification and bioerosion under temperature and pH manipulations

description: This dataset accompanies Cornwall et al. (publication approved November 2025) 'Persistence of coral reef structures into the 21st Century', Nature Reviews Earth and Environment.

Data was extracted manually from publications concerning the effect of temperature and pH treatments on the calcification and bioerosion rates of shallow-water tropical benthic organisms.

For more information on the data collection and processing methodology, see the Supplementary Information corresponding to the above paper.
DOI: 10.5281/zenodo.17770994
title: Rates of calcification and bioerosion under temperature and pH manipulations

description: This dataset accompanies Cornwall et al. (publication approved November 2025) 'Persistence of coral reef structures into the 21st Century', Nature Reviews Earth and Environment.

Data was extracted manually from publications concerning the effect of temperature and pH treatments on the calcification and bioerosion rates of shallow-water tropical benthic organisms.

For more information on the data collection and processing methodology, see the Supplementary Information corresponding to the above paper.
DOI: 10.3535/3hj-xj5-e3d
title: Spirodela polyrhiza (L.) Schleid.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hk-76z-yyx
title: Ranunculus flammula subsp. flammula

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hk-fe0-5np
title: Matteuccia struthiopteris (L.) Tod.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hk-g7b-4jj
title: Chenopodium suecicum Murr

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hk-grj-rzr
title: Agrostis capillaris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hk-kc2-57f
title: Atocion rupestre (L.) Oxelman

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hk-ky4-gl9
title: Juncus stygius L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hk-lyt-znv
title: Saxifraga cespitosa L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hk-m50-jqh
title: Goodyera repens (L.) R.Br.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hk-pcx-p6v
title: Erucastrum gallicum (Willd.) O. E. Schulz

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hk-vrq-c2a
title: Carex chordorrhiza L.f.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hk-w13-p6c
title: Ribes nigrum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hk-xj4-130
title: Carex acuta L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hl-2mx-d3m
title: Epipactis palustris (L.) Crantz

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hl-2vc-gxc
title: Scheuchzeria palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hl-323-gvx
title: Rhododendron tomentosum (Stokes) Harmaja

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hl-76f-x4t
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hl-etn-b57
title: Cardamine pratensis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hl-g60-t5q
title: Alchemilla acutiloba Opiz

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hk-4c3-d35
title: Rumex aquaticus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hk-nma-z8h
title: Zannichellia palustris subsp. pedicellata (Rosén & Wahlenb.) Arcang.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hl-d37-en8
title: Atriplex praecox Hülph.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hl-mxr-swq
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hl-xxs-4xj
title: Lycopodiella inundata (L.) Holub

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hm-0mj-ael
title: Juncus conglomeratus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hm-as3-q4c
title: Potentilla erecta (L.) Raeusch.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hm-bkv-6sh
title: Amelanchier × spicata (Lam.) K. Koch

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hm-c5q-fz3
title: Potamogeton polygonifolius Pourr.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hm-cf9-4tj
title: Carex livida (Wahlenb.) Willd.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hm-dxn-a0k
title: Armoracia rusticana G. Gaertn., B. Mey. & Scherb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hm-eyy-w3b
title: Diplazium sibiricum (Turcz. ex Kunze) Sa. Kurata

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hm-ker-504
title: Cardamine bellidifolia L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hm-kr6-tk6
title: Geum rivale L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hm-y9b-6bw
title: Fragaria vesca L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hm-z5j-dh3
title: Dryopteris cristata (L.) A. Gray

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hn-15v-yz7
title: Alchemilla monticola Opiz

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hn-cxa-q6y
title: Potentilla intermedia L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hn-7rc-4y7
title: Moehringia lateriflora (L.) Fenzl

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hn-ba2-lkh
title: Juncus gerardii subsp. atrofuscus

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hn-fr2-27q
title: Potentilla norvegica L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3hn-j1f-52d
title: Equisetum fluviatile L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.4231/desj-5x22
title: FP Canada Research Stage 2

description: &lt;p data-end="1383" data-start="747"&gt;This second deliverable builds on the web-data protocol (Deliverable 1) and presents the &lt;strong data-end="860" data-start="836"&gt;substantive findings&lt;/strong&gt; from topic modeling and sentiment analysis of consumer narratives about financial planning. Using a cleaned corpus of short, real-world comments from multiple online platforms, the report analyzes both a broad sample of public voices and focused subsets that highlight (1) people who explicitly say they do &lt;em data-end="1173" data-start="1168"&gt;not&lt;/em&gt; use financial planners or advisors, (2) individuals who mention low income, poverty, or financial hardship, and (3) Canadian consumers, including those referencing products such as RRSPs, TFSAs, and CPP/QPP.&lt;/p&gt;

&lt;p data-end="2071" data-start="1385"&gt;Through LDA topic modeling and qualitative interpretation, the report surfaces recurring themes such as: &ldquo;It&rsquo;s too expensive,&rdquo; &ldquo;I don&rsquo;t trust the system or the advisors,&rdquo; &ldquo;I can manage on my own,&rdquo; and &ldquo;I feel ashamed or judged.&rdquo; A second thematic map zooms in on low-income and financially vulnerable groups, showing how many perceive planning as something &ldquo;for rich people,&rdquo; feel that advice does not fit their unstable reality, or experience practical access barriers. Each theme is followed by &lt;strong data-end="1916" data-start="1882"&gt;practice-oriented implications&lt;/strong&gt; for planners and organizations (e.g., fee transparency, scaled service models, non-judgmental communication, partnerships with community organizations).&lt;/p&gt;

&lt;p data-end="2335" data-is-last-node="" data-is-only-node="" data-start="2073"&gt;The document is structured in three parts&mdash;an executive summary, a practitioner-focused comprehensive report, and a detailed analytic/technical appendix&mdash;so that researchers, policymakers, and practitioners can all use the findings at the level of depth they need.&lt;/p&gt;

&lt;p data-end="2335" data-is-last-node="" data-is-only-node="" data-start="2073"&gt;This project relies exclusively on publicly available big data collected from open web sources via web crawling. Because no identifiable human subjects data are included, this work did not require IRB review.&lt;/p&gt;
description: Apply Latent Dirichlet Allocation (LDA) or equivalent similar natural language analytics to identify key themes and recurring barriers in consumer narratives. Generate thematic maps of “why people do not use FP” and “barriers for low-income groups.”