cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.11101338
title: Investigating the Quality of DermaMNIST and Fitzpatrick17k Dermatological Image Datasets
title: DermaMNIST-C, DermaMNIST-E, and Fitzpatrick17k-C

description: Abstract

The remarkable progress of deep learning in dermatological tasks has brought us closer to achieving diagnostic accuracies comparable to those of human experts. However, while large datasets play a crucial role in the development of reliable deep neural network models, the quality of data therein and their correct usage are of paramount importance. Several factors can impact data quality, such as the presence of duplicates, data leakage across train-test partitions, mislabeled images, and the absence of a well-defined test partition. In this paper, we conduct meticulous analyses of three popular dermatological image datasets: DermaMNIST, its source HAM10000, and Fitzpatrick17k, uncovering these data quality issues, measure the effects of these problems on the benchmark results, and propose corrections to the datasets. Besides ensuring the reproducibility of our analysis, by making our analysis pipeline and the accompanying code publicly available, we aim to encourage similar explorations and to facilitate the identification and addressing of potential data quality issues in other large datasets.

Citation

If you find this project useful or if you use our newly proposed datasets and/or our analyses, please cite our paper.



Kumar Abhishek, Aditi Jain, Ghassan Hamarneh. "Investigating the Quality of DermaMNIST and Fitzpatrick17k Dermatological Image Datasets". arXiv preprint arXiv:2401.14497, 2024. DOI: 10.48550/ARXIV.2401.14497.


The corresponding BibTeX entry is:



@article{abhishek2024investigating,  title={Investigating the Quality of {DermaMNIST} and {Fitzpatrick17k} Dermatological Image Datasets},  author={Abhishek, Kumar and Jain, Aditi and Hamarneh, Ghassan},  journal={arXiv preprint arXiv:2401.14497},  doi = {10.48550/ARXIV.2401.14497},  url = {https://arxiv.org/abs/2401.14497},  year={2024}}


Project Website

The results of the analysis, including the visualizations, are available on the project website: https://derm.cs.sfu.ca/critique/.

Code

The accompanying code for this project is hosted on GitHub at https://github.com/kakumarabhishek/Corrected-Skin-Image-Datasets.

License

The DermaMNIST-E, DermaMNIST-C, and Fitzpatrick17k-C datasets contained in this repository are licensed under the Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0) License.

The code hosted on GitHub is licensed under the Apache License 2.0.
DOI: 10.5281/zenodo.12739457
title: Investigating the Quality of DermaMNIST and Fitzpatrick17k Dermatological Image Datasets
title: DermaMNIST-C, DermaMNIST-E, and Fitzpatrick17k-C

description: Abstract

The remarkable progress of deep learning in dermatological tasks has brought us closer to achieving diagnostic accuracies comparable to those of human experts. However, while large datasets play a crucial role in the development of reliable deep neural network models, the quality of data therein and their correct usage are of paramount importance. Several factors can impact data quality, such as the presence of duplicates, data leakage across train-test partitions, mislabeled images, and the absence of a well-defined test partition. In this paper, we conduct meticulous analyses of three popular dermatological image datasets: DermaMNIST, its source HAM10000, and Fitzpatrick17k, uncovering these data quality issues, measure the effects of these problems on the benchmark results, and propose corrections to the datasets. Besides ensuring the reproducibility of our analysis, by making our analysis pipeline and the accompanying code publicly available, we aim to encourage similar explorations and to facilitate the identification and addressing of potential data quality issues in other large datasets.

Citation

If you find this project useful or if you use our newly proposed datasets and/or our analyses, please cite our paper.



Kumar Abhishek, Aditi Jain, Ghassan Hamarneh. "Investigating the Quality of DermaMNIST and Fitzpatrick17k Dermatological Image Datasets". arXiv preprint arXiv:2401.14497, 2024. DOI: 10.48550/ARXIV.2401.14497.


The corresponding BibTeX entry is:



@article{abhishek2024investigating,  title={Investigating the Quality of {DermaMNIST} and {Fitzpatrick17k} Dermatological Image Datasets},  author={Abhishek, Kumar and Jain, Aditi and Hamarneh, Ghassan},  journal={arXiv preprint arXiv:2401.14497},  doi = {10.48550/ARXIV.2401.14497},  url = {https://arxiv.org/abs/2401.14497},  year={2024}}


Project Website

The results of the analysis, including the visualizations, are available on the project website: https://derm.cs.sfu.ca/critique/.

Code

The accompanying code for this project is hosted on GitHub at https://github.com/kakumarabhishek/Corrected-Skin-Image-Datasets.

License

The metadata files (DermaMNIST-C.csv, DermaMNIST-E.csv, Fitzpatrick17k_DiagnosisMapping.xlsx,Fitzpatrick17k-C.csv) contained in this repository are licensed under the Creative Commons Attribution 4.0 International (CC BY 4.0) License.

The NPZ files associated with DermaMNIST-C (dermamnist_corrected_28.npz, dermamnist_corrected_224.npz) and DermaMNIST-E (dermamnist_extended_28.npz, dermamnist_extended_224.npz) contained in this repository are licensed under the Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0) License.

The code hosted on GitHub is licensed under the Apache License 2.0.
DOI: 10.15468/dl.v5se3y
title: Occurrence Download

description: A dataset containing 2348806 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 2019-2024"
 ]
}

 The dataset includes 2348806 records from 763 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023552-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t6dp2u
title: Occurrence Download

description: A dataset containing 6287484 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Thailand"
 ]
}

 The dataset includes 6287484 records from 1902 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023562-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/vazmnx/iig4uz
title: statedata.csv

description: Vote, unemployment, homestate (etc.) data for each state in 2000, 2004 & 2008
DOI: 10.7910/dvn/26474/kb7qyo
title: Cataloging Information.docx
DOI: 10.7910/dvn/26474/pw7qmq
title: asylumrepdata_ch2to5.tab
DOI: 10.7910/dvn/26474/w38jjk
title: asylumrepdata_ch6.tab
DOI: 10.7910/dvn/26474/6r8apj
title: Chapter 3 Methodological Appendix.pdf
DOI: 10.7910/dvn/26474/bdfdxt
title: duplicate case reanalysis.txt
DOI: 10.7910/dvn/26474/i1npak
title: Chapter 4 Methodological Appendix.pdf
DOI: 10.7910/dvn/26474/jyuztm
title: Codebook.docx
DOI: 10.7910/dvn/26474/u8dxwo
title: Chapter 5 Methodolgical Appendix.pdf
DOI: 10.7910/dvn/26474/vtrzra
title: Readme File.docx
DOI: 10.7910/dvn/26474/qnsvt2
title: replication code.txt
DOI: 10.7910/dvn/ttiwzk/etcmp6
title: dolina.Rd

description: Documentation in R help file format
DOI: 10.7910/dvn/ttiwzk/pquq36
title: DOLINAcounts.rda

description: Count data in long format
DOI: 10.7910/dvn/ttiwzk/zxndxu
title: dolina-derived.R

description: Code for how the example data set in the mefa R package was derived
DOI: 10.7910/dvn/ttiwzk/7rsx5b
title: DOLINAsamples.rda

description: Sample attribute data as data frame
DOI: 10.7910/dvn/ttiwzk/cpbkwx
title: DOLINAtaxa.rda

description: Taxa attributes as data.frame
DOI: 10.7910/dvn/ttiwzk/nkoh5w
title: method-paper.R

description: R code for analysis
DOI: 10.7910/dvn/hjiemm/7jqry9
title: dolina.mollusc.time.txt

description: Text file with the listing of the content of the RData file.
DOI: 10.7910/dvn/hjiemm/apzuyy
title: dolina.mollusc.time.RData

description: RData file containing a mefa object
DOI: 10.7910/dvn/hjiemm/r3eaiq
title: dolina.mollusc.time.analysis.R

description: Data analytic code for table and figure.
DOI: 10.7910/dvn/hjiemm/wo6ycs
title: dolina.mollusc.time.proccode.R

description: Processing code to produce dolina.mollusc.time.txt based on data stored in dolina.mollusc.time.Rdata as an object of class mefa.
DOI: 10.7910/dvn/c7zled/nhp4yj
title: income99.xls

description: Massachusetts Income Data 1999, Excel file
DOI: 10.7910/dvn/c7zled/txfzg3
title: income99.tab

description: Massachusetts Income Data 1999
DOI: 10.7910/dvn/23244/8i9uew
title: q111_silver_shots10500-11999_0-2PI.hdf5
DOI: 10.7910/dvn/23244/bm4bwv
title: q111_silver_shots0-1499_0-2PI.hdf5
DOI: 10.7910/dvn/23244/1bgq4h
title: q111_silver_shots13500-14999_0-2PI.hdf5
DOI: 10.7910/dvn/23244/irtyqi
title: q111_silver_shots12000-13499_0-2PI.hdf5
DOI: 10.7910/dvn/23244/iufua1
title: q111_silver_shots3000-4499_0-2PI.hdf5
DOI: 10.7910/dvn/23244/rvxydj
title: q111_silver_shots1500-2999_0-2PI.hdf5
DOI: 10.7910/dvn/23244/wgga5k
title: q111_silver_shots15000-15495_0-2PI.hdf5
DOI: 10.7910/dvn/23244/84pey3
title: q111_silver_shots4500-5999_0-2PI.hdf5
DOI: 10.7910/dvn/23244/b64qyn
title: q111_silver_shots7500-8999_0-2PI.hdf5
DOI: 10.7910/dvn/23244/j2fph6
title: q111_silver_shots9000-10499_0-2PI.hdf5
DOI: 10.7910/dvn/23244/pjl8ir
title: README
DOI: 10.7910/dvn/23244/tkdn9l
title: q111_silver_shots6000-7499_0-2PI.hdf5
DOI: 10.7910/dvn/29824/7pzgsk
title: abtract.docx
DOI: 10.7910/dvn/7chjlz/cvtnhd
title: Justice_lost.tab

description: Data file for this study
DOI: 10.7910/dvn/7chjlz/qtyhok
title: Justice_lost.zip

description: Data file in original stata file format
DOI: 10.7910/dvn/zumapb/m1h7kg
title: Data_paradox.tab

description: Data file for this study
DOI: 10.7910/dvn/zumapb/z4r9de
title: Paradox_promises.zip

description: Data file in original stata file format
DOI: 10.15468/dl.a72wrz
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Agnesia lancifolia (Mez) Zuloaga & Judz., Olyra lancifolia Mez)"
 ]
}

 The dataset includes 13 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026856-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/b9yyyh/rjr8gn
title: IGORChecks.do

description: Stata do file for this study
DOI: 10.7910/dvn/b9yyyh/tpmk7n
title: IGODataSetup.do

description: Stata do file for this study
DOI: 10.7910/dvn/b9yyyh/umdutd
title: IGODataREADME.txt

description: Important information about the files in this study
DOI: 10.7910/dvn/b9yyyh/wkirfm
title: IGOData.tab

description: Data file for this study
DOI: 10.7910/dvn/b9yyyh/auq5gd
title: Power_positions.zip

description: Data file in original stata file format
DOI: 10.7910/dvn/b9yyyh/plchus
title: IGORChecks.log

description: Log file for this study
DOI: 10.7910/dvn/b9yyyh/tnmjrf
title: IGOTables.log

description: Log file for this study
DOI: 10.7910/dvn/b9yyyh/ysvf3y
title: IGOTables.do

description: Stata do file for this study
DOI: 10.7910/dvn/fgwhuf/7bn8mh
title: DemSanct.do

description: Stata do file for this study
DOI: 10.7910/dvn/fgwhuf/obddxd
title: Heg_purse.zip

description: Data file in original stata file format
DOI: 10.7910/dvn/fgwhuf/zfpgml
title: DemSanct.tab

description: Data file for this study
DOI: 10.7910/dvn/k24peh/bjyrv3
title: BPCP Final Endline questionniare.docx

description: End line questionnaire
DOI: 10.7910/dvn/k24peh/2ttvca
title: Full PCP data-2011 for evaluation analysis.tab
DOI: 10.7910/dvn/k24peh/guvdsl
title: Final Endline TRaC Survey Report PCP (2011).docx

description: Final report for impact evaluation on basic preventive packages and services on behavior and health of PLHIV.
DOI: 10.7910/dvn/k24peh/sncevs
title: BPCP Impact Evaluation final study protocol.docx

description: Study protocol for end line evaluation of basic preventive care package products(BPCP)
DOI: 10.7910/dvn/nbifkq/cwhyia
title: 2009-ethiopia_map_cdm_itn_ors_mch.pdf
DOI: 10.7910/dvn/nbifkq/txsuvo
title: DummyResult(coverage&quality).xls
DOI: 10.7910/dvn/nbifkq/xtbdmu
title: 2009-ethiopia_map_cdm_itn_ors_mch.docx
DOI: 10.7910/dvn/nbifkq/yb4kik
title: audit sheet.doc
DOI: 10.7910/dvn/nbifkq/3ijat2
title: penetration Using SPSS.xls
DOI: 10.7910/dvn/nbifkq/ooonyi
title: OtherVariables.xls
DOI: 10.7910/dvn/nbifkq/vhlwss
title: MAP DATA SET.xls
DOI: 10.7910/dvn/nbifkq/vidjdq
title: OUT OF STOCK.xls
DOI: 10.7910/dvn/nbifkq/z0vdmy
title: ETH MAP-- PCP project BP final commented and edited doc 3[1]-1.doc
DOI: 10.7910/dvn/nbifkq/zrijf6
title: INTENTION to stock.xls
DOI: 10.7910/dvn/nbifkq/0aicvr
title: penetration.xls
DOI: 10.7910/dvn/nbifkq/hpqq77
title: penetration UsingSPSS.xls
DOI: 10.7910/dvn/nbifkq/trefyn
title: PSI visit.xls
DOI: 10.7910/dvn/nbifkq/w11rdd
title: Products expiry date.xls
DOI: 10.7910/dvn/24056
title: Ethiopia (2012): Pretest measuring understandability and comprehension of health communication messages

description: PSI/Ethiopia was implementing the CDC funded demand creation promotion for the treatment of sexually transmitted infections (DCP/STI) Project. Production and distribution of health communication messages was one of the main component of the study. This pretest was done to measure understandability and comprehension of health communication messages produced by DCP/STI project.
DOI: 10.15468/dl.ydbd2j
title: Occurrence Download

description: A dataset containing 1505 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Geophilus flavus De Geer, 1778",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 34, 42 34, 42 70, -26 70, -26 34))"
 ]
}

 The dataset includes 1505 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026857-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13960919
title: Daily Averaged M-Transform output - January_2014_2015_2016

description: This ".zip" file contains phase-velocity spectra of atmospheric gravity waves (AGWs) with horizontal wavelength 0 - 100 km and time period 5 - 60 minutes for January 2014, 2015, and 2016. These were obatained by applying Matsuda-Transform to OH (3,1) band intensity maps from Advance Temperature Mapper at ALOMAR, Norway. These  are "numpy" files and can be read using "numpy" library of Python. Dimension of each file is (300, 300) corresponding to AGW phase speeds between 0 to 150 m/s.
DOI: 10.5281/zenodo.13960920
title: Daily Averaged M-Transform output - January_2014_2015_2016

description: This ".zip" file contains phase-velocity spectra of atmospheric gravity waves (AGWs) with horizontal wavelength 0 - 100 km and time period 5 - 60 minutes for January 2014, 2015, and 2016. These were obatained by applying Matsuda-Transform to OH (3,1) band intensity maps from Advance Temperature Mapper at ALOMAR, Norway. These  are "numpy" files and can be read using "numpy" library of Python. Dimension of each file is (300, 300) corresponding to AGW phase speeds between 0 to 150 m/s.
DOI: 10.7910/dvn/cvvbm6
title: Ethiopia (2005): Retail Audits in Awash and Awassa for ITNs

description: This MAP study evaluated the coverage and quality of coverage of instecticide treated nets (ITNs) in retail audits in Awash and Awassa, Ethiopia, using the Lot Quality Assurance Sampling (LQAS) method.
DOI: 10.7910/dvn/p61hbn
title: Ethiopia (2009): MAP study Measuring Coverage, Quality of Coverage and Market Penetration of Iodized salt Product Distribution System in Five Target Regions of the Country.

description: PSI/Ethiopia recently received funding from United Nations Children's Fund (UNICEF) to contribute to the reduction of the prevalence and severity of iodine deficiency disorder (IDD) in Ethiopia and thereby increase the use of iodized salt in households. The primary target group is salt consumers, and the secondary target group is a population which includes salt producers, distributors and retailers. PSI/Ethiopia intends to use project MAP to: Assess the geographical coverage and quality of coverage in each of the five regions , for iodized salt product/services Estimate market penetration rate of iodized salt in the major urban and semi urban areas ( towns) Set the next year reward strategy for UNICEF and FMoH universal salt iodization programmatic objectives The geographic unit of analysis will be the Enumeration Areas (EA- the smallest unit identified by the national population census) of the five major regi
ons in Ethiopia (Amhara , Oromiya, SNNPRS, B. Shangul and Tigray) major trading centers. These are geographical areas which have higher estimate of population seriously affected by IDD and usually have a high concentration of outlets including private sector kiosks/shops, supermarkets, distributors and retailers. All the whole distributors of iodized salt and 19 sampled wholesalers will be audited to check if the iodized salt distribution system is effective since the availability of the products. The primary target population is all iodized salt consumers and the secondary target group includes salt producers and distributors and retailers
DOI: 10.7910/dvn/djie13/zgm681
title: ET FoQus SWS Full code book IDI & FGD.docx
DOI: 10.7910/dvn/djie13/0jzy8b
title: Photonarrative CU_1_I_1.doc
DOI: 10.7910/dvn/djie13/5vqtv7
title: ET FoQus SWS Interview Guide.doc
DOI: 10.7910/dvn/djie13/t5pb8n
title: ET FoQus SWS SD.doc
DOI: 10.7910/dvn/djie13/wykcxw
title: ET FoQus SWS Reduced code book, IDI & FGD.docx
DOI: 10.7910/dvn/djie13/y1iomh
title: ET FoQus SWS MP Summary Report.docx
DOI: 10.7910/dvn/djie13/zbd5rp
title: ET FoQus SWS Target Audience Matrix.xls
DOI: 10.7910/dvn/djie13/6kmxu7
title: Report - Ethiopia, Safe Water.pdf
DOI: 10.7910/dvn/sltwym/inhmzr
title: 2009-ethiopia_map_plwha_hiv_bcpc.pdf
DOI: 10.7910/dvn/sltwym/kaibuq
title: 2009-ethiopia_map_plwha_hiv_bcpc.docx
DOI: 10.7910/dvn/sltwym/ebgjw4
title: MAP survey Appendix.docx
DOI: 10.7910/dvn/sltwym/jdy4mn
title: DummyResult(coverage&quality).xls
DOI: 10.7910/dvn/sltwym/pvnq8i
title: OtherVariables.xls
DOI: 10.7910/dvn/sltwym/rl43ae
title: MAP DATA SET.xls
DOI: 10.7910/dvn/sltwym/tedjtj
title: INTENTION to stock.xls
DOI: 10.7910/dvn/sltwym/2shxga
title: penetration.xls
DOI: 10.7910/dvn/sltwym/fbifgp
title: penetration Using SPSS.xls
DOI: 10.7910/dvn/sltwym/kbtpgs
title: PSI visit.xls
DOI: 10.7910/dvn/sltwym/nogofr
title: Products expiry date.xls
DOI: 10.7910/dvn/sltwym/uf69lm
title: OUT OF STOCK.xls
DOI: 10.7910/dvn/sltwym/vlbz8s
title: penetration UsingSPSS.xls
DOI: 10.7910/dvn/23613
title: Ethiopia (2013): MULU/MARPS HIV Prevention Project benchmark survey and impact evaluation, Round I.

description: PSI/Ethiopia has been implementing a USAID funded HIV prevention project, named 'MULU/MARPS' in Ethiopia since 2012. The goal of the project is to support the Federal HIV /AIDS prevention and Control office(FHAPCO) to reduce new HIV infection by 50% by the year 2015/16. The target population for the project are most at risk population groups mainly female sex workers(FSWs). The primary objectives of this study are to inform the development of evidence-based HIV interventions that target key risk groups through a variety of appropriate service delivery models and service channels; to refine key messages and communication strategies specifically tailored to the target populations; and to provide benchmark measures of project indicators. A cross-sectional design will be implemented.
DOI: 10.7910/dvn/smxqqj/iam7yo
title: AA_FSWs mapping and size estimation_Report.docx

description: Final Report of the female sex workers mapping and size estimation study at Addis Ababa Ethiopia
DOI: 10.7910/dvn/smxqqj/1brhtw
title: FSWS mapping and size estimation protocol.docx

description: Study protocol for the mapping and estimating the size of female sex workers population in Addis Ababa.
DOI: 10.7910/dvn/smxqqj/lsypzu
title: FSWs Final dataset.tab

description: Data set of the mapping and size estimation study at Addis Ababa
DOI: 10.7910/dvn/smxqqj/mbspvu
title: Syntax on FSWs Final .SPS

description: Syntax file which shows the steps followed to analyze the data set.
DOI: 10.7910/dvn/smxqqj/s9ufqj
title: Annex I Budget.docx

description: The budget allocated and used for the mapping and size estimation of female sex workers population in Addis Ababa.
DOI: 10.7910/dvn/smxqqj/yobd4k
title: Annex II Informed consent form and tool.docx

description: Informed consent form and tool used for the mapping and size estimation of female sex workers population at Addis Ababa
DOI: 10.15468/dl.dbaqmh
title: Occurrence Download

description: A dataset containing 891 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Macaca silenus (Linnaeus, 1758)"
 ]
}

 The dataset includes 891 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026860-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/27309/pkczpx
title: Consultancy Service Contract_Budget.pdf
DOI: 10.7910/dvn/27309/5lzu0y
title: Research_Non_Research_Determination_form STI study.docx
DOI: 10.7910/dvn/27309/ex9hnf
title: PSI_TransACTION_Final_Study_Protocol.pdf
DOI: 10.7910/dvn/27309/jbqiqk
title: STI STUDY FINAL REPORT 04022014.docx
DOI: 10.7910/dvn/27309/pmbzwg
title: ET.sti.scm.2014.pdf
DOI: 10.7910/dvn/27309/qdecse
title: Habtamu_Ethics_certificate_4327526 (2) - Copy.pdf
DOI: 10.7910/dvn/29924/1iauto
title: 2. Annex 1_Additional Table.pdf
DOI: 10.7910/dvn/29924/2xp7nw
title: 1. PSI_Ethiopia_IDD Evaluation Report_Final_19-10-2015.docx
DOI: 10.7910/dvn/29924/awrpwy
title: 1. PSI_Ethiopia_IDD Evaluation Report_Final_19-10-2015.pdf
DOI: 10.7910/dvn/29924/zh8zgl
title: 3. Annex 2_Questionnaire.pdf
DOI: 10.7910/dvn/29924/7jsvva
title: Budget.docx
DOI: 10.7910/dvn/29924/g2aclq
title: iddc_usi_dataset_11_08_2015.tab
DOI: 10.7910/dvn/29924/uquaoe
title: Afar Regional Health Bureau.PDF
DOI: 10.7910/dvn/29924/xs2jlc
title: IDDC_USI_Data Analysis.do
DOI: 10.7910/dvn/29924/xyljxy
title: ET.nutr.iddcEval.2015.pdf
DOI: 10.7910/dvn/29924/ybzhqd
title: Amhara Regional Health Bureau.PDF
DOI: 10.7910/dvn/29924/3chyxr
title: IDDC_USI_Dataset_Final.tab
DOI: 10.7910/dvn/29924/gpeej5
title: IDDC_USI_KII.hpr7
DOI: 10.7910/dvn/29924/qvazn8
title: Min of Science letter_1.PDF
DOI: 10.7910/dvn/29924/udbtsz
title: IDDC-USI Progress Evaluation Proposal.docx
DOI: 10.7910/dvn/29924/vg2oek
title: Questionnaire.docx
DOI: 10.7910/dvn/29924/xhwoxc
title: PSI.PDF
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