cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17028/rd.lboro.24427915.v1
title: Supplementary information files for Cell culture-derived extracellular vesicles: Considerations for reporting cell culturing parameters

description: Supplementary files for article Cell culture-derived extracellular vesicles: Considerations for reporting cell culturing parametersCell culture‐conditioned medium (CCM) is a valuable source of extracellular vesicles (EVs) for basic scientific, therapeutic and diagnostic applications. Cell culturing parameters affect the biochemical composition, release and possibly the function of CCM‐derived EVs (CCM‐EV). The CCM‐EV task force of the Rigor and Standardization Subcommittee of the International Society for Extracellular Vesicles aims to identify relevant cell culturing parameters, describe their effects based on current knowledge, recommend reporting parameters and identify outstanding questions. While some recommendations are valid for all cell types, cell‐specific recommendations may need to be established for non‐mammalian sources, such as bacteria, yeast and plant cells. Current progress towards these goals is summarized in this perspective paper, along with a checklist to facilitate transparent reporting of cell culturing parameters to improve the reproducibility of CCM‐EV research.
DOI: 10.48596/pgn.rfus5p1-8.tsukuba-nies-west.p163s1
title: Pandora 163s1 direct sun HCHO total vertical column amount at Tsukuba-NIES-West; Processing Code: fus5; Processor Version: 1-8
DOI: 10.48596/pgn.rout2p1-8.tsukuba-nies-west.p163s1
title: Pandora 163s1 direct sun O3 total vertical column amount at Tsukuba-NIES-West; Processing Code: out2; Processor Version: 1-8
DOI: 10.48596/pgn.rsus1p1-8.tsukuba-nies-west.p163s1
title: Pandora 163s1 direct sun SO2 total vertical column amount at Tsukuba-NIES-West; Processing Code: sus1; Processor Version: 1-8
DOI: 10.48596/pgn.rnvs3p1-8.seosan.p164s1
title: Pandora 164s1 direct sun NO2 total vertical column amount at Seosan; Processing Code: nvs3; Processor Version: 1-8
DOI: 10.48596/pgn.rfus5p1-8.seosan.p164s1
title: Pandora 164s1 direct sun HCHO total vertical column amount at Seosan; Processing Code: fus5; Processor Version: 1-8
DOI: 10.48596/pgn.rout2p1-8.seosan.p164s1
title: Pandora 164s1 direct sun O3 total vertical column amount at Seosan; Processing Code: out2; Processor Version: 1-8
DOI: 10.48596/pgn.rsus1p1-8.seosan.p164s1
title: Pandora 164s1 direct sun SO2 total vertical column amount at Seosan; Processing Code: sus1; Processor Version: 1-8
DOI: 10.48596/pgn.rnvs3p1-8.dalanzadgad.p217s1
title: Pandora 217s1 direct sun NO2 total vertical column amount at Dalanzadgad; Processing Code: nvs3; Processor Version: 1-8
DOI: 10.48596/pgn.rfus5p1-8.dalanzadgad.p217s1
title: Pandora 217s1 direct sun HCHO total vertical column amount at Dalanzadgad; Processing Code: fus5; Processor Version: 1-8
DOI: 10.48596/pgn.rout2p1-8.dalanzadgad.p217s1
title: Pandora 217s1 direct sun O3 total vertical column amount at Dalanzadgad; Processing Code: out2; Processor Version: 1-8
DOI: 10.48596/pgn.rsus1p1-8.dalanzadgad.p217s1
title: Pandora 217s1 direct sun SO2 total vertical column amount at Dalanzadgad; Processing Code: sus1; Processor Version: 1-8
DOI: 10.48596/pgn.rfus5p1-8.westportct.p177s1
title: Pandora 177s1 direct sun HCHO total vertical column amount at WestportCT; Processing Code: fus5; Processor Version: 1-8
DOI: 10.48596/pgn.rout2p1-8.westportct.p177s1
title: Pandora 177s1 direct sun O3 total vertical column amount at WestportCT; Processing Code: out2; Processor Version: 1-8
DOI: 10.48596/pgn.rsus1p1-8.westportct.p177s1
title: Pandora 177s1 direct sun SO2 total vertical column amount at WestportCT; Processing Code: sus1; Processor Version: 1-8
DOI: 10.48596/pgn.rnvs3p1-8.mountainviewca.p34s1
title: Pandora 34s1 direct sun NO2 total vertical column amount at MountainViewCA; Processing Code: nvs3; Processor Version: 1-8
DOI: 10.48596/pgn.rfus5p1-8.mountainviewca.p34s1
title: Pandora 34s1 direct sun HCHO total vertical column amount at MountainViewCA; Processing Code: fus5; Processor Version: 1-8
DOI: 10.48596/pgn.rout2p1-8.mountainviewca.p34s1
title: Pandora 34s1 direct sun O3 total vertical column amount at MountainViewCA; Processing Code: out2; Processor Version: 1-8
DOI: 10.48596/pgn.rsus1p1-8.mountainviewca.p34s1
title: Pandora 34s1 direct sun SO2 total vertical column amount at MountainViewCA; Processing Code: sus1; Processor Version: 1-8
DOI: 10.48596/pgn.rnvs3p1-8.mexicocity-unam.p142s1
title: Pandora 142s1 direct sun NO2 total vertical column amount at MexicoCity-UNAM; Processing Code: nvs3; Processor Version: 1-8
DOI: 10.48596/pgn.rfus5p1-8.mexicocity-unam.p142s1
title: Pandora 142s1 direct sun HCHO total vertical column amount at MexicoCity-UNAM; Processing Code: fus5; Processor Version: 1-8
DOI: 10.48596/pgn.rout2p1-8.mexicocity-unam.p142s1
title: Pandora 142s1 direct sun O3 total vertical column amount at MexicoCity-UNAM; Processing Code: out2; Processor Version: 1-8
DOI: 10.48596/pgn.rsus1p1-8.mexicocity-unam.p142s1
title: Pandora 142s1 direct sun SO2 total vertical column amount at MexicoCity-UNAM; Processing Code: sus1; Processor Version: 1-8
DOI: 10.48596/pgn.rnvs3p1-8.capeelizabethme.p184s1
title: Pandora 184s1 direct sun NO2 total vertical column amount at CapeElizabethME; Processing Code: nvs3; Processor Version: 1-8
DOI: 10.48596/pgn.rfus5p1-8.capeelizabethme.p184s1
title: Pandora 184s1 direct sun HCHO total vertical column amount at CapeElizabethME; Processing Code: fus5; Processor Version: 1-8
DOI: 10.48596/pgn.rout2p1-8.capeelizabethme.p184s1
title: Pandora 184s1 direct sun O3 total vertical column amount at CapeElizabethME; Processing Code: out2; Processor Version: 1-8
DOI: 10.48596/pgn.rsus1p1-8.capeelizabethme.p184s1
title: Pandora 184s1 direct sun SO2 total vertical column amount at CapeElizabethME; Processing Code: sus1; Processor Version: 1-8
DOI: 10.48596/pgn.rnvs3p1-8.arlingtontx.p207s1
title: Pandora 207s1 direct sun NO2 total vertical column amount at ArlingtonTX; Processing Code: nvs3; Processor Version: 1-8
DOI: 10.48596/pgn.rfus5p1-8.arlingtontx.p207s1
title: Pandora 207s1 direct sun HCHO total vertical column amount at ArlingtonTX; Processing Code: fus5; Processor Version: 1-8
DOI: 10.48596/pgn.rout2p1-8.arlingtontx.p207s1
title: Pandora 207s1 direct sun O3 total vertical column amount at ArlingtonTX; Processing Code: out2; Processor Version: 1-8
DOI: 10.48596/pgn.rsus1p1-8.arlingtontx.p207s1
title: Pandora 207s1 direct sun SO2 total vertical column amount at ArlingtonTX; Processing Code: sus1; Processor Version: 1-8
DOI: 10.48596/pgn.rnvs3p1-8.seoul.p54s1
title: Pandora 54s1 direct sun NO2 total vertical column amount at Seoul; Processing Code: nvs3; Processor Version: 1-8
DOI: 10.48596/pgn.rfus5p1-8.seoul.p54s1
title: Pandora 54s1 direct sun HCHO total vertical column amount at Seoul; Processing Code: fus5; Processor Version: 1-8
DOI: 10.48596/pgn.rout2p1-8.seoul.p54s1
title: Pandora 54s1 direct sun O3 total vertical column amount at Seoul; Processing Code: out2; Processor Version: 1-8
DOI: 10.48596/pgn.rsus1p1-8.seoul.p54s1
title: Pandora 54s1 direct sun SO2 total vertical column amount at Seoul; Processing Code: sus1; Processor Version: 1-8
DOI: 10.48596/pgn.rnvs3p1-8.washingtondc.p140s1
title: Pandora 140s1 direct sun NO2 total vertical column amount at WashingtonDC; Processing Code: nvs3; Processor Version: 1-8
DOI: 10.48596/pgn.rfus5p1-8.washingtondc.p140s1
title: Pandora 140s1 direct sun HCHO total vertical column amount at WashingtonDC; Processing Code: fus5; Processor Version: 1-8
DOI: 10.48596/pgn.rout2p1-8.washingtondc.p140s1
title: Pandora 140s1 direct sun O3 total vertical column amount at WashingtonDC; Processing Code: out2; Processor Version: 1-8
DOI: 10.48596/pgn.rsus1p1-8.washingtondc.p140s1
title: Pandora 140s1 direct sun SO2 total vertical column amount at WashingtonDC; Processing Code: sus1; Processor Version: 1-8
DOI: 10.48596/pgn.rnvs3p1-8.granada.p238s1
title: Pandora 238s1 direct sun NO2 total vertical column amount at Granada; Processing Code: nvs3; Processor Version: 1-8
DOI: 10.48596/pgn.rfus5p1-8.granada.p238s1
title: Pandora 238s1 direct sun HCHO total vertical column amount at Granada; Processing Code: fus5; Processor Version: 1-8
DOI: 10.48596/pgn.rout2p1-8.granada.p238s1
title: Pandora 238s1 direct sun O3 total vertical column amount at Granada; Processing Code: out2; Processor Version: 1-8
DOI: 10.48596/pgn.rsus1p1-8.granada.p238s1
title: Pandora 238s1 direct sun SO2 total vertical column amount at Granada; Processing Code: sus1; Processor Version: 1-8
DOI: 10.48596/pgn.rnvs3p1-8.izana.p209s1
title: Pandora 209s1 direct sun NO2 total vertical column amount at Izana; Processing Code: nvs3; Processor Version: 1-8
DOI: 10.48596/pgn.rfus5p1-8.izana.p209s1
title: Pandora 209s1 direct sun HCHO total vertical column amount at Izana; Processing Code: fus5; Processor Version: 1-8
DOI: 10.48596/pgn.rout2p1-8.izana.p209s1
title: Pandora 209s1 direct sun O3 total vertical column amount at Izana; Processing Code: out2; Processor Version: 1-8
DOI: 10.48596/pgn.rsus1p1-8.izana.p209s1
title: Pandora 209s1 direct sun SO2 total vertical column amount at Izana; Processing Code: sus1; Processor Version: 1-8
DOI: 10.48596/pgn.rnvs3p1-8.ulaanbaatar.p216s1
title: Pandora 216s1 direct sun NO2 total vertical column amount at Ulaanbaatar; Processing Code: nvs3; Processor Version: 1-8
DOI: 10.48596/pgn.rfus5p1-8.ulaanbaatar.p216s1
title: Pandora 216s1 direct sun HCHO total vertical column amount at Ulaanbaatar; Processing Code: fus5; Processor Version: 1-8
DOI: 10.48596/pgn.rout2p1-8.ulaanbaatar.p216s1
title: Pandora 216s1 direct sun O3 total vertical column amount at Ulaanbaatar; Processing Code: out2; Processor Version: 1-8
DOI: 10.5281/zenodo.10017860
title: Matrices for a simplified machine tool model

description: This dataset contains matrices for a numerical thermal model of a simplified 3-axis machine tool. 
For more information see the description in the MOR Wiki.
description: Funded by the German Research Foundation – Project-ID 174223256 – TRR 96.
DOI: 10.48596/pgn.rsus1p1-8.ulaanbaatar.p216s1
title: Pandora 216s1 direct sun SO2 total vertical column amount at Ulaanbaatar; Processing Code: sus1; Processor Version: 1-8
DOI: 10.48596/pgn.rfus5p1-8.singapore-nus.p77s1
title: Pandora 77s1 direct sun HCHO total vertical column amount at Singapore-NUS; Processing Code: fus5; Processor Version: 1-8
DOI: 10.48596/pgn.rnvs3p1-8.singapore-nus.p77s1
title: Pandora 77s1 direct sun NO2 total vertical column amount at Singapore-NUS; Processing Code: nvs3; Processor Version: 1-8
DOI: 10.48596/pgn.rout2p1-8.singapore-nus.p77s1
title: Pandora 77s1 direct sun O3 total vertical column amount at Singapore-NUS; Processing Code: out2; Processor Version: 1-8
DOI: 10.48596/pgn.rsus1p1-8.singapore-nus.p77s1
title: Pandora 77s1 direct sun SO2 total vertical column amount at Singapore-NUS; Processing Code: sus1; Processor Version: 1-8
DOI: 10.48596/pgn.rfus5p1-8.incheon-esc.p189s1
title: Pandora 189s1 direct sun HCHO total vertical column amount at Incheon-ESC; Processing Code: fus5; Processor Version: 1-8
DOI: 10.48596/pgn.rnvs3p1-8.incheon-esc.p189s1
title: Pandora 189s1 direct sun NO2 total vertical column amount at Incheon-ESC; Processing Code: nvs3; Processor Version: 1-8
DOI: 10.48596/pgn.rout2p1-8.incheon-esc.p189s1
title: Pandora 189s1 direct sun O3 total vertical column amount at Incheon-ESC; Processing Code: out2; Processor Version: 1-8
DOI: 10.48596/pgn.rsus1p1-8.incheon-esc.p189s1
title: Pandora 189s1 direct sun SO2 total vertical column amount at Incheon-ESC; Processing Code: sus1; Processor Version: 1-8
DOI: 10.5281/zenodo.10017861
title: Matrices for a simplified machine tool model

description: This dataset contains matrices for a numerical thermal model of a simplified 3-axis machine tool. 
For more information see the description in the MOR Wiki.
description: Funded by the German Research Foundation – Project-ID 174223256 – TRR 96.
DOI: 10.17894/ucph.543dee27-102a-40f2-8491-3b18634c6ee5
title: VILLAIN-Cat
DOI: 10.34740/kaggle/dsv/6784900
title: COVID Vaccination in World (updated daily)
DOI: 10.5066/p9t2624x
title: High-Flow Field Experiments to Inform Everglades Restoration: Experimental Data 2010 to 2018

description: Data Release from the High-Flow Field Experiments to Inform Everglades Restoration: Experimental Data 2010 to 2018. Data were obtained from field sites located in the Everglades between two canals (L-67A and L-67C) from 2010 to 2018. During this time, five major controlled flow releases occurred by opening the culvert S152 on canal L-67A. Data consist of water velocity (continuous and discrete), water levels (continuous and discrete), suspended sediment concentration, load and flux (discrete), suspended phosphorus concentration, load and flux (discrete), grainsize distribution (continuous and discrete), biogeochemistry (discrete), water quality (continuous), temperature (continuous) and vegetation (discrete).
DOI: 10.48579/pro/wifytr/lfbhjx
title: Barbeau_hh_2005-2019_Ozone_InDoRes.tab

description: Concentrations d'ozone à Barbeau FR-Fon
DOI: 10.48579/pro/wifytr
title: Vertical profile of ozone concentration at the Barbeau-Fontainebleau research forest station

description: The dataset is half-houlry means of ozone (O3) concentrations (in ppb) measured in air along a vertical profile, from 10 of October 2014 to 31 of December 2019, at the Barbeau-Fontainebleau research forest station (www.barbeau.universite-paris-saclay.fr, FR-Fon). Location : 48.476358, 2.780096 The heights of air inlets are 0.10, 0.23, 0.54, 1.26, 2.93, 15.90 and 37.00 meters above ground level. Ozone data were recorded with a Thermo Scientific 49i analyzer coupled with a pumping system that allowed air to go through the analyzer sequentially from the different air inlets. All the pumping system (filters, tubes, tubes connections, pump membranes) was composed of teflon (PTFE, PFA) or stainless steel material. The variable name is called O3_H_V_R, where : - H and V stands for the position of the sensors on a 2D space (H for horizaontal and V for vertical - R identifies the presence of replicated measurements in the same location For example in this dataset, the variables O3_2_1_1 and O3_2_2_1 are located at the same horizontal position but differs in vertical one.
DOI: 10.6084/m9.figshare.24427999
title: clinical data

description: This is a study of lead poisoning in children.
DOI: 10.6096/baobab-aeroclo.1805
title: AEROCLO-sA PEGASUS NOx mixing ratio

description: Nitrogen oxide mixing ratios were measured at the surface level by the PEGASUS mobile platform located at the SANUMARC research center in Henties Bay, Namibia.
DOI: 10.5281/zenodo.4306974
title: Biological Sciences and Physics Unified: Internal Evolution and Urging the Second Scientific Revolution

description: 01-Uncompressed Size: 263 MB 02-Uncompressed Size: 12.5 GB 03-Uncompressed Size: 5.96 GB 04-Uncompressed Size: 87.8 GB 05-Uncompressed Size: 16.4 GB 06-Uncompressed Size: 21.7 GB 07-Uncompressed Size: 1.07 GB 08-Uncompressed Size: 4.78 GB 09-Uncompressed Size: 958 MB
description: {"references": ["David Mendez, Anna Gaulton, A Patr\u00edcia Bento, Jon Chambers, Marleen De Veij, Eloy F\u00e9lix, Mar\u00eda Paula Magari\u00f1os, Juan F Mosquera, Prudence Mutowo, Micha\u0142 Nowotka, Mar\u00eda Gordillo-Mara\u00f1\u00f3n, Fiona Hunter, Laura Junco, Grace Mugumbate, Milagros Rodriguez-Lopez, Francis Atkinson, Nicolas Bosc, Chris J Radoux, Aldo Segura-Cabrera, Anne Hersey, Andrew R Leach, ChEMBL: towards direct deposition of bioassay data, Nucleic Acids Research, Volume 47, Issue D1, 08 January 2019, Pages D930\u2013D940, https://doi.org/10.1093/nar/gky1075"]}
DOI: 10.5281/zenodo.5201792
title: Biological Sciences and Physics Unified: Internal Evolution and Urging the Second Scientific Revolution

description: Uncompressed sizes of the files: 01: 263 MB, 02: 12.5 GB, 03: 5.96 GB, 04: 87.8 GB 05: 16.4 GB, 06: 21.7 GB, 07: 1.07 GB, 08: 4.78 GB 09: 958 MB, 10: 106 MB, 11: 17.3 MB, 12: 1.01 GB 13: 298 MB, 14: 98 MB, 15: 3.03 GB, 16: 261 MB
description: {"references": ["David Mendez, Anna Gaulton, A Patr\u00edcia Bento, Jon Chambers, Marleen De Veij, Eloy F\u00e9lix, Mar\u00eda Paula Magari\u00f1os, Juan F Mosquera, Prudence Mutowo, Micha\u0142 Nowotka, Mar\u00eda Gordillo-Mara\u00f1\u00f3n, Fiona Hunter, Laura Junco, Grace Mugumbate, Milagros Rodriguez-Lopez, Francis Atkinson, Nicolas Bosc, Chris J Radoux, Aldo Segura-Cabrera, Anne Hersey, Andrew R Leach, ChEMBL: towards direct deposition of bioassay data, Nucleic Acids Research, Volume 47, Issue D1, 08 January 2019, Pages D930\u2013D940, https://doi.org/10.1093/nar/gky1075"]}
DOI: 10.5281/zenodo.5727854
title: Biological Sciences and Physics Unified: Internal Evolution and Urging the Second Scientific Revolution

description: Supplementary Data 1: Discovery Origins of All Approved Drugs Supplementary Data 2: “Off-Target” Therapeutic Mechanisms of “Target-Based” Drugs: Rationality or Luckiness? Uncompressed sizes of the compressed files: 01: 263 MB, 02: 12.5 GB, 03: 5.96 GB, 04: 87.8 GB, 05: 16.4 GB, 06: 21.7 GB, 07: 1.07 GB, 08: 4.78 GB, 09: 958 MB, 10: 106 MB, 11: 17.3 MB, 12: 1.01 GB, 13: 298 MB, 14: 98 MB, 15: 3.03 GB, 16: 261 MB
description: {"references": ["David Mendez, Anna Gaulton, A Patr\u00edcia Bento, Jon Chambers, Marleen De Veij, Eloy F\u00e9lix, Mar\u00eda Paula Magari\u00f1os, Juan F Mosquera, Prudence Mutowo, Micha\u0142 Nowotka, Mar\u00eda Gordillo-Mara\u00f1\u00f3n, Fiona Hunter, Laura Junco, Grace Mugumbate, Milagros Rodriguez-Lopez, Francis Atkinson, Nicolas Bosc, Chris J Radoux, Aldo Segura-Cabrera, Anne Hersey, Andrew R Leach, ChEMBL: towards direct deposition of bioassay data, Nucleic Acids Research, Volume 47, Issue D1, 08 January 2019, Pages D930\u2013D940, https://doi.org/10.1093/nar/gky1075"]}
DOI: 10.5287/ora-pzdbded6k
title: Multi-band description of the upper critical field of bulk FeSe

description: This data set was created as a part of the transport and torque measurements to understand the behaviour of the upper critical field of FeSe. These data correspond to the publication with the same name entitled: Multi-band description of the upper critical field of bulk FeSe, by M. Bristow et al. to appear in Physical Review B. The measurements were performed as a function of magnetic fields at constant temperatures using a low temperature cryostat in Oxford and at the High Field Magnet Laboratory (HFML) in Nijmegen up to 35T. This data set contains ASCII files and the different folders and subfolders contain the files corresponding to particular figure and subfigure, respectively. The data were analysed using the WHH model (Phys. Rev.147, 295 (1966)) and the two-band model, as described in Phys. Rev. B 82, 184504 (2010). The Fermi surface was calculated using the Wien2k and using the experimental parameters and the .struct file is provided.
DOI: 10.6084/m9.figshare.24427441.v1
title: 数据 （1）.xlsx

description: <b>Influences of phytoplankton, zooplankton, and bacteria on DMSP and DMS distributions in the South China Sea</b>
DOI: 10.6096/aeroclo.1773
title: AEROCLO-sA PEGASUS PTR-MS volatile organic compounds

description: The concentration of volatile organic compounds was measured by a proton transfer reaction time-of-flight mass spectrometer (PTR-ToF-MS) Kore Inc™ (second generation) operated in the PEGASUS mobile lab. Air was taken into the instrument through a 1.5 m long Silcosteel® coated stainless steel tube (2.1 mm inner diameter), at a constant flow rate of about 3 cm3/s . Instrumental settings were: glow discharge region P=2.00 mbar, proton transfer reaction tube P=1.69 mbar, T=60 °C and E=390 V, leading to an E/N of 112 Td (1 Td=10−17 V cm2). List of gas standard mixtures used for calibration: (i) built-in GCU gas standard containing formaldehyde, methanol, acetonitrile, acetaldehyde, ethanol, acrolein, acetone, isoprene, crotonaldehyde, 2-butanone, benzene, toluene, o-xylene, chlorobenzene, α-pinene, 1,2-dichlorobenzene, and 1,2,4-trichlorobenzene at a nominal concentration of 1 ppm; (ii) NPL primary reference gas mixture containing ethane, ethene, propane, propene, 2-methylpropane, butane, ethyne, trans-but-2-ene, but-1-ene, cis-but-2-ene, 2-methylbutane, pentane, 1,3-butadiene, trans-pent-2-ene, pent-1-ene, 2-methylpentane, hexane, isoprene, heptane, benzene, 2,2,4-trimethylpentane, octane, toluene, ethylbenzene, m-xylene, p-xylene, o-xylene, 1,3,5-trimetrylbenzene, 1,2,4-trimethylbenzene, and 1,2,3-trimethylbenzene at a nominal concentration of 4 ppb; (iii) standard mixture made in-house containing dimethyl sulphide (DMS, 1.39 ppm), dimethyl sulfoxide (DMSO, 1.34 ppm), diethyl sulphide (DES, 2.03 ppm), dimethyl disulphide (DMDS, 1.7 ppm) and dimethyl sulphate (DMSO4, 1.79 ppm).
DOI: 10.3886/e192049
title: Data and Code for "Beyond Teachers: Estimating Individual School Counselors' Effects on Educational Attainment"

description: This repository includes the code needed to replicate all tables and figures in the paper "Beyond Teachers: Estimating Individual School Counselors' Effects on Educational Attainment". It includes the non-confidential data needed for replication, but additional confidential data must be obtained to fully replicate the analyses.<br><br>The paper estimates counselors' causal effects using quasi-random assignment policies in Massachusetts. It shows that counselors vary substantially in their effectiveness at increasing high school graduation and college attendance, selectivity, and persistence. Counselor effects on educational attainment are similar in magnitude to teacher effects, but they flow through improved information and assistance more than cognitive or non-cognitive skill development. Counselor effectiveness is most important for low-income and low-achieving students, so improving access to effective counseling may be a promising way to increase educational attainment and close socioeconomic gaps in education.
description: Response Rates: N/A - Administrative Data
description: Schools in Massachusetts which assign students to counselors based on last names.
description: High school students and counselors. Smallest Geographic Unit: school district
description: other; web scraping;
DOI: 10.3886/e192049v1
title: Data and Code for "Beyond Teachers: Estimating Individual School Counselors' Effects on Educational Attainment"

description: This repository includes the code needed to replicate all tables and figures in the paper "Beyond Teachers: Estimating Individual School Counselors' Effects on Educational Attainment". It includes the non-confidential data needed for replication, but additional confidential data must be obtained to fully replicate the analyses.<br><br>The paper estimates counselors' causal effects using quasi-random assignment policies in Massachusetts. It shows that counselors vary substantially in their effectiveness at increasing high school graduation and college attendance, selectivity, and persistence. Counselor effects on educational attainment are similar in magnitude to teacher effects, but they flow through improved information and assistance more than cognitive or non-cognitive skill development. Counselor effectiveness is most important for low-income and low-achieving students, so improving access to effective counseling may be a promising way to increase educational attainment and close socioeconomic gaps in education.
description: Response Rates: N/A - Administrative Data
description: Schools in Massachusetts which assign students to counselors based on last names.
description: High school students and counselors. Smallest Geographic Unit: school district
description: other; web scraping;