cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.m3bcyt
title: Occurrence Download

description: A dataset containing 435499 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Macruronus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 435499 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018710-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z7xj2c
title: Occurrence Download

description: A dataset containing 1787 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Seseli annuum, Seseli annuum, Seseli coloratum)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 1787 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018764-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q3kta3
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Festucopsis serpentini",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 8 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018766-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.prgzsy
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Malacoptila minor",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018767-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pcs943
title: Occurrence Download

description: A dataset containing 78259 records in GBIF matching the query:

 SELECT gbifid, datasetkey, specieskey, kingdom, phylum, class, "order", family, genus, species, scientificname, decimallatitude, decimallongitude, eventdate, institutioncode, "year" AS obs_year, basisofrecord, coordinateuncertaintyinmeters, issue
 FROM occurrence
 WHERE
 decimallatitude IS NOT NULL
 AND decimallongitude IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND coordinateuncertaintyinmeters IS NOT NULL
 AND coordinateuncertaintyinmeters &gt; 0
 AND coordinateuncertaintyinmeters &lt;= 200.0
 AND decimallatitude &gt;= 4.045127286108716
 AND decimallatitude &lt;= 8.098015256935714
 AND decimallongitude &gt;= -60.23797757464114
 AND decimallongitude &lt;= -54.96226433444633
 AND GBIF_Within('POLYGON ((-54.962264 4.045127, -54.962264 8.098015, -60.237978 8.098015, -60.237978 4.045127, -54.962264 4.045127))', decimallatitude, decimallongitude) = TRUE
 

 The dataset's 78259 records were derived from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018748-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18520409
title: THE IMPACT OF AI-SUPPORTED INSTRUCTION ON YOUNG LEARNERS' ENGLISH SPEAKING PERFORMANCE: A QUASI-EXPERIMENTAL STUDY

description: This study examines the impact of AI-supported instruction on young learners’ English speaking performance. Using a quasi-experimental design, 40 primary school learners (aged 7–10) participated in an eight-week intervention comparing AI-assisted speaking activities with traditional classroom instruction. The experimental group used automated pronunciation feedback, conversational AI tools, and gamified speaking tasks, while the control group followed conventional teaching methods. Pre- and post-test assessments measured pronunciation, fluency, vocabulary use, and intelligibility. Results showed significantly greater improvement in the AI group, with large effect sizes, whereas the control group demonstrated only moderate gains. Qualitative observations also indicated increased learner motivation, confidence, and engagement, along with reduced speaking anxiety. The findings suggest that AI tools, when pedagogically integrated, can effectively enhance young learners’ oral language development and support classroom instruction.
DOI: 10.5281/zenodo.18520408
title: THE IMPACT OF AI-SUPPORTED INSTRUCTION ON YOUNG LEARNERS' ENGLISH SPEAKING PERFORMANCE: A QUASI-EXPERIMENTAL STUDY

description: This study examines the impact of AI-supported instruction on young learners’ English speaking performance. Using a quasi-experimental design, 40 primary school learners (aged 7–10) participated in an eight-week intervention comparing AI-assisted speaking activities with traditional classroom instruction. The experimental group used automated pronunciation feedback, conversational AI tools, and gamified speaking tasks, while the control group followed conventional teaching methods. Pre- and post-test assessments measured pronunciation, fluency, vocabulary use, and intelligibility. Results showed significantly greater improvement in the AI group, with large effect sizes, whereas the control group demonstrated only moderate gains. Qualitative observations also indicated increased learner motivation, confidence, and engagement, along with reduced speaking anxiety. The findings suggest that AI tools, when pedagogically integrated, can effectively enhance young learners’ oral language development and support classroom instruction.
DOI: 10.15468/dl.u8za8e
title: Occurrence Download

description: A dataset containing 1659 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Seseli libanotis, Libanotis pyrenaica, Libanotis pyrenaica, Libanotis pyrenaica, Libanotis montana, Libanotis montana)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 1659 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018768-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r58p56
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Filgueirasia cannavieira",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 38 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018770-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hkwxw2
title: Occurrence Download

description: A dataset containing 2481 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Morphnus guianensis",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 2481 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018771-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15325229
title: TABLE 3 in Cobitis indus, a new spined loach from the Dalaman River in the Eastern Aegean Sea basin (Teleostei: Cobitidae)

description: TABLE 3. Morphometric data of Cobitis indus (holotype NUIC 1707–H and paratypes NUIC 1708–P, n = 16). The calculations include the holotype.
holotypeholotype & paratypesmalemalefemalerangemeanSDrangemeanSDSL (mm)65.143.1–65.150.59.957.7–69.062.73.4In percent of standard lengthBody dept at dorsal fin origin16.714.4–16.715.61.014.4–16.515.50.7Caudal peduncle dept10.79.2–10.79.90.79.5–10.510.10.3Predorsal lenght54.751.7–54.752.81.451.5–58.654.62.6Postdorsal lenght37.235.3–37.236.20.933.4–38.635.71.6Prepelvic lenght56.652.2–56.654.21.952.3–60.656.42.6Preanal lenght79.678.5–79.979.10.779.5–82.180.80.9Caudal peduncle lenght13.212.1–13.312.90.610.7–15.512.91.3Dorsal fin base lenght8.58.5–10.39.70.86.5–11.39.31.3Dorsal fin dept17.017.0–21.119.01.715.6–18.417.20.8Anal fin base lenght8.78.6–9.89.10.57.4–8.48.00.3Anal fin dept14.313.7–16.514.91.212.0–14.813.50.8Pectoral fin lenght16.016.0–20.618.92.013.6–15.514.40.5Pelvic fin lenght12.812.8–15.314.21.210.1–12.211.40.5Distance between pectoral and pelvic fin origins34.030.9–34.032.21.331.5–38.435.62.0Distance between pelvic and anal fin origins24.723.5–25.924.61.020.8–27.324.22.0Body widht at dorsal fin origin9.88.6–9.89.20.58.3–10.09.30.5Caudal peduncle widht4.33.4–5.24.20.83.9–5.24.50.4Caudal fin lenght16.716.7–20.918.31.817.2–20.318.70.9Head lenght20.419.7–21.520.70.819.5–22.520.71.1In percent of head lengthSnout lenght4742–47442.239–49443.2Horizontal eye diameter1616–19181.115–19171.4Postorbital distance5145–51482.542–54493.7Head depht at nape6965–71673.059–74665.4Head depth at eye5143–54504.646–61524.8Dorsal head lenght8074–80762.472–84763.3Head widht at nape4239–43422.037–46422.7Interorbital distance1816–20181.716–21181.5Internasal distance1616–16160.112–17151.3Mouth widht2724–27261.524–28261.3Inner rostral barbel Lenght1414–18161.811–15131.4Outer rostral barbel lenght1616–22202.413–20172.0Maxillary barbel lenght2020–29253.916–24202.5
description: Published as part of Eagderi, Soheil, Secer, Burak & Freyhof, Jörg, 2022, Cobitis indus, a new spined loach from the Dalaman River in the Eastern Aegean Sea basin (Teleostei: Cobitidae), pp. 416 in Zootaxa 5162 (4) on page 416, DOI: 10.11646/zootaxa.5162.4.5, http://zenodo.org/record/6810410
DOI: 10.5281/zenodo.15325228
title: TABLE 3 in Cobitis indus, a new spined loach from the Dalaman River in the Eastern Aegean Sea basin (Teleostei: Cobitidae)

description: TABLE 3. Morphometric data of Cobitis indus (holotype NUIC 1707–H and paratypes NUIC 1708–P, n = 16). The calculations include the holotype.
holotypeholotype & paratypesmalemalefemalerangemeanSDrangemeanSDSL (mm)65.143.1–65.150.59.957.7–69.062.73.4In percent of standard lengthBody dept at dorsal fin origin16.714.4–16.715.61.014.4–16.515.50.7Caudal peduncle dept10.79.2–10.79.90.79.5–10.510.10.3Predorsal lenght54.751.7–54.752.81.451.5–58.654.62.6Postdorsal lenght37.235.3–37.236.20.933.4–38.635.71.6Prepelvic lenght56.652.2–56.654.21.952.3–60.656.42.6Preanal lenght79.678.5–79.979.10.779.5–82.180.80.9Caudal peduncle lenght13.212.1–13.312.90.610.7–15.512.91.3Dorsal fin base lenght8.58.5–10.39.70.86.5–11.39.31.3Dorsal fin dept17.017.0–21.119.01.715.6–18.417.20.8Anal fin base lenght8.78.6–9.89.10.57.4–8.48.00.3Anal fin dept14.313.7–16.514.91.212.0–14.813.50.8Pectoral fin lenght16.016.0–20.618.92.013.6–15.514.40.5Pelvic fin lenght12.812.8–15.314.21.210.1–12.211.40.5Distance between pectoral and pelvic fin origins34.030.9–34.032.21.331.5–38.435.62.0Distance between pelvic and anal fin origins24.723.5–25.924.61.020.8–27.324.22.0Body widht at dorsal fin origin9.88.6–9.89.20.58.3–10.09.30.5Caudal peduncle widht4.33.4–5.24.20.83.9–5.24.50.4Caudal fin lenght16.716.7–20.918.31.817.2–20.318.70.9Head lenght20.419.7–21.520.70.819.5–22.520.71.1In percent of head lengthSnout lenght4742–47442.239–49443.2Horizontal eye diameter1616–19181.115–19171.4Postorbital distance5145–51482.542–54493.7Head depht at nape6965–71673.059–74665.4Head depth at eye5143–54504.646–61524.8Dorsal head lenght8074–80762.472–84763.3Head widht at nape4239–43422.037–46422.7Interorbital distance1816–20181.716–21181.5Internasal distance1616–16160.112–17151.3Mouth widht2724–27261.524–28261.3Inner rostral barbel Lenght1414–18161.811–15131.4Outer rostral barbel lenght1616–22202.413–20172.0Maxillary barbel lenght2020–29253.916–24202.5
description: Published as part of Eagderi, Soheil, Secer, Burak & Freyhof, Jörg, 2022, Cobitis indus, a new spined loach from the Dalaman River in the Eastern Aegean Sea basin (Teleostei: Cobitidae), pp. 416 in Zootaxa 5162 (4) on page 416, DOI: 10.11646/zootaxa.5162.4.5, http://zenodo.org/record/6810410
DOI: 10.15468/dl.uv8vr2
title: Occurrence Download

description: A dataset containing 70710 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anisognathus igniventris"
 ]
}

 The dataset includes 70710 records from 186 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018718-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18519816
title: Data and code for "Disturbance and landscape characteristics interactively drive dispersal strategies in continuous and fragmented metacommunities"

description: Simulation output data and analysis code for reproducing the results in Gelber, Tietjen & May (2026). Contains raw simulation output (CSV) and R scripts for figure generation.
DOI: 10.5281/zenodo.18519866
title: Data and code for "Disturbance and landscape characteristics interactively drive dispersal strategies in continuous and fragmented metacommunities"

description: Simulation output data and analysis code for reproducing the results in Gelber, Tietjen & May (2026). Contains raw simulation output (CSV) and R scripts for figure generation.
DOI: 10.15468/dl.mzzae3
title: Occurrence Download

description: A dataset containing 26808 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pyrrhura hoffmanni"
 ]
}

 The dataset includes 26808 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018774-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8aj73q
title: Occurrence Download

description: A dataset containing 20089 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sesleria caerulea, Sesleria albicans, Sesleria albicans, Sesleria albicans)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 20089 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018773-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u962xj
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fimbribambusa horsfieldii",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018776-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cdqd35
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myrmotherula oreni",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018777-260129131611470/datasets/export for details.
DOI: 10.5281/zenodo.18519787
title: μPIU-Net: A Domain-Specific Sinogram Infilling U-Net for Micro-CBCT and the Limitations of Generalized Models

description: μPIU-Net trained model weights and evaluation micro-CT scan on the mCTP 610 quality assurance phantom. The corresponding codebase (and link to paper) can be found on: github.com/UBC-Ford-lab/muPIU-Net-microCT-sinogram-infilling-network
DOI: 10.5281/zenodo.18519786
title: μPIU-Net: A Domain-Specific Sinogram Infilling U-Net for Micro-CBCT and the Limitations of Generalized Models

description: μPIU-Net trained model weights and evaluation micro-CT scan on the mCTP 610 quality assurance phantom. The corresponding codebase (and link to paper) can be found on: github.com/UBC-Ford-lab/muPIU-Net-microCT-sinogram-infilling-network
DOI: 10.15468/dl.krg3yw
title: Occurrence Download

description: A dataset containing 13549 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Silaum silaus, Silaus flavescens, Silaus pratensis, Silaus pratensis)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 13549 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018778-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d8anu7
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neomorphus geoffroyi amazonicus",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018779-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c256fm
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fingerhuthia africana",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018780-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wh7zbj
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gaoligongshania megalothyrsa",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 14 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018783-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gzq2zp
title: Occurrence Download

description: A dataset containing 5689 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Silene acaulis, Silene acaulis)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 5689 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018781-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18520436
title: CURRENT STATE OF PROCESSING COPPER CONCENTRATES

description: Experience with global economic development over the past 200 years, particularly in the second half of the 20th century, has shown that for most types of raw materials, it's not a question of depletion of reserves, but rather of their qualitative transformation. For many types of raw materials (copper, lead, zinc, and iron ore), there's a correlation between the content of the useful component and the total volume of the ore mass. An arithmetic decrease in the mineral content of the ore leads to an exponential increase in the volume of ore. Therefore, humanity will continue to explore for and develop new deposits, with global expenditures already exceeding $5.1 billion annually, as long as it remains economically viable, bringing ever-larger masses of mineral ores with low concentrations of the useful component into economic circulation.
DOI: 10.5281/zenodo.18520435
title: CURRENT STATE OF PROCESSING COPPER CONCENTRATES

description: Experience with global economic development over the past 200 years, particularly in the second half of the 20th century, has shown that for most types of raw materials, it's not a question of depletion of reserves, but rather of their qualitative transformation. For many types of raw materials (copper, lead, zinc, and iron ore), there's a correlation between the content of the useful component and the total volume of the ore mass. An arithmetic decrease in the mineral content of the ore leads to an exponential increase in the volume of ore. Therefore, humanity will continue to explore for and develop new deposits, with global expenditures already exceeding $5.1 billion annually, as long as it remains economically viable, bringing ever-larger masses of mineral ores with low concentrations of the useful component into economic circulation.
DOI: 10.15468/dl.ccbueh
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oxyruncus cristatus tocantinsi",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018782-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18520298
title: Replication package for "Wealth Heterogeneity and the Marginal Propensity to Consume out of Wealth"

description: This package contains the data, programs and instructions to replicate manuscript "Wealth Heterogeneity and the Marginal Propensity to Consume out of Wealth" by Bertrand Garbinti, Pierre Lamarche, Frédérique Savignac forthcoming at JEEA
DOI: 10.5281/zenodo.18520299
title: Replication package for "Wealth Heterogeneity and the Marginal Propensity to Consume out of Wealth"

description: This package contains the data, programs and instructions to replicate manuscript "Wealth Heterogeneity and the Marginal Propensity to Consume out of Wealth" by Bertrand Garbinti, Pierre Lamarche, Frédérique Savignac forthcoming at JEEA