cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.12578907
title: A Multi-Pollutant Emissions Inventory for Air Pollution Modeling and Supporting Information for Addis Ababa

description: This paper is under review. For additional information or queries, send email to sguttikunda@urbanemissions.info

****

ABSTRACT: Ground measurements and satellite observations over Addis Ababa airshed show a deteriorating trend of air pollution, especially for PM2.5 (all particulate matter under 2.5um). In this paper, we present a review of available monitoring data; a model-ready multi-pollutant (PM10, PM2.5, SO2, NOx, CO, non-methane VOCs, and CO2) emissions inventory at 0.01º resolution for the designated airshed; a heatmap of PM2.5 concentrations and an estimate of source contributions constructed using WRF-CAMx chemical transport modelling system; and a discussion on proposed actions towards establishing an air quality management plan for the city. Emissions from road transport; residential and commercial cooking; resuspended dust on roads and from construction activities; residential and industrial heating; lighting; open waste burning; and other industrial activities contributed the most to ambient PM2.5 pollution. Particularly, vehicle exhaust is estimated to contribute up to 29% of total PM2.5, followed by biomass combustion in the residential and industrial sectors.

File included in this dataset:



Composite presentation of supporting information and analysis resultsFile: Report-Addis-Data-Summary.pptxThis presentation includes summary images of



monitoring data

the GIS fields

google earth scans 

annual and monthly emissions

annual and monthly PM2.5 concentrations

annual and monthly source apportionment



Ambient monitoring dataFile: AddisAbaba_AllEmbassy_Data.xlsx (summary of data till May2024)File: monitoring_addisair_cleaned.xlsx (summary of sensor data)

Gridded emissions inventoryFile: addis_gridded_emissions.rarFormat: ix,iy,midlong,midlat,FPRM,CPRM,BC,OC,NO,NO2,CO,SO2Units: tons/grid/yearPM2.5 emissions = FPRM + BC + OCPM10 emissions = FRPM + BC + OC + CPRMmidlong and midlat are midpoints of grids - see gis_addis_grids.rar

TROPOMI UVAI and MODIS AODData files extracted from google earth engine as TIF and CSV, for the designated airshedFile: ADDISABABA_yearly_tifs.zip

Meteorlogical data summary for the airshed, extracted from the WRF sumulationsFile: meteo_addis.houravg_summary.csv

Reference reportsFile: Report-C40-2016-Addis-Ababa-GHG-Emssions.pdfFile: Report-CSE-Ethiopia-Urban-AQM-Guidance.pdfFile: Report-WB-Ethiopia-motorization-management.pdfFile: Report-UNEP-Addis-AQM-Plan-Draft.pdf

GIS filesFile: gis_addis_grids.rar (shapefile and KML file for the airshed grid)File: gis_addis_osm_roads.rar (shapefiles extracted from openstreetmaps)File: pop_extracts_4selection_domain.xlsm (gridded population data, with macros can be used to extract population totals around a monitoring station)File: gis_addis_multiple_layers.rar (as KML files - districts, townships, main_roads, water_bodies, quarries, landfill, industrial_areas)
DOI: 10.5281/zenodo.12578908
title: A Multi-Pollutant Emissions Inventory for Air Pollution Modeling and Supporting Information for Addis Ababa

description: This paper is under review. For additional information or queries, send email to sguttikunda@urbanemissions.info

****

ABSTRACT: Ground measurements and satellite observations over Addis Ababa airshed show a deteriorating trend of air pollution, especially for PM2.5 (all particulate matter under 2.5um). In this paper, we present a review of available monitoring data; a model-ready multi-pollutant (PM10, PM2.5, SO2, NOx, CO, non-methane VOCs, and CO2) emissions inventory at 0.01º resolution for the designated airshed; a heatmap of PM2.5 concentrations and an estimate of source contributions constructed using WRF-CAMx chemical transport modelling system; and a discussion on proposed actions towards establishing an air quality management plan for the city. Emissions from road transport; residential and commercial cooking; resuspended dust on roads and from construction activities; residential and industrial heating; lighting; open waste burning; and other industrial activities contributed the most to ambient PM2.5 pollution. Particularly, vehicle exhaust is estimated to contribute up to 29% of total PM2.5, followed by biomass combustion in the residential and industrial sectors.

File included in this dataset:



Composite presentation of supporting information and analysis resultsFile: Report-Addis-Data-Summary.pptxThis presentation includes summary images of



monitoring data

the GIS fields

google earth scans 

annual and monthly emissions

annual and monthly PM2.5 concentrations

annual and monthly source apportionment



Ambient monitoring dataFile: AddisAbaba_AllEmbassy_Data.xlsx (summary of data till May2024)File: monitoring_addisair_cleaned.xlsx (summary of sensor data)

Gridded emissions inventoryFile: addis_gridded_emissions.rarFormat: ix,iy,midlong,midlat,FPRM,CPRM,BC,OC,NO,NO2,CO,SO2Units: tons/grid/yearPM2.5 emissions = FPRM + BC + OCPM10 emissions = FRPM + BC + OC + CPRMmidlong and midlat are midpoints of grids - see gis_addis_grids.rar

TROPOMI UVAI and MODIS AODData files extracted from google earth engine as TIF and CSV, for the designated airshedFile: ADDISABABA_yearly_tifs.zip

Meteorlogical data summary for the airshed, extracted from the WRF sumulationsFile: meteo_addis.houravg_summary.csv

Reference reportsFile: Report-C40-2016-Addis-Ababa-GHG-Emssions.pdfFile: Report-CSE-Ethiopia-Urban-AQM-Guidance.pdfFile: Report-WB-Ethiopia-motorization-management.pdfFile: Report-UNEP-Addis-AQM-Plan-Draft.pdf

GIS filesFile: gis_addis_grids.rar (shapefile and KML file for the airshed grid)File: gis_addis_osm_roads.rar (shapefiles extracted from openstreetmaps)File: pop_extracts_4selection_domain.xlsm (gridded population data, with macros can be used to extract population totals around a monitoring station)File: gis_addis_multiple_layers.rar (as KML files - districts, townships, main_roads, water_bodies, quarries, landfill, industrial_areas)
DOI: 10.57782/rzm27t/ua7hpx
title: sub-s038_task-audiovisual_run-2_sbref.nii.gz

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DOI: 10.57782/rzm27t/bsgd9u
title: sub-s037_task-audiovisual_run-1_bold.json

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DOI: 10.57782/rzm27t/nozoyb
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DOI: 10.57782/rzm27t/nhoeht
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DOI: 10.57782/rzm27t/grr2sb
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DOI: 10.57782/rzm27t/s2vnli
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DOI: 10.57782/rzm27t/giqfzx
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DOI: 10.57782/rzm27t/jicyvu
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DOI: 10.57782/rzm27t/5wkp85
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DOI: 10.57782/rzm27t/buxwn8
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DOI: 10.57782/rzm27t/9smj5r
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DOI: 10.57782/rzm27t/rcmhqs
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DOI: 10.57782/rzm27t/ahyirr
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DOI: 10.57782/rzm27t/fjipcc
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DOI: 10.57782/rzm27t/owb2qi
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DOI: 10.57782/rzm27t/aptc2n
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DOI: 10.57782/rzm27t/l6c0iu
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DOI: 10.57782/rzm27t/pru7ap
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DOI: 10.57782/rzm27t/8swcil
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DOI: 10.57782/rzm27t/dehou8
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DOI: 10.57782/rzm27t/lwjqea
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DOI: 10.57782/rzm27t/bwtdcg
title: sub-s038_task-rest_bold.nii.gz

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DOI: 10.57782/rzm27t/k1uue7
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DOI: 10.57782/rzm27t/lyqv1z
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DOI: 10.57782/rzm27t/i3jiri
title: sub-s038_task-clean_run-1_sbref.json

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DOI: 10.57782/rzm27t/nxutty
title: sub-s038_task-noisy_run-2_sbref.json

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DOI: 10.57782/rzm27t/h9lhq2
title: sub-s038_task-audiovisual_run-2_events.tsv

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DOI: 10.57782/rzm27t/sns2yh
title: sub-s040_task-clean_run-2_events.tsv

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DOI: 10.57782/rzm27t/nlkb4v
title: sub-s040_task-audiovisual_run-2_sbref.json

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DOI: 10.57782/rzm27t/7ewfnj
title: sub-s040_task-clean_run-2_sbref.json

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DOI: 10.57782/rzm27t/7s4elk
title: sub-s036_task-clean_run-2_events.tsv

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DOI: 10.57782/rzm27t/i9htyg
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DOI: 10.57782/rzm27t/xnbqgi
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DOI: 10.57782/rzm27t/n4b0dj
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DOI: 10.57782/rzm27t/bg7as0
title: sub-s037_task-audiovisual_run-2_bold.json

description: :unav
DOI: 10.5281/zenodo.12581311
title: platysteira_castanea_spades_01.fasta.gz

description: .
DOI: 10.5281/zenodo.12581312
title: platysteira_castanea_spades_01.fasta.gz

description: .
DOI: 10.57782/rzm27t/jyljpz
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DOI: 10.57782/rzm27t/ctpeju
title: sub-s038_task-audiovisual_run-1_sbref.json

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DOI: 10.57782/rzm27t/amu8xe
title: sub-s036_task-clean_run-1_sbref.nii.gz

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DOI: 10.57782/rzm27t/bxmo7p
title: sub-s040_task-clean_run-2_events.json

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DOI: 10.57782/rzm27t/aujphe
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DOI: 10.57782/rzm27t/3ulnyp
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DOI: 10.57782/rzm27t/hmbxt1
title: sub-s037_T1w.nii.gz

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DOI: 10.57782/rzm27t/bedvmg
title: sub-s036_task-noisy_run-1_events.json

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DOI: 10.57782/rzm27t/zvpufq
title: sub-s036_magnitude2.nii.gz

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DOI: 10.57782/rzm27t/b0kgbt
title: sub-s037_task-clean_run-1_events.tsv

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DOI: 10.57782/rzm27t/eutt9r
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DOI: 10.57782/rzm27t/14j6l5
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DOI: 10.57782/rzm27t/t8rzrf
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DOI: 10.57782/rzm27t/nv0vt2
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DOI: 10.57782/rzm27t/any4ve
title: sub-s037_task-audiovisual_run-1_events.json

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DOI: 10.57782/rzm27t/pgsioq
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DOI: 10.57782/rzm27t/eukykk
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DOI: 10.57782/rzm27t/av6bz4
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DOI: 10.57782/rzm27t/sbwczc
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DOI: 10.57782/rzm27t/uku3m9
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DOI: 10.57782/rzm27t/2xnmur
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DOI: 10.57782/rzm27t/kh3tig
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DOI: 10.57782/rzm27t/es4sql
title: sub-s038_magnitude2.nii.gz

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DOI: 10.57782/rzm27t/25trmm
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DOI: 10.57782/rzm27t/zy28xp
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DOI: 10.57782/rzm27t/seykxl
title: sub-s039_task-noisy_run-2_sbref.json

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DOI: 10.57782/rzm27t/u9rscv
title: sub-s039_task-clean_run-1_events.json

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DOI: 10.57782/rzm27t/bh395p
title: sub-s037_task-noisy_run-2_bold.json

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DOI: 10.57782/rzm27t/fnz424
title: sub-s040_task-audiovisual_run-1_bold.json

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DOI: 10.57782/rzm27t/riufdt
title: sub-s038_task-noisy_run-2_events.json

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DOI: 10.57782/rzm27t/0d9nas
title: sub-s040_task-noisy_run-1_bold.json

description: :unav
DOI: 10.57782/rzm27t/07k6cq
title: sub-s038_task-noisy_run-1_events.tsv

description: :unav
DOI: 10.57782/rzm27t/ca00bh
title: sub-s038_task-clean_run-1_events.json

description: :unav
DOI: 10.57782/rzm27t/nsiuke
title: sub-s038_task-audiovisual_run-2_events.json

description: :unav
DOI: 10.57782/rzm27t/nlrbs7
title: sub-s037_task-noisy_run-2_sbref.nii.gz

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DOI: 10.57782/rzm27t/abhqb7
title: sub-s039_task-clean_run-1_sbref.json

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DOI: 10.57782/rzm27t/gobauw
title: sub-s037_task-audiovisual_run-1_events.tsv

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DOI: 10.57782/rzm27t/qy5obt
title: sub-s040_task-noisy_run-1_bold.nii.gz

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DOI: 10.57782/rzm27t/ynerns
title: sub-s038_task-audiovisual_run-1_bold.nii.gz

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DOI: 10.57782/rzm27t/ufv4gy
title: sub-s040_task-audiovisual_run-1_bold.nii.gz

description: :unav
DOI: 10.60893/figshare.jcp.25976209
title: Supplementary Online Material

description: Text file containing adiabatic populations with diabatic inititial conditions for benzene cation model
DOI: 10.60893/figshare.jcp.25976209.v1
title: Supplementary Online Material

description: Text file containing adiabatic populations with diabatic inititial conditions for benzene cation model
DOI: 10.60893/figshare.jcp.25976212
title: Supplementary Online Material

description: Text file containing diabatic populations with diabatic inititial conditions for benzene cation model
DOI: 10.60893/figshare.jcp.25976212.v1
title: Supplementary Online Material

description: Text file containing diabatic populations with diabatic inititial conditions for benzene cation model
DOI: 10.57782/rzm27t/bbduml
title: sub-s036_task-audiovisual_run-1_sbref.nii.gz

description: :unav
DOI: 10.57782/rzm27t/zsztk7
title: sub-s040_task-noisy_run-2_bold.json

description: :unav
DOI: 10.57782/rzm27t/jvtm6f
title: sub-s037_magnitude1.json

description: :unav
DOI: 10.57782/rzm27t/pho0ee
title: sub-s038_task-audiovisual_run-2_bold.json

description: :unav
DOI: 10.25549/uschist-ouc110756951
title: Daily Trojan, vol. 26, no. 57, Jan 3, 1935

description: Southern California Daily Trojan, vol. 26, no. 57, January 3, 1935.
DOI: 10.25549/uschist-ouc110756917
title: Daily Trojan, vol. 26, no. 59, Jan 7, 1935

description: Southern California Daily Trojan, vol. 26, no. 59, January 7, 1935.
DOI: 10.25549/uschist-ouc110756955
title: Daily Trojan, vol. 26, no. 66, Jan 16, 1935

description: Southern California Daily Trojan, vol. 26, no. 66, January 16, 1935.
DOI: 10.25549/uschist-ouc110756973
title: Daily Trojan, vol. 26, no. 74, Jan 26, 1935

description: Southern California Daily Trojan, vol. 26, no. 74, January 26, 1935.
DOI: 10.25549/uschist-ouc110756941
title: Daily Trojan, vol. 26, no. 75, Jan 28, 1935

description: Southern California Daily Trojan, vol. 26, no. 75, January 28, 1935.
DOI: 10.25549/uschist-ouc110755531
title: Daily Trojan, vol. 22, no. 36, Oct 31, 1930

description: Southern California Daily Trojan, vol. 22, no. 36, October 31, 1930.
DOI: 10.25549/uschist-ouc110755543
title: Daily Trojan, vol. 22, no. 41, Nov 7, 1930

description: Southern California Daily Trojan, vol. 22, no. 41, November 7, 1930.
DOI: 10.25549/uschist-ouc110755567
title: Daily Trojan, vol. 22, no. 48, Nov 19, 1930

description: Southern California Daily Trojan, vol. 22, no. 48, November 19, 1930.
DOI: 10.25549/uschist-ouc110755529
title: Daily Trojan, vol. 22, no. 50, Nov 21, 1930

description: Southern California Daily Trojan, vol. 22, no. 50, November 21, 1930.
DOI: 10.15468/dl.v554v7
title: Occurrence Download

description: A dataset containing 1938 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Specimen)",
 "Geometry POLYGON((-102.87 43.02,-84.1 43.02,-84.1 49.78,-102.87 49.78,-102.87 43.02))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC-BY-NC 4.0, CC-BY 4.0, CC0 1.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Ochrophyta"
 ]
}

 The dataset includes 1938 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033345-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/uschist-ouc110755613
title: Daily Trojan, vol. 22, no. 62, Dec 12, 1930

description: Southern California Daily Trojan, vol. 22, no. 62, December 12, 1930.
DOI: 10.25549/uschist-ouc110756943
title: Daily Trojan, vol. 26, no. 76, Jan 29, 1935

description: Southern California Daily Trojan, vol. 26, no. 76, January 29, 1935.
DOI: 10.25549/uschist-ouc110756989
title: Daily Trojan, vol. 26, no. 91, Mar 8, 1935

description: Southern California Daily Trojan, vol. 26, no. 91, March 8, 1935
DOI: 10.25549/uschist-ouc110756985
title: Daily Trojan, vol. 26, no. 95, Mar 14, 1935

description: Southern California Daily Trojan, vol. 26, no. 95, March 14, 1935.
DOI: 10.25549/uschist-ouc110757039
title: Daily Trojan, vol. 26, no. 105, Mar 28, 1935

description: Southern California Daily Trojan, vol. 26, no. 105, March 28, 1935.
DOI: 10.25549/uschist-ouc110757009
title: Daily Trojan, vol. 26, no. 110, Apr 4, 1935

description: Southern California Daily Trojan, vol. 26, no. 110, April 4, 1935.
DOI: 10.25549/uschist-ouc110756191
title: Daily Trojan, vol. 24, no. 7, Sep 19, 1932

description: Southern California Daily Trojan, vol. 24, no. 7, September 19, 1932.
DOI: 10.25549/uschist-ouc110756207
title: Daily Trojan, vol. 24, no. 14, Sep 28, 1932

description: Southern California Daily Trojan, vol. 24, no. 14, September 28, 1932.
DOI: 10.25549/uschist-ouc110756173
title: Daily Trojan, vol. 24, no. 18, Oct 4, 1932

description: Southern California Daily Trojan, vol. 24, no. 18, October 4, 1932.
DOI: 10.25549/uschist-ouc110756189
title: Daily Trojan, vol. 24, no. 20, Oct 6, 1932

description: Southern California Daily Trojan, vol. 24, no. 20, October 6, 1932.
DOI: 10.25549/uschist-ouc110756193
title: Daily Trojan, vol. 24, no. 23, Oct 11, 1932

description: Southern California Daily Trojan, vol. 24, no. 23, October 11, 1932.
DOI: 10.25549/uschist-ouc110755471
title: Daily Trojan, vol. 21, no. 144, May 22, 1930

description: Southern California Daily Trojan, vol. 21, no. 144, May 22, 1930.
DOI: 10.25549/uschist-ouc110755451
title: Southern California Trojan, vol. 9, no. 12, Aug 7, 1930

description: Southern California Trojan, vol. 9, no. 12, August 7, 1930.
DOI: 10.25549/uschist-ouc110755453
title: Daily Trojan, vol. 22, no. 2, Sep 15, 1930

description: Southern California Daily Trojan, vol. 22, no. 2, September 15, 1930.
DOI: 10.25549/uschist-ouc110755443
title: Daily Trojan, vol. 22, no. 3, Sep 16, 1930

description: Southern California Daily Trojan, vol. 22, no. 3, September 16, 1930.
DOI: 10.25549/uschist-ouc110755495
title: Daily Trojan, vol. 22, no. 12, Sep 29, 1930

description: Southern California Daily Trojan, vol. 22, no. 12, September 29, 1930.
DOI: 10.25549/uschist-ouc110755607
title: Daily Trojan, vol. 22, no. 77, Jan 20, 1931

description: Southern California Daily Trojan, vol. 22, no. 77, January 20, 1931.
DOI: 10.25549/uschist-ouc110755615
title: Daily Trojan, vol. 22, no. 80, Feb 4, 1931

description: Southern California Daily Trojan, vol. 22, no. 80, February 4, 1931.
DOI: 10.25549/uschist-ouc110755657
title: Daily Trojan, vol. 22, no. 93, Feb 24, 1931

description: Southern California Daily Trojan, vol. 22, no. 93, February 24, 1931.
DOI: 10.25549/uschist-ouc110755673
title: Daily Trojan, vol. 22, no. 111, Mar 20, 1931

description: Southern California Daily Trojan, vol. 22, no. 111, March 20, 1931.
DOI: 10.25549/uschist-ouc110755715
title: Daily Trojan, vol. 22, no. 117, Apr 7, 1931

description: Southern California Daily Trojan, vol. 22, no. 117, April 7, 1931.
DOI: 10.25549/uschist-ouc110755575
title: Daily Trojan, vol. 22, no. 53, Nov 26, 1930

description: Southern California Daily Trojan, vol. 22, no. 53, November 26, 1930.
DOI: 10.25549/uschist-ouc110755595
title: Daily Trojan, vol. 22, no. 54, Dec 1, 1930

description: Southern California Daily Trojan, vol. 22, no. 54, December 1, 1930.