cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/smvdyf9fgm
title: Akan–English Maternal Health Parallel Text Corpus for Machine Translation

description: This dataset contains a curated bilingual parallel corpus developed to support domain-specific neural machine translation (NMT) for maternal health communication between Akan and English. The corpus was constructed to address the scarcity of healthcare-specific parallel data for low-resource African languages, particularly Akan.
The dataset comprises 20,101 cleaned English–Akan parallel sentence pairs, of which 12,100 pairs (60.2%) originate from maternal health content covering prenatal and postnatal care domains, and 8,006 pairs (39.8%) are drawn from general-domain sources to enhance linguistic diversity and model robustness. Maternal health topics represented include antenatal care, childbirth preparation, maternal mental health, nutrition, vaccination, medication use, lifestyle behaviours, preventive medicine, personal hygiene, and common pregnancy-related conditions.
Value of the Dataset
This dataset provides one of the first domain-specific maternal health resources for Akan that integrates both parallel text and aligned speech data, enabling research in neural machine translation, speech recognition, text-to-speech, and multimodal health communication systems. It supports the development of inclusive digital health tools such as maternal health chatbots and voice-based systems designed for Akan-speaking communities and other low-resource language contexts.

This corpus was developed as part of the Ɔbaa Panin Project, which seeks to build a conversational maternal health chatbot in Akan. The Ɔbaa Panin Project is funded by Google Research.
DOI: 10.17632/smvdyf9fgm.1
title: Akan–English Maternal Health Parallel Text Corpus for Machine Translation

description: This dataset contains a curated bilingual parallel corpus developed to support domain-specific neural machine translation (NMT) for maternal health communication between Akan and English. The corpus was constructed to address the scarcity of healthcare-specific parallel data for low-resource African languages, particularly Akan.
The dataset comprises 20,101 cleaned English–Akan parallel sentence pairs, of which 12,100 pairs (60.2%) originate from maternal health content covering prenatal and postnatal care domains, and 8,006 pairs (39.8%) are drawn from general-domain sources to enhance linguistic diversity and model robustness. Maternal health topics represented include antenatal care, childbirth preparation, maternal mental health, nutrition, vaccination, medication use, lifestyle behaviours, preventive medicine, personal hygiene, and common pregnancy-related conditions.
Value of the Dataset
This dataset provides one of the first domain-specific maternal health resources for Akan that integrates both parallel text and aligned speech data, enabling research in neural machine translation, speech recognition, text-to-speech, and multimodal health communication systems. It supports the development of inclusive digital health tools such as maternal health chatbots and voice-based systems designed for Akan-speaking communities and other low-resource language contexts.

This corpus was developed as part of the Ɔbaa Panin Project, which seeks to build a conversational maternal health chatbot in Akan. The Ɔbaa Panin Project is funded by Google Research.
DOI: 10.25549/examiner-c44-49426
title: Finn Twin Plane Auction, 1957

description: 4 images. Finn Twin Plane Auction, 30 December 1957. Charles Finn; Sgt. John McEvoy; Antoinette Francois; George Batchelor.; Caption slip reads: "Photographer: Glickman. Date: 1957-12-30. Assignment: Finn twin plane auction. 2 shots of Charles Finn as he begs buyers not to bid on plane, in back of him is Sgt. John McEvoy. 1 shot: Fin holding bag of money and McEvoy. 1 shot of Finn as he paces back and forth as his friend, Antoinette Francois bids for him. 1shot: Finn hurls bag of money at sheriff thinking he won plane. 1 shot: George Batchelor takes over papers from Sgt. John McEvoy and money lies on ground."
DOI: 10.17632/cywvjsr8k6
title: Financial indicators of Russian manufacturers_Working capital management

description: Dataset contains panel data on the financial statements of Russian companies in the manufacturing sector for the period 2010-2024. The dataset has been prepared to study the impact of Working Capital Management (WCM) on financial efficiency in the context of macroeconomic instability.
Preprocessing Features:
Clearing: Most important financial metrics were removed if they were not positive (total assets, revenue, current liabilities, current assets, equity, net income, operating profit, accounts payable, inventory, accounts receivable), The emissions were censored (5-95%) and the gaps were filled - industry median (if avaliable) or global median.

Hypothesis
H1: The relationship between the Cash Conversion Cycle (CCC) and financial performance is non-linear, U-shaped
H2: Firms self-organize into distinct strategic clusters with divergent risk-return profiles.
H3: Macroeconomic shocks cause a structural shift in performance determinants. While "Trading" strategies suffer from inflation, "Aggressive" (low-inventory) strategies demonstrate anti-fragility characteristics, improving performance during crises.
DOI: 10.17632/cywvjsr8k6.2
title: Financial indicators of Russian manufacturers_Working capital management

description: Dataset contains panel data on the financial statements of Russian companies in the manufacturing sector for the period 2010-2024. The dataset has been prepared to study the impact of Working Capital Management (WCM) on financial efficiency in the context of macroeconomic instability.
Preprocessing Features:
Clearing: Most important financial metrics were removed if they were not positive (total assets, revenue, current liabilities, current assets, equity, net income, operating profit, accounts payable, inventory, accounts receivable), The emissions were censored (5-95%) and the gaps were filled - industry median (if avaliable) or global median.

Hypothesis
H1: The relationship between the Cash Conversion Cycle (CCC) and financial performance is non-linear, U-shaped
H2: Firms self-organize into distinct strategic clusters with divergent risk-return profiles.
H3: Macroeconomic shocks cause a structural shift in performance determinants. While "Trading" strategies suffer from inflation, "Aggressive" (low-inventory) strategies demonstrate anti-fragility characteristics, improving performance during crises.
DOI: 10.25549/examiner-c44-49427
title: Finn Twin Plane Auction, 1957

description: 4 images. Finn Twin Plane Auction, 30 December 1957. Charles Finn; Sgt. John McEvoy; Antoinette Francois; George Batchelor.; Caption slip reads: "Photographer: Glickman. Date: 1957-12-30. Assignment: Finn twin plane auction. 2 shots of Charles Finn as he begs buyers not to bid on plane, in back of him is Sgt. John McEvoy. 1 shot: Fin holding bag of money and McEvoy. 1 shot of Finn as he paces back and forth as his friend, Antoinette Francois bids for him. 1shot: Finn hurls bag of money at sheriff thinking he won plane. 1 shot: George Batchelor takes over papers from Sgt. John McEvoy and money lies on ground."
DOI: 10.17632/zww8hrn5xn
title: Supplementary Data for Compressive Strength Predication

description: This dataset provides the complete supplementary material associated with the study on machine learning-based prediction of compressive strength of concrete incorporating recycled aggregates and industrial by-products.
DOI: 10.25549/examiner-c44-49429
title: Finn Twin Plane Auction, 1957

description: 4 images. Finn Twin Plane Auction, 30 December 1957. Charles Finn; Sgt. John McEvoy; Antoinette Francois; George Batchelor.; Caption slip reads: "Photographer: Glickman. Date: 1957-12-30. Assignment: Finn twin plane auction. 2 shots of Charles Finn as he begs buyers not to bid on plane, in back of him is Sgt. John McEvoy. 1 shot: Fin holding bag of money and McEvoy. 1 shot of Finn as he paces back and forth as his friend, Antoinette Francois bids for him. 1shot: Finn hurls bag of money at sheriff thinking he won plane. 1 shot: George Batchelor takes over papers from Sgt. John McEvoy and money lies on ground."
DOI: 10.17632/zww8hrn5xn.1
title: Supplementary Data for Compressive Strength Predication

description: This dataset provides the complete supplementary material associated with the study on machine learning-based prediction of compressive strength of concrete incorporating recycled aggregates and industrial by-products.
DOI: 10.25549/examiner-c44-49540
title: Robbery attempt (Inglewood cafe on Manchester), 1957

description: 10 images. Robbery attempt (Inglewood cafe on Manchester), 30 December 1957. Roger A. Hoskins (Suspect) -- 19 yrs.; Howard Scott -- 19 yrs. (Suspect in jail); Officer Tony Mascola; James Triggs (hostage); Evelyn Shane (hostage). (Olmo negatives).; Caption slip reads: "Photographer: Olmo. Date: 1957-12-30. Reporter: Adler. Assignment: Holduppers. 5-6: Suspect Roger A. Hoskins, 19, at Inglewood station. 9-10: Suspect Howard Scott, 19, in Inglewood jail. 7-8: Inglewood Officer Tony Mascola holding two phony guns found on suspects. 1: Suspect Howard Scott, nylon stocking over face, emerges from rear door of bar with hostage Evelyn Shane ahead of him. Tear gas slightly envelops [sic] them. 75/76/77/78: Suspect Howard Scott and hostage Evelyn Shane behind broken window in back entrance of bar, try to get fresh air after tear gas had been shot through door. 2. Roger hoshkins, susp. 3: Hostage James Triggs". Edits: "Suspect Howard Scott, nylon stocking over face, emerges from rear door of bar -- with hostage Evelyn Shane ahead of him".
DOI: 10.17632/33pbjz2phy
title: Beyond_a_market_discourse

description: This dataset accompanies the article “Beyond a Market Discourse: Is Framing a Solution to Avoid Motivational Crowding Out in Payments for Ecosystem Services?”. It contains survey and experimental data collected from 157 small-scale cattle farmers in the municipality of Junín, Colombia, between December 2017 and March 2018. The dataset combines pre-experimental survey data (sociodemographics, environmental attitudes, reported pro-environmental motives, inequality aversion), incentivized behavioral data from a three-round lab-in-the-field dictator-style game simulating upstream forest conservation and downstream water provision and treatment assignment indicators for five experimental conditions. The main behavioral outcome is hectares of forest conserved (0–8) in each round (1-baseline, 2-policy, 3-post-policy).

Research hypothesis: The study tests whether the framing of a Payments for Ecosystem Services (PES) policy moderates motivational crowding effects. Specifically, it examines two framing dimensions: (1) how the payment is described (payment vs. reward vs. compensation), and (2) which ecosystem services are emphasized (water only vs. additional cultural or regulating services). The key hypothesis is that certain framings crowd in forest conservation relative to a neutral control framing, particularly after the incentive is removed.
DOI: 10.17632/33pbjz2phy.1
title: Beyond_a_market_discourse

description: This dataset accompanies the article “Beyond a Market Discourse: Is Framing a Solution to Avoid Motivational Crowding Out in Payments for Ecosystem Services?”. It contains survey and experimental data collected from 157 small-scale cattle farmers in the municipality of Junín, Colombia, between December 2017 and March 2018. The dataset combines pre-experimental survey data (sociodemographics, environmental attitudes, reported pro-environmental motives, inequality aversion), incentivized behavioral data from a three-round lab-in-the-field dictator-style game simulating upstream forest conservation and downstream water provision and treatment assignment indicators for five experimental conditions. The main behavioral outcome is hectares of forest conserved (0–8) in each round (1-baseline, 2-policy, 3-post-policy).

Research hypothesis: The study tests whether the framing of a Payments for Ecosystem Services (PES) policy moderates motivational crowding effects. Specifically, it examines two framing dimensions: (1) how the payment is described (payment vs. reward vs. compensation), and (2) which ecosystem services are emphasized (water only vs. additional cultural or regulating services). The key hypothesis is that certain framings crowd in forest conservation relative to a neutral control framing, particularly after the incentive is removed.
DOI: 10.34740/kaggle/dsv/14949298
title: Market Prices of Commodities in South Tangerang
DOI: 10.25549/examiner-c44-49549
title: Fortieth Division 40th birthday, 1957

description: 2 images. Fortieth Division 40th birthday, 16 July 1957. Zsa Zsa Gabor; Major General Homer O. Eaton Jr.; Caption slip reads: "Photographer: Lapp. Date: 1957-07-16. Reporter: Hartt. Assignment: 40th division 40th birthday. 7,8-43,45,25: Zsa Zsa Gabor & Major General Homer O. Eaton Jr., commanding general 40th Armored (National Guard) Division at 40th's 40th birthday party".
DOI: 10.17632/f4phy4nbzr
title: soil indicator

description: The samples of this study are from the terrace walls soil of Camellia oleifera orchard in the hilly region of central Hunan Province. The data analysis of soil samples mainly includes nutrient indicators and structural indicators, such as TP, TN, SOC, soil aggregate, MWD, GMD, etc. These data were used to explore the changes of soil quality under different restoration years and the coupling relationship between soil nutrient dynamics and soil structure.
DOI: 10.17632/f4phy4nbzr.1
title: soil indicator

description: The samples of this study are from the terrace walls soil of Camellia oleifera orchard in the hilly region of central Hunan Province. The data analysis of soil samples mainly includes nutrient indicators and structural indicators, such as TP, TN, SOC, soil aggregate, MWD, GMD, etc. These data were used to explore the changes of soil quality under different restoration years and the coupling relationship between soil nutrient dynamics and soil structure.
DOI: 10.25549/examiner-c44-49462
title: New judge, 1958

description: 2 images. New judge, 2 January 1958. Mrs. Eloise Teran; Michael Teran -- 4 months; Carlos M. Teran (new municipal judge); Cristina (cq) Marie Teran -- 1 1/2 years.; Caption slip reads: "Photographer: Gray. Date: 1957-01-02. Reporter: Brown. Assignment: Judge, 409 South Findlay. 21/22, 29/30: L to R: Mrs. Eloise Teran holding Michael, 4 months; Carlos M. Toran [sic], new municipal judge, holding Cristina (cq) Marie, 1 1/2, and looking at judicial charter".
DOI: 10.17632/yyp8ppsv2w
title: The computed data of tropical cyclone (TC) genesis during peak and trough seasons

description: The computed data of tropical cyclone (TC) genesis during peak and trough seasons includes: 
1) Normalized TC numbers: North (NH), South (SH) Hemispheres and global counts; 
2) Annual TC numbers: global, NH and SH totals; stratified by their respective peak and trough seasons; 
3) Seasonal proportions of TC numbers: in the NH and SH during their peak and trough seasons ; 
4) TC genesis density: in the NH and SH during their peak and trough seasons; 
5) Interannual trends of TC genesis density: in the NH and SH during their peak and trough seasons.
DOI: 10.25549/examiner-c44-49492
title: Married 62 years, 1958

description: 2 images. Married 62 years, 1 January, 1958. Mr. and Mrs. Richard Cockrum (anniversary); Mrs. Lillian Hunter -- 45 years (daughter); Mrs. Edna Brown -- 50 years (daughter); Russell Cockrum -- 40 years (son).; Caption slip reads: "Photographer: Gershon. Date: 1958-01-01. Reporter: Gershon. Assignment: Wed 62 years. Mr. and Mrs. Richard Cockrum and three children, left to rt: Mrs. Lillian Hunter, 45; Mrs. Edna Brown, 50; and Russell Cockrum, 40".
DOI: 10.17632/yyp8ppsv2w.1
title: The computed data of tropical cyclone (TC) genesis during peak and trough seasons

description: The computed data of tropical cyclone (TC) genesis during peak and trough seasons includes: 
1) Normalized TC numbers: North (NH), South (SH) Hemispheres and global counts; 
2) Annual TC numbers: global, NH and SH totals; stratified by their respective peak and trough seasons; 
3) Seasonal proportions of TC numbers: in the NH and SH during their peak and trough seasons ; 
4) TC genesis density: in the NH and SH during their peak and trough seasons; 
5) Interannual trends of TC genesis density: in the NH and SH during their peak and trough seasons.
DOI: 10.25549/examiner-c44-49507
title: Rose Tournament president, 1957

description: 2 images. Rose Tournament president, 31 December 1957. Stanley Brown.; Caption slip reads: "Photographer: Swaim. Date: 1957-12-31. Reporter: Swaim. Assignment: 1959 Rose Tourney president. 17, 18: Stanley Brown, vice-president of 1950 Tournament of Roses who by usual succession will be president of 1959 parade. Picture taken to have for file".
DOI: 10.17632/8hpk96v25t
title: “Geospatial and Lunar-Influenced Tidal Dataset of Buriganga–Pagla River,Bangladesh (2022)”

description: This dataset is particularly suitable for tidal energy potential assessment and deep learning-based tidal forecasting research. It contains six-hour interval tidal water level observations (Greenwich Mean Time, GMT) for the Buriganga–Pagla River, Bangladesh, for the year 2022.

The dataset includes recorded tidal water levels along with the corresponding geographic coordinates of the observation location (latitude 23°39′ N and longitude 090°27′ E). In addition, lunar positional information is incorporated to represent the potential influence of moon phases and positions on tidal variations.

The data are structured in time-series format to support hydrological analysis, tidal pattern assessment, and predictive modeling applications.
DOI: 10.17632/8hpk96v25t.1
title: “Geospatial and Lunar-Influenced Tidal Dataset of Buriganga–Pagla River,Bangladesh (2022)”

description: This dataset is particularly suitable for tidal energy potential assessment and deep learning-based tidal forecasting research. It contains six-hour interval tidal water level observations (Greenwich Mean Time, GMT) for the Buriganga–Pagla River, Bangladesh, for the year 2022.

The dataset includes recorded tidal water levels along with the corresponding geographic coordinates of the observation location (latitude 23°39′ N and longitude 090°27′ E). In addition, lunar positional information is incorporated to represent the potential influence of moon phases and positions on tidal variations.

The data are structured in time-series format to support hydrological analysis, tidal pattern assessment, and predictive modeling applications.
DOI: 10.25549/examiner-c44-42585
title: Baseball -- Dodgers, 1957

description: 9 images. Baseball -- Dodgers, 30 September 1957. G.R. Mitchell; Angie Villa; David E. Jordan; Austin Hill; Rosalind Wyman; George Hjelte; Pat McGee; William M. Woody; Robert Carleton.; Caption slip reads: "Photographer" Gray. Date: 09-30. Reporter: Reay. Assignment: Dodgers. 31: George Hjelte at Elysian Park map... 32: Pat McGee, Councilman, talks on his amendments. 71: Austin Hill with map of area. 72: Austin Hill talks to Rosie Wyman. 96: 'For' representing Citizens Council on Recreation & Parks, etc., David E. Jordan. 24: 'For' representing California State Legislative Board, G.R. Mitchell. 23: Angie Villa, against, lives in Chavez Ravine. 42: 'Against'. William M. Woody. 95: 'For'. Robert Carleton, 234 Hamlet Street, Highland Park".
DOI: 10.17632/rhyttpxy2h
title: 93 Lighthouses in Portugal with Documented Chronology

description: The Portuguese lighthouse network constitutes both a maritime navigation safety system and a significant body of technical heritage. This study presents a chronological, typological, and techno-functional analysis of 93 lighthouses with documented chronology, based on public records from the Autoridade Marítima Nacional (AMN), namely its Lighthouse Directorate, and GeoPort. Key variables—including date of establishment, function, tower height, nominal range, light characteristics, and technological milestones such as electrification, automation, remote control, solar energy adoption, and LED implementation—support the identification of long-term evolutionary patterns.
DOI: 10.25549/examiner-c44-42591
title: Baseball -- Dodgers, 1957

description: 9 images. Baseball -- Dodgers, 30 September 1957. G.R. Mitchell; Angie Villa; David E. Jordan; Austin Hill; Rosalind Wyman; George Hjelte; Pat McGee; William M. Woody; Robert Carleton.; Caption slip reads: "Photographer" Gray. Date: 09-30. Reporter: Reay. Assignment: Dodgers. 31: George Hjelte at Elysian Park map... 32: Pat McGee, Councilman, talks on his amendments. 71: Austin Hill with map of area. 72: Austin Hill talks to Rosie Wyman. 96: 'For' representing Citizens Council on Recreation & Parks, etc., David E. Jordan. 24: 'For' representing California State Legislative Board, G.R. Mitchell. 23: Angie Villa, against, lives in Chavez Ravine. 42: 'Against'. William M. Woody. 95: 'For'. Robert Carleton, 234 Hamlet Street, Highland Park".
DOI: 10.17632/rhyttpxy2h.1
title: 93 Lighthouses in Portugal with Documented Chronology

description: The Portuguese lighthouse network constitutes both a maritime navigation safety system and a significant body of technical heritage. This study presents a chronological, typological, and techno-functional analysis of 93 lighthouses with documented chronology, based on public records from the Autoridade Marítima Nacional (AMN), namely its Lighthouse Directorate, and GeoPort. Key variables—including date of establishment, function, tower height, nominal range, light characteristics, and technological milestones such as electrification, automation, remote control, solar energy adoption, and LED implementation—support the identification of long-term evolutionary patterns.
DOI: 10.25549/examiner-c44-42613
title: Baseball -- Dodgers, 1957

description: 9 images. Baseball -- Dodgers, 30 September 1957. Arthur G. Pollock; Les Parker; Ray B. McKeown; Rosalind Wyman; Nathan G. Freeberg; Charles Detoy; G.G. Bauman; Doctor G.A. Snyder; J.J. Rodriguez.; Caption slip reads: "Photographer: Gray. Date: 09-30. Assignment: Dodgers.17: 'Against' , Attorney G.G. Bauman. 18: Dr. G.A. Snyder, M.D. claims oil survey withheld! 21: J.J. Rodriguez speaking with long line. 30: Arthur G. Pollock, representing newspaper publishers association, 'For'. 87: Les Parker representing Building Trades Council, 'For'. 88: Roy B. McKeown, Youth for Christ. 75-76: Rosalind Wyman & Nathan G. Freeberg, President, Zoological Society of Los Angeles lean over to talk. Speakers in front row. 29: Detoy talks to council".
DOI: 10.17632/k8dpzfr85s
title: Trastornos del neurodesarrollo

description: Material de apoyo a la docencia en el curso de psicopatología. Brinda conceptos y referencias de clasificación para los estudiantes a partir de los manuales clasificatorios DSM 5 y CIE 10 y 11
DOI: 10.17632/k8dpzfr85s.1
title: Trastornos del neurodesarrollo

description: Material de apoyo a la docencia en el curso de psicopatología. Brinda conceptos y referencias de clasificación para los estudiantes a partir de los manuales clasificatorios DSM 5 y CIE 10 y 11
DOI: 10.25549/examiner-c44-42617
title: Baseball -- Dodgers, 1957

description: 9 images. Baseball -- Dodgers, 30 September 1957. Arthur G. Pollock; Les Parker; Ray B. McKeown; Rosalind Wyman; Nathan G. Freeberg; Charles Detoy; G.G. Bauman; Doctor G.A. Snyder; J.J. Rodriguez.; Caption slip reads: "Photographer: Gray. Date: 09-30. Assignment: Dodgers.17: 'Against' , Attorney G.G. Bauman. 18: Dr. G.A. Snyder, M.D. claims oil survey withheld! 21: J.J. Rodriguez speaking with long line. 30: Arthur G. Pollock, representing newspaper publishers association, 'For'. 87: Les Parker representing Building Trades Council, 'For'. 88: Roy B. McKeown, Youth for Christ. 75-76: Rosalind Wyman & Nathan G. Freeberg, President, Zoological Society of Los Angeles lean over to talk. Speakers in front row. 29: Detoy talks to council".