cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15320601
title: Eurostat-Based Data Pipeline for Comparative Analysis of Income Inequality and Poverty Risk in Europe

description: The first file, raw_data.zip, contains the original data (from Eurostat) before any modifications or preprocessing. This dataset is uncleaned and unprocessed, likely containing raw information from various sources. This could involve demographic, economic, or other types of data. At this stage, the data may have inconsistencies such as missing values, outliers, and potential errors, which can prevent any meaningful analysis or predictions. This raw dataset serves as the foundational data for further processing and is essentially the starting point of the entire workflow.

Next, we move to the pre_processed_df.zip file. After the raw data is cleaned and organized, it is merged and processed to create a more structured version of the data. This pre-processed data typically involves the merging of various datasets based on local identification techniques, ensuring that different data sources are properly aligned and correlated. In this step, categorical variables are handled using Shannon entropy, a method that helps manage the uncertainty or randomness in these variables, making them more suitable for modeling. At this stage, the data is still in a form that is not yet ready for predictive modeling, but it is now cleaned and structured in a way that makes it more manageable for analysis.

Finally, the read_for_prediction.zip file contains the dataset that has been fully prepared for machine learning or other predictive methods. This dataset has undergone further cleaning, scaling, and any necessary transformations, such as dealing with missing values, normalizing numerical data, and handling outliers. Scaling is particularly important to ensure that different features are comparable in terms of magnitude, especially when using algorithms that rely on distance calculations or gradient descent. After this extensive preparation, the data is ready to be input into predictive models. At this point, the dataset is optimal for use in any modeling techniques you plan to apply.

This pipeline, from raw data to prediction-ready data, ensures that every step of the process—cleaning, structuring, and preparing—is thoroughly addressed, making the dataset ready for accurate and effective modeling.

Disclaimer:This dataset includes data sourced from Eurostat (the statistical office of the European Union). The original data is publicly available and licensed under the Creative Commons Attribution 4.0 International (CC BY 4.0) license. The data has been further processed and transformed solely for academic and research purposes. The content, views, interpretations, and any possible errors in this dataset are solely those of the author and do not reflect the official opinion of Eurostat or the European Union. Eurostat is not liable for any use that may be made of the information contained herein.
DOI: 10.5281/zenodo.15320602
title: Eurostat-Based Data Pipeline for Comparative Analysis of Income Inequality and Poverty Risk in Europe

description: The first file, raw_data.zip, contains the original data (from Eurostat) before any modifications or preprocessing. This dataset is uncleaned and unprocessed, likely containing raw information from various sources. This could involve demographic, economic, or other types of data. At this stage, the data may have inconsistencies such as missing values, outliers, and potential errors, which can prevent any meaningful analysis or predictions. This raw dataset serves as the foundational data for further processing and is essentially the starting point of the entire workflow.

Next, we move to the pre_processed_df.zip file. After the raw data is cleaned and organized, it is merged and processed to create a more structured version of the data. This pre-processed data typically involves the merging of various datasets based on local identification techniques, ensuring that different data sources are properly aligned and correlated. In this step, categorical variables are handled using Shannon entropy, a method that helps manage the uncertainty or randomness in these variables, making them more suitable for modeling. At this stage, the data is still in a form that is not yet ready for predictive modeling, but it is now cleaned and structured in a way that makes it more manageable for analysis.

Finally, the read_for_prediction.zip file contains the dataset that has been fully prepared for machine learning or other predictive methods. This dataset has undergone further cleaning, scaling, and any necessary transformations, such as dealing with missing values, normalizing numerical data, and handling outliers. Scaling is particularly important to ensure that different features are comparable in terms of magnitude, especially when using algorithms that rely on distance calculations or gradient descent. After this extensive preparation, the data is ready to be input into predictive models. At this point, the dataset is optimal for use in any modeling techniques you plan to apply.

This pipeline, from raw data to prediction-ready data, ensures that every step of the process—cleaning, structuring, and preparing—is thoroughly addressed, making the dataset ready for accurate and effective modeling.

Disclaimer:This dataset includes data sourced from Eurostat (the statistical office of the European Union). The original data is publicly available and licensed under the Creative Commons Attribution 4.0 International (CC BY 4.0) license. The data has been further processed and transformed solely for academic and research purposes. The content, views, interpretations, and any possible errors in this dataset are solely those of the author and do not reflect the official opinion of Eurostat or the European Union. Eurostat is not liable for any use that may be made of the information contained herein.
DOI: 10.15468/dl.d7d8wp
title: Occurrence Download

description: A dataset containing 10288 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Xanthoparmelia neochlorochroa Hale, Lecania constricta W.A.Weber, Xanthoparmelia plittii (Gyeln.) Hale, Verrucaria sphaerospora Anzi, Kiliasia philippea (Mont.) Hafellner, Thelidium minutulum Körb., Staurothele frustulenta Vain., Staurothele arctica Lynge, Sarcogyne albothallina K.Knudsen, T.B.Wheeler, Kocourk. & M.Westb., Kudratovia straussii (J.Steiner) S.Y.Kondr., Lőkös & Hur, Omphalodina phaedrophthalma (Poelt) S.Y.Kondr., Lőkös & Farkas, Psorotichia schaereri (A.Massal.) Arnold, Miriquidica atriseda (Fr.) P.F.Cannon, Myriolecis perpruinosa (Fröberg) Śliwa et al., Lecidella tumidula (A.Massal.) Knoph & Leuckert, Lecanora semitensis Tuck., Heteroplacidium zamenhofianum (Clauzade & Cl.Roux) Gueidan & Cl.Roux, Gyalolechia desertorum (Tomin) Søchting, Frödén & Arup, Endocarpon loscosii Müill.Arg., Diplotomma venustum (Körb.) Körb., Dermatocarpon polyphyllizum (Nyl.) Blomb. & Forssell, 1880, Cladonia magyarica Vainio, Circinaria arida Owe-Larss., A.Nordin & Tibell, Candelariella antennaria Räsänen, Athallia saxifragarum (Poelt) Arup, Frödén & Søchting, Tayloriellina microphyllina (Tuck.) Søchting & Arup, Xanthocarpia crenulatella (Nyl.) Frödén, Arup & Søchting, Aspicilia wyomingensis McCune & J.Di Meglio, Aspicilia albonota McCune & J.Di Meglio, Acarospora rosulata (Th.Fr.) H.Magn.)"
 ]
}

 The dataset includes 10288 records from 184 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018949-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xmpqxc
title: Occurrence Download

description: A dataset containing 4937 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ocimum americanum L."
 ]
}

 The dataset includes 4937 records from 255 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018951-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f8ghyn
title: Occurrence Download

description: A dataset containing 92808 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ClassKey is one of (Amphibia, Reptilia)",
 "Country is Costa Rica"
 ]
}

 The dataset includes 92808 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010361-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hmsv2m
title: Occurrence Download

description: A dataset containing 104715 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Persoonia Sm."
 ]
}

 The dataset includes 104715 records from 95 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010363-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7uwkqn
title: Occurrence Download

description: A dataset containing 875077 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Calluna vulgaris",
 "Year 1957-2022"
 ]
}

 The dataset includes 875077 records from 1702 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035933-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/jrbm-c91-707
title: Kankai ibun, vol. 5, 1807

description: Kankai ibun, [1807], volume 5 = Description and travel of circumnavigation of seas, [1807], volume 5 = 環海 異聞 五 文化 4. Volume five of a manuscript by Gentaku Ōtsuki and Kōkyō Shimura who drew from four Japanese fishermen the story of their voyage around the world during repeated interviews. The Kankai Ibun is an account of their journey when they were sent off-course en route to the capital, Edo. The fishermen were rescued by a Russian ship and taken to late 18th / early 19th century Europe and, most especially, Russia.; The cargo ship, Wakamiyamaru, left from the port of Ishimaki in Sendai-han, today’s Miyagi Prefecture, in Japan carrying rice and lumber with 16 crew members for Edo, today’s Tokyo, on November 27th, 1793. Shipwrecked and drifted in the Pacific Ocean for half a year, they finally landed in one of the islands of the Andreanof Islands, a part of the Aleutian Islands on May 10th, 1794. They were transferred to Irkutsk by Russians where they stayed until the spring of 1803. They were then called in by Alexander I of Russia to St. Petersburg where they stayed from April to June in 1803, and from where they started their journey back home. They were included in the Rezanov mission on the first Russian global circumnavigation by a ship Nadezhda. It took them 16 months to reach the port of Nagasaki, Japan in September, 1804 since they left in June, 1803. Of the sixteen, five crewmen got on board. Four returned home in Sendai; one, who had become an interpreter, returned to Russia with Rezanov.
DOI: 10.25549/inscriptifact-ouc110592887
title: Persepolis Fortification Aramaic Text 291, PFAT 291

description: [Text Description:] Administrative text with seals PFATS 0291; PFATS 0292 ❧ [Text or Publication Number Note:] PFAT 291, Bowman 291 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with incised inscription and ink traces. Seal impressions PFATS 0291 on reverse; PFATS 0292 on flat edge.
DOI: 10.25549/inscriptifact-ouc110595597
title: Persepolis Fortification Aramaic Text 312, PFAT 312

description: [Text Description:] Administrative text with seals PFATS 0310s; PFS 0017. ❧ [Text or Publication Number Note:] PFAT 312, Bowman 312 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFATS 0310s on obverse; PFS 0017 on flat edge.
DOI: 10.25549/jrbm-c91-742
title: Kankai ibun, vol. 5, 1807

description: Kankai ibun, [1807], volume 5 = Description and travel of circumnavigation of seas, [1807], volume 5 = 環海 異聞 五 文化 4. Volume five of a manuscript by Gentaku Ōtsuki and Kōkyō Shimura who drew from four Japanese fishermen the story of their voyage around the world during repeated interviews. The Kankai Ibun is an account of their journey when they were sent off-course en route to the capital, Edo. The fishermen were rescued by a Russian ship and taken to late 18th / early 19th century Europe and, most especially, Russia.; The cargo ship, Wakamiyamaru, left from the port of Ishimaki in Sendai-han, today’s Miyagi Prefecture, in Japan carrying rice and lumber with 16 crew members for Edo, today’s Tokyo, on November 27th, 1793. Shipwrecked and drifted in the Pacific Ocean for half a year, they finally landed in one of the islands of the Andreanof Islands, a part of the Aleutian Islands on May 10th, 1794. They were transferred to Irkutsk by Russians where they stayed until the spring of 1803. They were then called in by Alexander I of Russia to St. Petersburg where they stayed from April to June in 1803, and from where they started their journey back home. They were included in the Rezanov mission on the first Russian global circumnavigation by a ship Nadezhda. It took them 16 months to reach the port of Nagasaki, Japan in September, 1804 since they left in June, 1803. Of the sixteen, five crewmen got on board. Four returned home in Sendai; one, who had become an interpreter, returned to Russia with Rezanov.
DOI: 10.25549/inscriptifact-ouc110590685
title: Persepolis Fortification Aramaic Text 235, PFAT 235

description: [Text Description:] Administrative text with seals PFATS 0059; PFATS 0030s ❧ [Text or Publication Number Note:] PFAT 235, Bowman 235 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink and incised inscription. Seal impressions PFATS 0059 on reverse; PFATS 0030s on flat edge.
DOI: 10.25549/inscriptifact-ouc110594414
title: Persepolis Fortification Anepigraphic Tablet 0696.101, PFAnep 0696.101

description: [Text Description:] Administrative text with seals PFS 0078; PFUTS 0132s ❧ [Text or Publication Number Note:] PFAnep 0696.101, PFUT 0696-101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions PFS 0078 on obverse, reverse; PFUTS 0132s on left edge.
DOI: 10.25549/jrbm-c91-728
title: Kankai ibun, vol. 5, 1807

description: Kankai ibun, [1807], volume 5 = Description and travel of circumnavigation of seas, [1807], volume 5 = 環海 異聞 五 文化 4. Volume five of a manuscript by Gentaku Ōtsuki and Kōkyō Shimura who drew from four Japanese fishermen the story of their voyage around the world during repeated interviews. The Kankai Ibun is an account of their journey when they were sent off-course en route to the capital, Edo. The fishermen were rescued by a Russian ship and taken to late 18th / early 19th century Europe and, most especially, Russia.; The cargo ship, Wakamiyamaru, left from the port of Ishimaki in Sendai-han, today’s Miyagi Prefecture, in Japan carrying rice and lumber with 16 crew members for Edo, today’s Tokyo, on November 27th, 1793. Shipwrecked and drifted in the Pacific Ocean for half a year, they finally landed in one of the islands of the Andreanof Islands, a part of the Aleutian Islands on May 10th, 1794. They were transferred to Irkutsk by Russians where they stayed until the spring of 1803. They were then called in by Alexander I of Russia to St. Petersburg where they stayed from April to June in 1803, and from where they started their journey back home. They were included in the Rezanov mission on the first Russian global circumnavigation by a ship Nadezhda. It took them 16 months to reach the port of Nagasaki, Japan in September, 1804 since they left in June, 1803. Of the sixteen, five crewmen got on board. Four returned home in Sendai; one, who had become an interpreter, returned to Russia with Rezanov.
DOI: 10.25549/inscriptifact-ouc110594408
title: Persepolis Fortification Anepigraphic Tablet 0696.101, PFAnep 0696.101

description: [Text Description:] Administrative text with seals PFS 0078; PFUTS 0132s ❧ [Text or Publication Number Note:] PFAnep 0696.101, PFUT 0696-101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions PFS 0078 on obverse, reverse; PFUTS 0132s on left edge.
DOI: 10.25549/inscriptifact-ouc110590675
title: Persepolis Fortification Aramaic Text 235, PFAT 235

description: [Text Description:] Administrative text with seals PFATS 0059; PFATS 0030s ❧ [Text or Publication Number Note:] PFAT 235, Bowman 235 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink and incised inscription. Seal impressions PFATS 0059 on reverse; PFATS 0030s on flat edge.
DOI: 10.25549/jrbm-c91-680
title: Kankai ibun, vol. 5, 1807

description: Kankai ibun, [1807], volume 5 = Description and travel of circumnavigation of seas, [1807], volume 5 = 環海 異聞 五 文化 4. Volume five of a manuscript by Gentaku Ōtsuki and Kōkyō Shimura who drew from four Japanese fishermen the story of their voyage around the world during repeated interviews. The Kankai Ibun is an account of their journey when they were sent off-course en route to the capital, Edo. The fishermen were rescued by a Russian ship and taken to late 18th / early 19th century Europe and, most especially, Russia.; The cargo ship, Wakamiyamaru, left from the port of Ishimaki in Sendai-han, today’s Miyagi Prefecture, in Japan carrying rice and lumber with 16 crew members for Edo, today’s Tokyo, on November 27th, 1793. Shipwrecked and drifted in the Pacific Ocean for half a year, they finally landed in one of the islands of the Andreanof Islands, a part of the Aleutian Islands on May 10th, 1794. They were transferred to Irkutsk by Russians where they stayed until the spring of 1803. They were then called in by Alexander I of Russia to St. Petersburg where they stayed from April to June in 1803, and from where they started their journey back home. They were included in the Rezanov mission on the first Russian global circumnavigation by a ship Nadezhda. It took them 16 months to reach the port of Nagasaki, Japan in September, 1804 since they left in June, 1803. Of the sixteen, five crewmen got on board. Four returned home in Sendai; one, who had become an interpreter, returned to Russia with Rezanov.
DOI: 10.25549/inscriptifact-ouc110590668
title: Persepolis Fortification Aramaic Text 234, PFAT 234

description: [Text Description:] Administrative text with seal PFATS 0252s ❧ [Text or Publication Number Note:] PFAT 234, Bowman 234 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impression PFATS 0252s on upper edge. ❧ [Physical Object Note:] Damage on round edge
DOI: 10.25549/inscriptifact-ouc110594388
title: Persepolis Fortification Anepigraphic Tablet 0696.101, PFAnep 0696.101

description: [Text Description:] Administrative text with seals PFS 0078; PFUTS 0132s ❧ [Text or Publication Number Note:] PFAnep 0696.101, PFUT 0696-101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions PFS 0078 on obverse, reverse; PFUTS 0132s on left edge.
DOI: 10.25549/jrbm-c91-673
title: Kankai ibun, vol. 5, 1807

description: Kankai ibun, [1807], volume 5 = Description and travel of circumnavigation of seas, [1807], volume 5 = 環海 異聞 五 文化 4. Volume five of a manuscript by Gentaku Ōtsuki and Kōkyō Shimura who drew from four Japanese fishermen the story of their voyage around the world during repeated interviews. The Kankai Ibun is an account of their journey when they were sent off-course en route to the capital, Edo. The fishermen were rescued by a Russian ship and taken to late 18th / early 19th century Europe and, most especially, Russia.; The cargo ship, Wakamiyamaru, left from the port of Ishimaki in Sendai-han, today’s Miyagi Prefecture, in Japan carrying rice and lumber with 16 crew members for Edo, today’s Tokyo, on November 27th, 1793. Shipwrecked and drifted in the Pacific Ocean for half a year, they finally landed in one of the islands of the Andreanof Islands, a part of the Aleutian Islands on May 10th, 1794. They were transferred to Irkutsk by Russians where they stayed until the spring of 1803. They were then called in by Alexander I of Russia to St. Petersburg where they stayed from April to June in 1803, and from where they started their journey back home. They were included in the Rezanov mission on the first Russian global circumnavigation by a ship Nadezhda. It took them 16 months to reach the port of Nagasaki, Japan in September, 1804 since they left in June, 1803. Of the sixteen, five crewmen got on board. Four returned home in Sendai; one, who had become an interpreter, returned to Russia with Rezanov.
DOI: 10.25549/inscriptifact-ouc110594378
title: Persepolis Fortification Anepigraphic Tablet 0693.104, PFAnep 0693.104

description: [Text Description:] Administrative text with seals PFUTS 0101; PFS 0625s ❧ [Text or Publication Number Note:] PFAnep 0693.104, PFUT 0693-104 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions PFUTS 0101 on obverse, reverse; PFS 0625s on left edge.