cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/inscriptifact-ouc110681488
title: Persepolis Fortification Elamite Tablet 2177.103, Fort 2177.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2177.103 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge, left edge, right edge broken.
DOI: 10.25549/inscriptifact-ouc110681804
title: Persepolis Fortification Elamite Tablet 2177.103, Fort 2177.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2177.103 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge, left edge, right edge broken.
DOI: 10.25549/inscriptifact-ouc110681487
title: Persepolis Fortification Elamite Tablet 2177.103, Fort 2177.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2177.103 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge, left edge, right edge broken.
DOI: 10.25549/inscriptifact-ouc110681802
title: Persepolis Fortification Elamite Tablet 2177.103, Fort 2177.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2177.103 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge, left edge, right edge broken.
DOI: 10.25549/inscriptifact-ouc110681474
title: Persepolis Fortification Elamite Tablet 2177.103, Fort 2177.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2177.103 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge, left edge, right edge broken.
DOI: 10.25549/inscriptifact-ouc110681777
title: Persepolis Fortification Elamite Tablet 2177.103, Fort 2177.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2177.103 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge, left edge, right edge broken.
DOI: 10.25549/inscriptifact-ouc110681410
title: Persepolis Fortification Elamite Tablet 2177.103, Fort 2177.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2177.103 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge, left edge, right edge broken.
DOI: 10.25549/inscriptifact-ouc110681414
title: Persepolis Fortification Elamite Tablet 2177.103, Fort 2177.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2177.103 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge, left edge, right edge broken.
DOI: 10.25549/inscriptifact-ouc110681408
title: Persepolis Fortification Elamite Tablet 2177.103, Fort 2177.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2177.103 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge, left edge, right edge broken.
DOI: 10.25549/inscriptifact-ouc110681413
title: Persepolis Fortification Elamite Tablet 2177.103, Fort 2177.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2177.103 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge, left edge, right edge broken.
DOI: 10.25549/inscriptifact-ouc110681386
title: Persepolis Fortification Elamite Tablet 2177.103, Fort 2177.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2177.103 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge, left edge, right edge broken.
DOI: 10.25549/inscriptifact-ouc110682621
title: Persepolis Fortification Elamite Tablet 0595, PF 0595

description: [Text Description:] Administrative text with seal ❧ [Text or Publication Number Note:] PF 0595 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on obverse. ❧ [Physical Object Note:] Small cracks on tablet.
DOI: 10.17632/khnmnp4t7v.1
title: A Comprehensive Multi-Source Dataset for Hybrid NER and Sentiment Analysis in the Uzbek Language

description: This dataset supports the research hypothesis that integrating named entity recognition (NER) and sentiment analysis with emoji-based emotional cues significantly improves the accuracy of Uzbek text interpretation, particularly in social media and informal communication contexts. The data demonstrate that combining linguistic, contextual, and emotional features allows hybrid models (SVM + LSTM + NER) to achieve up to 7–10% higher F1-scores compared to text-only baselines. This confirms that emojis and named entities serve as important auxiliary signals for understanding sentiment polarity and emotional direction in Uzbek language texts.

The dataset consists of seven interrelated components:

sentiment_social_uz_10000_features.xlsx — 10,000 manually annotated Uzbek sentences with polarity, entity, and emoji metadata.
emoji_lexicon_for_model_2000.xlsx — 2,000 individual emoji annotated with polarity and intensity values.
emoji_combo_dataset_for_model_16000.xlsx — 16,000 emoji combinations representing complex or mixed emotions.
emoji_ascii_variants_for_model_104.xlsx — 104 ASCII equivalents of emoji for normalization across platforms.
uz_informal_normalization_dataset_1292.xlsx — 1,292 pairs of informal → normalized Uzbek words for preprocessing.
uzbek_names_for_model_12000.xlsx — 12,000 personal names for Person-type NER training.
Uzb_location_lexicon_for_model_122.xlsx — 122 Uzbek geographic names with English equivalents for Location-type NER.

All data were collected from open sources (Telegram, Facebook, Instagram, blogs, and news portals) and manually cleaned of duplicates, links, and personal information. Annotation was performed by two linguistic experts following unified guidelines for sentiment polarity, emoji polarity, and entity type, with inter-annotator agreement (Cohen’s Kappa = 0.89) ensuring reliability. The dataset can be interpreted as a modular training and evaluation resource. Each subfile can be used independently or jointly to train hybrid systems that combine textual, visual (emoji), and named entity features. The data are stored in a consistent tabular format (XLSX/CSV) compatible with Python libraries such as pandas, TensorFlow, and spaCy.

Researchers can use this dataset to:
Train hybrid or multimodal sentiment analysis models for Uzbek or other Turkic languages.
Study emoji semantics, code-switching, and informal language normalization.
Explore cross-domain applications in NLP, social media analytics, and affective computing.
In summary, this dataset demonstrates that integrating emotional and entity-level signals provides a more realistic and culturally sensitive understanding of Uzbek digital communication.
DOI: 10.25549/inscriptifact-ouc110681381
title: Persepolis Fortification Elamite Tablet 2177.103, Fort 2177.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2177.103 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge, left edge, right edge broken.
DOI: 10.25549/inscriptifact-ouc110682583
title: Persepolis Fortification Elamite Tablet 0595, PF 0595

description: [Text Description:] Administrative text with seal ❧ [Text or Publication Number Note:] PF 0595 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on obverse. ❧ [Physical Object Note:] Small cracks on tablet.
DOI: 10.25549/inscriptifact-ouc110681378
title: Persepolis Fortification Elamite Tablet 2177.103, Fort 2177.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2177.103 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge, left edge, right edge broken.
DOI: 10.25549/inscriptifact-ouc110682579
title: Persepolis Fortification Elamite Tablet 0595, PF 0595

description: [Text Description:] Administrative text with seal ❧ [Text or Publication Number Note:] PF 0595 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on obverse. ❧ [Physical Object Note:] Small cracks on tablet.
DOI: 10.25549/inscriptifact-ouc110682564
title: Persepolis Fortification Elamite Tablet 0595, PF 0595

description: [Text Description:] Administrative text with seal ❧ [Text or Publication Number Note:] PF 0595 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on obverse. ❧ [Physical Object Note:] Small cracks on tablet.
DOI: 10.25549/inscriptifact-ouc110682570
title: Persepolis Fortification Elamite Tablet 0595, PF 0595

description: [Text Description:] Administrative text with seal ❧ [Text or Publication Number Note:] PF 0595 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on obverse. ❧ [Physical Object Note:] Small cracks on tablet.
DOI: 10.25549/inscriptifact-ouc110682561
title: Persepolis Fortification Elamite Tablet 0595, PF 0595

description: [Text Description:] Administrative text with seal ❧ [Text or Publication Number Note:] PF 0595 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on obverse. ❧ [Physical Object Note:] Small cracks on tablet.
DOI: 10.25549/inscriptifact-ouc110682569
title: Persepolis Fortification Elamite Tablet 0595, PF 0595

description: [Text Description:] Administrative text with seal ❧ [Text or Publication Number Note:] PF 0595 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on obverse. ❧ [Physical Object Note:] Small cracks on tablet.
DOI: 10.25549/inscriptifact-ouc110681322
title: Persepolis Fortification Elamite Tablet 2177.103, Fort 2177.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2177.103 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge, left edge, right edge broken.
DOI: 10.25549/inscriptifact-ouc110682541
title: Persepolis Fortification Elamite Tablet 0595, PF 0595

description: [Text Description:] Administrative text with seal ❧ [Text or Publication Number Note:] PF 0595 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on obverse. ❧ [Physical Object Note:] Small cracks on tablet.
DOI: 10.25549/inscriptifact-ouc110681319
title: Persepolis Fortification Elamite Tablet 2177.103, Fort 2177.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2177.103 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge, left edge, right edge broken.
DOI: 10.25549/inscriptifact-ouc110682536
title: Persepolis Fortification Elamite Tablet 0595, PF 0595

description: [Text Description:] Administrative text with seal ❧ [Text or Publication Number Note:] PF 0595 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on obverse. ❧ [Physical Object Note:] Small cracks on tablet.
DOI: 10.25549/inscriptifact-ouc110682533
title: Persepolis Fortification Elamite Tablet 0595, PF 0595

description: [Text Description:] Administrative text with seal ❧ [Text or Publication Number Note:] PF 0595 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on obverse. ❧ [Physical Object Note:] Small cracks on tablet.
DOI: 10.25549/inscriptifact-ouc110681289
title: Persepolis Fortification Elamite Tablet 2177.103, Fort 2177.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2177.103 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge, left edge, right edge broken.
DOI: 10.25549/inscriptifact-ouc110681272
title: Persepolis Fortification Elamite Tablet 2177.103, Fort 2177.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2177.103 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge, left edge, right edge broken.
DOI: 10.25549/inscriptifact-ouc110681278
title: Persepolis Fortification Elamite Tablet 2177.103, Fort 2177.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2177.103 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge, left edge, right edge broken.
DOI: 10.25549/inscriptifact-ouc110681249
title: Persepolis Fortification Elamite Tablet 2177.103, Fort 2177.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2177.103 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge, left edge, right edge broken.
DOI: 10.25549/inscriptifact-ouc110681275
title: Persepolis Fortification Elamite Tablet 2177.103, Fort 2177.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2177.103 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge, left edge, right edge broken.
DOI: 10.25549/inscriptifact-ouc110681230
title: Persepolis Fortification Elamite Tablet 2177.103, Fort 2177.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2177.103 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge, left edge, right edge broken.
DOI: 10.25549/inscriptifact-ouc110681208
title: Persepolis Fortification Elamite Tablet 2173.101, Fort 2173.101

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2173.101 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Three fragments piece together? Upper and lower left of tablet broken off, as well as smaller are on upper right.
DOI: 10.25549/inscriptifact-ouc110681215
title: Persepolis Fortification Elamite Tablet 2177.103, Fort 2177.103

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 2177.103 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge, left edge, right edge broken.