Duplicate from Exorde/exorde-social-media-december-2024-week1

Co-authored-by: Mathias Dail <MathiasExorde@users.noreply.huggingface.co>

.gitattributes

@@ -0,0 +1,59 @@
+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.lz4 filter=lfs diff=lfs merge=lfs -text
+*.mds filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+# Audio files - uncompressed
+*.pcm filter=lfs diff=lfs merge=lfs -text
+*.sam filter=lfs diff=lfs merge=lfs -text
+*.raw filter=lfs diff=lfs merge=lfs -text
+# Audio files - compressed
+*.aac filter=lfs diff=lfs merge=lfs -text
+*.flac filter=lfs diff=lfs merge=lfs -text
+*.mp3 filter=lfs diff=lfs merge=lfs -text
+*.ogg filter=lfs diff=lfs merge=lfs -text
+*.wav filter=lfs diff=lfs merge=lfs -text
+# Image files - uncompressed
+*.bmp filter=lfs diff=lfs merge=lfs -text
+*.gif filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text
+*.tiff filter=lfs diff=lfs merge=lfs -text
+# Image files - compressed
+*.jpg filter=lfs diff=lfs merge=lfs -text
+*.jpeg filter=lfs diff=lfs merge=lfs -text
+*.webp filter=lfs diff=lfs merge=lfs -text
+# Video files - compressed
+*.mp4 filter=lfs diff=lfs merge=lfs -text
+*.webm filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,291 @@
+---
+language:
+  - multilingual
+license: mit
+annotations_creators:
+  - machine-generated
+language_creators:
+  - found
+size_categories:
+  - 10M<n<100M
+source_datasets:
+  - original
+task_categories:
+  - text-classification
+  - summarization
+  - text-retrieval
+pretty_name: "Exorde Social Media Dataset December 2024 Week 1"
+tags:
+  - social-media
+  - multi-lingual
+  - sentiment-analysis
+  - emotion-detection
+  - text
+---
+---
+
+  
+
+# Multi-Source, Multi-Language Social Media Dataset (1 Week Sample)
+
+  
+
+This dataset represents a rich, diverse snapshot of global online discourse, collected over a one-week period from December 1, 2024, to December 7, 2024. It comprises 65,542,211 entries from various social media platforms, blogs, and news articles, all precisely timestamped at the moment of posting. This dataset is procuded by Exorde Labs. www.exordelabs.com/.
+This dataset includes many conversations around the period of CyberMonday, Syria regime collapse and UnitedHealth CEO killing & many more topics. The potential is wide.
+All items in this dataset are captured publicly, in near real-time, allowing post-deletion & retrospective analyses.
+
+  
+
+## Dataset Highlights
+
+  
+
+- **Multi-Source**:  Captures content from a wide range of online platforms
+
+- **Multi-Language**:  Covers 122 different languages
+
+- **High-Resolution  Temporal Data**: Each entry is timestamped to the exact moment of posting
+
+- **Rich  Metadata**: Includes sentiment analysis, emotion detection, and thematic categorization
+
+- **Large  Scale**: 65,542,211 entries collected over just one week
+
+- **Diverse  Content**: Social media posts, blog entries, news articles, and more
+
+  
+
+## Dataset Schema
+
+- **date**:  string (exact timestamp of post)
+- **original_text**:  string
+- **url**:  string
+- **author_hash**:  string (SHA-1 hash for privacy)
+- **language**:  string
+- **primary_theme**:  string
+- **english_keywords**:  string
+- **sentiment**:  double
+- **main_emotion**:  string
+- **secondary_themes**:  list<element: int64>
+
+  
+
+## Attributes description
+
+ - **original_text** is the exact original text of the item/post, as it was collected. It should match the original content before any
+   deletion/edition.
+-   **author_hash** is a SHA-1 Hash of the author username on a given platform, when provided. Many items have None Author_hash.
+-   **language** is detected by a fasttext-langdetect model. Isocode ISO 639.
+ -  **primary_theme** is the output of MoritzLaurer/deberta-v3-xsmall-zeroshot-v1.1-all-33, on on the
+   classes below.
+  - **secondary_themes** are the same theme classes with a mapping:
+   
+
+>        1. Economy
+>        2. Technology
+>        3. Investing
+>        4. Business
+>        5. Cryptocurrency
+>        6. Social
+>        7. Politics
+>        8. Finance
+>        9. Entertainment
+>        10. Health
+>        11. Law
+>        12. Sports
+>        13. Science
+>        14. Environment
+>        15. People
+
+      
+   
+-    **main_emotion** is computed from an emotion scoring Language model, fine-tuned on social media data.
+   
+ -  **english_keywords** is a powerful attribute, computed from an English translation of the original text. These keywords represent the core content (relevant keywords) of the text. They are produced from KeyBert & statistical algorithms.   They should be mostly in English except when translation was faulty, in that case they will be in the original language.
+   
+-   **Sentiment** is computed & aggregated from several models, including deep learning models. It is a value between -1 and 1. -1 being negative, 0 neutral and 1 positive.
+
+  
+  
+
+## Key Statistics
+
+- **Total  entries**: 65,542,211
+
+- **Date  range**: 2024-12-01 to 2024-12-07 (included)
+
+- **Unique  authors**: 9,235,952
+
+- **Languages**:  122
+
+- **Primary  themes**: 16
+
+- **Main  emotions**: 26
+
+- **Average  sentiment**: 0.051
+
+- **Most  common emotion**: Neutral
+
+  
+
+### Top 10 Sources
+
+1. x.com: 49,893,080
+
+2. reddit.com: 14,385,495
+
+3. bsky.app: 7,292,262
+
+4. youtube.com: 1,778,020
+
+5. 4channel.org: 233,134
+
+6. jeuxvideo.com: 61,373
+
+7. forocoches.com: 55,683
+
+8. mastodon.social: 54,932
+
+9. news.ycombinator.com: 32,216
+
+  
+
+[Full source distribution](https://gist.githubusercontent.com/MathiasExorde/53eea5617640487bdd1e8d124b2df5e4/raw/5bb9a4cd9b477216d64af65e3a0918879f806e8b/gistfile1.txt)
+
+  
+
+### Top 10 Languages
+
+1. English (en): 53,882,510
+
+2. Spanish (es): 5,012,521
+
+3. Japanese (ja): 3,653,281
+
+4. Portuguese (pt): 3,548,869
+
+5. French (fr): 1,487,180
+
+6. German (de): 1,297,085
+
+7. Turkish (tr): 850,770
+
+8. Arabic (ar): 829,992
+
+9. Italian (it): 720,955
+
+  
+
+[Full language distribution](https://gist.github.com/MathiasExorde/bded85ba620de095705bb20507fcf6f1#file-gistfile1-txt)
+
+  
+
+## About Exorde Labs
+
+  
+
+Exorde Labs is pioneering a novel collective distributed data DePIN (Decentralized Physical Infrastructure Network). Our mission is to produce a representative view of the web, minute by minute. Since our inception in July 2023, we have achieved:
+
+
+- Current capacity: Processing up to 4 billion elements annually
+- Growth rate: 20% monthly increase in data volume
+- Coverage: A comprehensive, real-time snapshot of global online discourse
+- More than 10 Million data points are processed daily, half a million per hour in near real-time
+
+
+This dataset is a small sample of our capabilities, offering researchers and developers a glimpse into the rich, multi-faceted data we collect and analyze.
+
+  
+
+For more information about our work and services, visit:
+
+  
+
+- [Exorde Labs Website](https://www.exordelabs.com/)
+
+- [Social Media Data](https://www.exordelabs.com/social-media-data)
+
+- [Exorde Labs API](https://www.exordelabs.com/api)
+
+  
+
+## Use Cases
+
+  
+
+This dataset is invaluable for a wide range of applications, including but not limited to:
+
+  
+
+- Real-time trend analysis
+
+- Cross-platform social media research
+
+- Multi-lingual sentiment analysis
+
+- Emotion detection across cultures
+
+- Thematic analysis of global discourse
+
+- Event detection and tracking
+
+- Influence mapping and network analysis
+
+  
+
+## Citation Information
+
+  
+
+If you use this dataset in your research or applications, please cite it as follows:
+
+  
+
+`Exorde Labs. (2024). Multi-Source, Multi-Language Social Media Dataset (1 Week Sample) [Data set]. Exorde Labs. https://www.exordelabs.com/`
+
+  
+
+## Acknowledgments
+
+  
+
+We would like to thank the open-source community for their continued support and feedback. Special thanks to all the platforms and users whose public data has contributed to this dataset.
+
+Massive thanks to the Exorde Network and its data enthusiast community, unique of its kind.
+
+  
+
+## Licensing Information
+
+  
+
+This dataset is released under the MIT license.
+
+  
+
+## Contact Information
+
+  
+
+For questions, feedback, or more information about this dataset or Exorde Labs' services, please contact us at:
+
+  
+
+- Email: [hello@exordelabs.com](mailto:info@exordelabs.com)
+
+- Twitter: [@ExordeLabs](https://twitter.com/ExordeLabs)
+
+- GitHub: [Exorde Labs](https://github.com/exorde-labs)
+
+  
+
+We are committed to supporting the open-source community by providing high-quality, diverse datasets for cutting-edge research and development. If you find this dataset useful, consider exploring our API for real-time access to our full range of social media data.
+
+  
+  
+
+![Exorde  Labs Logo](https://cdn.prod.website-files.com/620398f412d5829aa28fbb86/62278ca0202d025e97b76555_portrait-logo-color.png)
+
+  
+  
+
+---

processed_data_0.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:37b9380c4541360b63a4d2985bcafbb1ccf94e398a80b0abb4409f0009877aae
+size 100560294

processed_data_1.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1903eafc7f877bc2110cbb6ac1999809d42a4f12f1fbb49083bf1e8a9a29b40c
+size 114335205

processed_data_10.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:61d0df032291bcdd0126ea79c030b6273c253d4bdfbf4023d11cb5dce930861f
+size 126700482

processed_data_100.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:62a900c0e556856ce52df24cc104971e9b6a9815119ccc4fe172caa0d9132753
+size 114219147

processed_data_101.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:283ed7fe2708df70e5aaef9369e895cde51295bfb02657e6fc2a4a7d89a40097
+size 122044861

processed_data_102.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c09b63576630f991e743cf4c3388b7269266eb625909f05ce426c77171556e78
+size 122354391

processed_data_103.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d547aa91e3df9b656e3814dfbe2e4b46ef2ca1eb24df51f56921117062e4f843
+size 124370530

processed_data_104.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:25f345f2de114c2968a1b18541787185ef274af20fbfab89652a9c5e0b9b2b1a
+size 123734841

processed_data_105.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3cdee07bee345921cdd7829125219791208eeeb4b0588ac0b9a9a33c573e33ec
+size 125530815

processed_data_106.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4a86c4b1a6461a39ee0ad6a844f76d6d41a9d99475687539c15acc9259bec09d
+size 130553024

processed_data_107.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b5011d45b220f421a2116cb7ecf187ae1ae18ea9e44ddbc391e423af751bec15
+size 127164379

processed_data_108.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3b1b2c33906d0ba3b2a36043da8d393855d18a6155265b3e2e8faef726b61231
+size 128716168

processed_data_109.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bb5faaaed45f2219a057608e2eadbfe068f5a16dba4e66d1f507f59929cd81b3
+size 130204426

processed_data_11.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:493423478e81a2f857061508e46970c00cabc6bfa8e79d4a3d75183d8982ac70
+size 126718442

processed_data_110.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ac043ec511dd6d0cfa99a2930d768434b7b1c177738438fcb9bf22d695f27b6c
+size 128175946

processed_data_111.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d999028cc4f146f778e624c93b10164d879abeb18fbb67873eb1ac221ec4bb82
+size 125552414

processed_data_112.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ac27091f4801dcfabea67e902660de5e7de3f35efba0bf7cf360a4a1d038fed5
+size 123189321

processed_data_113.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7916f3d580f9442e46835d7707eced7b452925e108d42692f0b501f4b6813f7f
+size 121314734

processed_data_114.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5fd3890776771ae3fd6abe0db0dce075f446286802e45c87b38550899bb246d2
+size 122385693

processed_data_115.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:06b009569cf668aad0ba0374de62d7b386994588f8f7885216c1bb48e3b8faaf
+size 118600960

processed_data_116.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0e05c062a5bae1adf03c808834d59f63e9b6af51f188626292256e532886866f
+size 115106689

processed_data_117.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d3d1bbe53951702a3e73e6632fad660b16752edc8404b21f5825983797484078
+size 115511922

processed_data_118.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5f45eb17433ce2286e74704a740de1e55fa66e1ca180345dc2620b213de9bc21
+size 113502142

processed_data_119.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:962d61e226fc4df5fc4dd40a46c86e4451b78d1a655d16c8fab3bf8bb85e763d
+size 115590774

processed_data_12.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:120f9221ece81096b2e5ffaf06798a02a93d5d96db88f0f522dad0ec8cdc5c9e
+size 123994516

processed_data_120.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cd64919d3ce43feb2c48ad4378f64bb6673b877f76cd86091ffd2efed41be2e1
+size 115240725

processed_data_121.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:17e6cb97f3a2ad11a225ea6b272a47efb28b4f1cc9c0edc848a2fdcb8f60fd29
+size 118138762

processed_data_122.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:957416df1f5edfc356f286d200c1e34769deebebbc14e9d0dd375bfb31374c9b
+size 118763518

processed_data_123.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6953e4e8207aff5fd5a13c368e20349851c144b88c5604cf2ba82027cc8264e1
+size 120239051

processed_data_124.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ee76328ad323e0d68a0441cf4ce1148d9cf41976eac3432f60f82e5c985f5457
+size 120823191

processed_data_125.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2d1d2bee3c77361456eac7ed1962537e2d5870d330ddd17159ccfc7a90f2eaed
+size 123901664

processed_data_126.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3e2d624ce8c9910b232bceb71ea9edd418c50e85649a4334677bc16e6bfc5353
+size 123054756

processed_data_127.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:590e7fb71a419a2e1e757b2cb37221515e17b2e4d73d9fa4b8f98d0464b390ec
+size 124021745

processed_data_128.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cda2b3b6c154c26022d6a6c7f45f102431b6d4e2de5a8b1f55c1231e6526311a
+size 125817594

processed_data_129.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1a44984b002d437d696f4cc89d1a4955ce6108c93dc64efdb199286c54d3cd9f
+size 126693908

processed_data_13.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2501c92148dcc5834073678dc365938d79cb5259d2e1b818ca457e149ef1163a
+size 124161686

processed_data_130.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:96b6a1656e222b07567300e1ed1db829d005d034997a07d6995501a290543fa6
+size 122458813

processed_data_131.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:091183ff8a111a463332f5e2f0f9e1ca47e61d489241f1797a0adb5c047d1d28
+size 121145881

processed_data_14.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:452709ff9bd67428797e3792962e1e06e6b4f2bb8e067795c6f9aa743d8b85c4
+size 127844538

processed_data_15.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:42e491d5072a2d0fc0317d140dd59df9ede3aa83f3717483cd574aa5f5516713
+size 126604534

processed_data_16.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c8422804da9a16aebf0e6cf01dadbbf1892b3db3d7777b8cc774d59d20847a71
+size 123163120

processed_data_17.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f398ee70ecb7a9cf3fe4a273babdfadb742796acc49daf02210fb325bf076dcb
+size 120484678

processed_data_18.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:104953d36609c6dd41b51b98a2abd65d510577222ba80bbdc1f53e707465266e
+size 120342903

processed_data_19.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:009af6ff271323851b31853f21cf24a814b4b1198f90edc2439ffa1dc933507c
+size 119992561

processed_data_2.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bec880cc24a92521e812cac3211dd62cc3a2129bd457a88fc332d6102fd26ab4
+size 115356114

processed_data_20.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b24ddb33c5fa50be48347b70811962e49a1bb14c07bc58a8e02c5b51ccecd732
+size 122107608

processed_data_21.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2a5a7caff1a07d867ce97d82765f99f29416cdca45545012b91c75aeb326e811
+size 117387717

processed_data_22.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e7f14a3e6d826659d645bdec5871a29107704d6afb3e164cf71388fc73d3b3ba
+size 117389269