Data · dataset · 2026
The feature-extraction and sequence-construction code
Listed in UBIRA eData
Description
1- user_id (account id for bot ) 2- created_at (post timestamps) 3- action (Retweeting , Tweeting or Repleying) 4- is_url (Yes or No) 5- is_media (Photo , Video, No_Media) 6- is_emoji (Yes or No) 7- is_hash (Yes or No) 8- Text (Duplicated , Not-Duplicated or Empty) 9- Sentiment (Positive , Negative or Neutral ) 10- G (First Generation, Second First Generation or Third First Generation) 11- letter_sequence ( group of 7 letters reprents the the encoded values of these features for one post of the bot ) The values of each features encoded into letter based on the following: action = ("Tweeting" = "T", "Replying" = "Y", "Retweeting" = "R"), is_url = ("YES" = "U", "NO" = "X"), Sentiment = ("Positive" = "P", "Negative" = "N", "Neutral" = "L"), is_media = ("Photo" = "I", "Video" = "V", "No_Media" = "M"), Text = ("Duplicated" = "D", "Not-Duplicated" = "Q", "Empty" = "E"), is_hash = ("YES" = "H", "NO" = "Z"), is_emoji = ("YES" = "J", "NO" = "K")
Links
Where it is published
- UBIRA eData record edata.bham.ac.uk/1517/14/1_Bots_with_sub_sequences.csv ↗
landing page · from edata bham ac uk
- UBIRA eData record edata.bham.ac.uk/1517/9/6_Christmas.csv ↗
landing page · from edata bham ac uk
- UBIRA eData record edata.bham.ac.uk/1517/11/4_clusterd_string.csv ↗
landing page · from edata bham ac uk
- UBIRA eData record edata.bham.ac.uk/1517/10/5-mutation_frequency.csv ↗
landing page · from edata bham ac uk
- UBIRA eData record edata.bham.ac.uk/1517/12/3_bot_similarity_matrix.csv ↗
landing page · from edata bham ac uk
- UBIRA eData record edata.bham.ac.uk/1517/8/7_Halloween.csv ↗
landing page · from edata bham ac uk
- UBIRA eData record edata.bham.ac.uk/1517/13/2_All_String.xlsx ↗
landing page · from edata bham ac uk
- DOI doi.org/10.25500/edata.bham.00001517 ↗
DOI / persistent id · from edata bham ac uk
Catalogue records · 1
- OAI-PMH record edata.bham.ac.uk/cgi/oai2?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3… ↗
metadata API · from edata bham ac uk
Topics
- From keywords
- Earth & Environmental Science
Provenance · 1 source records, 7 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| UBIRA eData | oai:edata.bham.ac.uk:1517 | 10 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| concepts[field].local:field:earth-environmental | mapping · edata bham ac uk | connector:edata_bham_ac_uk@1.0.0 | |
| concepts[modality].local:modality:text | enrichment · edata bham ac uk | keyword-concept-rules@1.0.0 | title+description (75%) |
| concepts[modality].local:modality:video | enrichment · edata bham ac uk | keyword-concept-rules@1.0.0 | title+description (75%) |
| description | source · edata bham ac uk | connector:edata_bham_ac_uk@1.0.0 | /metadata/dc/description |
| license_text | source · edata bham ac uk | connector:edata_bham_ac_uk@1.0.0 | |
| publication_date | source · edata bham ac uk | connector:edata_bham_ac_uk@1.0.0 | |
| title | source · edata bham ac uk | connector:edata_bham_ac_uk@1.0.0 | /metadata/dc/title |