All Emails and Phone Numbers were removed for Privacy Reasons
UPDATED: On Dec 23rd 2022, a hacker was selling the info of approx 400M Twitter accounts, which contains most if not all of the existing accounts. I recommend you to change your passwords ASAP and keep an eye out on your phone and email info. Over the next 24 months, you may receive fake calls and spam emails.
A security vulnerability in Twitter's API was exploited to steal over 5.4 million user records containing private information, which were subsequently shared on a hacker forum, Breached. The data was originally sold for $30,000 in July 2022 and is now available for free.
Now it made sense why Elon Musk tried to back out from the $44B Twitter deal due to his concerns about bot accounts. It's TRUE, over 63% of all accounts showed no likes, and 24% of all accounts had no following. Lastly, over 99.94% of all accounts are NON-verified, this was why Elon tried to roll out the verified badge subscription model. It also made sense why he fired 75% of the employees; like you don't need that many people to look after the inactive accounts, duh!
SweetViz Python Library Report:
/Reports/sweet_report.html
Pandas Profiling Python Report:
/Reports/Twitter_profiling.html
This file has been downloaded from BreachForums. Please check us out. Our database list is provided here: https://breached.co/databases // http://breached65xqh64s7xbkvqgg7bmj4nj7656hcb7x4g42x753r7zmejqd.onion/databases
| Attribute | Type | Description |
|---|---|---|
| id | Int64 | The integer representation of the unique identifier for this User. This number is greater than 53 bits and some programming languages may have difficulty/silent defects in interpreting it. Using a signed 64 bit integer for storing this identifier is safe. Use id_str to fetch the identifier to be safe. See Twitter IDs for more information. Example: "id": 6253282 |
| name | String | The name of the user, as they’ve defined it. Not necessarily a person’s name. Typically capped at 50 characters, but subject to change. Example: "name": "Twitter API" |
| screen_name | String | The screen name, handle, or alias that this user identifies themselves with. screen_names are unique but subject to change. Use id_str as a user identifier whenever possible. Typically a maximum of 15 characters long, but some historical accounts may exist with longer names. Example: "screen_name": "twitterapi" |
| location | String | Nullable . The user-defined location for this account’s profile. Not necessarily a location, nor machine-parseable. This field will occasionally be fuzzily interpreted by the Search service. Example: "location": "San Francisco, CA" |
| url | String | Nullable . A URL provided by the user in association with their profile. Example: "url": "https://developer.twitter.com" |
| protected | Boolean | When true, indicates that this user has chosen to protect their Tweets. See About Public and Protected Tweets . Example: "protected": true |
| verified | Boolean | When true, indicates that the user has a verified account. See Verified Accounts . Example: "verified": false |
| followers_count | Int | The number of followers this account currently has. Under certain conditions of duress, this field will temporarily indicate “0”. Example: "followers_count": 21 |
| friends_count | Int | The number of users this account is following (AKA their “followings”). Under certain conditions of duress, this field will temporarily indicate “0”. Example: "friends_count": 32 |
| listed_count | Int | The number of public lists that this user is a member of. Example: "listed_count": 9274 |
| favourites_count | Int | The number of Tweets this user has liked in the account’s lifetime. British spelling used in the field name for historical reasons. Example: "favourites_count": 13 |
| statuses_count | Int | The number of Tweets (including retweets) issued by the user. Example: "statuses_count": 42 |
| created_at | String | The UTC datetime that the user account was created on Twitter. Example: "created_at": "Mon Nov 29 21:18:15 +0000 2010" |
| profile_banner_url | String | The HTTPS-based URL pointing to the standard web representation of the user’s uploaded profile banner. By adding a final path element of the URL, it is possible to obtain different image sizes optimized for specific displays. For size variants, please see User Profile Images and Banners . Example: "profile_banner_url": "https://si0.twimg.com/profile_banners/819797/1348102824" |
| profile_image_url_https | String | A HTTPS-based URL pointing to the user’s profile image. Example: "profile_image_url_https": "https://abs.twimg.com/sticky/default_profile_images/default_profile_normal.png" |
| default_profile | Boolean | When true, indicates that the user has not altered the theme or background of their user profile. Example: "default_profile": false |
| default_profile_image | Boolean | When true, indicates that the user has not uploaded their own profile image and a default image is used instead. Example: "default_profile_image": false |
Use this bibtex to cite this repository:
@misc{thai22011_Crypto_Clustering_PricePrediction_2022,
title={An Overview of The 5.4M Leaked Twitter Accounts},
author={Thai Nguyen},
year={2022},
publisher={Github},
journal={GitHub repository},
howpublished={\url{https://github.com/thai22011/TwitterPartial_BF}},
}
No Contribution is required
tabulate needs to turn datadframe to a markdown
conda create -n twitter_env python=3.8 numpy pandas matplotlib seaborn statsmodels scikit-learn jupyter jupyterlab plotly
conda activate twitter_env
conda install -c conda-forge fbprophet
conda install -c conda-forge pandas-profiling
conda install -c conda-forge sweetviz
conda install -c conda-forge autoviz
conda install -c conda-forge dtale
conda install tabulate