International Research Journal of Engineering and Technology (IRJET)
e-ISSN: 2395-0056
Volume: 09 Issue: 05 | May 2022
p-ISSN: 2395-0072
www.irjet.net
Personality Prediction Using Social Media Platform Swapnali Shipankar1, Gayatri Sawale2, Rajashree Shelke3, Prof. Ashwini Khairkar4 123Student,
Department of Information Technology, Bharati Vidyapeeth’s College of Engineering for Women, Pune, Maharashtra, INDIA 4Professor, Dept. of Information Technology Engineering, Bharati Vidyapeeth’s College of Engineering for Women, Pune, Maharashtra, INDIA ---------------------------------------------------------------------***---------------------------------------------------------------------
Abstract - Personality is an critical aspect that influences
quantity of mined character annotated records from social media. Furthermore, our version might run on greater records than that furnished in a traditional character check, which serves as a affirmation device and facilitates human beings depend greater at the results.
someone’s opinions, like-dislike, thoughts, and the way someone behaves in exceptional situations. Nowadays social media is a platform wherein human beings explicit their view, how they feel, what they're doing. Every 2nd on average, round 6000 tweets are generated. This records may be analyzed nicely to are expecting the character of the consumer. In this project, we’ll display you a way to use gadget getting to know to examine someone’s character primarily based totally on their real-time Twitter feed. Specifically, we’ll first use the Twitter API you purchased our enter records earlier than going for walks a naive Bayes classifier to educate and check our version, so as to then be capable of categorize new Twitter profiles stay right into a Myers-Briggs Type Indicator (MBTI). We're already acquainted with the famous metric, which makes use of a four-letter end result (consisting of INFJ or ENFP) to summarize exceptional character traits in phrases of ways people understand the sector and make decisions. Normally, that is derived via questionnaires and psychometric checks administered to every person, however right here we’ll robotically get a end result at the pressing of a button. Models anticipated every character trait with the accuracy 76.231%.
1.1 Web scraping User’s data and Preprocessing: Twitter permits builders to scrap publicly to be had records via a fixed of personal keys i.e., Twitter API keys. These keys permit developer to request records on behalf of App’s owner. Tweepy is a Python library for gaining access to the Twitter API. The closing 50 tweets of consumer are extracted, after which preprocessed with the assist of regex.[2] 1.2 Myers- Briggs Type indicator (MBTI): The MBTI is one of the maximum famous character checks within side the world. The Myers Briggs Type Indicator (or MBTI for short) is a character kind device that divides absolutely each person into sixteen awesome character kinds throughout four axes: Introversion (I) – Extroversion (E); Intuition (N) – Sensing (S); Thinking (T) – Feeling (F); Judging (J) – Perceiving (P). The processed records could be analysed via every of character kind indicator and maximum favorable out of sixteen character kind could be allotted to the consumer.[2]
Key Words: ML, Pkl, HTML, CSS, Flask.
1. INTRODUCTION With over 3.5 million tests performed every year, MBTI is the maximum broadly used character indicator globally. The Myers Briggs Type Indicator (MBTI) is a character kind device that divides absolutely each person into sixteen awesome personalities primarily based totally on 4 dimensions, namely: Introversion (I) — Extroversion (E), Intuition (N) — Sensing (S), Thinking (T) — Feeling (F), Judging (J) — Perceiving (P). MBTI expected character tendencies preserve important houses of the conventional character traits. Researchers broadly use gadget getting to know and deep getting to know algorithms to are expecting character and mental tendencies from virtual records. We’re growing an MBTI character classifier that makes use of gadget getting to know fashions to are expecting someone’s character primarily based totally at the 50 latest social media posts in line with consumer as enter. We locate correlations among someone’s MBTI character kind and writing style. The classifier additionally demonstrates the validity of the MBTI check. We have used a respectable
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