Criminology study in Pakistan 2022

Key Aspects of Deep Data in Criminology
Interdisciplinary Field: Criminology is an interdisciplinary field that draws on sociology, psychology, law, and social anthropology to study criminal behavior. "Deep data" methods enhance this by providing robust tools for analyzing complex relationships within criminal justice data.
Data Sources: The data leveraged in "deep data" studies are extensive and varied, including:
Official Crime Portals: Publicly accessible datasets from cities like Chicago, New York, Los Angeles, and London.
Geospatial Information: Longitude and latitude data to identify crime hotspots.
Demographic and Environmental Data: Information like population density, weather patterns, and socio-economic factors.
Unconventional Sources: Social media data (e.g., tweets) can be used to detect crime-related activities in real-time.
Video Surveillance: Deep learning is used to analyze behavioral patterns, object detection, weapon identification, and face recognition from video footage.
Analytical Techniques: Researchers employ sophisticated methods for data analysis:
Machine Learning (ML) and Deep Learning (DL): Algorithms like Feedforward Neural Networks (FNNs) and Long Short-Term Memory (LSTM) models are used for crime prediction, pattern recognition, and trend forecasting with high accuracy.
Data Mining: The process of discovering patterns and insights from large datasets to assist in decision-making processes within security and law enforcement.
Time Series Analyses: Statistical methods combined with deep learning to forecast future trends.
Applications and Impact: The primary goal is to improve efficiency and reliability in crime prevention and response:
Proactive Policing Strategies: Identifying high-crime hotspots and allocating resources more effectively.
Predictive Analytics: Developing automated systems that can predict criminal incidents before they occur.
Identifying Biases: Researchers are also exploring how these models can expose potential biases in the allocation of police resources.

A crime victim is legally defined in the United States as a person who has suffered physical, sexual, financial, or emotional harm as the result of a crime. Perpetrators are defined under the law as the individual who perpetrates or commits a crime, whereas the offender is defined as the individual who causes the crime to be committed.

The social learning theory of crime states that criminal activity is a learned behavior. This theory argues that people are more likely to engage in criminal activity if they are surrounded by others involved in criminal behaviors.

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یہ تصویر ایک ہسپتال کی ہے۔
ایک خاتون کینسر کے علاج کے سلسلے میں ہاسپٹل آئیں۔ ساتھ میں ایک سوٹ کیس بھی تھا جس میں رقم تھی۔
ڈاکٹر سے علاج کی مشاورت کے لیے ڈاکٹر کے روم میں داخل ہوئی۔
ڈاکٹر کے پاس پہنچتے ہی ڈاکٹر کو التجا کرنے لگ گئی مجھے کسی طرح موت کے منہ سے بچاؤ میرا علاج کردو۔ بس یہ بیماری کسی طرح ختم ہو جائے۔
ڈاکٹر نے معائنہ کیااور ٹیسٹ وغیرہ دیکھ کر کہا کہ میں کچھ کرنے سے قاصر ہوں کینسر آخری مرحلے پر ہے۔ صحت یابی کی کوئی امید باقی نہیں ہے۔
بہت ہی بجھے چہرے سے وہ کمرے سے نکلی اور ہاسپٹل کے کوریڈور میں تمام نوٹ پھیلا دیے۔ چیخ کر کہنے لگی "کیا فائدہ مال کا "
"ہم کیوں جمع کرتے ہیں مال"
"وہ مال جس سے ہم صحت نہیں خرید سکتے وہ مال جس سے ہم وقت نہیں خرید سکتے وہ مال جس سے ہم زندگی نہیں خرید سکتے کیا فائدہ ایسے مال کا"
اللہ تعالیٰ کا شکر ادا کرو صحت وعافیت پر
اللّٰہ تعالیٰ کا شکر ادا کرو اس کی نعمتوں پر
جو نہ گنی جاسکتی ہیں نہ ہی شمار کی جاسکتی ہیں

Crime and punishment was a major concern for people throughout history and since the establishment of social life. The earliest story of crime and its punishment can be referred to as the biblical story of Adam and Eve, and the story of Cain and Abel. Throughout history, the law has seen major development until the form in which it is accepted in most countries today. In that regard, the punishment in the form of a correctional system had gone through various developments as well. This paper presents a timeline for the history of Corrections, along with the development of law and punishment until modern times.

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Subject::Cyber Crime*
*1. Introduction*
i) Meaning and definition.
ii) Significance
ii) Causes

*2. Types of Cyber Crime*
i) Theft by computer
ii) Embezzlement
iii) Harassment / Extortion
iv) Bank Fraud
v) Hacker Harassment

*3. Computer Related Crimes.*
i) Damage to software/ Hardware
ii) Data Alteration
iii) Software pirating

*4. Computer and Problem of Morality.*
i) Gambling
ii) Po*******hy

*5. Victmization of women in the cyber world.*

In Prison Rehabilitation Programs
Rehabilitation does not have to begin once an offender is released from prison. Most prisons now offer at least some programs that are designed to help inmates more easily adjust to conditions outside of prison once they are released. These programs are often aimed at helping offenders acquire job skills, overcome substance abuse problems, or learn how to deal with common challenges they may face upon release. Some in-prison programs include:

(1)Adult education courses
(2)Religious services
(3)Mental and physical health programs
(4)Language courses
(5)Job skills workshops

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Offender Rehabilitation and Treatment