Imran Khan and Bushra Bibi placed on physical remand in Toshakhana case

Imran Khan and his wife, Bushra Bibi, have been placed on a six-day physical remand in a new Toshakhana case. This decision was announced by Judge Muhammad Ali Warraich of the accountability court following the pleas for their physical remand. The National Accountability Bureau (NAB) will conduct investigations during their time in custody.

Due to security concerns, the Ministry of Law and Justice has approved a jail trial for Imran Khan and Bushra Bibi. This decision was ratified by the federal government under Section 16-B of the NAB Ordinance 1999. The couple was arrested in connection with a new NAB reference related to Toshakhana, just hours after being acquitted in the Iddat case. Their arrest was carried out by a NAB team led by Deputy Director Mohsin Haroon at Adiala Jail.

The initial statements of Imran Khan and Bushra Bibi were recorded by the NAB team. Bushra Bibi was re-arrested shortly after her release from Adiala Jail, following the necessary release procedures after the issuance of release orders. The Islamabad district and sessions court had accepted their appeals against their convictions in the Iddat case, where they had been sentenced to seven years in prison and fined Rs500,000 each in February for a fraudulent nikah.

Imran Khan and Bushra Bibi’s marriage took place in February 2018 in Lahore, attended by close relatives and friends, though Imran Khan’s sisters were notably absent. The nikah was performed by Mufti Saeed with former PTI leader Awn Chaudhary and former SAPM Zulfi Bukhari acting as witnesses. Bushra Bibi’s ex-husband, Khawar Maneka, claimed their marriage was illegal and against Sharia laws, accusing them of marrying within the three-month “iddat period” following Bushra Bibi’s divorce and alleging fornication.

This development is part of a broader series of legal challenges faced by Imran Khan and Bushra Bibi, with their sentences in the Toshakhana cases now suspended and Imran Khan recently acquitted in the cipher case by the Islamabad High Court.

Also, see:

PCB does not care if or not India visit Pakistan for Champions Trophy 2025

PCB does not care if or not India visit Pakistan for Champions Trophy 2025

The Pakistan Cricket Board (PCB) remains steadfast in its resolve to host all matches of the Champions Trophy 2025 within Pakistan. Despite ongoing rumors about a potential “plan B” or neutral venue due to India’s reluctance to play in Pakistan, the PCB insists that the Champions Trophy, being a Pakistani event, should be entirely staged in the country.

The venue for the tournament will be a significant topic of discussion during the International Cricket Council (ICC) annual meeting in Colombo, scheduled from July 19 to 22. The PCB delegation plans to attend the meeting with a firm stance on ensuring that all matches are held in Pakistan. Three Pakistani venues — Karachi, Rawalpindi, and Lahore — have been designated to host the tournament’s eight matches. In a proposed schedule to the ICC, the PCB has placed all of India’s matches in Lahore.

To prepare for the event, the PCB has allocated Rs12.80 billion for upgrading three key stadiums: Lahore’s Gaddafi Stadium, Karachi’s National Bank Cricket Arena, and Rawalpindi International Cricket Stadium. These enhancements are aimed at providing improved facilities for teams and spectators alike.

The PCB points out that, except for India, all participating teams have previously played in Pakistan, suggesting that India lacks a valid reason to refuse participation. Should India opt out, the PCB has indicated it will reciprocate by not participating in the 2026 T20 World Cup, set to be co-hosted by India and Sri Lanka.

The Champions Trophy is scheduled to take place from February 19 to March 9, 2025, marking the tournament’s return after an eight-year hiatus. The last ICC Champions Trophy, held in 2017, saw Pakistan triumph over India in the final. For the PCB, this tournament is a crucial opportunity to showcase Pakistan as a safe cricket destination.

Also, see:

The Rise of Ruban Khan: Fulham’s Pakistani Football Prodigy

The Rise of Ruban Khan: Fulham’s Pakistani Football Prodigy

Ruban Khan, a young footballer with Pakistani and Scottish heritage, is making waves at Fulham FC’s youth academy. The 17-year-old central midfielder has recently secured a full scholarship with Fulham, underscoring his potential and dedication to the sport. Ruban’s journey with Fulham began in the summer of 2022 when he signed a two-year schoolboy deal, and his rapid progress has been nothing short of impressive.

Ruban’s position in central midfield, particularly in a defensive capacity, has seen him rise through the ranks at Fulham. His ability to control the game, intercept plays, and navigate the central zones of the pitch has garnered significant attention.

At 17, Ruban’s performances have already made him a key player in the club’s youth setup, highlighting his potential for a bright future.

Ruban’s multicultural background, with a Pakistani father and a Scottish mother, enriches his football journey.

This unique heritage brings a diverse perspective to his playing style, blending different cultural approaches to the game. It is this blend of influences that sets Ruban apart and contributes to his distinctive presence on the field.

Ruban made his debut for Fulham’s U18 team on March 30, 2024, while still playing for the U16s. Despite a tough 5-2 loss to Arsenal U18, his performance was a clear indicator of his readiness to compete at higher levels.

Following this debut, Ruban has made two more appearances in the Under-18 Premier League, further cementing his role as a promising young talent.

Fulham FC’s dedication to fostering young talent is evident in their support for Ruban Khan’s development.

The club’s nurturing environment, coupled with top-notch coaching and facilities, has provided Ruban with the perfect platform to refine his skills and grow as a player. This supportive approach has been instrumental in his development, preparing him for future challenges and opportunities.

Ruban’s rise through Fulham’s youth ranks has been met with great enthusiasm by both the club’s supporters and football analysts. His ability to read the game, coupled with his physical prowess and technical skills, has made him a player to watch in the coming seasons. There is a palpable excitement surrounding his potential, with many predicting a successful career ahead.

Off the field, Ruban’s diverse heritage plays a significant role in shaping his identity and approach to football. Growing up with influences from both Pakistani and Scottish cultures has given him a unique outlook on life and the game. This multicultural background has not only enriched his personal experiences but also contributed to his distinctive playing style, blending different football philosophies.

Ruban’s performances have also attracted interest from scouts and analysts beyond Fulham. As he continues to develop, there is growing speculation about his potential to break into Fulham’s first team and possibly earn recognition on the international stage, thanks to his dual heritage. This prospect adds another layer of excitement to his already promising career.

Fulham’s supporters have rallied behind Ruban, excited by the prospect of watching him progress through the ranks. His journey is a source of inspiration, highlighting the importance of hard work, dedication, and embracing one’s cultural heritage.

As Ruban continues to develop and mature as a player, the football community eagerly watches his progress, anticipating the impact he will make in the future.

Ruban Khan’s story is one of promise and potential. Fulham FC’s unwavering commitment to nurturing young talent has provided him with the perfect platform to showcase his skills and grow as a player. As he continues to navigate his footballing journey, Ruban represents the future of the sport—a blend of skill, dedication, and cultural diversity. His path is just beginning, and the football world eagerly anticipates the next chapter in the career of this remarkable young talent.

Former Pakistan all-rounder Billy Ibadulla dies at 88

Former Pakistan all-rounder Billy Ibadulla passed away at the age of 88 on Friday. Ibadulla had a brief but noteworthy international career, playing four Tests for Pakistan between 1964 and 1967. He etched his name in cricket history by becoming the first Pakistani to score a hundred on Test debut.

Ibadulla made his Test debut against Australia in Karachi in 1964, where he scored a remarkable 166 runs in the first innings. His selection was justified by captain Hanif Mohammad, and he formed a 249-run opening partnership with fellow debutant Abdul Kadir. This partnership remains the highest between two debutants for any wicket in Test cricket and was a national record for Pakistan until 1997. Despite his successful debut, Ibadulla only played three more Tests.

Beyond his international career, Ibadulla built a successful tenure with Warwickshire in county cricket. He was one of the first Pakistanis to play county cricket, joining Warwickshire after being overlooked for Pakistan’s 1954 tour to England. Over nearly 18 seasons, he became a key player, playing in 377 first-class matches for Warwickshire and contributing significantly to their two limited-overs cup titles in three years. Notably, in the 1968 final, he took 3-25 and scored 28 runs in Warwickshire’s four-wicket win.

After his county career, Ibadulla transitioned to coaching in the UK before moving to New Zealand, where he continued to play, including stints for Otago and some games for Tasmania in Australia. He played a crucial role in the early development of New Zealand cricket great Glenn Turner. Ibadulla’s first-class career statistics are impressive, with 17,078 runs at an average of 27.28 and 462 wickets at 30.96.

In addition to his playing career, Ibadulla stood as an umpire in 20 first-class matches and 12 List A games and ran a private coaching clinic in New Zealand. Warwickshire president Dennis Amiss paid tribute to Ibadulla, praising him as a special cricketer and a beloved teammate. Ibadulla’s legacy continues through his son, Kassem Ibadulla, who also played first-class and List A cricket.

Also, see:

Kaacib Acquires Hukumjanab Disrupting the Blue Collar Workforce Industry of Pakistan

Cryptocurrency Markets React to Trump Assassination Attempt: Bitcoin Surges Above $60,000

In a dramatic and unforeseen development, Bitcoin’s value has soared past $60,000 following an assassination attempt on former President Donald Trump, who is poised to be the Republican nominee for the 2024 US elections. The attack occurred during a campaign rally, where Trump was assaulted but survived unscathed due to the prompt actions of his security team. The news of the attack triggered a swift reaction in the cryptocurrency market, with Bitcoin rising from $58,337 to $60,224 within hours, as reported by CoinGecko.

This surge marks the highest price Bitcoin has reached in the past week and reflects the cryptocurrency market’s acute sensitivity to major political events. The rapid increase in Bitcoin’s value indicates that investors are increasingly turning to digital currencies as a hedge against political instability.

While Bitcoin’s gains are significant, they are overshadowed by the remarkable performance of Trump-themed meme coins. TREMP, for instance, experienced a 71 percent increase in value within 24 hours, reaching $0.66. Other coins such as TRUMP and MAGA also saw substantial gains, rising by 39 percent and 33 percent, respectively. These meme coins, often created in response to political figures and events, have seen dramatic price movements amid the political turmoil surrounding Trump.

Trump’s outspoken support for cryptocurrency has been a defining aspect of his political agenda, setting him apart from his opponent, President Joe Biden. Many within the crypto community view Trump as a potential advocate for more favorable regulatory conditions in the industry. The assassination attempt has only heightened these sentiments, with some investors predicting that Trump’s campaign will gain significant momentum and potentially lead to a more crypto-friendly administration.

The connection between political events and cryptocurrency valuations is becoming increasingly apparent. The recent surge in Bitcoin and meme coins following the Trump attack underscores the speculative nature of the market, where news events can drive substantial price fluctuations.

As the 2024 election approaches, the influence of political dynamics on the cryptocurrency market is expected to intensify. Trump’s stance on cryptocurrency regulation could become a central theme of his campaign, influencing both voter sentiment and market trends. For investors, the current political environment highlights the importance of staying informed and understanding the broader implications of political developments on financial markets.

In conclusion, the recent assassination attempt on Donald Trump and the subsequent surge in Bitcoin and Trump-themed meme coins illustrate the profound impact that political events can have on the cryptocurrency market. As the political landscape continues to evolve, investors will need to remain vigilant and responsive to the dynamic interplay between politics and finance.

PCB Denies NOCs to Top Players for Franchise Leagues

The Pakistan Cricket Board (PCB) has decided to refuse No Objection Certificates (NOCs) to several key all-format players for upcoming franchise tournaments, citing workload management as the primary reason. Naseem Shah, who was set to earn £125,000 for his participation in The Hundred with Birmingham Phoenix, will be among the notable absentees. Other affected players include Shaheen Shah Afridi, Mohammad Rizwan, and Babar Azam, who will not be allowed to play in the Global T20 League in Canada.

The PCB’s decision comes despite the fact that The Hundred and the Global T20 League do not clash with any international fixtures for Pakistan. Instead, the board wants these players to rest and prepare for the upcoming Test series against Bangladesh, starting August 21. This move is part of a broader strategy to manage player workload, as Pakistan’s cricketing schedule is packed from October to May, including Tests against England and limited-overs series in Australia, Zimbabwe, and South Africa.

While the PCB is prioritizing national duty, the decision has raised questions about the allowances under the three-year central contracts, which permit players to participate in two overseas franchise leagues per year, provided there is no conflict with international commitments. PCB chairman Mohsin Naqvi has hinted at major changes following Pakistan’s early exit from the T20 World Cup, though no immediate actions were taken until now.

The NOC rejections mainly affect all-format regulars, with exceptions such as Usama Mir, who was denied an NOC for the T20 Blast but will be allowed to play in The Hundred, and Haris Rauf, who will also participate in The Hundred. This selective approach may lead to discontent among affected players, raising questions about the consistency of the PCB’s policy.

The Global T20 League, awaiting ICC sanction, starts on July 25, while The Hundred begins on July 23. With the PCB emphasizing the need to manage player workload and ensure they are fit for national duty, the decision to withdraw players from non-clashing leagues might lead to further scrutiny and discussions about the balance between domestic and international commitments.

Also, see:

Kaacib Acquires Hukumjanab Disrupting the Blue Collar Workforce Industry of Pakistan

Animal Adaptations : Heat and Summer Struggles 2024

As seasons change, so do the challenges animals face. While some animals thrive in the summer sun, others struggle with the rising temperatures. Here’s a look at how some animals adapt to the heat and how summer can be a difficult time for them.

Animals Built for Heat:

  • Reptiles: Cold-blooded creatures like lizards and snakes rely on external heat sources to regulate their body temperature. In summer, they bask in the sun to warm up and become more active. Their dry, scaly skin helps minimize water loss.
  • Desert Mammals: Animals like camels and fennec foxes have unique adaptations to survive scorching deserts. Camels store fat in their humps for energy and can survive extended periods without water. Fennec foxes have large ears that radiate heat, helping them stay cool.
  • Birds: Some birds, like vultures and ravens, have featherless heads to dissipate heat. They may also pant or spread their wings to cool down.

Summer Struggles:

  • Furred Animals: Animals with thick fur coats, like bears and wolves, can overheat in summer. They may become less active during the day, seeking shade and staying near water sources.
  • Brachycephalic Breeds: Dogs and cats with short snouts, like pugs and bulldogs, struggle to regulate their body temperature. Their owners need to take extra precautions during hot weather to avoid heatstroke.
  • Hibernating Animals: Animals that hibernate in winter, such as groundhogs, may emerge during short summer stretches and struggle to find food and water.

Behavioral Adaptations:

  • Changing Diet: Some animals adjust their diet in summer. Herbivores might switch to eating more succulent plants that contain moisture, while insectivores may target insects that are more active in warmer weather.
  • Nocturnal Activity: Many animals become more nocturnal in summer, avoiding the sun’s peak heat and foraging for food at night when temperatures are cooler.
  • Migration: Some birds and fish migrate to cooler regions during the summer months to escape the heat and find better food sources.

Human Impact:

Climate change is causing hotter summers, pushing many animals beyond their natural ability to adapt. Habitat loss and reduced access to water sources further exacerbate the challenges they face.

Summer isn’t all sunshine and roses for the animal kingdom. While some animals thrive in the warmth, others struggle. Understanding these adaptations and the threats animals face can help us appreciate their resilience and take steps to protect them in a changing world.

Reusing Cooking Oil: Safety Tips and Clever Techniques 1

Frying up delicious food can leave you with a dilemma: what to do with the leftover oil? Throwing it away seems wasteful, but reusing it can be a concern. Fear not, there’s a middle ground! Reusing cooking oil can be safe and economical, but it requires specific practices.

Safety First: When Reusing is a No-Go

Oil Breakdown: Repeatedly heating oil breaks down its structure, releasing harmful compounds. Signs it’s time to discard oil include:

  • Dark Color: Oil that’s significantly darker than its original color has broken down.
  • Rancid Smell: If the oil smells unpleasant, it’s past its prime.
  • Smoke Point: Oil that smokes before reaching frying temperature is no longer safe.

Discard Wisely: Don’t pour used oil down the drain! It can clog pipes and harm the environment. Look for designated oil collection points or solidify it with baking soda before throwing it away.

Reusing Right: Maximizing the Life of Your Oil

Oil Type Matters: Opt for oils with high smoke points like canola, peanut, or sunflower oil. These can withstand higher temperatures and be reused more often.

Straining is Key: After cooling, strain the oil through cheesecloth or a coffee filter to remove food particles. These particles can burn and degrade the oil faster.

Storage Matters: Keep used oil in an airtight container in a cool, dark place. Light and heat accelerate oil breakdown.

Limit Reuse: Generally, reuse oil 2-3 times for optimal quality and safety.

Bonus Tip: Clarifying Oil for Extra Life

For a clearer, longer-lasting oil, try clarifying it! Here’s a quick method:

  1. Heat a small amount of fresh oil in a pot with a few slices of raw onion or potato.
  2. As the onions or potato brown, they’ll absorb impurities in the used oil.
  3. Strain the oil through cheesecloth, discarding the onions/potato.

When in doubt, throw it out! It’s better to be safe than risk your health or taint your food with unpleasant flavors. By following these guidelines, you can reuse cooking oil safely and enjoy delicious food without breaking the bank.

Emarat Secures Deal to Fuel Emirates Airline Cargo Operations: Update 2024

The Dubai Aviation landscape has seen a significant development with the announcement of a new agreement between Emirates General Petroleum Corporation (Emarat) and Emirates Airline. This landmark deal marks a new chapter in the long-standing collaboration between the two entities, spanning over three decades.

Emarat Takes the Lead in Supplying Aviation Fuel

The agreement grants Emarat the responsibility of supplying aviation fuel for Emirates Airline’s cargo operations at Al Maktoum International Airport (DWC). This signifies a first for Emarat at this particular airport, although their partnership with Emirates for fuel supply has been well established for decades.

Strengthened Ties and Trust

This deal underscores the continued trust Emirates Airline places in Emarat’s high-quality aviation fuel and exceptional services. Emarat’s proven track record in fuel transportation, storage, and marketing across Dubai and the northern Emirates makes them a reliable partner for Emirates’ ever-growing cargo operations.

Strategic Significance for Dubai Aviation

The deal between Emarat and Emirates strengthens Dubai’s position as a major aviation hub. With a reliable fuel supplier like Emarat supporting Emirates’ cargo operations at Al Maktoum Airport, Dubai can further streamline its cargo handling capabilities and cater to the increasing demands of international trade.

What to Expect in the Future

This agreement paves the way for a potentially broader collaboration between Emarat and Emirates. With Al Maktoum Airport witnessing significant growth, Emarat’s role in supplying fuel for both passenger and cargo operations could expand in the future.

Habits You Are Becoming A Better Person, According to Psychology in 2024

Do you ever wonder what sets truly strong and resilient people apart? While there’s no magic formula, psychology offers insights into the habits that contribute to personal growth and positive change. Here are some habits that indicate you’re on the path to becoming a stronger and better person:

Embracing Challenges:

Life throws curveballs. Strong people don’t shy away from difficulties. They see challenges as opportunities for learning and growth. They develop a “growth mindset,” believing their abilities can be developed through effort.

Practicing Gratitude:

Taking time to appreciate the good things in life, big or small, fosters a sense of contentment and optimism. Gratitude can be a powerful tool for building resilience and reducing stress. It shifts your focus towards what you have, rather than what you lack.

Fostering Healthy Relationships:

Strong connections with friends, family, and loved ones provide a support system and a sense of belonging. Investing time and effort in nurturing these relationships is crucial for emotional well-being and personal growth. Strong people are also good listeners and empathetic towards others.

Prioritizing Self-Care:

Taking care of yourself isn’t selfish, it’s essential. This includes getting enough sleep, eating nutritious foods, and engaging in activities you enjoy. Strong people understand that a healthy mind and body are the foundation for a fulfilling life. Prioritizing activities that reduce stress and promote relaxation allows you to show up better for yourself and others.

Practicing Forgiveness:

Holding onto grudges can be a burden. Letting go of past hurts and practicing forgiveness, not necessarily for the other person but for your own peace of mind, is a sign of strength. Forgiveness allows you to move forward and free yourself from negativity.

Learning From Mistakes:

We all make mistakes. Strong people don’t dwell on them; instead, they view them as learning experiences. They analyze what went wrong and use that knowledge to improve in the future.

Setting and Achieving Goals:

Having goals gives your life direction and purpose. Strong people set SMART goals (Specific, Measurable, Achievable, Relevant, and Time-bound) and develop a plan to achieve them. The process of setting and achieving goals fosters a sense of accomplishment and boosts confidence.

Continuously Learning:

A curious mind is a growing mind. Strong people embrace opportunities to learn new things throughout their lives. This could involve taking courses, reading books, or simply engaging in stimulating conversations with others. Continuous learning keeps your mind sharp and allows you to adapt to change.

Practicing Self-Compassion:

Being kind to yourself is just as important as being kind to others. Strong people acknowledge their strengths and weaknesses without harsh judgement. They talk to themselves with encouragement and understanding.

Taking Responsibility:

Strong people take ownership of their actions and choices. They are accountable for their mistakes and strive to learn from them. They focus on what they can control and don’t waste energy on blaming others.

Remember, becoming a stronger and better person is a journey, not a destination. Developing these habits takes time and effort, but the rewards are well worth it. By incorporating these practices into your life, you can cultivate greater resilience, achieve your goals, and contribute positively to the world around you.

A Guide to Applying for the Commonwealth Professional Fellowship 2025

The Commonwealth Professional Fellowship offers an incredible opportunity for experienced professionals from Commonwealth nations to pursue postgraduate studies in the UK and contribute to their home countries’ development. The 2025 application window isn’t here yet, but with some planning, you can be ready to hit the ground running when it opens.

This article equips you with the knowledge to craft a winning application for the Commonwealth Professional Fellowship 2025.

Who Can Apply?

  • Citizenship: Be a citizen of a Commonwealth country, have refugee status in a Commonwealth country, or be a British-protected person.
  • Residency: Hold permanent residency in a Commonwealth country.
  • Experience: Possess a minimum of five years of full-time or equivalent part-time work experience relevant to your desired fellowship program by the start date.
  • Background: Not have held a Commonwealth Professional Fellowship in the past five years.

The Application Process

The application for the Commonwealth Professional Fellowship is entirely online through the Commonwealth Scholarship Commission’s (CSC) portal. Here’s a breakdown of what you’ll likely need to submit:

  • Academic Qualifications: Provide scanned copies of your undergraduate and postgraduate degrees (if applicable).
  • Employment History: Detail your work experience, including up to three positions with a brief explanation (around 100 words each) of how they connect to your chosen program. Additionally, craft a separate statement (around 300 words) highlighting the overall relevance of your experience to the fellowship.
  • Achievements (Optional): List up to 10 publications and awards you’ve received.
  • Personal Statement: In 500 words, explain how your background motivates you to make a positive impact in your home country.
  • Leadership and Volunteer Experience: Showcase your leadership qualities and commitment to social good through a 500-word statement detailing relevant volunteer activities.
  • Development Impact Statement: This four-part statement is crucial. It allows you to demonstrate how your fellowship studies will equip you to contribute to sustainable development in your home country.
  • Referees: Provide contact information for three referees, including your current employer (if applicable), who can comment on your suitability for the fellowship and your potential for development impact.

Additional Tips

  • Research Programs: Before applying, thoroughly explore postgraduate programs offered by UK universities. Choose a program that aligns with your career goals and development aspirations.
  • Start Early: Gather necessary documents and begin crafting your essays well before the application window opens.
  • Highlight Impact: Throughout your application, emphasize how your fellowship will contribute to positive change in your home country.
  • Proofread and Edit: Ensure your application is free of errors and typos. Consider seeking feedback from trusted advisors.

Resources

The official Commonwealth Scholarship Commission website: Click Here

By planning effectively and showcasing your potential for development impact, you can increase your chances of securing a prestigious Commonwealth Professional Fellowship. Remember, the application for 2025 isn’t open yet, but with dedication and this guide, you can be well on your way to achieving your development goals.

Tools Every Data Scientist Should Know: A Practical Guide: 2024

Data science is a rapidly evolving field that combines statistics, computer science, and domain knowledge to extract meaningful insights from data. To succeed in this dynamic environment, data scientists need a robust set of tools that enable them to collect, analyze, visualize, and interpret data efficiently. Here is a practical guide to the essential tools every data scientist should know.

Programming Languages

Python

Overview: Python is the most popular programming language in data science due to its simplicity and versatility. It has a rich ecosystem of libraries and frameworks tailored for data analysis, machine learning, and deep learning.

Key Libraries:

NumPy: For numerical computing.

Pandas: For data manipulation and analysis.

Scikit-Learn: For machine learning.

TensorFlow and PyTorch: For deep learning.

Overview: R is another powerful language, particularly favored in statistical analysis and visualization. It is widely used in academia and research.

Key Packages:

dplyr and tidyr: For data manipulation.

ggplot2: For data visualization.

caret: For machine learning.

Data Manipulation and Analysis

SQL

Overview: SQL (Structured Query Language) is essential for querying and managing data in relational databases. Knowledge of SQL is crucial for extracting and manipulating data stored in databases.

Key Features:

Querying data.

Joining tables.

Aggregating data.

Apache Spark

Overview: Apache Spark is a powerful big data processing framework that supports distributed computing. It is designed to handle large-scale data processing efficiently.

Key Libraries:

Spark SQL: For SQL queries on large datasets.

MLlib: For machine learning.

GraphX: For graph processing.

Data Visualization

Tableau

Overview: Tableau is a leading data visualization tool that enables users to create interactive and shareable dashboards. It is user-friendly and allows for powerful data exploration.

Key Features:

Drag-and-drop interface.

Real-time data analysis.

Extensive visualization options.

Matplotlib and Seaborn

Overview: Matplotlib is a comprehensive library for creating static, animated, and interactive visualizations in Python. Seaborn builds on Matplotlib and provides a high-level interface for drawing attractive statistical graphics.

Key Features:

Customizable plots.

Variety of plot types.

Integration with Pandas dataframes.

Machine Learning and Deep Learning

Scikit-Learn

Overview: Scikit-Learn is a robust library for machine learning in Python. It provides simple and efficient tools for data mining and data analysis.

Key Features:

Easy to use and well-documented.

Wide range of algorithms.

Model evaluation and selection tools.

TensorFlow and PyTorch

Overview: TensorFlow and PyTorch are two leading deep learning frameworks. TensorFlow, developed by Google, is known for its scalability and deployment capabilities. PyTorch, developed by Facebook, is favored for its flexibility and ease of use in research.

Key Features:

TensorFlow: Model deployment with TensorFlow Serving.

PyTorch: Dynamic computation graphs for flexibility.

Data Cleaning and Preprocessing

OpenRefine

Overview: OpenRefine is a powerful tool for working with messy data. It allows data cleaning, transformation, and exploration.

Key Features:

Data cleaning and transformation.

Integration with external web services.

Reproducible scripts.

Pandas

Overview: Pandas is a Python library that provides data structures and functions needed to manipulate structured data seamlessly.

Key Features:

Dataframes and series.

Handling missing data.

Data aggregation and grouping.

Version Control and Collaboration

Git and GitHub

Overview: Git is a version control system that helps manage changes to source code over time. GitHub is a cloud-based platform for hosting and collaborating on Git repositories.

Key Features:

Version tracking.

Collaboration and pull requests.

Code review and issues tracking.

Integrated Development Environments (IDEs)

Jupyter Notebook

Overview: Jupyter Notebook is an open-source web application that allows you to create and share documents containing live code, equations, visualizations, and narrative text.

Key Features:

Interactive coding environment.

Supports multiple languages.

Easy integration with data science libraries.

RStudio

Overview: RStudio is an integrated development environment for R. It includes a console, syntax-highlighting editor, and tools for plotting, history, debugging, and workspace management.

Key Features:

Comprehensive development environment for R.

Integration with version control.

Support for Shiny web applications.

Big Data Tools

Hadoop

Overview: Hadoop is an open-source framework that allows for the distributed processing of large data sets across clusters of computers.

Key Components:

HDFS: Distributed storage.

MapReduce: Distributed data processing.

YARN: Resource management.

Apache Kafka

Overview: Apache Kafka is a distributed event streaming platform capable of handling high throughput of data.

Key Features:

Real-time data streaming.

High scalability and fault tolerance.

Integration with various data processing systems.

Mastering these essential tools can significantly enhance a data scientist’s ability to handle complex data tasks efficiently and effectively. Each tool has its strengths and is suitable for different aspects of the data science workflow. By leveraging the right combination of tools, data scientists can extract valuable insights from data, solve challenging problems, and drive impactful decisions in various industries.

Record-Breaking Rainfall in Lahore: A 30-Year Milestone Shatters

Heavy rainfall in Lahore broke a 30-year record, with the Tajpura area recording an astonishing 315 mm of rain. The continuous downpour began early in the morning and persisted periodically throughout the day, leading to severe commuting difficulties due to waterlogged roads. Lahore experienced four intense episodes of rain, severely impacting daily life and transportation.

Rainfall in Lahore: A sigh of relief or a tragedy?

Tajpura saw the highest rainfall at 315 mm, followed by Lakshmi Chowk with 170 mm, Nishtar Town with 162 mm, and Chowk Nakhuda with 155 mm. The relentless rain also affected Sialkot and its surrounding areas, as well as other parts of Punjab, including Islamabad, Rawalpindi, and Lahore, breaking the prolonged heat spell.

In Lahore, areas such as Shadman, Gulberg, Model Town, Jail Road, and Ichhra experienced significant rainfall. Gujarat and its surrounding areas, as well as Kasur’s Kanganpur, were also heavily impacted. In Azad Kashmir, Dadyal, Chakswari, Islamgarh, Khari Sharif, Jatlan, and Mangla faced heavy downpours. Meanwhile, Karachi experienced light intermittent rain affecting areas like Gadap Town, Surjani Town, New Karachi, and North Karachi, with lighter showers in Federal B Area and Liaquatabad.

The heavy rain in Lahore not only brought much-needed relief from the heat but also posed significant challenges due to flooding. The city’s infrastructure struggled to cope, causing major disruptions in daily life and stretching emergency services to their limits. Authorities worked tirelessly to manage the rain’s impact and assist affected residents, highlighting the need for improved infrastructure to handle such extreme weather events.

Also, see:

Kaacib Acquires Hukumjanab Disrupting the Blue Collar Workforce Industry of Pakistan

Supreme Court declares PTI eligible for reserved seats

In a landmark ruling, the Supreme Court of Pakistan has overturned the denial of reserved seats to the PTI-backed Sunni Ittehad Council (SIC). The decision, reported by ARY News on Friday, was delivered by Justice Mansoor Ali Shah, who announced the 8-5 majority verdict.

The SIC, an ally of the PTI, had filed a petition against the Election Commission of Pakistan (ECP) after it allocated reserved seats to the ruling coalition, excluding PTI. Justices Athar Minallah, Shahid Waheed, Muneeb Akhtar, Muhammad Ali Mazhar, Ayesha Malik, Syed Hassan Azhar Rizvi, and Irfan Saadat Khan ruled in favor of the PTI.

The Supreme Court’s ruling nullified the Peshawar High Court’s previous order, which had upheld the ECP’s decision. The ECP’s decision to allocate reserved seats to other parties was deemed unconstitutional by the Supreme Court, thus accepting SIC’s petition and making the party eligible for the allocation of reserved seats.

The court acknowledged PTI as a political party and mandated it to submit a list of reserved seat candidates to the ECP within 15 days. The verdict emphasized that PTI candidates could not be declared independent nor representatives of any other party, correcting the ECP’s previous misclassification.

The full bench, including Chief Justice of Pakistan ISA and 12 other Justices, had reserved its verdict on Tuesday after hearings on SIC’s appeals. The issue arose after over 80 PTI-backed independent candidates won in the February 8 elections. SIC approached the ECP on February 21 for reserved seat allocation, which was denied on March 4 due to PTI’s failure to submit a candidates list.

The Supreme Court’s decision impacts the composition of the National Assembly and could affect the ruling coalition’s majority, marking a significant political shift.

Also, see:

Kaacib Acquires Hukumjanab Disrupting the Blue Collar Workforce Industry of Pakistan

Joe Biden Urges End to Israel-Hamas Conflict with Ceasefire

President Joe Biden announced that US mediators are making progress towards a Gaza ceasefire deal. During a news conference following a NATO summit in Washington, Biden called for an end to the Israel-Hamas war, emphasizing, “There’s a lot of things in retrospect I wish I had been able to convince the Israelis to do, but the bottom line is we have a chance now. It’s time to end this war.”

While expressing overall support for Israel, Biden acknowledged concerns about Israeli actions and admitted regret over not persuading Israel to take certain measures. He stressed the urgency of ending the conflict, stating, “It’s time to end this war.” Despite the complex issues between Israel and Hamas, Biden noted, “There are still gaps to close. We’re making progress.”

Biden remains determined to finalize the ceasefire deal. A month ago, he proposed a plan for a temporary halt in Israel’s offensive in exchange for Hamas releasing hostages. Hamas responded with counterproposals, and Israeli Prime Minister Benjamin Netanyahu faced resistance from his hard-right allies. Recent talks in Qatar have shown positive developments.

Reiterating his support for Israel after the October 7 Hamas attack, Biden recalled meeting Israeli Prime Minister Golda Meir as a young senator and expressed challenges with Netanyahu’s conservative war cabinet. He advocated for a two-state solution as the ultimate resolution, stating, “This war cabinet is one of the most conservative war cabinets in the history of Israel, and there’s no ultimate answer other than a two-state solution here.”

Biden stood firm on withholding 2,000-pound bombs to prevent civilian casualties in Gaza and pressed Israel for a post-war Gaza plan while engaging Arab states for security cooperation. He also expressed disappointment over the underuse of a $230 million aid pier built by the US military to facilitate aid delivery, which faced numerous issues, including weather problems. The US plans to end the use of the pier permanently.

Biden’s administration continues to support Israel while advocating for civilian protection in Gaza.

Also, see:

Kaacib Acquires Hukumjanab Disrupting the Blue Collar Workforce Industry of Pakistan

James Anderson’s illustrious cricket career comes to an end

James Anderson’s illustrious cricket career came to an emotional end at Lord’s as England secured a crushing victory over the West Indies. In his final Test, Anderson wanted to contribute to England’s success, and he did so by taking three wickets in the innings and four in the match, bringing his total to an astonishing 704 Test wickets.

England’s triumph was highlighted by the remarkable performance of debutant Gus Atkinson, who took centre stage with match figures of 12 for 106, the best by an Englishman on a Test debut since 1890. Atkinson’s pace and accuracy proved too much for the West Indies, who struggled to last 47 overs in each innings. Atkinson’s second five-for of the match came as Jayden Seales holed out to deep midwicket, making him the seventh England bowler to take a 10-for on Test debut.

The match wasn’t without its dramatic moments. Anderson, ever the competitor, missed a catch off his own bowling, dropped by Gudakesh Motie, which drew gasps and groans from the crowd. Anderson, with his characteristic grace, smiled and sank to his knees, later expressing on Sky Sports how gutted he was about the drop but proud of his achievements.

Motie, West Indies’ top-scorer with 31 not out, clumped Anderson for a boundary down the ground, adding to the drama. Anderson had another chance to end the match but missed the opportunity, allowing Atkinson to seal the victory by bouncing out Seales.

As Anderson received a guard of honour from players on both sides, it was clear that cricket was saying goodbye to one of its greatest. From his debut against Zimbabwe 7722 days ago to his final Test, Anderson’s career has been a testament to his skill, stamina, and sportsmanship. The cricket world will miss him dearly, but his legacy will live on.

Also, see:

Kaacib Acquires Hukumjanab Disrupting the Blue Collar Workforce Industry of Pakistan

Kaacib Acquires Hukumjanab Disrupting the Blue Collar Workforce Industry of Pakistan

Karachi, 12 July: Kaacib a blue collar workforce company registered under the banner of SAF facilities management has acquired hundred percent stakes of Hukum Janab, making this five years old start up a part of Kaacib. The merger was announced in a ceremony held in Karachi today. Bashir Ahmed Farooqui the chairman of Saylani Welfare International Trust graced the occasion as chief guest.

In his welcome address the founding partner and Managing Director Kaacib, Rashid Mehmood apprised the audience on background and objectives of Kaacib. He said that a large chunk of Pakistani population is young but unemployed due to lack of training and human development efforts. Kaacib aims to provide adequate trainings on blue collar works and soft skills to make our youth effective part of economy domestically and globally. He emphasized that by efficient use of technology Kaacib wants to revolutionize the provision and deliverance of blue collar works for the corporate and retail sectors.

Kaacib Acquires Hukumjanab
Credit: Kaacib

CEO and founding partner Kaacib Syed Abu Faisal introduced the Kaacib’s founding team and announced the hundred percent acquisition of Hukum Janab. Speaking on the occasion he highlighted the importance of blue collar economy and its dividends to the society. He talked about the mission and vision behind SAf Facilities Management and Kaacib. He also distributed awards amongst the distinguished workers and supporters of Hukum Janab.

Founder and CEO Hukum Janab expressed his excitement on being part of Kaacib. He said after merger with Kaacib he and his team will work with new zeal and zest under the brand name of Kaacib and Kaacib will reach new heights in deliverance of blue collar works and welfare of blue collar workers.

Chief Guest of the ceremony Bashir Ahmed Farooqui the chairman of Saylani Welfare International Trust congratulated the Kaacib team on the initiative based on a noble cause. He expressed his firm hopes that Kaacib will change the destiny of blue collar workforce of Pakistan. He reiterated the full support of Saylani as a training partner and supporter of Kaacib.

Kaacib Acquires Hukumjanab
Credit: Kaacib

The ceremony was attended by a large number of industry leaders from tech sector, start-up eco system, business community, builder associations, media representatives, CEO’s, government officials and diplomats.

Justice Aalia Neelum becomes first female to become Chief Justice of Lahore High Court

Justice Aalia Neelum took oath as Chief Justice of Lahore High Court Thursday, becoming the first female to assume the top slot.  The oath-taking ceremony was held at the Governor’s House, and it was administered by Punjab Governor Sardar Saleem Haider Khan. It was attended by LHC judges: Justice Ali Baqar Najafi, Justice Abid Aziz Sheikh, Justice Syed Shahbaz Rizvi, and Justice Shams Mehmood Mirza. It was also attended by Punjab Chief Minister, Maryam Nawaz, Law Minister, Azam Nazeer Tarar, and the Inspector-General of Punjab.

Her appointment was approved just a day before the ceremony by President Asif Ali Zardari after the approval from the Judicial Commission of Pakistan led by the Chief Justice of Pakistan Qazi Faez Isa. The nomination of Justice Neelum was considered along with the elevation of acting CJ Shujaat Ali Khan and Justice Ali Baqar Najafi.

Justice Neelum was born on November 12, 1966, and did her LLB from the University of Punjab in 1995. She was enrolled as an advocate in 1996 and as an Advocate of the Supreme Court in 2008. She was elevated to the LHC in 2013 and confirmed as a permanent judge on March 16, 2015. She has so far written 203 excellent judgments and remained the first female administration judge of anti-terrorism courts in the province.

She had a leading role in the establishment of separate courts for gender-based violence cases and the formulation of standard working procedures with regard to the recording of evidence and statements during the trials in e-courts across Punjab.

The post of LHC CJ had fallen vacant after Justice Malik Shahzad Ahmad Khan was elevated to the Supreme Court on June 7. Justice Shujaat Ali Khan took additional charge as the CJ, in the wake of the vacancy caused. Justice Neelum stands third in the seniority list of LHC judges and had been under consideration for the slot of CJ during the JCP meeting held on June 7.

Her appointment came in the wake of other landmark events for women within the ranks of the judiciary of Pakistan, with the appointment of Justice Syeda Tahira Safdar as the first woman Chief Justice of the Balochistan High Court in 2018 and Justice Ayesha A. Malik as the first woman judge to the Supreme Court in 2021.

Also, see:

Yango celebrates a year of transformative operations in Pakistan

WhatsApp new feature: Convert voice messages to text messages on Android

WhatsApp is now adding a feature that will let users convert voice messages to text messages on Android phones; a feature already available on iPhones since May. This long-awaited feature was just spotted in the latest update for the WhatsApp beta app, version 2.24.15.5. The screenshots for this new transcription capability were given to them by the team at WABetaInfo.

Convert voice messages to text messages on Android now

It supports many languages, such as English, Spanish, Portuguese, Russian, and Hindi. Downloading an extra language pack is needed to use this feature so that users’ messages are kept private and secure on their own devices.

Convert voice messages to text messages feature not available in Urdu language

This feature may not work so efficiently when it is available in Pakistan with voice messages in Urdu. The app supports Hindi, so some Urdu messages go through, but it’s obvious that English transcriptions will be more consistent and reliable.

Although the WhatsApp company has not yet announced any clear, scheduled launch date for it in Pakistan, with the availability of it on the beta version, it is likely to roll out to the retail version of the messenger app pretty soon.

Also, see:

Yango celebrates a year of transformative operations in Pakistan

Shaheen Afridi said sorry to Mohammad Yousuf for misbehave, says report

In a recent development, Shaheen Afridi, Pakistan’s prominent fast bowler, had a heated argument with the team’s batting coach, Mohammad Yousuf, during Pakistan’s tour of England. This incident took place just before the World Cup, stirring considerable attention within the cricket community.

Reports from Lahore have indicated that the coaching staff and team management had raised concerns with the Pakistan Cricket Board (PCB) chairman regarding Shaheen Afridi’s attitude during the tour. The confrontation between Afridi and Yousuf occurred at the nets at Headingley, where Afridi was practicing his bowling.

The argument was sparked when Yousuf pointed out Afridi’s repeated no-balls during the session. Shaheen, visibly agitated, told Yousuf to let him continue his practice and to mind his own business. Yousuf, maintaining his stance, responded that as a coach, it was his job to address such issues.

The situation escalated quickly, with both individuals exchanging heated words. Senior manager Wahab Riaz had to intervene and reprimand Afridi for his conduct. Eventually, Shaheen Afridi acknowledged his mistake and apologized to Mohammad Yousuf. The issue was resolved on the spot and was considered a closed chapter by the team management.

Sources term Shaheen Afridi’s behavior towards coaches as ‘heat of the moment’

Multiple sources within the Pakistan cricket team management confirmed to Geo News that the incident was a “heat-of-the-moment” case. They emphasized that such minor heated arguments are common during long tours and do not usually necessitate strict action. As a result, the incident was not reported to the PCB.

Despite the resolution, reports suggest that Shaheen’s behavior towards coaches and management has been less than ideal during recent tours. However, sources close to the team have stated that they are unaware of any other significant incidents involving Afridi. They also reiterated that minor disagreements are a routine aspect of the sport, especially during extended tours. A source was quoted as saying:

“See, when you are on a tour for months, these minor heated arguments happen, these are routine matters, there was nothing big as far as I know which required any strict action against anyone,”

“This was nothing more than routine case of heat-of-the-moment, so the chapter was closed there and then,” said the source when asked why it wasn’t reported to the PCB.

Also, see:

Yango celebrates a year of transformative operations in Pakistan