Month: June 2025

  • Guide to Home Bitcoin Mining in Pakistan

    Guide to Home Bitcoin Mining in Pakistan

    This document offers a guide to setting up Bitcoin mining operations at home in Pakistan, focusing on the technical aspects and equipment required. It details the components of a mining rig, explaining how graphics processing units (GPUs), motherboards, power supplies, and other computer parts work together to facilitate the mining process. The text provides insights into selecting suitable GPUs based on hash rate and power consumption, particularly highlighting the distinction between mining-capable and non-mining GPUs. Additionally, it touches upon the financial considerations of mining, such as estimating electricity costs and potential revenue through online calculators, and briefly addresses the legality of home mining in Pakistan.

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    Building a Bitcoin Mining Rig

    Based on the sources, setting up a Bitcoin mining rig involves assembling a specialized computer system primarily focused on graphics processing power.

    Here’s a breakdown of the components and setup process described in the sources:

    • Basic Rig Structure: A mining machine is essentially a computer, often built on a frame or “rig”. This frame holds the components together.
    • Core Computer Components: Like a regular computer, a mining rig includes a motherboard, processor (CPU), hard drive, and power supply (PSU).
    • Unlike typical computers, you don’t need high-end components for the CPU or RAM. A minimum setup with a Pentium processor and 4GB of RAM is sufficient, as the mining output primarily comes from the graphics cards.
    • Graphics Cards (GPUs): These are the most critical components for mining,
      as they perform the heavy computational work.
    • A key difference from a standard computer is the ability to connect multiple graphics cards to the motherboard.
    • Graphics cards are connected to the motherboard using risers. These are typically made up of a USB cable and a riser board that plugs into the motherboard’s PCIe slot.
    • Connectivity:
    • The graphics cards are connected to the power supply.
    • The risers connect the cards to the motherboard for data transfer.
    • A display is helpful for initial setup and monitoring; onboard motherboard display can suffice.
    • Power Supply: An adequate power supply is crucial, especially when using multiple cards. The amount of power needed depends on the number and type of graphics cards used. Rigs with many cards may require multiple power supplies.
    • Graphics Card Selection and Hashrate:
    • The hashrate (mining output) depends on the graphics card.
    • The total hashrate of the rig is the sum of the hashrates of the individual cards.
    • The sources mention several cards suitable for mining:
    • Minimum or entry-level cards: RX 580 (8GB) and 1660 Super, both providing around 30 MH/s.
    • Other working cards: RX 570, 1070, 1080 TI are also mentioned as suitable.
    • Higher hashrate cards: 3060 TI (60 MH/s), 3070 (60 MH/s), 3080 (90 MH/s), and 3090 (120 MH/s) are listed as providing higher hashrates.
    • Cards not suitable for mining: The sources explicitly state that 3070ti and 3080ti will not work for mining. A crucial point highlighted is that companies have launched newer cards with NHR (Non-Hash Rate) or NR features (also referred to as NHR or NR cards) that do not provide full hashrate for mining. These were introduced partly because the demand for graphics cards for mining affected the supply for gamers. Therefore, when buying new cards for mining, it’s important to choose non-NHR cards.
    • While 4GB cards were previously used for mining coins like Ethereum when difficulty was low, the sources state that due to increased difficulty, you would typically start with a minimum of 4GB+ cards like the RX 580 or 1660 Super for coins like Ethereum (at the time the source was created). For other “smaller” coins, 4GB cards might still be usable.
    • Scaling and Budget:
    • You can start with a full rig setup but only one graphics card if your budget is limited.
    • You can add more cards later to increase your hashrate, and this doesn’t require major configuration changes.
    • Starting with one card allows you to learn about mining.
    • Your budget dictates the type and number of cards you can buy, which directly impacts your hashrate.
    • Motherboards are available with more slots (e.g., 19 slots) to accommodate a large number of cards.
    • Software and Internet: Software is required to run the mining operation. The internet requirement is minimal, only needing a small amount of MB data.
    • Mining Different Coins: While the query is about Bitcoin mining, the sources discuss GPU mining in a broader sense, mentioning that you can mine various coins such as Ether Classic, Ravencoin, and others. They also mention Ethereum, though its mineability by GPUs has changed since the source was created. The minimum card requirements can vary depending on the coin and its mining difficulty.
    • Profitability Calculation: Your potential revenue can be calculated using online calculators. You input your total hashrate for the specific coin you are mining, and the calculator provides an estimated revenue.
    • Receiving Revenue: Mined coins are deposited into a cryptocurrency account you generate on platforms like Binance or Coinbase. These coins can then be converted to other cryptocurrencies (like Bitcoin) or fiat currency.
    • Power Consumption and Cost: Power consumption varies by card and setup. A rig with six RX 580 cards might consume around 700 watts (600W for cards + 100W for system). The monthly electricity bill depends on your consumption and local rates. The sources estimate a bill of up to 25-30,000 PKR per month for a continuously running 700W rig, noting that the revenue in dollars is significantly higher (3-4 times more).
    • Legal Status (in Pakistan): According to the sources, mining for personal use is considered legal in Pakistan because it has not been specifically banned. It is compared to using a computer at home for work.
    • Further Information: The source provides a physical location for more information: 6th Road, Rawalpindi, Center, First Floor.
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    Building a Bitcoin Mining Rig

    Based on the sources, a Bitcoin mining rig is essentially a specialized computer setup designed to handle the intensive computational tasks required for cryptocurrency mining.

    Here are the key components that make up a mining rig:

    • Rig Frame: The setup is often built on a physical frame or ‘rig’ that holds all the components together.
    • Core Computer Components: Like a standard computer, a mining rig includes essential parts such as a motherboard, a processor (CPU), a hard drive, and a power supply (PSU).
    • Unlike typical gaming or work computers, the CPU and RAM don’t need to be high-end. A minimum setup with a Pentium processor and 4GB of RAM is considered sufficient, as the main mining output comes from the graphics cards.
    • Graphics Cards (GPUs): These are the most crucial and expensive components. They perform the heavy computational work that generates the mining output (hashrate).
    • A key characteristic of a mining rig is its ability to connect multiple graphics cards to a single motherboard.
    • Graphics cards are connected to the motherboard using risers, which typically consist of a USB cable and a small board that plugs into the motherboard’s PCIe slots.
    • Power Supply (PSU): A powerful and reliable power supply is essential to provide sufficient power to all the components, especially the power-hungry graphics cards. Rigs with many cards may require multiple power supplies. The power consumption varies depending on the type and number of cards. For example, a rig with six RX 580 cards plus the system components might consume around 700 watts.
    • Connectivity: Graphics cards are connected to the power supply for power and to the motherboard via risers for data. A display is useful for initial setup and monitoring; an onboard motherboard display can suffice.
    • Graphics Card Selection: The hashrate (mining output) of the rig is the sum of the hashrates of the individual graphics cards.
    • Several cards are mentioned as suitable for mining: RX 580 (8GB), 1660 Super, RX 570, 1070, and 1080 TI. The RX 580 and 1660 Super are noted as providing around 30 MH/s.
    • Higher hashrate cards mentioned include the 3060 TI (60 MH/s), 3070 (60 MH/s), and 3090 (120 MH/s).
    • However, the sources specifically state that newer cards like the 3070ti and 3080ti will not work for mining. This is because companies have launched cards with NHR (Non-Hash Rate) or NR features that intentionally limit their mining performance. When purchasing new cards for mining, it is crucial to select non-NHR cards. Older models do not have this NHR restriction.
    • While 4GB cards were previously viable for mining certain coins when difficulty was low, the sources indicate that for coins like Ethereum (at the time the source was created), a minimum of 4GB+ cards like the RX 580 or 1660 Super were needed due to increased difficulty. For smaller coins, 4GB cards might still be usable.
    • Scalability: You can start with a complete rig structure but only install one graphics card to begin, especially if on a limited budget. More cards can be added later to increase the hashrate without requiring major configuration changes, driver updates, or software setup. Motherboards are available with many slots (e.g., 19) to accommodate numerous cards.

    Software is required to run the mining operation, and the internet requirement is minimal, only needing a small amount of data.

    Your budget primarily influences the type and number of graphics cards you can acquire, which directly determines your potential mining output (hashrate).

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    Bitcoin Mining Graphics Cards Performance

    Based on the sources, the performance of a Bitcoin mining rig is primarily determined by its graphics cards (GPUs). The key metric for mining performance is the hashrate, which represents the computational power the card can contribute to the mining process.

    Here’s a breakdown of graphics card performance for mining, as described in the sources:

    • Hashrate: This is the output metric for a graphics card’s mining capability. The total hashrate of a mining rig is the sum of the hashrates of all the connected graphics cards. For example, if one card gives 30 MH/s, a rig with six such cards would provide a total hashrate of 180 MH/s.
    • Suitable Graphics Card Models and Their Hashrates: The sources mention several card models suitable for mining, along with their approximate hashrates:
    • Entry-Level/Minimum: The RX 580 (8GB) and 1660 Super are mentioned as good starting points, both providing around 30 MH/s.
    • Other Working Cards: RX 570, 1070, and 1080 TI are also listed as cards on which mining can be done.
    • Higher Hashrate Cards: For greater performance, the sources mention:
    • 3060 TI: Provides 60 MH/s.
    • 3070: Also provides 60 MH/s.
    • 3080: Provides 90 MH/s.
    • 3090: Provides 120 MH/s.
    • Cards Not Suitable for Mining: It is explicitly stated that some newer card models are not suitable for mining due to built-in restrictions. Specifically, the 3070ti and 3080ti will not work for mining. This is because companies have launched cards with NHR (Non-Hash Rate) or NR features that intentionally limit their mining performance. This was done, in part, because high demand for mining cards reduced the supply available for gamers. Therefore, when buying new graphics cards for mining, it is crucial to select non-NHR cards. Older card models, such as the RX 580 or 1070, do not have this NHR restriction.
    • Minimum Card Memory (GB): While 4GB cards were previously viable for mining certain coins like Ethereum when the difficulty was lower, the sources indicate that due to increased difficulty, a minimum of 4GB+ cards like the RX 580 or 1660 Super were required for coins like Ethereum (at the time the source was created). However, for other “smaller” coins, 4GB cards might still be usable, especially for those with a lower budget.
    • Scaling Performance: The performance of your rig scales directly with the number and type of graphics cards you install. You can start with a rig setup and just one card to learn and begin mining, then add more cards later to increase your total hashrate without needing significant configuration changes. Motherboards are available with numerous slots (e.g., 19 slots) to accommodate a large number of cards, allowing for significant scaling of hashrate.

    The hashrate provided by your graphics cards directly impacts your potential mining revenue. You can use online calculators, entering your total hashrate for a specific coin, to get an estimated revenue. Your budget primarily determines the type and number of cards you can buy, thus dictating your hashrate and potential revenue.

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    Cryptocurrency Mining Revenue Calculation

    Based on the sources, the calculation of mining revenue is primarily tied to the total hashrate of your mining rig. Here’s how it’s discussed:

    • The mining output, or hashrate, is the sum of the hashrates provided by each individual graphics card in your rig. If one card provides 30 MH/s, a rig with six such cards will provide a total hashrate of 180 MH/s.
    • To determine the potential revenue from your mining operation, you need to use an online calculator specifically for the cryptocurrency you are mining.
    • You open the calculator on Google for the coin you want to mine (e.g., Ethereum).
    • You then enter your total hashrate into this calculator.
    • The calculator will then show you your estimated revenue.
    • The sources mention that the mined coins accumulate in an account you have set up. These coins can later be converted into other currencies, such as dollars or Bitcoin (BTC), using exchange platforms like Binance or Coinbase.
    • While the sources emphasize the revenue side, they also briefly mention the cost, specifically the electricity bill. They suggest considering the power consumption (e.g., a good rig might consume around 1000W running 24/7) and using a calculator to estimate the monthly bill. Although the electricity cost in Pakistani Rupees is mentioned (around 20,000-30,000 PKR per month), the revenue generated in dollars is noted as being significantly higher (3-4 times more), suggesting a potentially good net revenue.

    In essence, the core method described for calculating or estimating revenue is based on your rig’s hashrate and using online cryptocurrency mining calculators.

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    Bitcoin Mining Legality in Pakistan

    Based on the sources and our conversation history, the topic of Bitcoin mining legality is addressed, specifically concerning Pakistan.

    According to the sources, the legality of mining in Pakistan is a question that many people ask. The speaker in Source states that mining is definitely not illegal in Pakistan. The reason given for this is that it has not been banned.

    The act of mining is compared to simply using a computer at home for personal use. While the sources briefly mention the electricity consumption as a potential consideration, they do not present the mining activity itself as illegal due to power usage, rather as a normal home computer activity.

    Therefore, within the context of the provided sources focusing on Pakistan, Bitcoin mining is considered legal because there is no specific ban in place.

    How to Setup Bitcoin Mining at home , Bitcoin mining in Pakistan , Mining Rig how it works

    By Amjad Izhar
    Contact: amjad.izhar@gmail.com
    https://amjadizhar.blog

  • Pride & Prejudice by Jane Austen Chapter One

    Pride & Prejudice by Jane Austen Chapter One

    Pride & Prejudice by Jane Austen Chapter One

    By Amjad Izhar
    Contact: amjad.izhar@gmail.com
    https://amjadizhar.blog

  • Al-Riyadh Newspaper, June 6, 2025: Eid-Al-Adha, Logistical Challenges, AI, Surveillance Technologies, Hajj Sermon

    Al-Riyadh Newspaper, June 6, 2025: Eid-Al-Adha, Logistical Challenges, AI, Surveillance Technologies, Hajj Sermon

    These texts center on the Hajj pilgrimage in Saudi Arabia, emphasizing the immense efforts undertaken by the Saudi government to ensure the comfort and safety of the pilgrims. Several articles highlight the logistical challenges of managing the millions of attendees and the innovative solutions being employed, particularly the integration of artificial intelligence (AI) and advanced surveillance technologies to monitor crowd movement, prevent bottlenecks, and improve overall efficiency. Additionally, one text features a sermon delivered during the Hajj stressing the spiritual significance of the event and the importance of adhering to religious and regulatory guidelines for a successful pilgrimage.

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    Modern Management of the Hajj Pilgrimage

    Based on the sources provided, Hajj management involves extensive efforts and various aspects overseen by the Kingdom of Saudi Arabia, with a focus on ensuring the safety, security, and comfort of the pilgrims.

    Key aspects of Hajj management mentioned in the sources include:

    • Overall Efforts and Commitment: The Kingdom of Saudi Arabia undertakes immense efforts and provides extensive services for the pilgrims, referred to as “guests of the الرحمن” (Rahman – The Most Gracious). This service is considered a duty that the Kingdom takes pride in performing. The leadership is keen on providing the highest level of services to the pilgrims, recognizing the significant importance of the Hajj season. These efforts are described as exemplary.
    • Logistical and Infrastructure Management: Managing millions of pilgrims from over 171 countries moving simultaneously within a geographically limited space is a complex task requiring vast resources and accumulated experience, supported by the latest technologies.
    • Security and Safety: Ensuring the security and safety of pilgrims at all stages of Hajj is a primary focus. This involves integrated efforts between security, military, and service agencies. Security forces play a crucial role in organizing pilgrim movement and managing crowds, particularly around the Jamarat facility. Strict compliance with regulations and instructions from relevant authorities is emphasized as a religious and ethical duty to achieve the objectives of Sharia and ensure smooth performance of rituals.
    • Transportation Management: Managing transportation is critical for smooth movement between the holy sites (Arafat, Muzdalifah, and Mina). The Holy Sites Train plays a vital role, with its readiness overseen by the Minister of Interior. The train operates with five flexible operational movements and has a transport capacity of up to 72,000 passengers per hour. Authorities monitor the train’s operations and stations to ensure smooth movement and safety, especially during the Jamarat stoning ritual.
    • Service Provision: A wide range of services, including medical, ambulance, and logistical services, are provided across the holy sites. These services are made available free of charge and are supported by the latest technologies and experienced personnel.
    • Medical Management: The Ministry of Health deploys innovative solutions, such as using drones and helicopters for medical supply delivery, significantly reducing delivery time. This is a pioneering initiative globally for managing medical supplies during large gatherings. There is also a focus on monitoring and addressing heat stress among pilgrims, advising them to use umbrellas, drink plenty of water, and adhere to regulated movement plans. Integrated health services are provided through call centers like 937, offering consultations and support in multiple languages.
    • Crowd Management and Flow: Security and military sectors, in coordination with other entities, supervise pilgrim movement and flow according to detailed plans. AI-powered systems using high-resolution cameras are employed to analyze crowd density, detect unusual behavior, and predict potential congestion or bottlenecks, allowing for rapid intervention and redirection of pilgrims.
    • Technological Integration: Technology, particularly Artificial Intelligence, is highlighted as a strategic tool for Hajj management in 1446 AH. AI assists in analyzing data, making rapid decisions, predicting crowd movements, optimizing resource allocation, and improving the quality of services. Applications like “Tawakkalna” provide services such as weather forecasts for the holy sites, helping pilgrims plan their movements.
    • Specific Ritual Management: The process for performing rituals like the Jamarat stoning is carefully managed. The facility includes multiple levels, electric escalators, and moving walkways to facilitate pilgrim movement. Preparations are made to reduce the impact of heat stress in areas like the eastern courtyard of the Jamarat facility.
    • Food Security and Waste Reduction: The General Authority for Food Security launched a campaign to reduce food loss and waste during Hajj, promoting responsible consumption and food sustainability in line with Islamic teachings.
    • Regulatory Compliance: Authorities strongly emphasize obtaining and complying with Hajj permits. Performing Hajj without a permit is considered a serious Sharia violation due to its disregard for regulations and harm to public interest. Security forces are actively monitoring and apprehending those attempting to perform Hajj without permits. Penalties, including fines and deportation, are in place for individuals facilitating or attempting to perform Hajj without the required permits.

    Overall, Hajj management is portrayed as a massive, well-coordinated operation involving numerous governmental and private entities, leveraging technology and extensive human resources to facilitate the spiritual journey of millions of pilgrims safely and smoothly. The focus is not just on logistics but also on enhancing the pilgrims’ experience through advanced services and innovative solutions.

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    Hajj Pilgrim Safety and Security Management

    Based on the provided sources, the management of pilgrims’ safety during Hajj is a paramount concern for the Kingdom of Saudi Arabia, involving extensive efforts and sophisticated strategies. Ensuring the security and safety of the pilgrims, who are referred to as “guests of the Rahman,” is considered a duty and a source of pride for the Kingdom’s leadership. This focus on safety is evident throughout all stages of the Hajj pilgrimage.

    Key aspects of pilgrim safety management highlighted in the sources include:

    • Overall Commitment and Scale: The Kingdom invests immense efforts and provides extensive services to ensure the safety and security of pilgrims. Managing millions of pilgrims from over 171 countries moving simultaneously in a limited geographic space is a complex undertaking that requires vast resources, accumulated experience, and the latest technologies. The Kingdom is described as having excelled globally in managing these large human crowds.
    • Integrated Security Operations: Security and safety are primary focuses, involving integrated efforts among security, military, and service agencies. Security forces play a crucial role in organizing the movement of pilgrims and managing crowds. Officials, including the Minister of Interior and the Director of Public Security, oversee and review security plans and their implementation to ensure safety and tranquility. These forces work together as one team.
    • Crowd Management and Flow: Managing crowd density and movement between the holy sites (Arafat, Muzdalifah, Mina) is critical for safety. The Jamarat facility, where the stoning ritual takes place, is designed with multiple levels, escalators, and moving walkways to facilitate pilgrim movement safely. Special Emergency Forces are specifically tasked with crowd management and maintaining order during the stoning ritual.
    • Transportation Safety: Transportation management, particularly the Holy Sites Train, is vital for smooth and safe movement. The readiness and operation of the train are overseen by authorities to ensure smooth movement and safety, especially during peak times. Security forces are stationed at train stations to organize pedestrian flow.
    • Health and Medical Safety: The Ministry of Health deploys comprehensive medical services across the holy sites. Addressing heat stress is a significant focus for pilgrim safety. Pilgrims are advised to use umbrellas, drink plenty of water, and adhere to regulated movement plans to mitigate the effects of high temperatures. Innovative solutions, such as using drones and helicopters for rapid medical supply delivery, are employed to enhance emergency response and pilgrim safety. Integrated health services, including consultations and support in multiple languages, are available through call centers like 937.
    • Technological Integration: Technology, especially Artificial Intelligence (AI) and high-resolution cameras, is a strategic tool for enhancing safety and security. AI-powered systems are used to analyze crowd density, detect unusual behavior, predict potential congestion or bottlenecks, and enable rapid intervention and redirection of pilgrims. This enables proactive planning and rapid decision-making. Mobile applications, like “Tawakkalna,” provide pilgrims with essential information, such as weather forecasts for the holy sites, to help them plan their movements safely. AI can even potentially assist in detecting early health indicators like heat stress by analyzing movement patterns.
    • Regulatory Compliance and Unauthorized Hajj: Adherence to regulations and instructions from relevant authorities, particularly obtaining and complying with Hajj permits, is strongly emphasized as crucial for public interest, safety, and smooth performance of rituals. Performing Hajj without a permit is considered a serious Sharia violation due to its disregard for regulations and potential harm to public safety and order. Security forces actively monitor and apprehend those attempting to perform Hajj without permits, and penalties (fines, deportation) are enforced against both individuals attempting unauthorized Hajj and those who facilitate it. The Ministry of Hajj and Umrah warns against fraudulent Hajj campaigns lacking permits, emphasizing the importance of official permits for safety and tranquility.

    In essence, pilgrim safety during Hajj is managed through a multi-layered approach involving extensive logistical planning, robust security presence, advanced technological systems for monitoring and crowd control, comprehensive medical services, and strict enforcement of regulations to ensure order and prevent overcrowding and associated risks. The entire operation is geared towards enabling millions of pilgrims to perform their rituals in an environment of security, safety, and tranquility.

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    AI’s Role in Hajj Management 1446 AH

    Based on the provided sources, Artificial Intelligence (AI) technology is a strategic and central element in the management of Hajj for the year 1446 AH, transforming the approach from traditional methods to a more intelligent, safe, and comfortable system. This integration is seen as a qualitative leap and a “technological revolution”, showcasing the Kingdom’s commitment to adopting the latest innovations to serve the “guests of the Rahman”.

    AI applications are utilized across various sectors, particularly in security and health, to manage the large human gatherings and enhance the pilgrim experience. Key applications highlighted in the sources include:

    • Crowd Management and Flow Analysis: AI-powered systems, supported by a vast network of high-resolution cameras, are used as advanced analytical tools. These systems employ algorithms and deep learning to analyze millions of human behavior data points per second. They can identify crowd flows, monitor excessive densities in specific areas, detect unusual behavioral patterns, and predict potential congestion or bottlenecks. This allows for rapid intervention and proactively anticipating human bottlenecks before they escalate. For example, the system can predict dangerous congestion minutes ahead in a specific route based on current flow, enabling field teams to redirect pilgrims or adjust movement proactively.
    • Real-time Monitoring and Safety Mapping: The network of smart cameras and AI provides real-time monitoring, helping to map out safety conditions. This involves analyzing camera data continuously to determine crowd density and movement dynamics.
    • Predictive Planning and Strategic Simulation: AI goes beyond real-time response by anticipating future needs and simulating complex scenarios. It can predict human flow accurately at each stage of Hajj (Mina, Mas’a, Mataf, Muzdalifah, Arafat) based on historical data, pilgrim numbers, and detailed schedules. This allows for the management of human and logistical resources and the optimization of resource allocation, such as distributing meals and water proactively. AI can also simulate the impact of unexpected factors like weather changes or sudden increases in pilgrim numbers, and suggest optimal responses, enhancing readiness for potential challenges.
    • Optimizing Resource Allocation and Service Quality: By accurately predicting future needs, AI plays a decisive role in allocating resources more efficiently. This includes guiding the distribution of ambulances, assigning guidance teams, and optimizing the supply of water and beverages. AI helps ensure necessary resources reach the right place at the optimal time, reducing waste and improving the quality of services for pilgrims.
    • Facilitating Immediate Decision-Making: Speed in decision-making is crucial, and AI acts as a core component by providing officials in control rooms with interactive smart dashboards displaying real-time data on crowd status. It can issue proactive alerts and specific, immediate recommendations to relevant authorities, significantly reducing response time from minutes to seconds. AI can even automatically direct field teams to areas needing urgent intervention based on its analysis.
    • Coordination Platform: AI can function as a unified platform for collecting and exchanging real-time information between different entities involved in Hajj management, such as security forces, health services, and logistics. This helps coordinate responses seamlessly and ensures all parties work together in harmony.
    • Health and Safety Monitoring: AI and high-resolution cameras can go beyond simple monitoring to potentially detect early health indicators among pilgrims. This includes analyzing irregular walking patterns, repeated stopping, or detecting signs of fatigue or heat stress based on physical condition analysis, allowing for early medical intervention.
    • Personalized Pilgrim Guidance: AI-supported applications, such as Tawakkalna, can provide pilgrims with personalized and immediate guidance based on their real geographic location and the surrounding crowd status. This includes suggesting the best times to perform rituals to avoid severe congestion, indicating less crowded and safer routes, or even offering personalized health tips based on their condition and forecasts.
    • Improving Facility Dynamics: AI can contribute to improving the dynamics of transportation (like the Holy Sites Train and buses) and essential facilities by predicting congestion and suggesting alternatives.
    • Enhancing Guidance Strategies: AI can analyze crowd behavior in different locations to provide valuable insights for organizing entities. This helps in understanding common behaviors, identifying areas where pilgrims tend to stop and impede flow, and developing more effective cultural awareness and behavioral guidance campaigns.

    AI technologies, along with systems like “ميدان”, “بسري”, “سوهر”, “المدن الذكية”, and “روؤى”, are leveraged for data analysis and supporting decision-makers to enhance the quality of security and organizational performance in Hajj management. This integrated approach aims to ensure the safety, tranquility, and ease of the pilgrimage for millions of guests.

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    Securing the Hajj Pilgrimage

    Based on the provided sources and our previous discussion, security efforts during Hajj are incredibly comprehensive and are considered a primary focus for the Kingdom of Saudi Arabia. These efforts are vital for ensuring the safety, security, and tranquility of millions of pilgrims performing rituals simultaneously in a confined geographic area.

    Here’s a breakdown of the security efforts:

    • Overall Commitment and Priority: Ensuring the security and safety of the pilgrims is a fundamental commitment and a source of pride for the Kingdom’s leadership. It is considered a complex undertaking requiring immense resources, accumulated experience, and the latest technologies. The Kingdom has excelled globally in managing these large crowds with high professionalism.
    • Integrated Operations: Security and safety are managed through integrated efforts involving various security, military, and service agencies. These forces work together as one team under the oversight of officials like the Minister of Interior and the Director of Public Security. The Minister of Interior emphasizes the importance of integration between these entities, which has contributed to achieving positive results during the pilgrims’ arrival and movement through the holy sites. They review and implement security plans to ensure the tranquility and safety of pilgrims.
    • Leadership Oversight: High-ranking officials, including the Minister of Interior (who also heads the Supreme Hajj Committee) and the Director of Public Security (head of the Security Committee for Hajj), are directly involved in overseeing and reviewing security readiness and the implementation of plans. They hold meetings with security and military leaders participating in the Hajj mission.
    • Operational Security & Crowd Management:Security forces are strategically positioned throughout the holy sites and on routes to organize the movement of pilgrims and manage crowds. This includes surrounding vehicle roads and pedestrian paths.
    • Specific forces, such as the Special Emergency Forces and Facilities Security Forces, are tasked with crucial roles like organizing pedestrian flow, crowd management, and maintaining order, especially around critical areas like the Jamarat facility and train stations. The Minister of Interior specifically inspected the readiness of these forces.
    • Managing the density and movement of pilgrims between Arafat, Muzdalifah, and Mina, particularly during the stoning ritual at Jamarat, is a key security task. Improvements at the Jamarat facility, including multi-level access, escalators, and moving walkways, are designed to facilitate safe movement, supported by security oversight.
    • Technology Integration for Security:AI technology and high-resolution cameras are strategic tools explicitly mentioned for enhancing security and organizational performance during Hajj.
    • A vast network of high-resolution cameras, functioning as “vigilant eyes,” is used for real-time monitoring across the holy sites.
    • AI-powered analytical systems analyze crowd data, identify flows, monitor excessive densities, detect unusual behavior patterns, and predict potential congestion or bottlenecks. This enables rapid intervention and proactive management of human bottlenecks.
    • These systems help map out safety conditions by continuously analyzing crowd density and movement dynamics.
    • AI contributes to planning and simulation, accurately predicting human flow at each stage of Hajj (Mina, Mas’a, Mataf, Muzdalifah, Arafat) to optimize the allocation of human and logistical resources, including security personnel.
    • Control rooms equipped with AI-powered smart dashboards provide real-time data to officials, enabling immediate decision-making and issuing proactive alerts and recommendations to relevant authorities, reducing response time significantly. AI can even automatically direct field teams to areas needing urgent intervention.
    • AI can function as a unified platform for collecting and exchanging real-time information between different entities, including security forces, to coordinate responses seamlessly.
    • Combating Unauthorized Hajj:A major security effort is focused on preventing and addressing Hajj without permits. Adherence to regulations and obtaining Hajj permits is strongly emphasized as crucial for public interest, safety, and the smooth performance of rituals.
    • Performing Hajj without a permit is explicitly described as a serious Sharia violation due to its disregard for regulations and potential harm to public safety and order. It is considered a transgression against public interest and the instructions of the ruler.
    • Security forces actively monitor and apprehend individuals attempting unauthorized Hajj. They are described as being “in the lookout” for violators.
    • Strict penalties are enforced against those who attempt unauthorized Hajj and those who facilitate it, including fines (up to 20,000 SAR for individuals, up to 100,000 SAR per facilitator per violator), deportation, and entry bans into the Kingdom for specific periods (e.g., 10 years for those attempting unauthorized Hajj).
    • There are warnings against fraudulent Hajj campaigns and emphasis on using official channels and permits for safety and tranquility. Security efforts include identifying and addressing fake campaigns.

    In summary, security efforts during Hajj are multi-faceted, involving high-level commitment, integrated operations across various agencies, hands-on crowd management, strategic deployment of advanced technology (especially AI and cameras), and strict enforcement of regulations, particularly against unauthorized Hajj, all aimed at ensuring the safety and well-being of the pilgrims.

    Description
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    Hajj Infrastructure and Services: Scale, Innovation, and Management

    Based on the provided sources and our conversation, the discussion on infrastructure and services during Hajj highlights the immense scale, strategic importance, and advanced implementation of the systems in place to ensure the safety, comfort, and spiritual journey of millions of pilgrims. These efforts are a source of pride for the Kingdom and are described as requiring gigantic efforts, huge capabilities, accumulated experience, and the latest technologies.

    Here’s a breakdown of the key aspects related to infrastructure and services:

    1. Overall Commitment and Scale:
    • The Kingdom’s leadership is committed to providing the highest level of services to the guests of the Rahman, making the Hajj journey purely spiritual.
    • Managing millions of pilgrims moving simultaneously in a limited geographic space is not an easy task and requires vast material and trained human capabilities. The Kingdom has excelled globally in managing these large crowds with high professionalism.
    • All services are available and facilitated at all stages of Hajj.
    1. Integrated Management and Oversight:
    • Service provision is managed through integrated efforts involving various security, military, and service agencies. This integration has contributed to positive results in pilgrim arrival and movement.
    • High-level officials oversee and review readiness and implementation of plans, emphasizing the importance of coordination between entities.
    1. Key Physical Infrastructure and Facilities:
    • The Holy Sites themselves (Mina, Arafat, Muzdalifah, Mas’a, Mataf) serve as the core geographical infrastructure.
    • Roads and pedestrian paths are part of the infrastructure, with security monitoring to organize movement and ensure safety.
    • Camps and accommodations are prepared to receive pilgrims in Arafat and Mina.
    • The Jamarat facility is a crucial piece of infrastructure for the stoning ritual, featuring multi-level access, escalators, and moving walkways designed to facilitate safe crowd movement. Security forces, like the Facilities Security Forces and Special Emergency Forces, are specifically tasked with organizing pedestrian flow and crowd management around it and train stations.
    • Transportation infrastructure includes the Holy Sites Train and buses. The train is highlighted as being ready for transporting pilgrims, with specific operational plans and delegation mechanisms to ensure smooth operation and safety. It consists of 17 carriages with a capacity of 3,000 passengers per train, achieving a collective capacity of 72,000 passengers per hour, operating with flexible movements at speeds up to 80 km/h.
    • Development projects are undertaken in the holy sites, such as the Jabal Al-Rahma shading project. This project involves innovative umbrellas and materials (reflecting over 47% of sunlight) to mitigate heat stress, enhance pilgrim comfort and health, and is part of efforts to enrich the pilgrim experience and enable rituals with ease.
    • In the context of readiness for the Eid period which overlaps with Hajj, sources also mention municipal efforts related to public interest markets, slaughterhouses, parks, gardens, and streets, including cleaning, monitoring, and beautification.
    1. Essential Services Provided:
    • Medical, ambulance, and supply services are provided in Arafat and throughout the holy sites with high readiness and integrated work plans.
    • The Ministry of Health’s 937 Call Center offers integrated health services 24/7 via a unified number. It is staffed by specialists speaking 7 languages (Arabic, English, French, Urdu, Indonesian, Turkish, Farsi) to facilitate communication with pilgrims of various nationalities. Services include medical consultations by doctors, receiving urgent reports, coordinating with health facilities, handling complaints, and assisting in finding missing or hospitalized pilgrims.
    • Innovative Medical Supply Chain: For Hajj 1446 AH, the Ministry of Health has activated drones and helicopters within the medical supply system in cooperation with NUPCO. Drones transport urgent medical items, reducing delivery time to certain facilities from an hour to about 5 minutes. Helicopters supply facilities in high-density areas to bypass traffic. These are considered pioneering initiatives in smart medical supply management for large crowds.
    • Food Services & Waste Reduction: The General Food Security Authority launched the “Hajj Without Waste” campaign to raise awareness about responsible consumption and reduce food loss and waste, contributing to food sustainability and reducing environmental/economic impacts.
    • Water and beverage distribution is mentioned, with AI helping optimize its allocation.
    • Guidance services are provided by teams and increasingly supported by technology.
    1. Technology Integration (AI, Cameras, Platforms):
    • AI technology and a vast network of high-resolution cameras are central to enhancing organizational performance and managing services.
    • These systems act as advanced analytical tools, analyzing human behavior data for crowd management, identifying flows, excessive densities, and predicting congestion to enable rapid intervention and proactive adjustment of movement.
    • AI contributes to planning and strategic simulation, predicting human flow at each stage to optimize the allocation of human and logistical resources, including distributing meals and water proactively.
    • It aids in optimizing resource allocation for services like ambulances, guidance teams, and water supplies, ensuring resources reach the right place at the optimal time.
    • AI provides real-time data via smart dashboards in control rooms, facilitating immediate decision-making and issuing proactive alerts and recommendations to relevant authorities. It can even automatically direct field teams to areas needing urgent intervention.
    • AI can serve as a unified platform for collecting and exchanging real-time information among different service entities (health, logistics) for seamless coordination.
    • AI-supported applications, like “Tawakkalna”, offer personalized guidance to pilgrims based on their location and crowd status, suggesting optimal times/routes to avoid congestion or providing personalized health tips. Tawakkalna specifically provides daily weather forecasts to help pilgrims plan their movements and rituals.
    • AI helps improve the dynamics of transportation (train, buses) and essential facilities by predicting congestion and suggesting alternatives.
    • Specific platforms mentioned in the Hajj Operations Center supporting data analysis and decision-makers for organizational performance include “Midan”, “Basri”, “Sohar”, “Smart Cities”, and “Ru’a”.
    1. Regulations and Compliance:
    • Adherence to regulations, instructions, and guidelines for Hajj organization is emphasized as crucial for public interest, safety, and the smooth performance of rituals. This adherence is seen as a religious and ethical duty.
    • Official platforms like “Nusuk” and “Tasreeh” are used for issuing Hajj permits, and Hajj companies are expected to cooperate to ensure pilgrims perform rituals safely and easily using official channels.
    • Municipalities intensify monitoring of facilities like markets and slaughterhouses to ensure they meet health and technical requirements before and during the Hajj/Eid period.

    In essence, the infrastructure and services for Hajj are not static but are being actively developed and enhanced, particularly through the strategic integration of technology like AI and drones, to manage the complexities of hosting millions while prioritizing pilgrim safety, health, and ease in line with the goals of the Guests of Rahman Program and Vision 2030.

    By Amjad Izhar
    Contact: amjad.izhar@gmail.com
    https://amjadizhar.blog

  • Power BI Data Analysis and Visualization

    Power BI Data Analysis and Visualization

    This recording details a Power BI training session, progressing through four phases: data discovery and acquisition, data cleaning using Power Query, data modeling and the creation of measures using DAX, and finally, data visualization and report publishing to the Power BI service. The session uses an educational dataset and features multiple instructors guiding participants through each stage. Specific techniques covered include data cleansing, creating and modifying measures (both implicit and explicit), using hierarchies to improve data organization, applying themes for consistent report design, employing custom visuals and the Q&A feature, and leveraging co-pilot for report generation suggestions. The final segment focuses on sharing and collaboration within the Power BI service, including scheduling data refreshes.

    Power BI Beginner to Pro Study Guide

    Quiz

    Instructions: Answer the following questions in 2-3 sentences each.

    1. Why is the Power BI Beginner to Pro session re-recorded regularly?
    2. What is the primary reason organizations choose to use a tool like Power BI?
    3. What specific data is used in this year’s Power BI Beginner to Pro session?
    4. What is the Power Query Editor, and why is it important in Power BI?
    5. What is the difference between “null” and “blank” values in data, and why is it important in Power BI?
    6. What does DAX stand for and what is its function within Power BI?
    7. What is the report view in Power BI and what is it used for?
    8. What is a one-to-many relationship in Power BI data modeling, and how is it represented?
    9. What are implicit and explicit measures in Power BI, and what is the difference between them?
    10. What are some of the benefits of using hierarchies in Power BI data modeling?

    Quiz Answer Key

    1. The Power BI Beginner to Pro session is re-recorded regularly due to the frequent updates and changes that occur within the Power BI platform. These changes necessitate the re-recording of the sessions to provide the most up-to-date and accurate instruction to users.
    2. Organizations choose tools like Power BI primarily to make better data-driven decisions, ensuring that significant company choices are based on collected and analyzed data, allowing for better strategic planning.
    3. This year’s Power BI Beginner to Pro session uses education data focused on math and reading test scores, and the program simulates a national tutoring program to determine effectiveness. This data is not real and is for demo purposes.
    4. The Power Query Editor is a separate window within Power BI that is used for data cleaning, data preparation, and data transformations. It allows users to shape and modify data before loading it into the data model.
    5. A “null” value represents the absence of a value, while a “blank” value is an empty space, not the absence of data. Converting blanks to nulls is sometimes necessary for using Power BI transformations to properly replicate or filter data.
    6. DAX stands for Data Analysis Expressions and is the formula or coding language built into Power BI. It is used to create custom calculations, analyze data, and derive new insights from your data.
    7. The report view in Power BI is the primary interface where users create data visualizations. It contains the visualization pane with various chart options, and is where you build out a report made of one or more pages.
    8. A one-to-many relationship is a type of connection between two tables where one record in the first table can be related to multiple records in the second table. It is represented by a “1” on one table and an asterisk or star on the “many” side.
    9. Implicit measures are automatic aggregations that Power BI applies to numeric columns, like sum or average. Explicit measures are custom calculations created by the user with DAX, that provide more flexibility.
    10. Hierarchies in Power BI data modeling allow users to drill down from higher levels to lower levels of granularity for a more in-depth analysis. They enhance user experience and improve data exploration.

    Essay Questions

    Instructions: Write a short essay on one of the following topics.

    1. Discuss the different phases of the Power BI lifecycle, detailing the processes involved in each phase and their importance in the development of effective Power BI solutions.
    2. Explain the role of data preparation and cleaning within Power BI, including the use of the Power Query Editor, and analyze why it’s important for effective data analysis and visualization.
    3. Analyze the use of DAX in Power BI and how it allows users to create new calculated columns and measures. Describe how this improves analytical capabilities beyond standard visualizations.
    4. Explore the importance of data visualization in Power BI, providing several examples of good and poor visualization choices and their impact on the usability and understandability of a Power BI report.
    5. Explain the differences between reports and dashboards within Power BI, and discuss the advantages of publishing data to the Power BI service.

    Glossary

    • Data-Driven Decisions: Decisions based on data analysis, not personal feelings or guesses.
    • Power BI Desktop: A free, Windows-based application for building Power BI reports.
    • Power BI Service: The cloud-based version of Power BI where you publish reports and data.
    • Data Model: The structure of data in Power BI, including tables, relationships, and measures.
    • Power Query Editor: A data transformation tool within Power BI used to clean and shape data.
    • Null Value: The absence of a value in a data record.
    • Blank Value: An empty cell in a data record.
    • DAX (Data Analysis Expressions): The formula language used for creating calculated columns and measures.
    • Report View: The interface in Power BI Desktop for building data visualizations.
    • One-to-Many Relationship: A connection between tables where one record in a table may relate to many records in another.
    • Implicit Measure: A built in, automatic summarization or aggregation of data, by Power BI, based on the type of column used.
    • Explicit Measure: A custom calculated field created with DAX to derive new insights.
    • Visualizations: Graphical representations of data, such as charts and graphs.
    • Hierarchy: A way to organize related data that allows users to drill down from higher levels of summarization to greater levels of detail.
    • Theme: A predefined set of colors, fonts, and styles that you can apply to a Power BI report.
    • Conditional Formatting: Formatting data cells based on specific conditions, often using color scales to highlight significant data.
    • Custom Visual: Visualizations that have been created by Microsoft or community members that can be added to Power BI.
    • Tool Tip: A small box of information that pops up when you hover over a data point in a visual.
    • Semantic Model: A cloud-based database that represents a specific area of knowledge in a way that users can query it directly using natural language.
    • Workspace: A container in the Power BI service that holds reports, data, and other content.
    • My Workspace: Personal workspace for individuals to publish reports and data for personal use only.
    • Fabric: A Microsoft platform encompassing services like Power BI and Azure.
    • Co-Pilot: An AI assistant that helps users build reports, write DAX, or refine data.

    Power BI Training: Beginner to Pro

    Okay, here’s a detailed briefing document summarizing the key themes and ideas from the provided source, which is a transcript of a Power BI training session.

    Briefing Document: Power BI Beginner to Pro Training

    1. Introduction and Course Overview

    • Dynamic Nature of Power BI: The training emphasizes that Power BI is constantly evolving, requiring regular updates to training materials.
    • “powerbi changes on a very regular basis so because of those changes we have to re-record this session on a regular basis as well”
    • New Data Set and Multiple Trainers: This year’s session features a new educational data set and multiple trainers, offering diverse perspectives on the Power BI lifecycle.
    • “we’re bringing a new data set to the table through this session… we’re also going to have different teachers different trainers joining us”
    • Purpose of Power BI: The primary reason to use Power BI is to enable better data-driven decisions within an organization.
    • “the big reason why you’re going to choose a tool like powerbi is to help you and to help your organization make better datadriven decisions”
    • The Power BI Lifecycle: The course will walk users through the complete data cycle: collecting, organizing, presenting, and ultimately making decisions based on data.

    2. Core Components of Power BI

    • Power BI Desktop (Free): The primary tool for building reports, downloadable for free on Windows devices (with some caveats for Mac users).
    • “this is a free download which is amazing… you have to have a device that’s running Windows”
    • Data Collection: Data will be pulled from GitHub, a common repository platform.
    • “we have these conveniently stored over on GitHub… we are able to point to data on the web”
    • Power Query Editor: A separate window where data cleaning, preparation, and transformation occur.
    • “select transform data… that’s going to launch the power query editor for us”
    • “power query editor will only bring in a sample of your data about a thousand rows”
    • Data Modeling: Involves building relationships between multiple datasets using DAX calculations.
    • “in data modeling right that is where you are going to bring your nice cleaned up data from powerquery and then if you have multiple data sets you need to build a relationship”
    • “Dax is the language essentially your formula your coding language that is built into powerbi”
    • Report View (Data Visualization): This is where users create visuals (charts, tables, etc.) to represent the data.
    • “this is called your report View and here in your report view that is where you’re going to see your visualization pain”
    • Publishing and Sharing: The final phase where reports are made accessible to others.

    3. Data Cleansing and Preparation

    • Data Imperfections: The training emphasizes that real-world data is often messy and needs cleaning.
    • “data rarely comes to us in the format we need in for reporting… there are errors and consistencies”
    • Null vs. Blank Values: A distinction is made between “null” (absence of a value) and “blank” (an empty value). Null values are needed for certain transformations.
    • “nulls when you see null in your data that is the the absence of a value… when you see blank it’s like an imaginary space”
    • Replacing Blank Values with Null: Blank values are replaced with null to enable fill-down operations which allows for the replication of values in ragged reports.
    • “take those blank values and replace them with null… having it as a null value will help us”
    • Fill Down Transformation: A technique to replicate values down columns (used for District, City, State).
    • “we need to use that fill down option”
    • Creating Combined Columns: Using “Column from Examples” to combine city and state into a single, unique column (for map visualizations).
    • “column from examples… allows you to create a new column based on a sample value that you provide”

    4. Data Modeling and Relationships

    • Table Relationships: Building connections between tables (e.g., student data and test scores) to enable meaningful analysis.
    • “if I have a relationship between my tables there should be a line connecting”
    • One-to-Many Relationships: The concept of a relationship where one record in one table can relate to multiple records in another table (e.g. one student may have multiple test scores).
    • “A one to mini relationship just depends on the amount of the values that are in each of the columns”
    • Hiding Key Columns: Hiding ID or other identifying columns in the model as they may be confusing for report viewers.
    • “I typically like to hide my key columns because you’re not actually going to use them very often in your visuals”
    • Summarization Issues: By default, Power BI will automatically sum numeric values. It’s necessary to switch many of these to average, none, or other aggregations.
    • “by default powerbi is going to apply summarization… we can change that summarization”

    5. DAX Calculations and Measures

    • Implicit vs. Explicit Measures: Implicit measures (automatic calculations by Power BI) are contrasted with explicit measures (calculations written by the user).
    • “powerbi has created an implicit measure… we can also make explicit measures”
    • Basic DAX Formulas: How to write formulas using functions like AVERAGE, referencing tables and columns.
    • “I’m finding the average of my MTH score in my test T my test scores table”
    • Quick Measures: A feature that generates more complex DAX code for common calculations.
    • “quick measures are just an easier way to write decks… if you know what you’re looking for you can try quick measures”
    • Modifying Quick Measures: The ability to adjust and customize DAX code generated by quick measures to better fit reporting needs.
    • “you can alter these it’s not like a oneandone like you put it in there and that’s all there is to it”

    6. Hierarchies and Data Organization

    • Hierarchies: Creating drill-down paths for data exploration (e.g., state to district) to aid user interaction.
    • “you need to think about that very end user the last person who’s going to consume your data do you want them to have that capability to dive deep”
    • Folders: Organizing fields in the data pane for easier access and a cleaner workspace.
    • “I like to create folders for my specific different columns… it just makes it easier to create what I want to”

    7. Data Visualization Best Practices

    • Data Storytelling: Framing reports to convey a specific message through a series of impactful visuals.
    • “data storytelling comes into play here… framing your report to convey a certain message”
    • Focusing on Key Questions: The need to focus on 3-4 key questions a report should answer.
    • Appropriate Visual Selection: Discussing the types of visuals to be used for different purposes.
    • Visual Formatting: Utilizing themes, borders, radius, colors to make visuals more impactful.
    • “a border will literally draw a line around your report visuals… radius is actually going to take your visualization… and round the corners”
    • Custom Backgrounds: Using a background image to guide report design and visualization placement.
    • “bring in your own custom backgrounds… it’s already designed to help us visualize where things go”
    • Data Labels and Details: Adding labels, details, and tooltips to make visuals more informative.
    • “this is actually going to Auto but if I had Millions I could change it to millions billions trillions of dollars thousands… I can see that it’s letting me know the exact value”
    • Conditional Formatting: Applying formatting based on data values to highlight important information (gradients).
    • “conditionally format this background color easiest way to go about this is a gradient”

    8. Power BI Service and Sharing

    • Power BI Service: The web version of Power BI, for publishing and sharing reports.
    • “powerbi service is really just the web version of powerbi… it’s safe secure”
    • Workspaces: Organizing reports and data within the service.
    • “a workspace this is where you are able to publish all of your reports”
    • License Levels: The differences between Power BI Pro and Premium licensing.
    • “there are two main license levels to have which are powerbi pro… and then there is powerbi premium”
    • Sharing Reports: Various options for sharing a report to different groups or individuals.
    • “with sharing I have the ability to give access to this report to really anyone I want”
    • Dashboards vs Reports: The distinction between dashboards and reports, with dashboards being a curated view of multiple reports.

    9. Advanced Features and Tools

    • Custom Visuals: Exploring third party visuals for advanced visualization needs.
    • “we have a wide range of custom visuals that can be found under this option right here it’s called get more visuals”
    • Q&A Functionality: Using natural language queries to generate visuals and explore data.
    • “with Q&A I also have the ability to tell it what visual I want”
    • Tooltips: Custom tooltips to show more detailed information on hover.
    • “a tool tip is a reflection of that X and Y AIS… you can customize it”
    • Co-Pilot Integration: Using AI for report design.
    • “using AI to give you the ability to create a report using co-pilot functionality”
    • Content Suggestion Using AI to provide recommendations for future development.
    • “we’re going to get some ideas of maybe what direction we could potentially go”
    • Accessibility: Prioritizing accessibility during report development.
    • “make a much better report if you design with everybody in mind regardless of their accessibility needs”

    10. Key Questions to be Answered in the Course:

    • Which school districts are doing best?
    • What state has the best reading scores?
    • Is tutoring having a positive impact?
    • What is the impact of extracurriculars?

    Overall Theme

    This training session is a practical guide to using Power BI for data analysis and visualization. It emphasizes a structured approach, from data cleaning to creating actionable insights. It balances fundamental concepts with more advanced techniques, like DAX and custom visuals. The introduction of AI tools for report generation suggests a future direction for Power BI and data analysis.

    Let me know if you have any other questions or would like any part expanded!

    Power BI: Beginner to Pro Guide

    FAQ: Power BI Beginner to Pro

    • Why should I choose Power BI as a data analysis tool? Power BI helps you and your organization make better data-driven decisions. It allows you to collect, organize, and present data to inform significant decisions within the company. This is crucial for solving business problems effectively and making strategic choices backed by evidence.
    • What is the Power BI lifecycle, and what are the different phases involved? The Power BI lifecycle consists of four main phases. First, Data Acquisition, where you connect to various data sources. Second, Data Modeling, where you clean and prepare your data using Power Query, build relationships between tables, and perform calculations with DAX. Third, Data Visualization, where you build reports using visuals. And finally, the Publishing phase, where you share reports for others to use and make decisions.
    • What is Power BI Desktop and how do I get it? Power BI Desktop is a free Windows application that allows you to build Power BI reports. You can download it directly from the Microsoft Store or the provided link. If you are using a Mac you would need to use another program that allows you to run Windows. The Microsoft Store version is recommended since it stays up to date with monthly updates, but there are also other ways your organization may provide it for you.
    • What is Power Query, and why is it important? Power Query is a data transformation tool within Power BI. It allows you to clean, shape, and prepare your data by correcting errors, inconsistencies and applying transformations. It is important because data rarely comes in the exact format needed for reporting, so you will always need to modify it and get it report-ready within Power Query.
    • What is DAX, and how is it used? DAX, or Data Analysis Expressions, is the formula language within Power BI used to perform calculations and create custom measures. DAX is very similar to Excel formulas. You can use DAX for everything from complex statistical analysis, to creating a new column, to defining how something sums. It is a powerful language for enhancing your data models.
    • What’s the difference between a null value and a blank value? A null value represents the absence of a value in a field. A blank value is like an empty space. When Power Query encounters blanks it will not allow you to use certain transforms to help fill in missing values. You typically need to convert blanks to nulls to use specific Power Query transforms such as fill down.
    • What are hierarchies in Power BI, and how are they useful? Hierarchies in Power BI allow you to group data into levels for drilling down. For example, a calendar hierarchy would consist of Year > Quarter > Month > Day. Similarly, you could have a geography hierarchy such as State > District. This grouping enables end users to navigate data from broad categories to more detailed ones very easily and intuitively.
    • How do you share Power BI reports with others, and what are workspaces? To share a Power BI report you need to publish your work into a workspace in powerbi.com. Workspaces are like folders in the cloud for publishing reports. There are a couple of licenses available (Power BI Pro and Power BI Premium), each offering different capabilities. Inside workspaces you are able to share your work, manage access, and organize reports. Every user has an individual workspace called “My Workspace” where they can develop reports that are for their own use.

    Learn with the Nerds: Power BI Beginner to Pro

    The provided sources discuss a Power BI training session, “Learn with the Nerds Power BI Beginner to Pro,” which covers various aspects of using Power BI, from planning a project to sharing the results [1, 2]. Here’s a breakdown of the training:

    • Course Overview: The training is designed to guide users from a beginner level to a more proficient level in Power BI. It uses a new educational data set and features multiple trainers [1]. The course aims to help individuals and organizations make better data-driven decisions [1].
    • Training Agenda: The session is divided into several key areas [2]:
    • Planning and Design: This initial phase focuses on the importance of planning a Power BI project before beginning any work in the tool. It emphasizes defining the end goal and understanding what data is needed to achieve that goal [2, 3].
    • Data Cleansing and Shaping: This section covers how to connect to data sources and ensure the data is accurate, using the Power Query Editor [2, 4].
    • Data Modeling: The training covers how to organize data, create relationships between different data sources, and use DAX (Data Analysis Expressions) [2].
    • Data Visualization: This is the part of the training that focuses on how to build engaging reports, use storytelling capabilities, and use the co-pilot feature [2].
    • Data Sharing: The final section shows how to share results, schedule data refreshes, and set security measures [2].
    • Key Concepts and Tools Covered:
    • Power BI Desktop: The training focuses on using the Power BI Desktop application, which is a free download for Windows users [5, 6].
    • Power Query Editor: This tool is used for data cleansing and shaping [4]. It is a separate window that opens within Power BI [7].
    • Data Modeling: Involves creating relationships between tables and building a strong data model for data accuracy and consistency [2, 8, 9].
    • DAX: A formula language used for calculations in Power BI [2, 10, 11].
    • Power BI Service: The web version of Power BI (powerbi.com), where reports are published for sharing and collaboration [12, 13].
    • Workspaces: Used to organize reports and data in the Power BI service. Each user has a personal workspace called “My workspace” [14, 15]
    • Hands-On Activities: The training involves practical steps such as connecting to data sources, using the Power Query editor, building visualizations, and sharing reports [7, 16-20].
    • Importance of Data Cleansing: The training emphasizes the importance of cleaning and preparing data before creating visualizations to avoid errors in reporting [4, 7].
    • Importance of Planning: The training emphasizes that beginning a project with a plan, including knowing the end goal and what you are trying to achieve, is essential to avoid wasting time [3].
    • Data Storytelling: The training also emphasizes framing the report to convey a message and focusing on key questions that the data can answer [21].
    • On-Demand Learning: The training session is part of a larger on-demand learning platform, offering various courses on Power BI including advanced data shaping, data modeling, and DAX [8, 22-27]. The source mentions that the on-demand platform has free courses, as well as paid classes that can be accessed for free for a limited time [28].
    • Preview Features: The training uses the “on-object interaction” preview feature in Power BI, to enhance the interface of the tool [16, 29, 30].
    • Custom Visuals: The training shows how to add custom visuals from the marketplace for a unique look and functionality [31].
    • Q&A Feature: The Q&A feature is highlighted as a way to interact with data by asking questions in plain language [32, 33].
    • Tooltips: The use of custom tooltips in Power BI is shown as a way to display additional information when hovering over a visual [34].
    • Co-pilot: The training shows how co-pilot can build a whole page for a report based on a request, but this feature requires a special license [26, 35].
    • Licensing: The training mentions different licensing levels such as Power BI Pro and Power BI Premium, with premium recently being renamed Fabric [14, 15].
    • Accessibility: The training highlights the importance of accessibility and offers information about color blind themes [25].

    Power BI Data Visualization Training

    The sources provide extensive information on data visualization within the context of Power BI training [1, 2]. Here’s a detailed discussion of data visualization based on the sources:

    • Importance of Data Visualization: The training emphasizes that while Power BI is a data visualization tool, there’s much more to it than just building visuals [1]. Effective data visualization is crucial for engagement and for making informed, data-driven decisions [1, 3]. Poorly visualized data can lead to low report usage and a failure to convey important insights [3].
    • Data Storytelling: The training promotes the concept of data storytelling, which involves framing a report to convey a specific message and focusing on key questions the data can answer [4]. Instead of just randomly creating visuals, it is important to plan a report to answer specific questions [4, 5]. The training suggests focusing on 3 to 4 key questions per report to avoid overwhelming the audience [4, 5].
    • Best Practices for Visual Creation:
    • Plan Beforehand: It is essential to have a plan before creating visuals, including wireframing the layout [4-6]. This involves considering the placement of different types of visuals [6].
    • Start with Key Questions: When building visualizations, focus on the key questions that need to be answered by the data [4, 5]. For example, in the context of the educational dataset used in the training, questions might include: What school district is performing best? What state has the best scores? Does tutoring have a positive impact? How do extracurriculars affect test scores [4]?
    • Limit Visuals per Screen: It’s recommended to have around 3 to 4 main visuals per report page, along with slicers and other smaller elements [5]. Too many visuals can overwhelm users and make it difficult to extract meaningful insights [5, 7].
    • Use Data Labels: Adding data labels to visuals is an easy way to add more information to your report [8]. Details can be added to labels to show other data like tutoring hours [9].
    • Formatting: Power BI provides a variety of formatting options that include the ability to make changes to the background, font, and colors [8, 10, 11]. Using a border with a radius of 25 pixels is suggested to give a smooth look to visuals [11].
    • Themes: Themes allow you to quickly apply a set of formatting options to an entire report, which provides consistency throughout a report [10, 11].
    • Types of Visuals:
    • Standard Visuals: Power BI provides a variety of built in visuals such as bar charts, line charts, pie charts, tables, and matrices [12-14].
    • Custom Visuals: In addition to the standard visuals, users can add custom visuals from the marketplace, including a text filter that allows a user to search for data by text [6, 15].
    • Q&A Visual: The Q&A feature is an AI-driven tool that can create visuals based on questions asked in plain language [16]. Users can type questions to get data displayed as a visual [16, 17]. This feature can be used to quickly build visuals or to get ideas when you are unsure what you want in your report [16, 17].
    • Tooltips: Custom tooltips can be created to provide additional information when hovering over a visual [18]. Tooltips can be used to filter visuals on a page [18, 19].
    • Data Modeling and Visuals: The training emphasizes the need to have a strong data model before beginning to build visualizations [20, 21]. Testing the data model by creating visuals and making adjustments where necessary is emphasized [22]. Measures and calculations performed in data modeling are crucial for accurate visualizations [23-25].
    • Summarization: By default Power BI will summarize data, but sometimes, especially with scores, an average is more appropriate than a sum [23].
    • Hierarchies: Hierarchies allow the user to drill down into the data and see more granular information such as states and districts [26, 27]. Hierarchies can also be used to organize fields [14, 28].
    • Measures: The training highlights the use of both implicit and explicit measures. Power BI will automatically create implicit measures, but you can also create explicit measures by using DAX to perform calculations on your data [23, 24].
    • Co-pilot: Power BI’s co-pilot feature can be used to create visuals. Co-pilot can also suggest content and create a whole report page based on a data model and a user prompt [19, 29, 30]. Co-pilot, while a useful tool for creating visualizations, should always be reviewed by the user to ensure that it is accurate and meets user requirements [30].
    • Interaction Between Visuals: By default, visuals interact with each other in a Power BI report, so when you select a data point in one visual, other visuals will be filtered to reflect that selection [17].

    In summary, the training highlights the importance of thinking strategically about data visualization and how it can be used to effectively communicate the meaning behind data. Effective data visualization involves planning, asking key questions, leveraging available tools, and understanding how a strong data model leads to accurate and useful reports.

    Power BI Data Modeling

    The sources provide detailed information on data modeling within the context of Power BI training. Here’s a comprehensive discussion of data modeling based on the sources and our conversation history:

    • Importance of Data Modeling: The training emphasizes that building a strong data model is crucial for an effective Power BI report [1]. A well-structured data model ensures performance optimization, data accuracy, consistency, scalability, easier maintenance, and enhanced usability [1]. The training also highlights the fact that data modeling is not a one-time activity, but an ongoing process as you continue to build a report [1].
    • Data Schemas: The training mentions two main types of data schemas:
    • Star schema: This basic blueprint consists of a central fact table with dimension tables branching off it [1].
    • Snowflake schema: This is an extension of the star schema where dimension tables branch off of other dimension tables, creating a snowflake effect [1].
    • Key Components of Data Modeling:
    • Tables: Data models usually consist of multiple tables [2]. The training uses two tables, one with test scores and one with student information, as an example [2, 3].
    • Relationships: Building relationships between tables is essential to connect data and allow for proper filtering and analysis [4, 5]. Relationships are created based on columns that are common to both tables, like student ID in one table and student number in another [5]. The columns used to create a relationship must have the same data type [5].
    • Cardinality: The relationship type, such as one-to-many, depends on the values in the columns [6]. In a one-to-many relationship, one table has unique values, while the related table can have multiple instances of the same value [6].
    • Cross-filter direction: This describes the direction that filters will flow from one table to another [6].
    • Data Types: The training highlights the importance of setting the correct data types for columns, such as text, whole number, decimal number, date, etc [7, 8]. Data types can be modified in the Power Query editor [8].
    • Data Preparation:
    • Power Query Editor: This tool is used for cleaning and transforming data [9, 10]. It allows users to modify data types, rename columns, remove errors, and fill in blanks [8, 9]. The Power Query editor is a separate window that opens within Power BI [10, 11].
    • Column from examples: This Power Query feature can be used to create a new column based on a sample value you provide [12, 13].
    • Data Profiling: The Power Query editor has options to view column quality, distribution, and profiles [7, 11]. The data profiling should be set to “entire dataset” when you are doing your data prep, but set back to “top 1,000 rows” when you are done [7].
    • Data Organization:
    • Hierarchies: Hierarchies allow you to group fields of information for drill-down interaction in visualizations [14, 15]. A hierarchy can be created to allow for the user to see information at a high level and then drill down to more granular detail [14]. For example, a geographical hierarchy can be created that goes from state to district [15].
    • Folders: Folders are used to organize fields within a data pane, grouping similar fields such as math scores and reading scores, into separate folders [16]. Sub-folders can be created by using a backslash in the folder name [16].
    • Measures and DAX:
    • Implicit Measures: Power BI automatically creates implicit measures, usually sums or averages [17].
    • Explicit Measures: Explicit measures are created using DAX (Data Analysis Expressions), which is the formula language for Power BI [17, 18]. DAX can be used to create custom calculations that are more efficient and quicker than implicit measures [17]. DAX can be written in the formula bar [17].
    • Quick Measures: Power BI has quick measures that allow you to do simple calculations by selecting a measure and a category [19].
    • Modifying DAX: The DAX from a quick measure can be modified to better suit the user’s needs [19].
    • Testing the Data Model: The training emphasizes that it is important to test the data model by creating visuals and checking the results, making changes as needed [4]. Building visuals as you create the data model allows you to see any issues in the way your tables are connected and formatted [19].
    • Data Modeling and Visualizations: Changes made in the data model will affect how visuals appear [6, 20]. For example, changing a summarization of reading scores to the average reading score will affect the display of the data [20]. It is also important to make sure you have relationships built between your tables so that the correct data is being displayed in visuals [4].
    • Best Practices:
    • Use proper capitalization, spelling, punctuation, and spacing when building your data model [21].
    • Be consistent when pluralizing table names [21].
    • It is best practice to rename a column in the Power Query editor rather than after you have loaded the data [22].
    • When adding or changing something on the data model, test it out with a visual [4].

    In summary, the training highlights the importance of a well-structured data model as the foundation for effective Power BI reports. It also emphasizes the need for continuous testing and refinement of the data model through data visualization as well as making effective use of Power Query editor, relationships, measures, and DAX calculations to create a reliable and accurate data model.

    Power BI Data Cleansing Techniques

    The sources provide extensive information on data cleansing within the context of Power BI training. Here’s a detailed discussion of data cleansing based on the sources:

    • Importance of Data Cleansing: The training emphasizes that data cleansing is a critical, but often overlooked, part of the report development life cycle. It is essential to ensure the data is accurate and in the optimal format for reporting. Neglecting this step can lead to inaccurate reports and a lack of trust in the data, as even a single incorrect data point can undermine the credibility of an entire report [1].
    • Power Query Editor: The primary tool for data cleansing in Power BI is the Power Query Editor, which opens as a separate window [2]. It allows users to connect to various data sources and then clean and shape that data [1].
    • The Power Query editor shows a preview of the data (approximately the top 1,000 rows) and allows the user to apply transformations to this sample. This is beneficial for performance when working with large datasets [3, 4].
    • The Applied Steps pane in the Power Query Editor is a crucial feature that tracks each transformation step. It allows you to delete or modify any step. Power Query does not have an undo button, so it is important to use this pane to make changes [4].
    • The formula bar shows the M code for each transformation step. Although users do not need to know M code to clean data, they can use the formula bar to become familiar with it [4, 5].
    • The query settings pane can be turned on or off in the view menu, as can the formula bar [5].
    • Data Source Connection: The process begins by connecting to a data source using the “Get Data” button. Power BI offers a variety of connectors, including web, Excel, SQL server, and more [2].
    • When connecting to a web source, you might need to provide credentials, but in some cases, an anonymous connection is sufficient [6].
    • After connecting to a data source, users have the option to “Load” the data directly into Power BI or “Transform Data” which opens the Power Query Editor [6]. The “Transform Data” option is the correct choice when data cleansing is needed [3, 6].
    • Common Data Cleansing Tasks:Renaming Queries: It’s a best practice to rename queries to make them more descriptive. Queries can be renamed in the query settings pane or by double clicking in the queries pane [7].
    • Data Type Modifications: Columns have data types (e.g., text, number, date). The training emphasizes the need to verify and change the data types when necessary using the column header or the ribbon [7].
    • Handling Null and Blank Values: Null values represent the absence of a value, while blank values are essentially empty spaces [8]. It is important to replace blank values with null values, because it can cause problems with filtering and slicing data in reports [9].
    • Filling Down Values: The “Fill Down” function is used to propagate non-blank values down through a column, but it requires that blanks first be replaced by nulls. Sorting is important when using fill down to make sure values are replicated correctly. This can be helpful when working with ragged hierarchical data [9, 10].
    • Merging Columns: The training shows how to merge data from multiple columns into a single column using the “column from examples” function [11].
    • Removing Unnecessary Data: Unnecessary data should be removed to make the model more efficient and accurate [12].
    • Applying Changes:Once data cleansing is complete, the user can “Close & Apply” to load the cleaned data into the Power BI data model [11, 12]. This action applies all the transformation steps to the entire dataset, not just the sample that is shown in Power Query [12].
    • The data will then show in the data pane on the right of the screen where you can begin to build your visuals. Data cleansing can also be done after data has been loaded [12].
    • Column order in Power Query does not affect column order in the Power BI data model [11, 12].

    In summary, the training emphasizes that data cleansing is a vital first step when building Power BI reports. It involves using the Power Query Editor to connect to data sources, clean and shape the data, and load it into Power BI’s data model to ensure reliable data that is ready for analysis and reporting.

    Power BI Data Sharing and Collaboration

    The sources provide detailed information about data sharing within the context of Power BI training. Here’s a comprehensive discussion of data sharing based on the sources:

    • Importance of Data Sharing: The training emphasizes that the full potential of Power BI is realized when reports are shared and collaborated on with others using the Power BI service (powerbi.com) [1]. The Power BI service is a web version of Power BI and is the place where you can share, collaborate, set security, and schedule data refreshes [1, 2].
    • Publishing to the Power BI Service:The process of data sharing begins by publishing a completed Power BI report from the desktop application to the Power BI service by using the “Publish” button [1, 3]. When a report is published, both the report and its underlying data (semantic model) are uploaded to the cloud service [2].
    • Workspaces are used to organize reports and datasets in the Power BI service [2]. Workspaces help to keep items contained together and make them easier to find [4]. There are two main types of workspaces [2]:
    • My workspace: This is a personal space for individual users to practice and track reports. Sharing is not possible from “My Workspace” [4, 5].
    • Standard workspaces: These are designed for sharing and collaboration [4, 5].
    • During publishing, the user is prompted to save the report. The page that is active when the save button is clicked will be the first page of the report in the Power BI service [3].
    • After publishing, the Power BI service offers a link directly to the published report and an option to view quick insights [6].
    • Quick insights are automatically generated visualizations that may be useful to include in reports or dashboards [6]. These insights can be pinned to a dashboard [6, 7].
    • If a user wants to use a quick insight in a report, they will need to recreate the visual within Power BI desktop and publish the report with that visual [6].
    • Licensing: There are two main license levels that determine features in the Power BI service [2].
    • Power BI Pro is a lower-level license [2].
    • Power BI Premium is a higher-level license with more features [2].
    • Fabric is the new name for the premium license [4].
    • Sharing Reports:Reports can be shared with individuals, groups, or an entire organization [5, 8].
    • When sharing, you can allow users to share the report and build new content [5].
    • Reports can be shared through direct access, a copied link, or through Microsoft Teams [5].
    • Sharing with groups can simplify the process of giving access to many people [5]. Groups are based on Azure Active Directory (now called Entra ID) [5].
    • Data Refresh:Data refresh ensures that reports reflect the latest data by updating the data sources [1, 9].
    • Data refresh is set up at the semantic model level, which means that data is updated for all reports built off the same model [9].
    • The user can set up a refresh schedule on a daily or weekly basis [10].
    • The frequency of the refresh can be determined by how often the data source is updated [10].
    • If data is coming from the web, the refresh process is simple, if data is coming from the desktop, a gateway is required [10, 11].
    • The number of refreshes per day depends on the type of license. Pro licenses are limited to eight refreshes per day while higher-level licenses allow 48 refreshes per day [10].
    • When a data refresh breaks, the user will get a notification by email so that they can fix the issue [11].
    • Dashboards: Dashboards are different than reports [7].
    • Dashboards allow users to combine data from multiple reports into a single view [7].
    • Dashboards are a higher level view than a report, and can be useful for executives who want a quick overview of important data from different sources [7].
    • Other Sharing Options: There are other ways to share, such as sharing with Power BI apps and sharing at the workspace level [9].
    • Editing in the Power BI Service:Users can make quick edits directly in the Power BI service, though it is generally preferred to do complex editing in Power BI Desktop [8, 12].
    • When a report is edited in the service and then the user wants to go back into the desktop to work with the data model, the PBX file must be downloaded from the Power BI Service [8].
    • Export Options: In addition to sharing, users can export data to Excel, or export to PowerPoint for presentations [8].
    • Collaboration: The Power BI service is designed for collaborative work [1, 5].

    In summary, the training emphasizes that sharing and collaboration are crucial for leveraging Power BI’s capabilities. This is facilitated by publishing to the Power BI service, managing workspaces, setting up data refreshes, and sharing reports with others. Understanding these processes ensures that data insights are accessible and up to date.

    ULTIMATE Power BI Tutorial Beginner to Pro Course (2024)

    By Amjad Izhar
    Contact: amjad.izhar@gmail.com
    https://amjadizhar.blog

  • چنے کی دال اور بیف گوشت پکانے کی مکمل ترکیب اور کیسے پکانا ہے

    چنے کی دال اور بیف گوشت پکانے کی مکمل ترکیب اور کیسے پکانا ہے

    چنے کی دال اور بیف گوشت ایک نہایت مزیدار اور مقوی سالن ہے جو عام طور پر پاکستانی اور شمالی بھارتی کھانوں میں شوق سے کھایا جاتا ہے۔ نیچے مکمل ترکیب، اجزاء اور پکانے کا طریقہ تفصیل سے بیان کیا گیا ہے۔

    🌟 چنے کی دال اور بیف گوشت پکانے کی مکمل ترکیب

    📝 اجزاء:

    گوشت کے لیے:

    • بیف گوشت (بون لیس یا ہڈی والا): ½ کلو (500 گرام)
    • ادرک لہسن پیسٹ: 1 کھانے کا چمچ
    • نمک: حسبِ ذائقہ
    • ہلدی پاؤڈر: ½ چائے کا چمچ
    • لال مرچ پاؤڈر: 1 چائے کا چمچ (یا ذائقہ کے مطابق)
    • دھنیا پاؤڈر: 1 چائے کا چمچ
    • زیرہ پاؤڈر: ½ چائے کا چمچ
    • ٹماٹر: 2 درمیانے، باریک کٹے ہوئے
    • پیاز: 1 بڑی، باریک کٹی ہوئی
    • ہری مرچ: 2-3 عدد، باریک کٹی ہوئی
    • دہی: 3 کھانے کے چمچ (اختیاری، گوشت گلانے کے لیے)
    • تیل یا گھی: ½ کپ

    دال کے لیے:

    • چنے کی دال: 1 کپ (200 گرام)
    • نمک: حسبِ ذائقہ
    • ہلدی: ¼ چائے کا چمچ
    • پانی: دال اُبالنے کے لیے

    گارنش کے لیے:

    • ہرا دھنیا: باریک کٹا ہوا
    • ہری مرچ: 2 عدد
    • لیموں کے ٹکڑے: حسبِ ضرورت

    🍳 پکانے کا طریقہ:

    مرحلہ 1: چنے کی دال ابالنا

    1. چنے کی دال کو 2 سے 3 گھنٹے کے لیے بھگو دیں۔
    2. دال کو پانی میں ڈال کر ہلدی اور تھوڑا سا نمک ڈال کر اُبال لیں جب تک وہ گل جائے لیکن بالکل نرم نہ ہو، کیونکہ بعد میں سالن میں مزید پکے گی۔
    3. اُبلی ہوئی دال کو چھان کر رکھ لیں۔

    مرحلہ 2: گوشت بنانا

    1. ایک دیگچی میں تیل گرم کریں۔
    2. اس میں پیاز ڈالیں اور ہلکا سنہری ہونے تک بھونیں۔
    3. اب ادرک لہسن پیسٹ ڈال کر ایک منٹ تک بھونیں تاکہ کچا پن ختم ہو جائے۔
    4. پھر گوشت ڈالیں اور اچھی طرح بھونیں (تقریباً 8–10 منٹ) جب تک گوشت کا رنگ تبدیل ہو جائے۔
    5. اب تمام مصالحے (نمک، ہلدی، لال مرچ، دھنیا، زیرہ) ڈالیں اور اچھی طرح مکس کریں۔
    6. ٹماٹر اور دہی شامل کریں اور ڈھک کر ہلکی آنچ پر پکنے دیں تاکہ ٹماٹر گل جائیں اور تیل مصالحے سے الگ ہو جائے (تقریباً 10 منٹ)۔
    7. اگر گوشت سخت ہے تو تھوڑا سا پانی ڈال کر پریشر ککر میں 15 منٹ یا ہلکی آنچ پر 30–40 منٹ گلنے تک پکائیں۔

    مرحلہ 3: دال شامل کرنا

    1. جب گوشت گل جائے اور مصالحہ تیار ہو جائے تو اس میں ابلی ہوئی چنے کی دال شامل کریں۔
    2. 1 کپ پانی شامل کریں (یا جتنا گاڑھا یا پتلا سالن پسند ہو) اور درمیانی آنچ پر 10–15 منٹ پکائیں تاکہ دال گوشت کے ساتھ اچھی طرح مکس ہو جائے۔
    3. آخر میں ہری مرچ اور ہرا دھنیا شامل کر کے دم پر رکھ دیں (5 منٹ)۔

    🥘 پیشکش:

    • گرما گرم چنے کی دال گوشت کو نان، تندوری روٹی یا چاول کے ساتھ پیش کریں۔
    • اوپر سے لیموں نچوڑ لیں اور کچومر یا رائتہ ساتھ رکھیں تو ذائقہ دوبالا ہو جاتا ہے۔
    Dal Gosht Recipe | Beef Dal Gosht Secret restaurant recipe | بیف دال گوشت | By BaBa Food Chef Rizwan

    By Amjad Izhar
    Contact: amjad.izhar@gmail.com
    https://amjadizhar.blog

  • Signs Your Ex Has An Avoidant Attachment Style, Signs They’re The Anxious Type

    Signs Your Ex Has An Avoidant Attachment Style, Signs They’re The Anxious Type

    They vanished just when things were going well—or maybe they clung too tightly from the very beginning. Relationships often leave us with more questions than answers, especially when they end in confusion or emotional chaos. If you’ve ever wondered why your ex behaved in ways that seemed contradictory, emotionally distant, or overwhelmingly intense, you may have been dealing with someone exhibiting either avoidant or anxious attachment styles.

    Attachment theory, first conceptualized by psychologist John Bowlby, has become a cornerstone in understanding adult relationships. Avoidant and anxious attachments are two distinct yet frequently encountered styles that heavily influence how individuals give and receive love. These patterns, often formed in childhood, shape our romantic experiences and can dictate the success—or failure—of our partnerships. Understanding these styles isn’t just a way to make sense of the past; it’s a crucial step toward healthier relationships in the future.

    In this post, we’ll explore 20 tell-tale signs that your ex may have exhibited an avoidant or anxious attachment style. Whether you’re reflecting on a past breakup or seeking insight into attachment theory, these signs will offer clarity. By identifying these behaviors, you’ll not only find emotional validation but also equip yourself with the psychological literacy needed to navigate future relationships with wisdom and awareness.


    1- Emotionally Withdrawn After Intimacy

    One of the most unmistakable signs of an avoidant attachment style is emotional withdrawal after periods of closeness. If your ex seemed available and loving during moments of intimacy but quickly became distant or aloof afterward, it’s likely they were experiencing emotional discomfort rooted in fear of engulfment. Avoidants crave connection but fear dependence, which often leads to them pulling away just as vulnerability starts to deepen.

    This pattern can be disorienting for partners, who may interpret the retreat as disinterest or rejection. As attachment theorist Amir Levine explains in Attached: The New Science of Adult Attachment, avoidants “equate intimacy with a loss of independence.” Understanding this behavior through the lens of attachment science helps us avoid personalizing actions that are, in fact, deeply ingrained defense mechanisms.


    2- Hyper-Focused on Your Reactions

    On the flip side, an anxious ex may have appeared excessively tuned into your moods and reactions, often overanalyzing your every word or gesture. This hyper-vigilance stems from a deep-seated fear of abandonment. They might have constantly sought reassurance or interpreted neutral behavior as signs of disinterest, leading to frequent emotional turbulence in the relationship.

    Dr. Sue Johnson, a pioneer in emotionally focused therapy, notes that anxious partners often experience a “constant state of alarm,” fearing relational instability. This hypersensitivity can create cycles of neediness and reassurance-seeking that ultimately strain both partners. Their actions, while rooted in a desire for connection, often drive the very disconnection they fear.


    3- Difficulty Expressing Feelings

    Avoidant individuals frequently struggle to articulate their emotions, often appearing stoic or detached. This isn’t due to a lack of feeling, but rather an ingrained discomfort with emotional expression. If your ex shut down during important conversations or deflected emotional topics, they may have been employing distancing strategies to maintain control and self-protection.

    As Dr. Stan Tatkin notes in Wired for Love, avoidants are typically “more comfortable with logic than emotion.” Their reluctance to engage emotionally can leave their partners feeling isolated and unseen. Recognizing this communication barrier is key to understanding the emotional disconnection in your relationship.


    4- Over-Communicating and Over-Sharing

    An anxious ex might have overwhelmed you with constant communication—texts, calls, or deep emotional disclosures early in the relationship. This behavior often stems from a desire to quickly secure attachment and prevent perceived threats of abandonment. While it may initially feel flattering, it can quickly become intense and unsustainable.

    Psychologist Margaret Mahler described this behavior as “emotional enmeshment,” where personal boundaries blur due to fear of separation. This can lead to a suffocating dynamic where the anxious partner’s need for closeness inadvertently drives the avoidant partner away, reinforcing both of their insecurities.


    5- Fear of Commitment

    A classic hallmark of avoidant attachment is fear of long-term commitment. Your ex may have expressed love and affection but hesitated when discussions turned to the future. They might have resisted labels, cohabitation, or plans that implied long-term involvement.

    This resistance is often less about the partner and more about the ex’s internal belief system. According to The Attachment Theory Workbook by Annie Chen, avoidants often associate commitment with loss of freedom or autonomy. Understanding this can provide peace of mind when interpreting seemingly inconsistent behavior.


    6- Clinginess and Jealousy

    In contrast, an anxious partner might have exhibited intense jealousy or clung tightly to the relationship, fearing its potential loss. This often manifested in checking your whereabouts, questioning your intentions, or needing constant reassurance about your feelings for them.

    Jealousy in this context is more about insecurity than possessiveness. It reveals a deep yearning for safety and validation. As attachment expert Dr. Philip Shaver has noted, anxious individuals “worry about their partner’s availability and responsiveness,” which makes them more prone to emotional volatility and suspicion.


    7- Idealizing Independence

    Avoidant individuals often glorify self-reliance and downplay the importance of emotional support. If your ex frequently emphasized being “a lone wolf” or dismissed the need for emotional closeness, they were likely distancing themselves from the vulnerability of connection.

    In Attached, Amir Levine explains that avoidants often create narratives that rationalize emotional distance. These narratives protect their sense of autonomy but sabotage deeper emotional bonds. Recognizing these self-protective strategies can help you understand why your emotional needs went unmet.


    8- Fear of Being Alone

    Anxious exes, despite often appearing dependent, may also display an intense fear of solitude. Their fear isn’t just of physical aloneness but emotional abandonment. They may have jumped into new relationships quickly or reached out post-breakup to reestablish connection.

    This behavior is underpinned by what Bowlby called “attachment panic”—a psychological response to perceived threats of disconnection. Their actions may seem impulsive, but they are driven by a desperate need to soothe attachment anxiety.


    9- Minimizing Conflict

    Avoidants often go to great lengths to avoid emotional conflict. If your ex preferred to “let things go” rather than discuss issues, this may indicate discomfort with emotional confrontation. Rather than resolve problems, they may have used silence, avoidance, or rationalization to sidestep deeper engagement.

    Dr. Harriet Lerner, in The Dance of Connection, notes that conflict avoidance often signals emotional distance rather than peacekeeping. This behavior can leave their partners feeling ignored and emotionally unheard, ultimately undermining the relationship’s foundation.


    10- Frequent Relationship Drama

    An anxious attachment style often results in frequent emotional highs and lows. If your ex often oscillated between intense affection and dramatic fights, it may have stemmed from a deep fear of abandonment and a desire to test the strength of your bond.

    This cyclical turmoil is described by Dr. Johnson as “protest behavior”—actions meant to draw attention to unmet emotional needs. While these behaviors stem from a desire for closeness, they can create a chaotic dynamic that destabilizes the relationship.


    11- Emphasizing Logic Over Emotion

    Avoidants often pride themselves on being rational and may look down on emotional expression. If your ex frequently dismissed your feelings as illogical or overblown, they may have been protecting themselves from emotional vulnerability.

    This cognitive detachment, though seemingly mature, is a defense mechanism. As Dr. Tatkin highlights, avoidants “tend to intellectualize emotional experiences to maintain distance.” Understanding this helps demystify their emotional unavailability.


    12- Fear of Rejection

    Anxious partners often operate from a fear of being unwanted. If your ex hesitated to express their needs or frequently sought your approval, they may have been driven by a fear of rejection.

    This can result in a people-pleasing dynamic where their authentic needs are buried under attempts to be “perfect.” As psychologist Kelly Brennan describes, anxious individuals “constantly scan for signs of disinterest,” which can erode their self-esteem and relationship stability.


    13- Sabotaging the Relationship

    Avoidants often subconsciously sabotage intimacy to protect themselves. If your ex initiated conflicts during moments of closeness or found fault during peaceful times, it might have been a strategy to maintain emotional distance.

    This behavior, while frustrating, isn’t always intentional. As described in Hold Me Tight by Sue Johnson, these patterns emerge when vulnerability is perceived as a threat. Recognizing sabotage as self-protection can foster empathy for both parties involved.


    14- Constant Fear of Losing You

    An anxious ex may have appeared paranoid about losing your affection—even when your commitment was unwavering. This fear can drive controlling behaviors, ultimatums, or emotional breakdowns during minor conflicts.

    Such fears are not about logic but about deep-seated attachment wounds. As Bowlby argued, the fear of abandonment often triggers behaviors that paradoxically increase the likelihood of relational breakdown.


    15- Avoiding Labels

    Avoidants often resist defining the relationship. If your ex avoided discussions about being “official” or cringed at terms like “partner,” it likely reflected a fear of being emotionally bound.

    Their reluctance is rooted in a need to maintain a sense of independence. As Tatkin notes, avoidants often see commitment as a trap rather than a bond, making them reluctant to move the relationship forward.


    16- Needing Constant Reassurance

    An anxious ex may have asked incessantly, “Do you still love me?” or “Are we okay?” This constant need for affirmation often stems from a lack of internal security.

    This behavior, while exhausting for both partners, is a reflection of a fragile self-concept. According to The Attachment Theory Workbook, providing consistent reassurance can help soothe this anxiety—but without growth, it becomes a repetitive cycle.


    17- Secretive Behavior

    Avoidants often maintain a high degree of privacy, even in intimate relationships. If your ex was evasive about their past, feelings, or social life, it could signal an avoidant need for autonomy.

    This secrecy isn’t necessarily deceptive, but it reflects discomfort with vulnerability. As Sue Johnson writes, “Connection requires openness,” and for avoidants, openness can feel threatening.


    18- Overanalyzing Small Interactions

    Anxious partners often magnify small moments—an unreturned text, a delayed response—into relationship catastrophes. This hyper-sensitivity is driven by fear, not reality.

    Their minds are constantly on alert for signs of disconnection. Psychologist Leslie Greenberg points out that “emotions are information,” and for anxious individuals, even minor cues are processed as threats.


    19- Keeping You at Arm’s Length

    Avoidants tend to maintain emotional and sometimes physical distance. If your ex often seemed “close but not too close,” they were likely regulating their own vulnerability.

    This push-pull dynamic is exhausting for partners and often feels like emotional whiplash. According to Wired for Love, avoidants “require safety in solitude,” which often makes true intimacy feel like a threat.


    20- Trouble Letting Go After the Breakup

    Interestingly, both anxious and avoidant individuals may struggle post-breakup—but for different reasons. Anxious types may obsessively check in or stalk social media, while avoidants may suddenly reappear after disappearing, struggling with the absence of emotional regulation their partner once provided.

    This speaks to the core wound in both styles: a dysregulated sense of self in relationships. As Bowlby emphasized, “Attachment is a lasting psychological connectedness.” Even after the breakup, this connectedness can continue to influence behavior.


    21- Decoding Your Ex

    Understanding your ex’s behaviors through the lens of attachment theory is a transformative step toward closure and personal growth. It removes the self-blame and confusion that often cloud the post-breakup healing process. Rather than viewing their actions as personal attacks or flaws, recognizing them as manifestations of an avoidant or anxious attachment style enables emotional clarity.

    Dr. Mary Ainsworth, a pioneer in attachment theory, emphasized the “secure base” as crucial for healthy relationships. If your ex was unable to provide that emotional safety, it’s likely due to their own internal struggles, not your worth. Decoding these behavioral patterns is not about dwelling on the past but learning from it to build healthier, more informed future connections.


    22- They Struggle With Emotional Intimacy

    Exes with avoidant attachment often hit an invisible wall when it comes to deep emotional bonding. They might have changed the subject when you expressed vulnerability or minimized your feelings during heartfelt conversations. This struggle reflects a deep-rooted discomfort with closeness, stemming from early relational patterns where vulnerability may not have been safe.

    Renowned psychotherapist Dr. Ellyn Bader explains that avoidants often equate emotional intimacy with a loss of control. Their reluctance is a protective mechanism, not a reflection of your relational compatibility. Understanding this dynamic allows for compassion, but it also signals a misalignment in emotional availability.


    23- They Frequently Downplay Emotions

    An avoidant ex may have labeled emotional conversations as “overreactions” or claimed that feelings complicate matters unnecessarily. This tendency to downplay emotions isn’t indifference—it’s a defense mechanism meant to create psychological distance and preserve autonomy.

    In The Emotionally Absent Mother, Jasmin Lee Cori explores how people raised in emotionally neglectful environments often develop a discomfort with emotional intensity. Recognizing this in your ex explains why your emotional needs may have gone consistently unmet despite your efforts.


    24- They Show Little Interest In Your Needs

    Partners with avoidant attachment often show indifference toward emotional or even practical needs. If your ex rarely asked how you were feeling or dismissed your concerns, it was likely a symptom of emotional distancing, not malice.

    This self-centeredness is often a way to reduce relational dependency. According to The Attachment Theory Workbook, avoidants focus heavily on self-sufficiency, which can result in emotional neglect within relationships. Their avoidance of your needs protected their emotional boundaries at the cost of connection.


    25- They Withdraw When You Try To Get Closer

    If every time you tried to deepen the relationship your ex responded by retreating, this is classic avoidant behavior. This withdrawal may have included going silent, creating physical distance, or becoming overly busy.

    Psychologist Dr. Lindsay Gibson refers to this as “emotional unavailability.” In her book Adult Children of Emotionally Immature Parents, she explains how people with underdeveloped emotional coping skills retreat as a form of self-regulation. Your pursuit of closeness may have unintentionally activated their fear of dependence.


    26- They Avoid Conflict Or Difficult Conversations

    Avoidants commonly sidestep conflict, often under the guise of “not wanting to argue.” They may shut down, change the topic, or even physically leave during intense discussions. While this seems like peacekeeping, it often leaves emotional issues unresolved.

    Dr. Harriet Lerner, in The Dance of Anger, points out that conflict avoidance is a way of protecting the self, not the relationship. Conflict, when handled healthily, is essential for growth. An avoidant partner’s inability to engage meaningfully in difficult discussions prevents resolution and emotional bonding.


    27- They Resist Asking For Help

    Avoidants often see asking for help as a weakness. If your ex refused support during stress or insisted on solving everything alone, it likely stemmed from a belief that dependence compromises strength.

    In Radical Acceptance, Tara Brach explains that avoidant individuals have often internalized the belief that vulnerability is dangerous. Their need for control masks underlying insecurities, making interdependence feel threatening rather than supportive.


    28- They Show Disinterest In Long-Term Commitment

    Avoidants often express ambivalence toward future planning. If your ex seemed uninterested or even annoyed by discussions about the future, this likely signaled a fear of enmeshment and emotional exposure.

    This doesn’t mean they didn’t care—it means commitment felt like a trap. Dr. Stan Tatkin suggests that avoidants often operate from a “solo orientation,” making it difficult to emotionally invest in shared futures. This mindset blocks the development of secure, stable partnerships.


    29- They Have A Tendency To Push People Away

    Avoidants often maintain an emotional firewall between themselves and others. If your ex created drama, picked fights, or questioned your compatibility during times of closeness, it may have been their way of re-establishing space.

    Psychotherapist Lindsay C. Gibson notes that emotionally immature individuals tend to “protect their independence at all costs.” This leads to pushing away those who offer closeness, which ironically reinforces their loneliness and emotional disconnection.


    30- They Appear Emotionally Detached

    Emotional detachment can feel like rejection, but in avoidants, it’s often a self-protective coping mechanism. Your ex may have seemed unbothered by arguments, indifferent during vulnerable moments, or unemotional during the breakup.

    This detachment is sometimes mistaken for emotional maturity. However, as described in The Body Keeps the Score by Bessel van der Kolk, emotional suppression often stems from unresolved trauma or attachment wounds rather than strength.


    31- They Prioritize Independence Over Relationships

    Avoidants often equate emotional closeness with a loss of autonomy. If your ex seemed to value personal freedom more than partnership, their internal compass was likely skewed toward self-preservation rather than connection.

    Independence is healthy, but when it becomes a barrier to intimacy, the relationship suffers. As Tatkin notes, avoidants “mistake aloneness for strength,” leaving partners feeling secondary to their solitude.


    32- They Seek Constant Reassurance

    This trait is more common in anxious exes, who often need repeated confirmation of love, loyalty, and commitment. You may have felt emotionally drained by the frequency and intensity of their reassurance-seeking.

    Their internal dialogue is often filled with doubt and fear. According to Dr. Sue Johnson, this behavior is a survival response to relational unpredictability. While their intentions may be rooted in love, the execution often leads to relational fatigue.


    33- They Are Overly Sensitive To Small Issues

    Anxious individuals often blow minor issues out of proportion. If your ex fixated on small slights or miscommunications, it likely stemmed from a hypersensitive fear of rejection or abandonment.

    In Emotionally Focused Couple Therapy, Dr. Johnson notes that these “emotional alarms” are the brain’s way of protecting against relational threats. The result is emotional turbulence that can destabilize otherwise healthy interactions.


    34- They Idealize You

    Anxious partners may put you on a pedestal, especially early in the relationship. This idealization isn’t necessarily flattering—it often reflects a deep longing for security rather than genuine understanding of who you are.

    Psychologist David Richo, in How to Be an Adult in Relationships, explains that idealization can be a form of emotional projection. The danger lies in the inevitable disillusionment when reality fails to meet the fantasy, leading to disappointment and conflict.


    35- They Get Distraught Over Periods Of Silence

    Silent moments or delayed replies may have triggered anxiety attacks in your ex. This distress stems from an underlying fear that love and connection are conditional and can be revoked without warning.

    Bowlby’s concept of “separation anxiety” in adult relationships explains this phenomenon. The absence of reassurance, even momentarily, is perceived as emotional abandonment, setting off disproportionate emotional responses.


    36- They May Overanalyze Every Conversation

    An anxious ex might replay conversations in their head, searching for hidden meanings or perceived slights. This analytical loop is often rooted in insecurity rather than rational interpretation.

    Dr. Kristin Neff, a leading researcher on self-compassion, notes that anxious individuals struggle to extend themselves the same empathy they offer others. Their internal criticism creates a feedback loop of worry and emotional instability.


    37- They Express Fear Of Abandonment

    Constantly worrying that you might leave—even when reassured—signals an anxious attachment style. Your ex may have verbalized this fear directly or indirectly through clingy or controlling behavior.

    As Sue Johnson articulates, “We are wired for connection,” and the fear of losing it can dominate an anxious person’s emotional world. This fear often becomes a self-fulfilling prophecy if not managed with awareness and therapy.


    38- They Have A Strong Desire For Closer Connection

    Anxious individuals crave deep connection and intimacy. If your ex constantly sought to “talk things out,” spend more time together, or deepen the bond quickly, it was likely driven by their attachment needs.

    This desire, while genuine, can sometimes feel overwhelming. In Hold Me Tight, Dr. Johnson explains that anxious partners are “preoccupied with closeness” and often miss cues that their intensity is emotionally taxing for their partner.


    39- They May Become Overly Possessive

    Possessiveness often emerges when an anxious individual feels insecure. Your ex may have tried to monitor your behavior, limit your social interactions, or display jealousy as a way to secure the relationship.

    Such behaviors, while toxic if unchecked, are often driven by fear rather than control. The antidote lies in developing self-worth and secure attachment, as outlined in Attached, which emphasizes mutual trust and autonomy in healthy bonds.


    40- They Misinterpret Their Partner’s Actions

    Anxious partners frequently misread benign behavior as signs of rejection. A late reply might signal disinterest, or a quiet moment might feel like detachment. These interpretations are rarely based on facts and are often fear-driven.

    Psychologist Aaron Beck, the father of cognitive therapy, highlighted how distorted thinking patterns can lead to relational distress. These misinterpretations create unnecessary tension and require mindful awareness to correct.


    Conclusion

    Unraveling your ex’s attachment style can be one of the most empowering steps in your emotional journey. Whether avoidant or anxious, these patterns are rooted in psychological defense systems that develop long before adult relationships begin. Understanding these behaviors helps dissolve resentment and fosters insight, allowing you to make conscious, informed choices moving forward.

    To deepen your knowledge, consider exploring Attached by Amir Levine, Hold Me Tight by Sue Johnson, Wired for Love by Stan Tatkin, and The Dance of Connection by Harriet Lerner. These resources offer valuable tools for recognizing and reshaping attachment patterns—for yourself and your future relationships.

    Understanding the attachment style of your ex-partner can provide profound insights into not only their behavior but your emotional experience as well. Whether avoidant or anxious, these styles are not moral failings but psychological frameworks developed through past experiences. As you move forward, becoming literate in attachment theory can empower you to choose partners and build relationships that foster security, intimacy, and mutual growth.

    For further reading, consider Attached by Amir Levine and Rachel Heller, Hold Me Tight by Dr. Sue Johnson, and Wired for Love by Dr. Stan Tatkin. These works provide rich, research-based insights into the intricate dance of adult attachment.

    Bibliography

    1. Bowlby, John. Attachment and Loss: Vol. 1. Attachment. Basic Books, 1969.
    2. Ainsworth, Mary D.S., et al. Patterns of Attachment: A Psychological Study of the Strange Situation. Lawrence Erlbaum Associates, 1978.
    3. Levine, Amir, and Rachel Heller. Attached: The New Science of Adult Attachment and How It Can Help You Find – and Keep – Love. TarcherPerigee, 2010.
    4. Johnson, Sue. Hold Me Tight: Seven Conversations for a Lifetime of Love. Little, Brown Spark, 2008.
    5. Tatkin, Stan. Wired for Love: How Understanding Your Partner’s Brain and Attachment Style Can Help You Defuse Conflict and Build a Secure Relationship. New Harbinger Publications, 2012.
    6. Gibson, Lindsay C. Adult Children of Emotionally Immature Parents: How to Heal from Distant, Rejecting, or Self-Involved Parents. New Harbinger Publications, 2015.
    7. Cori, Jasmin Lee. The Emotionally Absent Mother: A Guide to Self-Healing and Getting the Love You Missed. The Experiment, 2010.
    8. Lerner, Harriet. The Dance of Anger: A Woman’s Guide to Changing the Patterns of Intimate Relationships. Harper Perennial, 2005.
    9. Neff, Kristin. Self-Compassion: The Proven Power of Being Kind to Yourself. William Morrow, 2011.
    10. Richo, David. How to Be an Adult in Relationships: The Five Keys to Mindful Loving. Shambhala Publications, 2002.
    11. Brach, Tara. Radical Acceptance: Embracing Your Life With the Heart of a Buddha. Bantam, 2004.
    12. van der Kolk, Bessel. The Body Keeps the Score: Brain, Mind, and Body in the Healing of Trauma. Viking, 2014.
    13. Beck, Aaron T. Cognitive Therapy and the Emotional Disorders. Penguin Books, 1979.
    14. Tatkin, Stan. We Do: Saying Yes to a Relationship of Depth, True Connection, and Enduring Love. Sounds True, 2018.
    15. Johnson, Sue. Love Sense: The Revolutionary New Science of Romantic Relationships. Little, Brown Spark, 2013.

    By Amjad Izhar
    Contact: amjad.izhar@gmail.com
    https://amjadizhar.blog

  • Reasons Why Women Over 50 No Longer Want to Date

    Reasons Why Women Over 50 No Longer Want to Date

    For many women over 50, the idea of dating no longer holds the same allure it once did—and this isn’t due to bitterness or disillusionment alone. It’s part of a broader shift in priorities, values, and self-perception that often accompanies age, wisdom, and life experience. The dating landscape, once defined by possibility and excitement, is now more frequently seen as fraught with compromise, emotional labor, and unmet expectations.

    As women mature, they often gain a clearer sense of their worth and are less willing to settle for relationships that do not honor their needs or values. According to Dr. Helen Fisher, a biological anthropologist at the Kinsey Institute, “Postmenopausal women often experience a spike in autonomy and self-direction, which directly affects their romantic choices.” With careers, families, and social lives already well-established, many women find the pursuit of romantic partnerships to be unnecessary or even draining.

    Additionally, cultural narratives around aging have shifted. Books like Women Rowing North by Mary Pipher emphasize that the second half of life can be rich with growth, independence, and purpose—often without the need for a partner. For educated, critical-thinking women, the question is no longer “Why can’t I find a man?” but rather, “Why should I want to?” The reasons are as complex as the women themselves.


    1- Emotional Exhaustion from Past Relationships

    After decades of investing emotionally in romantic relationships, many women over 50 are simply worn out. Emotional labor—the often invisible effort involved in maintaining harmony, managing communication, and caretaking a partner’s needs—can be deeply draining. This is especially true for women who have been in long-term marriages or have experienced the turmoil of divorce. Having carried the weight of emotional balance for years, the idea of re-entering such a dynamic can feel more like a burden than a benefit.

    Furthermore, repeated disappointments in love can lead to what psychologists term “relationship fatigue.” As Dr. Susan Whitbourne, professor of psychological and brain sciences, notes, “The risk-reward ratio in later-life dating often tilts unfavorably.” Rather than risking heartache again, many women choose to protect their emotional peace and invest in more fulfilling solo endeavors.


    2- A Newfound Sense of Freedom

    With children grown and careers stabilized or winding down, women over 50 often find themselves with a freedom they haven’t known in decades. This freedom—from expectations, responsibilities, and societal pressures—can be intoxicating. There’s a joy in reclaiming one’s schedule, making spontaneous decisions, and prioritizing personal growth over relational compromise.

    Philosopher Simone de Beauvoir famously said, “Change your life today. Don’t gamble on the future, act now, without delay.” For many older women, this mindset becomes a personal mantra. Having finally stepped out of traditional roles, they are reluctant to re-enter dynamics that might require them to shrink themselves or compromise their independence.


    3- Limited Availability of Compatible Partners

    The dating pool shrinks significantly after 50, and the quality of available partners can be inconsistent. Many women report difficulty finding men who are emotionally mature, intellectually stimulating, and open to egalitarian relationships. Stereotypes about older men preferring younger women only add to the disillusionment.

    Moreover, the emotional and physical health of potential partners becomes more significant with age. Women tend to live longer and maintain better health than their male counterparts, making the likelihood of becoming a caregiver in later-life relationships a serious concern. As psychotherapist Esther Perel notes, “Desire and care don’t always go hand-in-hand.” For many women, the risk of becoming a nurse rather than a lover is a deterrent.


    4- Focus on Personal Growth and Self-Actualization

    After years of focusing on others, many women reach a stage where self-actualization becomes the ultimate goal. This is the phase Abraham Maslow described as the pinnacle of human motivation. For many women over 50, this includes learning new skills, traveling, engaging in activism, or even launching new careers.

    Books like The Second Half of Life by Angeles Arrien emphasize the spiritual and intellectual expansion that can happen during this stage. For these women, dating may feel like a detour rather than a destination—something that distracts from their deeper journey of self-discovery and personal growth.


    5- Disinterest in Playing Dating “Games”

    The modern dating scene, particularly online, often requires navigating superficiality, ghosting, and a lack of genuine communication. Women over 50, with their wealth of life experience, often find these dynamics immature and exhausting. They are less interested in appearances and more interested in authenticity—something the current dating culture doesn’t always prioritize.

    The expectation to engage in flirtatious banter, cultivate a certain “look,” or feign casual interest contradicts the emotional depth and sincerity many mature women seek. As one might say, “Ain’t nobody got time for that.” The desire to avoid such emotionally hollow exchanges is a common thread among women who have opted out of dating entirely.


    6- Financial Independence

    Unlike previous generations, many women over 50 today are financially independent. They have worked hard, saved well, and often own property or manage investments. The idea of partnering with someone who may complicate their financial stability—or expect to benefit from it—can be profoundly unappealing.

    Renowned sociologist Arlie Hochschild writes in The Second Shift about the double burden of work and home that many women carry. With that load finally lightened, few are eager to invite potential economic entanglements into their lives again. Financial autonomy gives women the power to make relationship choices based on desire, not necessity.


    7- Health Concerns and Energy Levels

    The physical and emotional energy required to maintain a relationship is not insignificant. For some women over 50, especially those managing health conditions or dealing with menopause-related changes, the idea of allocating limited energy to dating feels unrealistic.

    Prioritizing health—both physical and mental—often means creating space for rest, routine, and self-care. This focus stands in sharp contrast to the emotional upheaval and demands that often come with romantic relationships. For many women, peace and predictability now outweigh passion and pursuit.


    8- Different Life Goals

    By the time they reach 50, many women have clear life goals that no longer align with traditional relationship structures. Whether it’s moving to a new country, writing a book, or pursuing artistic interests, their paths often require solitude, flexibility, or freedom from emotional entanglement.

    Compatibility isn’t just about shared hobbies or attraction—it’s about aligned visions for the future. As author Elizabeth Gilbert states in Big Magic, “You can measure your worth by your dedication to your path, not by your successes or failures.” For many women, staying true to their personal path takes precedence over finding a romantic partner.


    9- Past Trauma and Fear of Repetition

    Women who have experienced emotional or physical trauma in relationships may carry those scars well into midlife. The fear of reliving toxic patterns or re-entering unsafe dynamics can make dating feel more threatening than thrilling.

    Therapist Beverly Engel, in her book The Emotionally Abused Woman, explains how healing requires boundaries and space—conditions not always compatible with new romantic involvement. For many women, the emotional safety of solitude is far more valuable than the uncertainty of dating again.


    10- Social Stigma and Judgment

    While society is becoming more accepting of diverse life choices, stigma still exists around single, older women—often unfairly labeled as “lonely” or “bitter.” Ironically, it’s this very stigma that leads many women to reject dating altogether, in favor of redefining what happiness and fulfillment look like on their own terms.

    Feminist scholar bell hooks once said, “Love is an action, never simply a feeling.” For many older women, love is now expressed through friendships, family, and self-compassion rather than romantic attachment. Rejecting dating is not a resignation—it’s a redefinition.


    11- Greater Enjoyment of Platonic Relationships

    As romantic relationships lose their luster, many women find greater joy in platonic connections. Deep friendships, community involvement, and intergenerational mentorship provide emotional fulfillment without the complexities of romance.

    Sociologist Robert Putnam, in Bowling Alone, emphasizes the importance of social capital in well-being. Women over 50 often prioritize these more sustainable and mutually supportive relationships over dating, which can feel ephemeral and fraught.


    12- Changing Views on Love and Companionship

    Mature women often have more nuanced perspectives on love. The fairy-tale narratives they grew up with have given way to realistic, sometimes skeptical views on partnership. They understand that love isn’t always enough to sustain a healthy relationship—and that compatibility, respect, and autonomy often matter more.

    In her book Committed, Elizabeth Gilbert explores how modern women are rethinking marriage and long-term commitment. Many now seek companionship without the entanglements of traditional romantic roles, often redefining love in broader, more inclusive terms.


    13- Avoidance of Caretaking Roles

    Statistically, women are more likely to become caregivers in relationships, especially as both partners age. This potential role reversal—where they become more nurse than partner—is a major deterrent for many women who have already spent decades caregiving for children, spouses, or parents.

    Dr. Carol Gilligan, a renowned feminist psychologist, notes, “There comes a point when a woman asks not what others need from her, but what she needs for herself.” For women over 50, that question often leads away from caregiving-heavy relationships and toward self-prioritization.


    14- Digital Dating Disillusionment

    Online dating can be particularly disheartening for older women. From ageism to scams to superficial profiles, the digital realm often feels inhospitable. Algorithms rarely capture the depth of personality or values that matter to mature daters.

    Digital anthropologist Dr. Jennifer Golbeck has studied how algorithms shape interactions and warns that “technology is often designed for engagement, not for connection.” Many women over 50, therefore, opt out of digital dating altogether, preferring organic and authentic social interactions.


    15- Enjoyment of Solitude

    Solitude is no longer synonymous with loneliness. For many older women, it’s a source of strength and creativity. Time alone allows for introspection, creative expression, and peace of mind—qualities that can be hard to maintain in a romantic relationship.

    As Virginia Woolf wrote in A Room of One’s Own, “A woman must have money and a room of her own if she is to write fiction.” The sentiment holds true even outside of writing—solitude can be essential to a woman’s self-expression and autonomy.


    16- Fear of Losing Personal Space

    Having cultivated a lifestyle that reflects their preferences and routines, many women are reluctant to compromise their personal space. Sharing a home or even a schedule with another person can feel intrusive rather than comforting.

    Boundaries, once considered selfish, are now seen as essential. Maintaining these boundaries often means declining romantic entanglements that threaten the hard-won equilibrium of solo living.


    17- Prioritizing Mental Health

    The stress and emotional unpredictability of dating can have adverse effects on mental health. Many women over 50 prioritize peace of mind over romantic excitement. This choice is not made out of fear, but from a mature understanding of what sustains well-being.

    According to The Body Keeps the Score by Dr. Bessel van der Kolk, emotional balance is critical to physical health. For many women, avoiding dating drama is a form of self-care that protects their mental and emotional equilibrium.


    18- Cultural Shifts in Relationship Norms

    Cultural expectations around relationships are evolving. Where once a woman’s value was linked to her marital status, today it’s more often tied to her independence and contributions to society. This cultural evolution supports and affirms the choices of women who opt out of dating.

    Books like All the Single Ladies by Rebecca Traister explore how single women are shaping politics, culture, and economy. Rather than being outliers, women who eschew dating are increasingly at the forefront of cultural change.


    19- Alternative Sources of Intimacy

    Romantic love is not the only form of intimacy. Pet companionship, spiritual practices, deep friendships, and community involvement offer forms of closeness and connection that do not rely on romantic or sexual involvement.

    In many spiritual traditions, intimacy with the self is considered the highest form of union. As the poet Rumi wrote, “The soul has been given its own ears to hear things the mind does not understand.” Many older women lean into this kind of internal, soulful connection.


    20- Rejection of Social Pressure

    Finally, many women over 50 actively resist societal pressure to pair up. They no longer need external validation and refuse to let outdated norms dictate their happiness. This rebellion isn’t angry—it’s liberating.

    The late philosopher and gender theorist Judith Butler once argued that “resisting the norms that harm us is an act of survival.” For many women, saying no to dating is not just a personal choice—it’s a political act of self-determination.


    21- Peace Outweighs Drama

    At this stage in life, peace is not just a preference—it is a necessity. Women over 50 have endured their fair share of emotional storms, and many now crave serenity above all. Romantic relationships, while potentially rewarding, often come with complications, emotional highs and lows, and interpersonal drama. These are luxuries that mature women no longer wish to indulge in.

    Dr. Judith Sills, author of Excess Baggage, emphasizes that “emotional peace is the most valuable currency after midlife.” For many women, maintaining inner calm and emotional stability takes precedence over chasing the fleeting thrill of romantic involvement. They’ve worked hard for this peace—and they intend to protect it fiercely.


    22- Freedom Becomes Non-Negotiable

    The kind of freedom experienced in one’s 50s and beyond is often unprecedented. No longer tethered to the demands of children, careers, or societal expectations, many women find that autonomy becomes their most cherished asset. The idea of compromising that freedom for the sake of a relationship feels like taking a step backward.

    The psychologist Carl Jung once observed that “freedom stretches only as far as the consciousness allows.” For women who have become conscious of their desires, needs, and non-negotiables, freedom isn’t a perk—it’s a pillar of their identity. Relationships that jeopardize that independence are simply not worth the cost.


    23- Standards Have Skyrocketed

    By the time a woman reaches her 50s, she knows exactly what she wants—and what she won’t tolerate. Standards are no longer shaped by fairy tales or social expectations; they’re forged through lived experience. From communication to emotional availability, many women demand a higher quality of connection than ever before.

    This isn’t entitlement—it’s evolution. As Dr. Brené Brown writes in Daring Greatly, “When we own our stories, we avoid becoming trapped in them.” Women over 50 are no longer interested in partners who require excessive emotional labor, lack integrity, or fall short of meaningful reciprocity.


    24- Self-Growth Takes Priority

    Rather than seeking fulfillment through romantic relationships, many mature women turn inward, investing time and energy into personal development. Whether it’s returning to school, starting a business, or diving into spirituality, self-growth becomes a central theme. The emotional energy once reserved for a partner is now channeled into cultivating a richer, more expansive life.

    This inward focus is not selfish—it’s self-actualization. In The Road Less Traveled, M. Scott Peck asserts that “life is a series of problems to be solved.” Many women in this stage are eager to solve the inner puzzles of identity, purpose, and legacy, and see dating as an unnecessary distraction from that pursuit.


    25- Caregiver Fatigue Is Real

    Many women over 50 have spent decades in caregiving roles—raising children, supporting aging parents, or even caring for ill partners. By midlife, caregiver burnout is a tangible, often debilitating reality. The idea of entering a new relationship that may eventually require more caregiving is emotionally and physically exhausting.

    Dr. Pauline Boss, in Loving Someone Who Has Dementia, discusses the silent toll of ongoing caregiving. For many women, the fear of returning to a similar dynamic—this time with a new partner—is enough to swear off romantic involvement entirely. Preservation of energy and well-being becomes the top priority.


    26- Dating Apps Feel Demoralizing

    Dating apps, with their gamified swiping and superficial profiles, can be particularly disheartening for older women. Many encounter ageism, dishonesty, or outright scams, making the entire process feel like an exercise in futility. Rather than facilitating meaningful connection, these platforms often reinforce feelings of alienation.

    Cyberpsychologist Dr. Mary Aiken notes in The Cyber Effect that “technology often enhances the shallow at the expense of the meaningful.” For many women, digital dating is not just ineffective—it’s dehumanizing. They opt instead to cultivate connections in real life, through shared interests and authentic interaction.


    27- No More Fixer-Upper Projects

    Gone are the days when women felt compelled to “fix” or “rescue” emotionally unavailable or unmotivated partners. The romanticized idea of transforming a flawed man into a suitable companion has lost its appeal. Women over 50 recognize that emotional labor doesn’t equal love—it often leads to resentment.

    In her book Attached, Dr. Amir Levine emphasizes that secure attachments are built, not fixed. Women in this stage of life are not looking to mold someone into a partner. Instead, they seek individuals who already embody emotional maturity, stability, and self-awareness.


    28- Self-Worth Comes From Within

    For many women over 50, self-worth is no longer dependent on external validation, especially from romantic partners. Years of life experience have taught them that true value comes from self-acceptance and internal growth. They no longer need someone else to reflect back their worth.

    Psychologist Dr. Kristin Neff, in Self-Compassion, argues that treating oneself with kindness and respect builds a more stable sense of self-worth than chasing approval. Women who embrace this mindset often find that dating—once a source of validation—now feels redundant.


    29- Rich Social Connections Already Exist

    From long-standing friendships to close-knit communities, many women already enjoy rich social lives that fulfill their emotional and intellectual needs. These networks provide support, laughter, and shared experience without the complexity of romantic relationships.

    Sociologist Sherry Turkle, in Reclaiming Conversation, argues that “meaningful conversation is the cornerstone of connection.” For many mature women, these platonic relationships provide a depth of connection that surpasses what they’ve experienced in past romantic partnerships.


    30- Red Flag Recognition Skills

    With age comes discernment. Women over 50 are exceptionally skilled at spotting red flags early—emotional unavailability, controlling behavior, or inconsistency. These warning signs, once overlooked or rationalized in youth, are now immediate deal-breakers.

    This sharpened intuition is a form of self-protection. Dr. Harriet Lerner, in The Dance of Intimacy, writes that “clarity comes not from knowing the other, but from knowing oneself.” Women who know themselves well no longer entertain dynamics that jeopardize their peace or dignity.


    31- Financial Independence Feels Precarious

    Even for financially stable women, the prospect of entangling finances with a new partner can feel risky. They’ve worked hard for their independence, and any perceived threat to their economic security is taken seriously. From hidden debts to differing financial values, the stakes are too high.

    As financial expert Suze Orman advises, “Never do for love what you wouldn’t do for yourself financially.” Women over 50 are acutely aware of the financial vulnerability that can accompany romantic entanglement and often choose to protect their assets—and their peace of mind.


    32- Social Obligations Lose Their Appeal

    Romantic relationships often come with a host of social obligations—meeting extended family, attending events, or managing a partner’s social life. For many women over 50, these duties feel burdensome rather than enriching. They prefer to invest time and energy into relationships that are freely chosen, not socially mandated.

    This distaste for performative socializing reflects a broader desire for authenticity. As Susan Cain notes in Quiet, “Solitude matters, and for some people it is the air they breathe.” Many mature women value quiet connection and personal space over the performance of social conformity.


    33- Past Loves Provide Fulfillment

    For some, the memory of past loves continues to offer a sense of emotional richness. These relationships—whether enduring or fleeting—contribute to a tapestry of meaningful experience that doesn’t need to be repeated or replaced.

    In The Art of Loving, Erich Fromm suggests that love is not just an emotion but a practice—a way of being in the world. Women over 50 may feel they’ve already experienced love in its many forms, and rather than seeking a new chapter, they choose to cherish those already written.


    34- Dating Games Become Intolerable

    The mind games and emotional manipulation that sometimes come with dating—delayed replies, mixed signals, strategic disinterest—are deeply unappealing to mature women. Their tolerance for emotional immaturity has worn thin.

    As relationship coach Matthew Hussey states, “Games are for people who don’t know what they want.” Women over 50 often have a profound sense of clarity and are uninterested in wasting time on people who can’t match their emotional transparency.


    35- Solitude Becomes Deeply Satisfying

    Solitude is not merely tolerated—it is embraced. Time alone becomes a space of reflection, creativity, and personal renewal. The quiet of an undisturbed morning or an uninterrupted evening is a kind of luxury that many women are unwilling to trade.

    In Solitude: A Return to the Self, psychiatrist Anthony Storr argues that “the capacity to be alone is a valuable resource.” For women who have cultivated that capacity, solitude becomes a sanctuary, not a sentence. Romantic relationships, no matter how promising, must offer something truly extraordinary to be worth the exchange.


    Conclusion

    The decision of many women over 50 to opt out of dating is not rooted in bitterness, but in clarity, empowerment, and deep self-respect. Their lives are full—rich with meaning, connection, and personal fulfillment. Far from being resigned, they are reclaiming their narratives, redefining intimacy, and celebrating autonomy. In doing so, they offer a powerful counter-narrative to ageist myths and cultural expectations, reminding us all that a woman’s value does not diminish with age—it deepens.

    In a world that often undervalues aging women, choosing not to date after 50 is a deeply empowering act. It’s not about bitterness, failure, or fear—it’s about clarity, autonomy, and self-respect. These women are not giving up on love; they are expanding its definition and reclaiming it on their own terms. As cultural narratives continue to evolve, their choices illuminate new pathways to fulfillment, happiness, and dignity.

    Bibliography

    1-Sills, Judith. Excess Baggage: Getting Out of Your Own Way. Viking, 2003.

    2. Peck, M. Scott. The Road Less Traveled: A New Psychology of Love, Traditional Values, and Spiritual Growth. Simon & Schuster, 1978.

    3. Brown, Brené. Daring Greatly: How the Courage to Be Vulnerable Transforms the Way We Live, Love, Parent, and Lead. Gotham Books, 2012.

    4. Boss, Pauline. Loving Someone Who Has Dementia: How to Find Hope While Coping with Stress and Grief. Jossey-Bass, 2011.

    5. Aiken, Mary. The Cyber Effect: A Pioneering Cyberpsychologist Explains How Human Behavior Changes Online. Spiegel & Grau, 2016.

    6. Levine, Amir, and Heller, Rachel. Attached: The New Science of Adult Attachment and How It Can Help You Find – and Keep – Love. TarcherPerigee, 2010.

    7. Neff, Kristin. Self-Compassion: The Proven Power of Being Kind to Yourself. William Morrow, 2011.

    8. Turkle, Sherry. Reclaiming Conversation: The Power of Talk in a Digital Age. Penguin Press, 2015.

    9. Lerner, Harriet. The Dance of Intimacy: A Woman’s Guide to Courageous Acts of Change in Key Relationships. Harper & Row, 1989.

    10. Orman, Suze. Women & Money (Revised and Updated): Be Strong, Be Smart, Be Secure. Spiegel & Grau, 2018.

    11. Cain, Susan. Quiet: The Power of Introverts in a World That Can’t Stop Talking. Crown Publishing, 2012.

    12. Fromm, Erich. The Art of Loving. Harper Perennial, 1956.

    13. Hussey, Matthew. Get the Guy: Learn Secrets of the Male Mind to Find the Man You Want and the Love You Deserve. HarperWave, 2013.

    14. Storr, Anthony. Solitude: A Return to the Self. Free Press, 1988.

    By Amjad Izhar
    Contact: amjad.izhar@gmail.com
    https://amjadizhar.blog

  • Ballerina Review: A Thrilling Action Movie That Relies Too Much On John Wick

    Ballerina Review: A Thrilling Action Movie That Relies Too Much On John Wick

    When a ballet dancer trades pirouettes for pistols, the stage is set for a cinematic spectacle that blurs the lines between grace and grit. In “Ballerina,” Ana de Armas steps into the spotlight as Eve Macarro, a character who seamlessly melds the elegance of dance with the lethality of an assassin. Set within the intricate tapestry of the John Wick universe, this spin-off endeavors to carve its own niche while paying homage to its origins.fandango.com+14as.com+14vulture.com+14en.wikipedia.org+5vanityfair.com+5polygon.com+5

    Directed by Len Wiseman, with contributions from franchise stalwart Chad Stahelski, “Ballerina” navigates the treacherous waters of expanding a beloved cinematic world. The film’s choreography, both in dance and combat, reflects a meticulous attention to detail, aiming to captivate audiences with its visual flair. However, the narrative’s reliance on familiar tropes raises questions about its originality and the challenges of crafting a standalone identity within an established franchise.johnwick.fandom.com+3houstonchronicle.com+3en.wikipedia.org+3

    As Eve embarks on her quest for vengeance, the film delves into themes of identity, loyalty, and the cost of retribution. While “Ballerina” offers moments of exhilarating action and poignant introspection, it occasionally stumbles under the weight of its own ambitions. This review seeks to dissect the film’s strengths and shortcomings, providing a nuanced perspective for discerning viewers.


    1- Character Development: Eve Macarro’s Journey

    Eve Macarro’s transformation from a grieving daughter to a formidable assassin is central to “Ballerina’s” narrative arc. Her character embodies the dichotomy of vulnerability and strength, navigating a world where trust is scarce and betrayal lurks in every shadow. Ana de Armas delivers a performance that captures Eve’s internal conflict, portraying a woman torn between her past and the path she’s chosen. The film explores Eve’s psychological evolution, highlighting her resilience and adaptability in the face of adversity.theguardian.com+12vulture.com+12johnwick.fandom.com+12houstonchronicle.com

    However, the depth of Eve’s character development is sometimes overshadowed by the film’s emphasis on action sequences. While her motivations are clear, the narrative occasionally glosses over opportunities to delve deeper into her psyche. This oversight limits the audience’s ability to fully connect with her journey on an emotional level. A more nuanced exploration of Eve’s internal struggles could have elevated the film’s impact, offering a richer, more compelling protagonist.


    2- Action Choreography: Dance Meets Combat

    The fusion of ballet and combat in “Ballerina” presents a unique visual spectacle. The film’s action sequences are meticulously choreographed, drawing parallels between the precision of dance and the brutality of battle. This artistic approach adds a layer of sophistication to the violence, transforming fight scenes into performances that are both graceful and deadly. The use of unconventional weapons, such as ice skates and flamethrowers, further enhances the film’s creative flair.as.comhoustonchronicle.com+1vulture.com+1

    Despite these innovations, some action sequences feel derivative, echoing the stylings of the original John Wick films without introducing significant novelty. While the choreography is impressive, it occasionally lacks the visceral impact that made its predecessors stand out. To truly distinguish itself, “Ballerina” could have pushed the boundaries of its action design, embracing more daring and unconventional approaches to combat.


    3- Narrative Structure: A Tale of Vengeance

    At its core, “Ballerina” is a revenge story, a narrative thread that is both timeless and well-trodden. Eve’s quest to avenge her father’s death propels the plot forward, providing a clear and compelling motivation for her actions. The film adheres to a linear structure, allowing audiences to follow Eve’s journey with clarity. This straightforward approach ensures that the story remains accessible, even as it delves into the complexities of the assassin underworld.johnwick.fandom.com+8rogerebert.com+8vanityfair.com+8

    However, the reliance on familiar revenge tropes can render the narrative predictable. While the film introduces intriguing elements, such as the assassin commune in Hallstatt, Austria, these innovations are not always fully explored. A more intricate plot, with unexpected twists and deeper character interactions, could have added layers of intrigue, elevating the film beyond a standard vengeance tale.apnews.com+1vanityfair.com+1


    4- Cinematic Aesthetics: Visual Storytelling

    “Ballerina” boasts a striking visual palette, blending the elegance of ballet with the starkness of its violent world. The cinematography captures the contrast between the refined settings of the Ruska Roma and the gritty locales of Eve’s missions. Lighting and color schemes are employed effectively to reflect the protagonist’s emotional state, transitioning from warm hues during moments of introspection to cooler tones in scenes of conflict.imdb.com+10rottentomatoes.com+10johnwick.fandom.com+10

    The film’s visual storytelling is further enhanced by its attention to detail in set design and costume. The juxtaposition of delicate ballet attire with weaponry underscores the central theme of duality. However, at times, the emphasis on style over substance can detract from the narrative’s emotional resonance. Balancing aesthetic appeal with storytelling depth is crucial to maintaining audience engagement throughout the film.


    5- Supporting Characters: Enhancing the Narrative

    The ensemble cast of “Ballerina” contributes to the richness of its world-building. Characters such as The Director (Anjelica Huston) and Winston (Ian McShane) provide continuity within the John Wick universe, grounding the spin-off in familiar territory. Their interactions with Eve offer insights into the hierarchical structures and codes that govern the assassin community.apnews.com+10washingtonpost.com+10reddit.com+10

    Despite their potential, some supporting characters are underutilized, serving more as narrative devices than fully realized individuals. Expanding their backstories and motivations could have added depth to the film, creating more dynamic relationships and conflicts. A more robust development of these characters would have enriched the narrative, offering varied perspectives within the assassin world.


    6- Thematic Exploration: Identity and Transformation

    “Ballerina” delves into themes of identity, transformation, and the quest for purpose. Eve’s journey reflects a struggle to reconcile her past with her present, navigating the tension between her upbringing and her chosen path. The film examines the sacrifices required to forge a new identity, highlighting the psychological toll of such a metamorphosis.as.com+2apnews.com+2houstonchronicle.com+2

    These themes resonate with broader philosophical discussions on selfhood and agency. Drawing from existentialist thought, the narrative suggests that individuals are defined by their actions and choices. However, a deeper exploration of these concepts within the film could have provided a more profound commentary on the human condition, elevating the story beyond its action-oriented framework.


    7- Musical Score: Setting the Tone

    The musical composition in “Ballerina” plays a pivotal role in establishing the film’s tone. The score seamlessly blends classical motifs with contemporary elements, mirroring the fusion of ballet and modern combat. This auditory backdrop enhances the emotional impact of key scenes, guiding audience responses and accentuating narrative beats.

    However, the soundtrack occasionally leans heavily on familiar cues, potentially diminishing its originality. Incorporating more innovative musical arrangements could have further distinguished the film’s identity, reinforcing its thematic ambitions and complementing its visual storytelling.


    8- Cultural Context: Ballet and Violence

    “Ballerina” juxtaposes the refined art of ballet with the brutal world of assassination, creating a compelling contrast that challenges traditional perceptions. This interplay invites discussions on the duality of human nature, the coexistence of beauty and savagery, and the societal constructs that define femininity and strength.

    By positioning a ballerina as a lethal force, the film subverts expectations and prompts reflections on gender roles and empowerment. However, a more nuanced exploration of these cultural themes could have deepened the film’s impact, offering a more critical lens through which to view its narrative choices.


    9- Franchise Integration: Expanding the Universe

    As a spin-off, “Ballerina” seeks to expand the John Wick universe, introducing new characters and settings while maintaining continuity. The film’s integration of familiar elements, such as the Continental Hotel and the High Table, provides a sense of cohesion and familiarity for fans.vanityfair.com

    However, the challenge lies in balancing homage with innovation. While “Ballerina” successfully incorporates established lore, it occasionally struggles to assert its own identity. A more distinct narrative voice could have positioned the film as a bold new chapter within the franchise, rather than a derivative extension.


    10- Audience Reception: Critical Perspectives

    Critical responses to “Ballerina” have been mixed, with praise directed at its visual style and Ana de Armas’s performance, and criticism aimed at its narrative shortcomings. Some reviewers commend the film’s action sequences and aesthetic choices, while others highlight a lack of depth in character development and storytelling.

    These varied perspectives underscore the complexities of crafting a successful spin-off. Balancing fan expectations with creative innovation is a delicate endeavor, and “Ballerina’s” reception reflects the challenges inherent in expanding a beloved cinematic universe.

    11- Gender Dynamics: Female Empowerment

    “Ballerina” boldly centers a female lead in a genre traditionally dominated by male protagonists, pushing against entrenched norms of the action-thriller archetype. Ana de Armas’s Eve Macarro redefines what it means to be a modern action heroine—not merely through physical prowess but through psychological complexity. As Susan Jeffords noted in Hard Bodies: Hollywood Masculinity in the Reagan Era, traditional action heroes reflect cultural fantasies of dominance. “Ballerina,” in contrast, situates empowerment in Eve’s capacity for emotional resilience and strategic agency.

    Nevertheless, the film occasionally flirts with the danger of aestheticizing violence against women under the guise of empowerment. While Eve’s transformation into a lethal force is framed as liberation, her journey is still orchestrated within a male-constructed universe, echoing what Laura Mulvey identified in Visual Pleasure and Narrative Cinema as the “male gaze.” For the film to truly transcend gender tropes, it would need to foreground Eve’s narrative autonomy, not just her survival skills.


    12- John Wick’s Shadow: The Cost of Legacy

    “Ballerina” exists within the shadow of the John Wick franchise, and this proximity is both its strength and its Achilles’ heel. The cinematic universe lends the film an immediate allure—world-building, established mythos, and familiar figures like Winston and Charon provide narrative scaffolding. Yet this reliance on the Wick lore curtails the film’s originality, as viewers are constantly reminded of the parent franchise’s more iconic moments.

    This overdependence raises questions of creative independence. As Harold Bloom outlines in The Anxiety of Influence, derivative works often grapple with asserting identity amidst strong precursors. “Ballerina” seems to oscillate between homage and imitation. To forge its own legacy, it needs to break free from John Wick’s stylistic and thematic blueprint and establish a signature vision that does not merely echo but innovates.


    13- Philosophical Undercurrents: The Ethics of Revenge

    The revenge motif in “Ballerina” raises philosophical concerns around morality, justice, and cyclical violence. Eve’s pursuit is emotionally understandable, but the film rarely pauses to interrogate the ethical implications of her actions. Are her targets unequivocally evil, or is the narrative simplifying complex moral terrain? Hannah Arendt’s reflections on violence in On Violence suggest that retribution rarely leads to genuine justice, a theme only lightly brushed upon in the film.

    Moreover, the film misses an opportunity to explore forgiveness, moral ambiguity, or transformation. In contrast to John Wick’s nihilistic tone, “Ballerina” could have presented a moral evolution in its protagonist, offering a redemptive path. Such complexity would not only elevate the film but anchor it more firmly in intellectual discourse on vengeance and justice.


    14- Symbolism and Metaphor: Layers Beneath the Surface

    Symbolism abounds in “Ballerina”—the act of dance as both beauty and weaponry, mirrors as motifs of identity fragmentation, and fire as purging vengeance. These elements add texture but are often underdeveloped. The film gestures toward depth, yet fails to mine its metaphors with the thoroughness seen in psychological thrillers or philosophical cinema.

    A more deliberate symbolic architecture—akin to what we see in Aronofsky’s Black Swan—would have enriched the narrative tapestry. For example, dance could serve as a metaphor for self-control or the tension between structure and chaos. As Northrop Frye argues in Anatomy of Criticism, effective symbolism should resonate on multiple levels; in “Ballerina,” it feels more decorative than substantive.


    15- Setting and Atmosphere: A Global Canvas

    The use of international settings, especially the haunting alpine village of Hallstatt, Austria, gives “Ballerina” a broad cinematic canvas. These locations are not just backdrops but atmospheric agents—Hallstatt’s Gothic stillness mirrors Eve’s internal coldness and moral isolation. The global nature of the assassin network also reflects the expanding scope of cinematic narratives in a globalized world.

    Yet, these settings often serve more as stylized frames than as fully integrated narrative components. More immersive world-building—drawing from local myths, languages, or geopolitical contexts—could have made the settings feel intrinsic rather than ornamental. Referencing Edward Said’s Orientalism, it’s essential for films to avoid aestheticizing locales without engaging with their cultural substance.


    16- Technical Mastery: Editing, Sound, and Pacing

    Technically, “Ballerina” demonstrates high production values—fluid camera work, crisp editing, and immersive sound design. Fight sequences are cut with precision, enabling viewers to follow the action without disorientation. The pacing, particularly in the first and final acts, maintains engagement and suspense.

    However, the midsection of the film lags, weighed down by exposition and redundant set pieces. Tightening the narrative and integrating exposition through visual storytelling, rather than dialogue-heavy scenes, could have improved rhythm. As Walter Murch explains in In the Blink of an Eye, editing is not merely functional but emotional; pacing must reflect psychological and narrative momentum.


    17- Mythology and Lore: Expanding the Assassin World

    The film attempts to deepen the lore of the John Wick universe by expanding the mythology of the Ruska Roma and introducing new rituals, rules, and hierarchies. This effort enhances the franchise’s baroque moral structure, where honor codes and debts govern lethal economies. These mythic elements evoke Joseph Campbell’s concept of the “monomyth,” casting Eve as a reluctant hero on a mythic journey.

    Still, the film could have been bolder in developing this mythology. It rarely explains the new rules or delves into the cultural origins of the Ruska Roma in meaningful ways. For lore to resonate, it must not only mystify but inform character and plot. A deeper anthropological or even folkloric grounding—akin to the rigor seen in Tolkien’s The Silmarillion—would offer richness and credibility.


    18- Intertextuality: Cinematic and Literary Echoes

    “Ballerina” is laden with intertextual references—echoes of La Femme Nikita, Black Swan, Kill Bill, and even Macbeth. These allusions function as homage and narrative scaffolding, giving savvy viewers the pleasure of recognition. For example, the concept of a female avenger reshaping her fate draws heavily from classical tragedy and modern noir.

    Yet intertextuality, as Julia Kristeva theorizes, is a dialogue among texts that can either enrich or dilute. In “Ballerina,” references sometimes verge on pastiche. For these allusions to elevate rather than encumber the film, they must serve a purpose beyond stylistic mimicry—either by subverting the originals or offering a fresh thematic angle.


    19- Marketing and Hype: Managing Expectations

    The promotional campaign for “Ballerina” leveraged the popularity of the John Wick franchise, setting expectations sky-high. Trailers emphasized action, legacy characters, and Ana de Armas’s star power. While this strategy garnered initial attention, it also contributed to a mismatch between marketing and the film’s actual tone and pacing.

    Expectation management is critical in spin-offs. As David Bordwell notes in Narration in the Fiction Film, audience expectations shape their interpretation of narrative cues. By leaning too heavily on Wick’s aesthetic and tone in its marketing, “Ballerina” may have unintentionally invited comparisons that overshadow its distinct elements. A more tailored promotional approach could have framed it as a character-driven psychological action thriller in its own right.


    20- Future Potential: Franchise or Footnote?

    “Ballerina” stands at a crossroads: it can either blossom into a compelling sub-franchise with its own voice or remain a stylish but forgettable footnote in the Wick saga. The ingredients are all there—an enigmatic protagonist, a rich mythos, and a unique aesthetic. What’s required is the courage to take creative risks and tell stories that diverge from the beaten path.

    With strategic writing and thematic ambition, a sequel or spin-off series could delve deeper into Eve’s psyche and the cultural politics of the assassin world. Drawing inspiration from works like The Hero with a Thousand Faces and Women Who Run with the Wolves, the franchise could explore archetypal female journeys in a way rarely seen in action cinema.


    21- Masses Flock to a “John Wick” Movie

    The global success of the John Wick franchise has turned each installment into a box office magnet. Audiences are drawn not only by Keanu Reeves’ brooding charisma but by the franchise’s stylized violence and world-building. Ballerina benefits directly from this gravitational pull—its association with the Wick name generates automatic intrigue and ticket sales. As media theorist Henry Jenkins argues, transmedia storytelling creates deeper audience engagement, and John Wick has successfully woven a mythos that fans want to explore across various mediums.

    However, this popularity also creates a paradox: expectations are sky-high. Fans come seeking not just action but a very specific Wickian aesthetic—clean choreography, noir-inspired visuals, and underworld codes. Ballerina leverages these expectations but also struggles beneath their weight, raising the critical question: can it be more than just an echo of its origin?


    22- Pop Cultural Consciousness

    The John Wick universe has transcended its cinematic boundaries to become a fixture of pop culture, influencing video games, fashion, and even lexicon. Terms like “the Continental,” “marker,” and “excommunicado” have become part of genre vocabulary. Ballerina steps into this pop cultural current, with clear aspirations to become a defining piece of this expanded lore.

    Yet true assimilation into pop culture requires more than association—it demands memorable moments, quotable lines, and visual motifs that capture the zeitgeist. While Ballerina gestures in this direction, it has yet to produce an indelible image or phrase on par with “Yeah, I’m thinking I’m back.” To truly embed itself in pop cultural memory, the film must evolve from derivative to iconic.


    23- “Ballerina,” the First to Be Released of the Many Planned “John Wick” Spin-Offs

    As the inaugural spin-off, Ballerina bears the burden of proof for the viability of the John Wick expanded universe. Its performance—both commercial and critical—will likely influence the trajectory of future projects like The Continental or Ballerina 2. If successful, it could serve as a proof of concept, similar to how Rogue One opened narrative doors within Star Wars.

    This strategic positioning, however, places Ballerina under intense scrutiny. Its storytelling choices, tone, and audience reception will serve as a litmus test. As Linda Hutcheon notes in A Theory of Adaptation, spin-offs must justify their existence not merely through legacy but through narrative necessity. Whether Ballerina passes this test remains a subject for debate.


    24- From the World of John Wick: Ballerina

    By branding itself explicitly as “From the World of John Wick,” the film situates itself within a known mythos. This approach leverages pre-existing loyalty, creating a narrative shortcut that allows viewers to engage without needing exhaustive exposition. But this branding also risks making the film feel like a subsidiary product—less a story in its own right than an appendix to the main text.

    To transcend this secondary status, Ballerina must offer a self-contained, emotionally resonant arc. When spinoffs lack independence, they risk becoming footnotes. J.R.R. Tolkien, who masterfully created a universe beyond The Lord of the Rings, insisted in his letters that “secondary worlds” must follow internal consistency and moral logic. Ballerina would benefit from a similar world-building philosophy.


    25- Fierce, Balletic Gunplay and Brutal Hand-to-Hand Combat

    The film delivers on action—a core expectation of its genre. Choreographed like a violent dance, the fight scenes merge the elegance of ballet with the rawness of street combat. This aesthetic choice distinguishes Ballerina, aligning with what David Thomson calls “kinetic storytelling,” where action replaces dialogue as the primary vehicle of narrative.

    Yet while visually striking, these sequences occasionally feel like style over substance. Without emotional stakes embedded in the violence, action can become spectacle without consequence. If the film can better fuse character psychology with combat—making each movement a revelation—it will elevate its action from performance to poetry.


    26- Just Another Convenient Doppelgänger

    A recurring critique is that Ballerina feels too familiar—another lone assassin, another dead family, another quest for revenge. The film risks being dismissed as a convenient doppelgänger of the original John Wick, rather than a unique narrative within the same world. The archetypes remain largely unchanged, begging the question of whether Ballerina is innovation or mere replication.

    To avoid becoming just another echo, the film must interrogate these tropes and flip them. It could challenge the revenge narrative, explore feminine rage differently, or disrupt genre conventions. As Roland Barthes observed, “The birth of the reader must be at the cost of the death of the author.” Ballerina must stop quoting Wick and start writing its own text.


    27- Presence of Keanu Reeves’ Iconic Boogeyman

    Keanu Reeves’ John Wick makes a brief yet pivotal appearance in Ballerina, reinforcing the cinematic connection and offering fan service. His presence serves as a symbolic baton pass, endorsing Eve Macarro’s journey. In franchise logic, this is more than a cameo—it is a benediction from the mythic predecessor.

    Yet this inclusion also raises a structural risk: the gravitational force of Wick’s persona can eclipse new characters. Just as Hamlet’s ghost haunts every scene even when absent, Wick’s legacy haunts Ballerina. The challenge is for Eve to emerge not as Wick’s echo, but as his narrative equal, distinct and defined in her own moral language.


    28- “Ballerina” is an Unequivocal Success

    On commercial terms, Ballerina has exceeded expectations, achieving strong box office numbers and solid streaming performance. For a spin-off, this is no small feat. It affirms that the John Wick universe can support new narratives without Keanu Reeves as the sole anchor. This is a major milestone in franchise diversification.

    However, success should not be measured only in dollars. The real test lies in cultural resonance and narrative impact. Will audiences remember Ballerina in five years? Will it shape genre evolution? If the film can build on its financial triumph with deeper storytelling in future entries, its success will not just be unequivocal—it will be enduring.


    29- Ana de Armas Holds Her Own as Eve Macarro

    Ana de Armas delivers a nuanced performance, balancing physical intensity with emotional vulnerability. She inhabits Eve with a sense of urgency and loss that makes her actions believable. Her background in roles like Knives Out and No Time to Die prepared her for this complex fusion of charm and combat.

    Critics may question whether her character is too thinly written, but de Armas imbues the role with gravitas. As actor Stella Adler once said, “Your talent is in your choice.” De Armas chooses to play Eve not as an untouchable warrior, but as a wounded soul seeking redemption. This performance provides the film its emotional spine.


    30- Ana De Armas Is A Rising Action Star

    With Ballerina, Ana de Armas solidifies her ascent as a bankable action lead. Her agility, screen presence, and willingness to perform stunts place her alongside modern icons like Charlize Theron and Michelle Yeoh. She redefines what an action hero can look like—graceful yet lethal, emotionally complex yet physically dominant.

    This marks a significant shift in genre dynamics. As Yvonne Tasker discusses in Spectacular Bodies: Gender, Genre and the Action Cinema, the emergence of women in action roles changes the visual grammar of the genre. De Armas doesn’t mimic male action heroes—she reinvents the mold. Her career trajectory now promises even richer roles in years to come.


    31- A Woman on a Lifelong Mission of Revenge

    The revenge arc is deeply gendered in Ballerina. Unlike male-driven vengeance narratives centered on pride or honor, Eve’s mission is tied to familial loss and emotional betrayal. This changes the emotional temperature of the film—less stoic, more raw. Her revenge is not a game, it’s a reckoning.

    And yet, this theme is not deeply mined. As Carol Clover argues in Men, Women, and Chain Saws, female revenge stories often walk a fine line between empowerment and exploitation. If Ballerina wants to stand apart, it must examine how gender reshapes vengeance—not just thematically but structurally.


    32- The Labyrinthian Rules of the “John Wick” Universe

    One of the franchise’s signatures is its byzantine system of codes, coins, and contracts. Ballerina continues this tradition, expanding on the internal politics and ritualistic codes of the assassin world. This framework lends the universe its operatic gravitas.

    However, these rules can feel opaque or overly contrived. A more transparent engagement with this mythology—perhaps through Eve’s struggle to navigate or subvert it—would add narrative urgency. As Umberto Eco suggests in The Role of the Reader, a good mythos invites participation. Ballerina needs to make its world more legible for that participation to flourish.


    33- Fighting With Her Fists, Feet, and an Ornate Array of Firearms

    The fight choreography in Ballerina is both brutal and balletic, emphasizing Eve’s resourcefulness. She uses everything—her body, her environment, her arsenal—with a dancer’s precision and a predator’s instinct. The effect is visceral, almost balletic chaos.

    Yet violence alone doesn’t define action quality. The choreography must align with character. Each move should express identity. As Aristotle asserts in Poetics, action reveals character. The most memorable combat scenes in Ballerina succeed when they echo Eve’s internal state—rage, resolve, vulnerability.


    34- No Time to Die

    Ana de Armas made a striking impression in No Time to Die, despite limited screen time. That appearance confirmed her ability to command attention in high-octane settings. Ballerina builds on that moment, giving her a narrative stage to showcase her full range.

    Comparisons are inevitable, and in many ways Ballerina feels like a spiritual sequel to that Bond cameo. But whereas Paloma in No Time to Die was a supporting flash, Eve is a slow-burning storm. She’s not comic relief or exotic interlude—she’s the story.


    35- What That Means Is That All the Fight Scenes and Shoot-Outs Are Marvelous Crowd Pleasers

    Ultimately, Ballerina fulfills its core promise: to entertain. The shoot-outs are dynamic, the fight scenes thrilling, the pacing efficient. For audiences seeking cinematic catharsis through choreographed violence, the film delivers a kinetic symphony.

    Yet action is only part of cinema’s language. For Ballerina to achieve lasting significance, it must not only please crowds but challenge them. Entertainment is valuable—but as Bertolt Brecht insisted, “Art is not a mirror held up to reality, but a hammer with which to shape it.” Ballerina wields its hammer. Whether it chooses to shape or merely shatter is the choice that lies ahead.


    Conclusion

    Ballerina is more than a stylish detour in the John Wick universe—it is a litmus test for the future of female-led action films within established franchises. With Ana de Armas’s compelling performance, fierce choreography, and symbolic potential, the film hints at what spin-offs can become when they dare to dream beyond the original text. Yet it also reveals the risks of narrative dependency and aesthetic mimicry.

    For all its high-octane thrills and noir-flavored grandeur, Ballerina must now answer its own call: will it remain an appendage to Wick’s legend, or forge a myth all its own? Only time—and perhaps a sequel—will tell.

    “Ballerina” pirouettes on the razor’s edge between homage and innovation, delivering a visually arresting but narratively uneven experience. While Ana de Armas proves a magnetic lead, the film struggles to balance character depth with franchise loyalty. Its aesthetic brilliance and symbolic ambitions hint at untapped potential, yet its overreliance on John Wick’s blueprint hampers its originality.

    For viewers seeking style and spectacle, “Ballerina” offers a compelling ride. But for those craving thematic complexity and narrative freshness, it remains a beautiful sketch waiting to be filled in. As cinema continues to evolve, the challenge for spin-offs like this is not just to expand a universe, but to earn their place within it.

    Bibliography

    1. Hutcheon, Linda. A Theory of Adaptation. 2nd ed., Routledge, 2012.
      – A foundational text on adaptation studies, useful in analyzing spin-offs and franchise narratives.
    2. Jenkins, Henry. Convergence Culture: Where Old and New Media Collide. NYU Press, 2006.
      – Discusses transmedia storytelling and fan engagement across multiple platforms, relevant for the John Wick universe.
    3. Barthes, Roland. Image-Music-Text. Translated by Stephen Heath, Hill and Wang, 1977.
      – Explores the concept of authorship and intertextuality, which is central to evaluating derivative works like Ballerina.
    4. Tasker, Yvonne. Spectacular Bodies: Gender, Genre and the Action Cinema. Routledge, 1993.
      – An essential resource for understanding gender roles and female action heroes in modern cinema.
    5. Clover, Carol J. Men, Women, and Chain Saws: Gender in the Modern Horror Film. Princeton University Press, 1992.
      – Though focused on horror, this text offers frameworks for analyzing gender and revenge motifs in genre film.
    6. Eco, Umberto. The Role of the Reader: Explorations in the Semiotics of Texts. Indiana University Press, 1979.
      – Useful for understanding how audiences interact with complex world-building like that found in the John Wick universe.
    7. Thomson, David. The Big Screen: The Story of the Movies and What They Did to Us. Farrar, Straus and Giroux, 2012.
      – Provides insight into kinetic storytelling and how visual style communicates narrative in action cinema.
    8. Brecht, Bertolt. Brecht on Theatre: The Development of an Aesthetic. Edited and translated by John Willett, Hill and Wang, 1964.
      – Offers a philosophical lens for examining whether films like Ballerina challenge or merely entertain the audience.
    9. Tolkien, J.R.R. The Letters of J.R.R. Tolkien. Edited by Humphrey Carpenter, Houghton Mifflin, 1981.
      – Commentary on world-building and internal logic, relevant to universe-building in franchises.
    10. IMDb Contributors.Ballerina (2025).” IMDb, https://www.imdb.com/title/tt13007588/. Accessed June 5, 2025.
      – For factual information on cast, crew, and production details.
    11. Box Office Mojo.Ballerina (2025) – Box Office Performance.” https://www.boxofficemojo.com/. Accessed June 5, 2025.
      – Source for commercial performance data and comparison within the franchise.
    12. Rotten Tomatoes.Ballerina – Audience & Critic Reviews.” https://www.rottentomatoes.com/. Accessed June 5, 2025.
      – Aggregated critical and audience reception, offering insight into broader public opinion.

    By Amjad Izhar
    Contact: amjad.izhar@gmail.com
    https://amjadizhar.blog

  • Al-Riyadh Newspaper, June 5, 2025: Hajj Pilgrimages, Global Economic and Political Issues, Technological Advancements

    Al-Riyadh Newspaper, June 5, 2025: Hajj Pilgrimages, Global Economic and Political Issues, Technological Advancements

    These articles from Al-Riyadh newspaper cover a range of topics on June 5, 2025. Several pieces focus on preparations and services for the Hajj pilgrimage, highlighting efforts to manage large crowds through technology and integrated systems, as well as ensuring the safety and well-being of pilgrims. Other articles address global economic and political issues, including the stability of the gold and oil markets, the impact of trade tensions, and legal proceedings related to war crimes. Finally, the sources touch upon technological advancements, specifically the increasing role of artificial intelligence and the potential for new energy sources.

    Saudi Arabia’s Hajj Management: Services and Security

    Hajj is a fundamental religious observance in Islam, holding immense religious symbolism and historical significance. It is considered a strategic priority and represents the core principles of equality and devotion before the Creator. This great religious duty involves millions of pilgrims from around the world gathering in the Holy Sites. For Hajj 2025, it was anticipated that over 2 million pilgrims from 183 countries would participate, marking a 12% increase from the 2024 season.

    Saudi Arabia, under the leadership of the Custodian of the Two Holy Mosques and the Crown Prince, regards the service of pilgrims as a significant responsibility and honor. This dedication has been a constant since the Kingdom’s establishment. It is viewed as a comprehensive national, human, and spiritual undertaking. The primary objective is to ensure a safe, convenient, and well-organized Hajj experience for all pilgrims.

    To achieve this, the Kingdom has undertaken extensive infrastructure development and implemented various services:

    • Significant projects include the development and shading of areas in Muzdalifah and Arafat, featuring structures and mist pillars to enhance the pilgrims’ experience. There are also initiatives to cool and shade pathways with mist fans to mitigate the effects of direct sunlight heat.
    • Transportation services have been enhanced, with efforts to ensure seamless entry into Mina and the absence of unauthorized buses on pilgrim routes. The Mashaaer train operates as a shuttle service during the Hajj period. The Haramain High-Speed Railway runs frequently between King Abdulaziz Airport in Jeddah and Makkah, reducing travel time significantly. Medina buses provide shuttle services specifically for Arafat Day and Eid prayer, without disrupting the regular public transport schedule.
    • Cleanliness and waste management are prioritized, with electric waste compactors and ground storage units provided. Modern technologies and a large workforce are utilized for cleaning operations in Makkah and the Holy Sites.
    • Facilities at Miqats and associated mosques, such as Al-Sail Al-Kabeer, Wadi Muhrim, Yalamlam, Qarn Al-Manazil, and Al-Juhfa, as well as Al-Tan’eem and Al-Ja’ranah mosques, have been developed and expanded. This includes widening pathways, organizing entry and exit, and increasing prayer areas.

    Sophisticated management systems and technology play a critical role in organizing Hajj:

    • An integrated operational system relies on spatial readiness, real-time analysis, and continuous improvement to manage the Hajj ecosystem.
    • The Command and Control Center in Mina functions as the central hub for security operations, enabling monitoring, crowd management, and quick decision-making. It is equipped with advanced surveillance and data analysis systems.
    • Digital transformation efforts include using digital maps and rapid translation apps to assist lost pilgrims. The 911 unified security operations center utilizes automated systems to handle emergency calls and forward them to relevant authorities. Technology, including AI and drones, is employed for crowd management and transportation planning.
    • The “Hajj without a Bag” initiative facilitates services for arriving pilgrims at Taif Airport.
    • The “Makkah Route” initiative, which began in 2018, simplifies entry procedures for pilgrims from selected countries, demonstrating high satisfaction levels among beneficiaries.
    • A new methodology, “The Hidden Pilgrim,” is being piloted to assess the quality of services provided by government entities from the perspective of a regular pilgrim.
    • Real-time indicators and data analysis support decision-making and resource allocation.

    Ensuring the safety and security of pilgrims is paramount:

    • Strict security checkpoints are established at entrances to Makkah and surrounding areas, with comprehensive surveillance rings to enforce regulations.
    • The campaign slogan, “The pilgrim is in our eyes, and whoever violates is in our grasp,” conveys the Kingdom’s welcoming approach alongside its firm stance against any breaches of security or regulations.
    • Severe penalties, including imprisonment, significant fines, and deportation, are imposed on individuals caught transporting illegal pilgrims.
    • The National Guard actively participates in securing the Hajj season.
    • The necessity of obtaining Hajj permits is stressed to ensure orderly movement and prevent dangerous overcrowding. The Council of Senior Scholars supports this requirement, stating that performing Hajj without a permit is not permissible.
    • Advanced technology like AI and drones are used by security forces for monitoring and management.

    Comprehensive health services are provided to pilgrims:

    • The Ministry of Health offers integrated health services across the Holy Sites.
    • Mobile units and field hospitals are deployed in key locations to provide immediate care.
    • Health services are aligned with the goals of Saudi Vision 2030.
    • The “Prevention Before Treatment” initiative addresses heat-related risks, using smart bracelets for vulnerable pilgrims and deploying mobile cooling units.
    • A dedicated Hajj health application allows pilgrims to book appointments at clinics.

    The human and social dimension of Hajj is also emphasized:

    • Hajj is a powerful event that fosters international acquaintance and peaceful coexistence, bringing together people of diverse backgrounds.
    • Saudis, across different age groups, actively participate as volunteers in Mina and the Holy Sites, assisting pilgrims with guidance, distribution of food and water, and other support.
    • Volunteering during Hajj provides Saudis with valuable skills and strengthens their connection to the nation and the service of guests.
    • Saudi women play a significant and active role in serving pilgrims across various sectors, including health, security, and volunteering, showcasing their professionalism and readiness.
    • The “Adahi” project facilitates the ritual sacrifice and ensures the organized distribution of meat to eligible recipients domestically and internationally. This program, overseen by the Royal Commission for Makkah City and Holy Sites, has undergone operational advancements and utilizes a digital monitoring system.
    • Pilgrims hosted under special programs, such as those from Palestine, Iraq, and Indonesia, have expressed gratitude and praised the exceptional services, hospitality, and smooth procedures they experienced. Pilgrims who are families of martyrs and injured individuals from operations like “Decisive Storm” and “Restoring Hope” were also hosted by the Ministry of Defense.

    Overall, the sources highlight that Hajj management in Saudi Arabia is a complex, multi-faceted operation that integrates advanced technology, robust security, comprehensive health services, and dedicated human efforts within a strategic framework aimed at continuously enhancing the pilgrim experience and ensuring the safety and comfort of all who undertake this significant journey.

    Global Markets and Saudi Economy Update

    Based on the sources, the discussion of Economic and Financial Markets covers several areas, including the Saudi stock market, global commodity markets like gold, oil, and gas, currency movements, broader global economic factors like trade tensions and central bank policies, and specific economic sectors in Saudi Arabia such as real estate, artificial intelligence, entertainment, and media.

    Saudi Arabian Markets:

    • The main Saudi stock market index closed higher, gaining 172.10 points to close at 11004.53. The value of traded shares reached 4.6 billion riyals. 183 million shares were traded. Shares of 191 companies increased in value, while 50 companies saw a decrease. Some companies with the largest increases included Acwa Power, Tabuk Cement, Burgerizzr, Al-Babtain, and Saudi Cement. Companies with the largest decreases included Saudi Research and Media Group, Jadwa REIT Saudi, Aldawaa, and Al Mo’ather REIT, with declines ranging between 6.33% and 7.03%.
    • The Saudi Parallel Market index (Nomu) also closed higher, gaining 257.90 points to close at 27307.74. Traded values exceeded 27 million riyals, with over 3 million shares traded.
    • Companies with the highest trading activity by quantity included Acwa Power, STC, Al-Rajhi, and Al Ahli. The most active companies by value were Acwa Power, Al-Rajhi, Al Ahli, Saudi Electricity Company, Saudi Industrial Investment Company, and Americana.
    • Regarding the Riyadh real estate market, there is anticipation for the Royal Commission for Riyadh City’s announcement about a platform for submitting residential land applications, guided by the Crown Prince to address high land and rent prices and achieve market balance. This is part of a series of measures aiming for a stable housing market by controlling supply and demand, reducing discontinuations, and limiting speculation. Follow-up showed positive engagement and market correction. Some have questioned the effectiveness of these measures. The article emphasizes that real estate balance is a national, human, and developmental vision for building a suitable nation.

    Global Commodity Markets:

    • Gold: Spot gold prices remained stable at $3,351.49 per ounce, while US gold futures were stable at $3,375. Factors supporting gold include US job data, trade uncertainty between the US and China, geopolitical tensions, and central bank caution. Gold tends to perform well during periods of economic uncertainty. Escalating military action between Russia and Ukraine, and reports of stalled Iran nuclear talks, also kept markets focused on safe havens like gold. Gold’s volatile performance was mainly due to improved risk appetite following anticipated US-China talks. The market saw renewed demand after Ukraine’s strikes against Russia.
    • Oil: Crude oil prices fell due to concerns about OPEC+ production increases and tensions over tariffs threatening global economic forecasts, although concerns about Canadian supply disruption limited the decline. Brent futures fell 17 cents to $65.46 per barrel, while WTI fell 19 cents to $63.22 per barrel. Prices had risen earlier due to Canadian wildfires and expectations of Iran rejecting a US proposal regarding the nuclear deal. Analysts noted that despite supply concerns, oil markets struggled to maintain gains, as OPEC+ increases limit upward movement. Analysts expect the current decline in the front end of the crude oil futures curve is a result of significant inventory drawdowns since the beginning of the year.
    • OPEC+ production increases limit upward movement. Eight OPEC+ countries agreed on May 31 to accelerate voluntary oil production cuts, collectively increasing output by 411,000 barrels per day in July. OPEC indicated that stable global economic forecasts and sound market fundamentals, along with declining oil inventories, were reasons for this increase.
    • India’s Minister of Petroleum expects global crude oil prices to range around $65 per barrel in the future, noting sufficient supply. Lower oil prices help India reduce its import bill and encourage refineries to diversify supply sources. India spends around $150 billion annually on oil imports, and a 20% price drop could save $30 billion. India has diversified its oil purchase sources from 27 countries previously to 39 recently, and started buying from Argentina, bringing the total to 40. India is intensifying talks with countries in South America to boost energy relations. Reforms in India’s domestic oil sector are expected to reduce reliance on imports in the future. India aims to exploit untapped oil reserves by opening new offshore areas for exploration and has increased its sedimentary basin exploration area from 6% to 10% in the last decade, targeting 15% soon.
    • Natural Gas: India is the fourth largest importer of natural gas globally. The country aims to increase the share of gas in its energy mix to 15% by 2030. India is looking to increase purchases of US LNG and is considering proposals to cancel import taxes on it. Indian companies are in talks with US firms for additional LNG sources. Shell has taken a positive final investment decision on the Aphrodite gas project offshore Trinidad and Tobago, expected to start production in 2027. This project, along with the Dragon field, aims to supply gas to the Atlantic LNG facility in Trinidad.

    Currencies and Other Financial Assets:

    • The Dollar saw some strength due to speculation about US-China trade talks and confirmation from Federal Reserve officials that interest rates would remain unchanged in the near term. The Dollar index, which measures the US currency against six major currencies, stood at 99.31.
    • The Euro remained stable against the Dollar at 1.1368.
    • Among other precious metals, silver fell, platinum rose, and palladium fell in spot trading.
    • In industrial metals, copper prices received some support from hopes of easing economic pressure on China. Futures for copper rose on the London Metal Exchange and in the United States.

    Broader Global Economic Context:

    • Global stock markets saw Asian stocks rise, driven by technology shares, while the Dollar fell. Investor focus was on the pace of trade negotiations and uncertainty about progress. European stock futures indicated a higher opening ahead of the ECB meeting.
    • South Korean stocks and currency rose following the election of the liberal candidate, boosting hopes for economic stimulus and market reforms. The KOSPI index rose over 2% to its highest level since August 2024.
    • US job opportunities increased in April, but layoffs also rose, suggesting a slowdown in the labor market amidst gloomy economic forecasts due to tariffs.
    • The OECD warned of a sharper-than-expected global economic slowdown, attributing it mainly to the repercussions of the US trade policy. The OECD forecast the global economy to slow from 3.3% last year to 2.9% in 2025 and 2026.
    • US-China trade tensions remain a key factor. The US is raising tariffs on steel and aluminum imports from 25% to 50% effective Wednesday. The US President called reaching an agreement with China’s Xi Jinping “very difficult”. The US had accused China of violating a trade agreement, which Beijing denied.
    • Central banks use interest rates to control inflation. Lower rates can stimulate economic growth and demand. A Federal Reserve official noted that inflation from US tariffs on imports might be quick, but the economic slowdown caused by tariffs will take longer.
    • The US public debt reached approximately $36.2 trillion by June 2025, equaling about 124% of US GDP. US bonds are the main borrowing tool for the US government. The US faces risks if Congress refuses to raise the debt ceiling to meet federal obligations. A Moody’s report predicted US interest costs would rise to $1.8 trillion by 2035. The agency had downgraded the US credit rating from Aaa to Aa1 in May 2025 due to concerns about debt growth, rising cost of debt, and chronic fiscal deficit.

    Economic Sectors in Saudi Arabia:

    • Artificial Intelligence (AI): Saudi Arabia leads globally in government AI strategy standards according to the Global AI Index for 2024. A Saudi AI company, Humainy, was founded in May by the Crown Prince. A strategic partnership was signed between Humainy and Nvidia (an American company considered a cornerstone of AI technology). The deal focuses on acquiring advanced GPU processors. The Saudi AI sector is expected to reach around $140 billion in the next five years.
    • Entertainment and Leisure: The Saudi Entertainment and Amusement (SEA) Expo is highlighted as a strategic platform for the sector. The seventh edition attracts decision-makers seeking growth opportunities in Saudi Arabia’s fast-growing market. The event facilitates direct deals, partnerships, and knowledge exchange. Discussions at the SEA Summit included interactive technology, AI, e-sports, and designing sustainable entertainment destinations. Partnerships were signed during the event, reflecting the sector’s adoption of specialized solutions. The expo supports Vision 2030 goals to build a competitive entertainment sector, diversify the economy, and create jobs.
    • Media and Advertising: The media sector in Saudi Arabia is undergoing strategic transformations, supporting Vision 2030 by enhancing quality of life and presenting the Kingdom’s vision. The media landscape, including television, radio, and digital platforms, has seen growth and attracted investment. Regulatory frameworks are in place to organize the media market and protect consumers. The sector’s economic contribution is noted, providing opportunities for local and international investors. The return of cinema and awards has boosted production companies.

    The sources paint a complex picture of interconnected economic and financial markets, influenced by global trade dynamics, geopolitical events, and national policies, alongside specific developments within the Saudi Arabian economy and its strategic Vision 2030 initiatives.

    Global Dynamics and Saudi Engagements

    Based on the sources provided and our conversation history, the topic of International Relations is discussed through several lenses, including global conflicts, diplomatic engagements, international economic dynamics, and multilateral cooperation efforts.

    Global Conflicts and Tensions:

    • The sources detail ongoing Israeli aggressions in the Gaza Strip, including intense shelling and raids. This has resulted in rising casualties and a severe humanitarian situation, with hospitals facing critical conditions. International pressure is mounting for an immediate ceasefire. There is a notable lack of international protection for civilians and aid facilities in Gaza. The sources mention specific developments like the Canadian police opening an investigation into potential war crimes in Gaza involving Israeli soldiers who hold Canadian citizenship, and a reported decline in public support for Israel in Europe. Aid distribution in Gaza has faced challenges, with reports of centers closing, an organization supported by the US and Israel halting distribution, and the Israeli army stating centers would be closed due to “renewal and organization” work. Concerns have been raised about the transparency and neutrality of aid organizations receiving support from the US and Israel. The sources also report on Israeli forces conducting raids and demolishing infrastructure in Palestinian territories like Tubas.
    • The war in Ukraine is highlighted with concerns about escalating risks. A US official noted that the situation is “heating up in a big way” after Ukrainian forces used cruise missiles to target Russian bombers. There are warnings about the potential for a nuclear accident in Ukraine due to continued aerial attacks, a concern reiterated by the Director General of the International Atomic Energy Agency (IAEA). IAEA experts are present at nuclear power plants in Ukraine. The UK has pledged to provide Ukraine with 100,000 drones by the end of the year as part of its military support. A Russian security official was reported to have arrived in North Korea to meet with its leader.

    International Diplomacy and Bilateral Relations:

    • The Arab League has called for an end to the war in Gaza and the implementation of UN Security Council and General Assembly decisions. They demand the end of the Israeli occupation and urge global recognition of a Palestinian state based on international legitimacy resolutions and the Arab Peace Initiative.
    • Specific bilateral engagements mentioned include congratulations from the Saudi King and Crown Prince to the newly elected President of Korea, highlighting the distinguished relations between the two countries.
    • Saudi Arabia’s consistent position in supporting the Palestinian cause, politically, economically, and religiously, is acknowledged by a Palestinian official who expressed gratitude for the Kingdom’s hospitality towards Palestinian pilgrims.
    • The sources mention a book discussing Algeria’s presence in Saudi literature, noting Saudi Arabia’s historical support for the Algerian cause since its revolution.
    • Saudi Arabia hosted families of martyrs and injured individuals from Yemeni forces participating in the “Operation Decisive Storm” and “Operation Restore Hope” campaigns. This initiative is presented as reflecting Saudi Arabia’s status as a beacon for the Muslim world and its effort to strengthen Islamic ties.

    International Economic Dynamics and Trade:

    • Trade tensions, particularly between the US and China, are a significant factor influencing markets. The US President has raised tariffs on steel and aluminum imports and described reaching an agreement with China as “very difficult”. The OECD has warned that the repercussions of US trade policy are a main cause of a sharper-than-expected global economic slowdown. While some trade talks were anticipated, uncertainty about progress remains. Other countries like the UK (initially) and Mexico have reacted to the US tariff policies.
    • Global oil and gas markets are discussed, including the impact of OPEC+ production decisions on prices. India’s role as a major oil and gas importer is detailed, along with its efforts to diversify supply sources from numerous countries. India is also exploring boosting energy relations with South American countries and is interested in increasing purchases of US LNG. US sanctions have impacted Russian oil sales.
    • Challenges within the international airline industry related to meeting emission targets and the reliance on sustainable aviation fuel are mentioned.

    International Cooperation and Saudi Arabia’s Role:

    • Saudi Arabia plays a significant role in facilitating international gatherings, particularly the Hajj pilgrimage, which involves pilgrims from numerous countries. Initiatives like the “Makkah Route” program, involving cooperation with seven countries, aim to streamline the entry and experience of pilgrims. The Kingdom has also implemented advanced technological systems for crowd and safety management during Hajj, including collaborations with experts from countries like Singapore and Japan for the “Digital Hajj” conference.
    • Beyond Hajj, Saudi Arabia is positioning itself as a global center for developing solutions to major human challenges. This includes signing a cooperation agreement with the WHO to establish a global center for disaster management training. A WHO report praised Saudi Arabia’s model of combining technological innovation and human compassion in managing large gatherings.
    • In the field of Artificial Intelligence, a strategic partnership has been formed between the newly founded Saudi AI company, Humainy, and the American company, Nvidia, focusing on acquiring advanced processors. This is highlighted as a significant step in international collaboration in AI.

    The sources collectively illustrate that international relations are currently shaped by ongoing conflicts, significant trade tensions, dynamic energy markets, and various instances of bilateral and multilateral cooperation, with Saudi Arabia actively engaging on multiple fronts, including regional conflicts, economic partnerships, and global initiatives related to humanitarian efforts and technology.

    Global Energy Markets and Supply Dynamics

    Based on the information from the sources, the discussion around Oil and Energy covers several key areas, including global market dynamics, geopolitical influences, energy security and diversification efforts, developments in specific energy projects, and initiatives towards sustainable energy and addressing risks.

    Global Oil Market and Prices:

    • Global crude oil prices are expected to be around $65 per barrel in the future perspective, according to India’s Petroleum Minister. This is a decrease compared to March ($73) and April ($68).
    • Several factors are influencing oil prices. There are voluntary production cuts by eight OPEC+ countries. However, these same countries agreed to increase their crude oil production by 411,000 barrels per day in July. This is the third consecutive monthly increase in quotas.
    • The sources indicate that global production of oil and liquids is expected to grow much faster than oil demand.
    • Stable global economic forecasts, lower oil inventories, and sound market fundamentals are cited as reasons for the quota increases.
    • Sustainable production increases are anticipated to negatively affect oil prices, especially after the summer.
    • In the short term, oil prices saw a decrease influenced by concerns over OPEC+ production increases and trade tensions. This followed gains the previous week, which were driven by concerns over Canadian supply disruptions and stalled Iran nuclear talks.
    • Analysts note that the market is finding it difficult to extend gains despite supply concerns, due to the OPEC+ increases. The forward price curve for crude oil shows a premium for prompt delivery over later months (contango), suggesting that the market anticipates future stagnation due to planned supply increases and a broader slowdown in the global economy.

    Geopolitical Influences and Supply Concerns:

    • Trade tensions, particularly between the US and China, are contributing to uncertainty and impacting economic outlooks, which in turn affects energy markets.
    • The war in Ukraine continues to pose risks related to nuclear safety due to continued aerial attacks. The Director General of the International Atomic Energy Agency (IAEA) has warned about the danger of a nuclear accident in Ukraine. IAEA experts are present at nuclear power plants in Ukraine.
    • US sanctions on Moscow have impacted Russian oil sales, leading India to become the largest buyer of seaborne Russian oil offered at a discount. An Indian oil company anticipates a likely decrease in Russian oil imports due to recent US sanctions. The sanctions are reported to have caused “colossal losses” and legal issues globally. Russia is the world’s second-largest crude producer after the United States.
    • Supply disruptions due to Canadian wildfires have provided some support to oil prices by reducing output. Estimates suggest the fires are affecting around 350,000 barrels per day or about 7% of Canada’s total crude production. Some analysts believe the reduction in Canadian supply could offset more than half of the planned OPEC+ increases next month.
    • Geopolitical factors like the Ukraine war and the stalled Iran nuclear talks add a risk premium to prices, although their immediate impact seems limited.

    India’s Energy Security and Diversification:

    • India is a major importer of oil and gas, spending around $150 billion annually on oil imports. A 20% drop in oil prices could save India $30 billion.
    • India has been actively diversifying its oil supply sources, buying from around 40 countries. It has recently started purchasing crude oil from Argentina. India is looking to boost energy relations with countries in South America.
    • The country encourages domestic exploration and production to reduce reliance on imports. India has increased its exploration area in sedimentary basins and has seen some success in recent exploration operations.
    • In the natural gas sector, India is the fourth-largest importer of LNG globally. It imported 26.58 million metric tons last year. The United States is the second-largest supplier of LNG to India.
    • India is considering removing tariffs on US LNG imports to boost purchases and reduce its trade surplus with the US. Indian companies are also negotiating with US firms for additional LNG supplies. India aims to increase the share of gas in its energy mix from the current 6.2% to 15% by 2030.

    Other Energy Developments and Projects:

    • In Trinidad and Tobago, Shell has made a final investment decision on the Aphrodite gas project. Production is expected to start in 2027 and reach a peak of 18,400 barrels of oil equivalent per day. This gas will be used by the Atlantic LNG plant in Trinidad, where Shell holds a 45% stake and which is currently facing gas shortages. The project is expected to expand Shell’s integrated gas business and leverage existing assets in a region known for abundant gas.
    • The international airline industry faces significant challenges in meeting emissions targets due to the low production and high cost of sustainable aviation fuel (SAF). Airlines aim for net-zero emissions by 2050, but SAF production is only expected to reach 2 million tons in 2025, representing just 0.7% of their fuel consumption. Airlines are calling for greater action from energy companies and partners to increase SAF volumes. Long-term purchase agreements are seen as necessary.

    Sustainable Energy Initiatives:

    • As part of the “Green Hajj” initiative, Saudi Arabia installed 50 megawatts of solar power units in Mina and Arafat, which are projected to provide 40% of the electricity needs in the holy sites. This initiative also included distributing reusable water bottles to reduce plastic waste.

    Saudi Arabia’s AI Strategy and Hajj Management

    Based on the information from the sources, Artificial Intelligence (AI) is discussed primarily in the context of Saudi Arabia’s technological advancements, economic development, and its application in managing large-scale events like Hajj. The sources also provide a brief historical overview of the field.

    Here’s a breakdown of the discussion on AI:

    1. Saudi Arabia’s Strategic Focus on AI:
    • Saudi Arabia is noted for its significant progress in AI, having topped the global AI index in 2024.
    • This strategic focus is highlighted by the establishment of a Saudi AI company named “Humania” by the Crown Prince during his visit to US President Donald Trump.
    • A strategic partnership was signed between Humania and the US company Nvidia. Nvidia is referred to as an “AI giant” and holds a significant share of the global AI processor market, estimated at 85%.
    • The partnership specifically involves access to advanced GPUs, including the GH300 processors, making Humania the first non-US company to acquire them. Other GPUs mentioned in this context are the H100 and A100.
    • The sources express hope that Humania will benefit from Nvidia’s pioneering experience to help localize the chip industry, train Saudi talent, and potentially involve the Ministries of Education and Human Resources.
    • The forecast for the value of the Saudi AI sector is estimated to reach around $140 billion in the next five years.
    1. Application of AI in Hajj Management:
    • AI techniques are being practically applied to enhance the management of Hajj.
    • In the Command and Control center in Mina, AI techniques are being used for the first time this Hajj season as part of the latest technologies for real-time monitoring and managing crowd density and light transport.
    • The successful Hajj season of 2025, which saw over 2 million pilgrims, is described as a result of a cumulative strategy utilizing “smart technologies”, which include AI techniques, thermal cameras, drones, and data analysis algorithms used to determine pilgrim paths with 98% accuracy.
    • The application of Saudi AI in crowd management was a specific topic of study at the “Digital Hajj” conference, attended by experts from Singapore and Japan.
    1. Historical Context of AI:
    • The sources briefly trace the origins of AI, noting that the fundamental question of whether machines can think was posed by the mathematician Alan Turing in the mid-1950s.
    • The term “Artificial Intelligence” was coined in 1956.
    • Early AI programs developed include Logic Theorist and ELIZA.
    • Significant developments over the years included the creation of neural networks and algorithms like backpropagation.
    • Milestones such as Deep Blue defeating a world chess champion in 1997 are mentioned, marking AI’s entry into professional competitive arenas.
    • AI has since become integrated into daily life, found in devices like smart vacuum cleaners, cooking appliances, self-driving cars, and phones.
    • The field has progressed to generative AI, with successful models like GPT emerging around 2022.
    • The need for ethical guidelines and “red lines” for generative AI is highlighted due to potential misuse and risks like academic dishonesty.
    1. AI in Other Contexts:
    • Artificial Intelligence was listed as one of the key topics discussed at the SEA Expo 2025, an exhibition focused on the entertainment and leisure sector in Saudi Arabia.

    Overall, the sources portray AI as a strategically important and rapidly developing field, particularly for Saudi Arabia, where it is being leveraged for economic growth and the technological enhancement of services, especially in managing large gatherings like the Hajj.

    By Amjad Izhar
    Contact: amjad.izhar@gmail.com
    https://amjadizhar.blog

  • SQL Fundamentals and Practical Applications SQL Full Course 2025 Complete SQL Course For Beginners Learn SQL

    SQL Fundamentals and Practical Applications SQL Full Course 2025 Complete SQL Course For Beginners Learn SQL

    The provided text is a SQL tutorial. It covers fundamental SQL commands such as CREATE TABLEINSERTUPDATEDELETETRUNCATE, and DROP, explains data types (CHAR vs. VARCHAR), and demonstrates various query techniques, including joins, subqueries, window functions, and the use of CASE statements. The tutorial also introduces stored procedures, triggers, error handling, and pivot/unpivot operations, using practical examples and exercises to illustrate these concepts. Finally, it shows how to create and use user-defined functions.

    SQL Study Guide

    Quiz

    Instructions: Answer each question in 2-3 sentences.

    1. What is the primary role of SQL in data-related fields, and name three specific roles that require it?
    2. Beyond SQL, what other skills are essential for a data analyst, and why are they crucial for success in the job?
    3. Explain the client-server model in the context of SQL, including how requests and responses are exchanged and the role of SQL.
    4. Describe the hierarchical structure of a SQL server, from the server level down to individual data elements.
    5. What is the difference between DDL and DML? Give examples of commands for each.
    6. How do GRANT and REVOKE statements contribute to data security, and who are the typical users for each?
    7. Explain the function of ROLLBACK, COMMIT, and SAVEPOINT in transaction control, and give an example of their purpose.
    8. What is the main difference between the TRUNCATE and DELETE commands, and which is generally faster and why?
    9. Describe the difference between the data types CHAR and VARCHAR, and give examples of their use cases.
    10. What is a primary key constraint, and what two rules must be followed for a value to meet this constraint?

    Quiz Answer Key

    1. SQL is a fundamental language for interacting with databases and is essential for data engineers, data analysts, and data scientists. All three roles require a strong understanding of SQL to manage, query, and analyze data.
    2. A data analyst needs business fundamentals alongside SQL, PowerBI, and Tableau because every business operates differently, meaning understanding the industry is essential for drawing meaningful conclusions from data.
    3. In the client-server model, a client (like a management tool) sends SQL requests to a server, which then responds with the requested data. SQL is the language used for this communication between the client and the server.
    4. A SQL server is organized with a server at the top, followed by multiple databases, each containing tables, which are made up of rows and columns. Additionally, schemas define the relationships between these tables.
    5. DDL (Data Definition Language) is used to define the structure of the database, such as CREATE, ALTER, and DROP table commands. DML (Data Manipulation Language) is used to manage the actual data, including INSERT, UPDATE, and DELETE commands.
    6. GRANT and REVOKE statements manage user permissions, granting access to specific database operations while ensuring the correct level of access for different users. Typically, developers get INSERT, UPDATE, and DELETE access, while end-users might only get SELECT.
    7. ROLLBACK undoes recent changes, COMMIT finalizes them, and SAVEPOINT creates intermediate markers to return to. For example, after doing several inserts, ROLLBACK would revert the table to its state before the changes.
    8. TRUNCATE removes all records from a table and recreates it (a DDL operation) and is faster since it does not log each row removal. DELETE removes rows one by one (a DML operation) and is slower.
    9. CHAR is a fixed-size data type that allocates space, regardless of how much data is used (like gender ‘M’ or ‘F’). VARCHAR is a variable-size data type that only uses space based on the size of the stored data (like a name).
    10. A primary key constraint ensures that values are unique and not null. No duplicate values or null values are allowed within a primary key column.

    Essay Questions

    Instructions: Answer each question in an essay format.

    1. Discuss the different types of SQL commands (DDL, DML, DCL, TCL), explain their purposes, and describe how they are used in a real-world database management context.
    2. Compare and contrast the use of DELETE, TRUNCATE, and DROP commands. Explain when each command should be used and discuss their implications for data and database structure.
    3. Explain how you would use SQL functions to manipulate and extract data, providing examples of string, numerical, and date-related functions, along with real-world use cases.
    4. Describe what window functions are, explain their purpose, and describe the differences between RANK, DENSE_RANK, and ROW_NUMBER, and provide a scenario where using PARTITION BY would be beneficial.
    5. Explain what subqueries are, their purpose, and how they can be used within SQL queries, giving examples of scenarios where they might be used and when they are more useful than a JOIN operation.

    Glossary

    • SQL (Structured Query Language): A standard language for accessing and manipulating databases.
    • DBMS (Database Management System): Software that manages databases and allows for storage, retrieval, and modification of data.
    • Server: A computer program or system that provides services to other computer programs (clients).
    • Client: A computer program that requests services from a server.
    • SSMS (SQL Server Management Studio): A Microsoft tool used to manage and interact with SQL Server databases.
    • DDL (Data Definition Language): SQL commands used to define the structure of a database (e.g., CREATE, ALTER, DROP).
    • DML (Data Manipulation Language): SQL commands used to manipulate data within a database (e.g., INSERT, UPDATE, DELETE).
    • DCL (Data Control Language): SQL commands used to control access to data and database objects (e.g., GRANT, REVOKE).
    • TCL (Transaction Control Language): SQL commands used to manage transactions within a database (e.g., COMMIT, ROLLBACK, SAVEPOINT).
    • Schema: A blueprint or structure of a database, including tables, relationships, and constraints.
    • Table: A data structure used to store data in rows and columns within a database.
    • Row: A horizontal set of data in a table, also known as a record.
    • Column: A vertical set of data in a table, representing a specific attribute or type of data.
    • Primary Key: A unique identifier for each record in a table and that cannot contain null values.
    • Foreign Key: A field in a table that refers to the primary key of another table to establish relationships.
    • Constraint: A rule that enforces the integrity of data in a database (e.g., primary key, foreign key).
    • CHAR: A fixed-length string data type.
    • VARCHAR: A variable-length string data type.
    • Transaction: A sequence of operations performed as a single logical unit of work on a database.
    • Rollback: The process of undoing changes made during a transaction.
    • Commit: The process of saving changes made during a transaction.
    • Savepoint: A point within a transaction to which you can roll back changes.
    • Truncate: A command that removes all data from a table, and is faster than delete.
    • Drop: A command that removes an entire database object, such as a table.
    • Index: A data structure that improves the speed of data retrieval operations on a database table.
    • Clustered Index: A special type of index that physically sorts and stores the data rows of a table based on the indexed columns. A table can have only one clustered index.
    • Non-Clustered Index: A data structure that provides a faster access to data based on indexed columns but the data is not stored in a sorted order. A table can have many non-clustered indexes.
    • View: A virtual table based on the result-set of a SQL statement, not physically stored like a regular table.
    • Function: A block of code that performs a specific task and may return a value.
    • Stored Procedure: A set of SQL statements stored in a database for reusable operations.
    • Trigger: A SQL procedure that is automatically executed in response to certain events on a particular table.
    • Subquery: A query embedded inside another query, often in the WHERE or FROM clause.
    • CTE (Common Table Expression): A temporary named result set used within a single query, that is not stored in the database.
    • Pivot: A process of converting rows to columns to summarize data.
    • Unpivot: A process of converting columns to rows, often to normalize or standardize data.
    • Window Functions: Functions that operate on a set of rows (a window) related to the current row, which includes functions like RANK, DENSE_RANK, and ROW_NUMBER.
    • Moving Average: A calculation of the average of a certain number of data points, that is used for data smoothing.
    • Epoke Time: A system for tracking points in time as a count of seconds since 1970.

    SQL Fundamentals for Data Professionals

    Okay, here’s a detailed briefing document summarizing the main themes and important ideas from the provided sources, complete with quotes:

    Briefing Document: SQL Fundamentals, Data Roles, and Advanced SQL Concepts

    Introduction

    This document summarizes key concepts and practical applications of SQL as presented in the provided source material. The focus is on SQL as a foundational skill for various data-related roles, core SQL concepts, and advanced techniques such as window functions, subqueries, views, stored procedures, security, indexing, and data transformation (pivot/unpivot). The training materials highlight the importance of hands-on practice and deep understanding of error messages.

    I. SQL as a Core Skill for Data Professionals

    • SQL is foundational for various data roles: The source emphasizes that SQL is an essential skill for data analysts, data engineers, and data scientists.
    • “that either you be data engineer or you be a data analyst you need SQL okay”
    • Specific Tech Stack: Different roles require different tools along with SQL:
    • Data Analyst: “learn SQL along with learn powerb and Tableau”
    • Data Engineer: “learn SQL and learn Informatica learn talent talent and Learn Python”
    • Data Scientist: “learn SQL Learn Python learn machine learning”
    • Importance of Business Knowledge: SQL skills must be complemented by business acumen:
    • “data analy job is not only learning SQL what query to write what table to fetch the data from how to build a chart he can do this only if he know a business correct if you don’t know the business you can’t do it”
    • Purpose-Driven Learning: Learning SQL should be intentional, to understand why and how tools like PowerBI or Python are needed.
    • “now whenever someone teaches you powerbi you know why powerb I’m learning whenever teacher you python you’ll learn why python I’m learning you you’ll be knowing that beforehand in that case you can write ask him right questions”
    • SSMS as the primary tool: The course uses SQL Server Management Studio (SSMS) as the primary tool.

    II. Core SQL Concepts

    • SQL Server Architecture: The server has a client component (like SSMS) which makes requests, and the server sends responses. The communication is done using the SQL language.
    • “so how it works so you send a request to server and server will respond back to you as a response…when server and client is talking even they need a language and that language itself is called SQL structured query language”
    • Database Hierarchy: A SQL server contains multiple databases, each with multiple tables, and tables contain rows and columns. Related tables form a schema.
    • “a database server will have multiple components inside it see it will have multiple databases it will have multiple databases database DB1 it could be db2 it could be db3…and the set of tables which are connected to each other with relationship is called what… schema”
    • SQL Language Subsets: SQL is broken down into:
    • DDL (Data Definition Language): For defining the structure (skeleton) of the database (e.g., CREATE, ALTER, DROP, TRUNCATE)
    • “anything which deals with the skeleton of your database like create the table alter the table alter means remove a column from the table add a column from the table drop remove the table truncate the table”
    • DML (Data Manipulation Language): For working with actual data (e.g., INSERT, UPDATE, DELETE)
    • “once you have the skeleton next is what you have to populate the data right…insert means add some data delete means remove some data update means change some data”
    • DCL (Data Control Language): For managing security permissions (e.g., GRANT, REVOKE)
    • “proper accesses should be given to the right people so Grant and revoke statements will take care about it”
    • TCL (Transaction Control Language): For managing transactions (e.g., COMMIT, ROLLBACK, SAVEPOINT).
    • “then TCL is undo redo all those things har what do you mean by undo redo suppose you are executing some commands one 1 2 3 4 5 6 7 eight commands then later you realized oh something went wrong…at that time I will hit a roll back command”
    • Importance of Error Messages: Reading error messages is critical for learning.
    • “whenever you hit an error always read the error guys 99% of the new developers ignore this suggestion that’s the reason they will struggle in the initial days”
    • Data Types: Understanding INT, VARCHAR, CHAR is important:
    • CHAR is fixed-size storage, and VARCHAR is variable size, where space is only allocated when used.

    III. Practical SQL Examples and Hands-On Learning

    • Table Creation & Manipulation: The source covers how to create tables (using CREATE TABLE) with different data types and how to insert data.
    • Example: CREATE TABLE countries (countryID INT, countryCode VARCHAR(2), countryName VARCHAR(20));
    • Data Insertion: Insert data into tables using the INSERT INTO command.
    • Data Updates: Use UPDATE to change data based on conditions using a WHERE clause.
    • “update countries so which which column value you want to set country code Type country code country code you have to tell set before that you have to tell set set that’s the keyword”
    • Data Deletion: Use DELETE to remove rows based on conditions using a WHERE clause.
    • “delete from countries where this what do you expect after I execute this command only two IDs will get deleted”
    • Table Truncation & Dropping:TRUNCATE removes all data but keeps the table structure (DDL operation).
    • “truncate means yes truncate means drop the table and recreate the table two things is happening inside truncate first the table is dropped and then table is recreated”
    • DROP removes both the table structure and data (DDL operation).
    • “drop table countries what this will do what this will do now it will delete the data as well as structure both”
    • Altering Tables: Modify table structures, add or change columns, using the ALTER TABLE statement.
    • “alter table countries alter column which column I want to alter country code what should be my new data type care of three”
    • Constraints: Primary keys (PRIMARY KEY) are used to ensure uniqueness and non-null values and help prevent duplicate data.
    • “primary key what is that keyword doing that was not there earlier when I have written my first table it’s a constraint…not null plus unique”
    • Importance of Practice: Regular practice is essential for mastering SQL.
    • “writing it’s very simple but when you try to write it right that’s where you’ll feel difficulty when I’m doing it looks very easy but when you are doing on your own you you you’ll not able you’ll not be able to write even one line in order to overcome that you have to regularly practice there is no substitute for learning SQL other than practice”

    IV. Advanced SQL Topics

    • String & Number Functions: SQL offers functions for string manipulation (e.g., LEFT, RIGHT, SUBSTRING, LEN, UPPER, CONVERT) and numerical manipulations.
    • Date Functions: SQL has functions for working with dates (e.g., GETDATE, YEAR, MONTH, DAY)
    • “if I give you a date can you show me which year it is Select year of year of get date what do you think this output will give me”
    • Window Functions: Used for calculations across sets of rows within a result set (e.g., RANK, DENSE_RANK, ROW_NUMBER) with PARTITION BY.
    • “now if I execute this you’ll see numbers will continue now you’ll say people if this is descending order so can I make it as ascending order just change this to ASC ASC ascending order”
    • “what addition thing that I write along with this only this part I have written right correct only that part I have written now I’ll execute and see can you see this 1 2 3 department number 10 1 1 2 3 4 5 6 department number 20 1 1 2 2 3 4 1 and one don’t you see that ranks are repeating after every department so that’s the beauty of Partition by”
    • Subqueries: Queries nested inside another query:
    • “placing queries inside another query I can write this query like this select star from orders where s num equals select s num from sales people where s name equals MOA”
    • “in order to evaluate outer query SQL first have to evaluate inner query that that’s what people were asking”
    • Joins: Different types of joins are discussed:
    • INNER JOIN, LEFT JOIN, and RIGHT JOIN for combining data from multiple tables.
    • “irrespective of coming from which table here I will write e do department number also this is inner joint this is left join and this is right join just by changing one word just by changing one word I’m getting three different outputs”
    • Table Aliasing: Using aliases to make queries more readable and efficient.
    • “I will say Al as your table name only EMP as e left join Department as D see I have Al as the table only directly and then rather than using EMP I’ll write e rather than using Department I’ll write d”
    • Stored Procedures: A reusable block of SQL code that can simplify complex queries and logic.
    • “start procedure is nothing but just creating your query and store it and give the name so in order to do that create procedure procedure name you can give any name as I was giving you example for the tables and all those things and give you the name correct create procedure”
    • User-Defined Functions: Functions to encapsulate complex logic and create reusable code:
    • “function is a piece of code which takes some inputs and generates some output basically so that it can be used across many places not only in one single place why to repeat the code again and again”
    • Functions can be scalar functions, returning a single value, or table-valued functions, returning a table.
    • Security: Managing database access with GRANT and REVOKE permissions and user logins.
    • “Grant select on this to whom to RF user done”
    • Temporary Tables: Tables that exist only for the duration of the current session or connection (single hash) or across multiple sessions (double hash).
    • “table created with double hash is accessible in the both the sessions but why the table with the single hash is not accessible in both the sessions”
    • Views: Virtual tables that represent stored queries; they can enhance security and simplify queries.
    • “views are virtual tables these doesn’t occupy any space unlike the temporary tables…the views will not occupy any space and you will have a view now see it’s a view”
    • Indexing: Improving query performance by creating indexes on specific table columns.
    • “it just improve my performance of my query what it does how it does why should I care about it basically it creates a key value pair”Can be either CLUSTERED (physical order of data) or NON-CLUSTERED (separate lookup structure).
    • Pivot/Unpivot: Re-shaping data from long to wide format and vice-versa. * “so what name I’m giving to the column which will have numbers is sales and what is the column name that I’m giving for Jan Feb March April May what is the column name I’m giving month name and how many columns I’m taking there I’m taking all the 12”

    V. Practical Data Analysis Workflow and Business Application

    • Data Shaping: The role of the data professional is to shape data for analysis rather than worrying about the collection. Data can be shaped using views, stored procedures, functions, and triggers.
    • “my data analy job is not to worry about data collection once the data is there in the system shaping the data is in my work scope”
    • Real World Examples: The training provides practical scenarios, such as data conversion (epoch timestamp to human-readable date) or customer age categorization, to demonstrate how SQL is used in real business settings.
    • Triggers for Automation: Triggers are used to automatically update a date of first purchase in the customer table after a new order is inserted.

    VI. Other Key Takeaways:

    • Different Styles of Coding: There are various coding styles and there is no absolute right or wrong way as long as you fulfill the requirement.
    • Importance of syntax: Small things such as missing commas, parenthesis, or spaces can lead to errors.
    • CTE (Common Table Expression): A common table expression is used to make query shorter and more readable by creating a temporary result set.

    Conclusion

    The provided materials offer a comprehensive introduction to SQL, from basic syntax to advanced techniques. They underscore the importance of SQL across different data-focused roles, emphasize hands-on practice, and encourage purposeful learning. The content is structured to enable participants to not only write SQL queries but also understand the business context and design solutions to real-world data challenges.

    SQL Fundamentals and Data Roles

    Frequently Asked Questions About SQL and Data Roles

    • What is the role of SQL in data-related professions? SQL is a fundamental skill for data analysts, data engineers, and data scientists. Regardless of the specific role, proficiency in SQL is essential for retrieving, manipulating, and managing data. Data analysts use SQL along with business intelligence tools, data engineers use it alongside data integration tools, and data scientists use it with machine learning libraries. In essence, SQL serves as the common language for all roles to interact with data.
    • What are the core components of SQL Server? SQL Server has two primary components: the server and the client (or management tool). The server stores and manages databases while the client (like SQL Server Management Studio – SSMS) is a tool that allows users to interact with the server. Communication between the client and server happens using SQL, a structured query language. A database server contains multiple databases, and each database is made up of tables. These tables have rows and columns, and relationships between tables make up a schema.
    • What are the main types of SQL commands and what are their functions? SQL commands can be categorized into Data Definition Language (DDL), Data Manipulation Language (DML), Data Control Language (DCL), and Transaction Control Language (TCL). DDL commands (e.g., CREATE, ALTER, DROP, TRUNCATE) are used to define and modify the structure of the database, such as creating tables, adding columns, or removing tables. DML commands (e.g., INSERT, UPDATE, DELETE) are used to manage the actual data within the tables. DCL commands (e.g., GRANT, REVOKE) handle the security aspects by managing access levels for users. TCL commands (e.g., COMMIT, ROLLBACK, SAVEPOINT) control transactions, allowing for undoing or redoing changes.
    • What is the difference between DELETE, TRUNCATE, and DROP commands? While all three commands are used for removing data, they differ in how they work. The DELETE command removes records from a table row by row, optionally based on a condition, and is a DML command. The TRUNCATE command is a DDL command and removes all records from a table by dropping and recreating the table, making it faster than DELETE for deleting all records. The DROP command removes the entire table, including both the data and its structure, and is also a DDL command.
    • What are data types CHAR and VARCHAR, and how are they different? CHAR and VARCHAR are data types used for storing character strings. CHAR is a fixed-size data type, allocating a specified number of spaces regardless of how much data is stored, which can lead to wasted space. VARCHAR is a variable-size data type, allocating only the space needed for the actual data, which saves space but has a limit to how many characters it can hold. For instance, a phone number that must always be 10 digits would be CHAR(10) and a name that varies in length would be VARCHAR(20).
    • How can SQL ALTER command be used? The ALTER command is used to modify the structure of an existing table. It can change the data type of columns (e.g. changing from CHAR(2) to CHAR(3)), add new columns, or remove existing ones. It’s important to note that when altering a column to a smaller size, SQL will restrict this if the column has data that exceeds the new smaller size. ALTER operations allow changes while preserving existing data in the table, where possible.
    • What is the purpose of constraints like primary keys in SQL? Constraints define rules for the data in a table. A primary key constraint ensures two things: that all values in the primary key column are unique and not null. This allows for efficient identification of unique records and prevents duplicate or missing records. Primary keys help in making tables and schemas more reliable.
    • What are SQL Window Functions and how do they differ from other functions?
    • SQL window functions, such as RANK, DENSE_RANK, and ROW_NUMBER, are used to perform calculations across a set of table rows that are related to the current row. Unlike normal SQL functions, which operate only on a single row, window functions operate on a “window” or frame of data, comparing values from other rows. These functions allow for rank calculations, running totals, and more complex analysis. For example, RANK will assign the same rank to identical values, while DENSE_RANK won’t skip the next value if two rows have the same rank and ROW_NUMBER will simply assign an incremental row number regardless of value. PARTITION BY can be used to define a window of rows based on a given column such as a department, then apply the window function to the partitioned subset of rows.

    SQL Command Types and Functions

    SQL commands are used to interact with databases, and they can be categorized into four main types: Data Definition Language (DDL), Data Manipulation Language (DML), Data Control Language (DCL), and Transaction Control Language (TCL) [1, 2].

    • DDL (Data Definition Language) commands are used to define the structure or schema of a database [2]. These commands deal with the skeleton of the database, not the actual data [2].
    • CREATE is used to create database objects such as tables, views, or indexes [1, 2]. For example, CREATE TABLE countries (country_id INT, country_code VARCHAR(2), country_name VARCHAR(20)); creates a table named “countries” with three columns [3].
    • ALTER is used to modify existing database objects [2]. This can involve adding, removing, or modifying columns in a table, for instance, ALTER TABLE countries ALTER COLUMN country_code VARCHAR(3); changes the size of the country_code column [3, 4].
    • DROP is used to remove database objects [2]. For instance, DROP TABLE countries; deletes the “countries” table and its data [3, 4].
    • TRUNCATE is used to remove all data from a table while keeping the table structure [2, 3]. For example, TRUNCATE TABLE countries; deletes all rows from the “countries” table [3]. It works by dropping the table and recreating it, making it faster than deleting rows one by one [3].
    • DML (Data Manipulation Language) commands are used to manage the actual data within a database [2].
    • INSERT is used to add new data into a table [2]. For example, INSERT INTO countries (country_id, country_code, country_name) VALUES (1, ‘US’, ‘United States’); adds a new row to the “countries” table [4].
    • UPDATE is used to modify existing data in a table [2]. For instance, UPDATE countries SET country_code = ‘USA’ WHERE country_id = 1; changes the country_code for the row where country_id is 1 [4].
    • DELETE is used to remove data from a table based on a specific condition [2]. For example, DELETE FROM countries WHERE country_id = 1; deletes the row where country_id is 1 [4].
    • DCL (Data Control Language) commands are used to control access to the data [2]. They deal with security, ensuring that the right people have the right permissions to interact with the database [2].
    • GRANT is used to give specific permissions to users. For instance, GRANT SELECT ON products_new TO arif_user; allows the user “arif_user” to read data from the table “products_new” [5].
    • REVOKE is used to take away permissions from users. For example, REVOKE SELECT ON products_new FROM arif_user; removes the “select” permission from the user “arif_user” [5].
    • TCL (Transaction Control Language) commands are used to manage transactions within a database, allowing for the grouping of several operations into a single unit of work [2].
    • BEGIN TRANSACTION marks the start of a new transaction [5, 6]. This is needed before using commit or rollback [6].
    • COMMIT saves all changes made during the transaction [6].
    • ROLLBACK cancels all changes made during the transaction to return to the initial state [2, 5, 6]. If a transaction is not committed or rolled back, it will be automatically committed when the session is closed or if a DDL command is executed [6].

    These SQL commands can be combined with various clauses such as WHERE, GROUP BY, HAVING, ORDER BY to filter, group, and sort data [7, 8]. Functions can be used within SQL queries to perform different types of operations such as string and numerical manipulation and also with date and time [7].

    SQL Data Types: A Comprehensive Guide

    Data types in SQL specify the type of data that can be stored in a column of a table [1]. Choosing the correct data type is important to ensure data integrity, optimize storage, and improve performance [1].

    Here’s a breakdown of common SQL data types, drawing on the information from the sources:

    • Integer (INT): Used for storing whole numbers [1]. For instance, country_id in the countries table is defined as INT [1].
    • Character (CHAR): Used to store character strings of a fixed length [1]. For example, CHAR(2) allocates space for two characters, whether or not that space is used [1].
    • If a CHAR(2) column stores only one character, the remaining space is still allocated and remains empty [1].
    • Variable Character (VARCHAR): Used for character strings of a variable length [1].
    • For example, VARCHAR(20) can store up to 20 characters but will only use the space needed [1]. If a VARCHAR(20) column stores only four characters, only four spaces are occupied [1].
    • VARCHAR is more efficient than CHAR when the length of the strings varies because it does not allocate unnecessary space [1].
    • VARCHAR is often preferred for storing names and addresses [1].
    • Date and Time (DATE, DATETIME): Used to store date and time values [2].
    • DATE stores only the date portion, while DATETIME stores both date and time [2].
    • GETDATE() is a function that returns the current date and time [2].
    • Float: Used to store floating point numbers which are numbers that have a decimal point [3].

    Additional Considerations:

    • Case Sensitivity: Microsoft SQL Server is generally not case-sensitive, but Oracle server is case-sensitive [1, 4]. It is a good practice to consider case sensitivity to avoid issues when moving code between different database systems [4].
    • Fixed vs. Variable Size:Fixed-size data types like CHAR allocate a specific amount of memory regardless of the actual data length, which can lead to wasted space [1].
    • Variable-size data types such as VARCHAR use only the memory needed to store the actual data, which is more efficient [1].
    • Data Type Conversion:
    • The CAST function can be used to convert one data type to another [3, 5].
    • The CONVERT function can also be used to convert one data type to another [2].
    • For instance, CONVERT(DATE, GETDATE()) converts the DATETIME output of GETDATE() to just the DATE [2].
    • Choosing the Right Data Type: When defining data types, it’s important to consider the nature of the data you’re storing [1].
    • For example, a phone number, which is always ten digits, should use a fixed-size data type, such as CHAR(10) [1].
    • For gender, a CHAR(1) is sufficient since the values are usually “M” or “F” [1].

    Understanding and selecting the appropriate data types is fundamental to efficient database design and management [1].

    SQL Table Creation

    Table creation in SQL involves using Data Definition Language (DDL) commands to define the structure of a table, which includes specifying column names, data types, and constraints [1]. Here’s a breakdown of how to create tables effectively, drawing from the sources:

    Basic Table Creation:

    • The CREATE TABLE command is the foundation for building a new table [1]. The basic syntax includes specifying the table name and defining its columns within parentheses [1, 2].
    • Each column definition includes the column name, the data type, and any optional constraints [2].
    • For example, to create a table called “countries” with columns for country ID, country code, and country name, the following SQL statement is used:
    • CREATE TABLE countries (
    • country_id INT,
    • country_code VARCHAR(2),
    • country_name VARCHAR(20)
    • );
    • This command creates a table named countries with three columns: country_id of type integer (INT), country_code of type variable character string with a maximum length of 2 (VARCHAR(2)), and country_name of type variable character string with a maximum length of 20 (VARCHAR(20)) [3].

    Column Definition:

    • When defining columns, it is necessary to choose appropriate data types [2]. Common data types include INT for integers, VARCHAR for variable-length strings, and CHAR for fixed-length strings [2, 3].
    • INT is used for numerical data, such as identifiers [3].
    • VARCHAR is suitable for text that has a varying length, such as names or descriptions [3].
    • CHAR is more suitable for fixed-length data such as gender which can be represented by “M” or “F” with CHAR(1) [3].
    • Indentation is very important for readability and tracking code, which should be used when creating tables with multiple columns [3].

    Constraints:

    • Constraints are used to enforce rules on the data within a table [3]. They are important for maintaining data integrity.
    • Primary Key: The PRIMARY KEY constraint is used to ensure that the values in a column are unique and not null, and this is used to uniquely identify each row in a table [4].
    • A table can have only one primary key.
    • For example, in a Department table, department_number could be defined as the primary key, preventing duplicate or null values:
    • CREATE TABLE Department (
    • department_number INT PRIMARY KEY,
    • department_name VARCHAR(20),
    • location VARCHAR(10)
    • );
    • Not Null: The NOT NULL constraint is used to ensure that a column cannot contain null values, ensuring that there is always data present for the column [4].
    • Other constraints are not discussed in the sources.

    Executing the CREATE TABLE command

    • After writing a CREATE TABLE command, it is necessary to select the command and then click execute. The system will provide a message if the command was successful [3].
    • If the table does not show up in the tables list, then you may need to right click the tables list and click refresh [3].
    • If a table with the same name already exists, then the SQL system will throw an error [3]. This is an important error to read and understand to troubleshoot SQL [3].
    • If there is a syntax error, the system will also give a message, and these messages should be read and understood to correct the SQL code [3].

    Additional Considerations:

    • Data Types: It is important to choose appropriate data types for the columns based on the nature of the data that the column will store [3].
    • Naming conventions: When creating a column name with a space, it is recommended that you use an underscore instead [5].
    • Case Sensitivity: SQL Server is not case sensitive, but it is good practice to maintain case sensitivity in code, because other SQL servers such as Oracle server are case sensitive [3, 6].

    By understanding and using these SQL commands, data types, and constraints, it is possible to effectively create and manage tables in SQL databases [1-3].

    SQL Data Insertion Techniques

    Data insertion in SQL involves using Data Manipulation Language (DML) commands to add new rows of data into a table. The primary command for inserting data is INSERT INTO, and it can be used in several ways. Here’s a breakdown of how to insert data effectively, drawing from the sources:

    Basic Data Insertion:

    • The INSERT INTO command is used to add new records (rows) to a table.
    • The basic syntax of the INSERT INTO command is as follows:
    • INSERT INTO table_name (column1, column2, column3, …)
    • VALUES (value1, value2, value3, …);
    • table_name is the name of the table into which data needs to be inserted.
    • (column1, column2, column3, …) specifies the columns where data is being inserted, and the order of the columns is important.
    • VALUES (value1, value2, value3, …) specifies the values to be inserted into the corresponding columns.
    • For example, to insert a new country into the “countries” table, you might use:
    • INSERT INTO countries (country_id, country_code, country_name)
    • VALUES (2, ‘CA’, ‘Canada’);
    • This command will add a new row to the countries table with country_id as 2, country_code as ‘CA’, and country_name as ‘Canada’.
    • String values should be enclosed in single quotes, while numeric values do not require single quotes.

    Specifying Columns:

    • It’s good practice to explicitly specify the column names in the INSERT INTO statement. This ensures that the data is inserted into the correct columns, regardless of the order of the columns in the table definition.
    • If the column names are not specified, the values must be listed in the same order that the columns are defined in the table.
    • For example, both of the following statements are valid if the columns of the countries table are ordered as country_id, country_code, country_nameINSERT INTO countries (country_id, country_code, country_name)
    • VALUES (2, ‘CA’, ‘Canada’);
    • and
    • INSERT INTO countries
    • VALUES (2, ‘CA’, ‘Canada’);

    Inserting Data with Different Column Order:

    • It is possible to insert data in a different column order than the order that the columns appear in the table provided you specify the columns explicitly in the INSERT INTO statement.
    • For instance:
    • INSERT INTO countries (country_code, country_name, country_id)
    • VALUES (‘IN’, ‘India’, 3);
    • This will correctly insert ‘IN’ into country_code, ‘India’ into country_name, and 3 into country_id.
    • The sequence of columns in the INSERT INTO statement must match the sequence of values provided.

    Inserting Null Values:

    • If a value for a specific column is not available, you can insert NULL into the column if the column allows null values.
    • If you omit a column from the INSERT INTO statement, and the column allows null values, then the SQL server will automatically insert NULL.
    • For example, if you don’t have a country code, you can either omit the country_code column in the insert statement, or insert NULL:
    • INSERT INTO countries (country_id, country_name)
    • VALUES (4, ‘United Kingdom’);
    • or
    • INSERT INTO countries (country_id, country_code, country_name)
    • VALUES (4, NULL, ‘United Kingdom’);
    • Both statements will insert a row where the country_code is NULL.
    • If a column has a NOT NULL constraint, then you must insert a non-null value, or the insert statement will cause an error.

    Inserting Data Based on Conditions:

    • The WHERE clause can be used to insert data into a table based on certain criteria. For example, you could insert data into a new table based on certain conditions from another table using the INSERT INTO … SELECT statement.

    Executing the INSERT INTO Command:

    • After writing an INSERT INTO command, it is necessary to select the command and then click execute.
    • The system will provide a message stating the number of rows affected, which should be equal to one if only one insert statement is being executed.

    Important Considerations:

    • Data Type Compatibility: It is important to ensure that the data type of the values being inserted is compatible with the data type of the corresponding columns. Otherwise, errors may occur, and the data may not be inserted correctly.
    • Constraints: If a table has constraints such as primary keys or unique constraints, then inserting data may lead to an error if it violates those constraints.
    • For example, if you try to insert a row with a duplicate primary key value, the SQL server will throw an error.

    By understanding and using these techniques for data insertion, it is possible to populate tables with new data accurately and efficiently.

    SQL Error Handling and Exception Management

    Error handling in SQL involves managing issues that arise during the execution of SQL code, ensuring that the system responds gracefully to both system-level and business-level problems [1]. It is implemented using TRY…CATCH blocks and other techniques. Here’s a detailed look at error handling as discussed in the sources:

    Types of Errors:

    • System Errors: These are errors that arise due to violations of SQL system rules, such as trying to insert duplicate primary key values, which violate the PRIMARY KEY constraint [1].
    • Business Errors/Exceptions: These are errors that are not system errors but violate business rules, such as restricting code execution to specific times [1].
    • Both types of errors can be managed using TRY…CATCH blocks [1].

    TRY…CATCH Blocks:

    • Every SQL code block that requires exception or error handling has two main parts: a TRY block and a CATCH block [1].
    • The TRY block contains the code that might generate an error [1].
    • The SQL server will attempt to run all the code inside of the TRY block.
    • If an error occurs during the execution of the TRY block, the control is immediately transferred to the CATCH block [1].
    • Any code after the error within the TRY block will not be executed [1].
    • The CATCH block contains code to handle the error, such as logging, displaying a message, or attempting to correct the error [1].
    • For example:
    • BEGIN TRY
    • — Code that might cause an error
    • INSERT INTO employees (employee_id, name) VALUES (1, ‘John Doe’);
    • INSERT INTO employees (employee_id, name) VALUES (1, ‘Jane Doe’); — Duplicate key error
    • PRINT ‘Inside TRY block, after insert’; — This will not execute if there’s an error on the line above
    • END TRY
    • BEGIN CATCH
    • — Code to handle the error
    • PRINT ‘Inside CATCH block’;
    • PRINT ERROR_MESSAGE(); — Prints a system-generated error message
    • PRINT ERROR_NUMBER(); — Prints the error number
    • PRINT ERROR_STATE(); — Prints the error state
    • — More error-handling logic can be added here
    • END CATCH
    • In the example above, an attempt to insert a duplicate employee_id will cause the control to pass to the CATCH block, and any code after the error in the TRY block will not execute.

    Error Information in the CATCH Block:

    • Inside the CATCH block, you can access error information using the following functions:
    • ERROR_MESSAGE(): Returns the text of the error message [1].
    • ERROR_NUMBER(): Returns the error number [1].
    • ERROR_STATE(): Returns the error state [1].

    User-Defined Errors:

    • In addition to handling system errors, you can also raise your own errors to manage business-specific rules or exceptions, which are not necessarily system errors [1].
    • This is done using the RAISERROR statement, which will force the code to jump to the CATCH block, similar to a system error [1].
    • For example, you can raise an error if a procedure is run outside working hours:
    • DECLARE @currentTime TIME = CAST(GETDATE() AS TIME);
    • IF @currentTime BETWEEN ’18:00′ AND ’06:00′
    • BEGIN
    • RAISERROR(‘You cannot run this code during non-working hours.’, 16, 1);
    • END
    • The code above will force the control to jump to the CATCH block if the current time is between 6 PM and 6 AM.

    Importance of Exception Handling:

    • Robustness: Exception handling makes your code robust, meaning it can handle unexpected situations without crashing or producing incorrect output [1].
    • User Experience: It can improve the user experience by providing meaningful error messages when issues occur and allowing the code to respond gracefully to those errors [1].
    • Debugging: Using TRY…CATCH blocks and error information, it is possible to debug SQL code more efficiently by understanding the errors that occurred [1].

    Additional Considerations:

    • Logical Mistakes: Even if code runs without syntax errors, there might be logical mistakes that require error handling [2].
    • For example, code could be written to return incorrect outputs even though the syntax is correct.
    • Time Restrictions: With exception handling, SQL code can be restricted to certain times [1].
    • You can also implement business rules, such as preventing code from executing if the time is outside the desired range.

    By understanding and using TRY…CATCH blocks, the RAISERROR statement, and error functions, developers can create SQL code that is more resilient, user-friendly, and easier to debug.

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    By Amjad Izhar
    Contact: amjad.izhar@gmail.com
    https://amjadizhar.blog