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Predictive Maintenance Adoption: Creating and Automating Your Data Engineering Process
Predictive maintenance for connected plants relies on a flow of actionable data, which means that effective, automated data engineering processes are critical. In this whitepaper, we'll walk you through how our data science team approaches the process.
Author: Justin Gagne
Senior Data Scientist
Justin's career is centered around continual development. As a Senior Data Scientist at Very, Justin builds reliable production-ready machine learning services.
Executive Summary:
Predictive maintenance relies on a flow of actionable data, which means that effective data engineering processes are critical. When data engineering for predictive maintenance, data scientists or engineers are tasked with moving data from machine sensors into the cloud. From there it continues through the data pipeline to be cleansed and then ingested by machine learning models. Effective data engineering needs to be reliable and repeatable, which makes it ripe for automation. While a bit of manual planning is necessary in the beginning to determine your goal, once you hit that milestone you can jump into writing code iteratively. In this whitepaper, we'll walk you through how our data science team approaches the process.
Why Are Plants Adopting Predictive Maintenance?
Predictive maintenance is cutting edge in the manufacturing industry for good reason. Plants that successfully implement predictive maintenance can save as much as 40 percent in costs over plants that use reactive (break/fix) or preventative maintenance strategies. This is because they more efficiently allocate resources while minimizing unexpected downtimes. Predictive maintenance works so well that we consider it an essential step in our IoT Maturity Model. However, we've noticed there are a few significant hurdles that most plants need help clearing before they're able to adopt a predictive maintenance posture.
Plants Need To Clear These Three Hurdles
Hurdle 1: Sourcing and Maintaining Quality Data
For most companies, the first hurdle is sourcing and maintaining quality data, which we cover in depth here. Having the right amount of clean data makes an enormous difference in machine learning outcomes and successful predictive maintenance. To solve this problem, we recommend starting simple by taking inventory of your available resources and incorporating new sensors where needed. Once you identify valuable data in the iterative predictive maintenance workflow, additional cleaning of the data and/or increasing its complexity can further increase efficiency and cost savings.
Hurdle 2: Automating the Data Engineering Process
If you begin automating your data engineering process blindly, you can easily introduce technical debt in your system by choosing a data structure that doesn't match the algorithm you need.
Make sure you have a solid understanding of the problem to be solved before you begin the process of structuring data and constructing your data engineering pipeline. Work with key stakeholders not only to understand the problem but also their requirements. (Spoiler alert: We'll dive deeper into the data engineering pipeline shortly.)
Hurdle 3: Presenting Actionable Output Data to the Right People
People often tout the power of machine learning, but neglect the delivery. For example, the typical output from a machine learning model is a .csv file. We've seen companies put in significant effort to generate data only to have that .csv file buried in a folder somewhere and left to collect dust.
Start your project by defining who needs to use the information. Often the user is in a unique environment. They may be operating machinery and not have access to email or even a traditional computer during their shift. Consider how they will receive the information as you define the ideal output of the tool. What information do they need to see, and in what form do they need to see it?
Overview of the Data Engineering Process
So, assuming you've cleared the first hurdle (sourcing quality data), the next hurdle to clear is constructing and automating the data engineering process. While data scientists and engineers typically own this element of setting up a predictive maintenance program, they'll need to consult numerous other stakeholders along the way. Here's an overview of what that process looks like.
Step 1: Analyze the Problem
It all starts with a clear definition of the problem. Your data science or engineering team should interview plant operators and decision-makers to better understand the problem and how best to solve it. Discuss sensors and data extraction with hardware engineers and chat with the infrastructure team to make sure the data pipelines flow smoothly into production.
Thorough documentation at this early stage, and along the way, will streamline software development once you begin the automation process and increase efficiency across all nodes in the pipeline — each of which accepts, transforms, and finally transfers data downstream. What you can accomplish manually in a data engineering process you can almost always automate, especially when all parties in the process are on the same page.
After determining the failures you need to predict, consult again with subject matter experts to isolate the data most likely needed for that prediction. If you're unsure what data is most relevant at this point, err on the side of too much, knowing that you will optimize the process in subsequent iterations.
With these inputs in mind, articulate your goals for this first deployment. How should the machine learning algorithm inform decision-makers? What outputs and formats are most useful to them? Now is also a great time to consult app designers and other teammates who may be involved later in the data engineering process.
Step 2: Wrangle Data
Where Is the Data Sourced From?
Now that you've articulated your problem and goals, you can develop a pipeline that ingests and prepares the data. First, determine if the data you need is already recorded by active plant devices. If not, install appropriate sensors where you need additional monitoring. To optimize cost savings, choose sensors best suited for the machine learning algorithm and plant environment. For example, investing in sensors with adequate resolution and accuracy is worth it, whereas overspending on sensors with bells and whistles that don't have high environmental tolerance (ability to tolerate dust, humidity, high temperatures, etc.) is usually not.
It's worth mentioning again that, ideally, you've already ensured that quality data is being collected before jumping into the data engineering process (see hurdle #1 above).
Why Clean, Structure, and Label the Data?
Raw data is rarely the best diet for machine learning algorithms. In addition to duplicates and missing data, incorrect data types may throw errors in downstream processing. To minimize headaches, we recommend manually reviewing individual data points to identify and remedy the abnormalities. Keep a running list of these operations for automating in the future.
Next, structure and label your data in ways most amenable to the data processing algorithm. Labeling involves tagging raw data to establish data classes so that machine learning models can identify and properly categorize the same type of data when encountered later without labels. Keep in mind that ultimately you'll be automating the entire process, so establish conventions that allow data to flow smoothly downstream without manual intervention.
Step 3: Analyze Data
Our goals during analysis are to identify trends in the data and inform how we build and train the machine learning model. Data analysis is as much art as science, so we suggest teaming up with a data scientist when analyzing data for the first time.
Why Organize the Data Again?
Maintenance prediction relies on well-organized and descriptive data. Feeding the algorithm a million data series will not be as efficient, nor as successful, as classifying the data in ways that enhance the algorithm's ability to determine meaningful, actionable next steps.
This point in the process is a great opportunity to examine the existing labels (aka classes). Determine if they are accurate enough and if they are sufficient volume for you to make reliable predictions about the performance of the part or machine that you're trying to predict. You may need to adjust your approach, adding labels to provide more options for analysis, or removing labels to simplify your data set and reduce costs.
How Can Common Math Approaches Be Leveraged Here?
Several mathematical approaches can frequently reveal useful info about your data, including correlation analysis, distribution shapes, principal component analysis, and time series analysis. Additionally, as long as proper inputs are used and results are interpreted correctly, many software tools can perform these computations for you.
Step 4: Select a Suitable Machine Learning Model
Analyzing the data is a powerful tool for deciding which machine learning models are most appropriate. In addition to data insights for model selection, however, we recommend reminding yourself of the problem you aim to solve and how the outputs will be presented.
What Models Will the Data Support?
Supervised machine learning algorithms depend on independent "x" variables (the input) and dependent "y" variables (output).
The choice of machine learning algorithm is guided by the data. For example, a supervised learning model – which tends to be more accurate than an unsupervised model – requires labeled historical data for both independent and dependent variables. These labeled data act as the ground truth for supervised models during training.
Alternatively, especially at the beginning of projects, organizations may not have realized the importance of saving historical outcome labels required for supervised learning. Under circumstances where they only have access to sensor data as model inputs, unsupervised models – which find concealed patterns in unlabeled datasets – can provide initial guidance for maintenance predictions and improving data labeling practices.
An Example: Detecting Fraud in Online Lending Applications
One common use case for machine learning models is detecting fraud in loan applications. Ideally, the lender would use supervised learning based on labeled historical x's and y's. But this is where most companies fall short — while many have the historical data, they haven't applied labels. Sometimes companies are able to solve this by labeling with automated scenarios. But if not, or if there's no significant amount of historical x's and y's to begin with, the lender will have to rely on unsupervised learning to find patterns that indicate a likelihood of fraud.
When the relationship between the independent and dependent variables is not easy to ascertain, data scientists may build heuristic models after testing hypotheses provided by subject matter experts. In this example of a loan application submitted online, variables to test include the distance of the applicant from the associated property, age of the applicant and age of email address, etc.
What Problem Do You Aim To Solve?
After all, isn't this why we started this exercise in the first place? The nature of the problem you want to solve influences the choice of machine learning model. For example, if you wish to predict a machine failure based on comparisons between current and historical data, the model should output a classification rather than anomaly detection or time series forecasting.
How Will You Present Model Results?
If your organization prefers to understand the factors that influence a model's output, we suggest choosing a more interpretable model such as a decision tree or logistic regressor that allows you to understand exactly why the algorithm made the classification that it did.
On the other hand, if the quality of the prediction is most important to you, a more complex and accurate black box model such as a deep neural network or random forest may be a good fit.
Step 5: Train & Validate the Model
Train your model by feeding it a series of matched inputs and outputs. These examples teach the model how outputs relate to inputs, enabling it to accurately predict future outputs from new inputs. We recommend splitting your data into two sets, 70 percent for training the algorithm and 30 percent for validating.
If the validation results are poor, gather more data, reconsider your engineering process, or try a different ML algorithm/approach.
Step 6: Deploy, Improve, Rinse, Repeat
Model deployment can take many different forms. For example, you can host it in the cloud with results delivered via SaaS application, or you can run it on the device itself and automatically send maintenance alerts. Regardless of specifics, in order to utilize all of a machine's useful lifetime and minimize downtime and repair costs, we recommend taking advantage of the data and information you acquire along the way. Periodically update your model so it doesn't become stale, starting back with retraining.
What If the New Model Makes Things Worse?
A useful framework for managing unexpected or adverse effects resulting from a new model deployment is a blue/green deployment strategy. Under this scheme, the plant is divided into two separate but identical environments: the blue environment runs the current model while the green tries out the new model. In this way, deployment risks are minimized while still allowing potential improvements.
How To Decide Which Model Is Better?
Remember the bigger picture of all this data engineering: solving a business problem to optimize the predictive maintenance schedules of valuable plant assets. One useful perspective considers whether your operations are more sensitive to false positives or false negatives. In other words, which is more costly: unexpected downtime or unnecessary maintenance?
Keeping these considerations in mind is critical for increasing the bottom line. If a model does not accomplish that, iterate through these steps and try again.
Now, It's Time To Leverage the Insights
Once trained, an automated machine learning model analyzes vast amounts of data with minimal to no human intervention. With this automated resource you'll be able to optimize your predictive maintenance workflow — reducing costs and machine downtime, mitigating risks, and increasing employee and manufacturing efficiency.
However, building and automating an effective data engineering process can be challenging to those unfamiliar with the complexities of data science, data engineering, and machine learning. At Very, we've established a reliable approach to deliver value quickly while iterating together to improve your return over time. If you're looking to be more proactive with your plant maintenance, let's talk.


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To attract wealth, we must learn to focus on our values. This is a powerful way to attract more money, because we will spend money in ways that align with our values. You should spend your money on experiences and not on material possessions. Ask yourself why certain experiences came to the surface in you life.Simcity 4 Attract High Wealth Residential
Law of Attraction
The Law of Attraction can help attract more wealth to your life. You need to be able use the right techniques to attract more wealth. You can also use gratitude writing to increase your wealth. Take a few moments each day to be grateful. Focus on the things that make your heart happy for 3-5 seconds. This will help to change your negative beliefs about money.
The Law of Attraction states that the thoughts you have are what you attract. Negative thoughts can lead to more negative experiences. You can't have an abundance of money if your thoughts are negative. Your current circumstances won't dictate your future.
The Law of Attraction involves manifesting something. Money is no exception. Most people have mental blocks about attracting money. It's much easier to attract a physical object rather than money. This is because most people believe and have mental blocks about wealth. Once you can overcome these obstacles, the Law of Attraction works in your favor and will bring you wealth.
You can make the Law of Attraction work for you by changing your thoughts, feelings, and actions. The Law of Attraction, the most powerful law in the universe, can be made to work for you. A free CD is available when you buy a book on Law of Attraction. The Abraham-Hicks workshop CD is called The Art of Allowing and it can help you master the Law of Attraction.
Subliminal messaging
If you want to attract more money and wealth, subliminal messages are an excellent way to do so. Subliminal messages activate your money-making instincts. The audio track includes thousands of positive affirmations which will subconsciously help to attract more money. Relaxation will also be aided by the audio.
Subliminal messages may be recorded in low frequency waves that are not within the human hearing range. The message will not be processed by your conscious mind, but it will be processed by the subconscious. This way, you are accepting and attracting wealth and abundance. This can be done within 30 minutes per day. Meditation can also be a great way to achieve better results.
Subliminal messages work by allowing the body to relax and increase its receptivity. You will be able to receive new ideas, people, and experiences that align with your new beliefs about wealth and abundance. You will also be less likely to attract happy coincidences.
Changing your mindset
When it comes to financial success, changing your mindset is crucial. A positive mindset will bring you more money. Negative mindsets can lead to financial anxiety, stress, and financial distress. These steps can help you shift your mindset to attract wealth. Take ten minutes to list all thoughts that you have about wealth. After you have written down all your thoughts, analyze them.
To attract wealth, your mindset must change. You must first understand your true worth and value. You will be able to attract the things you really want. You must believe that you are worthy of all good things and that money will not be a problem. Changing your mindset is one of the most powerful ways to attract the kind of life you desire. But you must practice it to see results in your life.
Change your mindset about money and you can attract wealth. It is not about having a large savings account. Instead, you should be focused on your goals and keep your thoughts positive. Positive thinking can lead to greater income and freedom. A money mindset will help you be more successful in business and relationships.
Visualize yourself as wealthy
Visualization is a powerful tool for attracting wealth into your life. The Law of Attraction states that what you think about will manifest into your reality. To be rich, imagine yourself as rich. It is important to remember that your thoughts can either create good or bad realities.
It is quite easy to picture yourself as wealthy. You will need to lie down or sit comfortably. Then, focus on your breathing and attitude. Once you've done that you can return to your ideal life. Focus on your money goals and the feelings of abundance that go with them. You will become more wealthy if you keep picturing yourself as rich.
The Law of Attraction states that you attract what you believe, think and project. To attract wealth, you must visualize yourself with money. Also, be aware of your beliefs and attitudes about money. This will help you develop a receptive mindset and help you envision your life once you have achieved your goal. This is a powerful motivator.
Having money can also help you travel and learn new skills. You can spend quality time with family and friends as well as your mind and physique. Wealth is about you being able to grow. Understanding how the universe works will make manifesting money much easier.
Accounting for money accurately
It is a good practice to keep accurate records of your money. To ensure you don't spend any more money than you earn, keep accurate records of your income. Jesus Christ spoke out in a parable about the importance keeping accurate records of your finances. He related the parable of a unfinished tower. To finish building the tower you must first estimate how much it would cost. You will be mocked if the tower is not completed.
How to change your money mindset
Change your attitude about money is key to creating wealth in your life. This mindset can lead to financial problems. Focusing on what you truly deserve will increase your chances of attracting it.
To manifest wealth, you must change your views on money. You must clear your mind of all the concepts that don't help you manifest wealth. To do this, first find a quiet place where you can sit quietly. Write down everything that you think about money. Next, analyze what your writing has to say.
Your money mindset changes when you see the wealth and opportunities you already have. Instead of worrying about how to pay the bills, be happy, fulfilled, and successful. You can even use productivity tools that will help you focus on your health and your potential.
It is not as difficult to change your views about money to attract more wealth than it seems. You can take the time to examine yourself and discover what you can do to attract wealth. Once you have identified the issues that are holding you back from achieving what you want, you can take the necessary steps to overcome them. This can be one the most powerful tools you have to attract wealth in your life.
Wealth DNA Code Review
The Wealth DNA Code program promises to transform the way you make money. It alters your genes as well as their molecular behaviour. Utilizing the program's strategies you will learn to develop an exit strategy to wealth and maximize your genetic potential for immense wealth. If you're not happy with the program, there is a money-back guarantee.
Wealth DNA Code is a wealth activation tool that utilizes audio frequencies to raise vibration and align you with the right frequency to earn money. The audio tracks can help you meditate and open your chakras and create wealth. They assist you in achieving your dreams using the law of attraction. It's not an instant solution, and you'll need time to see desired results.
The Wealth DNA Code comes with a money back guarantee. If you aren't satisfied, simply call the company and request a refund. Many who have utilized the Wealth DNA Code for months are happy. It's a powerful wealth-generating system that is packed with scientifically-proven strategies. In addition it can help you improve your relationships and your mental well-being.
The Wealth DNA Code has a lot of positive reviews from clients that show people achieving wealth and abundance. There are thousands of testimonials on the site about people who have utilized the program and reported their success. It is important to keep in mind that the program functions differently for each person. Therefore, it is recommended to listen every day to achieve the best results.
Wealth DNA Code contains several audio tracks that activate your wealth DNA. These audio tracks can change your vibrations and help you reach your goals. The tracks can be listened to anywhere and last seven to ten minute each. These audio tracks can be played every day to help you get success as well as money.
Wealth DNA Code includes multiple sound tracks that contain distinct frequencies. These frequencies help activate your DNA. These frequencies can alter the expression of your genes and bring you wealth. You will attract great opportunities, positive people and an endless stream of prosperity by activating your wealth DNA. The Wealth DNA Code soundtracks help you achieve this by changing your brain's vibrations.
Activation of wealth DNA
The Wealth DNA Code digital program will teach you how activate your wealth DNA. This program helps you attract more wealth and money by realigning your root chakra. It activates the chakras in your DNA using seven-minute audio files. These audio files contain precise frequencies and vibrations that can assist you in attracting wealth.
The Wealth DNA Code is different from other programs. It is based on the Law of Attraction, and its creators claim that it is unique from any other. While other programs might concentrate on the Law of Attraction and limiting beliefs however, the Wealth DNA Code uses a method that is distinct from other methods. It also provides a money-back guarantee for 365 days. To get the most benefit from your investment it is crucial to use the Wealth DNA code regularly.
The Wealth DNA Code utilizes the latest epigenetic technology in order to unlock the wealth gene in individuals. This program has a step-by-step method that teaches you how to alter the way your genes behave to make you wealthy. Although it might seem difficult but it's actually quite easy. If you're determined to make the most of it, it is easy to grasp and apply. It makes use of sound and music vibrations to change DNA expressions and stimulate dormant genes.
Wealth DNA Code also features bonus programs. The Millionaires Seed Money program costs $97 and allows you to invest in lucrative opportunities that will assist you in creating wealth. Additionally, Wealth DNA Code includes 30 days of a planner which allows you to alter your financial background. Your potential is unlocked by using the wealth DNA code. This program will make your life easier and help you visualize your future clearly.
Chakras can attract money
The chakras are energy centers in the human body. By aligning these chakras you can achieve financial success in a variety ways. These energy centers are located near the base of the spine. They anchor people to the earth. They will make it easier to succeed when they are in equilibrium. These energy centers are also connected in a unique manner to the financial situation.
The chakras are directly linked to money and your relationship with it. Understanding the connection between each chakra can help to understand your financial situation. Additionally, it helps you develop the right mindset for manifesting money. This program will help you increase your income opportunities each day by being used regularly.
The Sixth Chakra is connected to intuition. It can help you understand the abundance of money and how to use it wisely and generously. This chakra can also help you use money to aid others. Unfortunately, many people do not trust their intuition when it comes to money. They read endless books and articles, consult experts, and hire financial planners instead of trusting their own intuition.
The Fifth Chakra is crucial for financial health. It lets you seek assistance when you're in need, and can assist you in recognizing when you aren't doing your best financially. It also helps you identify and transmute your limiting beliefs. The fifth chakra is associated with honesty and openness. Working to align this chakra can help you realize your dreams.
Guarantee of money-back guarantee
Wealth DNA Code is a program that activates your wealth DNA. The program comes with audio and other materials that will help you access the "forgotten" part of your DNA. According to the creator of the program, you can utilize the wealth DNA code to transform your life. You'll be able to view the world from a new perspective and be more motivated.
Wealth DNA Code is a scientifically proven program that alters the expression of your genes. It improves your mental health, your relationships, and your financial situation. It comes with a money-back guarantee. If you're not happy with the outcomes, you are able to return the program and receive an entire refund.
The Wealth DNA Code is a program in digital form that is meant to assist you in changing your life. It will take time to reach your full potential. This program is designed to improve the financial status of people all over the world. This program is based on the Law of Attraction. It is an holistic approach to financial well-being and is backed by a money-back guarantee. Wealth DNA Code creators claim that the program activates DNA. The program takes seven minutes per day and should be used for at least one week.
The Wealth DNA Code digital program aims to unlock your wealthiest portion of your DNA. The audio tracks included in this program use different frequencies to change the expression of genes in a way that improves the flow of money in your life.
The authenticity of the program
If you're looking to make some changes in your life, you may be interested in learning more about the Wealth DNA Code. After studying ancient spiritual leaders and conducting extensive research, Jim Maxwell and Alex Maxwell created this program. Its goal is to help people in need improve their financial situations through proven wealth building methods. It's a one-time fee that can be paid using Visa, MasterCard, and PayPal. The Wealth DNA Code website uses Secure Sockets Layer256-bit encryption in order to ensure your information is secure. Additionally the Wealth DNA Code offers an entire year of trial time to help you decide whether it's the right product for you. You can ask for a complete refund if you are not happy with the results.
The Wealth DNA Code audio program has helped thousands of people become rich. The program is easy to access and requires just 7 minutes of your time every day. It also comes with a 365-day guarantee of money back. Additionally, the audio tracks can be listened to in just seven minutes per day.
The Wealth DNA Code program contains three bonuses, each of which is worth more than $30. These bonuses are a part of the program and will help you increase your results quicker. The program is available only online and not sold in local stores. The cost of the program has dropped significantly and can be purchased on the internet for just $37. You can also download the audio tracks to your preferred device.
You can listen to the audio files for as many times as you like. It is recommended to listen to the soundtracks before you start your day. The Wealth DNA Code audio tracks can help you get rid of debt and resolve financial issues. Many of the users have had positive results after implementing the program.

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Product descriptionCurrent colourway is: Blue / Dark grey - Click to see more colourways
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Shown here rendered in blue-tinged silver and dark greys, this industrial texture design is reminiscent of a stretched fabric. Other colourways are available. Pattern repeat is zero, not as listed below. Reverse hang for pattern match.
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English 123
Professor Gail Shuck
May 2, 2002
Correct or Collect?
I often can't distinguish words that include "R" and "L". When I am in class, I am sometimes confused about what a professor asks for. I have to pay attention to what a professor says, especially, the words "correct" and "collect". I always wonder if I should hand in my homework or fix my mistakes when a professor says, "Collect your homework".
My native language is Japanese. The Japanese language does not need to differentiate the sounds "R" and "L" so it was difficult for me to hear the difference and pronounce these sounds. I think that there are two main reasons why it is hard for me to distinguish them.
The first reason is that the educational system of learning English in junior high and high school in Japan does not regard the study of correct English pronunciation as an important thing. What is significant is to understand English grammar and to memorize vocabulary. Generally speaking, all students have to do is just to memorize hundreds of idioms and phrasal verbs, such as "get up" "stand up" "sit down" and "hand out". Unfortunately, we don't learn how to use them in context. It became impossible for me to converse because I didn't learn these phrases as part of a living language. They were only useful for passing university entrance examinations.
Besides, there was an obstacle that prevents me from learning English in school years. That is: the English teachers who taught me in Japan had never been trained in proper English pronunciation. They made students imitate them, even though they did not know how to say English words correctly themselves. Some teachers, therefore, preferred to teach only English grammar. When students who graduate from high school or college go overseas to study, they realize how much different between what native English speakers tell them and what they have learned in Japan. When I came to the U.S. to learn English, I had to throw out the way I used to study English in Japan.
After I started to take an English as a second language class, I was surprised that American people including teachers did not understand what I said even though I used nearly perfect grammar. I have heard that the grammar was the most important thing. What is wrong? I tried to figure out why they did not understand me. While I was looking for the answer, I was gradually coming to recognize why I could not speak. It was a turning point for improving my English skills. But I had to spend a lot of time changing my learning process. I had persisted in learning English through a dictionary. I had neglected sounds as part of a living language.
The second reason why I cannot distinguish between these two sounds is that Japanese borrows many words from foreign languages. Because Japanese has only five vowels and because we need to attach a vowels to every consonant, the sounds of these words have to be adjusted when they are absorbed into the Japanese language.
For a long time, I have been familiar with pronouncing words from foreign languages, which were adjusted for the sounds that Japanese people easily spoke, so it is very difficult to pronounce the words in English. The muscles in my mouth and tongue are accustomed to pronouncing them in their Japanese pronunciation. For example, since computers have become prevalent in Japan, the word "download" is commonly used. However, the word must be transliterated that is written in Japanese script as "daun Ro-do" following the Japanese pronunciation. The last half of "daun ro-do" is pronounced the same as "lord", "load", and "road". In English these three words are different meanings and pronunciation; however, they have the same pronunciation in Japanese. If I transliterate "Lord of the Rings," the movie's title is called "Ro-do of Za rin-gu-su." Moreover, if I say, "road map" in Japanese, I am going to say "ro-do map."


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Springtime Events In Person and Online at George Bruce Library
There's a lot happening at George Bruce Library on 125th Street this month! Enjoy book discussions, virtual and in-person storytimes, learn to crochet, and explore everything from K-pop to portrait photography. There's a mix of in-person and online events to accommodate everyone. Masks are encouraged for in-person events.
The library will be closed from May 28 to May 30 for Memorial Day weekend.
Upcoming Events
- The exhibition from Inwood artists Takashi Harada and Kaé Sato has been extended through June 10. See artworks that depict connections between humans and nature and amongst human beings through our memory in their exhibition "KIBŌ". Open to adults 18+.
- Adults ages 50+ can schedule one-on-one sessions at the library to learn computer basics like word processing, email, and the internet. Call 212-662-9727 or register in-person, or come by the open lab sessions on Fridays at 2PM.
- Crochet and chat in person on May 7 and May 21 at 2PM, or virtually on May 18 at 2PM.
- Enjoy storytime for the family! In-person storytimes take place on Tuesdays at 12:30PM, so stop by on May 10, May 17, May 24, or May 31. Virtual story times are on Thursdays at 12:30PM. Register for May 12, May 19, or May 26.
- Head to the library on Tuesdays and Thursdays for open play time in the children's reading room. For children from 18–36 months.
- This month's virtual Open Book Hour for adults is on May 11 at 12PM. Join your fellow readers to discuss noteworthy books, swap recommendations, and more.
- Watch as eight talented all-female dance crews compete to see who is the best in Street Woman Fighter, South Korea's newest dance competition, at Positively K-Pop: For the Love of Street Woman Fighter: A Korean Dance Competition Discussion on May 12 at 12:30PM.
- Teens can come by on Thursdays at 4PM for Game On!, an in-person gaming session using Nintendo Switch consoles.
- Learn to take a selfie the old-fashioned way in Selfies: Unplugged, a workshop with a professional photographer about portrait photography on May 13 at 4PM.
- Learn about the art of self-portraiture on May 11 and May 18 at 5:30PM! Space is limited so register now for the workshops.
- Join the virtual Teen Advisory Group on May 24 at 4PM to help guide George Bruce Library staff as they choose books to recommend and plan programming for teenagers.
- Explore the world of Korean rock music with Positively K-Pop: Korean Rock n Roll on May 24 at 4PM.
- Teens 13-18 can discuss whatever they're currently reading at the virtual Teen Book Discussion on May 31 at 4PM.
Past Updates from George Bruce Library
Exhibitions and Resources
- Celebrate Asian American & Pacific Islander Heritage Month with events, book recommendations for all ages, special online storytimes for children, and more.
- Books For All: In response to recent efforts to ban certain books in some communities across the United States, the Library is making a selection of commonly banned books available to everyone—for free.
- Get learning resources for kids of all ages, educators, parents, and caregivers. Whether in person or online, the library connects you with after-school care, books, homework help, learning activities and tools, and much more.
- Late fees are gone for good. Read up on how book return policies will work going forward.
The New York Public Library (NYPL) is a great resource for New Yorkers, offering virtual events, free online services, and a wide variety of support during the COVID-19 pandemic. Columbia Neighbors has partnered with the George Bruce Library on 125th Street to provide regular updates from library staff and highlight its fantastic offerings.
For more news from the George Bruce Library, follow them on Facebook, Instagram, and Twitter.


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Tagged: XB1
For an episodic noir detective drama, Blues and Bullets is quite surrealist, seemingly inspired in equal parts by Telltale adventure games, Sin City, and occult horror such as Silent Hill. These far more so than the U.S. history from which… Read More »
Resident Evil HD Remaster, Hand of Fate, Aerena – Masters Edition, How to Survive, Tales from the Borderlands, Game of Thrones, Dyscourse, Life is Strange, and discussions about content discovery, controllers, and more on this episode of Versus Node. Eddie Inzauto and Sinan Kubba have been playing a… Read More »
Diablo III, The Depths of Tolagal, Life is Strange, You Don't Know Jack, Gunslugs are all up for discussion on this episode of VS Node. Eddie Inzauto and Sinan Kubba discuss the games they've been playing as of late. There's some… Read More »
The Order: 1886, Citizens of Earth, Game of Thrones, and Hammerwatch are all up for discussion on this episode of VS Node. Eddie Inzauto invites podcasting veteran Sinan Kubba to join him for a discussion of the games they've been… Read More »
It's a highly focused, small-scale Nodie Awards Show for 2014! Eddie Inzauto is joined by Jason Fanelli, Anthony LaBella, Josh Robinson, and Mike Murphy to talk about the games of 2014 for the ninth annual Nodie Awards. The nine special… Read More »
Reviewcast of The Evil Within, Halo: The Master Chief Collection, Super Smash Bros. for Wii U, and Alien: Isolation. Eddie Inzauto is joined by Jason Fanelli and Sinan Kubba to chat about a few high-profile autumn releases. From Mikami, to Master Chief, to… Read More »
Video game graphics have come a long way from the 2D pixels of the very first computer games, where the biggest depth in visuals were the rage-spit blotches on your screen that you never bothered to remove. We still haven't… Read More »
The new generation of games consoles has been with us for a few months now, and according to Sony at least, there's a winner emerging. There's traditionally been a strong element of brand loyalty in the console market, but Sony's… Read More »
Since falling in love with indie developer Playdead's Xbox Live Arcade hit, Limbo, back in 2010, I've been longing for another game in its likeness to fill the void. Has Nowhere Studios heard my call? Is Monochroma that game? Well, not… Read More »
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text: Thomas Cuche is a partner at Duclos, Thorne, Mollet-Viéville & Partners in Paris (France). He has developed an expertise in all areas of intellectual property and particularly in patent law and trademark law, as well as unfair competition. Thomas represents his clients before the French Courts and before the French and Community trademark offices. His clients are principally engaged in the industries of pharmaceuticals, biotechnologies, health, automotive equipment, electronics and luxury goods. Thomas is a graduate of the Grenoble University in Intellectual Property and New Technologies Law (1996). He has been a member of the Paris Bar since 2000, and was awarded a certificate of specialization in Intellectual Property by the Paris Bar.


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Indiana Becomes First State to Pass Near-Total Abortion Ban Since Roe
Indiana became the first state since the Supreme Court abolished Raw vs. Wade to pass a near-total ban on abortion.
Governor Eric Holcomb (right) signed the Senate's first registration bill within an hour after both houses of Republican-controlled states passed the bill during a special session Friday.
The bill was approved in the House, 62-38, in the afternoon, and later in the Senate, 28-19. None of the Democrats voted in favor of the legislation, and some Republicans joined in.
Some exceptions are included in the abortion ban, such as rape or incest ten weeks after fertilization, endangering the mother's life, and if the fetus has a fatal diagnosis. Under these exceptions, the operation is only allowed up to 20 weeks after fertilization.
If an abortion is to be performed under one of these exceptions, it is permitted to be performed only in a hospital or hospital-owned facility, Associated Press (AP) mentioned. This means that all abortion clinics will lose their license, the news agency noted.
If a doctor performs an illegal abortion or does not properly submit the required reports, he risks losing his medical license.
The legislation enters into force on September 15.
Indiana's current abortion law allows the procedure to be performed up to 22 weeks after a mother's last menstrual period, CNN pointed.
"After a coup RoHolcomb said in statement After passing the legislation. "Personally, I am most proud of every Hauser who has come forward to so bravely share his views in a debate that is unlikely to stop any time soon."
After the bill passed in the House, Representative Wendy McNamara (right), a sponsor of Act No. 1 registered in the Senate, He said The legislation "makes Indiana one of the most pro-life states in the country."
The White House issued a statement Saturday, he criticized the legislation as "another drastic step by Republican lawmakers to usurp women's reproductive rights and freedom."
While many states have laws in place that went into effect after the Supreme Court ruling in late June Dobbs vs Women's Health JacksonIndiana did not have a statute in place and became the first state to enact legislation restricting abortion.
The bill follows after the West Virginia legislature Failed To pass an abortion ban last week, voters in Kansas overwhelmingly rejected a provision to repeal abortion protections from the state constitution on Tuesday.
You can follow Ethan Letkeman on Twitter at Tweet embed.


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In what could be a suspicious move by North Korea, the authorities have asked Foreign journalists in North Korea to be prepared for a 'big and important event' on Thursday.
According to reports, North Korean officials provided no details about the nature of the event or its location.
ALSO READ: Gruesome details of Bin Laden killing revealed in Navy Seal's new book
At least 200 foreign journalists are in North Korea capital, Pyongyang, ahead of the nation's biggest national holiday–Day of the Sun.
This year's 'Day of the Sun' which is celebrated annually on April 15, will mark the 105th anniversary of the birth of Kim Il Sung, the deceased founding leader of North Korea and the grandfather of North Korean leader Kim Jong-un.
Reports suggests that North Korean officials have previously made similar declarations to the foreign press that have ended up being largely unsubstantiated.
ALSO READ: United Airlines to compensate all passengers on flight in which Asian man was dragged off
In a major speculation, North Korea might seek to showcase its military arsenal in light following an ongoing standoff with the US over its nuclear program.
Following President Trump's decision to send a US Navy strike group, including an aircraft carrier, towards the Korean peninsula, North Korean state media issued a warning to the US on Tuesday, stating that the country will utilise its nuclear capabilities at any sign of US aggression.


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We are a group of Warriors Selected By God and place in a strategic position to Win Souls for His Kingdom.
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NIRRH BE BTech Engineering Vacancies-Adv 270/21
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Simulation Activity Diagrams
Document Type Conference Paper
32 Conference on Computers and Industrial Engineering, 2003, University of Limerick
This paper presents a technique, Simulation Activity Diagrams (SAD), developed to lessen the modelling burden during the initial requirements gathering phases of a simulation project. The technique also allows the capture and visual communication of detailed information, to manufacturing personnel, which may otherwise be lost in detailed programming code.
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Updated on November 27, 2018, 08:40
Now, even Bayern's legends deal with rage Uli Hoeness: Paul Breitner does not; welcome now have been trying to & # 39; President in the prestigious Munich seat in Allianz Arena. Breitner should have a reason to punish after Hoeness & # 39; and Rummenigges Rundumschlag opposed the media in recent weeks.
Paul Breitner is not allowed to go to the VIP box at the Bundesliga FC Bayern Munich football club. "Mr Dreesen's call, Uli Hoeness suggested that I can not look at the honorary guest for the future," said the photographer "Bild" photographer in Munich (tax liability) through a cell phone call by Bayern Dreesen Christian.
According to Breitner, this did not surprise Breitner. "Tell me: I was expecting it at least, and I do not want to see one or the other at least anyway."
Breitner with sharp surrender on Hoeness and Rummenigge
Breitner was convicted in October as President Uli Hoeness and Karl-Heinz Rummenigge President were circulated at an unusual news conference. "I'm still sorry, because I can not think in 48 years that I live with or on FC Bayern's edge, that this club will bring this show , it shows this weakness, "said Breitner on Bayerischer Rundfunk. "As for Uli, I do not understand much of the events there." (Szu / ADD)
Source link


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And this is part 2 of my Week in the Life of A Crazy Woman…
Read on, but only if you're woman enough to take it…or if you're a man and no one can see your computer screen.
3rd Day
I am all of the aforementioned Dwarfs today. It makes for a bad 24 hours when I am all of dwarfs on the same day.
I didn't sleep again last night due in great part to my "condition".
Very sure by mid-day that starting Weight Watcher's at the same time of the month that my hormones are sending assassins to try to kill me wasn't a good idea. My mood convulsions have run the gambit. I've wept uncontrollably. I've screamed at the top of my lungs at no one. I've gotten confused and lost . Twice. And I was simply driving 45 minutes from my house to Stone Mountain Park and back. I've driven this route a half million times. I really shouldn't need Money-Penny. (My GPS, we call her Money Penny.) But I did need her. I needed her because I got a little confused. I wonder if I'm having TSA's? Or is it TIA's? (The Husband read this and didn't know what these initials meant … one is a mini-stroke and one, I think, has something to do with transportation.)
I've managed to stay UNDER my Weight Watcher's points for 2 days but today I would give up my first born for a chocolate cake. (Sorry Bethany.)Yes, a cake. But wait, let me be more specific…a yellow cake with chocolate fudge frosting… yes, yes I would. Today, it feels like an even trade. Today, I totally understand that dude in the Bible who traded his birth-right for a bowl of stew. (Although stew doesn't interest me in the least, like I said I want cake.) I find myself thinking of him a lot today, that hungry guy in the Bible and I'm wondering if somehow he was going through menopause at the time…
It's bedtime. My skin is crawling and I'm on edge. I'd like to scream at and slap something. It's not the Weight Watcher's it's the hormones. But knowing that doesn't help me at all. How very unfortunate that my go-to stress relief is baking and right now I can not bake…I tell 'myself' to find another form of stress relief.
'Myself' said something back that I can not repeat.
To Be Continued…come back tomorrow to see how long I can go without grooming.


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In 2021 the Iranian regime carried out brute repression in the country's prisons, public and secret dentation centers, and on the streets. In the protests of Saravan, the regime responded to the people's demands with lethal force. It repressed the farmer's protests in Isfahan and blinded many people with birdshot and showed it is prepared to extinguish protests at any cost.
Executions in Iran continued daily across the country's prisons.
In 2021 the regime executed at least 349 people. The real number is believed to be much more because many executions are carried out secretly and at hidden places and are never made public.
The highest number of executions were carried out in July and the least was carried out in June.
The statistics of executions are as follows:
316 men in the country's prisons
1 child offender (woman)
6 child offenders (man)
9 political prisoners
17 women
Execution sentences were implemented in Central Prisons of Ardabil, Central Arak, Esfarayen, Iranshahr, Amol, Babol, Central Boroujerd, Taybad, Jiroft, Dezful, Central Isfahan, Zabol, Sabzevar, Sepidar, Saravan, Sheiban, Shirvan, Ghaen, Ghezel Hesar, Maragheh, Gonbad Kavous, Gohardasht Central Urmia, Central Ilam, Central Birjand, Central Tabriz, Central Khorramabad, Central Rasht, Central Zahedan, Central Zanjan, Central Sanandaj, Central Shahrekord, Central Shiraz, Central Qazvin, Central Qom, Central Karaj, Central Kerman, Central Kermanshah, Central Gorgan, Central Mashhad, Mahabad, Central Yasuj, Central Yazd, Meshginshahr, Noor, Enoushahr, Neyshabur and in one part of Tehran.
Most executions took place in the central prisons of Isfahan, Gohardasht, central Zahedan, central Shiraz, central Mashhad, and central Birjand.
Some of the executions that show the regime's ruthlessness are as follow:
Bahauddin Qasemzadeh: He was executed on July 4 in Urmia Central Prison along with his brother, who was paralyzed.
Ebrahim SeBakhsh: He was executed on August 2 in Isfahan's central prison after 6 years on charges of drug smuggling.
Sajad Sanjari was executed secretly on August 2 in Kermanshah's prison without his family being informed in advance.
Arman Abdolali was executed on November 24, after being transferred seven times to solitary confinement for the execution which constituted an unscrupulous behavior and torture of the prisoner.
Ali Akbar Mohammadi, 24, was executed on December 4, after being transferred four times for the execution.
Mohammad Tazekar was executed on December 14 in Meshgin Shahr prison after serving 3 years in prison.
The executed women
– One woman was executed in Sanandaj's Central prison on January 27.
– One woman was executed in Ardebil's Central prison on February 8.
– Zahra Esmaili was executed on February 17 in Ghohardasht prison. Zahra Esmaili had suffered a stroke and died at the execution place in response to the execution of the other prisoners who accompanied her, but prison officials hanged her lifeless body.
– Maryam (Masoumeh) Karimi was executed on March 13 in Rasht Central Prison.
– Nafiseh Pakmehr was executed on March 14 in Taybad prison.
– Kobra Fatemi, 41 was executed on May 23 in Yazd Central prison.
– One woman was executed on May 30 in Qazvin Central prison.
– Three women were executed on September 8 in Gohardasht prison.
– Susan Rezaee Pour was executed on October 27 in Qazvin Central prison.
– One woman was executed along with her husband on November 23 in Yasuj Central prison.
– Maryam Khakpour was executed on December 9 in Kerman Central prison.
– Three women were executed on December 9 in Kerman Central prison.
– Masoumeh Zaree was executed on December 14 in Amol prison. Her execution became dramatic after that none of the prison officials accepted to put the noose around her neck and waited for hours for her execution in front of the gallows and finally an official from outside of the prison finished the execution.
– Fatemeh Aslani was executed on 19 December in Isfahan Central prison, after nine years of imprisonment.
Nine political prisoners were executed in 2021
– Hassan Dehvari was executed on the charge of moharebeh (waging war against God and the state) on January 3 in Zahedan Central prison.
– Elyas Ghalandarzi was executed on the charge of moharebeh on January 3 in Zahedan Central prison.
– Ali Motiri was executed on the charge of moharebeh on January 28 in the Sheyban prison.
– Javid Dehghan Khalad was executed on the charge of moharebeh on January 30 in Zahedan prison.
– Jasem Heydari was executed on the charge of moharebeh on February 28 in Sheyban prison.
– Hossein Seylavi was executed on the charge of moharebeh on February 28 in Sheyban prison.
– Ali Khasraji was executed on the charge of moharebeh on February 28 in Sheyban prison.
– Nasser Khafajian was executed on the charge of moharebeh on February 28 in Sheyban prison.
– Heydar Ghorbani was executed on the charge of Baghi (armed rebellion against the state) and membership in the Kurdistan Democratic Party of Iran on December 19.
In 2021, at least 3730 people were arrested. Considering that news about arrests in Iran is not reported by the government this number is not reflecting the real statistics, and this is just a part. The most number of arrests were implemented in August and the least was implemented in December.
The statistics of arrests are as follows:
– Political arrests: 2050 people
– Arbitrary arrests: 397 people
– Social arrests: 1229 people
– Arrests of religious minorities: 54 people
Most arrests were during Isfahan's water protests. At least 1000 people were arrested.
Among the many acts of torture that took place in Iran in 2021, these are just some examples:
Flogging a prisoner in front of other prisoners. Insulting a prisoner by stripping his clothes in front of others. Shaving the hair of prisoners. Constant attacks by the prison guards and beating the prisoners without any reason.
Depriving the prisoners of the most basic needs. Insulting the prisoners in front of their families. Exiling the prisoners, and many other forms of inhuman behaviors.
Outside the prisons, parading youths and people for small crimes to publicly degrade and humiliate them under the pretext of thugs.
Arbitrary killings:
According to the news that was published and collected, 112 people from cargo and fuel porters, hunters, shepherds, and other people were killed by the regime's police, security, and Revolutionary Guards forces in 2021.
Source » irannewsupdate


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Scroll through and catch up on the latest from the SFU OLC. You're bound to find a fresh new perspective, the most current advice, and recently published stories that are sure to inspire you. Content is created by the SFU community.
Changing Times: Stories to Inspire Hope and Resilience
Working from home is a common reality for many Co-op students in the past year. Working from home while working for a Health Authority in the thick of the pandemic is a tremendous experience Kaylla went through last year. Take a look at how she learned to stay productive in these uncertain times.
The Latest
Meet Giulia Crovini, an Economics Co-op student. In this quick Q&A, Annelyse shares about her co-op experience. Specifically, she highlights the many benefits of applying for positions outside of your faculty.
In the sentences that follow, you will learn five very, very important tips that, if heeded, will prepare you for a career in technical writing. If these tips don't quite have the effect I'm suggesting, it's not my fault–you probably did something wrong.
Meet Ditij Beladiya, a student completing an Honours undergraduate degree with a Major in Economics, Concentration in Economic Data Analytics and Minor in Political Science. In this quick Q&A, Ditij shares about his co-op experience. Read about his interview, his day to day tasks and what he has learned.
Many times, our co-op students graduate from our program, and use these experiences in future positions. Today, we will be interviewing a former student of ours, Fatima Sajid to see where she is now after graduation. Read about how her onboarding processes went, the skills she learnt and how her employers helped her develop said skills.
Meet Annelyse Ross, a Political Science and Social Data Analytics Co-op student. In this quick Q&A, Annelyse shares about her co-op experience. Read about how she discusses how she determines if a position is a good fit for her, what she did in her Policy Intern position and even how she got to travel as part of her position.
I've learned to expect the unexpected in the field of communications, but this semester, that was taken to the next level, as event planning became the focus. While most days were fairly regular office hours, I did once spend the weekend as a guide and mic runner for a research summit. Another time, I got to attend a free class in voguing!
Picking a major is a journey in its own rite, now you're considering taking on a minor on top of that? Sometimes, this task tends to be pushed aside for another time; then suddenly, you're in your third year at SFU and have yet to pick a minor. The job may be difficult, but with enough planning and research it is doable. If you find yourself in a similar situation, here's some information that may help guide you when starting a minor later into your degree.
The gaming industry is faced paced and requires you to be on the go, but that's exactly why I love it.
Sorren takes one through how creating a website is much like tailoring a new suit; in order to have the best chance at success, one must present their best self.
I've spent the last eight months working an SFU research group on fulfilling projects focused on identifying barriers and opportunities to vehicle electrification in BC. What is research work like, and should you consider pursuing a research position?
SFU Surrey Co-op feature student is Carissa Shum, an Interactive Arts and Technology student who worked for FORM Athletica as an Android Developer.
SFU Surrey Co-op features student Tianna Sequeira, a Sustainable Energy Engineering student who has been doing some calculating and analyzing work on her co-op journey.
If you're reading this, you're most likely in the same shoes as I was, fresh out of an academic term and excited but anxious about your upcoming Communication Co-op placement. The question lingering in your head at this very moment is probably "what is this Co-op student rambling about, and can he just cut to the point?". Well my dear reader, in this final entry of my Captain's log, I will be going over my transformation from a bumbling Co-op student to a full-fledged Marketing Coordinator and give tips on how you too can navigate through your first work term.
I made such great progress throughout the years that Little Nadya would definitely be in awe (and in worry because she'll need to go through all those interviews). So, how did I do it? It wasn't easy or comfortable, but that's how you progress. Here are my tips for overcoming, or at least coping, with extreme interview anxiety.
Meet Amy S. FitzGerald, the Executive Director at BC Society of Transition Houses (BCSTH). In this quick Q&A, Amy discusses how co-op students adapted to the position, resources the organization provided and tips for future employers and students.
Having thoughts about Co-op, here's an article of business co-op experience that might just be the right motivation for you.
Have you ever had multiple interests and skills that seem to be unrelated to each other? Cara, a BBA and IAT joint major student, shares her experience with incorporating marketing and graphic design skills in her Co-op journey
Meet Graham Stuart, the Director of Corporate Planning at the City of Coquitlam. In this quick Q&A, Graham discusses the process of hiring an intern, the rewards and tips for employers hoping to hire a student.
The holidays are a time for fun and festivities, but the feeling of being homesick can also creep in during this time. Here are some steps to help you through it!
There is a certain level of confidence you surround yourself with when going into your second work term. Suddenly, you're not junior anymore and you have some legitimate experience on your belt. That experience can be used as almost a protective shield when going back into the workforce, especially when there's a new element introduced. It's no longer remote.
Meet Aliyah Datoo, an SFU Master of Political Science Co-op student. In this quick Q&A, Aliyah shares a bit about her co-op experience. Keep on reading as Aliyah shares her day to day tasks, the onboarding process and how she has felt about the experience.
This was it. I finished writing my resumes, successfully passed the interview process, and accepted the job offer with cheers of joy. I told my mother with a large grin on my face, but in the midst of my excitement, my smile slightly lowered, and a wave of nervousness washed over me.
The thought of changing your major can be daunting, but it can be so rewarding when you take the leap.
As an undergraduate student who decided to switch my degree from Psychology to Communication on a whim, I was very nervous about my future career path, especially since I felt like I was the only person that had no big dreams in life. Therefore, I decided to apply to Co-op to start piecing together my goals and ambitions.
Ever wanted to feel like the main protagonist in a movie? Here's your reminder that you already are one!
My role as a Communications Assistant has it's ups and downs especially during busy seasons of the school year where many events run consecutively one after the other. Time management and efficiency are nothing new for us students because we constantly must meet deadlines and make sure we balance work with school
Looking for Unique study spots on the Burnaby Campus? Do you want to merge comfort, views, and serenity while studying on campus? Here are 5 study spaces on campus that I recommend.
A rather underrated discussion is how difficult it is to keep your motivation intact throughout a four-month long semester. Especially after mid-term season when we start to lose that that adrenaline of motivation. Here are some tips to help you stay motivated!
I strive to make SFU a safer place for our Indigenous community to grow and flourish.
Meet Herman Chan, an Interactive Arts and Technology co-op student who has been developing his skillset as a graphic design intern at AGvisorPro, a start-up company with a vision to build the world's most credible independent agriculture network.
New to Vancouver? Discover 4 spots Lauretta discovered in her adventures around the city.
I came into it wanting to learn as much as I could. Somehow, I learned more than I thought I would, including about the changeable nature of start-ups. I'll always be grateful for the flexible work environment that allowed me to gain experience in things I never dreamed of doing.
In university, it is important for students to initiate connections with individuals around them to make the best of their opportunities. However, networking is hard and is not taught as a skill. Networking is something that must be practiced to be perfected. Luckily, there are tools that make it easier for individuals to connect with others, which leads to greater opportunities in their careers.


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Can I Tell Luminar Where to Store the "Libraries" And Edits Data?
I use a new ssd every year and do all of my edits on that drive. I take that drive between two computers and want them both to see the same "libraries and edits" without having to be on the cloud.
Currently, using Lightroom, I store the library file on the drive and point each computer to this "library" that I was able to designate where it was stored.
Can I do this with Luminar 3 as I cannot find this setting anywhere. Any ideas?
I keep being told to watch Jim Fix videos but I don't want to watch a whole video for this one specific question. TY in advance for help if you can provide it. I am one or two steps away from being able to use Luminar 3 as my main editing platform.
2 comments
FOUND IT! - By starting a CATALOG in a folder on the drive being considered, I can then open that "catalog" anywhere I take the drive to in Luminar 3.
Now I can watch Jim Fix for whatever other needs I may have. Sorry to have you all watch me brainstorm. I knew it had to be doable!
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The first order in take of the Rod, went really well for the most part, and some great reviews have already come in.
For a full list of reviews, take a look at the bottom of the product page, but I thought I'd just share a few below:
"Alex, you've knocked it out of the park again – this thing is amazing! I am pre-surgery with just over an inch of growth and have no trouble putting it on. I have yet to wear it for an extended period because I wear my EZP all the time, but I've had no issues with it coming off. I cannot adequately express how incredible it feels to have a penis actually ON my body and how much it's relieved my dysphoria. My wife was also astounded at how realistic it looks. I can't thank you enough for creating these life-altering products and for the awesome contributions you are making to the trans community. You have truly enriched the quality of my life." – Evan
"I purchased this for my husband and I've truly never seen him happier! He actually had a few tears in his eyes while trying it on. He absolutely loves it and seeing him happy makes me happy! Can't say thanks enough, it's perfect." – Jordyn
"I've received my Rod and am beyond impressed. Fits well and comfortable. I will be posting a review after a week of full use. I am pre op but have surgery in August and can't wait to see what it's like with testicular implants. Thank you so much again. I own multiple reelmagik products and two peecocks. This is way more realistic for me and comforting. Doesn't make me walk funny or feel like I have to situate myself constantly. Keep producing these!" – Emory
However a few issues did come up for some people, so please make sure the Rod is right for you by reading the bottom section of the product page.


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Jada Pinkett Smith's green Jean Paul Gaultier Oscars dress
Jada Pinkett Smith made ideal-dressed lists the globe about (together with our a person), when she stepped out on the Oscars red-carpet very last evening in a breathtaking Jean Paul Gaultier couture robe.
As we know, soon after the pink-carpet physical appearance her spouse and children created headlines for other motives – many thanks to that on-phase altercation in between Will Smith and Chris Rock, and Smith's subsequent Greatest Actor get – but, prior to the celebration, her stylist Georgia Medley states she'd by no means noticed her "so energized or pleased" when making an attempt on the dream costume.
The gown was established by Belgian designer Glenn Martens, who built his haute couture debut as a visitor designer for Jean Paul Gaultier's spring/summer time 2022 selection in January.
"As soon as I saw the Glenn Martens Jean Paul Gaultier Couture assortment, I just understood this gown would need to have a pink-carpet moment," Medley tells us. "I often like to capture a minute with Jada for any purple carpet, but even a lot more so for the biggest purple-carpet of all…"
The gown options an massive ruffled skirt that cascades out into a show-stopping practice, with a ruched zip-up bodice and a high neck, all in a deep emerald environmentally friendly. She concluded the glance with matching environmentally friendly system sandals and G by Glenn Spiro earrings in titanium and diamonds.
"It was the initially alternative and in the works for months," explains Medley. "I preferred Jada to glance and truly feel like herself, but on yet another degree. It can be regal, stylish, trend-ahead and divine."
As for that color, Medley claims she understood it would properly complement Will Smith's charcoal match.
"I had a emotion she required to be in green," she suggests. "After I understood Will's design and colour of accommodate, there was no other choice but to go for the emerald green."
Pinkett Smith liked the dress as before long as she tried using it on. "It was her amount one preference," claims Medley. "I've never viewed her so thrilled or happy!"
Of system, with this kind of an monumental coach came some logistical issues, with Medley describing carrying the dress as getting "like cardio". "I had to make positive protection knew how to stage in for me and have it effectively!" she laughs.
See our edit of the 10 ideal-dressed friends at the 2022 Oscars, down below:
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The notion of corporate hotel management came into existence when big-name brands like
Hilton and Inter Continental expanded internationally in the 1950s. For that goal, leading
brands purchase buildings and make hotels out of them. They hire a local company to run
the hotels' daily operations and management strategies to multifold revenue and market
value. So, in the corporate hotel franchise system, the brands play the role of the hotel
owner that collects the profits.
These kinds of relationships are kept behind the scenes, and today almost every branded hotel has a corporate hotel management company structure. This practice of corporate hotel franchise is prevalent because, in this way, the responsibilities of running a hotel are divided.
We've established that a corporate hotel management company runs a hotel on behalf of the owner, but now the point is, what does a corporate hotel franchise exactly do?
The corporate hotel management company ensures a profitable business by constantly
delivering results for hotel owners and by running the hotel operations and is then
responsible for upholding brand standards. The corporate hotel franchise responsibilities
include all day-to-day operations from hiring and training the staff, payroll, ordering
supplies, cleaning the rooms, selling meeting spaces to entertaining guests, and marketing.
In order to check who is the management company at the hotel you are staying at, you can find out by checking for a plaque in your hotel lobby.
In this respect, with years of experience managing hotels, Siara Hotels & Resorts, a leading corporate hotel management company, is not only a proven choice among hotel ownership groups but also a proven leader in the hospitality industry with a track record of proven experience. With excellent service delivery for its guests, Siara Hotels' success is strengthened by its extensive focus on revenue generation and product management with responsiveness and dexterity.
Our unique Business model aims at providing a good unique Hotel facilities and services to
its guests at a priceless value.
Siara Hotels aims to be the most sought-after hotel brand for business travelers in the mid- market segment. Mid-sized hotels (Ranging from 50 keys to 100 keys), no frills attached, limited facility hotels with great service delivery for its guests.
The 3 night stay from 28th July 2022 to 30th July 2022 was fabulous .Hospitality,fooding, lodging,staffs are too good and in every aspect this is the best of its kind in Silchar. Look forward to visit again and again. Thanks the entire team Best wishes B.K.Bhujabal
One of the best hotels in Silchar. The facility is maintained well. The rooms very cozy and cleaniness was great. The food is awesome and the staff were very friendly. I would definitely come back when I am in Silchar
The rooms were clean, very comfortable, and the staff was amazing. they went over and beyond to help make our stay enjoyable. i highly recommend this hotel for anyone visiting downtown rajkot. ⚡
Clean rooms. Staff is co-operative. Service is awesome. Food taste good. Hygiene place to stay. Overall it's excellent and near by down town and airport.
I am stay here so much time. it's cleanliness & accommodation facilities r too much good. i like it very much. thank u. team management amba suits.
Very nice accomodation, good location, peaceful. Actully it was beyond my expectations. Although there was some renovation going on, even than we are attended very cordially. Food excellent, staff humble n polite, a must visit destination.
An amazing place would recommend it for sure. Cooperative and friendly staff. Spacious rooms delicious food. The location is on the outskirts. nealry 15-20 min from city.


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To be clear, the ONLY state where Biden has sent his leftist lawyers to attack the Second Amendment Preservation Act is Missouri, because we have the best SAPA law in America!
We are the only state in the nation where SAPA is backed up by real teeth. We're the only state in the nation where gun owners can take anti-gun police departments who flagrantly violate SAPA into civil court for civil damages.
Biden's handlers know that if they can't get our Supreme Court to strike SAPA down then their gun control agenda (including their Executive Actions) is toast in 'Red America' as dozens of states will rush to pass identical legislation!
The DOJ tried (and failed) to overturn SAPA at the Circuit Court level last year. Now they are coming back and bringing their tyrannical challenge before the Missouri State Supreme Court.
But you can damn sure bet that the Missouri Firearms Coalition is not going to let this attack go unanswered. Our lawyers have spent weeks finalizing our legal response to this threat, a fight that I hope you'll help us finish today!
Fighting for SAPA got a whole lot more important over the last few days, now that the ATF has released their revised schedule on banning pistol braces and regulating 80% lower receivers!
Joe Biden is a power-hungry tyrant but he doesn't have the votes to pass gun control in Congress. That's why he's turned to Executive Orders and the ATF; he wants to do an end-run around Congress and advance gun control via executive fiat.
In the updated Federal Registry, published over the weekend, the ATF announced their implementation of Biden's Executive Orders will take effect in June for 80% lowers and in August for pistol braces! This could make criminals out of millions of gun owners!
Of course, they are expecting state and local cops to enforce this tyranny. But Missouri cops can't be forced to do that, because we have the Second Amendment Preservation Act — if we can defend it in court!
I can't stress how important your donations are, right now!
If the Supreme Court overturns Missouri's SAPA law, then Missouri cops will be ordered to help enforce these Executive Actions that Joe Biden is having the ATF implement.
And as we've said before, this fight to overturn/save SAPA here in Missouri is about a lot more than just Missourians and our right to keep and bear arms.
The outcome of Missouri's SAPA law has national ramifications because if SAPA law survives this court challenge — it will continue to spread like wildfire across the country!
Already, lawmakers in other states like Iowa, Wyoming, Minnesota, Ohio, Georgia, Pennsylvania and many others are working to pass identical copies of our SAPA legislation in their states.
But if the court strikes our SAPA law down, it will give the left and weak-kneed moderates on the right all the political ammo they need to let SAPA die in their states.
That's why the Missouri Firearms Coalition has gone 'all in' as we work to defend our SAPA law. We've already incurred tens of thousands of dollars in legal fees, and we need your immediate help to maintain this fight! Will you stand with us now?
All of the gun rights that you and I have secured here in Missouri over the years — from Constitutional Carry to Stand-Your-Ground to enhanced Castle Doctrine law and more — will count for nothing if Missouri cops enforce federal gun control law!
This is a fight that we must engage in, and it's a fight that we must win. For our children, for our country, and for the Second Amendment!
Please make an emergency donation — the largest one you can afford today — to help MOFC fight to defend SAPA in court!
For Missouri,
Aaron Dorr
Political Director
Missouri Firearms Coalition
P.S. In just a few hours, the Missouri Firearms Coalition will be battling against Biden's Department of InJustice, who have flown into Missouri to try to repeal the Second Amendment Preservation Act!
Biden's handlers know that if they don't crush SAPA here in Missouri then the impact of their Executive Orders will be almost nothing, and other states will quickly follow suit!
MOFC's lawyers have been working around the clock on our legal defense of SAPA, as we gear up to defend SAPA law in court with Joe Biden's Department of InJustice.
But we need your help to cover our mounting legal fees. Please make an emergency donation so the Missouri Firearms Coalition can fight for SAPA before the Supreme Court!
Missouri's SAPA law is a roadmap to freedom that 'red states' all over the country are ALREADY following. The outcome of this case has very clear national ramifications. Donate NOW!


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The Member of Parliament (MP) for the Yapei-Kusawgu constituency of the Savannah Region Hon John Abdulai Jinapor has refurbished the Health Staff bungalow at Tuluwe to improve access to quality service delivery at the Tuluwe electoral.
This is in response to a request by the Assembly member of the area Hon Sadick Abubakar during the 2020 electioneering campaign that Health workers usually spend few days in the community to attend to their Health needs due to the dilapidated nature of their bungalow.
After a discussion with the District Health Directorate, the Hon MP decided to renovate the bungalow with his share of the NHIS allocation to provide decent accommodation for the the Health workers.
Speaking at a short ceremony to hand over the bungalow to the Health directorate on 3rd November, 2021, Hon Jinapor entreated the Health Staff to continue to provide quality services to the people of Tuluwe and its environs.
The Hon MP was particularly happy because he feels there should be no reason that providing health care in our rural communities should put workers and patients at a health risk.
According to him, plans are far advanced to provide more of such accommodations to ensure that health workers are posted permanently to Health facilities in the constituency. He mentioned that Boachipe Nurses bungalow will soon be completed and handed over to the Health directorate.
Hon John Jinapor thanked the Chiefs and elders of the community for their patience and assured them that efforts are been made to improve the standard of living of communities in respect of Health, Education, infrastructure and others meant to empower them as a people.
The Central Gonja District Director of Health Services Mr David Bukari expressed appreciation to the Hon MP for the gesture and appealed to health workers in the area to live up to expectation in the provision of health care to the people.
The Assembly member of the area Hon Sadick expressed his appreciation to the MP for listening to their plea and delivering as promised. He also thanked the Health directorate for their continuous support to the community.
Source: nkilgifmonline.com/
Alidu Abdul Aziz