#monitoring key performance indicators

[tebsolutions]

Power BI Dashboards - Visual Canvases That Tell a Story

Power BI dashboards are visual canvases that tell a story through visualizations. You can create a dashboard using any report with edit permissions.

A top-level executive might use a Power BI dashboard to analyze the profitability of the organization. Digital Marketers use it to understand the effectiveness of their marketing campaigns.

Key Performance Indicators (KPIs)

KPIs allow business leaders to track the progress toward a defined objective, whether it is sales revenue or lead conversion rates. They also help to dismantle potential data siloes by making metrics more actionable and measurable for various departments.

A Power BI dashboard can display a variety of different types of visuals that make it easier to identify and analyze key performance indicators. Some examples of these include gauges, scorecards, and line charts. The most important element in creating a Power BI dashboard is selecting the right type of data to be displayed. The metric should be easy to understand and can help the user achieve organizational goals.

There are three requirements for a KPI visual: a base context, a target concept, and a current value or status. The actual context is represented by a color indication, with a marker such as poor (red), need improvement (yellow), satisfactory (green) or good (dark green). It is possible to create dual KPI visuals that show two KPIs side by side. These are dynamic, displaying new values and information as they are hovered over.

Visualizations

A dashboard is a single-page visualization of insights from multiple reports and datasets. It offers a consolidated view of important metrics and helps you develop data-backed strategies.

Visualizations are a key aspect of Power BI dashboards. They can range from simple cards to a matrix, and are displayed on a canvas grid. The size of a visual depends on the level of detail it presents. For example, a visual that compares numerous data categories should be larger than a visual that only displays a single number.

A Waterfall Chart can be used to track the progression of a value over time. It is a great way to see a trend and identify opportunities for future growth. A stacked area chart is an extension of the basic area chart that allows you to visually compare several data categories. This type of visual can also help you determine a part-to-whole relationship. For example, a stacked area chart can be used to show the sales performance of regions compared to the overall revenue.

Data Sources

A dashboard is a single page that tells a story through visualizations. While reports use multiple data tables, dashboards only have one.

Power BI dashboards are used by organizations in various domains to analyze their data. A Sales Manager can use the tool to understand his team’s performance, a Top-Level Executive can visualize the profitability of their organization, and a Digital Marketer can analyze the efficacy of their social media campaigns.

The source of your dashboard is the data set from which it gets its information. This can be an Excel file, a URL to an external service (e.g., Facebook), or a data warehouse. Power BI connects to the data sources with its connector, which is part of the underlying data set. Whenever the data in the data set changes, Power BI automatically refreshes all of the reports and visualizations associated with it. Moreover, Hevo has a scalable infrastructure that automatically detects the schema of the incoming data & maps it to the destination schema. Try Hevo now with our 14-Day Free Trial!

Sharing

Power BI allows you to share your dashboards and reports with others. You can share them with people inside your organization, as well as with external users. You can also embed your dashboards and reports in existing workplace tools like Slack, Teams, or Sharepoint. This is a great way to ensure that your data is visible to your employees, and can help cut through the clutter of other digital communications they receive on a daily basis.

You can share a single report or dashboard by selecting the'share' button and entering an email address or group of addresses. You can also set permissions for those with whom you want to share the content.

Once you've shared a dashboard or report, you can also use the'share to web' button to make it available on your organization's website. However, this only works if you have an internet connection. The web version of a dashboard won't refresh automatically, so you'll need to manually update the data in your datasets.

Conclusion:

In conclusion, Power BI Dashboards are undeniably powerful visual canvases that excel in telling data-driven stories. Throughout this blog, we have explored the numerous benefits and features that make Power BI Dashboards a go-to tool for businesses and individuals seeking to gain valuable insights from their data.

Firstly, we highlighted the user-friendly nature of Power BI Dashboards, which allows even non-technical users to create stunning and interactive visualizations effortlessly. With its drag-and-drop functionality and intuitive interface, Power BI empowers users to transform raw data into compelling narratives without the need for extensive training.

Additionally, we discussed the versatility of Power BI Dashboards, which can consolidate data from various sources, including spreadsheets, databases, and cloud-based services. This feature enables users to get a holistic view of their data and facilitates data-driven decision-making across all levels of an organization.

Furthermore, the blog emphasized the real-time capabilities of Power BI Dashboards, making it an ideal solution for monitoring key performance indicators (KPIs) and tracking business metrics on the fly. The ability to access up-to-date information empowers organizations to respond swiftly to changing market trends and make data-backed adjustments to their strategies.

Another critical aspect covered was the option to embed Power BI Dashboards seamlessly into other applications or websites, expanding their reach and making data insights accessible to a broader audience. This level of integration enhances collaboration and communication, fostering a data-driven culture within organizations.

Lastly, we highlighted how Total eBiz Solutions offers top-notch application development services, including expertise in Power BI Dashboard development. As a reputable partner, Total eBiz Solutions can provide tailor-made solutions to meet the specific needs of clients, ensuring a seamless integration of Power BI Dashboards into their business workflows.

In conclusion, Power BI Dashboards not only provide visually appealing representations of data but also serve as compelling storytellers, presenting crucial insights that drive better decision-making and business growth. With Total eBiz Solutions' application development services, businesses can unlock the full potential of Power BI Dashboards and embark on a data-driven journey that leads to success in the dynamic and competitive modern landscape. So, if you are ready to harness the power of data, reach out to Total eBiz Solutions today and take your data visualization and analytics to new heights.

[covid-safer-hotties]

Price to power to size to portability, the AirFanta 3Pro is one of the best on the market. Here's the latest review (Also preserved in our archive)

Afiliate links if you want this guy to make a buck from your purchase: www.amazon.com/stores/AirFanta/page/0D35BA0F-6AFE-48BB-BB83-E984C65192D4?asc_campaign=c192889518f863d96d278a446b3a951d&asc_source=01H1P39M5ZSG9J6WR6B1HBK9M0&language=en_US&linkCode=sl2&linkId=be7b5afa91953d14a40a0b6fb293d6aa&ref_=as_li_ss_tl&tag=namespacebran492-20

air-fanta.com/?dt_id=2137762

AirFanta is a name that I hear more about every day. While it’s a relatively niche company, it’s quickly becoming well-known – at least within the air quality ‘enthusiast’ community – for performant yet affordable air purifiers and air quality monitors. I’ve been using the AirFanta G2 Air Quality Monitor for quite a few months now, but the two products that have always interested me the most are 3Pro and 4Lite air purifiers.

After having the 3Pro set up inside my office for over two weeks now, I am happy to be able to present my full review of the device. For anyone unaware, this purifier is designed to filter a massive amount of air (we will discuss the CADR and more soon!) at a relatively affordable price. It does this by being essentially a pre-assembled CR (Corsi-Rosenthal) Box – a form of air purifier that was itself created due to the need for affordable and effective air purification devices.

While the 3Pro doesn’t embrace the typical DIY aspect of traditional CR Boxes, it has the advantage of having proven performance (no need to worry about whether your DIY box is effective!) and being ready to go out of the box. However, perhaps my favourite aspect of this device over traditional CR Boxes is how easily obtainable it is. While this probably isn’t an issue for anyone in the U.S. or Europe, I find it hard to source good HEPA filters in New Zealand at an affordable price. The 3Pro ensures I don’t run into this issue.

In today’s review of the AirFanta 3Pro, I want to answer a few key questions. Firstly, how does it perform? Secondly, how does it compare to more ‘traditional’ air purifiers? Finally, and most importantly, is the 3Pro worth the markup compared to making your own CR Box at home? By the end of the article, I will share the answers and my opinions regarding each of these questions. Let’s dive in!

The key selling point of the AirFanta 3Pro is its fantastic CADR – especially at this price. For anyone new to air purifiers, CADR stands for clean air delivery rate, which indicates how much air an air purifier can clean and deliver in a set period. The measurement typically used for CADR is CFM, or cubic feet per minute. A higher CADR in CFM indicates the purifier delivers more clean air.

CADR is calculated by considering both the filter efficiency and the airflow through the filters, making it a much better metric (and the standard for air purifiers) than airflow alone. Most CADR tests use a room of around 30m3 and test how much faster the purifier removes particles from the air than if they were left to settle naturally without any other influences.

So, what is the CADR of the 3Pro? It is quite impressive, 413cfm (702 m3/h) at full speed. To best put this in perspective, I recommend reading the fantastic HouseFresh review to see how it compares to other devices currently on the market (spoiler alert; it performs very favourably). I also believe these official figures, as multiple other sources have confirmed them.

The AirFanta 3Pro uses HEPA H11 filters, which are rated to provide ≥ 95% filtration. It’s worth noting that while this figure may not seem that high and that while many air purifiers use higher-rated filters, the H11 filters used here aren’t necessarily bad. That is because, unlike respirators and masks, air purifiers are not designed to purify the air as best possible on a single pass. Rather, if an air purifier can continually filter the same air after multiple passes through the filter, the particle count and concentration will be significantly reduced.

This is important to note because H11 filters are less dense, allowing for better airflow and generally with less noise. Compared to masks, you can think of the balance between filtration and breathability – generally, the more filtration a mask or respirator provides, the less breathable it is. The same goes for air purifiers. The key difference here is that purifiers are designed to have air pass through them multiple times, unlike a mask or respirator, which only has one chance to filter the air before the wearer breathes it. This is why, despite having ‘only’ an H11 filter, the 3Pro can achieve a fantastic CADR.

Of course, this is a very simple explanation, but it’s important to clarify this because I can predict many questions asking, ‘But why weren’t better filters such as HEPA H13 filters used?’. While I can’t speak for the exact answer (you’d have to ask Adam from AirFanta about that!), it’s likely to strike a balance between single-pass filtration performance, airflow, and noise level. While we’ll dive into it soon, I believe complaints about the H11 filter will quickly disappear once you see the performance that the AirFanta 3Pro has to offer.

It’s also worth noting that carbon filters are available, which will provide filtration through adsorption for VOCs and many odours. While I didn’t get these filters to test, some people will opt for them to help manage VOCs. Since these add another layer to the filter, they will likely slightly drop the CADR, but probably not enough to make any significant impact (and, of course, the extra filtration is a big benefit).

AirFanta also has a full list of third-party certifications and test results, which can be viewed here. Interestingly, both bacterial efficiency and viral efficiency reports from Guangzhou Institute of Microbiology Group Co., Ltd. (a CNAS-accredited laboratory) have been provided, and both reports show a > 99.99% decrease in particle concentration after 60 minutes of use in a 30m3 room. The bacterial test goes further and shows the results after 15 minutes, 30 minutes, and 45 minutes. These results show a ≥ 95.63%, ≥ 99.91% and 99.99% drop in tested particles, respectively.

These results show that, at least in a room around 30m3 in size, the AirFanta 3Pro can reduce bacterial and viral particles by ≥ 99.9% in 30 minutes, with 60 minutes seeing a near complete removal of such particles. While we can’t tell exactly what size the particles were in this testing (at least not without paying for access to the original standards), these results are very promising. Potentially worth noting is that since the 3Pro is rated for 702 m3/h, there would have been around 23 air changes within one hour in the 30m3 test chamber. Therefore, the ≥ 95.63% is after almost six air changes, and ≥ 99.91% after around 12.

Of course, these tests and the stated CADR are at the device’s maximum fan speed, which isn’t ideal in many situations. While it’s important to know a device’s maximum performance when needed, it’s more likely you’ll want to leave the device running at a lower speed either all the time or at least quite regularly. Below are the stated CADRs at different fan speeds:

6 – 413CFM 5 – 374CFM 4 – 321CFM 3 – 247CFM 2 – 141CFM 1 – 57CFM Of course, I was also curious to run some tests myself, but I must make the disclaimer that my tests are far from scientific. That said, I wanted to perform some testing similar to a real-life setting where the AirFanta 3Pro is likely to be used. As such, I decided to set up a test room. I measured this room to be 25.6m3, which is about the size of a standard bedroom (it is a bedroom!). While this room is smaller than what I believe this device is intended for, it’s the most controllable room in my house regarding airflow as it only has one door and one window, which can easily be closed and no other forms of ventilation or air disturbances.

In this room, I burned incense until I reached a PM2.5 concentration of 500ug/m3. However, since I can’t exactly control the PM concentration, it ended up being somewhere between 500 and 600 in my tests. I then put the incense out and did a control test to see how long it took the particles to settle without any assistance at all. This took around 90 minutes, and I used this as my baseline.

I monitored the particle concentrations with five AirGradient monitors that were located in each corner and the centre of the room. I then reran this experiment three more times – once with the purifier at maximum speed, once at half speed, and once at the minimum speed to see how long the concentration took to reach < 5ug/m3. I measured the particle concentration by averaging the data from all five monitors to ensure the whole room had been filtered. Here are my results.

In this graph, you can see the baseline data in blue (labelled Ambient) and the particle concentration drop from the AirFanta 3Pro at maximum speed (speed 6) in red. As you can see, it took around 90 minutes for the particle count to drop to < 5ug/m3 without the purifier running but less than 20 minutes with the device at maximum speed. I was very impressed by these first results, and while I wouldn’t want to run the device at full speed often as it is loud, I appreciate having a good peak performance for times when you need to clean the air in a room quickly.

I reran this test, but this time with the 3Pro at half speed (speed 3) and was impressed by the relatively low performance drop. I was worried my results were incorrect, and I reran this three times, but each result was within one minute of the initial result. It looks like a large chunk of the device’s performance is retained between the higher speeds, even though the noise level decreases significantly. This gave me high hopes for the 3Pro’s performance at minimum speed.

Unfortunately, but perhaps not unexpectedly, the device performed far worse at the lowest speed (speed 1). While the particle concentration did drop more quickly than without the device, it was vastly slower than at the faster speeds. It is worth noting that this is not bad at all, as the device is very quiet at this speed and we can see the performance is clearly there, if needed, just turn the device to a higher speed. However, I had inflated hopes after seeing the great performance at higher speeds. Of course, this does match with the stated speed 1 CADR which is roughly 1/8 of the maximum CADR at speed 6.

If we add the times it took the 3Pro to reduce the PM concentration to below 5ug/m3 at each speed setting, we can see that it took between 17.3 minutes and 80.1 minutes to clean the room, depending on the speed. Interestingly, between the higher speeds (speeds 3-6), there appears to be little performance drop-off but a significant improvement in noise levels. At the slow end, the device takes a long time to filter the room, and if you want to use these near-silent speeds, you will probably want to have the device constantly on.

It’s worth noting that previously, the AirFanta 3Pro came with a voltage dial on the adapter. This could be used to adjust the speed, and many reviews of the device still refer to this voltage dial (essentially, a speed dial). Newer versions come with a speed dial with speeds 1-6, so I have referred to speeds instead of voltages for this section.

Before concluding this section, I was also curious how this device would perform if I lit incense in the room while the air purifier was on. I didn’t have a reason for doing this other than curiosity. Still, considering the stellar performance at the higher fan speeds, I wondered how the purifier would handle a pollutant source emitting particles while the device was running. Below, you can see the results (keeping in mind that this same room reaches over 1000ug/m3 when burning incense without an air purifier).

As you can see, the AirFanta 3Pro significantly reduced the maximum particle concentration in the room and rapidly cleaned the air once the incense finished burning. I would be very confident using a device such as this even during periods of heavy pollution, such as during wildfire season.

Overall, I’m quite impressed with the performance of the AirFanta 3Pro, and although it’s loud at full speed, it’s great to know that it’s more than capable of cleaning a small to medium-sized room quickly when needed. Larger rooms will take longer to filter, but I am confident this device can do it based on this performance.

If you prefer a quieter device, you can still use the AirFanta 3Pro, but you will want to leave it at a lower speed and constantly have it on. Thankfully, at the lower speeds, it’s a relatively quiet device, and I found it easy to work even with the purifier constantly on – as long as it was set to a lower speed, such as 1 or 2.

On the certifications page (located here), AirFanta also discloses and publically makes its results from non-performance-related certifications publicly available. There are a few pertinent and important documents here, so let’s discuss these before moving on. For the 3Pro, we can find the following documents provided:

UL507 certificate of AirFanta 3Pro CE-EMC certificate of AirFanta 3Pro and 4Lite CE-LVD certificate of AirFanta 3Pro and 4Lite FCC certificate of AirFanta 3Pro and 4Lite California Air Resources Board certification of Airfanta 3Pro Let’s review these individually, beginning with the UL507 certificate at the top. This certification might seem minor, but this is a safety standard for low and mid-powered fans such as those in PCs, kitchen hood vents, and, obviously, some air purifiers. The documentation for this certification is extensive (around 200 pages long), but this certification ensures the fans on the 3Pro are safe from a range of potential issues.

The next two certifications, both CE certificates from the European Union, indicate that the device meets EMC (electromagnetic compatibility) and LVD (low voltage directive) requirements. These are essentially further safety tests and indicate that the device is safe and provides high protection from potential EMC and LVD dangers.

The FCC certificate shows that the AirFanta 3Pro complies with FCC requirements, which are pertinent to customers from the United States. Still, these certifications are also helpful for trust-building with global customers. While I’m not U.S.-based, I certainly feel more confident in a product if it’s also FCC-compliant.

Finally, the CARB (California Air Resources Board) certification shows that the AirFanta 3Pro complies with California’s electrical safety and ozone requirements. This is particularly important as ozone can be a big issue with some air purifiers, and it’s reassuring to know that this is not an issue in the case of the AirFanta 3Pro.

If you’ve ever seen a CR Box, you will already know exactly what to expect from the 3Pro because that’s exactly what it is – a CR Box with pre-chosen parts that come as one ready-to-assemble package. While CR boxes aren’t that hard to assemble, the 3Pro streamlines the process and removes the difficulty of selecting and choosing your own parts. While some enthusiasts might opt for another CR Box, many other prospective customers will appreciate this approach.

When you open the 3Pro’s box, you will be met with six ‘layers’ that must be assembled. This is a very clean approach, as it means that the packaging for the device is relatively compact (albeit still quite heavy), and it even means that the device can be transported and reassembled easily. While it would be a stretch to call this device portable (that’s what the AirFanta 4Lite and SmartAir QT3 are for!), this means it is far more compact than other air purifiers with similar CADRs. While it is still quite large, you could easily take it on the road and use it at hotels, or perhaps even fly with it if you are taking large suitcases.

Back to actually assembling the product! Once you open the box, you will see six panels layered on top of one another. These are the cube’s six sides, with four being HEPA filters, one being a solid plastic base for the device, and the final being the top, where the four fans are located. Assembling the device is easy, and you will want to place the base on the ground before slotting the four filters into it. The only potential difficulty with assembling this purifier is holding the four sides in place as you slot the top on, but even this is quite straightforward with the included velcro intended for exactly this purpose.

A manual is included, but the device is so easy to put together and take apart that I can’t imagine anyone ever using it past the first assembly. Even then, it’s not really needed, as assembling the device is quite self-explanatory. The only note I think might be important to the user is that the mesh surface on the filters should be facing outwards (not the filtering surface, which should face inwards).

All of this is to say that assembling the device is very straightforward, and no one should be scared away or turned off this device because it has a small DIY element. It’s also a bit easier to assemble than other CR boxes as the slots have already been cut out of the base plate, and everything can be put together without the need for glue, tape, or other materials. Perhaps more helpful, the filters have already been chosen, and there is no need to shop around for the best price-performance filter.

Once assembled, the device takes the shape of quite a compact CR Box. On top of that, I must add that I think this device also looks a lot better than any traditional CR Box – at least any that I’ve ever made! While it still has an industrial look, it’s a device that could quite easily fit into a classroom, office, or room without attracting too much attention. While I value aesthetics much less than performance, I appreciate having a device that looks good, too – especially if it can blend in.

Once assembled, the device feels quite solid, and despite there being no adhesive or tape used in the assembly of the purifier, I feel confident lifting it and moving it without dislodging the pieces. With that said, I tend to lift the device from the bottom and hold the top down to ensure none of the pieces slide out from their intended positions.

On top of the purifier are four large fans connected to a controller that will allow you to adjust the speed of the device. These fans look almost identical to large PC fans, and they’re held in place by a wire bracket that also serves as an extra layer of protection to stop any children or animals from getting fingers or paws into the fans. That said, if you have the device around children, you may want to place it up higher so they can’t easily reach the fans.

That’s really all there is to the design of this device. It’s very simple, but it’s also affordable and performant. While some might miss the smart features and connectivity of more pricey air purifiers, the two types of devices cater to very different customers. Overall, I’m a fan of this straightforward approach, which reminds me of the SmartAir Sqair.

The AirFanta 3Pro uses four 140mm fans to push air through the filters. Characteristically, smaller fans tend to have higher-pitched sounds than larger fans and the AirFanta 3Pro sits somewhere in the middle as it uses medium-sized fans. If you have a desktop PC with a case fan (not the other fans, such as the higher-pitched CPU fan), you’ll likely already know what these fans sound like, as most desktop cases use 120mm or 140mm fans. This isn’t an unpleasant sound, but it is quite audible.

To see how loud the AirFanta 3Pro is, I conducted noise tests at 30cm and 2 metres with a sound level metre that measures in dBA (A-weighted decibel). dBA differs from traditional dB because it is adjusted for the human ear’s sensitivity to different frequencies. Low and very high frequencies are de-emphasized, mimicking how humans perceive loudness. In other words, it’s a better representation of the actual noise level than dB for a device such as an air purifier. However, I do want to note this as many other websites use dB, which will explain why my results are significantly different.

For further context, here are a few examples of the volumes of some noises in dBA. Obviously, these can vary, and especially with dBA, they will vary between different devices. However, they are rough examples:

10 dBA – Breathing or leaves rustling: Extremely quiet. 30 dBA – Whispering: Comparable to a quiet library. 40 dBA – Refrigerator hum: A typical low background noise. 50 dBA – Moderate rainfall: Light, soothing noise. 60 dBA – Normal conversation: The sound of talking at a close distance. 70 dBA – Vacuum cleaner: Considered moderate noise, can be annoying over time. 80 dBA – Heavy traffic or a loud alarm clock: Noise becomes uncomfortable after prolonged exposure. As you can see, at the lowest speeds, the 3Pro doesn’t add much to the noise of most rooms, but at the highest speeds, it can sound almost as loud as a vacuum cleaner (provided you are close to it). This is a lot of variation, but I like how this device gives the user full control over speed and noise, allowing them to pick a good balance.

I think most people will have this device running on speed 2 or 3, and both sounds are very manageable at a distance. If you do want a short burst of cleaning, the device will be significantly louder, and that’s why I only recommend using the higher speeds when needed.

When it comes to power consumption, the device can go from very low power to relatively high power. Here is a list of the wattage and voltage at each fan speed:

6 – 33.2 watt – 12v 5 – 27.4 watt – 11v 4 – 18.9 watt – 9.3v 3 – 11.1 watt – 7.3v 2 – 4.7 watt – 4.8v 1 – 2.2 watt – 3.0v I won’t dive into power costs here because those vary greatly depending on where you reside, but I hope these specifications can give some insights. What’s most impressive to me is how much range this device has, whether we are discussing volume or power draw. There is such a large range that you can choose exactly what setting works best for you and leave the device to it.

The AirFanta 3Pro costs $149 or $159 (USD) depending on whether you opt for the CE-certified or CARB-certified version (the CARB variant is the lower priced of the two). It’s surprising to see a different price on these two units, but I assume it’s due to extra costs, either with the CE certification or getting the device into Europe. Either way, if you’re in the U.S. (or any non-EU country), the CARB variant will work, and that’s the model I received.

In the box, you will get six panels to assemble the 3Pro. This includes four HEPA H11 filters, which, as per AirFanta, should be good to last 6-12 months, depending on air quality conditions. In most cases, I would assume these filters will last closer to 12 months, but those who experience severe wildfire seasons or whose homes are exposed to consistent year-round pollution may need to replace the filters more regularly.

When you need your first filter replacement, you can opt for the default H11 filters or H11 filters with activated carbon. Interestingly, it doesn’t seem you can choose the filters you get with the device initially. If you want activated carbon filters from the get-go, you must purchase the device alongside an extra pack of filters. The activated carbon filters will set you back $74.99 compared to the basic filters, which cost $54.

The filters aren’t cheap, but it’s important to remember that each filter replacement pack you order has four individual filters, which is a substantial amount of filter materials. It’s also important to note that, unfortunately, you will need to purchase official AirFanta filters as they are smaller than most square HEPA filters, and other filters will not fit on this device. I don’t think this is a big deal, as I appreciate the smaller form factor of this device over larger devices, and even four HEPA filters from other brands will not be cheap.

If we estimate that most users use each set of filters for around nine months, your yearly filter costs for non-activated carbon filters will be $67.5. On the other hand, if you opt for the extra VOC adsorption of the carbon filters, you are looking at an ongoing cost of just under $100 per year. This is in a similar price range to other equally performant air purifiers, and this device’s initial cost is also much lower.

While power cost also needs to be factored into the ongoing cost equation, that cost will vary significantly depending on your air purifier usage (hours, speed, etc) and location. However, regardless of usage patterns, you should plan to spend between $67 and $100 on replacement filters for this device every year.

Overall, I’ve been very happy with the AirFanta 3Pro. While it’s not a perfect air purifier – if one even exists – this is a fantastic device that balances many difficult factors. Ultimately, it comes in as an affordable air purifier that doesn’t skimp on performance. In fact, it has a higher CADR than many more (and much more) expensive air purifiers. Furthermore, it offers a wide range of speeds that allow the user to choose the ideal balance between speed and sound for the setting.

I’ve always been a fan of the CR box concept, but I think the AirFanta 3Pro takes this a step further and, due to this, will appeal to many more people. While I’ve never had an issue constructing CR boxes, I often have difficulty sourcing the parts (especially good filters), and I appreciate how the 3Pro can provide the same or better performance at a slightly higher price while also simplifying the shopping process for me.

Surprisingly, for a device of this size, it’s also quite portable, and you will be hard-pressed to find anything that provides a higher CADR than this device while also being ‘packable’. While I still wouldn’t go so far as to say it can fit in a backpack, it can definitely fit in a car or suitcase and is ideal for longer trips where you might be staying in hotels with unknown air quality. If, on the other hand, you want to use it around the house, it’s also a great device.

The biggest disadvantages I see with the AirFanta 3Pro are the sound and the design. There’s no denying that while the device is powerful, it’s also loud at its higher speeds. While this isn’t unusual for an air purifier, it is worth noting that you probably won’t want to run this device at its higher speeds unless necessary. I usually find myself using speed 2 or 3, which is the sweet spot for most users. On the upside, the lower speeds are almost silent, and although they significantly diminish performance, they are good for users who are okay with constantly running the device.

The design may also bug some users. While I don’t mind (and actually like) the device’s industrial design, I know some people don’t use CR boxes due to the design. If you don’t like the look of CR boxes, the chances are you also won’t like the design of this device. With that said, this design allows this device to have such a good price-to-performance ratio, and I think many potential customers will appreciate this more.

Overall, the AirFanta 3Pro is a cost-effective air purifier that should be on your radar – especially if price is a concern. If you’ve tried the 3Pro, I would love to hear your thoughts, so please feel free to use the comments section below! Furthermore, if you have any remaining questions, please don’t hesitate to as,k and I will do my best to reply. Thank you for reading.

Pros: High CADR (413 cfm) for effective air purification Affordable compared to similar high-performance devices Pre-assembled CR box design simplifies setup Portable and compact for travel use Certified for safety (UL507, CE-EMC, FCC, CARB) Cons: Loud at higher speeds Design may not appeal to all users (industrial look) Limited to proprietary filters, increasing costs No activated carbon filters included in basic kit

[umlewis]

From the Racetrack To Space: IWC Schaffhausen and the Polaris Program Give Lewis Hamilton Astronaut Flight Training

Schaffhausen/Qatar, 26th November 2024: In a compelling new short movie produced by IWC Schaffhausen, Mercedes-AMG Petronas Formula One Team driver Lewis Hamilton embarks on a flight training for astronauts. The same training was used to prepare the crews of the Inspiration 4 and Polaris Dawn commercial human spaceflight missions. During the training day, the seven-time Formula 1 world champion and IWC brand ambassador was accompanied by students from Dibia DREAM, a non-profit organisation fostering STEM education. Their presence is also a reminder of Lewis Hamilton's own incredible career journey spanning more than three decades and sends an inspiring message: you can be anything you want in life – a pilot on the racetrack, in the air or even in space.

One of the most successful racing drivers of all time, Lewis Hamilton is a multifaceted personality whose interests and ambitions extend far beyond his sport. The seven-time Formula 1 world champion is deeply fascinated by space and human space exploration. He has visited renowned space training facilities and repeatedly expressed his desire to take part in a space mission in the future if it serves a purpose and contributes to the betterment of all humanity. IWC Schaffhausen now teamed up with the Polaris Program and its Philanthropy Director and instructor pilot, John "Slick" Baum, to offer Lewis Hamilton an opportunity to experience the flight training that is part of the organization's programme of preparing astronauts for space. The Polaris Program, which is supported by IWC, recently completed the first of three human spaceflight missions. During their five days in orbit, the Polaris Dawn crew wrote history by successfully performing the first commercial spacewalk.

FLIGHT TRAINING IS ESSENTIAL FOR ASTRONAUTS

Fighter jet training has been at the heart of human spaceflight since the beginning. All early astronauts were fighter jet pilots, and experience in piloting a jet was an essential requirement for going to space. Flight training was also a key pillar in the preparation of the Inspiration 4 and Polaris Dawn crews for their missions. While the g-loads experienced in a jet or a rocket cannot be directly compared, as they affect the body in different ways, jet training still offers compelling benefits for astronauts. Most importantly, it allows the crew members to familiarise themselves with operating in a high-risk and high-consequence environment, similar to what they would experience during launch. While they are pressed down into their seats by several times their own body weight, they have to communicate with each other, go through extensive technical checklists, and monitor critical flight parameters – all while being mentally aware of their surroundings and prepared to act in case something unexpected should happen.

A COMPLETE SEQUENCE OF TRAINING MANOEUVRES

Lewis Hamilton's space training kicked off with an extensive briefing and inspection of the L-39 Albatros jet. John "Slick" Baum gave Hamilton a detailed overview of the manoeuvres they would fly and how they simulate different situations an astronaut experiences during a spaceflight. During their subsequent discovery flight lasting almost one hour, Hamilton and his instructor performed a series of manoeuvres. They practiced accelerations and decelerations to experience lateral g-forces, simulating the ascent of a rocket. They also practiced higher g-loads by banking or pitching the aircraft hard. A highlight was flying a parabola figure for a zero-g demonstration, during which Hamilton briefly experienced the feeling of weightlessness. A racing glove, which eventually began to float freely in the cockpit, was used as a zero-g indicator. In flight, the F1 pilot pulled a maximum of 7.5 g, which is more than astronauts typically experience on ascent. Hamilton wore a dedicated race suit featuring a "space mission" patch with his car number 44. He will wear the same suit during this weekend's race at the Lusail International Circuit in Qatar.

DIBIA DREAM STUDENTS SEND A POWERFUL MESSAGE

The training was also attended by a group of students from Dibia DREAM. This nonprofit organisation sparks social change through STEM education and recreational activities for underserved youth and has impacted the lives of 40,000 students across 32 states and twelve countries. The students spent the entire day engaging in a variety of activities related to space exploration. They also got a chance to meet with Hamilton and ask him questions prior to take-off. Their presence served as a powerful reminder of Hamilton's incredible journey, from his humble beginnings in karting at the age of eight to becoming one of the most acclaimed drivers in the history of motorsport. As the students cheered alongside the runway, they sent an uplifting message to youths around the world: you can be anything you want in life – whether it is a racing driver, a pilot, or even an astronaut.

[gallifreyinstituteforlearning]

⚕️GASS (Gallifreyan Assessment Scoring System)

Sick Gallifreyan just crossed your path? Here's how to assess their condition using the Gallifreyan Assessment Scoring System. Just remember, 'Gallifreyan life's a GASS'.

BIGGER - Google Drive: PDF / Image JPG / Image PNG

This guide is for use on Gallifreyans and Time Lords only. Always seek your human advice from human health providers.

✨ What is GASS?

The Gallifreyan Assessment Scoring System (GASS) is a tool designed to rapidly evaluate a Gallifreyan's condition. By monitoring vital signs and unique Gallifreyan indicators, it prioritises emergency responses while accounting for their distinct physiology, such as dual hearts and regenerative abilities.

Just remember, Gallifreyan life's a GASS.

📈 What's New in GASS?

This updated version of GASS includes critical refinements for more precise assessments. New categories have been added, such as Heart Rate Differential (HRD) to flag discrepancies between the two hearts and T = Responds to Telepathy in the level of consciousness scale. Adjustments to thresholds for vital signs and regenerative glow visibility also improve detection of emergencies like fibrillation or post-regenerative trauma.

📝 How to Use GASS

1️⃣Initial Observations

Ensure the environment is safe (e.g., no stray Daleks).

Observe for immediate signs of distress: skin colour, breathing effort, or lack of responsiveness.

2️⃣Evaluate Vital Signs and Assign Scores

Refer to the GASS table to assess each category:

🌬️ Respiration Rate: Count breaths per minute. Adjust for respiratory bypass if present.

🫧 Supplemental Oxygen: Note if oxygen support is in use.

🌡️ Temperature: Measure orally.

💓 Systolic BP: Record using a normal sphygmomanometer.

💖 Hearts Rate (Combined): Count the total bpm across both hearts.

🔄 Hearts Rhythm: Sequential beats (thud-thud, thud-thud) are normal; synchronous beats (thud-thud together) indicate fibrillation.

⚖️ Heart Rate Differential (HRD): Calculate the bpm difference between hearts; large discrepancies suggest possible singular heart failure.

🧠 Level of Consciousness (AVPTU): A = Alert, V = Responds to verbal stimuli, P = Responds to pain, T = Responds to telepathy, U = Unresponsive

✨ Regenerative Glow: Check for visible energy on the skin.

3️⃣Check for Healing Coma

If 8+ healing coma criteria are met:

Cease active interventions.

Monitor closely for changes.

Avoid premature waking to prevent neurological damage.

4️⃣Calculate Total GASS Score

Add up the scores from all categories:

0: No concerning changes. Continue routine monitoring.

1–4: Mild to moderate changes. Perform an ABCDE assessment and increase monitoring.

5–8 or 3 in single score: Severe changes. Perform ABCDE, escalate care, and consider sepsis.

≥9 or Glow = 3: Extreme changes. Initiate emergency intervention, constant monitoring, and prepare for sepsis protocols.

5️⃣Reassess After Interventions

Following each intervention, reassess the GASS score to adapt care and ensure stability.

🚨 When to Escalate

Critical signs: Synchronous heartbeats, extreme HRD, or GASS score ≥9.

Sepsis or Specific Emergencies: Use respective protocols for management.

📌 Key Points to Remember

Combine GASS results with clinical judgement.

Healing comas are protective states—let them run their course.

Escalate care if in doubt.

Medical Guides These are all practical guides to assessing and treating a Gallifreyan in an emergency or medical setting.

⚕️💕Gallifreyan CPR

⚕️👽Gallifreyan Assessment Scoring System (GASS)

⚕️👽ABCDE Assessment

⚕️⚠️Sepsis Emergency Response (SER)

⚕️⚠️Severe Trauma Protocol

⚕️🌡️Gallifreyan Thermoregulation and Emergency Response

⚕️🔮Psionic Emergency Pathways

⚕️✨Post-Regeneration Management

⚕️🩸Interpreting Gallifreyan Bloodwork

⚕️👶Gallifreyan Paediatric Emergencies

Any orange text is educated guesswork or theoretical. More content ... →📫Got a question? | 📚Complete list of Q+A and factoids →📢Announcements |🩻Biology |🗨️Language |🕰️Throwbacks |🤓Facts → Features:⭐Guest Posts | 🍜Chomp Chomp with Myishu →🫀Gallifreyan Anatomy and Physiology Guide (pending) →⚕️Gallifreyan Emergency Medicine Guides →📝Source list (WIP) →📜Masterpost If you're finding your happy place in this part of the internet, feel free to buy a coffee to help keep our exhausted human conscious. She works full-time in medicine and is so very tired 😴

[bangtanhoneys]

BTS & Grace: BTS Songs

SEOKJIN - EPIPHANY

The piano stared at him. 

Well, he stared at the piano in the most accusing stare he could produce. It had been awhile since he played anything, and the last time had been a bit of fun before he had to go and do his military duty. Now that he was out and now in production for his first solo album, his skills seemed to have vanished. 

“What’s the piano done?” Grace asked, putting the iced coffee on the table of the practice studio and kicking off her shoes. 

“Hmm? Oh, I feel like I’ve forgotten how to play,” Seokjin admitted as his long fingers hit the keys in what he thought was the correct pattern, but it didn’t sound right. 

Grace said nothing as she sat on the piano bench and glanced at the music score set out, realising he had been trying to play Epiphany. A special song to both of them if the tattoo on her ribs was any indication. 

“So you’ve forgotten how to play, or are you not confident?” She asked, glancing up at her partner for many, many, years. 

“I’m confident! I’m World Wide Handsome! I’m always confident!”

The stare he got in return had Seokjin deflating as he sat on the chair that was next to the piano. “Okay, I’m nervous. That’s probably the right word.”

Grace knew a little of what Seokjin was feeling. He was the last one to bring out an album, and there were very high expectations from everyone: from himself, from the fans, from the boys, from the company. He hadn’t exactly had time to hone his skills again after coming out of the military, as he had jumped face-first into other projects, but as Grace knew, trying to do an album that fully displayed all your skills was a hard thing to do.

She didn’t fully know how to play the piano; her skills were more in her voice and dancing rather than an instrument. But, for Seokjin, she could try.

“Let’s sing it first,” she said as she got comfortable.

The first notes of Epiphany started, and Grace didn’t look at Seokjin, keeping her eyes fully focused on the keys and the notes. And it was if by instinct that the lyrics flowed from Seokjin without any trouble. She knew the more he sang it, the more he would feel comfortable, the more he would be inclined to touch the piano, the more other lyrics would come to him for his future album. 

He just had to have his little epiphany first. 

YOONGI - DAECHWITA

Grace still didn’t know how she managed to find herself on the set of Yoongi’s new music video but here she was, sitting in the director’s tent as she watched the camera be set up for the cameo of Jungkook and Jin who would ‘perform’ behind Yoongi. 

The energy on set was unmatched and she could see props being carried around, costumes being adjusted and Yoongi being run through what was the next couple of scenes. For Grace, she was here as moral support. She didn’t have to do anything other than watch, drink tea, offer a suggestion every now and then and laugh at the beard they had managed to stick to Jin’s chin. 

It did look good to be fair, if he could grow one properly. 

Next to Grace was one of her favourite directors and long time BTS collaborator, Lumpens. His eye for detail and hidden meanings was well known amongst the fandom and Grace wondered what hidden details he would manage to slip into this movie video. 

A historic battle between Suga and AgustD, his two personas - modern and old. 

Daechwita was becoming one of Grace’s favourite songs to hit the gym with. 

“Are you sure you don’t want a cameo?” 

Grace glanced over and shook her head as Yoongi stood next to the monitors, watching as the crowd was being set up along the lane. “I’m good, thanks. Jungkook and Jin are pretty much going to steal the show at this point and you’ve done most of the work. Plus, it’s not like I can slip in un-noticed.”

“You could be the concubine,” Lumpens teased.

The snort of laughter was almost missed as Grace gasped in mocked outrage. “Concubine? Here I thought I would have the higher role of queen, thank you very much.”

Yoongi’s shoulders shook with laughter as he left the area, hurrying over to tell his hyung and maknae what had just happened.

“Concubine,” Grace muttered to herself as she huffed and crossed her arms. Little did she know, less than a year later, she would be performing said song on stage and modernly dressed as a concubine but hidden by a fan until revealed later on in her verse. 

But for now, as she watched the scene revealing Jin and Jungkook, she couldn’t help but mutter again, “Concubine,” with a pout. 

J-HOPE - BOY MEETS EVIL 

The video was never meant to see the light of day, after it was deemed by the company to be too sexy, but with Grace’s solo career about to start and Hobi now about to be discharged, Big Hit Entertainment finally released the full version of Boy Meets Evil with Grace in it. 

It caused a storm on social media after many watched the video, now fully understanding why they had seen the behind the scenes video but not the actual thing. 

“Here’s my dance partner,” Hobi told the camera with a big grin on his face, as if he didn’t know what exactly was about to happen. 

“We’ve gone full sexy for this one,” Grace sighed as her lips were touched up with bright red and her hair that had been newly dyed red with black highlights was fluffed up. She was dressed similar to Hobi, but in black leather pants and a loose white blouse, bright red heels on her feet. 

While her vocals were in Boy Meets Evil, but in the background and somewhat disguised, Grace’s character was heavily influenced in the WINGS album and story. Her video for her solo song, Dangerous Woman, would be the introduction to Hobi’s video which is why the team thought it would be a good idea to film a version of Boy Meets Evil with Grace in it. 

The choreography had been confirmed only two days ago with Grace’s moves to match Hobi’s and there was one move which Grace knew would cause a ruckus, when Hobi would bend his knees to the floor, she would be laid on his back with her chest to the ceiling and her hand reaching up.

It was daring, perfect for the themes but maybe it was too daring. 

“Sexy is fun though. It’s been awhile since we’ve seen dark red Grace. Danger has come back,” Hobi teased which brought a small laugh out of Grace. It wasn’t that was unused to being sexy, she had to do it for Skool Luv Affair and Dark & Wild but this was sexy to the extreme. The dance routine for Blood, Sweat and Tears was proof of that.

NAMJOON - PERSONA

The final selection of different recordings of Namjoon’s solo and the introduction to the new album played over the speakers in the recording studio with PDogg and Hiss Noise at the deck as they twiddled with a couple of buttons and sliders. So far, it was sounding good with the samples of Intro: Skool Luv Affair but it was clear they were missing something as Namjoon had dragged Grace into the studio with him for the last recording day. 

“I think it sounds great, what’s missing?” Grace asked when the song was finished playing.

“There’s just something missing,” PDogg shrugged as he played the song again and got to the part of the song that was clearly troubling him. It was the third verse after the chorus and Grace frowned, not sure what could be missing that was needed to give the extra jump. 

“Maybe you need a bit of a high pitched ‘woh’,” she suggested. “Every after line of Joon’s, just add that in so it adds that emphasis on what he’s saying.”

Clearly, from the look on the three men’s faces, that had been the perfect suggestion as Grace then found herself in the booth with headphones on and a sheet of lyrics in front of her. She’d be in there for another three hours as they played around with different tones, different sounds, going high, going low but it was always over the same part.

“My name is R,” played in Grace’s ears as she waited for the parts where she thought she could add that bit of extra something to the third verse and after doing it for the final time, the producers plus Namjoon were satisfied.

“Ah thank you Gigi,” Namjoon beamed as he all but slumped into the chair.

“I’ve never done so many woh in my life,” she sighed but at least the song was done and marked for completion. She just had to go and finish her own now. 

JIMIN - LIE

WINGS was a major project, and it had Grace being pulled each way. She was in discussions over costumes, doing research with Namjoon to figure out the major points of what was the 'story’ behind the album, and while all that was going on, she was in discussions over her ‘character’ and her own solo song for the album.

Which is why Jimin felt bad when he came to the small office that had been her old office from her secretary days and now turned into a small studio. One wall was covered in images that helped with inspiration, and the computer on the desk was currently playing the instrumental version of Blood, Sweat and Tears while printing out various pages of something in English.

“Noona?” Jimin asked, poking his head around the doorway after gently knocking on the frame. 

Grace glanced up from where she was highlighting something and arched an eyebrow, knowing full well Jimin should be in recording right now. “Everything okay?” she asked, putting down the highlighter and swinging her chair around. 

“PDogg has a special request,” the young man sighed.

She snorted and grinned, shaking her head. “I bet he does. What do you need?”

“There are these parts in the song where we need ‘a haunting female vocal,’ his words not mine and he’s tried to replicate what he wants and I’ve tried but we can’t quite make it work,” Jimin pulled out his phone and pressed play on what had been recorded in the session.

The vocals were the opener to what would then be LIE, Jimin’s solo song, and the vocals would haunt the rest of the song. PDogg had tried to pull off an almost operatic ‘yeah’ in some parts, but with the way Jimin winced, it clearly didn’t work.

“Okay, let me see what he wants me to do, and let’s see if it works. I’ve got an hour spare before I’m dragged to another meeting with Namjoon,” she sighed as she grabbed her WINGS notebook and her cardigan, swinging it on just before Jimin flung his arms around her.

“Ah noona, you’re the best. I’m going to owe you one if this works.”

What Grace managed to produce in an hour was kept on the final edition of the track. Many would compliment the way it made perfect sense to have her do those parts to accompany what her ‘character’ represented throughout the whole album and BTS universe. 

TAEHYUNG - INNER CHILD

“You want me to sing the whole song with you?”

Grace was a bit astonished when she had been pulled into another meeting with the producers and the team behind Map of the Soul 7.

“Well, sort of. We’re going to mix your vocals in with Taehyung’s and this is at his request because he feels like he can’t do the song justice without your vocals alongside him,” PDogg shrugged.

“But his version is amazing and he’s a talented singer without me and anyone else backing his vocals up,” Grace tried to argue but she knew better than to argue with Taehyung over what he wanted. It was his solo song on the album and while she had provided vocals for nearly everyone else, Taehyung was one of the few who asked. But if wanted Grace on this song, doing what she used to do best, then that’s exactly what she would do. 

The next day, in the recording studio, Taehyung was already in the booth and waiting.

“You’re here early,” Grace chuckled as she shrugged off her coat and set her tea down on a table off to the side.

“It’s not often I get to sing fully with my noona,” he grinned. 

With headphones on and a sheet of paper handed over to her where Taehyung had underlined the lyrics where he wanted to hear her voice as well as notes on where her backing vocals were needed, Grace settled herself on the chair in the booth next to Taehyung.

And in the final edit of the track, you could tell it was a female’s voice but they had mixed it in a way that you couldn’t quite tell it was Grace’s. Hidden but there and for those who knew Grace’s vocals well, they could easily hear her by the time verse three rolled around as she clearly sang with Taehyung. 

JUNGKOOK - SHOT GLASS OF TEARS

They were known for being able to sing a rough guide of a song and make it something magical. Any song Namjoon, Yoongi, J-Hope, PDogg, PDBang or anyone sent to them - let them just sing it and the song made itself. With Jungkook’s perfect pitch and Grace’s adaptability from English to Korean, they made a good team.

When it came to Golden and the final song of the album, there was only one person Jungkook wanted to do his background vocals for him. It wasn’t like any of the other producers argued with him either, he was all the way in Korea and they were in America and so Jungkook sent out the special request to his noona. 

The answer, as expected, was a resounding yes.

Grace, personally, thought that she didn’t need to do much as she sat there with the headphones on and listened to what was being called the last rough cut. She could hear Jungkook’s own background vocals blending in and she glanced at the sheet where there had been notes on what she needed to do.

“I’m proud of you,” she said suddenly as Jungkook joined her in the booth to act as a vocal director for her. He blinked and turned bashful, knowing this album was completely unexpected of him with its suggestive lyrics and cursing but he was an adult now and Grace was starting to see that. 

She reached over and gently pinched his cheek, causing him to frown at her. “Come on,” she laughed and pulled the microphone closer. “Tell me where you want noona to do what she needs to do.”

[enzaelectric]

How to Choose the Best Low Voltage Switchgear for Your Project

Low voltage switch gears are significant to an industry, commercial or residential installation in ensuring the safe and effective power distribution. Selecting the right switchgear is key in making sure the system will be reliable, preventing electrical faults, and optimizing energy efficiency. Buying switchgear may appear challenging, given the number of options available in the market. The guide below will assist in grasping the vital aspects to consider in choosing low-voltage switchgear in 2025.

What is Low Voltage Switchgear?

Low voltage (LV) switchgear is an assembly of circuit breakers, disconnects, fuses, relays, and other protective equipment for controlling and protecting electric systems in voltages of up to 1,000V AC. It is commonly used in:

Industrial power distribution systems;

Commercial buildings;

Data centers;

Hospitals;

Renewable energy systems.

Choosing Low Voltage Switchgear: Important Considerations

1. Understand Your Project Requirements

Understanding your project requirements for assessing power distribution should include:

Voltage and current rating. This is for ensuring compatibility of load.

Type of application: For example, both industrial and commercial as well as residential and renewable sources.

The fault current rating: Ensure that it can withstand the maximum possible fault current.

Number of feeders and expansion requirements: Be sure to plan for possible future growth.

2. Safety and Compliance with Standards

As far as safety is concerned, the other critical consideration when selecting switchgear is to ensure that it has met the following:

IEC 61439 or ANSI/NEMA standards-Properly complying with international safety and performance standards.

Arc flash protection-Reduces the risk of being exposed to electrical hazards.

Short-circuit withstand capability-Makes sure switchgear withstands those high fault conditions.

3. Type of Switchgear Configuration

The correct configuration should be selected based on the size and complexity of the project:

Fixed Type Switchgear — Cost-wise, the cheapest and most suitable for small installations.

Withdrawable Type Switchgear — Provides ease of maintenance expected for an industrial facility.

Compartmentalized Switchgear — Offers improved safety and isolation of components.

4. Energy Efficiency and Sustainability

Modern switchgear are also designed to optimize energy usage and reduce losses. Look for: Low power loss components — More efficient. Eco-friendly insulation materials — Leverage the environment. Smart grid compatibility — Include renewables.

5. Smart Features and Digitalization-

Soon after Industry 4.0 and IoT, digital switchgear became a standard. Consider: Remote monitoring and diagnostics-The predictive maintenance help. Automated fault detection-Reduced downtime, and increased safety. Data logging and analytics-Optimizes power usage.

6. Brand Reputation and After-Sales Support

Choosing a reliable brand ensures long-term performance and support. Some of the top low voltage switchgear Suppliers are:

Al Mayar Electric Switchgear Ind LLC is the new milestone in the mastering of Mayar Holding in electrical technology. The company is committed to cater quality electrical and switchgear products in Middle East, Asia, Europe & Africa ensuring high standards and reliability

Enza Electric stands out as the best manufacturer of electrical switchgear in the GCC countries, providing top-notch products that lead the market and offer reliable electrical solutions.

Al Daleel Electrical Switch Gear Trading LLC is one of the leading Supplier and Distributor of Electrical Switchgear Products in GCC.

Civaux Electric proudly stands at the forefront of electrical manufacturing, delivering a diverse range of premium products, including Panel Fans & Filters, Panel Heaters, Cabinet LED Lamps, Regulators, and Indication Lamps & Switches.

Stefan Electric based in Germany, specializes in manufacturing and distributing a wide range of switchgear products such as Current Transformers, Analog and Digital Meters, Relay and Timer Meters, and Door Limit Switches across the UAE, including Dubai, Qatar, Oman, Bahrain, Sharjah, and Saudi Arabia.

Additionally, check for:

Spare parts availability, thereby facilitating easy maintenance and repair.

Local service centers for a quick troubleshooting and support.

Warranty and possible extended service offerings would enhance long-term value.

7. Budget and Cost Considerations

The performance-to-cost trade-off is thus an important consideration. One could consider comparing:

- Initial costs versus future savings: Although more energy-efficient switchgear might entail higher initial costs, the operational expenses are going to be much lesser.

- Customization options: Some brands are more conducive to modular designs to accommodate specific budgets.

- Installation and maintenance costs: Include considerations for servicing and availability of spare parts.

[khalid-albeshri]

How to manage a company's workflow?

Managing workflow in a company ensures efficiency and productivity. Here are key steps:

1. Define Clear Processes and Procedures

Document Workflows: Outline each step and develop Standard Operating Procedures (SOPs).

2. Assign Roles and Responsibilities

Role Clarity: Ensure team members understand their roles and tasks.

3. Utilize Workflow Management Tools

Project Management Software: Use tools like Trello or Asana.

Automation: Implement automation for repetitive tasks.

4. Set Clear Goals and Priorities

SMART Goals: Define Specific, Measurable, Achievable, Relevant, and Time-bound goals.

Prioritization: Focus on high-priority tasks.

5. Monitor and Measure Performance

KPIs and Metrics: Establish Key Performance Indicators.

Regular Reviews: Conduct performance reviews to identify bottlenecks.

6. Foster Communication and Collaboration

Communication Tools: Use Slack or Microsoft Teams.

Regular Meetings: Hold team meetings for updates and discussions.

7. Continuously Improve Processes

Feedback: Encourage employee feedback.

Optimization: Regularly review and update workflows.

8. Manage Resources Efficiently

Resource Allocation: Allocate resources effectively.

Capacity Planning: Plan resource needs in advance.

9. Ensure Training and Development

Skill Development: Provide ongoing training.

Knowledge Sharing: Encourage knowledge sharing within the team.

10. Address Challenges Proactively

Problem-Solving: Quickly address issues.

Flexibility: Adapt workflows as needed.

Example Workflow Management Approach

Initiation: Identify tasks and assign a leader.

Planning: Break down tasks, assign them, and identify resources.

Execution: Perform tasks and monitor progress.

Monitoring and Controlling: Track progress, hold status meetings, and adjust plans.

Completion: Review tasks, gather feedback, and document lessons learned.

[bodyalive]

At 93, he’s as fit as a 40-year-old. His body offers lessons on aging.

The human body maintains the ability to adapt to exercise at any age, showing that it’s never too late to start a fitness program

By Gretchen Reynolds

For lessons on how to age well, we could do worse than turn to Richard Morgan.

At 93, the Irishman is a four-time world champion in indoor rowing, with the aerobic engine of a healthy 30- or 40-year-old and the body-fat percentage of a whippet. He’s also the subject of a new case study, published last month in the Journal of Applied Physiology, that looked at his training, diet and physiology.

Live well every day with tips and guidance on food, fitness and mental health, delivered to your inbox every Thursday.

Its results suggest that, in many ways, he’s an exemplar of fit, healthy aging — a nonagenarian with the heart, muscles and lungs of someone less than half his age. But in other ways, he’s ordinary: a onetime baker and battery maker with creaky knees who didn’t take up regular exercise until he was in his 70s and who still trains mostly in his backyard shed.

Even though his fitness routine began later in life, he has now rowed the equivalent of almost 10 times around the globe and has won four world championships. So what, the researchers wondered, did his late-life exercise do for his aging body?

Lessons on aging from active older people

“We need to look at very active older people if we want to understand aging,” said Bas Van Hooren, a doctoral researcher at Maastricht University in the Netherlands and one of the study’s authors.

Many questions remain unanswered about the biology of aging, and whether the physical slowing and declines in muscle mass that typically occur as we grow older are normal and inevitable or perhaps due, at least in part, to a lack of exercise.

Start the year fresh

If some people stay strong and fit deep into their golden years, the implication is that many of the rest of us might be able to as well, he said.

Helpfully, his colleague Lorcan Daly, an assistant lecturer in exercise science at the Technological University of the Shannon in Ireland, was quite familiar with an example of successful aging. His grandfather is Morgan, the 2022 indoor-rowing world champion in the lightweight, 90-to-94 age group.

What made Morgan especially interesting to the researchers was that he hadn’t begun sports or exercise training until he was 73. Retired and somewhat at loose ends then, he’d attended a rowing practice with one of his other grandsons, a competitive collegiate rower. The coach invited him to use one of the machines.

“He never looked back,” Daly said.

Highest heart rate on record

They invited Morgan, who was 92 at the time, to the physiology lab at the University of Limerick in Ireland to learn more, measuring his height, weight and body composition and gathering details about his diet. They also checked his metabolism and heart and lung function.

They then asked him to get on a rowing machine and race a simulated 2,000-meter time trial while they monitored his heart, lungs and muscles.

“It was one of the most inspiring days I’ve ever spent in the lab,” said Philip Jakeman, a professor of healthy aging, physical performance and nutrition at the University of Limerick and the study’s senior author.

Morgan proved to be a nonagenarian powerhouse, his sinewy 165 pounds composed of about 80 percent muscle and barely 15 percent fat, a body composition that would be considered healthy for a man decades younger.

During the time trial, his heart rate peaked at 153 beats per minute, well above the expected maximum heart rate for his age and among the highest peaks ever recorded for someone in their 90s, the researchers believe, signaling a very strong heart.

His heart rate also headed toward this peak very quickly, meaning his heart was able to rapidly supply his working muscles with oxygen and fuel. These “oxygen uptake kinetics,” a key indicator of cardiovascular health, proved comparable to those of a typical, healthy 30- or 40-year-old, Daly said.

Exercising 40 minutes a day

Perhaps most impressive, he developed this fitness with a simple, relatively abbreviated exercise routine, the researchers noted.

Consistency: Every week, he rows about 30 kilometers (about 18.5 miles), averaging around 40 minutes a day.

A mix of easy, moderate and intense training: About 70 percent of these workouts are easy, with Morgan hardly laboring. Another 20 percent are at a difficult but tolerable pace, and the final 10 at an all-out, barely sustainable intensity.

Weight training: Two or three times a week, he also weight-trains, using adjustable dumbbells to complete about three sets of lunges and curls, repeating each move until his muscles are too tired to continue.

A high-protein diet: He eats plenty of protein, his daily consumption regularly exceeding the usual dietary recommendation of about 60 grams of protein for someone of his weight.

How exercise changes how we age

“This is an interesting case study that sheds light on our understanding of exercise adaptation across the life span,” said Scott Trappe, director of the Human Performance Laboratory at Ball State University in Indiana. He has studied many older athletes but was not involved in the new study.

“We are still learning about starting a late-life exercise program,” he added, “but the evidence is pretty clear that the human body maintains the ability to adapt to exercise at any age.”

In fact, Morgan’s fitness and physical power at 93 suggest that “we don’t have to lose” large amounts of muscle and aerobic capacity as we grow older, Jakeman said. Exercise could help us build and maintain a strong, capable body, whatever our age, he said.

Of course, Morgan probably had some genetic advantages, the scientists point out. Rowing prowess seems to run in the family.

And his race performances in recent years have been slower than they were 15, 10 or even five years ago. Exercise won’t erase the effects of aging. But it may slow our bodies’ losses, Morgan’s example seems to tell us. It may flatten the decline.

It also offers other, less-corporeal rewards. “There is a certain pleasure in achieving a world championship,” Morgan told me through his grandson, with almost comic self-effacement.

“I started from nowhere,” he said, “and I suddenly realized there was a lot of pleasure in doing this.”

[dapacheckertool]

Free DA PA Checker Tool

One of the most important free SEO tools is the DA PA Checker tool, which can evaluate the Domain Authority (DA) and Page Authority (PA) score of either a website or a single webpage by owners, marketers, and SEO professionals. Moz developed metrics for ascertaining the strength and credibility of a website in terms of ranking potential on search engines like Google.

Key Characteristics of the DA PA Checker Tool Domain Authority (DA):  What is DA? Domain Authority refers to a grading scale between 0 and 100, which signifies the general power of a website's domain when concerning the potential of rank-ability in search engines. The higher the DA, the better is the possibility to rank. Why is DA Important? DA depends on the quality and amount of backlinks, the age of the website, the quality of its content, and overall user experience. Generally, more authoritative websites with higher DA scores have better results in search. Page Authority (PA):

What is PA? Page Authority scores the potential for a particular webpage to rank well in search. It's similar to DA but looks at pages, not your overall domain. Why is PA Important? PA becomes really useful when analyzing specific pages that need improvement about their SEO performance. A high PA might signal that it's a page that has strong backlinks and has content aligned closer to what your target audience is looking for. SEO Monitoring:

DA PA Checker has the capability of letting anyone know how any website or page is positioned in terms of its authority, which further guides optimization efforts. Checking DA and PA enables a user to know where his website or page lies in the competitive landscape and lets him decide upon an appropriate SEO strategy: improving content, acquiring backlinks or bettering user experience. Free And Easy To Use

Many DA PA Checker tools are available for free, allowing users to input a URL and get instant insights into the DA and PA metrics without needing advanced SEO knowledge. Some tools may offer additional features such as bulk DA PA checking, which is helpful for analyzing multiple URLs at once. How the DA PA Checker Works Input URL: The DA PA Checker needs a simple to use the URL of the website, or a particular page you'd like to research. Metrics Analysis: Check of DA and PA is carried out with some factors including; Backlink Profile: It outlines the number of high-quality, diverse backlinks that are pointing to the site Content Quality: Relevance and optimization of content on the page or domain. Social Signals: Social media engagement indirectly impacts DA and PA. Internal Linking Structure: The way in which a site links its pages. Display of Results: The tool provides DA and PA score along with other data like spam scores which would help users identify risks and drawbacks. Benefits of Using the DA PA Checker Tool Quick Grading: It allows users to instantly grade the authority of the own website or their competitors' sites, thus making decisions easier on the basis of choosing an SEO campaign.

SEO Tracking of Performance: This tool helps owners track progress against time by checking DA and PA. They can understand how well their SEO efforts are improving.

Competitor Comparison: The tool enables users to compare their site's authority with their competitors' sites, allowing users to uncover strategies in order to surpass those competitors in search rankings.

Develop Backlink Strategy: Because backlinks have major impacts both on DA and PA, this tool is going to highlight opportunities for the link-building strategy to improve both scores.

Limitations of DA PA Metrics Good DA and PA are certainly useful lagging indicators of SEO potential; however, they should be out of the focus of an SEO campaign. These metrics are proprietary to Moz and are not indicative of what happens within the algorithms of other search engines. Moreover, DA and PA scores fluctuate for a multitude of reasons including the factors of algorithm updates and shifts in the backlink profile.

[iftekharahmeddms]

Why should I hire PPC expert

Hiring a PPC expert ensures strategic campaign management, maximizing ROI through data-driven decisions and continuous optimization. An expert conducts in-depth keyword research, creates compelling ad copy, and implements advanced bidding strategies to lower cost-per-click (CPC) while increasing quality score. They monitor key performance indicators (KPIs) such as CTR, conversion rate, and ad relevance, ensuring optimal budget allocation. Additionally, they perform A/B testing, audience segmentation, and utilize retargeting techniques to enhance campaign efficiency. With expertise in platforms like Google Ads and Bing Ads, a PPC specialist ensures measurable results, faster lead generation, and a competitive edge in the digital advertising landscape.

[poojalate]

Influencer Marketing and SEO: Building Brand Awareness and Generating Backlinks

In today's hyper-competitive digital space, brands are constantly searching for ways to boost visibility, drive traffic, and build trust. While influencer marketing and SEO have traditionally been treated as separate strategies, the synergy between the two can deliver powerful results—especially when it comes to SEO services.

In this article, we’ll explore how influencer marketing supports SEO, helps generate high-quality backlinks, and amplifies brand awareness.

The Connection Between Influencer Marketing and SEO

Influencer marketing focuses on leveraging the credibility of individuals with large followings to promote your brand. SEO, on the other hand, aims to improve your website’s visibility on search engines. When combined strategically, influencer marketing can directly support your SEO services through:

High-authority backlinks

Increased website traffic

Enhanced brand mentions

Social signals that indicate trust and popularity

How Influencer Marketing Helps Generate Backlinks

Backlinks are one of the most important ranking factors for SEO. When influencers share your content or link to your website, it can result in:

1. High-Quality Backlinks

Influencers often operate their own blogs or websites with strong domain authority. When they link back to your site, it boosts your SEO performance.

2. Natural Link-Building

Influencer-generated content tends to be authentic and organic, which search engines favor. These natural mentions are powerful for link-building.

3. Link Diversity

Influencer campaigns can diversify your backlink profile, adding links from multiple domains and content types (blogs, social media, videos).

By integrating influencer outreach into your SEO services, you create more opportunities for link acquisition without relying on outdated tactics.

Boosting Brand Awareness Through SEO and Influencers

Influencer collaborations can increase your brand’s online presence, which in turn supports SEO in several ways:

Increased branded search traffic: As people learn about your brand, they’re more likely to search for it directly.

More user engagement: Influencer-referred traffic often leads to better engagement metrics like lower bounce rates and longer session durations.

User-generated content: Influencer followers often create additional content, further enhancing your digital footprint.

All of this strengthens your site authority, a key metric in professional SEO services.

Best Practices for Combining Influencer Marketing with SEO

To get the most SEO value from your influencer campaigns, follow these tips:

✅ Choose Relevant Influencers

Work with influencers in your niche to ensure alignment with your target audience and keyword focus.

✅ Optimize Anchor Text

Encourage influencers to use keyword-rich, natural anchor text when linking to your website.

✅ Track Campaign URLs

Use UTM parameters to measure the SEO and traffic impact of influencer-driven links.

✅ Leverage Evergreen Content

Collaborate on long-lasting content like how-to guides, product reviews, or expert roundups that continue to generate backlinks over time.

✅ Encourage Content Syndication

Ask influencers to repurpose content across platforms—YouTube, LinkedIn, Medium—further increasing reach and SEO signals.

SEO Services That Maximize Influencer Impact

An experienced digital agency offering professional SEO services can help you:

Identify the right influencer partnerships

Develop content strategies that support both branding and link-building

Monitor backlinks and referral traffic

Ensure technical SEO is optimized to capture and convert the new traffic

Conclusion

Influencer marketing isn’t just about visibility—it’s a strategic tool that can support your long-term SEO goals. When used effectively, it helps build brand authority, drive targeted traffic, and earn valuable backlinks that improve your search rankings.

Integrating influencer marketing into your SEO services is a smart move for any brand looking to build trust, authority, and online dominance in 2025 and beyond.

[technicallylovingcomputer]

How to create Dynamic and Adaptive AI for Mobile Games

In the competitive world of mobile gaming, creating an experience that keeps players coming back requires more than just stunning graphics and intuitive controls. Today's gamers demand intelligent, responsive opponents and allies that adapt to their play style and provide consistent challenges. Let's dive into how dynamic and adaptive AI can transform your mobile game development process and create more engaging experiences for your players.

Why AI Matters in Mobile Game Development

When we talk about mobile games, we're dealing with a unique set of constraints and opportunities. Players engage in shorter sessions, often in distracting environments, and expect experiences that can be both casual and deeply engaging. Traditional scripted behaviors simply don't cut it anymore.

Dynamic AI systems that learn and evolve provide several key benefits:

They create unpredictable experiences that increase replayability

They adjust difficulty in real-time to maintain the perfect challenge level

They create the illusion of intelligence without requiring massive computational resources

They help personalize the gaming experience for each player

Building Blocks of Adaptive Game AI

Behavior Trees and Decision Making

At the foundation of most game AI systems are behavior trees - hierarchical structures that organize decision-making processes. For mobile games, lightweight behavior trees can be incredibly effective. They allow NPCs (non-player characters) to evaluate situations and select appropriate responses based on current game states.

The beauty of behavior trees in mobile development is that they're relatively simple to implement and don't require excessive processing power. A well-designed behavior tree can give the impression of complex decision-making while actually running efficiently on limited mobile hardware.

Machine Learning for Pattern Recognition

While traditional AI techniques still dominate mobile game development, machine learning is making inroads where appropriate. Simple ML models can be trained to recognize player patterns and adapt accordingly:

"We implemented a basic ML model that tracks how aggressive players are during combat sequences," says indie developer Sarah Chen. "What surprised us was how little data we needed to create meaningful adaptations. Even with just a few gameplay sessions, our enemies began responding differently to cautious versus aggressive players."

For mobile games, the key is implementing lightweight ML solutions that don't drain battery or require constant server connections.

Dynamic Difficulty Adjustment

Perhaps the most immediately valuable application of adaptive AI is in difficulty balancing. Games that are too easy become boring; games that are too hard lead to frustration and abandonment.

By monitoring player success rates, completion times, and even physiological indicators like input force or timing patterns, games can subtly adjust challenge levels. For example:

If a player fails a level multiple times, enemy spawn rates might decrease slightly

If a player breezes through challenges, puzzle complexity might increase

If a player shows mastery of one game mechanic, the AI can introduce variations that require new strategies

The trick is making these adjustments invisible to the player. Nobody wants to feel like the game is "letting them win," but everyone appreciates a well-balanced challenge.

Implementation Strategies for Mobile Platforms

Distributed Computing Approaches

Mobile devices have limits, but that doesn't mean your AI needs to be simple. Consider a hybrid approach:

Handle immediate reactions and simple behaviors on-device

Offload more complex learning and adaptation to occasional server communications

Update AI behavior parameters during normal content updates

This approach keeps gameplay smooth while still allowing for sophisticated adaptation over time.

Optimizing for Battery and Performance

When designing AI systems for mobile games, efficiency isn't optional - it's essential. Some practical tips:

Limit AI updates to fixed intervals rather than every frame

Use approximation algorithms when exact calculations aren't necessary

Consider "fake" AI that gives the impression of intelligence through clever design rather than complex computations

Batch AI calculations during loading screens or other natural pauses

"Our most sophisticated enemy AI actually uses less processing power than our earliest attempts," notes mobile game developer Marcus Kim. "We realized that perceived intelligence matters more than actual computational complexity."

Case Studies: Adaptive AI Success Stories

Roguelike Mobile Games

Games like "Dead Cells Mobile" and "Slay the Spire" have shown how procedural generation paired with adaptive difficulty can create nearly infinite replayability. These games analyze player performance and subtly adjust enemy compositions, item drops, and challenge levels to maintain engagement.

Casual Puzzle Games

Even simple puzzle games benefit from adaptive AI. Games like "Two Dots" adapt difficulty curves based on player performance, ensuring that casual players aren't frustrated while still challenging veterans.

Ethical Considerations in Game AI

As we develop more sophisticated AI systems, ethical questions emerge:

How transparent should we be about adaptation mechanisms?

Is it fair to create different experiences for different players?

How do we ensure AI systems don't manipulate vulnerable players?

The mobile game community is still working through these questions, but most developers agree that the player experience should come first, with adaptations designed to maximize enjoyment rather than exploitation.

Looking Forward: The Future of Mobile Game AI

As mobile devices continue to become more powerful, the possibilities for on-device AI expand dramatically. We're already seeing games that incorporate:

Natural language processing for more realistic NPC interactions

Computer vision techniques for AR games that understand the player's environment

Transfer learning that allows AI behaviors to evolve across multiple play sessions

The most exciting developments may come from combining these approaches with traditional game design wisdom.

Getting Started with Adaptive AI

If you're new to implementing adaptive AI in your mobile games, start small:

Identify one aspect of your game that could benefit from adaptation (enemy difficulty, resource scarcity, puzzle complexity)

Implement simple tracking of relevant player metrics

Create modest adjustments based on those metrics

Test extensively with different player types

Iterate based on player feedback

Remember that the goal isn't to create the most technically impressive AI system, but to enhance player experience through thoughtful adaptation.

Conclusion

Dynamic and adaptive AI represents one of the most exciting frontiers in mobile game development. By creating opponents and systems that respond intelligently to player behavior, we can deliver more engaging, personalized experiences that keep players coming back. Whether you're developing a casual puzzle game or an ambitious mobile RPG, incorporating adaptive elements can elevate your game to new heights of player satisfaction.

The most successful mobile games of tomorrow won't just have the flashiest graphics or the most innovative mechanics – they'll be the ones that seem to understand their players, providing just the right challenge at just the right moment through intelligent, adaptive AI systems.

[gallifreyinstituteforlearning]

⚕️ Gallifreyan Paediatric Emergencies

Little Gallifreyans are a bit different from their adult counterparts. Here's how to assess them in an emergency using G-PEAS, if you please.

BIGGER - Google Drive: PDF / Image JPG / Image PNG

This guide is for use on Gallifreyans only. Always seek your human advice from human health providers.

📖 Introduction: Why G-PEAS?

Gallifreyan children differ significantly from adults in metabolism, cardiac function, telepathic control, and physical resilience. Their bodies are still developing key biological functions, making standard emergency assessment tools unsuitable. G-PEAS (Gallifreyan Paediatric Emergency Assessment System) provides a structured approach to identifying life-threatening conditions in paediatric Gallifreyans (ages 0-100).

Unlike adults, young Gallifreyans:

✔️ May only have one heart (Oldbloods develop their second heart upon first regeneration).

✔️ Have higher metabolic activity, resulting in higher normal body temperatures.

✔️ Exhibit psionic instability, leading to false positives in standard consciousness tests.

G-PEAS allows quick identification of critical conditions without the need for secondary tests like artron or Z-cell counts.

📊 How to Perform a G-PEAS Assessment

A Gallifreyan paediatric emergency is scored across five categories, each rated from 0-3, with higher scores indicating increased severity. The total score determines clinical urgency and escalation requirements.

1️⃣ Airway & Breathing (RR & Effort)

Assess the child's respiratory status without assuming respiratory bypass ability (which only develops in adulthood).

Normal respiratory rates: 0-16 years: 14-40 breaths per minute 17-100 years: 12-30 breaths per minute

Signs of respiratory distress: Nasal flaring, retractions, abnormal breath sounds, cyanosis.

Key concern: Young Gallifreyans cannot voluntarily regulate oxygen usage—watch for signs of impending failure.

2️⃣ Circulation (HR & BP)

Determine if the child has one or two hearts and evaluate heart rate accordingly.

Normal heart rates & BP: 0-16 years: HR 50-150 bpm, BP 80/40 – 110/60 mmHg 17-100 years: HR 40-120 bpm, BP 90/50 – 120/80 mmHg

Signs of circulatory failure: Cold extremities, weak or absent pulses, severe tachycardia (>200 bpm), hypotension.

Key concern: Children with one heart are naturally tachycardic compared to dual-hearted children.

3️⃣ Temperature & Metabolism

Metabolic instability is a common paediatric emergency due to higher energy demands.

Normal temperatures: 0-16 years: 16.5-20.5°C 17-100 years: 15.8-20.0°C

Signs of distress: Hypothermia <15.5°C or hyperthermia >21.0°C.

Key concern: Hypothermia in Gallifreyan children impairs psionic and neurological function faster than in adults.

4️⃣ Level of Consciousness (AVPTU & Psionics)

Assess using physical response first—psionic misinterpretation is common in young Gallifreyans.

Signs of concern: Psionic leakage, uncontrolled emotional outbursts, delayed response to verbal or pain stimuli.

Key concern: Unresponsive children may be suffering from telepathic overload rather than neurological failure.

5️⃣ Visual & Physical Examination

Look for signs of injury, vascular instability, or metabolic distress.

Signs of concern: Bruising, petechiae, cyanosis, poor muscle tone.

Key concern: Skin integrity is higher in younger Gallifreyans—visible injury suggests significant trauma.

🔢 G-PEAS Scoring & Interpretation

0-4 (🟢 Stable): Monitor, reassess every 30 minutes. No immediate intervention needed. 5-8 (🟠 Concern): Increased monitoring and assessments, prepare for escalation. Consider sepsis. 9+ (🔴 Critical): Immediate intervention required, activate emergency protocols.

🚨 When to Escalate

HR >150 bpm (0-16 years) or >120 bpm (17-100 years)

Temperature <15.5°C or >21.0°C

Severe hypotension (BP <70/30 mmHg)

Unresponsiveness despite physical stimuli

Psionic seizures or uncontrolled telepathic feedback

📌 Key Points to Remember

✔️ G-PEAS is an adapted assessment system for Gallifreyan children.

✔️ Do NOT assume respiratory bypass is present—children lack the control needed.

✔️ One vs. Two Hearts Matters—heart rate and BP should be assessed accordingly.

✔️ Young Gallifreyans have higher metabolic activity—their normal temperature is higher than adults.

✔️ Psionic responses can be unreliable—false positives may occur in younger children.

Medical Guides These are all practical guides to assessing and treating a Gallifreyan in an emergency or medical setting.

⚕️💕Gallifreyan CPR

⚕️👽Gallifreyan Assessment Scoring System (GASS)

⚕️👽ABCDE Assessment

⚕️⚠️Sepsis Emergency Response (SER)

⚕️⚠️Severe Trauma Protocol

⚕️🌡️Gallifreyan Thermoregulation and Emergency Response

⚕️🔮Psionic Emergency Pathways

⚕️✨Post-Regeneration Management

⚕️🩸Interpreting Gallifreyan Bloodwork

⚕️👶Gallifreyan Paediatric Emergencies

Any orange text is educated guesswork or theoretical. More content ... →📫Got a question? | 📚Complete list of Q+A and factoids →📢Announcements |🩻Biology |🗨️Language |🕰️Throwbacks |🤓Facts → Features:⭐Guest Posts | 🍜Chomp Chomp with Myishu →🫀Gallifreyan Anatomy and Physiology Guide (pending) →⚕️Gallifreyan Emergency Medicine Guides →📝Source list (WIP) →📜Masterpost If you're finding your happy place in this part of the internet, feel free to buy a coffee to help keep our exhausted human conscious. She works full-time in medicine and is so very tired 😴

[datawarehousing01]

Data warehousing solution

Unlocking the Power of Data Warehousing: A Key to Smarter Decision-Making

In today's data-driven world, businesses need to make smarter, faster, and more informed decisions. But how can companies achieve this? One powerful tool that plays a crucial role in managing vast amounts of data is data warehousing. In this blog, we’ll explore what data warehousing is, its benefits, and how it can help organizations make better business decisions.

What is Data Warehousing?

At its core, data warehousing refers to the process of collecting, storing, and managing large volumes of data from different sources in a central repository. The data warehouse serves as a consolidated platform where all organizational data—whether from internal systems, third-party applications, or external sources—can be stored, processed, and analyzed.

A data warehouse is designed to support query and analysis operations, making it easier to generate business intelligence (BI) reports, perform complex data analysis, and derive insights for better decision-making. Data warehouses are typically used for historical data analysis, as they store data from multiple time periods to identify trends, patterns, and changes over time.

Key Components of a Data Warehouse

To understand the full functionality of a data warehouse, it's helpful to know its primary components:

Data Sources: These are the various systems and platforms where data is generated, such as transactional databases, CRM systems, or external data feeds.

ETL (Extract, Transform, Load): This is the process by which data is extracted from different sources, transformed into a consistent format, and loaded into the warehouse.

Data Warehouse Storage: The central repository where cleaned, structured data is stored. This can be in the form of a relational database or a cloud-based storage system, depending on the organization’s needs.

OLAP (Online Analytical Processing): This allows for complex querying and analysis, enabling users to create multidimensional data models, perform ad-hoc queries, and generate reports.

BI Tools and Dashboards: These tools provide the interfaces that enable users to interact with the data warehouse, such as through reports, dashboards, and data visualizations.

Benefits of Data Warehousing

Improved Decision-Making: With data stored in a single, organized location, businesses can make decisions based on accurate, up-to-date, and complete information. Real-time analytics and reporting capabilities ensure that business leaders can take swift action.

Consolidation of Data: Instead of sifting through multiple databases or systems, employees can access all relevant data from one location. This eliminates redundancy and reduces the complexity of managing data from various departments or sources.

Historical Analysis: Data warehouses typically store historical data, making it possible to analyze long-term trends and patterns. This helps businesses understand customer behavior, market fluctuations, and performance over time.

Better Reporting: By using BI tools integrated with the data warehouse, businesses can generate accurate reports on key metrics. This is crucial for monitoring performance, tracking KPIs (Key Performance Indicators), and improving strategic planning.

Scalability: As businesses grow, so does the volume of data they collect. Data warehouses are designed to scale easily, handling increasing data loads without compromising performance.

Enhanced Data Quality: Through the ETL process, data is cleaned, transformed, and standardized. This means the data stored in the warehouse is of high quality—consistent, accurate, and free of errors.

Types of Data Warehouses

There are different types of data warehouses, depending on how they are set up and utilized:

Enterprise Data Warehouse (EDW): An EDW is a central data repository for an entire organization, allowing access to data from all departments or business units.

Operational Data Store (ODS): This is a type of data warehouse that is used for storing real-time transactional data for short-term reporting. An ODS typically holds data that is updated frequently.

Data Mart: A data mart is a subset of a data warehouse focused on a specific department, business unit, or subject. For example, a marketing data mart might contain data relevant to marketing operations.

Cloud Data Warehouse: With the rise of cloud computing, cloud-based data warehouses like Google BigQuery, Amazon Redshift, and Snowflake have become increasingly popular. These platforms allow businesses to scale their data infrastructure without investing in physical hardware.

How Data Warehousing Drives Business Intelligence

The purpose of a data warehouse is not just to store data, but to enable businesses to extract valuable insights. By organizing and analyzing data, businesses can uncover trends, customer preferences, and operational inefficiencies. Some of the ways in which data warehousing supports business intelligence include:

Customer Segmentation: Companies can analyze data to segment customers based on behavior, demographics, or purchasing patterns, leading to better-targeted marketing efforts.

Predictive Analytics: By analyzing historical data, businesses can forecast trends and predict future outcomes, such as sales, inventory needs, and staffing levels.

Improved Operational Efficiency: With data-driven insights, businesses can streamline processes, optimize supply chains, and reduce costs. For example, identifying inventory shortages or surplus can help optimize stock levels.

Challenges in Data Warehousing

While the benefits of data warehousing are clear, there are some challenges to consider:

Complexity of Implementation: Setting up a data warehouse can be a complex and time-consuming process, requiring expertise in database management, ETL processes, and BI tools.

Data Integration: Integrating data from various sources with differing formats can be challenging, especially when dealing with legacy systems or unstructured data.

Cost: Building and maintaining a data warehouse can be expensive, particularly when managing large volumes of data. However, the investment is often worth it in terms of the business value generated.

Security: With the consolidation of sensitive data in one place, data security becomes critical. Organizations need robust security measures to prevent unauthorized access and ensure compliance with data protection regulations.

The Future of Data Warehousing

The world of data warehousing is constantly evolving. With advancements in cloud technology, machine learning, and artificial intelligence, businesses are now able to handle larger datasets, perform more sophisticated analyses, and automate key processes.

As companies increasingly embrace the concept of a "data-driven culture," the need for powerful data warehousing solutions will continue to grow. The integration of AI-driven analytics, real-time data processing, and more intuitive BI tools will only further enhance the value of data warehouses in the years to come.

Conclusion

In today’s fast-paced, data-centric world, having access to accurate, high-quality data is crucial for making informed business decisions. A robust data warehousing solution enables businesses to consolidate, analyze, and extract valuable insights from their data, driving smarter decision-making across all departments. While building a data warehouse comes with challenges, the benefits—improved efficiency, better decision-making, and enhanced business intelligence—make it an essential tool for modern organizations.

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Title: Data Warehousing: The Backbone of Data-Driven Decision Making

In today’s fast-paced business environment, the ability to make data-driven decisions quickly is paramount. However, to leverage data effectively, companies need more than just raw data. They need a centralized, structured system that allows them to store, manage, and analyze data seamlessly. This is where data warehousing comes into play.

Data warehousing has become the cornerstone of modern business intelligence (BI) systems, enabling organizations to unlock valuable insights from vast amounts of data. In this blog, we’ll explore what data warehousing is, why it’s important, and how it drives smarter decision-making.

What is Data Warehousing?

At its core, data warehousing refers to the process of collecting and storing data from various sources into a centralized system where it can be easily accessed and analyzed. Unlike traditional databases, which are optimized for transactional operations (i.e., data entry, updating), data warehouses are designed specifically for complex queries, reporting, and data analysis.

A data warehouse consolidates data from various sources—such as customer information systems, financial systems, and even external data feeds—into a single repository. The data is then structured and organized in a way that supports business intelligence (BI) tools, enabling organizations to generate reports, create dashboards, and gain actionable insights.

Key Components of a Data Warehouse

Data Sources: These are the different systems or applications that generate data. Examples include CRM systems, ERP systems, external APIs, and transactional databases.

ETL (Extract, Transform, Load): This is the process by which data is pulled from different sources (Extract), cleaned and converted into a usable format (Transform), and finally loaded into the data warehouse (Load).

Data Warehouse Storage: The actual repository where structured and organized data is stored. This could be in traditional relational databases or modern cloud-based storage platforms.

OLAP (Online Analytical Processing): OLAP tools enable users to run complex analytical queries on the data warehouse, creating reports, performing multidimensional analysis, and identifying trends.

Business Intelligence Tools: These tools are used to interact with the data warehouse, generate reports, visualize data, and help businesses make data-driven decisions.

Benefits of Data Warehousing

Improved Decision Making: By consolidating data into a single repository, decision-makers can access accurate, up-to-date information whenever they need it. This leads to more informed, faster decisions based on reliable data.

Data Consolidation: Instead of pulling data from multiple systems and trying to make sense of it, a data warehouse consolidates data from various sources into one place, eliminating the complexity of handling scattered information.

Historical Analysis: Data warehouses are typically designed to store large amounts of historical data. This allows businesses to analyze trends over time, providing valuable insights into long-term performance and market changes.

Increased Efficiency: With a data warehouse in place, organizations can automate their reporting and analytics processes. This means less time spent manually gathering data and more time focusing on analyzing it for actionable insights.

Better Reporting and Insights: By using data from a single, trusted source, businesses can produce consistent, accurate reports that reflect the true state of affairs. BI tools can transform raw data into meaningful visualizations, making it easier to understand complex trends.

Types of Data Warehouses

Enterprise Data Warehouse (EDW): This is a centralized data warehouse that consolidates data across the entire organization. It’s used for comprehensive, organization-wide analysis and reporting.

Data Mart: A data mart is a subset of a data warehouse that focuses on specific business functions or departments. For example, a marketing data mart might contain only marketing-related data, making it easier for the marketing team to access relevant insights.

Operational Data Store (ODS): An ODS is a database that stores real-time data and is designed to support day-to-day operations. While a data warehouse is optimized for historical analysis, an ODS is used for operational reporting.

Cloud Data Warehouse: With the rise of cloud computing, cloud-based data warehouses like Amazon Redshift, Google BigQuery, and Snowflake have become popular. These solutions offer scalable, cost-effective, and flexible alternatives to traditional on-premises data warehouses.

How Data Warehousing Supports Business Intelligence

A data warehouse acts as the foundation for business intelligence (BI) systems. BI tools, such as Tableau, Power BI, and QlikView, connect directly to the data warehouse, enabling users to query the data and generate insightful reports and visualizations.

For example, an e-commerce company can use its data warehouse to analyze customer behavior, sales trends, and inventory performance. The insights gathered from this analysis can inform marketing campaigns, pricing strategies, and inventory management decisions.

Here are some ways data warehousing drives BI and decision-making:

Customer Insights: By analyzing customer purchase patterns, organizations can better segment their audience and personalize marketing efforts.

Trend Analysis: Historical data allows companies to identify emerging trends, such as seasonal changes in demand or shifts in customer preferences.

Predictive Analytics: By leveraging machine learning models and historical data stored in the data warehouse, companies can forecast future trends, such as sales performance, product demand, and market behavior.

Operational Efficiency: A data warehouse can help identify inefficiencies in business operations, such as bottlenecks in supply chains or underperforming products.

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Voice Search Optimization

What is Voice Search Optimization?

Voice search optimization refers to the process of tailoring your website and content to improve visibility in voice search results. Unlike traditional text-based searches, voice searches are typically longer, more conversational, and often framed as questions.

The Rise of Voice Search

The rise of smart devices and virtual assistants like Siri, Alexa, and Google Assistant has transformed how users interact with search engines. According to recent statistics, nearly 28% of consumers in the U.S. use voice assistants daily, indicating a significant shift in user behavior towards voice-activated searches

Why Optimize for Voice Search?

Enhanced User Experience

Voice search provides a more seamless and efficient user experience. Users can quickly obtain answers without having to type their queries. By optimizing for voice search, businesses can enhance user satisfaction and engagement, leading to higher retention rates.

Increased Traffic Opportunities

As more users adopt voice technology, optimizing for voice search can open new avenues for traffic. Voice searches often yield different results than text-based searches, allowing businesses that optimize their content accordingly to capture a larger audience.

Local SEO Benefits

Many voice searches are local in nature. Users frequently ask for recommendations or directions to nearby businesses. By optimizing for local voice searches, businesses can increase their visibility in local markets and attract more customers

Key Strategies for Voice Search Optimization

To effectively optimize your content for voice search, consider implementing the following strategies

1. Use Conversational Language

Voice searches are typically more conversational than typed queries. To align with this trend, use natural language in your content. Avoid overly formal language and focus on creating a friendly tone that mimics how people speak.

2. Focus on Long-Tail Keywords

Voice search queries tend to be longer and more specific than traditional searches. Incorporate long-tail keywords into your content that reflect natural speech patterns. For example, instead of targeting "Italian restaurants," consider phrases like "What’s the best Italian restaurant near me?" This approach not only improves SEO but also aligns with how users phrase their inquiries

3. Target Question-Based Keywords

Many voice searches are framed as questions. Incorporate question-based keywords into your content strategy. Use question words like "what," "where," "how," and "why" to create relevant content that directly answers common queries in your niche

4. Optimize for Local Searches

Given that many voice searches are location-specific, ensure your business is optimized for local SEO. This includes claiming your Google My Business listing, ensuring NAP (Name, Address, Phone Number) consistency across platforms, and incorporating local keywords into your content

5. Implement Structured Data

Structured data helps search engines understand the context of your content better. By adding schema markup to your website, you can provide specific information about your business (like location or services offered), which can enhance your chances of being featured in voice search results

6. Create FAQ Sections

Adding an FAQ section to your website can significantly enhance its relevance for voice searches. By anticipating common questions related to your business or industry and providing clear answers, you improve the likelihood of being featured in direct responses from voice assistants9.

7. Ensure Mobile Optimization

Since many voice searches occur on mobile devices, ensure that your website is mobile-friendly. A responsive design improves the user experience and can positively impact your rankings in both traditional and voice search results

8. Monitor Performance Metrics

Regularly track the performance of your voice search optimization efforts using tools like Google Analytics or Ubersuggest. Analyze which keywords drive traffic through voice searches and adjust your strategy accordingly

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A Smarter Way to Trade on STON.fi: Understanding Key Analytics for Profitable Trading

Success in crypto trading isn’t just about timing—it’s about strategy. Many traders jump into trades based on hype, only to get stuck in illiquid markets or suffer heavy losses due to unpredictable volatility. If you want to navigate the market efficiently, understanding and using key trading analytics is non-negotiable.

On STON.fi, four essential metrics help traders and liquidity providers make informed decisions: APR, TVL, Trading Volume, and Trust Score. These indicators provide insights into market conditions, potential returns, and risks associated with a given asset or liquidity pool.

This guide breaks down how to use these analytics to improve your trading strategy, whether you're swapping tokens or providing liquidity.

APR: The Indicator of Potential Earnings

APR (Annual Percentage Rate) measures the expected yearly return from a liquidity pool based on the past 24-hour performance. It’s a snapshot of potential earnings, not a guaranteed fixed rate.

APR changes due to multiple factors:

Liquidity Pool Size: More liquidity often means more stable earnings.

Trading Fees Collected: Higher trading activity increases returns for liquidity providers.

Market Conditions: Fluctuations in demand affect reward rates.

How to Use APR for Better Decisions

If you’re a liquidity provider: Choose pools with a balance of high APR and stable liquidity.

If you’re a trader: Monitor APR fluctuations to gauge market activity before entering a trade.

APR can be attractive, but relying solely on this metric is risky. Combine it with other indicators for a complete market view.

TVL: The Confidence Meter

Total Value Locked (TVL) represents the total assets locked in a liquidity pool. The higher the TVL, the more liquidity and stability a pool has.

Why TVL Matters

High TVL = Lower Slippage: More liquidity allows for larger trades without drastic price impact.

Market Trust Indicator: Large TVL often signals investor confidence in a pool.

Better Trading Conditions: A well-funded pool ensures smoother transactions.

When to Consider TVL Before Trading

Low TVL Pools: These can be risky due to potential liquidity shortages, leading to unpredictable price swings.

High TVL Pools: More secure but may offer lower APR since rewards are shared among more participants.

Always cross-check TVL with other factors like trading volume and market trends before making decisions.

Trading Volume: The Market Activity Tracker

Trading volume measures how much of a token has been traded within a specific timeframe (usually 24 hours). It’s one of the most important indicators of liquidity and price stability.

Why Volume is Crucial for Traders

High Volume = More Market Interest: Assets with strong trading volume tend to be more stable and liquid.

More Fees for Liquidity Providers: Higher volume means more transactions, generating more rewards.

Lower Slippage for Traders: Liquid markets allow large trades without extreme price deviations.

How to Use Trading Volume in Strategy

Low Volume Pairs: Riskier due to less market activity. Price changes can be extreme with a single large trade.

High Volume Pairs: Preferred for smooth trades, quick execution, and predictable price movement.

Before trading, compare the volume trend over multiple days. A sudden spike might indicate short-term speculation, while consistent high volume suggests a strong and stable market.

Trust Score: Assessing the Reliability of a Token

Trust Score evaluates a token’s credibility and market strength based on data-driven factors like:

Trading volume consistency

Liquidity depth

Historical price stability

Risk of price manipulation

Why Trust Score Shouldn’t Be Ignored

A high score indicates a well-established asset with strong market backing.

A low score suggests higher risk, often linked to low liquidity or excessive volatility.

Before engaging with a token, checking the Trust Score can help you avoid assets that lack stability or have been prone to extreme price swings.

Applying These Analytics for Smarter Trades

Instead of making random trades based on trends, using APR, TVL, Volume, and Trust Score together can enhance decision-making:

✅ For Liquidity Providers:

Choose pools with a balance of high APR and stable TVL.

Monitor trading volume to ensure the pool remains active.

Use Trust Score to avoid risky, low-liquidity assets.

✅ For Traders:

Check TVL and Volume to confirm liquidity before entering a trade.

Use Trust Score to avoid unstable or manipulated tokens.

Track APR trends to understand market movements.

The more data-driven your decisions, the lower the risk of unexpected losses.

Final Thoughts: Trading with Precision

Crypto trading is more than just speculation—it requires precision, strategy, and data-backed decisions. On STON.fi, APR, TVL, Volume, and Trust Score provide essential insights to help you trade smarter and safer.

Instead of relying on hype, take time to analyze these metrics before making a move. A well-informed trader always has the upper hand in the market.