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Introduction

Apache Cassandra is a highly-scalable, high-performance distributed database that is designed to handle large amounts of data across many commodity servers. As a result, it’s important to keep an eye on the health of your Cassandra cluster to ensure that it’s running smoothly and that there aren’t any issues that could impact performance or availability. In this article, we’ll go over the different ways to check the health of your Cassandra cluster and what to look for to identify potential issues.

Understanding Cassandra Cluster Health

Before diving into how to check the health of your Cassandra cluster, it’s important to understand what exactly we mean by “cluster health.” A healthy Cassandra cluster should have all nodes up and running, with no dropped or stale nodes. Additionally, there should be a relatively even distribution of data across all nodes, and there should be no issues with replication or compaction.

Using nodetool to check cluster health

One of the most common ways to check the health of a Cassandra cluster is by using the nodetool command-line tool. This tool is included with Cassandra and provides a variety of information about the cluster and its nodes. One of the most useful commands for checking cluster health is nodetool status. This command will show the status of all nodes in the cluster, including whether they are up or down, and how much data they are currently storing.

$ nodetool

status

Datacenter: datacenter1

=

=

=

=

=

=

=

=

=

=

=

=

=

=

=

=

=

=

=

=

=

=

=

Status

=

Up

/

Down UN

10.0

.0

.1

1.21

GB

256

67.6

%

456789

abcdef01234567890abcdef0123 rack1 DN

10.0

.0

.2

1.21

GB

256

67.6

%

456789

abcdef01234567890abcdef0123 rack1

The status command will show the status of all nodes in the cluster, including whether they are Up or Down. In the example above, the first node is Up and the second node is Down. Additionally, the command will show the load and tokens for each node, as well as the percentage of data that the node owns.

Another useful command provided by nodetool is nodetool ring. This command will show the token distribution for the cluster and can help identify if there is an uneven distribution of data among the nodes.

$ nodetool ring Datacenter: datacenter1

=

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=

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Address Rack

Status

State

Load

Owns Token

10.0

.0

.1

rack1 Up Normal

1.21

GB

67.6

%

-

9223372036854775808

10.0

.0

.2

rack1 Up Normal

1.21

GB

67.6

%

-

3074457345618258603

10.0

.0

.3

rack1 Up Normal

1.21

GB

67.6

%

3074457345618258602

Monitoring Replication and Compaction

In addition to monitoring the overall health of the cluster and individual nodes, it’s also important to keep an eye on replication and compaction. Replication is important to ensure that data is being properly replicated across all nodes in the cluster, while compaction is important to keep the data on each node organized and efficient.

To monitor replication, you can use the nodetool command nodetool statusgossip which will show the current state of gossip and the replication factor for each keyspace.

$ nodetool statusgossip Gossip active :

true

Thrift active :

false

Native Transport active:

true

Load

:

1.21

GB Generation

No

:

1596282421

Uptime :

1

d:

19

h:

54

m:

33

s Heap Memory

(

MB

)

:

606.36

/

3441.00

Off

Heap Memory

(

MB

)

:

1.51

Data

Center : dc1 Rack : r1 Exceptions :

0

Key

Cache : entries

6

,

size

4.11

KB

,

capacity

100

MB

,

hit rate

0.000

,

recent hit rate

0.000

,

save

period

in

seconds

3600

Row

Cache : entries

0

,

size

0

bytes

,

capacity

0

bytes

,

hit rate NaN

,

save

period

in

seconds

0

The statusgossip command will show the current state of gossip, the load on the cluster, and the generation number. It will also show the uptime, heap memory, and off-heap memory for each node. Additionally, it will show the data center and rack for each node, as well as any exceptions that have occurred.

To monitor compaction, you can use the nodetool command nodetool compactionstats. This command will show the current compaction status for each table in the cluster, including the number of completed and active compactions, as well as the total bytes compacted.

$ nodetool compactionstats pending tasks:

0

compaction

type

: Major compaction history:

Note − In this example there is no compaction history.

The compactionstats command will show the number of pending tasks, the compaction type (major or minor), and the compaction history for each table.

Real-life examples

A real-life example of monitoring cluster health in Cassandra would be a scenario where you are running a Cassandra cluster that is being used to store user data for a web application. In this case, you would want to regularly check the health of the cluster to ensure that all nodes are up and running, and that there is an even distribution of data across the nodes. Additionally, you would want to check the replication and compaction status to ensure that data is being properly replicated and compacted.

Another example would be for an e-commerce website where the Cassandra cluster is used to store product and order information. In this case, it would be important to monitor the load on each node, as well as the number of completed and active compactions, to ensure that the cluster can handle the high volume of read and write requests from the website.

Conclusion

Monitoring the health of your Cassandra cluster is an important aspect of maintaining a high-performing and available database. By understanding the key metrics to look for and using the tools provided by Cassandra, like nodetool, you can keep a close eye on the overall health of your cluster and identify potential issues before they become a problem. With proper monitoring, you can ensure that your Cassandra cluster is running at its best and your data is always available to your application.

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Changing The Replication Factor In Cassandra

Apache Cassandra is a highly scalable, distributed, and fault-tolerant NoSQL database that is widely used for managing large amounts of structured data across multiple commodity servers. One of the key features of Cassandra is its ability to replicate data across multiple nodes in a cluster, providing fault tolerance and high availability. In this article, we will discuss how to change the replication factor of a Cassandra cluster, and the considerations to keep in mind when doing so.

Introduction to Replication Factor

The replication factor in Cassandra refers to the number of copies of each piece of data that are stored across the nodes in a cluster. When a new piece of data is written to a Cassandra cluster, it is automatically replicated to a specified number of nodes, based on the replication factor. For example, if the replication factor is set to 3, each piece of data will be stored on 3 different nodes in the cluster.

The replication factor can be set at the keyspace level, or at the individual table level. This means that you can have different replication factors for different tables in the same keyspace. The replication factor is set when the keyspace is created and can be modified at a later time.

Changing the Replication Factor

There are two main ways to change the replication factor of a Cassandra cluster −

Using the ALTER KEYSPACE statement

The ALTER KEYSPACE statement is used to modify the properties of an existing keyspace, including the replication factor. The syntax for changing the replication factor using the ALTER KEYSPACE statement is as follows −

ALTER KEYSPACE keyspace_name WITH REPLICATION = {'class': 'NetworkTopologyStrategy', 'datacenter1': 3, 'datacenter2': 2};

In this example, the replication factor is being set to 3 for datacenter1 and 2 for datacenter2. This is a way to set different replication factors for different data centers and this is called NetworkTopologyStrategy.

Using the CREATE KEYSPACE statement

You can also change the replication factor of a keyspace by recreating it with a different replication factor. The CREATE KEYSPACE statement is used to create a new keyspace, and it can be used to recreate an existing keyspace with a modified replication factor.

The syntax for recreating a keyspace with a different replication factor is as follows −

CREATE KEYSPACE keyspace_name WITH REPLICATION = {'class': 'SimpleStrategy', 'replication_factor': 3};

In this example, the replication factor is being set to 3. SimpleStrategy is another way to set the replication factor which is the same for all data centers.

Considerations when Changing the Replication Factor

There are a few things to keep in mind when changing the replication factor of a Cassandra cluster −

Increasing the replication factor will increase the amount of storage and network bandwidth required for the cluster.

Decreasing the replication factor will decrease the amount of storage and network bandwidth required for the cluster, but it will also decrease the level of fault tolerance.

Changing the replication factor will require the movement of data within the cluster, which can cause increased write latency and increased load on the cluster.

When changing the replication factor, it is important to make sure that the new replication factor is set correctly, and that the keyspace is properly configured.

When you reduce the replication factor, the existing data on the removed replicas need to be streamed to the remaining replicas. If the cluster is write-heavy during the streaming process, it can cause increased write latency and decreased read performance.

Changing the replication factor should only be done during a maintenance window when the traffic on the cluster is low, to minimize the impact on the performance of the cluster.

NetworkTopologyStrategy can be used when you have multiple data centers and you want different replication factors for different data centers. SimpleStrategy should be used if you have a single data center and the replication factor will be the same for all nodes.

Point to take care of when changing the replication factor in Cassandra

Consistency − Cassandra provides tunable consistency, which allows you to trade-off consistency for availability. Changing the replication factor can have an impact on consistency, as it determines the number of nodes that must acknowledge a write before it is considered successful. When the replication factor is increased, it can improve consistency by acknowledging writes from more nodes. However, increasing the replication factor can also decrease availability by requiring more nodes to be available for writes to succeed.

Node Failure and Data Loss − The replication factor is the key factor in data loss prevention and survival of node failure. When the replication factor is increased, the risk of data loss is reduced as there are more copies of the data stored in different nodes. However, increasing the replication factor can also increase the likelihood of experiencing a split-brain scenario, where different nodes in a cluster have different versions of the same data.

Updating Schema − Changing the replication factor can also have an impact on the schema of a Cassandra cluster. For example, when increasing the replication factor, new columns and tables may need to be added to accommodate the additional replicas. It is important to consider the impact on the schema when changing the replication factor and to update the schema accordingly.

Monitoring − After changing the replication factor, it is important to monitor the cluster to ensure that the new replication factor is working as expected. This includes monitoring metrics such as write latency, read latency, and the number of failed writes. Monitoring can also help identify any issues that may arise as a result of changing the replication factor, such as network congestion or a lack of available disk space.

It’s always important to consider the needs of your specific use case and the potential risks and drawbacks of changing the replication factor. It’s also recommended to do testing and monitoring in a test environment before making any changes in production.

Conclusion

Sun Lights Up New Cluster Software

Sun Microsystems Tuesday said began shipping CDs of the latest version of its Clustering Software as a prelude to the launch of the company’s biggest projects this year.

The Santa Clara, Calif.-based network computer maker said it has reached the crucial version 3.1 of its software framework. A key component of the company’s SunPlex environment, Sun Group Marketing Manager Jim Sangster says the new software is designed to deliver high-availability application services to the data center or enterprise.

“Our previous versions before Sun Cluster 3.0 were based on it being a software addition. What we have now is a solution integrated in the kernel itself,” Sangster told chúng tôi “We’ve had various clustering items for quite sometime now. Previously, we have had a focus in the availability and the High Performance Technical Computing aspects of clustering such as our Grid software. This version is specifically designed for commercial-grade platforms like Oracle 9i or IBM DB2. With 3.1, we’re moving specifically down the path of high performance.”

Most notable is the addition of five new agents – HA IBM WebSphere MQ; HA IBM WebSphere MQ Integrator; HA SAMBA; HA DHCP; and third-party agent IBM DB2-HA. All of these agents support security hardening.

The software versioning framework also taps into the Solaris 9 Resource Manager (S9RM) platform for consolidation, resource control, IO assigned to users or groups of users, and to control off-site nodes and lets customers upgrade from Sun Cluster 3.1 to later releases without having to shut down the entire ring.

The Cluster Software is the latest piece of Sun’s arsenal that it is getting a makeover as the company migrates to a quarterly software release model. But more significant for Sun is the place it holds in the major product releases due out this year: N1 and Orion.

“Provisioning is certainly a large part of version 3.1,” Sangster said. “You’re going to see more HA [high availability] aspects coming from Sun in the future. You’ll see it the form of the databases that have started with it. You also see it in the newer application servers and some of the more traditional app servers.”

The Cluster Software’s pricing, while novel has also been tweaked for Sun’s billing framework: Project Orion.

Instead of metering or bundling, the software takes very traditional approach of charging per physical server box ranging from $1,000 for one to as much as $100,000. Multiple domains are not counted. In most cases, Sangster expects licensees to commonly use it on big box servers with multiple processors.

That way, he says, the software can be provisioned to one server, big banks of blades or to a cluster without worrying about tracking down how much time was spent on each node.

Sangster said the improvements in Sun Cluster Software version 3.1 is also one of the first steps toward migrating a system to Sun’s upcoming Solaris 10 release, which is due in the fourth quarter of next year. The first versions of the release are expected to let you build a volume to a petabyte and using partitioning run a file system on each of those volumes up

A handful of customers already have had the beta update in their hands and now that testing is finished are announcing support this month, such as French-owned video-on-demand firm Canal + and Japanese-owned CTC. Sangster said a major yet-to-be-named partner is also preparing a nod towards the new cluster software.

4 Early Access Games In 2023 For Android Worth Checking Out

Just like game platforms like Steam on the PC, the Google Play store makes it possible for developers to release “Early Access” games to the public. This lets mobile gamers play the game before it’s officially done.

It also helps the developer in a number of ways. First of all, it means the public can provide feedback on bugs and features they’d like added. Developers can also sell early access games or sell in-app content. Which means if you like a game, you can help support it until it’s final polished version is done.

Table of Contents

Of course, always keep in mind that these early access games are not finished. They might be buggy or lose your progress. If you’re OK with that, let’s look at four of the best titles currently in Early Access.

How To Get Early Access Games

In the past, Google Play featured dedicated sections of the store to early access games. At the time of writing, we couldn’t find either of those sections in the app or on the web.

However, finding early access games still seems to work by simply searching for “early access” in the Play Store. These games have “(Early Access)” in their title and the description will also reiterate that this is essentially beta software.

OctoMaze is the only game on this list that needs money upfront, but it’s already such a solid little puzzler that we didn’t mind spending a few bucks on it. The idea is simple enough, but in actual play it can be devious to solve each level.

You control the tentacle of a purple octopus with a rather intimidating jawline. You need to grab a set of objects while avoiding traps and bad guys. If you get all the bits and bobs you need, the level ends and you move on to the next.

Some of the best mobile games have been puzzlers with simple base mechanics that then iterate on them in clever ways. Angry Birds is that sort of game. The premise is simple: just knock down pigs and structures using birds fired from a slingshot. Yet there’s infinite variation in its levels.

OctoMaze starts out with some simple starter puzzles, but the challenge is very quickly there and some of the puzzles are real head-scratchers. The game’s aesthetic harkens back to the good old days of PC puzzle games. It ran perfectly on our Galaxy Note 10+, but did not fill the entire screen. On phones with a 16:9 aspect ratio, this should not be an issue. This one has potential to be one of the great mobile puzzlers.

Another Life – Life Simulator has some fascinating ideas, although it does need quite a bit of polish still. Graphically the game is very basic, with the main action happening via text. Essentially you take control of a virtual person’s life from birth until death.

You need to make key decisions along the way, which will influence what sort of person your character will become and whether they’ll have a good life or not. In many ways Another Life is reminiscent of fantasy life sims such as Princess Maker or Long Live the Queen, just with a more realistic setting.

There are some random problems here and there throughout the game. For example our first character was invited to a school debate competition at age 5. What a precocious little tyke! 

While Another Life is an incredibly interesting idea and worth trying out, this is definitely not a game for younger players. Since this is a life sim, it also deals with the darker and more adult themes of life. It’s not graphic, but as you can imagine some parts of life can be disturbing. 

Battle Royale by Flying Beagle (Free To Play)

Battle royale games have taken the world by storm, with games like Fortnite and PUBG tearing up the charts. Everyone is trying to create a fresh spin on these games, but Flying Beagle might be onto something with their top-down, stylized game.

Unfortunately only those with invite codes can play the Early Access version of the game. So ask around among your friends and social media contacts whether anyone has invite codes to hand out. Players who give out invite codes get in-game currency, so it shouldn’t be too hard to convince them to part with one.

The game makes heavy use of vehicles and the early access version has four classes of vehicle, each with their own strengths and weaknesses. There are 30 players in each battle royale and 20 different character skins at the time of writing.

Early access players do note existing issues with network performance and controls, but we think this has the potential to be the next big battle royale style game. If you can get a code, you could get in early. Sadly, we could only look in through the window as other people played. Our code is probably still stuck in the mail!

Some of you reading this may have fond memories of a classic computer game called The Incredible Machine. In that game you were given goals and then had to build a Rube-Goldberg type machine to achieve that goal.

Cool Machines isn’t exactly the same sort of game as Incredible Machine was, but it does channel the same sort of energy. In this game you need to manipulate physical objects to reach your objective. In the demo we played that goal was to get a ball into the right receptacle. 

Cool Machines is actually a pretty tricky game. The physics engine is always running, except for the object you are currently manipulating. This means that in certain puzzles, you need to move things around while the scene plays out! For example, you may need to hastily move a plank you used in the first half of the puzzle into a new position for the other half.

The Early Bird, And All That

Mobile gaming has come a long way, but these early access games show that the industry isn’t too big to involve regular players. Embrace the unpolished gems and get yourself some early access games!

3 Ways Ai Is Changing The Health Insurance Sector In 2023

In this research, we will explain how AI can improve fraud detection, enhance customer service and reduce expenditures  in the health insurance sector.

1. Detect fraud more accurately

Health care fraud costs about $300 billion annually in the US. Since health insurance accounts for one-third of healthcare spending, we can roughly say that health insurance fraud costs about $100 billion per year. That’s a significant amount, and as we discussed in our article on insurance pricing, fraud becomes a burden on customers in the form of higher premiums. So effective insurance fraud detection benefits all with the exception of fraudsters.

AI models can be effective fraud detectors and preventers as they automate manual workflows. Health insurers generate a huge amount of paperwork by processing claims. Traditionally, insurers manually review the relevance of claims to determine whether or not they are fraudulent. This was both a time-consuming and inefficient process. According to McKinsey, for every 10 health claims submitted, insurers classify up to 7 as unusual, meaning potentially false or fraudulent, based on company policies. Thus, 70% of the claims are reinvestigated by the insurers.

According to Forbes because of this inefficiency of manual fraud detection, investment in AI-based fraud detection is the top priority of firms. NLP-based models reduce the time required to identify suspicious case claims by 75%. NLP models are feeded by dataset of previous fraudulent claims, and by time become more effective fraud detectors. Thus, they can reduce the unrealistic 70% rate of suspicious cases.

2.Improve customer service

According to Deloitte, up to 75% of customer service requests like simple queries of customers can be automated through the use of chatbots. The economic return is equivalent to a 40% reduction in customer service costs. And companies can free employees’ time with up to 97% by using chatbots. So, the insurance sector can benefit from AI-driven chatbots.

Sponsored:

As an example, chatbot producer Haptik developed an intelligent virtual assistant to address client inquiries for Zurich Insurance Company. Haptik assists Zurich Insurance’s platform in handling about 85% of client inquiries automatically, with 70% of all inquiries being totally automated without human assistance.

Chatbots, on the other hand, can be taught expressly for health insurance needs. For example, they can extract data such as name, residence, age, symptoms, nutrition and sport habits to establish a policy. As a result, insurance companies can acquire new consumers digitally.

Chatbots are also useful for handling insurance claims. For sending first notices of loss (FNOL) and verifying claim progress. Deloitte found that, after COVID-19 Pandemic, insurers adopted digital channels such as mobile apps more, where some insurance companies handle more than half of claims in this way. Chatbots can interact with customers on mobile apps and messaging apps and manage digital and automated claims processing.

It is vital to recognize that. As a generational need, claims processing is shifting from physical to digital. And as a result, health insurers may find it more usual in the coming years to handle claims using chatbots.

3. Reduce health expenditures

This is an example of the integrated use of AI and IoT. Smart devices like smartphones, watches, homes, cars, etc. collect a tremendous amount of data about the customer’s life choices. By using effective AI models, this data is transformed into that person’s premium. Consequently, health insurance companies can conduct an effective and fair underwriting process.

In the near future, this health insurance transformation could be extended to other technologies. For example, digital twins, the computerized replication of any object, including humans, can be used for more accurate health risk analysis.

To find out more about innovative insurance solutions, you can read our Top 7 Innovative Insurtech Companies of 2023: Detailed Guide article.

Further readings

Top 5 Insurance Technologies & Their Use Cases: In this article, we present five technologies that we believe will most transform the insurance sector. For each sector, we specifically address which insurance practices can be improved by the introduction of a particular technology.

Insurtech Guide: What it is, Trends, Technologies & Challenges: This article is our general guide that introduces the general trends and insurtech landscape to showcase the magnitude of change that is taking place.

Cybersecurity Insurance: What is it & why is it important?: Lately, we rely on technology for almost everything we do on a daily basis. As a result, the cost of cyberattacks might stop operations of businesses. This article assesses the rise of new insurance practice that protects companies from cost of cyberattacks.

You can check our lists of AI platforms, AI developments and AI consultants to build AI models more easily.

Our health insurance platforms and insurance suites lists might guide you to find appropriate insurance tools/vendors. 

Finally, to get the latest guides on conversational AI, download our whitepaper:

We can help you to identify the best providers that can assist you with your digital transformation to compete in the challenging insurance sector.

Cem regularly speaks at international technology conferences. He graduated from Bogazici University as a computer engineer and holds an MBA from Columbia Business School.

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What Are The Health Benefits Of Magnesium?

While everybody talks about the nutritional qualities of apples, magnesium has numerous health benefits too. The brain and body need magnesium. Heart and blood sugar, moods too, require magnesium. Magnesium is a mineral present in just every cell in the body. The most well-known is the magnesium content in bones. Food provides this essential mineral, and supplements can remedy the shortage. Men need about 400 mg daily, while women need about 300 mg daily to maintain overall good health and optimum physical performance.

Which one will be best?

The limitations of research evidence.

Although different research studies sometimes conflict, little doubt remains about super magnesium. Like the goodness of apples, the tried and tested experiments worldwide repeat the similar elevating functions of magnesium. Getting relief from Asthma and migraine, improving athletic performance, depression, blood sugar levels, bones, and biochemical reactions. Incredibly, these are some of the vast spectra of magnesium benefits. The question is not choice or quantity but whether humanity can survive without the goodness of magnesium or a synthetic version.

Magnesium and Bone Health

Strong bones are fundamental to an active, vibrant lifestyle. The mineral called magnesium is instrumental to the healthy lives and bones of both men and women. As much as 60% of magnesium in the body belongs to the bones. Magnesium affects the osteoclast and osteoblast activities. These activities are responsible for bone density. Magnesium also balances Vitamin D. This vitamin controls homeostasis. Research strongly suggests that women can consume additional magnesium to minimize the risks of osteoporosis and reverse it.

Further, magnesium and Vitamin D are related. Magnesium shortage reduces the Vitamin D effects. Without magnesium, Vitamin D is hardly adequate. Not to forget that Vitamin D deficiency could lead to arthritis, cancers, mental problems, and osteoporosis. Magnesium is fundamental to metabolism, vitamin D functions, calcium, and Vitamin k2.

Magnesium and Bodily Biochemical Reactions

The hefty body consists of tiny cells, and magnesium is present in each cell for functioning! While bones contain the most magnesium, muscles and fluids like blood and soft tissues also contain magnesium. While Working in at least 600 bodily reactions, magnesium is the helper molecule in biochemical reactions. The enzymes carry out biochemical reactions. Crucial biochemical reactions −

Muscles expand and contract

Nervous systems use transmitters for sending messages

Conversion of food into energy

Creation of proteins from amino acids

Gene creation and repairs of DNA and RNA

Magnesium Boost for Physical Performance The Global Problem of Depression

Never before in human history has so much joy with digital technology led conversely to excessive depression. Social media, online games, and gambling are some of the dangers along with substance abuse. It seems quite possible that low magnesium levels lead to depression. Magnesium affects brain function and moods for sure. Magnesium supplements are pretty likely to reduce depression. Research on thousands of persons showed that low magnesium levels increase depression risk. A 500 mg daily supplement of magnesium improved symptoms of depression for those who had a deficiency in the mineral. Anxiety was reduced, too, with a boost to the mood and feeling. 

A Healthy Heart for Humanity

Among the mega magnesium gifts is a strong and energetic heart! Research believes that magnesium lowers blood pressure which could otherwise bring risks to the heart. Heart disease and stroke risks are thus minimized. For persons deficient in magnesium, the supplements bring many rewards. Improved triglycerides and LDL (bad) cholesterol, and HDL (good) cholesterol, were the results. Since another research found no magnesium impact on triglycerides or cholesterol levels, more research could help.

Fighting Inflammation with Magnesium

Aging factors and serious diseases suffer more without adequate magnesium levels. An impact of magnesium supplements was a decrease in C-reactive protein which otherwise indicates inflammation. Other inflammation markers like interleukin-6 got significantly reduced with magnesium supplements. Less magnesium is also related to more significant oxidative stress, which indicates higher inflammation.

Choice of Magnesium Supplements

A naturally occurring food source of supplement is Magnesium Chelate which the body can absorb quickly.

The supplement that helps the most in terms of absorption is Magnesium Glycinate, a chelated form. It is the most bio-available form. It helps to get rid of the magnesium shortage quickly.

Though it is safe, magnesium citrate could have a laxative effect.

Conclusion

Just like no life without blood, magnesium is almost just as crucial to existence. Constipation and stress, migraine, and morning sickness need magnesium. Muscles and bones need magnesium just as well. Make sure the magnesium levels are sufficient since they play awesome roles concerning the brain, heart, and general well-being.

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