Exploring the Relationship between Diabetes, High Blood Pressure.

My previous article discussed gender and ethnicity differences in prevalence of diabetes and diabetes-related mortality rates for states encompassing the diabetes belt. This data came from the CDC’s Chronic Disease Indicators (CDI): Diabetes dataset, which provides a compilation of diabetes-related information for all states and territories from 2010 to 2018.

In this article, I want to use the data from the CDI Diabetes dataset to explore the relationship between diabetes and its comorbidities: high blood pressure and high cholesterol. Just like diabetes, these two comorbidities are known risk factors for heart disease. I would like to see if one comorbidity is more prevalent than the other, for adults with diagnosed diabetes in the diabetes belt. I would also like to see if there is a sex bias for prevalence of high blood pressure and prevalence high cholesterol among adults with diagnosed diabetes in the diabetes belt.

This exploratory data analysis was done in Jupyter Notebook/Python. The code used to produce these visualizations and statistical tests used in this article has been posted to GitHub here.

The diabetes belt, as described by Barker et al. in 2011, includes “Alabama, Arkansas, Florida, Georgia, Kentucky, Louisiana, North Carolina, Ohio, Pennsylvania, South Carolina, Tennessee, Texas, Virginia, and West Virginia, … Mississippi.” In my previous article, I focused on this subset of states, because these states are much more affected by diabetes than the rest of the country and allow for a more focused analysis. In this article, I am going to continue analyzing this data and drawing conclusions for states that constitute the diabetes belt only.

Before I begin, I want to provide some technical background on this topic. High blood pressure, high cholesterol, and diabetes are all risk factors for heart disease. High blood pressure means that the blood flow in the blood vessels increases, making the heart work more and weakening the heart (American Heart Association, 2016). High levels of cholesterol (a fat found in the body) can occlude blood flow. If blood vessels are occluded with cholesterol, they become narrow and require a much a higher blood pressure to keep blood flowing, eventually weakening the heart and increasing the likelihood of heart disease. Thus, studying the prevalence of these comorbidities is important for population health research.

Similar to the previous article, I will continue analyzing data for 2017, because it the most recent year with available data.

#data-science #healthcare-informatics #health-outcomes #exploratory-data-analysis #diabetes

What is GEEK

Buddha Community

Exploring the Relationship between Diabetes, High Blood Pressure.

Exploring the Relationship between Diabetes, High Blood Pressure.

My previous article discussed gender and ethnicity differences in prevalence of diabetes and diabetes-related mortality rates for states encompassing the diabetes belt. This data came from the CDC’s Chronic Disease Indicators (CDI): Diabetes dataset, which provides a compilation of diabetes-related information for all states and territories from 2010 to 2018.

In this article, I want to use the data from the CDI Diabetes dataset to explore the relationship between diabetes and its comorbidities: high blood pressure and high cholesterol. Just like diabetes, these two comorbidities are known risk factors for heart disease. I would like to see if one comorbidity is more prevalent than the other, for adults with diagnosed diabetes in the diabetes belt. I would also like to see if there is a sex bias for prevalence of high blood pressure and prevalence high cholesterol among adults with diagnosed diabetes in the diabetes belt.

This exploratory data analysis was done in Jupyter Notebook/Python. The code used to produce these visualizations and statistical tests used in this article has been posted to GitHub here.

The diabetes belt, as described by Barker et al. in 2011, includes “Alabama, Arkansas, Florida, Georgia, Kentucky, Louisiana, North Carolina, Ohio, Pennsylvania, South Carolina, Tennessee, Texas, Virginia, and West Virginia, … Mississippi.” In my previous article, I focused on this subset of states, because these states are much more affected by diabetes than the rest of the country and allow for a more focused analysis. In this article, I am going to continue analyzing this data and drawing conclusions for states that constitute the diabetes belt only.

Before I begin, I want to provide some technical background on this topic. High blood pressure, high cholesterol, and diabetes are all risk factors for heart disease. High blood pressure means that the blood flow in the blood vessels increases, making the heart work more and weakening the heart (American Heart Association, 2016). High levels of cholesterol (a fat found in the body) can occlude blood flow. If blood vessels are occluded with cholesterol, they become narrow and require a much a higher blood pressure to keep blood flowing, eventually weakening the heart and increasing the likelihood of heart disease. Thus, studying the prevalence of these comorbidities is important for population health research.

Similar to the previous article, I will continue analyzing data for 2017, because it the most recent year with available data.

#data-science #healthcare-informatics #health-outcomes #exploratory-data-analysis #diabetes

Laravel Eloquent Relationships

In this example we will see Laravel Eloquent relationships, laravel provides many relationship like laravel hasmany, laravel belongsto, wherehas laravel, many to many relationship laravel, eloquent relationships, one to many relationship laravel, one to one relationship laravel, here we will see all relationship with example.

There are 3 types of relationships in laravel:

  • One to one
  • One to many
  • Many to many

Read More : Laravel Eloquent Relationships

https://websolutionstuff.com/post/laravel-eloquent-relationships


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#laravel eloquent relationships #laravel relationship #one to one relationship #laravel hasmany #many to many relationship laravel #one to many relationship laravel

Kacey  Hudson

Kacey Hudson

1615521518

Django Model with Relationships — What is Relationship and why to use it?

Hello all. This blog will look at the basics of relationships.
What is a Relationship?
Any association between two entity types is called a “relationship”. A relationship works between two relational database tables where one table has the foreign key of the other table’s primary key. Relationships allow us to split and store data in different tables.
There are three types of relationships in existence.

  • One-to-one relationships
  • Many-to-one relationships
  • Many-to-many relationships

#joan-louji #many-to-many-relationship #one-to-one #relationships #django-relationship

Reasons your Process Might Benefit from Stainless Steel Pressure Vessels

Pressure vessels are generally built using materials like aluminum, stainless steel, carbon, nickel alloys, carbon, and low alloy steels. With the advancement in technology, pressure vessels made of stainless steel are gaining popularity with each passing second. In this post, we will discuss the significance of stainless-steel pressure vessels for your process.

#stainlesssteelpressurevessel
#stainlesssteelpressurevesselmanufacturers
#stainlesssteelpressurevesselmanufacturersIndia
#stainlesssteelpressurevesselsupplier
#stainlesssteelpressurevesselsupplierIndia

Read more at http://chanderpur.bravesites.com/entries/general/reasons-your-process-might-benefit-from-stainless-steel-pressure-vessels-

#stainless steel pressure vessel #stainless steel pressure vessel manufacturers #stainless steel pressure vessel manufacturers india #stainless steel pressure vessel supplier

Dr.Kpr's Lab

1617699264

Whole Body Test at Home - Dr.Kpr's Lab

Why Whole Body Test Is Necessary In Delhi -

Whole Body Test At Home

The clinical business is going through a huge change in viewpoint wherever in the world. Because of its continued progress, the future of individuals has extended profoundly stood out from 100 years earlier. The clinical business involves drug associations, centers, offices, clinical service associations, and clearly the HR behind it. All of these establishments and sensible affiliations have ended up being resolved for all of these years, which we are seeing this restorative final detail as indicated by the viewpoint of prosperity. There could be no longer passings achieved by polio, cholera, or AIDS, or for the case that has completed an enormous number of lives already.

Prosperity enrollment packs are offered by various logical core interests. You can peruse a wide extent of full-body prosperity test packs offered by crisis facilities and demonstrative centers depending upon your essentials. They are a level-out guide for all. These packs ensure that the individual screens his/her prosperity with full responsibility. The number on the test results is an appropriate limit to know whether someone is truly zeroing in on their prosperity.

Scrutinize on to consider Full Body Health Checkup, its benefits, its inspiration, and how regularly one should endeavor to get most noteworthy benefits from it.

Prosperity Package at first:

Prosperity groups are a get-together of illustrative tests that are essential for assessing the overall idea of one’s current situation with being. They can in like manner be a technique for finding a few solutions concerning any potential prosperity hazards in the body. Which can be raised and directed to improve a person’s prosperity and individual fulfillment.

Reason and meaning of Full Body Health Checkup

The prosperity pack as portrayed above is an unbelievable strategy to ensure a good mind and body. Its importance and goal are according to the accompanying:

Noticing prosperity: Health tests enable one to control one’s weight, waist, cholesterol levels, glucose, and general prosperity without doing a ton

The tests in exceptional packs accomplish that work.

Supported by a subject matter expert: Taking advantage of prosperity packs isn’t done by everyone. The people who are not aware of their prosperity, yet rather when it is told to get any kind concerning prosperity test, by then those people go for a prosperity test.

Huge resulting to passing a specific age: Health enlistment packs contain exceptional tests that examine whether a particular piece of the body is degenerate or has a tumor, or is making any sort of mischief to the body. There may be tests like bone thickness, illness screening, etc

Idle lifestyle: Most people who lead fixed lifestyles due to their positions have plans that don’t give them much of an ideal chance to work out. Through standard tests, such people can screen their prosperity and take measures moreover.

Tailor Package: Health check groups are revamped as demonstrated by the prosperity needs of a person. In case your prosperity doesn’t demand a legitimate test to be done in the group, the pack can be changed in like way. The individual doesn’t have to go through a broad summary of tests since they are accessible in the group.

Full Body Health Checkup Package Types:

Prosperity test groups help you screen your prosperity. All groups are arranged to recollect the working of the body. It can’t take after a one-size-fits-all technique. This is the explanation different game plans have been made to help everybody. Moreover, all groups go with the master specialist meetings, in which the individual profiting any pack interfaces with master trained professionals.

Fundamental Health Checkup: The Basic Health Checkup Package requires the base number of tests expected to expect an individual’s success and prosperity status. This group commonly involves blood and pee based tests to find circulatory strain, glucose level, cholesterol, etc

Family Health Checkup Package: The Family Health Checkup Package joins tests and philosophy supportive to all watchmen and adolescents. The pack regularly joins a hemogram, lipid profile, liver limit test, and some essential tests like pee examination, echocardiogram, stress test. The tests are similar for youngsters as well, with the singular differentiation being that there are some more augmentations to consolidate adolescent express ones moreover.

Illness test: People who have a family foundation of threatening development should go through a sickness screening or screening. Regardless, this doesn’t suggest that people with the establishment of the sickness have not been gotten. They moreover should go through screening to play it safe.

Danger screening and testing are sex express. For example, you will get a PAP smear and mammography in the Women’s Cancer Screening Package. However, a prostate-unequivocal antigen test is available in a male illness screening group. While some various tests are available in the two groups.

Thyroid profile: Thyroid profiling fuses levels of T3 (triiodothyronine), T4 (thyroxine), TSH (thyroid-vitalizing substance) in the body. People who have a foundation set apart by thyroid issues should go through a thyroid profile. Moreover, if you notice any appearances like unexpected and unexplained weight decrease or gain, free entrails, drop in energy levels, by then it is more brilliant to check your thyroid levels.

Young person prosperity screening: Children and infants are correspondingly defenseless against wrecks that may twist into certified illnesses. They ought to be taken for authentic eating standards and typical tests against them.

A young person prosperity test group is the most un-requesting way to deal with screen your child’s prosperity at each period of his/her life.

Diabetes Checkup: Diabetes is a certifiable lifestyle disorder. Right when left concealed, it can provoke certifiable startling issues and destruction. Along these lines, not simply people encountering sugar should go through a diabetes screening, yet also the people who have a foundation set apart by the disease in their family. Diabetes screening fuses biothesiometry, ECG, vascular doppler, lipid, renal, and liver profiling.

Liver and Kidney Check Package: A liver check group contains an absolute blood count, genuine evaluation, liver limit test, and pee standard check. While kidney tests fuse pee plan, hemoglobin, blood urea, serum creatinine, and ultrasound name.

Pioneer Health Checkup: Executive Health Checks are full-body prosperity tests. All-round evaluation of one’s prosperity is done through various tests like complete blood check, supplement need test, heart examination, and overall body work. Similarly, some clinical centers offer separate male and female pioneer prosperity screenings.

Full Body Health Checkup: The Full Body Health Check Package fuses tests that check all your essential bits of knowledge, glucose, total, HDL and LDL cholesterol, beat, diet control, and liver limit tests. At first, focusing on every prosperity a piece of the body, full-body prosperity screening groups are significantly profitable for people in their middle age and advanced age.

Heart/cardiovascular test: The heart is one of the critical organs of the body that manages the real working of the body. Right measures should be taken to truly zero in on heart prosperity whether you are a senior inhabitant or an energetic mother. The cardiovascular test pack consolidates an echocardiogram, cholesterol test, stomach, and pelvic ultrasound, dietary gathering, heart stress examination, among various limits. The tests associated with this pack are so much that the results can show the particular trigger of heart bothers or if the individual is likely going to have a coronary ailment.

Wellbeing Package: Wellness groups are unmistakable for individuals. These packs are expected to overview the overall adequacy of a person.

Preventive health checks are well worth the time and money. Keep safe by planning ahead with Dr.Kpr’s Lab. Whole Body Test At Home

Interestingly, you get reports through SMS or you can check them online by signing on to our site Drkprlabs.com within 24 hours. Avail the advantages of a free home sample collection and free doctor consultation from Dr.Kpr’s lab. It is simple and helpful. To book an arrangement for a whole body test at home, complete body checkup near me, blood test in Delhi, blood test in Janak puri, blood test in Delhi NCR, blood test at home in delhi, full body health checkup in Delhi, full body health checkup Delhi, blood test near me, full body health checkup call us on 9811944446,01145721618 or visit our site www.Drkprlabs.com.

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