## Saturday 23 November 2013

### What is Hypothesis Testing (in a nutshell..)?

Perhaps a good way of explaining hypothesis testing is to consider an experiment.

Suppose we have a large group of patients, and we were testing a drug to lower their blood pressure. We first measure the blood pressures of the group before the treatment programme.

There will be some variability of the results, with most of the patients having a result close to some mean value (it would be highly unusual if they all had the same readings!). We can model this variability as a random process, say a Gaussian (also known as Normal) distribution - which is like a bell shaped curve. Most of the readings will have a result close to the mean, with a few noticeably lower or higher than this mean. If we had selected a group of people with high blood pressure, we would expect the mean value to be higher than what the medical community would consider the acceptable range.

After the treatment, we measure the blood pressures of the same group of patients. The question we pose is: is the drug effective?

A well-used scientific methodology to use is Hypothesis Testing. In Hypothesis Testing, we start off with a Null Hypothesis (H0), which can be regarded as our default assumption. In the case of our experiment, a suitable Null Hypothesis to consider is that the before and after blood pressure readings are about the same (give or take the variability of the readings). In other words, the drug has no significant effect.

Next we analyse the before and after data, and calculate a test statistic, which is a single number that in effect summarises the data. The process by which the test statistic is calculated depends on what kind of Statistical Hypothesis Test we use, which in turn is based on what assumptions we make about the data.

Now, this test statistic itself has a distribution, so that we can calculate a p-value from this parameter. This is done using either statistical tables or statistical calculators and software packages (including, I daresay, some online calculators in my blog). It is important to understand what the p-value represents. The p-value is the probability of obtaining either the observed result or a more extreme result than the observed result based on chance alone. A low p-value tells us that the result is less likely due to chance alone. We assign a significance level, say, of 5% (or 0.05), and if the calculated p-value is less than this, we reject the Null Hypothesis and consider the result significant. On the other hand, if the p-value exceeds 0.05, we accept the Null Hypothesis. An extremely low p-value would be all the more striking, suggesting that something interesting is going on, in terms of the potential effectiveness of the drug.

The p-value tells us how likely the observed results (or a more extreme result) arise from chance. It is not definitive proof that the drug is effective, were it to have a low value - it suggests that something significant is going on, and that further investigation is warranted. On the other hand, if the p-value is quite high (approaching the maximum value of 1), provided the experiment has been carefully designed, the result is not considered significant, and the researcher may not pursue the case further.

1. Data science is one of the top course in today's career. Your content will going to helpful for all the beginners who are trying to find Hypothesis Testing Tutorial . Thanks for sharing useful information. keep updating.

1. I am from New York. I was in trouble when doctor told me that I have been
diagnosed tinnitus ringing ears with … I though about my Family, I know my Family will
face a serious problem when I’m gone, I lost hope and I wept all day, but one
day I was surfing the Internet I found Dr. Emmanuel contact number. I called him
and he guided me. I asked him for solutions and he started the remedies for my
health. Thank God, now everything is fine, I’m cured by Dr. Emmanuel herbal
medicine, I’m very thankful to Dr. Emmanuel and very happy with my hubby and
family. email him on traditionalherbalhealingcentre@gmail.com OR contact his whatsapp number:
+2348140033827
DOCTOR EMMANUEL CAN AS WELL CURE THE FOLLOWING DISEASE:-
1. HIV/AIDS
2. HERPES
3. CANCER
4. ALS
5. DIABETES
6. HEPATITIS

2. The doctors said Herpes virus do not have medical cure because the virus is capable of hiding within the human cells, it remains protected from your immune system. Herpes isn’t a special virus – your immune system has the tools to fight it back. But because it is able to lay dormant in protected cells, your immune system is unable to remove it from your body,But with strong reactive herbal medication is capable of getting rid of the virus gradually and totally from your body without damaging any of your cells,natural herbs kills the virus totally not just reducing the out break. Get natural herbs cure Email DR. VOODOO at voodoospelltemple66@gmail.com Add Dr voodoo on whatsApp +2348140120719

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4. Having herpes is not the end of life. There is a treatment that can get rid of Genital herpes with traditional herbs from Dr. Shaibu. I was positive about this infection (HERPES) and I lost hope because I was outcast and rejected even by my closest friends. I searched online to know and enquirer cure for HERPES and I got a testimony posted by a patient on how she was cured of HSV by Dr. Shaibu herbal product, So I decided to contact the same herbalist Dr. Shaibu because I know that nature has the power to heal everything. I contacted him to know how he can help me and he told me never to worry that he will help me with the natural herbs created by God Almighty! After contacting him, he told me that the cure has to be prepared and he will send it to me via (UPS Delivery service) and unfortunately, it got to me after 5 days! I used the medicine as he instructed me (MORNING and EVENING) and I was cured! it's really like a dream but I am so happy now! That's the reason I decided to also add more comments on Him so that more can be saved just like me! and if you need his help, you can email him on drshaibuabacha@gmail.com or whats-app +2347017709481 God bless you.

2. HELLO EVERYONE.. FEW MUNINETS TO REDY THIS INFOR ON HERPES CURE 2018..
2017 MY MOTHER WAS DIAGNOSED OF HERPES/ KNOWN AS GENITAL WARTS ,I SPENT A LOT OF MONEY ON HER MEDICATION TILL A POINT I EVEN LOST HOPE,BECAUSE MY MOTHER WAS GRADUALLY DYING AND LOST HER MEMORY TOO, I WAS SO DESPERATE TO GET MY MOTHER BACK TO NORMAL, ONE DAY MY UNCLE WHO LIVES IN LONDON UNITED KINGDOM TOLD ME ABOUT DR OLIHA ,WHO HELPED HIM GET RID OF HERPES /GENITAL WART WITH HERBAL MEDICINE AND HIS HERBAL SOAP ,I WAS SO SHOCKED WHEN HE TOLD ME ABOUT THIS ,ALTHOUGH I NEVER BELIEVE IN HERB BUT, I KEEP TO BELIEVE BECAUSE MY UNCLE CAN'T TELL ME LIES WHEN IT COMES TO HEALTH CONDITION I CONTACTED DR OLIHA VIA HIS EMAIL; OLIHA.MIRACLEMEDICINE@GMAIL.COM , YOU CAN TALK TO HIM VIA CALL OR WHATSAPP MESSENGER ON +2349038382931 , HE REPLIED AND ASK ME TO SEND MY HOME ADDRESS AND MY MOTHER'S DETAIL AND THEN I PURCHASED THE HERBAL MEDICINE,SENT ME THE HERBAL MEDICINE THROUGH COURIER SERVICE, WHEN I RECEIVED THIS HERBAL MEDICINE USED IT FOR 2 WEEKS, AND 4 DAYS OF USAGE THE WARTS FELL OFF, MY MOTHER I NOW TOTALLY CURED AND MY MOTHER IS LIVING FREE AND HAPPY AGAIN. YOU CAN TALK TO DR VIA HIS MOBILE NUMBER OR WHATS APP HIM ON +2349038382931.ALL THANKS TO DOCTOR DR OLIHA

3. 2 WEEKS AGO I ENDED NATURAL HERBAL TREATMENT FROM TRADITIONAL HEALER WHO IS IN AFRICAN, I GOT RID OF HPV VIRUS OUT OF MY BODY WITH HIS HERBAL TREATMENT. It SO AMAZING I'M FREE FROM THIS VIRUS FOREVER. YOU CAN REACH HIM ON; DRONOKUNHERBALCURE@GMAIL.COM

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5. I found out, that taking herbal treatment is the best to get rid of hpv as soon as i feel the symptoms of hpv is appearing, i took the healing process by contacting Dr OYAGU for natural treatment it works wonders, amazingly ever since I had the herbal treatment i have not feel these horrible disease anymore and my doc told me the virus is gone, i am glad i finally got cured out from this horrible disease. every hpv or herpes patients should also get in touch with this herbalist Dr to get ride of these disease forever his email.Oyaguherbalhome@gmail.com or Whatsapp him via +2348101755322

6. I Want To Appreciate Dr.OYAGU for his great deeds, I Was Diagnosed With type 2 Herpes Virus Last year,And i Was Looking For Solution To Be Cured Luckily I Saw Testimonies On How Dr.OYAGU Cure Herpes Virus I Decided To Contact Dr.OYAGU I Contacted Him He Prepared A Herbal Medicine Portion And Sent It To Me,I Started The Herbal Medicine For My Health.He Gave Me Step By Step Instructions On How To Apply It, When I Applied It As Instructed, I Was Cured Of This Deadly Herpes Within 2 weeks, I Am Now Herpes Negative.My Brother And Sister I No That There Are So Many People That Have The Same Herpes Virus Please contact Dr OYAGU To Help You Too,And Help Me To Thank Dr.OYAGU For Cure Me, I’m Cured By Dr. OYAGU Herbal Medicine,His Contact Email:oyaguherbalhome@gmail.com

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7. I Want To Appreciate Dr.OYAGU for his great deeds, I Was Diagnosed With type 2 Herpes Virus Last year,And i Was Looking For Solution To Be Cured Luckily I Saw Testimonies On How Dr.OYAGU Cure Herpes Virus I Decided To Contact Dr.OYAGU I Contacted Him He Prepared A Herbal Medicine Portion And Sent It To Me,I Started The Herbal Medicine For My Health.He Gave Me Step By Step Instructions On How To Apply It, When I Applied It As Instructed, I Was Cured Of This Deadly Herpes Within 2 weeks, I Am Now Herpes Negative.My Brother And Sister I No That There Are So Many People That Have The Same Herpes Virus Please contact Dr OYAGU To Help You Too,And Help Me To Thank Dr.OYAGU For Cure Me, I’m Cured By Dr. OYAGU Herbal Medicine,His Contact Email:oyaguherbalhome@gmail.com

Or Cell Whatsapp Number +2348101755322 thank you

8. Hello! I'm very excited to inform everyone that I'm completely cured from my HSV 1&2 recently. I have used Oregano oil, Coconut oil, Acyclovir, Valacyclovir, Famciclovir, and some other products and it's really help during my outbreaks but I totally got cured! from my HSV with a strong and active herbal medicine ordered from a powerful herbalist and it completely fought the virus from my nervous system and I was tested negative after 12 days of using the herbal medicine. I'm here to let y'all know that herpes virus has a complete cure, I got rid of mine with the help of Dr Oyagu and his herbal exploit. Contact him via email: oyaguherbalhome@gmail.com call or whatsApp him on +2348101755322.

9. i already gave up on ever getting cured of HSV2 because i have try many treatment none of them work out for me i have go to different hospital they always tell me same thing there is no cure for herpes when i came across a post about Dr oyagu, in the net from a lady called Angela i contacted him and he reassured me with him herbal medicine which i took according to the way he instructed, that how i was cured. I doubted at first because i have been to a whole lot of reputable doctors, tried a lot of medicines but none was able to cure me. so i decided to listen to him and he commenced treatment, and under two weeks i was totally free from Herpes. i want to say a very big thank you to DR oyagu for what he has done in my life. feel free to leave him a message on email oyaguherbalhome@gmail.com and also WhatsApp him +2348101755322..
He can still be able to help you with this herbs medicine:
1...ALS CURE/DIABETES CURE/EPILESY/HPV CURE/LUPUS/HEPATITIS/CANCER/GOUT

10. I am so happy, i never believe i will be this happy again in life, I was working as an air-hoster ( cabby crew ) for 3years but early this year, i loose my job because of this deadly disease called Herpes virus (HSV), I never felt sick or have any symptom, till all workers were ask to bring their doctors report, that was how i got tested and i found out that am HSV positive that make me loose my job, because it was consider as an STD and is incurable disease, i was so depress was thinking of committing suicide, till i explain to a friend of mine, who always said to me a problem share is a problem solved, that was how she directed me to Dr Isibor, that was how i contacted him and get the medication from this doctor and i got cured for real, I just went back to my work and they also carry out the test to be real sure and i was negative. Please contact this doctor if you are herpes positive  diseases his email is: drisiborspellhome@gmail.com
or his WhatApp contact +2348110493039

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12. I am from New York. I was in trouble when doctor told me that I have been
diagnosed tinnitus ringing ears with … I though about my Family, I know my Family will
face a serious problem when I’m gone, I lost hope and I wept all day, but one
day I was surfing the Internet I found Dr. Emmanuel contact number. I called him
and he guided me. I asked him for solutions and he started the remedies for my
health. Thank God, now everything is fine, I’m cured by Dr. Emmanuel herbal
medicine, I’m very thankful to Dr. Emmanuel and very happy with my hubby and
family. email him on traditionalherbalhealingcentre@gmail.com OR contact his whatsapp number:
+2348140033827
DOCTOR EMMANUEL CAN AS WELL CURE THE FOLLOWING DISEASE:-
1. HIV/AIDS
2. HERPES
3. CANCER
4. ALS
5. DIABETES
6. HEPATITIS

13. Hello Am From The UK , I want to write a little testimony about the good work of doctor Oyagu who cured me from Hsv 1 and 2 for just 2 weeks with his herbal medicine, I never believe I can be normal again and have a good life like others I always regretted the day I got diagnose with the virus, I was lost of hope when my doctor told me there is no cure for it but I keep thinking and thinking about my future, if I can have kids of my own well I am so grateful for my helper who get me cured with his herbal medicine, I go online in search of anything that can help me because I can’t deal with it forever so I found this doc Oyagu email on a blog of someone who was cured by him I quickly contact him for help and explain all my pain to him, he told me not to worry about it there is cure for real, I never believe until he send me the herbal medicine when I order for it and I have it within 4 days that is how I took the medicine for 2 week and the following week I go for test just to confirm I was 100% cured from this sickness what a miracle in my life I am so happy right now, you can also get in contact with him if you have such sickness through email address oyaguherbalhome@gmail. com or text him on what's app, phone number +2348101755322 Dr Oyagu also has remedy to others disease like COLD SORES,HIV/AIDS,DIABETES.CANCER,HIGH BLOOD PRESSURE AND MANY MORE. I oblige everyone to contact this powerful herbalist Dr Oyagu and be free from suffering.

14. Hello Am From The UK , I want to write a little testimony about the good work of doctor Oyagu who cured me from Hsv 1 and 2 for just 2 weeks with his herbal medicine, I never believe I can be normal again and have a good life like others I always regretted the day I got diagnose with the virus, I was lost of hope when my doctor told me there is no cure for it but I keep thinking and thinking about my future, if I can have kids of my own well I am so grateful for my helper who get me cured with his herbal medicine, I go online in search of anything that can help me because I can’t deal with it forever so I found this doc Oyagu email on a blog of someone who was cured by him I quickly contact him for help and explain all my pain to him, he told me not to worry about it there is cure for real, I never believe until he send me the herbal medicine when I order for it and I have it within 4 days that is how I took the medicine for 2 week and the following week I go for test just to confirm I was 100% cured from this sickness what a miracle in my life I am so happy right now, you can also get in contact with him if you have such sickness through email address oyaguherbalhome@gmail. com or text him on what's app, phone number +2348101755322 Dr Oyagu also has remedy to others disease like COLD SORES,HIV/AIDS,DIABETES.CANCER,HIGH BLOOD PRESSURE AND MANY MORE. I oblige everyone to contact this powerful herbalist Dr Oyagu and be free from suffering.

15. I have been suffering from a deadly disease (Hsv) for the past 3 years now, I had spent a lot of money going from one places to another, from churches to churches, hospitals have been my home every day residence. Constant checks up have been my hobby not until this faithful day, I was searching through the internet, I saw a testimony on how Dr Onokun helped someone in curing his (Hsv) herpes disease, quickly I copied his email which is Dronokunherbalcure@gmail.com just to give him a test I spoke to him, he asked me to do some certain things which I did, he told me that he is going to provide the herbal cure to me, which he did, then he asked me to go for medical checkup after some days after using the herbal cure, behold I was free from the deadly disease, he only asked me to post the testimony through the whole world, faithfully am doing it now, please brothers and sisters, he is great, I owe him in return. if you are having a similar problem just email him on : Dronokunherbalcure@gmail.com

16. I have been suffering from a deadly disease (Hsv) for the past 3 years now, I had spent a lot of money going from one places to another, from churches to churches, hospitals have been my home every day residence. Constant checks up have been my hobby not until this faithful day, I was searching through the internet, I saw a testimony on how Dr Onokun helped someone in curing his (Hsv) herpes disease, quickly I copied his email which is Dronokunherbalcure@gmail.com just to give him a test I spoke to him, he asked me to do some certain things which I did, he told me that he is going to provide the herbal cure to me, which he did, then he asked me to go for medical checkup after some days after using the herbal cure, behold I was free from the deadly disease, he only asked me to post the testimony through the whole world, faithfully am doing it now, please brothers and sisters, he is great, I owe him in return. if you are having a similar problem just email him on : Dronokunherbalcure@gmail.com

17. i already gave up on ever getting cured of HSV2 because i have try many treatment none of them work out for me i have be going to different hospital they always tell me same thing there is no cure for herpes when i came across a post about Dr oyagu, in the net from a lady called Rebecca i contacted him and he reassured me with him herbal medicine which i took according to the way he instructed, that how i was cured. I doubted at first because i have been to a whole lot of reputable doctors, tried a lot of medicines but none was able to cure me. so i decided to listen to him and he commenced treatment, and under two weeks i was totally free from Herpes. i want to say a very big thank you to DR oyagu for what he has done in my life. feel free to leave him a message on email oyaguherbalhome@gmail.com and also WhatsApp him +2348101755322..
He can still be able to help you with this herbs medicine:
1...ALS CURE/DIABETES CURE/EPILESY/HPV CURE/LUPUS/HEPATITIS/CANCER/GOUT

18. Greatest thanks to Dr Oyagu for his herbal drugs that he prepared for me and when i start using it in just 2weeks i was completely cured and that ended my HERPES SIMPLEX 1&2 DISEASE i am so happy and grateful to Dr Oyagu . after reading about him on a testimony of Jason Cash on a blogger. i knew suddenly Dr Oyagu was the right Doctor to cure my HERPES SIMPLEX 1&2 DISEASE. i discuss with Dr Oyagu and he prepared a herbal medicine for me and when it got sent to me in south korean . i used the herbal medicine and 2weeks and i went to check up again. after 15years of suffering from HERPES SIMPLEX 1&2 at last i am smiling once again. Dr Oyagu also has remedy to others disease like COLD SORES,HIV/AIDS,DIABETES.CANCER,HIGH BLOOD PRESSURE AND MANY MORE. I oblige everyone to contact this powerful herbalist Dr Oyagu and be free from your suffering. contact his WhatsApp line: +2348101755322 or his Email:Oyaguherbalhome@gmail.com

19. I found out, that taking herbal treatment is the best to get rid of hpv as soon as i feel the symptoms of hpv is appearing, i took the healing process by contacting Dr onokun for natural treatment it works wonders, amazingly ever since I had the herbal treatment i have not feel these horrible disease anymore and my doc told me the virus is gone, i am glad i finally got cured out from this horrible disease. every hpv or herpes patients should also get in touch with this herbalist Dr to get ride of these disease forever his email address; dronokunherbalcure@gmail.com

20. Hello Am From The UK , I want to write a little testimony about the good work of doctor Oyagu who cured me from Hsv 1 and 2 for just 2 weeks with his herbal medicine, I never believe I can be normal again and have a good life like others I always regretted the day I got diagnose with the virus, I was lost of hope when my doctor told me there is no cure for it but I keep thinking and thinking about my future, if I can have kids of my own well I am so grateful for my helper who get me cured with his herbal medicine, I go online in search of anything that can help me because I can’t deal with it forever so I found this doc Oyagu email on a blog of someone who was cured by him I quickly contact him for help and explain all my pain to him, he told me not to worry about it there is cure for real, I never believe until he send me the herbal medicine when I order for it and I have it within 4 days that is how I took the medicine for 2 week and the following week I go for test just to confirm I was 100% cured from this sickness what a miracle in my life I am so happy right now, you can also get in contact with him if you have such sickness through email address oyaguherbalhome@gmail.com or text him on what's app, phone number +2348101755322 Dr Oyagu also has remedy to others disease like COLD SORES,HIV/AIDS,DIABETES.CANCER,HIGH BLOOD PRESSURE AND MANY MORE. I oblige everyone to contact this powerful herbalist Dr Oyagu and be free from suffering.

21. Am short of words for the amazing work you perform to helped me cure my herpesvirus in just 2weeks of using your herbal formula am so sorry I doubted at the beginning, I was scared because I was scammed twice before I meant you, knowing what i am consuming now I know your herbal formula is safe and effective just only two weeks of drinking the herbs my outbreak and other symtoms vanish, I went to the doctor and did test the results was supper, I will keep thanking you more and more, today I am heathy and totally cured with your herbs,
Thanks @dr.dohgo
you can contact him via email: doctordohgo@gmail.com
Via whatsapp: (+2347062142293)
I advice you shouldn't hesitate. He's great.

https://wa.me/message/BPZYNWPSRVHBC1

22. HELLO EVERYONE I have been suffering from (HERPES) disease for the past 8 months and had constant pain, especially in my knees. During the first month , I had faith in God that I would be healed someday.This disease started to circulate all over my body and I have been taking treatment from my doctor, a few weeks ago I came on search on the internet if I could get any information concerning the prevention of this disease, on my search I saw a testimony of someone who has been healed from (Hepatitis B and Cancer) by this Man DR AGBOMIAN and she also gave the email address of this man and advise we should contact him for any sickness that he would be of help, so I wrote to DR AGBOMIAN telling him about my (HERPES Virus) he told me not to worry that I was going to be cured!! hmm i never believed it,, well after all the procedures and remedy given to me by this man few weeks later I started experiencing changes all over me as the DR assured me that I have cured, after 2 weeks i went to my doctor to confirmed if I have been finally healed behold it was TRUE, So friends my advice is if you have such sickness or any other like HSV1,2,HPV1,2,3,CANER HIV,COLE SORES,COPD/MND, ETC you can email DR AGBOMIAN on{DRAGBOMIANHERBALCURED77@GMAIL.COM sir I am indeed grateful for the help you can also CALL/WHATSAPP him on this number 2347040843115 ,,.....

23. I finally found a real herbalist doctor to help me cure my herpes virus without no side effect with the herbal and 100% sure to work immediately i was really looking for helping this fake scam took all my money and never help but to god be the glory i finally found doctor Oliver to help me cure my herpes virus if you also need help from this great herbalist doctor Oliver kindly WhatsApp him via +2348075376153 or email him via droliverherbalcenter@gmail.com God bless Doctor Oliver

24. few week ago I felt some pains and I went to the hospital my doc told me I had hpv about 1 yr and I need to start the treatment early, he gave me some medicine to be taking and I told him no I’ll not, because I hated taking medicine when I won’t not see cure for the purpose. After I got home I started getting worried searching for strong advice and I found valid natural treatment online lot people says they got hpv cure from Dr onokun and I email Dr Onokun 3 days passed, I purchase his cure online some weeks after the process taking his treatment i got cured. I went for checkup twice after taking the natural treatment from the herbalist called Dr onokun and i tested negative. contact him on email: Dronokunherbalcure@gmail.com or his facebook page https://www.facebook.com/naturaltreatmentcenter1 or website via www.Dronokunherbalcure.wordpress.com

25. There is a herbal Dr Agbomian who can cure HIV, HERPES and other deadly diseases with the use of natural herbs. He is from Africa and he is a great herbal doctor and he can also cure you as well if you are having the virus And other deadly disease and here is email address dragbomianherbalcured77@gmail.com OR +2347046375902

26. HERPES INFECTION CURE IS 100% AVAILABLE WITH THE HELP OF DR OGBERAESE HERBAL MEDICINE.Joy and happiness is all i can see around ever since i came in contact with this great man Called Dr Ogberaese. i complained bitterly to him about me having herpes only for him to tell me it’s a minor stuff. He told me he has cured thousands of people but i did not believe until he sent me the herbal medicine and i took it as instructed by this great man, only to go to the hospital after two weeks for another test and i was confirmed negative. For the first time in four years i was getting that result. i want to use this medium to thank this great man. His name is Dr Ogberaese , i came in with his email through a friend in USA called Edith Rose and ever since then my live has been full with laughter and great peace of mind. i urge you all with herpes or HSV1&2 to contact him if you are willing to give him a chance. you can contact him through his email drogberaese54@gmail.com or you can also WhatsApp him +2348073818653

27. I started on COPD Herbal treatment from Ultimate Life Clinic, the treatment worked incredibly for my lungs condition. I used the herbal treatment for almost 4 months, it reversed my COPD. My severe shortness of breath, dry cough, chest tightness gradually disappeared. Reach Ultimate Life Clinic via their website www.ultimatelifeclinic.com . I can breath much better and It feels comfortable!

28. Never give up in life they all say no cure to HSV 2 which is a big lie I have pass through many process also i never believe there is really cure to HERPES until I meet Dr.odoma the doctor that have been helping many people for many years, I come across this doctor online when I was searching for cure online I found out about this man, and to my greatest surprise this man have the herbal medicine which I have been looking for years I explain my problem to him through the email I found on someone who testify about him also, Dr.odoma write me a reply and explain how the process work so after ordering for the medicine I got it within 4 days and I took it according to the way Dr.odoma instructed, I was so happy after two week I took the medicine there was very big change in my health when I was done with the process I go for test, I found out I am negative that was the day I have the tears of joy you can also get in contact with my doctor through his email now drodomasolutionhome20@gmail.com or you can also WhatsApp him +2348100649947. And He also have herbs medicine to cured the following diseases; eczema,urethra wart,chronic problems.Herpes, Cancer, Als,Hepatitis, Diabetes, HPV,Infections,ulcer  ETC

29. HOW I GOT CURED FROM HERPES VIRUSI was diagnosed of HERPES virus and i have tried all I can to get cured but all to no avail,, until I saw a post in a health forum about a herbalist man who prepare herbal medications to cure all kind of diseases including HERPES virus,at first I doubted if it was real but decided to give it a try,when I contacted this herbalist via his email and he prepared a HERPES herbal cure and sent it to me via UPS courier courier service, when I received this herbal medicine, he gave me step by direction on how to apply it,after applying the way I was instructed, I was totally cured of this deadly disease called HERPES, all thanks to Dr Akhanene
this great herbal doctor via Emai drakhanenespellhome@gmail.com. or whatsapp or call him +2348168714427 HE CAN ALSO CURE SICKNESS LIKE{1}HIV/AIDS{2}DIABETES{3}EPILEPSY{4} BLOOD CANCER{5} HPV{6} ALS{7} HEPATITIS{8}LOVE SPELL{9} SICKLE AND ANAEMIA

30. Never give up in life they all say no cure to HSV 2 which is a big lie I have pass through many process also i never believe there is really cure to HERPES until I meet Dr.odoma the doctor that have been helping many people for many years, I come across this doctor online when I was searching for cure online I found out about this man, and to my greatest surprise this man have the herbal medicine which I have been looking for years I explain my problem to him through the email I found on someone who testify about him also, Dr.odoma write me a reply and explain how the process work so after ordering for the medicine I got it within 4 days and I took it according to the way Dr.odoma instructed, I was so happy after two week I took the medicine there was very big change in my health when I was done with the process I go for test, I found out I am negative that was the day I have the tears of joy you can also get in contact with my doctor through his website: https://drodomasolutionhome.simdif.com/ or email now drodomasolutionhome20@gmail.com, you can also WhatsApp him +2348100649947. And He also have herbs medicine to cured the following diseases; eczema,urethra wart,chronic problems.Herpes, Cancer, Als,Hepatitis, Diabetes, HPV,Infections,ulcer ETC

31. Having herpes is not the end of life. There is a treatment that can get rid of Genital herpes with traditional herbs from Dr. Shaibu. I was positive about this infection (HERPES) and I lost hope because I was outcast and rejected even by my closest friends. I searched online to know and enquirer cure for HERPES and I got a testimony posted by a patient on how she was cured of HSV by Dr. Shaibu herbal product, So I decided to contact the same herbalist Dr. Shaibu because I know that nature has the power to heal everything. I contacted him to know how he can help me and he told me never to worry that he will help me with the natural herbs created by God Almighty! After contacting him, he told me that the cure has to be prepared and he will send it to me via (UPS Delivery service) and unfortunately, it got to me after 5 days! I used the medicine as he instructed me (MORNING and EVENING) and I was cured! it's really like a dream but I am so happy now! That's the reason I decided to also add more comments on Him so that more can be saved just like me! and if you need his help, you can email him on drshaibuabacha@gmail.com or whats-app +2347017709481 God bless you.

32. I never thought i would be HIV negative again after been diagnosed in 2017, i have tried everything possible in life from one doctor to another, one hospital to another, series of tests, different kinds of medication, i had already lost hope until i meet Great Dr. OSAGIE online testimonies, a specialist in herbal medication from Africa, i contacted him (drosagiesolutiontemple@gmail.com OR DROSAGIESOULTIONTEMPLE@YAHOO.COM) and he prepared HIV herbal medication for me which i took for 14days and now i am completely cured. i want to use this medium to express my gratitude to him for saving my life and curing me from HIV, for taking away all my pains and sorrows, I''m indeed grateful and i am so happy I''m now HIV negative. i will continue to tell the good news of your great works to everyone, if you have HIV or other disease contact him, Email: his email: (drosagiesolutiontemple@gmail.com OR DROSAGIESOULTIONTEMPLE@YAHOO.COM ) or Whatsapp number: +2347030465649 DOCTOR OSAGIE CAN AS WELL HELP THE FOLLOWING PROBLEMS
1. HIV/AIDS SPELL
2. HERPES CURE OF KIND
3. CANCER SPELL
4 IF YOU WANT YOUR EX LOVER BACK SPELL
5 IF YOU NEED A BABY SPELL him to solve
6 LOW SPERM COUNT SPELL get all your problem solve. No problem is too big for him to solve.

33. I tested positive for HSV-2 a few months ago. At first, yes, I was devastated thinking I have an incurable STD for life. After doing hours of research I quickly realized genital herpes is a filthy parasite that just likes to hide in your body. Yes, there’s no “medical cure” but that doesn’t mean your body can’t get rid of it. I literally flush it out of my system with the help of Dr. Azu natural herbal medication which I ordered after doing some research. And now I’m HSV-2 Negative, I never believed it until my doctor finally gave me the test results and behold I was HSV free. I’m so glad that I found you Dr. Azu. Thanks so much for your goodness I’m grateful. You can also get your help from him through his Whats App Contact for fast communication +2347087313747 OR  Email:dr.azuherbalhome@gmail.com .

34. Herbal treatment is 100% guaranteed to cure Herpes Virus, i have tried and it worked perfectly, contact {{Robinsonbuckler11}} @gmail. com,....

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### Logistic Regression Calculator and ROC Curve Plotter

This blog post implements a Logistic Regression calculator for a binary output. Consider a binary outcome response variable \(Y\...