Sunday, August 6, 2017

Testing for discrimination in college admissions

Recently, the Trump administration’s investigation into racial discrimination in college admissions has brought the topic back into the news. But the claim that some races need higher GPAs or SAT scores to be admitted to colleges is, of course, an old one. This post discusses the statistical subtleties involved in proving such a claim: specifically, I examine some of the arguments that Asian applicants need higher SAT scores than white applicants. To be open about my beliefs at the outset, I think that colleges probably do discriminate against Asians, as they once discriminated against Jews, but the statistical arguments made to prove discrimination are often flawed. This also describes my beliefs about discrimination more broadly: while it is pervasive, quantifying it statistically is hard.

We’re going to use a hypothetical example where only whites and Asians apply for admission, Asians tend to have higher SAT scores than whites, and the only thing that actually affects whether you get admitted is your SAT score. So in this hypothetical example, there is no discrimination; your race does not affect your chances of admission.
On the left, I show the scores for Asian applicants and white applicants. On the right, I show how your probability of admission depends on your SAT score. So someone with an SAT score of 1400 has about a 50% chance of admission, regardless of whether they’re white or Asian. Given that there’s no discrimination in our hypothetical example, if a statistical argument implies there is discrimination, that argument is flawed. So let’s take a look at some arguments.

The most common argument I’ve seen that Asians are discriminated against is that the SAT scores of admitted Asians are higher than SAT scores of admitted whites. But Kirabo Jackson, an economist at Northwestern University, points out the flaw in this argument. In our hypothetical example, where there is no discrimination, admitted Asians will have an average score of about 1460, and admitted whites will have an average score of about 1310. This happens because the Asian distribution is shifted to the right: even though a kid with a 1500 is equally likely to get in regardless of whether they’re white or Asian, there are more Asians with 1500s.

When I ran this argument by a friend, he said that the study which people often cite when claiming Asians are discriminated against is considerably more sophisticated. So I read the study, and it is more sophisticated; it’s worth reading. They fit a model where they simultaneously control for someone’s race and SAT score, which lets you see whether people of some races need higher scores to get in.

Here’s the subtlety. The paper doesn’t actually look at SAT scores, but SAT scores divided into bins from 1200 - 1300, 1300 - 1400, and so on. Within those bins, the paper’s model assumes all applicants should have an equal chance of admission (all else being equal). But that isn’t quite right: an applicant with a 1290 will have a higher chance of admission than an applicant with an 1210. And because Asians are right-shifted in our example, that means that Asians in the 1200 - 1300 bin will have higher scores, and a higher chance of admission, than whites in the 1200 - 1300 bin, even though the paper’s model assumes that applicants in that bin should be equal if there is no discrimination. Below is a plot which illustrates the idea. Within each score bin, Asians (red line) have a higher average SAT score (left plot), and thus a higher chance of admission (right plot), then whites in the same bin (blue line).


So what happens when we fit the paper’s model on our hypothetical data? Now we find discrimination against whites. This happens because the blue lines are below the red lines: whites in a bin have a lower chance of admission than Asians in a bin because they have lower average scores. So the paper’s model will incorrectly conclude that, controlling for SAT score, whites have about 20% lower odds of admission, a significant amount of discrimination. I should note it’s entirely possible that the authors fit other models that don’t bin SAT scores, although I couldn’t find those models mentioned in the paper [1]; please point me to anything I’ve missed.

Okay. So we took hypothetical data that had no discrimination. One widely repeated statistical argument shows discrimination against Asians. Another widely repeated statistical argument shows discrimination against whites. This isn’t good. The basic mathematical takeaway is that when races have different distributions over a variable (like SAT score) and you divide that variable into bins, you can get misleading results. (See the literature on infra-marginality for interesting discussions of related phenomena in tests for police discrimination).

The broader takeaway is that testing for discrimination is really hard. Which isn’t to say you should discount all evidence that it occurs; you should just be mindful of the caveats. Also, these statistical problems are tricky and fun to think about, so you should come work with me on them.

Footnotes:

[1] One of the authors went on to write a book on the topic, the one cited in the lawsuit against Harvard; I took a look at the relevant chapter, and it seems to use a similar binning strategy for SAT scores. To be clear, just because a model has caveats worth discussing doesn’t mean the work is bad or the conclusions are wrong; indeed, the book appears to be impressively comprehensive. Also, our hypothetical example actually suggests that this model might underestimate the amount of discrimination against Asians.

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  2. Isn't the solution to look at the minimum SAT score among the accepted Asians and Whites? If admissions were based on SAT score alone (with some threshold for determining acceptance), we'd expect it to be equal for both. If it is higher for Asians, it would imply discrimination against Asians (and vice versa).

    Of course, the minimum is highly sensitive to outliers, so we would have to look at average SAT score of the last five or something.

    ReplyDelete
    Replies
    1. The "SAT-only" model is deliberately oversimplified. Thus the possibility of getting in with a low score. Populations may (and do) differ in those other factors as well.

      Decades ago, I had an inside look at an admissions office, and the first pass was a*(Grade Point Average) + b*(test score). Except what should a and b be set to? In practice, b had been raised because males got better test scores, but worse grades, and if the two sources of information were weighted more equally, the class would be too skewed by gender. (Yes, this means that in practice, *men* were benefiting from affirmative action, at least compared to earlier years.) A statistical test might show how the two inputs were weighted, but wouldn't provide any insight into why, or whether those weights were reasonable.

      By the time you looked at race, the sample size for whites was still large enough that GPA+test told me who was "probably in", "on the edge", or "out unless they had a story to make them interesting". The sample size for minorities was small enough that it would have been unreasonable to assume the GPA+test model was more than a first pass.

      And if you assumed that those beneath the "white" line were *all* given special treatment (and ignore the whites who also got in with lower grades/test scores, but an interesting story or good recommendation), it was still less than the number of "extra" students that the profs put up with to get a more interesting/diverse class -- but would not have accepted for yet another generic coin-flip level student. So even if you declare them insufficiently qualified, they still weren't taking the place of another student. Offhand, I'm not sure how to model potential extra seats that appear *only* when they contradict the simpler model.

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  36. i want to inform the public how i was cured of HERPES Simplex Virus by a Doctor called Dr.EBHOTA. i visited different hospital but they gave me list of drugs like Famvir, Zovirax, and Valtrex which is very expensive to treat the symptoms and never cured me. I was browsing through the Internet searching for remedy on HERPES and i saw comment of people talking about how Doctor EBHOTA cured them. I Was scared because i never believed in the Internet but i was convince to give him a try because i was having no hope of been cured of HERPES so i decided to contact him on his email, i searched his email on net and i saw a lot of people testifying about his goodness. when i contacted him he gave me hope and send a Herbal medicine to me that i took and it seriously worked for me, am a free person now without problem, my HERPES result came out negative. You can contact him on
    his Email: drebhotasolution@gmail.com or whatsapp him on +2348089535482 and get all your problem solved.
    1Sickness of any kind
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  46. I have been suffering from (HERPES) disease for the last four years
    and had constant pain, especially in my mouth. During the first year,I
    had faith in God that i would be healed someday.This disease started circulate all over my body and i have been taking treatment from my doctor, 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 (HIV and Cancer) by this Man Dr OSO 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 OSO 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 Dr OSO assured me that i have cured,after some time i went to my doctor to confirmed if i have be finally healed behold it was TRUE, So friends my advise is if you have such sickness or any other at all you can email Dr OSO on drosohaberhome@gmail.com) or call him whatsapp +2348162084839
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  51. i want to inform the public how i was cured of HERPES Simplex Virus by a Doctor called Dr.EBHOTA. i visited different hospital but they gave me list of drugs like Famvir, Zovirax, and Valtrex which is very expensive to treat the symptoms and never cured me. I was browsing through the Internet searching for remedy on HERPES and i saw comment of people talking about how Doctor EBHOTA cured them. I Was scared because i never believed in the Internet but i was convince to give him a try because i was having no hope of been cured of HERPES so i decided to contact him on his email, i searched his email on net and i saw a lot of people testifying about his goodness. when i contacted him he gave me hope and send a Herbal medicine to me that i took and it seriously worked for me, am a free person now without problem, my HERPES result came out negative. You can contact him on
    his Email: drebhotasolution@gmail.com or whatsapp him on +2348089535482 and get all your problem solved.
    1Sickness of any kind
    2 Help to CURE Hepatitis B, HIV/AIDs CANCER and BIPOLAR
    3 Divorce, Breakup problem and To Re-unit
    4 Pregnancy problem
    5 Financial problem and Job promotion
    6 To get a good and rich life partner
    7 To Lose your wath
    8 to enlargement of pennis
    9. CANCER
    10. ALS (Lou Gehrig's disease)
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  53. 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.Ehiaguna 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.Ehiaguna 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.Ehiaguna 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 drehiaguna@gmail.com or you can also WhatsApp him +2348073908953. 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

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  54. FINALLY FREE FROM HERPES VIRUS
    I thought my life had nothing to offer anymore because life became meaningless to me because I had Herpes virus, the symptoms became very severe and bold and made my family run from and abandoned me so they won't get infected. I gave up everything, my hope, dreams,vision and job because the doctor told me there's no cure. I consumed so many drugs but they never cured me but hid the symptoms inside me making it worse. I was doing some research online someday when I came across testimonies of some people of how DR ADIGBA cured them from Herpes, I never believed at first and thought it was a joke but later decided to contact him on the details provided and when I messaged him we talked and he sent me his herbal medicine and told me to go for a test after two weeks. Within 7 days of medication the symptoms disappeared and when I went for a test Lo and behold I was NEGATIVE by the Doctor Who tested me earlier. Thank you DR ADIGBA because I forever owe you my life and I'll keep on telling the world about you. If you are going through same situation worry no more and contact DR ADIGBA via dradigba@gmail. com or WhatsApp him via +2348077875210. he is good too to cure all type of disease and virus.
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  55. Spell to fix your broken marriage or relationship problem or after a divorce or Breakup,I was recently scam by two of them, until one faithful day i meet a man called Dr Oselumen who help me to get back to the father of my kid after we have been separated for two years,I only pay for the items required for the spell and he cast the spell for me within 24hours my ex husband called me and beg me to forgive him for everything until the end of the world he will never leave me again we are back together.if you need a real and quick love spell or you are passing through pregnancy problem Dr Oselumen is the answer, Please if any body needs. LOVE SPELL,LOTTERY,PREGNANCY SPELL, DIVORCE SPELL,STOP COURT CASE AND WIN ANY COURT PROBLEM,DEATH SPELL,BUSINESS SPELL AND MANY MORE YOU MAY NEED. Email him now for your own help. via email droselumen@gmail.com add him on whatsapp line or call +2348054265852.

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  56. MY TESTIMONY ABOUT HOW DR IMOLOA HERBAL CREAM ENLARGE MY PENIS FROM 4 INCHES TO 8 INCHES

    Hello everyone here i want to share a marvelous testimony oh how Dr Imoloa HERBAL MIXTURE CREAM saved me from shame and disgrace .So Many Women Today Cheat On Their Husband All Because Of The Poor Performance Of Their Husband In Bed,I Have Come To Know That Women Love Men Who Last Long In Bed And Also Has That Big Dick That Can Make Them Scream And Also Make Them Rich Their Climax,Women Truly Love Good Sex. I Have Been Passing True Sexual Problems For The Past Six Years Now All Because Of The Size Of My Penis And My Poor Performance In Bed I Caught My Wife With A Man On Our Matrimonial Bed I Was Heart Broken And Confused When I Asked Her Why She Did All What She Did She Told Me I Was Not Good In Bed That I Can Not Satisfy Her That She Needs A Man Who Can Satisfy Her That Was How She Broke Up With Me At That Moment. I Told My Self I Was Never Going To Have Any Thing To Do With Any Woman Again I Started Going To The Club Sleeping Around With Different Girls at a Point I Got Tired Of Living That Kind Of Life Because That Was Never Part Of Me I Was On Line Last Month When I Came Across so many testimonies On   Dr imoloa, How He Made their Sex Life Come Back To Life And That He Had Giving Them The Real Size Of Penis A Man  Suppose To Have I Got Interested And I Contacted Him At Once Luckily For Me He Was Online After About 30 Minutes He Replied Me And Then He Told Me Every Thing I Needed To Do After Every Thing He Sent Me A herbal cream Package True The DHL courier  Service Which I Received The Next three Days And Then I Started Using Them As Instructed By Him After About 2 Weeks I Started Seeing My Penis Got to 8 inches And i Felt So Many Changes Inside Of Me And Today I Am Happily Married With 2 kids And Last Up more than 1 Hour On Bed and can go up to 10 rounds with my wife All Thanks To Dr imoloa For Making Me Feel Like A Man Once Again.note he also have cure for..PENIS ENLARGEMENT, BREAST ENLARGEMENT, DIABETES 1/2,HIV/AIDS,HERPES,CANCER,PREMATURE EJACULATION,WEAK ERECTION,ERECTILE DYSFUNCTION ,LOW SPERM COUNT PREGNANCY HERBAL MEDICINE HIGH BLOOD PRESSURE LOW SPERM COUNT LYME DISEASE many more..  Contact Via drimolaherbalmademedicine@gmail.com or  whatssapp--+2347081986098

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  57. Hello Everyone out there,I am here to give my testimony about a Herbalist doctor who helped me . I was infected with HERPES VIRUS in 2012, i went to many hospitals for cure but there was no solution, so I was thinking how can I get a solution out so that my body can be okay. One day I was in the river side thinking where I can go to get solution. so a lady walked to me telling me why am I so sad and i open up all to her telling her my problem, she told me that she can help me out, she introduce me to a doctor who uses herbal medication to cure HERPES VIRUS and gave me his email, so i mail him. He told me all the things I need to do and also give me instructions to take, which I followed properly. Before I knew what is happening after two weeks the HERPES VIRUS that was in my body got vanished . so if you are also heart broken and also need a help, you can also email him at {dradigba@gmail.com} or whatsapp him number: +2348077875210.Contact him today and you will have a testimony…Good luck!... DOCTOR ADIGBA CAN AS WELL CURE THE FOLLOWING DISEASE:-1. HIV/AIDS2. HERPES3. CANCER4. ALS5. Hepatitis6 Diabetes7 LOVE SPELL8 IF YOU NEED YOUR EX LOVER BACK TO LOVE YOU AGAIN.     

    ReplyDelete
  58. My name is Donald Boykins, I'm here to appreciate Dr Akhigbe for using his herbal medicine to cure my herpes virus. Is about 3 years and 6 months now I have been living with this virus and it have really really be a serious problem to me, I was so confused cause I have been taking several drugs to be cure but all of my effort was in vain, one morning was browsing through the internet then I saw several testimonies about Dr Akhigbe curing people from herpes virus and Immediately I contacted Dr Akhigbe on his email:  drrealakhigbe@gmail.com. I told him about my troubles and he told me that I must be cured. He gave me instructions and which I rightly followed, so he prepared a herbal medicine and sent it to me which I used for three weeks and I was cured totally everything was like a dream to me and my herpes was permanently gone. Dr Akhigbe God bless you and give you the power and wisdom for more cure, I don't know if there is any one out there suffering for herpes virus or any other of there diseases. DIABETES, CANCER, HIV/AIDS, HERPES, HEPATITIS A&B, HEART DISEASES, CHRONIC DISEASES,  YELLO FEVER, EPILEPSY, LUPUS, STRIKE, SPINAL CORD, ECZEMA, KIDNEY DISEASES, ACME, BACK PAIN,   DENGUE SCHIZOPHRENIA, POLIO,MULTIPLES SCLEROSIS, HIGH BLOOD PRESSURE, VAGINAL  DISCHARGETHYROID, ARTHRITIS, MENINGITIS.etcWhy don't you contact Doctor Akhigbe and be free from your diseases because he is very good and honest herbalist doctor, he is also know as the godfather of herbal root. Contact him now via his email:   drrealakhigbe@gmail.com         or whatsapp   him on     +2349010754824.         website https:drrealakhigbe.weebly.com

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  59. ALL THANKS TO DR , EBHOTA WITH HIS HERB MY WIFE WAS COMPLETELY CURED FROM DIABETES .
    Is my pleasure to comment on this site and i thank the admin of this site for his/her great work so far.one of the happiest moment in my life was when the doctor confirm that my wife is been free from this illness. this awesome moments makes me the happiest man on earth, I really don't know how to thank DR Ebhota for helping my wife get cured of over how many year of suffering from diabetes. i came across DR Ebhota contact through a headline news on internet about how DR Ebhota help a woman to get cured of her diabetes,and so many other with similar body problem ,i contacted him and he told me how to get his herb,few day later he sent me the herbal portion which my wife take every morning for 28 days, and his medicine was able to cure her completely from diabetes. and now she very mush okay without any side effects whatsoever, If you have any form of diabetes., you can always contact him on his email address drebhotasolution@gmail.com or Whatsapp number +2348089535482 for advice and for his product.

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  61. I'm from USA i want to testify of a great and powerful spell caster my husband left me and the kids for 2 weeks when i called him he did not pick up when he came back home the 3rd week he told me he wanted a divorce i was so sad i cried all night he left again i was so lonely the next day i was searching for something online when i found a spell caster called Dr Oselumen who have helped so many people with their problems so i contacted him with my problems he told me it will take 24hrs and my husband will be back to me i did every thing he told me to do and the next day my husband came back home kneeling and begging to forgive he canceled the divorce we are now happy together Dr Oselumen can help you too email: droselumen@gmail.com or call or add him on whatsapp +2348054265852..

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  62. I'm so exited to share my testimonies about the Good Work of Dr Adigba who get me cured from herpes simplex virus (HSV2) with his herbs, I never thought that I will live on earth before the year runs out. I have been suffering from herpes, I had spent a lot of money going from one Hospital to another looking for way to get rid of this disease, the hospital have been my home everyday 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 Adigba helped someone in curing his herpes disease using his healing Herbs, quickly I copied his email just to give him a test I spoke to him, he told me that he is going to provide the herbal cure to me, which he did, after i receive his herbs and i take it as instructed i was cure permanently from herpes my herpes disease was gone. so I decided to share my testimony, that nothing is impossible with God, God use a man to healed me. No matter what you are passing through, no matter how deadly the sickness is and no matter what the situation is God that did mine is still going to do yours, people suffering from herpes, brain tumor, kidney disease, pcos, AIDS, ALS,copd, asthma, athritis,herpes, Cancer,Hpv, any kind of disease, you can rich him now via ? Gmail address: dradigba@gmail.com or whatsapp +2348077875210

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  64. Good News My People ..I Want To Appreciate Dr OYAKHIRE Herbal Medicine Is A Good Herbal Medicine For( HIV ),I Was Diagnosed With Hiv
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  65. I was married at 32 and immediately tried to get pregnant. When I was unable to conceive I had blood tests for fertility and was told that I had an FSH (follicle stimulating hormone) of 54 and would not be able to have children. Even though the doctors knew that I had been diagnosed with Hashimoto’s thyroiditis since age 25, no one bothered to check my thyroid levels. my TSH was measured at .001. My Synthroid dosage was lowered. a friend advise me to contact a spiritualist who help with fertility with his medicine, i collected his contact and explain my situation to him he prepared for me a herbal medicine which i took as describe by him. became pregnant very quickly, I had a successful pregnancy. I have my baby august 2017. to get pregnant at age 35 with my 2nd child in september 2019, thank you sir , this is his email contact if you require his help babaka.wolf@gmail.com or Facebook at priest.babaka























































    I was married at 32 and immediately tried to get pregnant. When I was unable to conceive I had blood tests for fertility and was told that I had an FSH (follicle stimulating hormone) of 54 and would not be able to have children. Even though the doctors knew that I had been diagnosed with Hashimoto’s thyroiditis since age 25, no one bothered to check my thyroid levels. my TSH was measured at .001. My Synthroid dosage was lowered. a friend advise me to contact a spiritualist who help with fertility with his medicine, i collected his contact and explain my situation to him he prepared for me a herbal medicine which i took as describe by him. became pregnant very quickly, I had a successful pregnancy. I have my baby august 2017. to get pregnant at age 35 with my 2nd child in september 2019, thank you sir , this is his email contact if you require his help babaka.wolf@gmail.com or Facebook at priest.babaka

    ReplyDelete
  66. Good News My People ..I Want To Appreciate Dr OYAKHIRE Herbal Medicine Is A Good Herbal Medicine For( HIV ),I Was Diagnosed With Hiv
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  68. Good day. I'm Mrs Lynn and I want to quickly share something with you. As of January 2019, I was having issues with my health and I was forced to go to the hospital. Only to be diagnosed of cancer. And as if that wasn't bad enough, it was prostate cancer. I felt like my greatest fear has finally caught up with me. I lived life like I wasn't existing no more. I was depressed, frustrated and most a times I contemplated suicide. Then one day while going through the internet checking for ways to get cured because I was getting sick of the too many drugs I was taking I stumbled across a post about a doctor called DR.Ehiaguna. I quickly messaged him because I was really desperate. I got a reply from DR.Ehiaguna and he told me what to do. And I did exactly as I was told and under two week I noticed changes. I could do things I normally found to be difficult and today I am cancer free and I will be forever grateful to doctor DR.Ehiaguna because he saved my life. Are you a cancer patient? Do you want to live a cancer free life? Then leave doctor Ehiaguna a message drehiaguna@gmail.com also WhatsApp him +2348073908953 and you'll be glad you did 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

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  69. HOW I GOT CURED FROM HERPES VIRUS I 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 delivery company 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 Oyakhire Email him at droyakhire7@gmail.com this great herbal doctor via WhatsApp +2349039208180 HE CAN ALSO CURE SICKNESS LIKE
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  73. My health was horrible before I decided to try the Protocol Of taking Dr Ebhota herbal mixture. I felt there was no hope for my health and I was doubtful to try the Protocol thinking it wouldn’t work because I have visited so many hospital but same result. However, I was convinced by my friend to try the herbal medicine because I wanted to get rid of HPV/WART. The herbal mixture that was given to me was really quick and easy to take, and since I have be taking it for less than 3 days I have less outbreak. But within one week i was fully cured from WART/HPV. The herbal medicine really work and I will like to share this great herb doctor contact with you all email him drebhotasolution@gmail.com or whatsapp +2348089535482. Pls try and help yourself out of warts completely today. he also c My health was horrible before I decided to try the Protocol Of taking Dr Ebhota herbal mixture. I felt there was no hope for my health and I was doubtful to try the Protocol thinking it wouldn’t work because I have visited so many hospital but same result. However, I was convinced by my friend to try the herbal medicine because I wanted to get rid of HPV/WART. The herbal mixture that was given to me was really quick and easy to take, and since I have be taking it for less than 3 days I have less outbreak. But within one week i was fully cured from WART/HPV. The herbal medicine really work and I will like to share this great herb doctor contact with you all email him drebhotasolution@gmail.com o r whatsapp +2348089535482. Pls try and help yourself out of warts completely today. he ure DIABETIES ULCAL CANCER etc.He also told me that he has solution for the flowing.1 Cancer cure2 Diabetes cure3 Ringing ear4 Herpes cure5 Warts cure6 HPV cure7 Get your ex back8 Pregnancy herbal medicine9 Prostate enlargement10 Hepatitis B11 Disability12 Kidney problem Etc.

    ReplyDelete
  74. So is possible that HIV Disease can be cured because I have been scammed so many times not until I came across this great man herbalist Dr Akhigbe who helped me at first I never believe all this comment and post about him and I was very sick because I have been infected with HIV/AIDS for the past two year,just last 2 months I keep reading the testimony about this man named Dr Akhigbe they said that the man is so powerful he have cured different type of diseases, I keep monitoring his post of some people about this man and I found out that he was real so I decided to give him a trial I contacted him for help and he said he was going to help me get my cure that all I needed to do was to send him money to prepare the medication after which it will be sent to me via DHL courier delivery services which I did to my greatest surprise the medication was sent to me he gave me instructions to follow on how to drink it that after  three weeks I should go for check up,after taking the medicine and follow his instruction after three weeks I went back to the hospital for another test, at first I was shocked when the doctor told me that I was  negative I ask the doctor to check again and the result was still the same negative that was how I free from  HIV VIRUS at of the shock I decided to come and share my own testimony with you for those who think there is no cure for HIV VIRUS the cure as finally come'  out stop doubting and contact Dr Akhigbe via email drrealakhigbe@gmail.com he will help you out you can also whats App him via +2348142454860 he is also perfect in curing DIABETICS,HERPES,HIV/AIDS, ;ALS,  CANCER , MALARIA , BACTERIA DIARRHEA, MENINGITIS,HEPATITIS A AND B,ASTHMA, HEART DISEASE, CHRONIC DISEASE. NAUSEA VOMITING OR DIARRHEA, KIDNEY DISEASE,, SCHIZOPHRENIA, LUPUS,EXTERNAL INFECTION, COMMON COLD, JOINT PAIN, OSTEOPOROSIS, RABIES RHEUMATISM, THYROID, GALLSTONE, COLD & FLU, DENGUE, HUNTINGTON'S DISEASE, PROSTATE, CIRRHOSIS, DENGUE FEVER, EPILEPSY,STROKE,TUBERCULOSIS ,STOMACH DISEASE. ECZEMA, PROGERIA, EATING DISORDER, LOWER RESPIRATORY INFECTION. etc believe me that deadly disease is not longer a deadly sentence because dr akhigbe has the cure.the godfather of herbal root.email: drrealakhigbe@gmail.com         whatsapp number.  +2349010754824 website: https://drrealakhigbe.weebly.com

    ReplyDelete
  75. I really liked your Information. Keep up the good work. Herpes Testing

    ReplyDelete
  76. I really appreciate  DR AKHIGBE,my name is LAURIE HUGHES . I will never stop testifying DR AKHIGBE , Happiness is all i see now I never thought that I will be cured from HIV virus again. DR AKHIGBE did it for me I have been suffering from a deadly disease (HIV) for the past 2 years now, I had spent a lot of money going from one place 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 saw a testimony on how DR AKHIGBE helped someone in curing his HIV disease in internet quickly I copied his email which is drrealakhigbe@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 and i did, behold I was free from the deadly disease,till now no HIV in me again he only asked me to post the testimony through the whole world, faithfully am doing it now,all the testimony of DR AKHIGBE is true  please BROTHER and SISTER, MOTHER and FATHER he is great, I owe him in return. if you are having a similar problem just email him on drrealakhigbe@gmail.com or you can whats App his mobile number on +2348142454860  He can also cure these diseases like HIV and AIDS HERPES,DIABETICS,CANCER, HEPATITIS A&B,CHRONIC DISEASES, ASTHMA, HEART DISEASES, EXTERNAL INFECTION, EPILEPSY, STROKE, MULTIPLE SCLEROSIS, NAUSEA,VOMITING OR DIARRHEA LUPUS,ECZEMA,BACK PAIN,JOINT PAIN. .ETC .please email drrealakhigbe@gmail.com    or whats APP him  ..+2349010754824.  he is a real good and honest man.  
    website...  https:drrealakhigbe.weebly.com

    ReplyDelete
  77. I agree with the facts you stated above. You have a beautiful flow with words. For students who are struggling to write their assignments on their own, I suggest they choose the Thesis editing service of LiveWebTutors It is a perfect and affordable platform that helps you to achieve top grades in your academic activities.

    ReplyDelete
  78. My health was horrible before I decided to try the Protocol Of taking Dr Ebhota herbal mixture. I felt there was no hope for my health and I was doubtful to try the Protocol thinking it wouldn’t work because I have visited so many hospital but same result. However, I was convinced by my friend to try the herbal medicine because I wanted to get rid of HPV/WART. The herbal mixture that was given to me was really quick and easy to take, and since I have be taking it for less than 3 days I have less outbreak. But within one week i was fully cured from WART/HPV. The herbal medicine really work and I will like to share this great herb doctor contact with you all email him drebhotasolution@gmail.com or whatsapp +2348089535482. Pls try and help yourself out of warts completely today. he also c My health was horrible before I decided to try the Protocol Of taking Dr Ebhota herbal mixture. I felt there was no hope for my health and I was doubtful to try the Protocol thinking it wouldn’t work because I have visited so many hospital but same result. However, I was convinced by my friend to try the herbal medicine because I wanted to get rid of HPV/WART. The herbal mixture that was given to me was really quick and easy to take, and since I have be taking it for less than 3 days I have less outbreak. But within one week i was fully cured from WART/HPV. The herbal medicine really work and I will like to share this great herb doctor contact with you all email him drebhotasolution@gmail.com o r whatsapp +2348089535482. Pls try and help yourself out of warts completely today. he ure DIABETIES ULCAL CANCER etc.He also told me that he has solution for the flowing.1 Cancer cure2 Diabetes cure3 Ringing ear4 Herpes cure5 Warts cure6 HPV cure7 Get your ex back8 Pregnancy herbal medicine9 Prostate enlargement10 Hepatitis B11 Disability12 Kidney problem Etc.

    ReplyDelete
  79. WHAT A GREAT MIRACLE THAT I HAVE EVER SEE IN MY LIFE. My names are Clara David I’m a citizen of USA, My younger sister was sicking of breast cancer and her name is Sandra David I and my family have taking her to all kind of hospital in USA still yet no good result. I decided to search for cancer cure so that was how I found a lady called Peter Lizzy. She was testifying  to the world about the goodness of a herbal man who has the roots and herbs to cure all kinds of disease and the herbal man's email was there. So I decided to contact the herbal man @herbalist_sakura for my younger sister's help to cure her breast cancer. I contacted him and told him my problem he told me that I should not worry that my sister cancer will be cure, he told me that there is a medicine that he is going to give me that I will cook it and give it to my sister to drink for one week, so I ask how can I receive the cure that I am in USA, he told me That I will pay for the delivery service. The courier service can transport it to me so he told me the amount I will pay, so my dad paid for the delivery fee. two days later I receive the cure from the courier service so I used it as the herbal man instructed me to, before the week complete my sister cancer was healed and it was like a dream to me not knowing that it was physical I and my family were very happy about the miracle of Doctor so my dad wanted to pay him 5 million us dollars the herbal man did not accept the offer from my dad, but I don't know why he didn't accept the offer, he only say that I should tell the world about him and his miracle he perform so am now here to tell the world about him if you or your relative is having any kind of disease that you can't get from the hospital please contact dr.sakuraspellalter@gmail.com or whats app him +2348110114739  you can follow him up on Instagram @herbalist_sakura for the cure, he will help you out with the problem. And if you need more information about the doctor you can mail me davidclara223@gmail.com 

    ReplyDelete
  80. i am very happy to share this little awesome testimony about Dr AZIBA a great herbal doctor who help me enlarge my penis size.3.2 cm to 8.3 cm longer with his herbal cream mixture, my girlfriend is now so amazed with the autonomous size of my penis , if you you are also in need of help on how to enlarge your penis to become bigger and stronger I advice you to contact Dr Aziba on his email ( PRIESTAZIBASOLUTIONCENTER@GMAIL COM ) you or contact on whatsapp number +2348100368288 because he is one of the best herbal doctor that i can only show you up to, if your penis is 4.2 cm and want to get it reach 9.2 cm within three weeks Dr AZIBA is also specialized on breast and boobs enlargement i advise you to contact him for help DR AZIBA whatsapp number +2348100368288...........

    ReplyDelete
  81. I really liked your Information. Keep up the good work. Mycoplasma Genitalium

    ReplyDelete
  82. It’s obvious some patients with herpes are being enslaved to the antiviral and other supplementary Orthodox medicine just to help suppress the virus and not a cure. I have been with the virus since 2015 until I was introduced by a blogger who also narrated her story online on how she was cured of Genital Herpes after using Dr Sikies Herbal Medicine. This is a year and 2 weeks since I was delivered from genital Herpes. All thanks to God for using this Great herbalist to heal me. I have promised to keep telling good things about Dr Sikies. Please feel free to share Your problems with him and don’t forget to tell him I did refer you to Him. Thanks. Write him on mail Drsikies@gmail.com He deals with Alzheimer virus, Cancer, HIV, Herpes, Genital, warts, ALS, BV, UTI, Virginal infection, Genital, Wart, HPV, Hepatitis A/B, Good luck, HSV, Pregnancy, Ex back.  

    here is his website:https://drsikiesherbalcure.weebly.com 

    you can reach me via mail:anitalawson515@gmail.com

    ReplyDelete
  83. I’m very excited to inform everyone that I’m completely cured from HSV1&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 HSV1&2 with a strong and active herbal medicine ordered from a powerful. herbalist called Dr. Onokun and it completely fought the virus away my nervous system and I tested negative after 14 days of using the herbal medicine. I’m here to let everyone know that herpes virus has a complete cure, I got rid of mine with the help of Dr. Onokun and his herbal exploit. Contact him via email: Dronokunherbalcure@gmail.com

    ReplyDelete
  84. 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 

    ReplyDelete
  85. _*Before people said there is no cure on herpes virus but today many people have now believe that there is a cure.of herpes virus can be cured through Africans root and harms,and days our great doctors has finally found the cure of herpes virus many have get cured with the help of a great spell caster known as Dr.chala he is the one of the great spell doctor in Africa and he has the cure on this virus last month he share his Haber medicine in some medical hospital and now he is well recognize as one of the best spell caster in Africa, you don’t have to be sad any more or share your tears any more on this virus when the cure have already be found from Chala*_dr.chalaherbalhome@gmail.com

    ReplyDelete
  86. The blog written is extremely impressive, with a great topic. However, a bit more research could have strengthened it even further. You can explore the services as offered by livewebtutors.com, a premium academic writing services platform offering the best of assignment help teamed with knowledge and experience

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