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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  34. 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.

    ReplyDelete
  35. 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

    ReplyDelete
  36. 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
  37. 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

    ReplyDelete
  38. 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.

    ReplyDelete
  39. 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..

    ReplyDelete
  40. 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

    ReplyDelete
  41. Good News My People ..I Want To Appreciate Dr OYAKHIRE Herbal Medicine Is A Good Herbal Medicine For( HIV ),I Was Diagnosed With Hiv
    Virus Last Month,And i Looked For Solution To
    Be Cure,Luckily I Saw A Testimonies On How Dr
    OYAKHIRE Cured Hiv Virus,I Decided To Contact Dr OYAKHIRE ,I Contacted Him and 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 HIV Virus Within 1week, I Am Now Hiv Negative.My Brothers And Sisters I
    know That There Are So Many People That Have
    this Same HIV Virus Please Dr OYAKHIRE is here To Help you too,And please Help Me To Thank Dr OYAKHIRE For Curing Me, I’m Cured By Dr.OYAKHIRE Herbal Medicine,His Contact you can whatapps him on is phone number okay
    here is the number on Whatsapp,
    (+2349039208180 or email droyakhire7@gmail.com
    (1) HIV / AIDS
    (2) CANCER
    (3) HERPES
    (4) DIABETES
    (5) HERPERTITIS B
    (6) HPV
    (7)EX BACK
    (8)Tinnitus
    (9) stroke
    (10) asthma
    (11) fibroid

    ReplyDelete
  42. 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
  43. Good News My People ..I Want To Appreciate Dr OYAKHIRE Herbal Medicine Is A Good Herbal Medicine For( HIV ),I Was Diagnosed With Hiv
    Virus Last Month,And i Looked For Solution To
    Be Cure,Luckily I Saw A Testimonies On How Dr
    OYAKHIRE Cured Hiv Virus,I Decided To Contact Dr OYAKHIRE ,I Contacted Him and 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 HIV Virus Within 1week, I Am Now Hiv Negative.My Brothers And Sisters I
    know That There Are So Many People That Have
    this Same HIV Virus Please Dr OYAKHIRE is here To Help you too,And please Help Me To Thank Dr OYAKHIRE For Curing Me, I’m Cured By Dr.OYAKHIRE Herbal Medicine,His Contact you can whatapps him on is phone number okay
    here is the number on Whatsapp,
    (+2349039208180 or email droyakhire7@gmail.com
    (1) HIV / AIDS
    (2) CANCER
    (3) HERPES
    (4) DIABETES
    (5) HERPERTITIS B
    (6) HPV
    (7)EX BACK
    (8)Tinnitus
    (9) stroke
    (10) asthma
    (11) fibroid

    ReplyDelete
  44. 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

    ReplyDelete

  45. 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
    {1}HIV/AIDS
    {2}DIABETES
    {3}EPILEPSY
    {4} BLOOD CANCER
    {5} HPV
    {6} ALS
    {7} HEPATITIS
    {8}LOVE SPELL
    {9} SICKLE AND ANAEMIA..
    or via whatsapp +2349039208180. Email at droyakhire7@gmail. com
    With him your problem are solved

    ReplyDelete


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  47. 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
  48. I really liked your Information. Keep up the good work. Herpes Testing

    ReplyDelete
  49. 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
  50. 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
  51. 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
  52. I really liked your Information. Keep up the good work. Mycoplasma Genitalium

    ReplyDelete
  53. 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
  54. 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
  55. _*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
  56. I was diagnosed of herpes virus, I have tried all possible means to get cure but all my effort proved abortive, until a friend of mine introduced me to a herbal doctor called Dr Agaba, who prepare herbal medicine to cure all kind of diseases including herpes virus (Herpes), when i contacted this herbal doctor via email, he sent me herpes virus herbal medicine via courier service, when i received the herbal medicine he gave me step by step instructions on how to apply it, when i applied it as instructed i was totally cured from the virus within 3 weeks of usage. Contact this great herbal doctor today to get your cure. 
    Via Email: Dragabasolutionhome@gmail.com or WhatApp: +2349074536486    

    ReplyDelete
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  58. Happiness is all i see now I never thought that I will be cured from HERPES virus again. I have been suffering from a deadly disease (HERPES) 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 agaba helped someone in curing his HERPES disease, quickly I copied his email which is Dragabasolutionhome@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 : Dragabasolutionhome@gmail.com or WhatApp: +2349074536486  

    ReplyDelete
  59. I want to share this wonderful testimony to the Good people all over the world on how I was able to Enlarge my Penis by Dr. Aziba. I was living a shameful life from my young age, just last month as I was browsing on the internet about Penis size  and Enlargement Products, I saw a testimony of a Man called Tim James testifying of how he was able to get his penis Enlarged by Dr. Aziba and I decided to also Email Dr. Aziba for my small penis size and he quickly respond to me and gave me the normal instructions which i did and then he shipped the product to me here in the united state which i received in just 3 working days and today i am very happy because i started seeing positive changes in my penis size in just 7 days of use. Dr Aziba herbal product is the best recommended for you and to whom ever suffering from this shame or having any other diseases as well should Contact this great herbal doctor via his Email : Priestazibasolutioncenter@gmail.com and WhatsApp Him on +2348100368288





    I want to share this wonderful testimony to the Good people all over the world on how I was able to Enlarge my Penis by Dr. Aziba. I was living a shameful life from my young age, just last month as I was browsing on the internet about Penis size  and Enlargement Products, I saw a testimony of a Man called Tim James testifying of how he was able to get his penis Enlarged by Dr. Aziba and I decided to also Email Dr. Aziba for my small penis size and he quickly respond to me and gave me the normal instructions which i did and then he shipped the product to me here in the united state which i received in just 3 working days and today i am very happy because i started seeing positive changes in my penis size in just 7 days of use. Dr Aziba herbal product is the best recommended for you and to whom ever suffering from this shame or having any other diseases as well should Contact this great herbal doctor via his Email : Priestazibasolutioncenter@gmail.com and WhatsApp Him on +2348100368288

    ReplyDelete
  60. Thanks for sharing your thoughts. I truly appreciate your efforts and I will be waiting for your further write ups thank you once again. for More Information Click Here: Download QuickBooks File Doctor

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  61. 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 DHL 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 OGODO Email this great herbal doctor via his email Ogodoherbalhomesolution@gmail.com
    You can also WhatsApp him on +2349044680467
    HE CAN ALSO CURE SICKNESS LIKE
    {1}HIV/AIDS
    {2}DIABETES
    {3}EPILEPSY
    {4} BLOOD CANCER
    {5} HPV
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  127. winner55 ทางเข้า สล็อต ทางเว็บไซต์ก็ได้ขยายตลาดพร้อมปรับปรุงระบบต่างๆให้ดียิ่งขึ้นอย่างสม่ำเสมอ pg slot ทำให้การเจริญเติบโตของเว็บไซต์อยู่ในระดับต้นแล้วก็ยอดเยี่ยม

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  128. انتشر التساؤل عن الأسهم الأمريكية الحلال في ظل انتشار الربا والأعمال المخالفة للشريعة الإسلامية في وقتنا الحالي

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