Standardization vs. normalization

In the overall knowledge discovery process, before data mining itself, data preprocessing plays a crucial role. One of the first steps concerns the normalization of the data. This step is very important when dealing with parameters of different units and scales. For example, some data mining techniques use the Euclidean distance. Therefore, all parameters should have the same scale for a fair comparison between them.

Two methods are usually well known for rescaling data. Normalization, which scales all numeric variables in the range [0,1]. One possible formula is given below:

On the other hand, you can use standardization on your data set. It will then transform it to have zero mean and unit variance, for example using the equation below:

Both of these techniques have their drawbacks. If you have outliers in your data set, normalizing your data will certainly scale the “normal” data to a very small interval. And generally, most of data sets have outliers. When using standardization, your new data aren’t bounded (unlike normalization).

So my question is what do you usually use when mining your data and why?

Note: Thanks to Benny Raphael for fruitful discussions on this topic. Thanks to Jim for a correction on May 26th 2014.

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845 Comments on Standardization vs. normalization

  1. Veronica Noah on Sat, 14th Jan 2017 7:42 pm
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  39. BRITTANY on Wed, 18th Jan 2017 2:23 pm
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    go for a check up after 3 weeks and which i did, to my greatest surprise
    our result came out as negative, we are really happy that there is someone
    like this DR INIBOKU who is ready to help anytime any day. to all the
    readers and viewers that is doubting this testimony stop doubting it and
    contact this DR INIBOKU and see if he will not actually help you. i am not
    a stupid woman that i will come out to the public and start saying what
    someone have not done for me. His contact on:
    drinibokuspell@gmail.com and you can call him or message hin on his via whatsApp +2347059186346

  49. Christiana Perez on Thu, 19th Jan 2017 8:44 am
  50. I really happy that i and my husband are cured of (HERPES SIMPLEX VIRUS)
    with the herbal medicine of DR INIBOKU , i have been suffering from this
    disease for the past 3 years without solution until i came across the email
    of this doctors who have cure so many people with his herbal medicine, i
    also choose to give him a chance to help me and my husband, he told me what
    to do and i kindly did it, and he gave us his herbal medicine and direct me
    on how to use it, i also follows his instruction for use and he ask us to
    go for a check up after 3 weeks and which i did, to my greatest surprise
    our result came out as negative, we are really happy that there is someone
    like this DR INIBOKU who is ready to help anytime any day. to all the
    readers and viewers that is doubting this testimony stop doubting it and
    contact this DR INIBOKU and see if he will not actually help you. i am not
    a stupid woman that i will come out to the public and start saying what
    someone have not done for me. His contact on:
    drinibokuspelltemple@gmail.com and you can call him or message hin on his via whatsApp +2347059186346

  51. karl wilson on Thu, 19th Jan 2017 9:47 am
  52. Been diagnosed of herpes is just like been through hell but everything is posible. So amazing and i want to testify of the good work done by dr iniboku a very strong and powerful spell caster. dr iniboku has proved science and scientists wrong for believing and thinking that there is no cure for Herpes Virus but to be sincere this dr iniboku is so real and powerful. I never thought that this cure will work but this GREAT MAN has proved it to me and it has worked and still working perfectly. My Name is karl wilson and i was diagnosed of the deadly disease called Herpes April 2016 and i thought that, this will be the end and there will be no hope. Speaking to anyone was always a problem because i was so worried and always in the state of unrest in fact i thought it was over until one blessed day when i was searching for help here on the internet, i came across a testimony about dr iniboku on how he helped a lady who was also infected with Herpes Virus, how he has also helped many others to get their loved ones back, and how he has also help others to cure HIV. At first i thought it was all a lie but i decided to give it a try since there was no option and, when i contacted this MAN he laughed and told me that, that is too small for him to handle but i was still in doubt, and he gave me a form to fill which I did, then he called me and told me that his gods required some items in which he will use in preparing the cure for me. He bought the items and prepared a cure for me, and instructed me on what to do and i OBEYED him completely as he told me. Then he sent a parcel to me through the courier delivery service. it was a holy water and a pure holy oil as described by dr iniboku . I took the holy water and the holy oil and after taking it, he told me to go for check up but I was still in doubt and was so afraid to go for the test but i took a bold step and believed that it is well, and i believed all what he has done and all that he has told me. So i went to the hospital for the test it was so amazing, awesome and exciting what seems to be impossible became possible, the VIRUS disappeared completely from my system quickly I called him and told him what happened he congratulated me and today i am a happy person again the way things use to be. Don’t you think that this testimony is worth sharing? I promise to tell the world about him and i will keep sharing this testimony till the end because many people has died of herpes and i want many people who believed that it is over to know that EVERYTHING IS POSSIBLE AND I WANT THEM TO GET HELP FROM THIS SPELL CASTER by contacting him on his email at drinibokuspelltemple@gmail.com
    or you can message him on his via whatsApp at +2347059186346

  53. Brittany yates on Thu, 19th Jan 2017 10:37 am
  54. I want to appreciate Dr Agbaka for using his herbal medicine to cure my family from herpes virus, 3 years ago, my family have been having this herpes disease and it has been giving my family challenges,we were so perplexed cause my family have taken several drugs to be cured but every of our effort was in vain,one morning i was browsing through the internet then i saw several testimonies about Dr Agbaka curing people of their herpes disease and immediately i contacted Dr Agbaka on his email: {agbakaherbalhome@gmail.com}, told him about my family troubles and he told me that my family must be cured, so he prepared a herbal medicine for my family which we used for 2 weeks and everything was like a dream for my family, right now, my family herpes disease was totally gone,why don’t you contact him today and be free from your disease… His email is, AGBAKAHERBALHOME@GMAIL.COM or call him on Mobile +2348143502763

  55. Dr. Sanjay Sikka on Thu, 19th Jan 2017 5:30 pm
  56. Are you willing to save a life, interested in selling your kidney to overcome all your financial problem. Indraprastha Apollo hospital, no obligation assistance to international and local patients to find world class medical treatment in India. we specialize in Heart Surgery, Cancer Care, Spinal fusion surgery, sleeve gastrectomy surgery , and other major surgeries. Indraprastha Apollo hospital offers an unmatched cost and quality advantages because it has world class hospitals and globally trained and experienced surgeons across every specialty. Whether you are considering cervical disk replacement surgery, brain tumor surgery in India, heart valve replacement surgery, or prostate cancer treatment in India, we offer support and services to facilitate the care you require. contact us now via Email: INFO.(apollohospitals090@gmail.com) here for fast response . Once you decide, we help you schedule an appointments.
    Best Regards.
    Dr.Sabjay Sikka

  57. sent kay on Fri, 20th Jan 2017 9:50 am
  58. Medical scientists have discovered a new way to battle HIV AIDS by using a man called Dr osagieherbalist@yahoo.com
    MY NAME IS sent kay.I SAW A COMMENT ON POSITIVE BLOGS AND I WILL LOVE TO TELL EVERY BODY HOW MY STATUS CHANGES TO NEGATIVE and i got cured,
    AND AM NOW A LIVING WITNESS OF IT AND I THINK ITS A SHAME ON ME IF I DON’T SHARE THIS LOVELY STORY WITH OTHER PEOPLE INFECTED WITH THIS DEADLY VIRUS.
    HIV HAS BEEN ONGOING IN MY FAMILY, I LOST BOTH PARENTS TO HIV. AND IT IS SO MUCH PAIN I’VE NOT BEEN ABLE TO GET OVER..
    AS WE ALL KNOW MEDICALLY THERE IS NO SOLUTION TO IT..AND MEDICATION IS VERY EXPENSIVE..SO SOMEONE INTRODUCED ME TO A HERBAL PRACTITIONER IN AFRICA..
    I HAD A JOB THERE TO EXECUTE SO I TOOK TIME TO CHECK OUT ON HIM.I SHOWED HIM ALL MY TESTS AND RESULTS..
    I WAS ALREADY DISORGANIZED WITH HIV AND IT WAS ALREADY TAKING ITS TOWL ON ME..
    I HAD SPENT THOUSANDS OF DOLLARS SO I DECIDED TO TRY HIM OUT ALTHOUGH I DID’NT BELIEVE IN IT,
    I WAS JUST TRYING IT OUT OF FRUSTRATION? AND AFTER 14 DAYS, HE TOLD ME TO GO FOR A MEDICAL TEST.
    AND YOU WON’T BELIEVE THAT 5 DIFFERENT DOCTORS CONFIRMED IT THAT AM NEGATIVE..IT WAS LIKE A DREAM,,I NEVER BELIEVE HIV HAS CURE..AM NOW NEGATIVE,,
    AM A LIVING WITNESS..I DON’T KNOW HOW TO THANK THIS MAN? I JUST WANT TO HELP OTHERS IN ANY WAY I CAN..
    I HAVE JOINED MANY FORUMS AND HAVE POSTED THIS TESTIMONIES AND ALOT OF PEOPLE HAS MAIL AND CALLED THIS MAN ON PHONE AND AFTER 14 DAYS THEY ALL CONFIRMED NEGATIVE..
    BBC NEWS TOOK IT LIVE AND EVERY EVERYBODY SAW IT AND ITS NOW OUT IN PAPERS AND MAGAZINES THAT THERE IS A HERBAL CURE FOR HIV AND ALL WITH THE HELP OF THIS MAN,,
    IF YOU WISH TAKE IT OR NOT..GOD KNOWS I HAVE TRIED MY BEST. ABOUT 28 PEOPLE HAVE BEEN CONFIRMED NEGATIVE THROUGH THE HERBAL CURE OF DR Osagie
    AND THEY SEND MAILS TO THANKS ME AFTER THEY HAVE BEEN CONFIRMED NEGATIVE,,THIS MAN IS REAL..DON’T MISS THIS CHANCE,,HIV IS A DEADLY VIRUS,,GET RID OF IT NOW..
    If there is anyone who has similar problem and still looking for a way out, his email still remains osagieherbalist@yahoo.com
    DOCTOR CAN AS WELL CURE THE FOLLOWING DISEASE:-
    1. HIV/AIDS

    2. HERPES
    3. CANCER
    4. ALS
    5. Hepatitis B
    6. Diabetes
    Thanks Moderators

  59. lugard on Fri, 20th Jan 2017 10:04 pm
  60. Hello friends am DAVE EDNA from United State my E-mail is ves: (doctogadafillspell@gmail.com.com )
    Am here to give my testimony about Dr
    ALVIN who helped me in my life, i want to inform the
    public how i was cured from (HERPES SIMPLEX VIRUS) by Dr
    OBOH,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 HIV
    and i saw comment of people talking about how Dr ALVIN
    cured them. when i contacted him he gave me hope and
    send a Herbal medicine to me that i took and it seriously
    worked for me, my Herpes result came out negative. I am so
    happy as i am sharing this testimony. My advice to you all
    who thinks that their is no cure for herpes that is Not true just
    contact him and get cure from Dr ALVIN healing spell cure
    of all kinds of sickness you may have.Remember delay in
    treatment leads to death email him at
    { alvinsmithmorgan@gmaail.com } or
    Whatsapp +2348149200982
    YOU CAN ALSO ADD HIM ON FACEBOOK WITH HIS name(alvinsmithmorgan)
    THESE ARE THE THINGS Dr ALVIN CAN
    ALSO CURING OF GENITAL WARTS,GONORRHEA, HIV/AIDS ,
    LOW SPERM COUNT, MENOPAUSE DISEASE, PREGNANCY
    PROBLEM, SHORTSIGHTEDNESS PROBLEM,HPV, STROKE, Sir i am indeed
    grateful for the help i will forever recommend you to my
    friends……

  61. Brittany yates on Fri, 20th Jan 2017 10:35 pm
  62. I want to appreciate Dr Agbaka for using his herbal medicine to cure my family from herpes virus, since 3 years, my family have been having this herpes disease and it has been giving my family challenges,we were so perplexed cause my family have taken several drugs to be cured but every of our effort was in vain,one morning i was browsing through the internet then i saw several testimonies about Dr Agbaka curing people of their herpes disease and immediately i contacted Dr Agbaka on his email: {agbakaherbalhome@gmail.com}, told him about my family troubles and he told me that my family must be cured, so he prepared a herbal medicine for my family which we used for 2 weeks and everything was like a dream for my family, right now, my family herpes disease was totally gone,why don’t you contact him today and be free from your disease… His email is, AGBAKAHERBALHOME@GMAIL.COM or call him on Mobile +2348143502763

  63. perry on Fri, 20th Jan 2017 11:48 pm
  64. Thank God for my sister life a testimony about a powerful herbal Doctor who save my sister from HIV VIRUS…We have not met Dr.Egobe but have heard of his excellent work on people’s life,my wife was a carrier of HERPES and i decided to look for a solution through the medical doctor/hospital the doctor gave my wife some medicine but the medicine was not able to cure it permanently i was on Facebook one faithful evening then i came across an amazing testimony of someone saying how he was cure with HIV by a Herbal Doctor named Dr.Egobe quickly i search for Dr.Egobe then I saw different sires of testimonies on how Dr.Egobe CURED HIV with Herbal Medicine, for various people and they were cured permanently I decided to contact, I contacted him and he started his work on him life and right now my sister is CURED.she was diagnosed with HIV VIRUS and after taking Dr.Egobe Herbal medicine she was CURED and CURED PERMANENTLY. You can reach him on (Dregobeherbalcure01@gmail.com or Miraculoussolutionhome@yahioo.com or call him +2348023357986/whats-app him . Thank God, now everything is fine, my sister is CURED by Dr.Egobe HERBAL MEDICINE , I’m very thankful to Dr.Egobe, no more going to hospital for help anymore HIVare powerful to my understanding and can cure many disease reach him on his mail for any kind of help

  65. Melanie Case on Sat, 21st Jan 2017 1:13 am
  66. Hello Everyone out there,I am here to give my testimony about a Herbalist doctor who helped me . I was infected with HERPES SIMPLEX VIRUS in 2011, 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 SIMPLEX 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 SIMPLEX 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 {oliha.miraclemedicine@gmail.com}
    or whatsapp him number: +2349038382931.

    Contact him today and you will have a testimony…Good luck!

  67. Cynthia Gary on Sat, 21st Jan 2017 2:32 am
  68. Hello I am Cynthia Gary,Am really happy that Me and my Husband are cured of (HERPES SIMPLEX VIRUS) with the herbal medicine of Dr OFEMO, i have been suffering from this disease for the past FIVE(5)years with my husband without solution until i came across the websites of this doctors who have cure so many people with his herbal medicine, i also choose to give him a chance to help me and my husband,he told me what to do and i kindly did it, and he gave us his herbal medicine and direct us on how to use it, we also follows his instruction for use and he ask us to go for a check up,and which we did, to my greatest surprise our result came out as negative, we are really happy that there is someone like this Dr OFEMO.contact him now if you are also in need of his help via email:drofemospelltemple@yahoo.com or Mobile number:+2348163387496 he has cured for all kind of disease. HIV.HSV 1&2.DIABETES.HPV.BLOOD DISEASE.HEPATITIS B AND MANY MORE.contact him now.drofemospelltemple@gmail.com

  69. jones jerry on Sat, 21st Jan 2017 10:14 pm
  70. Greetings to the general public, i want to tell about how i was cured of HIV/AIDS disease by a Doctor called Dr OBUDO I was browsing through the Internet searching for remedy on HIV and i saw comment of people talking about how Doctor OBUDO cured them. I Was scared because i never believed in the Internet but i was convince to give him a try because i having no hope of been cured of HIV/AIDS so i decided to contact him with his email that was listed on the comment (DR.OBUDOSPELLHOME@GMAIL.COM) Or call him +2348109792351 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 HIV result came out negative. I pray for you Dr OBUDO God will give you everlasting life, you shall not die before your time for being a sincere and grate man. Am so happy, you can also contact him if you have any problem Email:DR.OBUDOSPELLHOME@GMAIL.COM and DR.OBUDOSPELLHOME@GMAIL.COM OR WHATSAPP HIM ON THIS NUMBER +2348109792351
    1…HIV AND AIDS
    2…ALS CURE
    3…HERPES CURE
    4….EPILEPSY
    5…JOB PROMOTION
    6…LOVE SPELL
    7…EX BACK
    8…HIVES
    9…CHILD BEARING
    10…WINNING LOTTERIES
    11…PROMOTION IN THE OFFICE
    WHATSAPP HIM ON THIS NUMBER +2348109792351

  71. rosa on Sat, 21st Jan 2017 11:39 pm
  72. I can’t believe this. A great testimony that i must share to all HERPES patient in the world i never believed that their could be any complete cure for HERPES or any cure for HERPES,i saw people’s testimony on blog sites of how DR losa prepare herbal cure and brought them back to life again. i had to try it too and you can,t believe that in just few weeks i started using it all my body stop gradually and i had to leave without the HERPES DRUGS the doctor gave to me. Right now i can tell you that few months now i have not had any pain,delay in treatment leads to death. Here is his email:dr.losaherbalhome@gmail.com his WHATSAPP number is +2348162760778 or call +2349050141109 he also
    special on cureing
    1. HIV/AIDS
    2. HERPES
    3. CANCER
    4. ALS
    5. HEPATITIS B
    6. DIABETES
    7. HUMAN PAPILOMA VIRUS DISEASE(HPV)
    8. ALZHEIMER
    9. LUPUS (Lupus Vulgaris or Lupus Erythematosus)

    I can’t believe this. A great testimony that i must share to all HERPES patient in the world i never believed that their could be any complete cure for HERPES or any cure for HERPES,i saw people’s testimony on blog sites of how DR losa prepare herbal cure and brought them back to life again. i had to try it too and you can,t believe that in just few weeks i started using it all my body stop gradually and i had to leave without the HERPES DRUGS the doctor gave to me. Right now i can tell you that few months now i have not had any pain,delay in treatment leads to death. Here is his email:dr.losaherbalhome@gmail.com his WHATSAPP number is +2348162760778 or call +2349050141109 he also
    special on cureing
    1. HIV/AIDS
    2. HERPES
    3. CANCER
    4. ALS
    5. HEPATITIS B
    6. DIABETES
    7. HUMAN PAPILOMA VIRUS DISEASE(HPV)
    8. ALZHEIMER
    9. LUPUS (Lupus Vulgaris or Lupus Erythematosus)

  73. rosa on Sat, 21st Jan 2017 11:40 pm
  74. I can’t believe this. A great testimony that i must share to all HERPES patient in the world i never believed that their could be any complete cure for HERPES or any cure for HERPES,i saw people’s testimony on blog sites of how DR losa prepare herbal cure and brought them back to life again. i had to try it too and you can,t believe that in just few weeks i started using it all my body stop gradually and i had to leave without the HERPES DRUGS the doctor gave to me. Right now i can tell you that few months now i have not had any pain,delay in treatment leads to death. Here is his email:dr.losaherbalhome@gmail.com his WHATSAPP number is +2348162760778 or call +2349050141109 he also
    special on cureing
    1. HIV/AIDS
    2. HERPES
    3. CANCER
    4. ALS
    5. HEPATITIS B
    6. DIABETES
    7. HUMAN PAPILOMA VIRUS DISEASE(HPV)
    8. ALZHEIMER
    9. LUPUS (Lupus Vulgaris or Lupus Erythematosus)

  75. johnson bella on Sun, 22nd Jan 2017 3:59 pm
  76. I have been suffering from (HERPES) disease for the last four years and had constant pain, especially in my knees. 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 (Hepatitis B and Cancer) by this Man Dr ALULU 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. ALULUtelling 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 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.ALULU on : draluluspellhome@gmail.com sir i am indeed grateful for the help i will forever recommend you to my friends!!! with your lovely Email Address draluluspellhome@gmail.com or contact him on his via whatassp +2348134104067

    THANKS SO MUCH DOCTOR

  77. ESTHER on Mon, 23rd Jan 2017 12:39 am
  78. Been diagnosed of herpes is just like been through hell but everything is posible. So amazing and i want to testify of the good work done by dr AZIEGBE a very strong and powerful spell caster. dr AZIEGBE has proved science and scientists wrong for believing and thinking that there is no cure for Herpes Virus but to be sincere this dr AZIEGBE is so real and powerful. I never thought that this cure will work but this GREAT MAN has proved it to me and it has worked and still working perfectly. My Name is ESTHER and i was diagnosed of the deadly disease called Herpes April 2016 and i thought that, this will be the end and there will be no hope. Speaking to anyone was always a problem because i was so worried and always in the state of unrest in fact i thought it was over until one blessed day when i was searching for help here on the internet, i came across a testimony about dr AZIEGBE on how he helped a lady who was also infected with Herpes Virus, how he has also helped many others to get their loved ones back, and how he has also help others to cure HIV. At first i thought it was all a lie but i decided to give it a try since there was no option and, when i contacted this MAN he laughed and told me that, that is too small for him to handle but i was still in doubt, and he gave me a form to fill which I did, then he called me and told me that his gods required some items in which he will use in preparing the cure for me. He bought the items and prepared a cure for me, and instructed me on what to do and i OBEYED him completely as he told me. Then he sent a parcel to me through the courier delivery service. it was a holy water and a pure holy oil as described by dr AZIEGBE . I took the holy water and the holy oil and after taking it, he told me to go for check up but I was still in doubt and was so afraid to go for the test but i took a bold step and believed that it is well, and i believed all what he has done and all that he has told me. So i went to the hospital for the test it was so amazing, awesome and exciting what seems to be impossible became possible, the VIRUS disappeared completely from my system quickly I called him and told him what happened he congratulated me and today i am a happy person again the way things use to be. Don’t you think that this testimony is worth sharing? I promise to tell the world about him and i will keep sharing this testimony till the end because many people has died of herpes and i want many people who believed that it is over to know that EVERYTHING IS POSSIBLE AND I WANT THEM TO GET HELP FROM THIS SPELL CASTER by contacting him on his email at draziegbespellhome@gmail.com
    or you can message him on his via whatsApp at +2348146154388 thank you so much doctor

  79. jones jerry on Mon, 23rd Jan 2017 8:35 am
  80. Greetings to the general public, i want to tell about how i was cured of HIV/AIDS disease by a Doctor called Dr OBUDO I was browsing through the Internet searching for remedy on HIV and i saw comment of people talking about how Doctor OBUDO cured them. I Was scared because i never believed in the Internet but i was convince to give him a try because i having no hope of been cured of HIV/AIDS so i decided to contact him with his email that was listed on the comment (DR.OBUDOSPELLHOME@GMAIL.COM) Or call him +2348109792351 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 HIV result came out negative. I pray for you Dr OBUDO God will give you everlasting life, you shall not die before your time for being a sincere and grate man. Am so happy, you can also contact him if you have any problem Email:DR.OBUDOSPELLHOME@GMAIL.COM and DR.OBUDOSPELLHOME@GMAIL.COM OR WHATSAPP HIM ON THIS NUMBER +2348109792351
    1…HIV AND AIDS
    2…ALS CURE
    3…HERPES CURE
    4….EPILEPSY
    5…JOB PROMOTION
    6…LOVE SPELL
    7…EX BACK
    8…HIVES
    9…CHILD BEARING
    10…WINNING LOTTERIES
    11…PROMOTION IN THE OFFICE
    12…HSV 1 & HSV 2 CURE
    WHATSAPP HIM ON THIS NUMBER +2348109792351

  81. joyice on Mon, 23rd Jan 2017 10:27 am
  82. I was haven herpes 2 on my private part. I have had them for about 2 and a bit years. I am so scared what my mates are going to says if there should fined out i have herpes on my private part and due to the virus my girlfriend broke up with me. I have been to the Doctors 9 times to get it treated. They all come back. I have been using Tee Tree Oil and Wartner (You freeze them at home) and they seem to be keeping the smaller herpes small but they can’t seem to treat the larger ones. They don’t get any bigger, but then they can’t shrink as much. They get smaller a little part at a time. At least they are getting smaller! As soon as I see a new herpes appearing, then I treat it. At the moment I have been using Tee Tree twice a week and then using Wartner every 2 weeks. I was wondering if there was any other information about how to get rid of it. I am only a teenager and I hate it most when it get pi-chins me to scratch it, it get sweets when scratching it most times! I want to get rid of it so bad! DR.OBA website has been a huge help and has helped me realize a lot more about me and my family of genital herpes! so that was when i switch for natural remedy to see if there could be any help by herbal remedy, i search and i saw a great posts by Sarah devise adebayo ehijactor and shanttel Merritt on about the great herbal doctor that get them rid of there disease infection. and this great herbal doctor was called DR.OBA so that was when i contacted him for my own treatment and he prepared me some herbs which i takes for some couples of days, and i take it as he says before i am to no me and my family was perfectly cure for it and never experience it again. please friends if you have herpes virus and you really wants to get rid of it, please contact this great DR.OBA for herbal treatment and you will get rid of it. EMAIL. drobaspellhome902@gmail.com

    cell phone contact +2348154692747
    his whatsapp contact is +2348154692747

    THANK TO YOU ALL FOR YOUR TIME OF READY MY TESTIMONY AND MOST ESPECIALLY YOU DR. OBA I PRAY TO GOD TO NEVER LET ME AND MY FAMILY FORGET YOU IN OUR LIFE’S

  83. Chanel Darin on Mon, 23rd Jan 2017 12:04 pm
  84. May God continue to bless the great Dr Okusu for his amazing work he has done saving my relationship. i and my boyfriend has been in a serious relationship since 1years and we have never quarreled but surprisingly my boss called my phone to come work very early the next day. and my boyfriend heard our conversation and he got mad and said to my face, that i was cheating on him that i had nothing serious with my boss, but he never believed and left out that evening and told me he is not coming back that evening. since then i have never been myself i was devastated on how to get him back. so i went to surfed on the web to find a spell caster,so when i surfed i saw a comment on the wonderful way Dr Okusu has helped others. i message him urgently and he said to me in 24hours after casting a love spell my boyfriend will be back again pleading to have me back. and indeed after casting the spell for me in 24hours. today i am back with my boyfriend and happy together.i can’t be more than happy today.Contact his email:drokususolutiontemple@gmail.com or his Mobile:+2349037835860

  85. greg thomas on Mon, 23rd Jan 2017 1:22 pm
  86. Medical scientists have discovered a new way to battle HIV AIDS by using a man called Dr itua
    MY NAME IS Greg Thomas.I SAW A COMMENT ON POSITIVE BLOGS AND I WILL LOVE TO TELL EVERY BODY HOW MY STATUS CHANGES TO NEGATIVE and i got cured,
    AND AM NOW A LIVING WITNESS OF IT AND I THINK ITS A SHAME ON ME IF I DON’T SHARE THIS LOVELY STORY WITH OTHER PEOPLE INFECTED WITH THIS DEADLY VIRUS.
    HIV HAS BEEN ONGOING IN MY FAMILY, I LOST BOTH PARENTS TO HIV. AND IT IS SO MUCH PAIN I’VE NOT BEEN ABLE TO GET OVER..
    AS WE ALL KNOW MEDICALLY THERE IS NO SOLUTION TO IT..AND MEDICATION IS VERY EXPENSIVE..SO SOMEONE INTRODUCED ME TO A HERBAL PRACTITIONER IN AFRICA..
    I HAD A JOB THERE TO EXECUTE SO I TOOK TIME TO CHECK OUT ON HIM.I SHOWED HIM ALL MY TESTS AND RESULTS..
    I WAS ALREADY DISORGANIZED WITH HIV AND IT WAS ALREADY TAKING ITS TOWL ON ME..
    I HAD SPENT THOUSANDS OF DOLLARS SO I DECIDED TO TRY HIM OUT ALTHOUGH I DID’NT BELIEVE IN IT,
    I WAS JUST TRYING IT OUT OF FRUSTRATION? AND AFTER 14 DAYS, HE TOLD ME TO GO FOR A MEDICAL TEST.
    AND YOU WON’T BELIEVE THAT 5 DIFFERENT DOCTORS CONFIRMED IT THAT AM NEGATIVE..IT WAS LIKE A DREAM,,I NEVER BELIEVE HIV HAS CURE..AM NOW NEGATIVE,,
    AM A LIVING WITNESS..I DON’T KNOW HOW TO THANK THIS MAN? I JUST WANT TO HELP OTHERS IN ANY WAY I CAN..
    I HAVE JOINED MANY FORUMS AND HAVE POSTED THIS TESTIMONIES AND ALOT OF PEOPLE HAS MAIL AND CALLED THIS MAN ON PHONE AND AFTER 14 DAYS THEY ALL CONFIRMED NEGATIVE..
    BBC NEWS TOOK IT LIVE AND EVERY EVERYBODY SAW IT AND ITS NOW OUT IN PAPERS AND MAGAZINES THAT THERE IS A HERBAL CURE FOR HIV AND ALL WITH THE HELP OF THIS MAN,,
    IF YOU WISH TAKE IT OR NOT..GOD KNOWS I HAVE TRIED MY BEST. ABOUT 28 PEOPLE HAVE BEEN CONFIRMED NEGATIVE THROUGH THE HERBAL CURE OF DR ITUA
    AND THEY SEND MAILS TO THANKS ME AFTER THEY HAVE BEEN CONFIRMED NEGATIVE,,THIS MAN IS REAL..DON’T MISS THIS CHANCE,,HIV IS A DEADLY VIRUS,,GET RID OF IT NOW..
    If there is anyone who has similar problem and still looking for a way out, his email still remains drituaherbalcenter@gmail.com or call or whatsapp him on +2348149277967
    DOCTOR ITUA CAN AS WELL CURE THE FOLLOWING DISEASE:-
    1. HIV/AIDS
    2. HERPES
    3. CANCER
    4. ALS
    5. Hepatitis B
    6. Diabetes

    Thanks Moderators

  87. tasha ruiz on Mon, 23rd Jan 2017 1:23 pm
  88. Here is my testimony on how i was cured from (HERPES SIMPLEX VIRUS) with the herbal medicine of Dr Itua, i have been suffering from this disease for the past 2 years and 7 mouth without solution until i came across the email of this doctor who have cure so many people with his herbal medicine, i also choose to gave him a chance to help me and my husband, he told me what to do and i kindly did it, and he gave us his herbal medicine and direct me on how to use it, i also follow his instructions for use and he ask us to go for a check up after 1 week and 4days which i did, to my greatest surprise our result came out as negative, we are really happy that there is someone like this doctor who is ready to help anytime any day. To all the readers and viewers that is doubting this testimony stop doubting it and contact this doctor if you really have one and see if he will not actually help you. i am not a stupid woman that i will come out to the public and start saying what someone have not done for me and i know that there are some people out there who are really suffering and hurting their family just because of these diseases so you can to mail him on drituaherbalcenter@gmail.com or you can also whatsapp him on +2348149277967 he also told me that he has cure for these diseases listed below . HERPES SIMPLEX VIRUS. .DIABETES . CANCER .HEPATITIS .HIV/AIDS Thank you for your time bye.

  89. melisa eva on Mon, 23rd Jan 2017 4:14 pm
  90. Getting a cure for HIV is a powerful concept, often spoken of as the Holy Grail of HIV research. Although effective anti-HIV drugs have transformed HIV into a chronic manageable condition – a condition you live with, rather than die from – taking life-long therapy is a very different proposition to being definitively cured.

    I put it to the whole human race that there is an affordable, scalable HIV cure that worked as well as would put the global eradication of new HIV infections within reach, while also transforming the lives of those now living with the virus.

    Given the effectiveness of this drug in both treating and preventing HIV infection, I will say to everyone reading this, that i am a living witness to it. Unlike fraudsters and online scammers who will play you and leave you frustrated with lose of money and hope, this drug cost less and it is worth a try.

    If you are interested in getting cured of your own illness,

    Below is the communication link of the doctor who has the new medicine which i took that got me cure.

    Dr.Hazim Usman
    E-mail: (usmandrhazim@gmail.com). Call or Whatsapp on: +234 8154641673

    BEWARE OF FRAUDSTERS ONLINE.

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