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.

Share

Comments

1,186 Comments on Standardization vs. normalization

  1. Omonigho Ojos on Sat, 18th Mar 2017 11:10 pm
  2. I will always be thankful to the Great Dr.BEN. for many years now my family has suffered from HERPES DISEASE. it happened that after i got married to my Husband. i found out that i got HERPES VIRUS and when i did i was confirm positive and was completely so angry and then i had to convince my Husband to go test himself and when he did he was also found positive and then it was dawn completely on me that me and my husband is having HERPES DISEASE. i went out in search of a solution despite my doctor told me that there was no remedy to curing me and my husband HERPES DISEASE VIRUS. when i was searching i found out there so many testimonies about Dr.BEN helping others to be cured of HERPES VIRUS. i instantly added his email and asked for his cure and he instruct me on how his cure can get reached to me and my husband and i believe and did the little things he asked of me and that was i received his cure and told me that after me and my husband use it for some days i will come back and thank him and that was true. after we both use the herbal cure. we went to the doctor after the days which he instruct us. we were both confirmed negative. all thanks to Dr.BEN for his marvelous healing he gave to my family. contact him on his Email: voodoospelltemple80@gmail.com or voodoospelltemple80@yahoo.com.

  3. kathy anne on Sun, 19th Mar 2017 7:33 am
  4. I am very happy today to share this amazing testimony on how Dr Akpan the herbal doctor that was able to cure me from my Herpes Virus with his herbal medicine. I have been a Herpes patient for almost 8 months now and have tried different methods of treatment to ensure that I am cured of this terrible disease, but none worked for me, so I had to leave everything to God to handle as I was a Christian who had faith that one day God would intervene in my life, yet I felt so sad and desperate as I was losing almost everything due to my illness, A few months ago while I was searching the internet I saw different recommendation about Dr Akpan on how he have been using his herbal Medicine to treat and cure people, these people advice we contact Dr Akpan for any problem that would help immediately, I contacted Dr Akpan and I told him how I got his contact and also about my disease, after some time Dr Akpan told me to have faith that he would prepare for me a medication of herbal herbs, he told me I would take this medicine for a few weeks and also asked my home for home address so as possible for him to submit the medicine for me, so my good friends after all the process and everything Dr Akpan actually sent me the medicine, I took it as I was directed by Dr Akpan, after a few weeks passed, while on Dr Akpan medication I began to experience changes in my body, I had to call my doctor at the hospital for some blood test after test my hospital doctor told me that I was no longer with the Herpes virus and my blood is pretty good, I can not even believe this, Friends well today i am Herpes Free and i want everyone to know that there is a cure for Herpes for those who will contact Dr Akpan after reading my testimony, you can kindly contact Dr Akpan on his email AKPANHERBALHELP@GMAIL.COM or call or whatsApp him on Mobile: +2348143502763, God bless you all …

  5. John Grace on Sun, 19th Mar 2017 7:49 am
  6. This has really worked and I am proud to testify of it. I saw a post on how a lady got her man back by Dr Oza. He helped her to get her Ex Husband back. My Husband divorce me 2 years ago to live with another woman and i have try to let go of him but i could not, so i try to do many things to get him back and he refuse to come back to me. I visit a forum one day for tips to get him back and there is saw a lady testifying of how Dr Oza helped he to get her man back after he was tie down with a spell by another woman and Dr Oza was the one that help her. Although I never believed in spiritual work I reluctantly tried him because I was desperate and i contact him and explain my problems to him, to my greatest surprise Dr Oza helped me to bring back my man after 2 days and now my relationship is now perfect just as he promised. Getting your ex back permanently spell does not only bring back someone you love but it will also re-ignite your lovers feelings for you to be as happy with that person. My man now treats me like a queen and always say he love me all the time. If you are passing through difficulties in your relationship Email him for urgent help.E-mail: ozaspelllordtemple@gmail.com or Call/WhatsApp +2348110857969…….,,,,,,

  7. Elena Homson on Sun, 19th Mar 2017 9:49 am
  8. AWESOME HERPES CURE

    Elena homson is my name,i am from USA. I am here to give my testimony about Dr omole who helped me in life. I was infected with HERPES in 2014, i went to several hospitals for cure but there was no solution, so I was thinking how can I get a solution so that i can live a normal life again. One day I was in the trabaco side thinking on how i can find the cure because the pain was to much i always feel embarrass everyday.as i was sitting alone lamenting in tears a lady walked to me her name is kutrila asking me why i am crying, i open up to her telling her my problem,that i have herpes genital and i also narrate how it started to her. she told me not to worry that she can help me out, she introduce me to a Dr omole who uses herbal medication to cure HERPES. so i exchange my contact with kutrila when i got home i receive a call from her that she has contacted Dr omole on my behalf and she also send Dr omole contact, so i mail dr omole and explain to him about my illness. He told me that he can cure my herpes within 8 days and he told me all the things I need to do.after 3 days he send the herbal medicine to me and also give me instructions how to take the medication which I did and i followed his instruction properly. Before I knew what is happening after one week i cured from herpes totally and all the blister and itching was gone. i decide to share this story because i believe a lot of people are passing through the same stress and they have it in mind that there’s no cure for herpes.i am telling each and everyone who’s reading my testimony that there’s cure for herpes. if you have the faith try and use Dr omole herbal medicine, i promise you after 8 days you will also share a marvelous testimony like me.if you are you are having herpes or any kind of disease kindly mail doctor omole for your own cure via doctoromoleherbalhome@gmail.com

    doctor omole can also cure the following

    hiv
    ulcer
    herpes
    stroke
    asthma
    cancer
    diabetes
    diarrheal
    depression
    Tuberculosis
    Trachea, Bronchus

  9. mary cypher on Sun, 19th Mar 2017 9:55 am
  10. I am mary cypher from south africa.do you know that there is a great herbal doctor(herbalist) who can cure any deadly diseases like HIV, HERPES, CANCER,DIABITIES,HEP B, LOW SPERM COUNT, STD e.t.c you can kindly contact him on dr.uwenboherbalhome@hotmail.com, dr.uwenboherbalhome@mail.com OR call\watsap him on +2349052309005…. he can help you out

  11. myers on Sun, 19th Mar 2017 10:07 am
  12. I want to let the world know about Doctor paul the Great spell caster that brought back my husband to me when i thought all hope was lost. Doctor paul used his powerful spell to put a smile on my face by bringing back my man with his spell, at first i thought i was dreaming when my husband came back to me on his knees begging me to forgive him and accept him back and even since then he loves me more than i ever expected so i made a vow to my self the i will let the World know about Doctor paul because he is a God on earth. Do you have problems in your relationship ? have your partner broke up with you and you still love and want him back ? Do you have problem with your finance ? or do you need help of any kind then contact Doctor paul today for i give you 100% guarantee that he will help you just as he helped me. Doctor paul email is: salvationlovespell@gmail.com or add him on whasapp +2349051441669

  13. sanches on Sun, 19th Mar 2017 10:28 am
  14. I am very grateful to this great spell caster who brought my ex husband back to me. This testimony is a true story and my name is renato Sanchez. When i came in contact with this man was also through a testimony written about him and i have also encountered many testimonies about how he has been helping others with their life. To get back with an ex is one of the most inner most feeling many people would love to experience especially as those memories with our ex always cloud our mind when someone else does some of those things our ex used to do. I was a single parent for almost 6 years and though my ex husband was far away from my kids i still wish someday he will return back to me. This spell doctor i encountered known as Doctor UZOYA helped me with my wishes and i am happy to say that i am back with my ex husband and i am very happy sharing the testimony with everyone so that they too can meet this great doctor and solve their problems. I don’t know what others might feel about getting their ex back in their life but i always know there is a blessing in disguise with just a single reconnection with an ex. If you want to successfully get back with your ex, contact this great spell caster at driraborspellcaster@gmail.com you can also call him on +13019098775 and share an awesome testimony too just like me.

  15. eniucemabel on Sun, 19th Mar 2017 10:33 am
  16. Hello everybody, I just want give this great testimony to the whole public about a great man who help me out in serious illness. I have HSV-1 AND HSV-2 DISEASE for good 3 years now and I was almost going to the end of my life due to the illness. All I have in my mind is, let me just give up because life is not interesting for me any longer and i also pray that God should accept my soul when ever I’m gone luckily for me, my kid sister run to me that she found a doctor in the INTERNET who can cure HSV-1 AND HSV-2 DISEASE. She helped me out in everything, the man asked for my details so he can prepare a herbal medicine for me. After he was done consulting on my details he told me how my medicine will be prepare, after he was done preparing my medicine he sent me my medication and after using it for 7 days i later started noticing something different in my blood so I went for my HSV-1 AND HSV-2 DISEASE test and I was tested Negative, I’m so happy that I can say I’m not patient of HSV-1 AND HSV-2 anymore. If you have HSV-1 AND HSV-2 or any sickness,HIV/AID,HPV,CANCER,HEPATITS B DIABETITS ALS,PENIS ENLARGEMNT please for your safety, contact DR IHIBOR VIA his email address:drihiborherbalhome@gmail.com or his Mobile whatsapp contact number +2349050141449

  17. cynthia on Sun, 19th Mar 2017 11:00 am
  18. Hello, I am Cynthia jame from USA, When I eventually found testimonies about this spell caster DR.IMONITIE how he helped many people to get their lovers and broken homes back, i contacted him through his email address Miraculoussolutionhome@yahoo.com because I was absolutely desperate to get my husband back. Life without my husband was a real mess for me and my two kids. i wanted a dramatic change and I thought magic could be the solution. After discussing the resolution with DR. IMONITIE, he gave me hope that he will restore my marriage. I felt confident that he will actually make my husband to return home and he did! It’s fantastic what this great spell caster have done for me, his help is priceless! I don’t know what I would have done without DR. IMONITIE, DR. IMONITIE, does his job so well he is organized and highly functional, i believe he is the best spell caster i can count on when it comes to all kinds of spell, I was floored that his spells worked, if you need help, contact him via email: Miraculoussolutionhome@yahoo.com,
    OR YOU CAN ALSO CONTACT HIM THROUGH HIS MOBILE: +2348023357986 powerful to my understanding and can cure many disease reach him on his mail for any kind of help THESE ARE THE THINGS priest mandible DOES
    1. HERPES
    2. LASSA FEVER
    3. GONORRHEA
    4. HIV/AIDS
    5. LOW SPERM COUNT
    6. MENOPAUSE DISEASE
    7. EPILEPSY
    8. ASEPSIS
    9. CANCER
    10. ANXIETY DEPRESSION
    11. PREGNANCY PROBLEM
    12. SHORT SIGHTEDNESS PROBM…

  19. Tracy Jason on Sun, 19th Mar 2017 11:48 pm
  20. Hello everybody, I just want give this great testimony to the whole public about a great man who help me out in serious illness. I have HSV-1 AND HSV-2 DISEASE for good 2 years now and I was almost going to the end of my life due to the illness. All I have in my mind is, let me just give up because life is not interesting for me any longer and i also pray that God should accept my soul when ever I’m gone luckily for me, my kid sister run to me that she found a doctor in the INTERNET who can cure HSV-1 AND HSV-2 DISEASE. She helped me out in everything, the man asked for my details so he can prepare a herbal medicine for me. After he was done consulting on my details he told me how my medicine will be prepare, after he was done preparing my medicine he sent me my medication and after using it for 7 days i later started noticing something different in my blood so I went for my HSV-1 AND HSV-2 DISEASE test and I was tested Negative, I’m so happy that I can say I’m not patient of HSV-1 AND HSV-2 anymore. If you have HSV-1 AND HSV-2 or any sickness,HIV/AID,HPV,CANCER,HEPATITS B DIABETITS ALS,PENIS ENLARGEMNT please for your safety, contact DR.SABU VIA his email address:drsabuspelltemple@gmail.com or his Mobile whatsapp number+2347057624993 or his websites: https://drsabuspelltemple.wixsite.com/dr-sabu

  21. ADAM FRED LOAN FIRM on Mon, 20th Mar 2017 2:15 am
  22. DO YOU NEED A LOAN TO START A BEFITTING NEW YEAR!!!!!!

    Do you seek funds to pay off credits and debts? Do you find yourself in a bit of trouble with unpaid bills and don’t know which way to go or where to turn? What about finding a reputable Debt Consolidation firm that can assist you in reducing monthly installment so that you will have affordable repayment options as well as room to breathe when it comes to the end of the month and bills need to get paid? Adam Fred Loan Company is the answer. Email (Adamfredloanfirm@outlook.com)

    **Are you financially squeezed?
    **Do you seek funds to pay off credits and debts?
    **Do you seek finance to set up your own business?
    **Are you in need of private or business loans for various purposes?
    **Do you seek loans to carry out large projects?

    We offer the following types of loans

    *Debt Consolidation Loans *Business Loans *Personal Loans *Home Loans *Car Finance *Commercial Loans *Investments Loans *Debts Consolidation *Business Planning *Commercial Development Finance *Properties Mortgages *Bad credit loans *commercial loans *Start-up- working capital loans *Construction loans *Car loans, *Hotel loans*Student loans

    We give you loan with a low interest rate of 2% and loan duration of 1 to 30 years to pay back the loan (secure and unsecured). Do not keep your financial problems to yourself in order for you not to be debt master or financial stress up, which is why you must contact us quickly for a solution to your financial problems. It will be a great joy to us when you are financially stable. Email (Adamfredloanfirm@yahoo.com) or Text or call us on +15017229938 OR +18144768385
    Reply

  23. tracy bella on Mon, 20th Mar 2017 8:34 am
  24. 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 agbebaku 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: dragbebakuspellsolutiontemple@gmail.com his WHATSAPP number is +2349053099479 or call +2349035850834 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),see more at:dragbebakuherbalho.wixsite.com/solutioncenter

  25. Tracy Tanny on Mon, 20th Mar 2017 9:08 am
  26. Hello, I want to let the general public know of how i got cured from HIV disease by dr. bello I’m tracy tanny and i am from usa, i was HIV positive and i was been sustain with medications but i wasn’t cured. A friend of mine told me about a man called bello and showed me testimonies on how people are talking about how this man cured them from herpes and others from HIV but i never believe it. But after much discussion i tough of giving this man a try, I contacted him with his email and he guided me and told me what to do, now according to what he told me all where true. Now I’m free and happy because Dr. bello has restore me back to my normal and happy life by giving me a cure for my HIV disease and when i went for medical test i was been confirm HIV negative. So I’m urging you to contact him for help and get cured if you are infected also with any disease or you have any health issues, you can get to him through his email: bellosolutionhom@gmail.com or whatsApp him on +2348147271779

  27. alicia on Mon, 20th Mar 2017 10:50 am
  28. Hello my names ALICIA, am from USA i want to share my happiness with everybody and letting them know the secret of my happiness, the secret of my happiness is through doctor agumba the great herbal doctor, who help to stop my miscarriage and made me a mother after been passing through pains….., but Dr.agumba put an end to this situation, now am a mother and am living happily with my husband and my new baby which i love so much, am using this medium to thank Dr.agumba for the great work he did for me with his herbs, Thanks be unto him for helping me, my sisters out there i want you to thank Dr.agumba for the great work he did for me and my husband, ….if you need his help also you can contact him through his email via:dragumbaspelltemple@yahoo.com or you can call him via +2348147461232 after if you also want to gain from his fertility herbs

  29. rose on Mon, 20th Mar 2017 10:51 am
  30. I am 35 years old and I was diagnosed with poor ovarian reserve and very bad prognosis of having a baby with my own eggs. I was even given the option to consider donor eggs. That was around july 2016. I was absolutely devastated with the news and I arranged an IVF for November 2016 and it failed also, given that I had nothing to lose, I contacted DR.agumba ON:dragumbasolutioncenter@hotmail.com OR +2348147461232) and he send me his herbal product,. Believe it or not… I am already pregnant!

    I want to testify on the works of Dr.agumba. He is a great man who was able to cast a spell that brought to me the man I love.This man is able and capable to solve any problem of yours.He is specialized in the following: (1)Spell for protection from danger (2)Spell for bad dreams. (3)Spell for same sex love (4)Spell for healing (5)Spell for invisibility (6)Spell for riches and fame (7)Spell for sickness like (CANCER) FIBROID, HERPES SIMPLEX VIRUS or any other sickness. (8)Spell for strong love and relationship (9)Spell to bring your ex back (10)spell for pregnancy, This man has great powers and is incredibly generous.You can contact his email via:dragumbasolutioncenter@hotmail.com,or you can also call him on:+2348147461232 because happiness and success for people around the world using the powerful spells and traditional herbal products. without stress contact him today.

    Straight away after dr.agumba cast the Lottery spell for me, I felt enveloped by the control of the spell. This spell is changing my life. I am now out of debts and experiencing the most amazing good luck with lottery after i won a huge amount of money. I have more luck now than I ever had in my life. Your Lottery spell made wonders, I can’t believe it. Thank you so much sir for dedicating you time to cast the Lottery spell for me.” email:dragumbasolutioncenter@hotmail.com or call him on +2348147461232 or add him up on whatsapp

    I WANT TO USE THIS MEDIUM TO SAY A BIG THANK TO DR,agumba FOR HIS HERBAL WORK AND FOR HIS ABILITY TO LET ME BEAR A CHILD. I AND MY HUSBAND HAVE BEEN TOGETHER FOR YEARS LOOKING FOR BABY THERE WAS NO WAY OUT AND WE WENT TO THE HOSPITAL FOR CHECK UP AND THE DOCTOR SAID MY HUSBAND IS FINE AS FOR ME AM HAVING FIBROID AND I WILL NOT BE ABLE TO CONCEIVE, AND I WAS ADVICE TO ADOPT A CHILD WHICH I NEVER LIKED I THOUGHT OF WHAT TO DO, UNTIL WHEN I EXPLAINED TO MY VERY CLOSED FRIEND,AND SHE TOLD ME ABOUT DR,agumba AND HOW HE HAVE BEEN HELPING WOMEN TO CONCEIVE AND HOW HE ALSO HELPED HER SISTER TO CONCEIVE AND SHE ASSURE ME THAT HE CAN HELP ME OUT,THEN SHE GAVE ME HIS EMAIL WHICH IS:dragumbasolutioncenter@hotmail.com or dragumbaspelltemple@yahoo.com and I EMAIL HIM AND EXPLAIN EVERY THING TO HIM AND HE TOLD ME NOT TO WORRY THAT EVERY THING IS GOING TO BE FINE,HE PREPARE SOME HERBS FOR ME AND I USE IT, EVERY THING WAS FINE, NOW I AM PREGNANT,YOU CAN CONTACT HIM FOR: H.I.V, HERPS, EX BACK AND LOT MORE KINDLY CALL HIM ON:+2348147461232

    Hello everyone, i am from uk i never ever believed in spell until i meet a man called Dr.agumba, who help me cast a spell that bring back my ex-lover who left me for one years before our marriage,His spells works beyond my imaginations and today i am happily married two kids and me and my [ex-lover] now husband are very happy more than ever before,what more can i say rather than to say thank you agumba for been there for me,contact him now :dragumbaspelltemple@yahoo.com or you can call him via +2348147461232. Wynter Saville

  31. kathy anne on Mon, 20th Mar 2017 1:18 pm
  32. All thanks to Dr Akpan for curing my HEPATITIS B with his herbal medicine, i do not have much to say but with all my life i will for ever be grateful to him and God Almighty for using Dr Akpan to reach me when i thought it was all over, today i am happy with my life again after the medical doctor have confirmed my HEPATITIS B of 16months is gone,i have never in my life believed that HEPATITIS B could be cured by herbal medicine. so i want to use this means to reach other persons who have this disease by testifying the power of Dr Akpan that all hope is not lost yet, try and contact him by any means for this same disease on his email: AKPANHERBALHELP@GMAIL.COM call or whatsApp him on Mobile:+2348143502763

  33. sharon dabti on Mon, 20th Mar 2017 2:11 pm
  34. DR OOSA HERPES CURE

    my name is sharon datbi, i,m from united state.i don,t really know how i manage to contact herpes,until doctor confirm that i am herpes positive.i was lost in thought when doctor mcken Fred break this news to me because i never experience any sign and symptoms. i could not sleep or do something reasonable for a week because doctor mcken Fred told me that it has no cure yet but he prescribe some drugs such as acyclovir (Zovirax), famciclovir (Famvir), and valacyclovir (Valtrex),for me because they’re recommended for treating primary genital herpes outbreaks.i kept taking several drugs for the past 22 years now just to subsidize it.i was reading a testimony on how people get cure from herpes and i saw a young lady who talk about doctor oosa herpes cure.i saw several people comment below on how doctor oosa cure them from herpes and other diseases.i reply the lady who share the comment and she gave me all doctor oosa contact info that i needed in reaching him.i called and explain to him that i have been living with this virus for 22 years, he gave me assurance that i will be cure within a week and few day. although i was doubtful but i have no other option than to give a try to his treatment. he told me to pay before the medicine can be deliver to me address that i sent to him but i was so confident in paying for the medicine because he was not from Africa,and i have lost a lot dollars to Nigeria scammers. after the payment, i got the medicine within 3 days and i use it as instructed.to shorting the story i was cured less than 2 weeks and it was confirmed by doctor Graham that i am negative of herpes.here is doctor oosa email address doctoroosaherbalhome@gmail.com . i want all viewers who view my comment to please send my gratitude to him and i wish him long life and successful family. if you have herpes and other diseases as well please contact him asap because i am a witness of his medicine and i hope you will be the next to share yours comment. thanks doctor oosa.( doctoroosaherbalhome@gmail.com )

    doctor oosa can also cure the following disease

    1…HERPES
    2…CANCER
    3…ULCER
    4…HIV
    5…STROKE ETC

  35. STELLER JAVANIA on Mon, 20th Mar 2017 4:39 pm
  36. Chlamydia is a bacterial

    i am about to tell you all that DR.ODUDU herbs and roots do cure disease, i was CHLAMYDIA patient over since last year but i am just confirmed cure of it after taking DR.ODUDU herbal treatment last month. contact DR.ODUDU and get cured of your disease such as herpes, cancer, hpv, std, solving pregnancy, coped, hepatitis, DIABETES, and other more infection. you can massage him direct on his Facebook page https://web.facebook.com/DR.ODUDUHERBALHOME/?fref=ts email dr.oduduherbalhome@gmail.com call or whassapp +2348101571054 thanks and please inform him about my publish ones you get contact with him stay bless..

  37. kim on Mon, 20th Mar 2017 8:30 pm
  38. Hello everyone am Kim from the united state of America am here to testify in the name of this great man who has brought back happiness into my family after my lover Chris left me for 3years for another woman,i really loved Chris because he was my first love i tried everything within my power to get Chris back to my life but people i met just kept on scamming me and lying to me,Then normally on Saturdays i do go out to make my hair and get some stuff,Then i had people discussing at the saloon if they do listen to there radio well,That there is a program (how i got back my ex)And started talking much about Dr Sunny how this man has helped lots of people in bringing back there lover,So immediately i went close to those ladies i met at the saloon and i explained things to them they said i should try and contact Dr Sunny that he has been the talk of the town and people are really contacting him for help immediately we searched on the internet and read great things about Dr Sunny i now got all Dr Sunny contact instantly at the saloon i gave Dr Sunny a call and i shared my problem with him he just told me not to worry that i should just be happy,He just told me to send him some few details which i did,And then he got back to me that everything would be okay within 36hours i was so happy then Dr Sunny did his work and he did not fail me,My lover Chris came to me in tears and apologized to me for leaving me in deep pain for good 3years,So he decided to prove that he will never leave me for any reason he made me had access to his account and made me his next of kin on all his will,Now the most perfect thing is that he can’t spend a minute without seeing me or calling me,Am so grateful to Dr Sunny for bringing back the happiness which i lack for years,Please contact Dr Sunny for help he is a trustworthy man in email is drsunnydsolution1@gmail.com or you can call him or whatsapp him with this number…+2348077620669

    (1)If you want your ex back.
    (2) if you always have bad dreams.
    (3)You want to be promoted in your office.
    (4)You want women/men to run after you.
    (5)If you want a child.
    (6)[You want to be rich.
    (7)You want to tie your husband/wife to be yours forever.
    (8)If you need financial assistance.
    (9)If you want to stop your Divorce.
    10)Help bringing people out of prison.
    (11)Marriage Spells
    (12)Miracle Spells
    (13)Beauty Spells
    (14)PROPHECY CHARM
    (15)Attraction Spells
    (16)Evil Eye Spells.
    (17)Kissing Spell
    (18)Remove Sickness Spells.
    (19)ELECTION WINNING SPELLS.
    (20)SUCCESS IN EXAMS SPELLS.
    (21) Charm to get who to love you.

    CONTACT:drsunnydsolution1@gmail.com

  39. rose on Mon, 20th Mar 2017 11:00 pm
  40. I promise to share this testimony all over the world once my husband return back to me Thing don’t just work out until you make the right choice in your life, In my life i made the right choice when i contacted Dr.UZOYA the great spell caster who is specialized in restoring broken relationship or marriages. My name is Ramond rose from Albany New York City USA, and i here on this site to thank DR.UZOYA for a job well done, Because i never believe that i would have gotten my husband back if not for the sake of Dr.UZOYA that is why i won’t be leaving this site without dropping the contact details of Dr.UZOYA which are via email: driraborspellcaster@gmail.com] do contact Dr. UZOYA in order to restore your broken marriages or relationships you also call him on +13019098775 you can see more of Dr,UZOYA on his website https://driraborspellcaste.wixsite.com/spell-caster THANK YOU ONCE AGAIN Dr,UZOYA

  41. Brenda Jackson on Mon, 20th Mar 2017 11:02 pm
  42. Hello, I am Brenda Jackson, i want to let the world know about how i got cured from HERPS. I had HERPS disease for five years and usually have eight to nine outbreak per year. I always use generic Zovirax cream during outbreaks which helps a little. I am so tired of these outbreaks and i came in conclusion of going into the internet to search for help, Recently I read about a herbal doctor named Aluta that he can help to cure my herpes virus and i wrote to him through his email: trinityhealinghospital@gmail.com, but I was afraid it may not work out well but i had to double my faith. this herbal doctor wrote back to me and of a truth after reading his reply, he assured me that i’m also going to be a living witness that there is cure for herpes virus and i was full of hope again, he told me what to do and how to go about it, i went according to the instruction given to me by doctor Aluta and just as what he told he and the date given to me by him, i got cured.

  43. Janeandrews on Tue, 21st Mar 2017 3:47 am
  44. My name is jane from USA.
    I am here to give testimony on how I got my husband back,
    my husband left me for no reason months ago. He moved in
    with another woman, I felt like killing myself,
    my life became very bitter and sorrowful.
    Then one day a friend of mine told me about a great spell caster
    that is very good and she said that he told her all about her life
    history and the problem she is facing, i didn’t believe it because
    I’ve worked with so many of them and it didn’t work.
    She begged me further so I decided to try this great spell caster
    called Great Dr fraser . I still didn’t believe but inside me
    i wanted to give a try and as God will have it i used the spell solution
    he gave me and the next day and I really received a call from my darling husband,
    He apologized and came back to me.
    I’m very happy now with my family it worked for me and i believe it will work for you,
    give him a try and follow up, this is a clear truth from a testifier.
    Thank you Dr fraser once again, if you want to reach him via email:
    andersonfraser10@gmail.com or call him on +2349067531271

  45. ilan on Tue, 21st Mar 2017 3:27 pm
  46. My love life has changed for better since the interference of the most powerful spell caster on earth called DR.UZOYA in my relationship, My testimony today is in regard of the help DR.UZOYA render me when my lover departed from me. My name is ILAN from spain and it gives me joy today in writing this testimony as a way of showing my appreciation to DR.UZOYA and at the same time i am using this opportunity to advise those that are finding stress and pains in their relationship or marriages to contact DR.UZOYA who is the best spell caster in the world through these contact details via email: driraborspellcaster@gmail.com OR call +13019098775 his website https://driraborspellcaste.wixsite.com/spell-caster Because DR.UZOYA is the only one that can restore your marriage or relationship.

  47. Bobby Raymand on Tue, 21st Mar 2017 4:15 pm
  48. My name is Mary Kelly from Germany. I want the world to know
    about the great Dr. obor who cured my HIV/aids.Just when I thought that all hope is gone. God then showed me another way by connecting me to the Great Dr. obor who used herbal medicine to cured my four (4) years HIV/aids. A situation which as also kept me unmarried through out those trouble years. There is no medication I didn’t take during those trouble years. I was going through the Internet one day when I saw a testimony by one Mrs. Elizabeth on how this great Dr. obor cured she and her husband of HIV/aids. So I decided to contact this great man also, and truly he prepared a herbal medicine for me
    which he instructed me to take within one week. I went for a test immediately I finished taking the herb and the result was Negative. Immediately my heart was field with Joy because I can happily look for my life partner now and get marry. Dr. obor,God will bless you, you will leave long. You can also contact this great Dr. Through email OBORSPELLHOME@gmail.com OR WHATSUP HIM ON Mobile:+2348105813057..

  49. jessica on Tue, 21st Mar 2017 4:16 pm
  50. At the moment I have been using Tee Tree twice a week and then using 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 obor herbs 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 William jack and Shantee Merritt on about the great herbal doctor that get them rid of there disease infection. and this great herbal doctor was called dr obor 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 obor for herbal treatment and you will get rid of it.email him on OBORSPELLHOME@GMAIL.COM OR add him up on his whatsupp number +2348105813057

  51. JOYCE ABBY on Tue, 21st Mar 2017 6:48 pm
  52. God bless Dr. ODIOA for his marvelous work in my life, I was diagnosed of HERPES/HIV since 2010 and I was taking my medications, I wasn’t satisfied i needed to get the HERPES.HIV out of my system, I searched about some possible cure for HERPES/HIV i saw a comment about Dr. ODIOA, how he cured HERPES/HIV with his herbal medicine, I contacted him and he guided me. I asked for solutions, he started the remedy for my health, he sent me the medicine through UPS SPEED POST. I took the medicine as prescribed by him and 8 days later i was cured from HERPES/HIV,thank you odioaherbalcurehome@gmail.com Dr, ODIOA ONCE AGAIN THANK YOU SIR
    Dr ODIOA cure the flowing virus, contact him on +2347059055577,

  53. JOYCE ABBY on Tue, 21st Mar 2017 6:52 pm
  54. God bless Dr. ODIOA for his marvelous work in my life, I was diagnosed of HERPES/HIV since 2010 and I was taking my medications, I wasn’t satisfied i needed to get the HERPES.HIV out of my system, I searched about some possible cure for HERPES/HIV i saw a comment about Dr. ODIOA, how he cured HERPES/HIV with his herbal medicine, I contacted him and he guided me. I asked for solutions, he started the remedy for my health, he sent me the medicine through UPS SPEED POST. I took the medicine as prescribed by him and 8 days later i was cured from HERPES/HIV,thank you odioaherbalcurehome@gmail.com Dr, ODIOA ONCE AGAIN THANK YOU SIR
    Dr ODIOA cure the flowing virus, contact him on +2347059055577,.

  55. adam alko on Wed, 22nd Mar 2017 8:59 am
  56. Sincerely i was so crushed when my Husband of 8 years left me and moved to Quebec City to be with another woman.The pains was just too much for me to bear that I couldn’t just bear it anymore. So i had to reached out to the Internet for help until i found out that Dr. Alli was the real deal.. I had tried the whole lot I knew, and with your spells, blessings and extraordinary magical powers, you did all the work for me, which you have guaranteed me positive result in 48 hours, my Ex Husband came back to me and he was remorseful for the whole lot he has done And now my life is balanced and i am happy again. Dr. Alli you do a great service to people. Friends in case you need the help of Dr.Alli kindly mail him on allispellhelp1@gmail.com or +2348100772528 Sir, i will for ever recommend you

  57. jacobmorgan on Wed, 22nd Mar 2017 4:51 pm
  58. This is real take it serious, who will believe that a herbal can cure six years HIV in my body, i never believe that this will work i have spend a lot when getting drugs from the hospital to keep me healthy, what i was waiting for is death because i was broke, one day i hard about this great man who is well know of HIV and cancer cure, i decided to email him, unknowingly to me that this will be the end of the HIV aids in my body, he prepare the herb for me, and give me instruction on how to take it, at the end of the two week, he told me to go to the hospital for a check up, and i went, surprisingly after the test the doctor confirm me negative, i thought it was a joke, i went to other hospital was also negative, then i took my friend who was also HIV positive to the Dr, after the treatment she was also confirm negative . He also have the herb to cure cancer please i want every one with this virus to be free, that is why am dropping his email address, ekiadolaherbalhome@gmail.com and his contact +2349057915075 do email him he is a great man. the government is also interested in this DR, thank you for saving my life, and I promise I will always testify for your good work add him now on whatsapp +2349057915075

  59. kathy anne on Wed, 22nd Mar 2017 5:32 pm
  60. I’m grateful to you Dr Akpan for your help

    I am very happy today to share this amazing testimony on how Dr Akpan the herbal doctor that was able to cure me from my Herpes Virus with his herbal medicine. I have been a Herpes patient for almost 8 months now and have tried different methods of treatment to ensure that I am cured of this terrible disease, but none worked for me, so I had to leave everything to God to handle as I was a Christian who had faith that one day God would intervene in my life, yet I felt so sad and desperate as I was losing almost everything due to my illness, A few months ago while I was searching the internet I saw different recommendation about Dr Akpan on how he have been using his herbal Medicine to treat and cure people, these people advice we contact Dr Akpan for any problem that would help immediately, I contacted Dr Akpan and I told him how I got his contact and also about my disease, after some time Dr Akpan told me to have faith that he would prepare for me a medication of herbal herbs, he told me I would take this medicine for a few weeks and also asked my home for home address so as possible for him to submit the medicine for me, so my good friends after all the process and everything Dr Akpan actually sent me the medicine, I took it as I was directed by Dr Akpan, after a few weeks passed, while on Dr Akpan medication I began to experience changes in my body, I had to call my doctor at the hospital for some blood test after test my hospital doctor told me that I was no longer with the Herpes virus and my blood is pretty good, I can not even believe this, Friends well today i am Herpes Free and i want everyone to know that there is a cure for Herpes for those who will contact Dr Akpan after reading my testimony, you can kindly contact Dr Akpan on his email AKPANHERBALHELP@GMAIL.COM call or whatsApp him on Mobile: +2348143502763 I’m grateful to you Dr Akpan for your help

    I am very happy today to share this amazing testimony on how Dr Akpan the herbal doctor that was able to cure me from my Herpes Virus with his herbal medicine. I have been a Herpes patient for almost 8 months now and have tried different methods of treatment to ensure that I am cured of this terrible disease, but none worked for me, so I had to leave everything to God to handle as I was a Christian who had faith that one day God would intervene in my life, yet I felt so sad and desperate as I was losing almost everything due to my illness, A few months ago while I was searching the internet I saw different recommendation about Dr Akpan on how he have been using his herbal Medicine to treat and cure people, these people advice we contact Dr Akpan for any problem that would help immediately, I contacted Dr Akpan and I told him how I got his contact and also about my disease, after some time Dr Akpan told me to have faith that he would prepare for me a medication of herbal herbs, he told me I would take this medicine for a few weeks and also asked my home for home address so as possible for him to submit the medicine for me, so my good friends after all the process and everything Dr Akpan actually sent me the medicine, I took it as I was directed by Dr Akpan, after a few weeks passed, while on Dr Akpan medication I began to experience changes in my body, I had to call my doctor at the hospital for some blood test after test my hospital doctor told me that I was no longer with the Herpes virus and my blood is pretty good, I can not even believe this, Friends well today i am Herpes Free and i want everyone to know that there is a cure for Herpes for those who will contact Dr Akpan after reading my testimony, you can kindly contact Dr Akpan on his email AKPANHERBALHELP@GMAIL.COM call or whatsApp him on Mobile: +2348143502763

  61. Alicia Berry on Wed, 22nd Mar 2017 11:31 pm
  62. My name is Alicia,from UK.I contacted Mr. Femi okuns, after wasting time on other so called witches & spell-casters. I spent thousands of dollars with no results. Up to the point where I contacted via email: homeofspells.247@gmail.com I had No contact with my lost love,my husband whom he helped to bring back to me permanently.I realized Dr was special, because,the day and moment i sent our details,He asked me to call my husband, after two months of No contact at all.from that point,everything changed,now my husband is back to me.
    Mr. Femi has since cast 3 different spells for my friends and all are working fine.the days whilst he is performing the spells, He is there, as he says on his site 24/7. I live in the UK, and the time difference makes it difficult to keep in touch within reasonable hours, but he is always willing to listen and cast spells.
    I am confident that the results you wish for will manifest when you call or whatsap Mr. Femi okuns,+2347050775844 also via email: homeofspells.247@gmail.com . I want to share my testimony he is more than a wizard, he is a friend, mentor and spiritual spell-caster, He also specializes on the follows;
    *Divorce reconciliation
    *Marriage reconciliation
    *Business growth
    *Promotion in your place of work/office
    *Making banks to grants loans
    *Cures of diseases such as; Cancer, Hiv Aids, Zika virus, Herpes Disease, Sexual Infection E.T.C.
    *Pregnancy or Fertility spell
    *Getting your EX/lover back
    *Getting your wife/husband back
    *Getting your boyfriend/girlfriend back

  63. Emily on Thu, 23rd Mar 2017 1:30 am
  64. Greeting to anyone reading this article of mine, I wanted to say thanks to doctor for his wonderful product that cure me for herpes . I am more than confident that my Herpes and Cold Sores around my lip have completely gone. I use to get outbreaks at least once every 2-3 months on my bottom lip (Last outbreak April 2016, 3 weeks before start of Taking doctor okoh herbal product that has cure me). I am now 11 months since last outbreak and nothing has appeared, nothing! I will never forget the day I urinated the dead virus out of my body, the color of my urine was unusual on that one occasion while i’m still on doctor okoh herbal product. That has never happened to me before and it has not happened since. The product is for real and the best money I have ever spent. No more hiding from people, no more outbreaks!i followed strictly as instructed and drank plenty of water. I will say to you or anyone out there you know about. I f you have any health problem, herpes or any STD virus such as HIV,AIDS, WARTS, GENITAL HERPES, contact doctor okoh for a cure , He is the best.” Thank you so much doctor okoh for your herpes herbal cure product! For more information on how to get this products for your HERPES cure or any STD or HEALTH PROBLEM, contact doctor on the following: WHAT-APP MESSAGING : +2348153089532, EMAIL: drokohspelhome@gmail.com WEBSITE: drokohspelhome.wixsite.com/drokoh

  65. tracy bella on Thu, 23rd Mar 2017 7:13 am
  66. 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 agbebaku 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: dragbebakuspellsolutiontemple@gmail.com his WHATSAPP number is +2349053099479 or call +2349035850834 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),see more at:dragbebakuherbalho.wixsite.com/solutioncenter

  67. FRED on Thu, 23rd Mar 2017 7:35 am
  68. OMG II still unbelievable to me that i will be healed and cure of my illness ,i have been suffering from paralysis for more than fours now ,and really faced so many enbareshment from people and suffered with my kids ,my husband and i have gone through hell looking for possible cure to my illness which along the line want scam thousands of dollars ,i want totally down and want to give up ,no body want to look or see me around them ,on one very faithful day i saw a comment of someone how he was healed of cancer ,i was surprise i doubted but was tended to give a try ,i contact these very email ,(zubanahtemple@hotmail.com )can you imagine i am healed right now , i was only sent an herb to use and after two days i begin to see changes over my body ,if you are suffering from any kind of illness contact her to and see for yourself ,.

  69. mabeljeff000 on Thu, 23rd Mar 2017 8:50 am
  70. attention you all,i don’t just know the reason why some people is finding it difficult to believe that there is a cure for HIV, i have been HIV+ since last three years with my boyfriend but today i am happy that i am HIV_ with herbal medicine of Dr EKADOLA the great healer,i was browsing the Internet searching for help when i came across a testimony shared by someone on how Dr EKADOLA cure his HIV i was so much in need of getting his treatment but after all Dr EKADOLA brought a smile to my face with his herbal medicine. i am so much happy today that we have someone like this great healer out there, so my people out there kindly contact this great healer on his email address: ekiadolaherbalhome@gmail.com please sir keep your good work cause there are people out there who is in need of your healing medicine.once more contact him now: ekiadolaherbalhome@gmail.com or call him at+2349057915075 once you get inturch with him tell him that i mabel inform you about is ambition work.good lucky

  71. millian jsoh on Thu, 23rd Mar 2017 9:49 am
  72. :EASY WAY TO CURE HERPES:

    i am millian josh, you can also add me on Facebook or send me an email via millianjosh@gmail.com. the main reason why i publish my email and Facebook account out, is that there are several scam on the internet who claim that they have the cure of herpes.i am here to share a marvel testimony,because i have being scam of $1800 by DR odogu. who so ever that claim such email is a scam.but i thank a kind Godsent man who cure my herpes without collecting money from me,his name is doctor OOSA. 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 and Facebook page of how Dr OOSA 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 pains stop gradually and i had to leave without the herpes the doctor gave to me. Right now i can tell you that few months now i have not had any pain, and i have just went for text last week and the doctor confirmed that there is no trace of any herpes system on my body. Glory be to God for leading me to this genuine to Dr OOSA 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 OOSA via doctoroosaherbalhome@gmail.com and you will be free and free forever, Try it and you will not regret it because it truly works. One thing i have come to realize is that you never know how true it is until you try. There is no harm in trying. Remember, delay in treatment leads to something else.and i wonder why the USA doctor are not doing anything about this herpes and it spreading so fast.Here is his email: doctoroosaherbalhome@gmail.com Contact him and be free from herpes!thank you for helping me to cure my HERPES.

Tell me what you're thinking...





  • Swiss Association for Analytics

  • Most Popular Posts

  • T-shirts, Mugs & Mousepads


    All benefits given to a charity association
  • Data Mining Search Engine

    Supported by AnalyticBridge

  • Archives

  • Reading Recommandations