Sunday, 15 September 2013

Modelling an all-time greatest musical playlist



The popularity of Triple J's annual Hottest 100 has made my wonder what my favourite songs of all time are and whether I could come up with a list based on some actual data. The information I have to use is my iTunes data since 2005. Being only 8 years of my life, this data set is limited. But with any luck (that is, if the assumptions hold true) the following algorithms will stay appropriate into the future and require only minor tweaking. What we're trying to do is come up with a method that will tell me, from my listening habits in iTunes, what my favourite songs are. Whether you actually listen to your favourite songs more than others is a debate for another time.

iTunes doesn't tell you when songs were played, just how many times, so the useful parameters we can export for each song are "Play Count" (p) and "Date Added". If we add up all the individual play counts, we get the "Total Play Count" for the entire collection (P). Date Added can be turned into the number of days the song has been in the collection - time (t). We also know the number of songs in the collection now (N) and at various times in the past when I've exported the data.

First cut:
An easy first-cut model is to simply divide each song's play count by its time in the collection and order the songs by this rate of play. As a first attempt this may seem logical, however the problem is that it is heavily biased towards newer songs. You're likely to listen to a song a few times after you add it before it slips back into your various playlists. It also doesn't take into account that there are more songs in the collection now than at the start.

What we need to do is come up with an equation that tells us how many times a song is expected to have been played depending on when it was added. We can then compare this number to how many times it was actually played and order the songs by this ratio.

Second cut:



This second version suffers from the same biasing problem as the first, but does take into account that the number of songs in the collection is changing over time. This is important as if you assume that you listen to music for about the same amount of time each day, then the more songs you have in your collection, the less likely you are to randomly hear the same song twice. Hence, songs that are played regularly when the collection is small should not be treated in the same way as songs played with the same frequency when the collection is large. N0 is the number of songs in the collection at t0. This model assumes that the number of songs in the collection grows linearly over time (A and B are constants) - that is, the same number of songs are added each month. This is about right for my collection. The integration is left as an exercise for the reader (hint, you get a log function).

Third cut:



This final version takes into account that when you add new songs to your collection that you like, you are likely to listen to them quite a lot, independently of the number of songs that are already there - that is, they get added to a "new songs" playlist. The novelty of a new song eventually wears off, so the way we've modelled this is to use an exponential factor. You can tweek the coefficients (C and D) by thinking about the "half life" of a new song. The integration is left as an exercise for the reader (hint, you get a log function and an exponential).

The equation now contains two components - the first modelling the number of plays expected through random play and the second the impact of adding new songs to the collection. The model suggests that I play the same number of songs each year (apart from a barely perceptible increase due to the exponential factor) and it seems to work pretty well. This model won't work if and when I swap over to streaming music, as opposed to owning it, as my major form of music consumption, but for now it's holding up. Having played around with the coefficients, the list as it stands is below. It pretty much represents upbeat songs I go running with and songs my 2-year old likes - for whatever reason, he likes Korean pop music! I have to think that the novelty of Psy will wear off over time, but Hall and Oates, they'll never die.

Gangnam Style PSY
I Remember Deadmau5 and Kaskade
ABC News Theme Remix Pendulum
You Make My Dreams Hall & Oates
Shooting Stars Bag Raiders
This Boy's In Love The Presets
Get Shaky Ian Carey Project
Monster BIGBANG
From Above Ben Folds
Banquet Bloc Party



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  29. All thanks to Dr Osebor for helping me out from shame. I was heartbroken because i had very small penis, not nice to satisfy a woman, i had so many relationship curt off because of my situation, i have used so many product which i found online but none could offer me the help i searched for. i saw some few comments about this Doctor called Dr. Osebor and I decided to email him on: oseborwinbacktemple@gmail.com so I decided to give his herbal product a try. i emailed him and he got back to me, he gave me some comforting words with his herbal product for Penis Enlargement,when i receive his product and i start using it Within 1 week of it, i began to feel the enlargement of my penis, " and now it's just 2 weeks of using his products my penis is about 9 inches longer and strong. I'm so happy..feel free to contact DR Osebor on any types of probles you sick for on his Email: oseborwinbacktemple@gmail.com or you can also call him on the phone +2348073245515

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  30. Hello viewers around the Globe, I was despondent because i had a very small penis, about 2.5 inches soft and 4 inches hard not nice enough to satisfy a woman, i have been in so many relationship, but cut off because of my situation, i have used so many product which doctors prescribe for me, but none could offer me the help i searched for. i saw some few comments on the internet about this specialist called Dr, OLHIA and i decided to contact him on his {oliha.miraclemedicine@gmail.com} so I decided to give his herbal product a try. i emailed him and he got back to me, he gave me some comforting words with his herbal pills for Penis Enlargement, Within 3 week of it, i began to feel the enlargement of my penis, " and now it just 4 weeks of using his products my penis is about 9 inches longer, and i had to settle out with my Ex girlfriend Ella, i was surprised when she said that she is satisfied with my sex and i have got a large penis. Am so happy, thanks to Dr OLIHA I also learn that Dr OLIHA also help with Breast Enlargement Hips and Bums Enlargement etc.. If you are in any situation with a little Penis, weak ejaculation, small breast_hips_bums do get to Dr OLIHA now for help on his email {oliha.miraclemedicine@gmail.com} or whats app him number: +2349038382931

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  31. My Name is Dr Aziba you can Contact Me via Email Priestazibasolutioncenter@gmail.com For Penis Enlargement Product to help you get as long as 8inches Long with good Erection. Contact Me Via Email : Priestazibasolutioncenter@gmail.com

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  32. FAST AND URGENT MEANS TO ENLARGE YOUR PENIS WITH DR OBUE HERBAL PRODUCT WEBSITE https://drobuesolutiontemp.wixsite.com/drobue whatsapp +2348030569449
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  33. My Name is Dr Aziba you can Contact Me via Email Priestazibasolutioncenter@gmail.com For Penis Enlargement Product to help you get as long as 8inches Long with good Erection. Contact Me Via Email : Priestazibasolutioncenter@gmail.com Via WhatsApp: +238100368288 .

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  34. FAST AND URGENT MEANS TO ENLARGE YOUR PENIS WITH DR OBUE HERBAL PRODUCT WEBSITE https://drobuesolutiontemp.wixsite.com/drobue whatsapp +2348030569449
    Hello everyone i want to testify of how Dr OBUE herbal mixture cream enlarged my penis size. i never thought i will be happy again in my life because of my small penis situation,i have struggling with this issue my life time and i could not find a professional result i wanted ,i ave went to hospitals,used vaccines,tried several herbs online ,penis pumps and all but none rendered me the solution i wanted ,i felt like killing when my fiance SIMONE left me after undressing myself in front of her,my size was too embarrassing and shameful imagine a 36 years old man like me having 3.5 inches penis size..the world seem to an end to me when we she left so one faithful day as i was watching a video on you tube i saw on the comments of one MR MAMARU ABIYE testifying of this great herbal healer Dr OBUE helped him enlarge his penis .i was shocked and happy so i quickly visited his website https://drobuesolutiontemp.wixsite.com/drobue and emailed him within 30 mins he got back to me and told me all i need to buy and i did so after 4 days i received his herbal medicine ,he gave me instructions on how to use it ,as i am speaking to you people now after using the cream for just two weeks my penis size is 11 inches long and 8.0 girth ,,am so happy and grateful for his work in my life thank you so much Dr OBUE ,,i also learnt he has cure for LOW SPERM COUNT,PREMATURE EJACULATION,ERECTILE DYSFUNCTION,HIV/AIDS VIRUS,DIABETES 1/2,HERPES DISEASE,CANCER,and lots more you can email him on drobuesolutiontemple@gmail.com website https://drobuesolutiontemp.wixsite.com/drobue or call/whatsapp him directly on +2348030569449 thanks

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  37. All thanks to Dr Osebor for helping me out from shame. I was heartbroken because i had very small penis, not nice to satisfy a woman, i had so many relationship curt off because of my situation, i have used so many product which i found online but none could offer me the help i searched for. i saw some few comments about this Doctor called Dr. Osebor and I decided to email him on: oseborwinbacktemple@gmail.com so I decided to give his herbal product a try. i emailed him and he got back to me, he gave me some comforting words with his herbal product for Penis Enlargement,when i receive his product and i start using it  Within 1 week of it, i began to feel the enlargement of my penis, " and now it's just 2 weeks of using his products my penis is about 9 inches longer and strong. I'm so happy..feel free to contact DR Osebor on any types of probles you sick for  on his Email: oseborwinbacktemple@gmail.com or you can also call him on the phone +2348073245515  

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  38. HELLO EVERYONE.. FEW MUNINETS TO REDY THIS INFOR ON HERPES CURE 2018..
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  39. I want to use this opportunity to thank Dr.Afrid for making me a complete man again, i was infected with herpes for years i have been seriously praying to God and searching for cure. I came here last month to search for solution to my herpes infection and i saw a comment of people praising Dr Afrid and God directed me to choose Dr.Afrid and i contacted Him, he sent me a herbal medication and directed me on how i will take the medication for few days, i did so and went for a test and my result came out as Negative. i am so happy friends, i shared tears of happiness and i have taken it upon my self to always testify about how God used Dr.Afrid to solve my problem. I am nagative now. I will still drop his E-MAIL drafridherbalhome@gmail.com So friends my advise is if you have such sickness or virus, all you can do email Dr.Afrid through his Email: drafridherbalhome@gmail.com or whatsapp him on +2349057260738 or view his{website:http://drafridherbalhome.webs.com}

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  40. I want to use this opportunity to thank Dr.Afrid for making me a complete man again, i was infected with herpes for years i have been seriously praying to God and searching for cure. I came here last month to search for solution to my herpes infection and i saw a comment of people praising Dr Afrid and God directed me to choose Dr.Afrid and i contacted Him, he sent me a herbal medication and directed me on how i will take the medication for few days, i did so and went for a test and my result came out as Negative. i am so happy friends, i shared tears of happiness and i have taken it upon my self to always testify about how God used Dr.Afrid to solve my problem. I am nagative now. I will still drop his E-MAIL drafridherbalhome@gmail.com So friends my advise is if you have such sickness or virus, all you can do email Dr.Afrid through his Email: drafridherbalhome@gmail.com or whatsapp him on +2349057260738 or view his{website:http://drafridherbalhome.webs.com}

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  42. hello everyone here i want to tell the whole world about Dr AKIOYA herbal mixture cream ...Dr AKIOYA penis enlargement herbal cream in Africa.This is the only Male Penis Enlargement Cream has been used by men around the world like USA,CANADA,AUSTRALIA,BELGIUM,SWEDEN,GERMANY,UK,SINGAPORE,MALAYSIA AND SO MANY MORE supplement that has been PROVEN to-enlarge your penis – safely, quickly, and importantly – PERMANENTLY.Full Dr AKIOYA Penis Enlargement Cream when used will Increase in penis length by 1-5 inches Increase in penis width by 20%helps in preventing Premature Ejaculation.Achieved longer, rock hard erections All gains in penis length and width are 100% permanent Full AKIOYA Penis Enlargement Cream is also:100% Herbal, 100% Safest with no side effect and its of two types I have the one for enlargement and for reduction and your advised to use it by message 100% Satisfaction and Money Back Guarantee. DR. AKIOYA , About my products i have herbal cream and oil 100% Permanent Guaranteed resulting it on your body where you feel you want to reduce or enlarge which will help you to be strong and you get the desirable size you want-within 3-5 days and when you get your desirable size you are advised to stop using it and the results you gain will remain permanent We also do deliveries all over AFRICA, and worldwide so i would like to know first when do you need the product.for more information call or whatsapp Dr.AKIOYA +2348105257464 email drakioya17spellhome@gmail.com or visit his website http://drakioyaherbalcenter.home.blog
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  43. DO YOU WANT AN URGENT HERBAL CREAM FOR PENIS ENLARGEMENT:CONTACT DR OBUE THROUGH HIS WEBSITE https://drobuesolutiontemp.wixsite.com/drobue  WHATSAPP  +2348030569449
    Sincerely I was unhappy because i had a very small penis, about 2.5 inches soft and 4 inches hard not nice enough to satisfy a woman, i have been in so many relationship, but cut off because of my situation, i have used so many product which doctors prescribe for me, but none could offer me the help i searched for. i saw some few comments on the internet about this specialist called Dr, OBUE and i decided to contact him on his website i saw on the internet WEBSITE https://drobuesolutiontemp.wixsite.com/drobue    so I decided to give his herbal product a try. i emailed him drobuesolutiontemple@gmail.com and he got back to me, he gave me some comforting words with his herbal pills for Penis Enlargement, Within 2 weeks of it, i began to feel the enlargement of my penis, " and now it just 4 weeks of using his products my penis is about 11 inches longer, and i had to settle out with my Ex girlfriend JANE , i was surprised when she said that she is satisfied with my sex and i have got a large penis. Am so happy, thanks to Dr OBUE I also learn that Dr OBUE also help with Breast Enlargement Hips and Bums Enlargement etc.. If you are in any situation with a little Penis, weak ejaculation, small breast_hips_bums,lottery spell,ex back spell etc so get to Dr OBUE now for help on his email (drobuesolutiontemple@gmail.com) WEBSITE https://drobuesolutiontemp.wixsite.com/drobue  or add him on whatsapp line +2348030569449     

    ReplyDelete
  44. There are still real herbal doctors out there, despite the fact that there are lot of scammers out there that claim to be doctors, I got my penis enlarged with the help of Dr. Okpoko, and he also provided remedy for me which cured me from premature ejaculation and erectile dysfunction, I haven't been able to satisfy my wife since I got married, until I decided to check online on the internet if I could get help to my problem, so luckily I met his email address on one of the site I checked, I saw where his email was posted with a testimonial of how he help cured a guy from erectile dysfunction, so I decided to contact him and explain to him my own present predicament, and he promised to help me out, I thought he was trying to take advantage of me and just get my money because I have lost a lot of money in the past trying to get over this problem, but to my greatest surprise, he actually provided a solution for me as we agreed, after he received money from me to get the items he used in preparing the remedy he sent to me,
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    ReplyDelete
  45. There are still real herbal doctors out there, despite the fact that there are lot of scammers out there that claim to be doctors, I got my penis enlarged with the help of Dr. Okpoko, and he also provided remedy for me which cured me from premature ejaculation and erectile dysfunction, I haven't been able to satisfy my wife since I got married, until I decided to check online on the internet if I could get help to my problem, so luckily I met his email address on one of the site I checked, I saw where his email was posted with a testimonial of how he help cured a guy from erectile dysfunction, so I decided to contact him and explain to him my own present predicament, and he promised to help me out, I thought he was trying to take advantage of me and just get my money because I have lost a lot of money in the past trying to get over this problem, but to my greatest surprise, he actually provided a solution for me as we agreed, after he received money from me to get the items he used in preparing the remedy he sent to me,
    if there is anyone here that need remedy to erectile dysfunction, premature ejaculation or anyone that need penis enlargement, kindly contact him on his email address and be a happy man and make your wife or girl friend happy as well
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    he also has cure to various diseases such as cancer, herpes, leukemia, kidney problems, diabetes and lots more,
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    ReplyDelete
  46. HOW  I WAS BEEN CURE FROM GENITAL SIMPLEX VIRUS
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  47. I want to share a testimony of how Dr UDI  herbal mixture cream saved me from shame and disgrace, my penis was a big problem to me as the size was really so embarrassing ,and i was also having weak erection problem i had so many relationship called off because of my situation, i have used so many product which i found online but none could offer me the help i searched for Which was very painful and then i saw some few testimonies about this herbal specialist called Dr UDI and decided to email him on so I gave his herbal product a try. i emailed him and he got back to me and we discussed, he gave me some comforting words and encouraged me also ans then gave me his herbal pills and cream for Penis Enlargement Within 1 week of it, i began to feel the enlargement of my penis, " and now it just 2 weeks of using his products my penis is about 10 inches longer and am so happy contact Dr UDI via (drudiherbalhome@gmail.com) Via whatapp +2348051243538 or view is website https://drudiblogaddress.blogspot.com/   https://drudiherba.home.blog:

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  48. hello everyone i am FRED CABANSAG from UAE but live in the united states of america   i want to tell the whole world of great  Dr Obue herbal mixture i was unhappy ever since my girlfriend back then in college mocked me of having a small penis and weak in bed ,ever since then i have been trying to improve my sex life but all effort failed ..but it gut worse when i got married ,my wife is so angry with me and Threatened to leave me if i do not find a way and i love my wife so much so one faithful day i was reading some comments on a blog then i saw a comment of one Mr Tom Sullivan new Orleans testifying of how Dr obue helped him enlarge his penis and fertilise his sperm count so i quickly contacted him by his website link https://drobuesolutiontemp.wixsite.com/drobue  and he got back to me and i did as he said ..to my greatest surprise i got 10 inches within two weeks of using his herbal medicine and now its just 3 weeks i am having 10.5 inches i am so happy now..my wife told me am so good in bed that i almost killed her last night all thanks to him note he also cure sicknesses and diseases like PENIS ENLARGEMENTERECTILE DYSFUNCTIONDIABETES type 1 and type 2HERPES GENITAL WARTLOW SPERM COUNTWEAK ERECTIONBREAST ENLARGEMENTPROSTRATE CANCERHIV/AIDSPREMATURE EJACULATION 
    so if you need his help contact him on his email drobuesolutiontemple@gmail.com  visit his site   https://drobuesolutiontemp.wixsite.com/drobue or whatsapp him on +2348030569449  thanks 

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  50. I would like to let all know that the size of your Penis really matters in your relationship or marriage. I got married to my wife about 1 month after we met on a photo studio, we lived happily for the first 3 months of our marriage until i and my wife started having quarrels at home because i couldn't satisfy her on bed with my little penis. Actually my penis was very small, it measured about 4.5 inch long on erection and i am 39 years old. My wife said it was forbidden by the women of this world. My wife started sleeping with other men outside. Sometimes i will return from work without finding my wife at home and whenever i call or ask her where she was, she will always snub at me and sometimes just tell me to go get a larger dick. All this continued for a long time and it hurt me so much that i was at the edge of breaking up on the marriage till when i read about a doctor called DR.OMOHAN. online. I never thought i could smile and be in a happy marriage again if not for the help of DR.OMOHAN. I got the doctors Emails:(dromohanherbalmedicine@gmail.com ) on the internet and i emailed him, and he got back to me with some encouraging words, he got me some herbs cream which i use for just 8 days and i began to feel the enlargement of my penis, and without surgery. This went on for a little period of about 10 days and to my surprise my wife keeps screaming that she love my big dick now. Now my wife no longer cheat on me, and my penis is now about 10.5 inches long on erection and off course very large round. And now my wife uses breasts, hips and bums enlargement. I and my wife are very happy for the help rendered to me by DR.OMOHAN , and i want to say a big thanks to Doctor for the help. You can contact the Doctor now on his Email:( dromohanherbalmedicine@gmail.com ) Am thankful to the doctor for helping me.
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    ReplyDelete
  51. hello everyone i am FRED CABANSAG from UAE but live in the united states of america   i want to tell the whole world of great  Dr Obue herbal mixture i was unhappy ever since my girlfriend back then in college mocked me of having a small penis and weak in bed ,ever since then i have been trying to improve my sex life but all effort failed ..but it gut worse when i got married ,my wife is so angry with me and Threatened to leave me if i do not find a way and i love my wife so much so one faithful day i was reading some comments on a blog then i saw a comment of one Mr Tom Sullivan new Orleans testifying of how Dr obue helped him enlarge his penis and fertilise his sperm count so i quickly contacted him by his website link https://drobuesolutiontemp.wixsite.com/drobue  and he got back to me and i did as he said ..to my greatest surprise i got 10 inches within two weeks of using his herbal medicine and now its just 3 weeks i am having 10.5 inches i am so happy now..my wife told me am so good in bed that i almost killed her last night all thanks to him note he also cure sicknesses and diseases like 
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    ERECTILE DYSFUNCTION
    DIABETES type 1 and type 2
    HERPES GENITAL WART
    LOW SPERM COUNT
    WEAK ERECTION
    BREAST ENLARGEMENT
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    PREMATURE EJACULATION 

    so if you need his help contact him on his email drobuesolutiontemple@gmail.com  visit his site   https://drobuesolutiontemp.wixsite.com/drobue or whatsapp him on +2348030569449  thanks 

    ReplyDelete
  52. I was despondent because i had a very small penis, about 2.5 inches soft and 4 inches hard not nice enough to satisfy a woman, i have been in so many relationship, but cut off because of my situation, i have used so many product which doctors prescribe for me, but none could offer me the help i searched for. i saw some few comments on the INTERNET about this specialist called Dr DADA and decided to contact him on his email: {drdadaspellhome7@gmail.com} so I decided to give his herbal product a try. i emailed him and he got back to me, he gave me some comforting words with his herbal pills for Penis Enlargement, Within 3 week of it, i began to feel the enlargement of my penis, " and now it just 4 weeks of using his products my penis is about 9 inches longer, and i had to settle out with my Ex girlfriend JOY, i was surprised when she said that she is satisfied with my sex and i have got a large penis. Am so happy, thanks to Dr DADA I also learn that Dr DADA also help with Breast Enlargement Hips and Bums Enlargement etc.. If you are in any situation with a little Penis, weak ejaculation, small breast_hips_bums do get to Dr DADA now for help on his email:{drdadaspellhome@hotmail.com} or whatsapp +2348158568638

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  53. hello everyone i am FRED CABANSAG from UAE but live in the united states of america   i want to tell the whole world of great  Dr Obue herbal mixture i was unhappy ever since my girlfriend back then in college mocked me of having a small penis and weak in bed ,ever since then i have been trying to improve my sex life but all effort failed ..but it gut worse when i got married ,my wife is so angry with me and Threatened to leave me if i do not find a way and i love my wife so much so one faithful day i was reading some comments on a blog then i saw a comment of one Mr Tom Sullivan new Orleans testifying of how Dr obue helped him enlarge his penis and fertilise his sperm count so i quickly contacted him by his website link https://drobuesolutiontemp.wixsite.com/drobue  and he got back to me and i did as he said ..to my greatest surprise i got 10 inches within two weeks of using his herbal medicine and now its just 3 weeks i am having 10.5 inches i am so happy now..my wife told me am so good in bed that i almost killed her last night all thanks to him note he also cure sicknesses and diseases like 
    PENIS ENLARGEMENT
    ERECTILE DYSFUNCTION
    DIABETES type 1 and type 2
    HERPES GENITAL WART
    LOW SPERM COUNT
    WEAK ERECTION
    BREAST ENLARGEMENT
    PROSTRATE CANCER
    HIV/AIDS
    PREMATURE EJACULATION 

    so if you need his help contact him on his email drobuesolutiontemple@gmail.com  visit his site   https://drobuesolutiontemp.wixsite.com/drobue or whatsapp him on +2348030569449  thanks

    ReplyDelete
  54. Hello everyone i am here to give my testimony about a spell caster called DR OLIHA, I was heartbroken because i had very small penis, not big enough to satisfy a woman, i have been in so many relationship, but cut off because of my situation, i have used so many product which doctors prescribe for me, but none could offer me the help i searched for. i saw some few comments on the internet about this specialist called Dr OLIHA and decided to email him on his email i saw on the internet,(oliha.miraclemedicine@gmail.com  ) so I decided to give his herbal product a try. i emailed him and he got back to me, he gave me some comforting words with his herbal pills for Penis Enlargement, Within 3 week of it, i began to feel the enlargement of my penis, ” and now it just 2 weeks of using his products my penis is about 9 inches longer, and i had to settle out with my Ex girlfriend Kate, i was surprised when she said that she is satisfied with my sex and i have got a large penis.
    Am so happy, thanks to Dr OLIHA. i urge you now to contact DR OLIHA
    for help on his email via (oliha.miraclemedicine@gmail.com  or call and whatsapp him on his mobile +2349038382931.  

    ReplyDelete
  55. Hello viewers around the Globe, I was despondent because i had a very small penis, about 2.5 inches soft and 4 inches hard not nice enough to satisfy a woman, i have been in so many relationship, but cut off because of my situation, i have used so many product which doctors prescribe for me, but none could offer me the help i searched for. i saw some few comments on the internet about this specialist called Dr, OLHIA and i decided to contact him on his {oliha.miraclemedicine@gmail.com} so I decided to give his herbal product a try. i emailed him and he got back to me, he gave me some comforting words with his herbal pills for Penis Enlargement, Within 3 week of it, i began to feel the enlargement of my penis, " and now it just 4 weeks of using his products my penis is about 9 inches longer, and i had to settle out with my Ex girlfriend Ella, i was surprised when she said that she is satisfied with my sex and i have got a large penis. Am so happy, thanks to Dr OLIHA I also learn that Dr OLIHA also help with Breast Enlargement Hips and Bums Enlargement etc.. If you are in any situation with a little Penis, weak ejaculation, small breast_hips_bums do get to Dr OLIHA now for help on his email {oliha.miraclemedicine@gmail.com} or whats app him number: +2349038382931

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  58. hello everyone i am john from Florida USA i want to testify of how DR love herbal mixture cream enlarged my penis size. i never thought i will be happy again in my life because of my small penis and early ejaculation,i have been suffering with this issue my life since i was a kid and i could not find a great and permanent result i wanted ,i have went to hospitals,used vaccines,tried several herbs online ,penis pumps and all but none rendered me the solution i wanted ,i felt like killing when my fiance joy left me after undressing myself in front of her,my size was too embarrassing and shameful imagine a 35 years old man like me having 2.5inches penis size..the world seem to an end to me when she left, so one faithful day as i was watching a video on you tube i saw on the comments of one mr peter bobby testifying of this great herbal healer DR love who helped him enlarge his penis .i was shocked and happy so i quickly emailed him on drlovetemple@gmail.com within 30 mins he got back to me and told me all i need to buy and i did so after 4 days i received his herbal medicine ,he gave me instructions on how to use it ,as i am speaking to you people now after using the cream for just one week my penis size is 9inches long and 7.0 girth ,,am so happy and grateful for his work in my life thank you so much Dr love ,,i also learnt he has cure for LOW SPERM COUNT,PREMATURE EJACULATION,ERECTILE DYSFUNCTION,DIABETES 1/2,HERPES DISEASE,CANCER,and lots more you can email him on drlovetemple@gmail.com or call/whatsapp him directly on +2347010538590

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  59. I want to share a testimony of how Dr.LOVE herbal mixture cream saves me from shame and disgrace, my penis was a big problem to me as the size was really so embarrassing,and i was also having weak erection problem. I can't make love to my wife and my penis was just too small a full grown man like me having 4 inches penis and to worsen it i don't last in sex i cant even last two minutes it was really a thing of shame to me. My wife was really tired of me because my sex life was very poor,she never enjoyed sex,i was always thinking and searching for solutions everywhere until when i saw a testimony of how Dr.LOVE herbal mixture cream have been helping people regarding their sex life, so i decided to give him a try and to my greatest surprise in less than one week of taking the herbs my penis grow to 8 inches i couldn't believe my eyes and as i speak now my penis is now 8 inches and i do not have week erection again. I can make love to my wife longer in bed. And my marriage is now stable,my wife now enjoy me very well in bed. can contact him drlovetemple@gmail.com {) or call or what-apps him through +2347010538590

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  60. I was despondent because i had a very small penis, about 2.5 inches soft and 4 inches hard not nice enough to satisfy a woman, i have been in so many relationship, but cut off because of my situation, i have used so many product which doctors prescribe for me, but none could offer me the help i searched for. i saw some few comments on the INTERNET about this specialist called Dr movo and decided to contact him on his email: {drmovo.supernaturalherbalmedic@gmail.com} so I decided to give his herbal product a try. i emailed him and he got back to me, he gave me some comforting words with his herbal pills for Penis Enlargement, Within 3 week of it, i began to feel the enlargement of my penis, " and now it just 4 weeks of using his products my penis is about 9 inches longer, and i had to settle out with my Ex girlfriend JOY, i was surprised when she said that she is satisfied with my sex and i have got a large penis. Am so happy, thanks to Dr movo I also learn that Dr movo also help with Breast Enlargement Hips and Bums Enlargement etc.. If you are in any situation with a little Penis, weak ejaculation, small breast_hips_bums do get to Dr movo now for help on his email:{drmovo.supernaturalherbalmedic@gmail.com} or whatsapp +2347061865209.

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