Monday 25 May 2015

Updated NHL Expected Goals Model


Here is the latest rendition of my Expected Goals model. If you haven't read the original post you probably should read it here before continuing.The only substantial change from the previous version is that this one now includes rush shots. As it has been previously shown that rush shots just by the very fact that they are rush shots result in a higher shooting percentage. My model currently only accounts for 5-on-5 situations and includes a total of five factors:
  • Adjusted Distance
    • The farther a shot the lower likelihood it results in a goal 
  • Type of Shot
    • Snap/Slap/Backhand/Wraparound/etc...
  • Rebound - Yes/No?
    • A rebound is defined as a shot taking place less than 4
  • Score Situation
    • Up a goal/down a goal/tied/etc…
  • Rush Shot - Yes/No?
    • Rush shots have a higher shooting percentage

Results

Same sort of graphs below as in the previous post, along with the correlations for each. The ExpGF correlation jumped slightly from 0.58 to 0.61 yet the ExpGA correlation stayed consistent at 0.60. That isn't to say adding rush shots didn't effect the model. There is definitely some difference both positive and negative on certain teams, typically within the 10 goal range.



Upcoming


I still plan on adding some aspect of regressed shooter and goaltender talent somehow into the model. I am close to releasing ExpG at the player level, hopefully within the next week. Around the time I am able to incorporate goaltender talent into the model I should also be able to update my xSV% with the shot quality aspects of this model.

Expected Goals


Here are the updated results below. Note that, dGF/dGA/dGF%, are calculated as actual minus expected. Therefore, a positive dGF means that a team scored more goals than the model predicted they would. A positive dGA means that a allowed more goals against than the model would have predicted. I will update this spreadsheet in its own tab at the top of this site too. Please let me know any questions or feedback you might have. Enjoy!



92 comments:

  1. Excellent article. I'm wondering however the correlation between Exp GF/60 and GF/60, then Exp GA/60 and GA/60? Thanks

    ReplyDelete
    Replies
    1. Sorry I missed this. I will do some more follow ups with xG now that I have got CPM up and running but if you check my Twitter timeline I did post some xG graphs earlier this week.

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  2. Excellent post. The research statement for faculty position are understanding the reason of this research. I admired their way. Good Job!

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  5. First of all thanks to Dr.Agbazara for bringing back my lover to me within 48 hour. I have nothing to say than to Thank you and to let you know that i am happy.. My Lover treats me better and he spends most of her time with me now telling me how much he loves me than ever before.. If you have any problems with your lover contact Dr.Agbazara via email: ( agbazara@gmail.com ) or WhatsApp +2348104102662 because he is the solution to every relationship problems

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  8. This is a testimony that i will tell everyone to hear i have been married four 3years and on the 4years of my marriage another woman had a spell to take my husband away from me and my husband left me and the kids and we have suffered for 1year and 6 months until i meant a post where this man Dr Bakaba have helped someone and i decided to give him a try to help me bring my love husband home and believe me i just send my picture to him and that of my husband and after 3days as he have told me i saw a car drove into the house and behold it was my husband and he have come to me and the kids and that is why i am happy to make every one of you in similar to met with this man and have your lover back to your self His email ( bakabaspelltemple@gmail.com ) or call or WhatsApp him ( +2347063836098 ) he can also help on PREGNANCY SPELL get all your problem solve. No problem is too big for him to solve..Contact him THANKS Dr BAKABA

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    Replies
    1. Having issues with your fiancee could be so disturbing especially when she is the one you have loved all your life and she has been the reason you are still alive. I started having issues with my fiancee for some months didn't know what the problem was or what was going on not until i discovered that another guy was involved i didn't know what to do i was confused, did all i could but nothing was happening for me until i saw an article of one great spell caster, who i told everything i was going through at that time and he told me not to panic for everything will be okay, that if truly we were meant to be that she is going to come back. I did everything he told me to do and today we are back together married with two beautiful kids i cant thank this man enough Dr Raymond. Whats App> +2348118116281  Email> swiftspellcast@gmail.com

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  19. Ever since my husband got me divorced for the past 2 years, i v'e not been my self. I was reviewing some post of how i could get back my husband then, i saw a testimony shared by Marina Choas from SWEDEN about a spell caster named Dr. tunde. I contacted Marina Chaos to confirm about how Dr. tunde helped her and she clarified everything to me of how he helped her and that gave me the courage to get in touch with Dr. tunde for help. Dr. tunde assured me that my days of sorrows will be over within 48hours after he has finished with his work. I followed his instructions he gave to me because i had the believe, faith, hope and trust in him. Verily i say to you today that i and my husband are back together and i can proudly say and testify to the world of what Dr. tunde did for me. Contact him today via E-mail:(babatundesolutioncentre1@gmail.com) OR call him or whatsapp him  +2348143581382 if you seek his help.   Also specialize in treating all kinds of illness, HERPES VIRUS, HEPATITIS B, CANCER, BRAIN DISEASE, INFERTILITY, DIABETES AND MORE

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  20. MY EX IS FINALLY BACK TO ME

    I was so depressed when my ex left me for another woman. it made me felt like i was not relevant and my heart and love life was seriously destroyed. i could not concentrate in anything i was doing. i went online and searched for help but could not find any genuine spell caster until i went to Ocala Florida to visit my aunt to ease the depression and loneliness. when i got to Florida, i explained to my aunt who then felt pity for me and told me the secret she have not told anyone about the success in her marriage with her man. she then took me to the temple of powerful Dr. Ilekhojie whom i met and explained my problems to. he promised to help me because of my aunt. i trusted his words and provided him with the materials needed to help me get my ex back and to my greatest surprise, after 48 hours of casting the spell, my Ex cam back on his knees begging for me to forgive him. i was shocked and surprised. we are happily married now and everything is working fine with us.I promised Dr. Ilekhojie that i will never keep this a secret because he brought back my life and my world and that i will hare my testimony to the general public.

    My advice goes to any one out there who is emotionally depressed or having any similar relationship problem, to contact Dr. Ilekhojie the ultimate spell caster via his direct email gethelp05@gmail.com or call his temple line on +2348147400259 he is the best in the World....

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  21. Hi Guys….I just want to say a big thanks to ( Dr Ogbe ) for what he has done for me and my family by helping me to win lottery. I won Five Hundred and Thirty Three Million Us Dollars. (($533,000,000.00)). His lottery spell is the best and so amazing. My life is now balance and i am Now Very Rich As i have always wanted and i am out of doubt. Are you looking for a real and genuine spell caster to help you win big in any kind of lottery you play? you can contact DrOgbe , today all your plan to ever win Big in Lottery will Come True and work out well for you. His spell very real and genuine i can not still believe it And His spell also work very fast. Thank you so much Dr Ogbe for dedicating your time to cast the Lottery spell for me. I got my bills paid and my debt cleared and am still mega rich. If you need a real And Genuine spell caster to help you Win lottery,kindly contact him for fast and urgent Help Email: drogbeherbalcure5@gmail.com whatsapp numbers +2347063915230THANK YOU FOR READING

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  22. HOW DR. UNEME brought back my ex lover unemespellben@gmail.com
    Am DONNA, am from UK. After been in a relationship with my Boyfriend for 1 year now and we were planning to get married soon and all of a sudden he left me for another girl. of a truth, I really love this guy and never can I imagine life without him. I further tried all my best to get him back but all my effort to get him back in my life did not work out. It was on this faithful day, I came across some Testimonies on a website about this great spell caster called (Dr. UNEME) any persons claimed that he help them to renew their relationship and bring their ex lover back, I had to contact him because he was my last hope. I contacted him through his email and he assured me that in three days time my boyfriend is going to leave the other girl and come back to me and it was a very great surprise to see my boyfriend coming back to me after three days the spell was done. I am so very happy today that he came back to me and i achieved this with the help of Dr UNEME I equally want to use this opportunity to Tell/Advice to as many who need their ex back, if you need his help you can Contact him through
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    ReplyDelete
  23. All thanks to the might spell caster Dr okeke am Lisa Steven i can't believe I got my ex back to me. with the help of Dr okeke spell I had read some stuff about Dr.okeke how he help people restore there marriage or relationship before i contact him he said he will help me bring him back to me I never wanted to believe him because of what I went through of those fake people who claims to be spell caster but i didn't know that all those great stuff I read about Dr okeke were so real and accurate until i got my ex back, after Dr okeke asking for my picture and my husband picture after some time Dr okeke call me and told me my husband is coming back home within 2days it was like a joke to me but i was so surprise that my husband who lift me about 5months ago came back to me within 2days asking for my forgiveness After getting my ex back i taught it wise to share my testimony and the good work of Dr okeke with every one on this website I know most people will not believe this testimony because of those fake people online who claims to be a spell caster well am telling the world now there are still real and truthful spell caster and Dr okeke is one of the best and true spell caster i have ever see contact Dr okeke today your problem will be solved Dr okeke is real and truthful spell caster that rebuild any broken relationship or marriage with love spell. Do feel free to Contact Dr okeke via email:( writelovespell@gmail.com.) or reach him on WhatsApp (+2348140443360) he the solution to your problem and predicament

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    Replies
    1. Having issues with your fiancee could be so disturbing especially when she is the one you have loved all your life and she has been the reason you are still alive. I started having issues with my fiancee for some months didn't know what the problem was or what was going on not until i discovered that another guy was involved i didn't know what to do i was confused, did all i could but nothing was happening for me until i saw an article of one great spell caster, who i told everything i was going through at that time and he told me not to panic for everything will be okay, that if truly we were meant to be that she is going to come back. I did everything he told me to do and today we are back together married with two beautiful kids i cant thank this man enough Dr Raymond. Whats App> +2348118116281  Email> swiftspellcast@gmail.com

      Delete
  24. What a beautiful and wonderful testimony, sometimes things you don't believe can just happen. My name is Adams Vera, from U.S.A am 28 years old i got married at the age of 24 i have only one child and i was living happily. After three years of my marriage my husband behavior became so strange and i don't really understand what was going on, he packed out of the house to another woman i love him so much that i never dreamed of losing him, i try my possible best to make sure that my husband get back to me but all to no avail i cry and i cry seeking for help because i was heart broken until i coincidentally came across an online spell caster called Dr. Osasu , i contacted him and explained to him what i have been going through in my marriage and he gave me the full assurance that my husband will come back to me and my marriage will be restored, He told me what to do to get my husband back and i did, he said after 3days my husband will come back to me and start begging, it really happen it was so surprising and everything was just like a miracle, ever since my family have been living with so much happiness and our relationship was now very tight because of this great and powerful spell caster.he is a very great and powerful spell caster that can be trusted and there is nothing concerning life issues he cannot solve because i am a living testimony. i know there are so many people out there who are going through similar problems in one way or the other, believe me this is the right spell caster to contact and all your problems will be forgotten. contact Dr. Osasu viaWhatsapp: +2347064365391 Email:Account drosasu25@gmail.com

    ReplyDelete
  25. Hello I'm From Memphis Tennessee, USA I feel so joyful today because of the help Dr Sunny has rendered to me for getting my Husband back with his spell. I have been married for 4 years and it has been so terrible because my husband was cheating on me and was seeking for a divorce. But when i came across Dr Sunny Email, on the internet posted by a lady, i decided to get in touch with him and i explained my situation to him and then seek his help but to my greatest surprise he told me that he will help me with my case for there is no problem without a solution. Here i am celebrating because my Husband is back home and am really enjoying my marriage, what a great celebration. i will keep on testifying on the internet because Dr Sunny is truly a real spell caster. Why not contact Dr Sunny now if you are facing any challenges in your relationship life. Email solutioncentre911@gmail.com Also specialize i 1) love Spell2) Pregnancy Spell
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    ReplyDelete
  26. Hello everyone i Am MARK  and i am from USA i am here to give my testimony about an herbal doctor called Dr,Odaba I was heartbroken because i had very small penis,not nice 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 could not offer me the help i searched for. i saw some few comments on the internet about this specialist called Dr,Odaba and decided to email him on his email i saw on the internet,(drodabasolutionhome@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, Within three weeks of me use it, i began to feel the enlargement, " and now it just 4 weeks of using his products my penis is about 8 inches longer, and i had to settle thing out with my ex girlfriend , i was surprised when she said that she is satisfied with my performance in bed and i now have a large penis.thanks to DR Odaba for is herbal product. you can also reach him with his Email:Drodabasolutionhome@gmail.com though is..number WHATASPP him today on this number [ +2347063915230

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    ReplyDelete
  27. m here to give my testimony about Dr latifah who helped me.. i want to inform the public how i was cured from (HERPES SIMPLEX VIRUS) by salami, i visited different hospital but they gave me list of drugs like Famvir, Zovirax, and Valtrex which is very expensive to treat the symptoms and never cured me. I was browsing through the Internet searching for remedy on HERPES and i saw comment of people talking about how Dr latifah cured them. when i contacted her she gave me hope and send a Herbal medicine to me that i took for just 2 weeks 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 there is no cure for herpes that is Not true just contact her and get cure from Dr maam healing herbal cure of all kinds of sickness you may have like
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    ReplyDelete
  28. I want to share a testimony of how Dr LATIFAH 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.latifah 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 maamtifah@gmail.com or call or what-apps him through +27785167256. . .he also specialize on the following things

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    Thanks for the Enlarging my penis sir, you indeed save my marriage...I am really grateful sir,

    ReplyDelete
  29. Having issues with your fiancee could be so disturbing especially when she is the one you have loved all your life and she has been the reason you are still alive. I started having issues with my fiancee for some months didn't know what the problem was or what was going on not until i discovered that another guy was involved i didn't know what to do i was confused, did all i could but nothing was happening for me until i saw an article of one great spell caster, who i told everything i was going through at that time and he told me not to panic for everything will be okay, that if truly we were meant to be that she is going to come back. I did everything he told me to do and today we are back together married with two beautiful kids i cant thank this man enough Dr Raymond. Whats App> +2348118116281  Email> swiftspellcast@gmail.com

    ReplyDelete
  30. Having issues with your fiancee could be so disturbing especially when she is the one you have loved all your life and she has been the reason you are still alive. I started having issues with my fiancee for some months didn't know what the problem was or what was going on not until i discovered that another guy was involved i didn't know what to do i was confused, did all i could but nothing was happening for me until i saw an article of one great spell caster, who i told everything i was going through at that time and he told me not to panic for everything will be okay, that if truly we were meant to be that she is going to come back. I did everything he told me to do and today we are back together married with two beautiful kids i cant thank this man enough Dr Raymond. Whats App> +2348118116281  Email> swiftspellcast@gmail.com

    ReplyDelete
  31. Since the death of my father my uncle have be maltreating me and making me depressed , i almost commented suicide due to the way i was been treated in the family. few weeks ago when i was discussing with a friend about what am going through in the family he advise me to reach out to dr peter (peterwiseherbalcenter@gmail.com) that he can help me silence my uncle so i can have my peace in the house , without wasting any time i contacted dr peter and He helped me silence my uncle with his powerful death spell magic that he cast on my wicked uncle . Since my uncle’s death the family have been peaceful and loving , i now find happiness in everything i do. Revenge at last !!! thank you dr peter . contact dr peter today for any spell , death spell , love spell , money spell , deliverance spell , healing spell,spell to remove black magic out of your life , family and marriage and spell to help win a divorce case in court via call or whatsapp +2349059610643  

    ReplyDelete
  32. I am writing this comment with tears of joy. My marriage fell apart after 6 months because my mother In-law asked my husband to divorce me and marriage the woman she betroth to him as his wife. All this drama started happening in our marriage and my husband left me and our one month baby just so he could do as his mom wants him to.
    I was in tears and shattered for 6 months because I could not imagine my whole life crumbling in front of me. I could not continue with work and baby responsibilities so I quit working. Things became more difficult until my best friend advised me to meet a love doctor that fixed her marriage with a RETURN LOVER SPELL that works as fast as 12 hours after casting the spell. I concord and decided to contact this spell doctor and guess what. My husband came to my mom house with his family in less than 12 hours after casting the spell. Even his mom came back asking me for forgiveness and also to reconcile with my husband who left me. They have been coming for the past 3 days and now everyone is asking me to take him back. I am so grateful for what this love spell doctor has done for me. I am thinking of accepting his apologize and move on as family just as my mom advised.
    Anyone who wants their lover back should write to love doctor on Love Spell doctor on lovespelldoctor0@gmail. com
    God bless you as you find your happiness through this testimony.

    ReplyDelete
  33. Hello everyone am so over whelmed with joy all thanks to Dr ojoka spell.my husband left me for another woman few years back and I was very devastated cause I never did anything wrong to him,I was left with my two kid and a job that pays little.i was almost giving up until I saw a testimony online about Dr ojoka and I decided to contact him.i explained my problem to him and he assured me I'll see a positive result after 24hurs,surprisingly my husband came back the day after the spell begging me to forgive him and promised to never leave.my husband has been back for 6 months now and we've never had any issues, am glad I didn't doubt Dr ojoka cause he sure can solve any problems with fast relief you can also contact him for help now
    Email: dr.ojokaspelltemple@gmail.com
    WhatsApp: +2348144172934

    ReplyDelete
  34. I recently saw a testimony about a spell caster of some sort in a blog I visit for relationship and dating counseling problems because i had been having serious issues with my boyfriend and we had been dating for 3 years, he just suddenly changed,he was returning my calls,he started cheating,he was hurting me in so many ways i never thought possible and I just thought I should try it maybe out of desperation of some sort ..and I contacted them..At first everything felt dreamy and unbelievable,their consultations and solution was a little bi easy and strange and I was scared a little cos I heard read and heard lots of stories of spell casters and i never really believed in magic..I played along with a little hope and faith and I was sent some few stuffs after everything and it worked like a miracle, everything went on well on a new direction, I guess it was all good faith that made me read That particular post that faithful day..I hope they could help other people too like they did a little and I got everything I wanted and wished for my husband,my family and my life back their address is Azakaspelltemple@gmail.com or WhatsApp? 2349059389105

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  35. Hello Viewers. Life has been so miserable after my Husband broke up with me 2 year ago. I never thought he could hurt me just like that then i realized how much i loved him. When he ended our relationship and i had to look for options to make sure i get him back to myself because i wasn't living fine anymore. I was directed to a Babalawo known as Dr Ogbeifun by a family friend who claimed he helped her with Court case, and protection in her work to go higher than others. Then I contact with the Babalawo and i was surprised and amazed when my Husband came back to me with he knees on the floor pleading to me for forgiveness to take he back as my lover. I thought i was dreaming because all this happened just within 24 hours and it happened as the spell Doctor as said. For that wonderful encounter with this man, i took a decision on my path that i will let the world know about DR OGBEIFUN for he's able and capable to solve any problems. Get in touch with him email : ifababalawospelltemple@gmail.com
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  37. My name is Valary West.I'm from Canada, My husband and I have been married for about 7 yrs now. We were happily married with two kids, a boy and a girl. 3 months ago, I started to notice some strange behaviour from him and a few weeks later I found out that my husband is seeing someone else. He started coming home late from work, he hardly care about me or the kids anymore, Sometimes he goes out and doesn't even come back home for about 2-3 days. I did all I could to rectify this problem but all to no avail. I became very worried and needed help. As I was browsing through I am very happy today with my family. My name is West Valary  living in Canada, My husband left me for good 3 months now, and i love him so much, i have been looking for a way to get him back since then. i have tried many options but he did not come back, until i met a friend that darted me to Dr. Odumeje a spell caster, who helped me to bring back my husband after 48 hours. Me and my husband are living happily together today, That man is great, you can contact him via email odumejetemple@gmail. com… Now i will advice any serious persons that found themselves in this kind of problem to contact him now a fast solution without stress.. He always hello, now i call him my father. contact him now he is always online email odumejetemple@gmail.com or contact him on his whatsapp mobile line +2349012479806

    you can also contact me for more info about the DR here is my email. westvalary@gmail.com   

    ReplyDelete
  38. In our simple life, love plays a very specific role. Now we are able to make your love life healthy and no space for any type of trouble. These all are possible with the help of Dr. EKPEN of SOLUTION TEMPLE. He helped me cast a spell that brought my long lost lover back within 48hours who left me for another woman. You can also contact him on (EKPENTEMPLE@GMAIL.COM) and be happy forever like am now with his experience.

    ReplyDelete
  39. I am very grateful to this great spell caster who brought my ex husband back to me. This testimony is an amazing one and my name is Renato Sanchez. When i came in contact with this man it 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. his contact address; driraborspellcaster@gmail.com OR call his Whatsapp number on +1(301)909 8775. thank you so much Dr,UZOYA    

    ReplyDelete
  40. GREAT LOVE SPELL CASTER PRIEST WISDOM THAT HELP ME SAVE MY RELATIONSHIP.call +2349056393547

    My name is joy berry .i want to give thanks to PRIEST WISDOM for bringing back my ex husband.No one could have ever made me believe that the letter I’m about to write would actually one day be written. I was the world’s biggest skeptic. I never believed in magic spells or anything like this, but I was told by a reliable source (a very close co-worker) that Trust is a very dedicated, gifted, and talented person,It was one of the best things I have ever done. My love life was in shambles; I had been through two divorces and was on the brink of a third. I just couldn't face another divorce, and I wanted to try harder to make our relationship work, but my husband didn’t seem to care. and he brake up with me again.I was confuse and do not no what to do again,rather them to get in contact with PRIEST WISDOM . He did a love spell that make my husband come back to me. we are now very much happy with our self. PRIEST WISDOM make him to realize how much we love and need each other.This man is for REAL and for good.he can also help you to fix your broken relationship. I had my husband back! It was like a miracle! He suddenly wanted to go to marriage counseling, and we’re doing very, very well,in our love life.contact email drafridherbalhome11gmail.com or  call him up  at: +2349056393547   
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  41. I’m from USA am here to give my testimony about Dr Voke who helped me cure my HERPES (HSV), i want to inform the public how i was cured from (HERPES SIMPLEX VIRUS), 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. Three months ago a friend suggested that I try herbal medicine; from a very powerful herbal doctor called (doctorvoke@gmail.com) I looked up his blog on the internet site and indeed he have had immense success with his product. There were lot of persons posting their testimony about how he 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 just came out negative. (doctorvoke@gmail.com)

    ReplyDelete
  42. Am here to say a big thank you to Dr Sam for his great powerful love spell and his great spirits for saving my relationship. No one would have believe that I and my ex will ever come back together again lovers. But this great spell caster united us in just 48 hours. Dr Sam is truly a real and honest online spell caster. Contact him now on: okokakspellhome@gmail.com or whatsApp him +2349060421250 and he will help you solve all your problem

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  43. A big thanks to Dr Oselumen i never believe that there still exist a real death spell caster after all this years of disappointment from the enormous spammers on the Internet who go about scamming people, until i was opportune to meet Dr Oselumen a real spell caster, through a close friend called Jennifer who Dr oselumen had helped before, when i contacted him with his email via droselumen@gmail.com i explain how my ex have been giving me problem in my marriage, she never allowed me a moment of peace, and i need to end it by killing her, and i don't want to make use of assassin because it will be risky so i needed to do it in a spiritual way that's why i decided to contact him, he assured me not to worry as i have contacted the right person at the right time, i co-operated with him and in less than a week my ex was dead, she slept and never woke up all thanks to Dr Oselumen indeed he's really a humble man. you can contact dr oselumen for any death spell, such as to kill your superior in the office and take his or her place, death spell to kill your father and inherit his wealth ,death spell to kill anyone who have scammed you in the past ,spell for increase in salaries, spell for promotion at the office, spell to get your ex lover back, if things is not working well in your life then you need to contact him now via Email droselumen@gmail.com call or add him on whatsapp +2348054265852.

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  44. Hello my name is Linda i want to share my amazing experience with the greatest spell caster Dr irekenagba. my husband was cheating on me and when i found out we had a fight which lead to him filling for a divorce i cried and fell sick when i was searching about love quotes online i saw people talking about him and his great work whose case was similar to mine they left his contact info i contacted him and he told me not to worry that after 24hrs he will cancel the divorce and be back to me after i did everything he asked me to do to my greatest surprise the next day evening it was my husband he knelt down begging me to accept him back,thank you once again Dr irekenagba you are indeed a blessing to me he can also help you contact him on........
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