Friday, 13 March 2015

xSV% - Save Percentage Accounting for Shot Quality


While a wave of statistical assessment continues to flow through NHL analytics circles, the majority still cannot come to task with agreeing on goaltenders. Old school statistics that used to be staples in goalie evaluation such as wins and GAA will hopefully be put out to pasture. The only stat mildly useful and currently accessible to the general public is save percentage. Taking save percentage a slight step further was discovering that only using even-strength provided a clearer image of true ability. In this article I will introduce a brand new goalie stat which compares an goalie's current even-strength save percentage to what we would expect an average goalie's save percentage to be given the quality of competition faced by that goalie.

Shot Quality


Shot quality is a hotly debated subject within hockey analytics. Personally, I am of the belief that shot quality definitely exists in small samples, but as the sample is increased the effects will be diminished. Projects such as "The Royal Road" and the "Shot Quality Project" promise to provide unprecedented answers but I think the general public should always be sceptical of such broad claims reached by those with access to proprietary (private) data that hasn't been peer-reviewed. Therefore my version of shot quality presented here is built upon the same NHL play-by-play files available to everyone. 

What constitutes shot quality is another spot of debate. When considering shot quality, the most publicly analyzed forms include distance from the net, type of shot, rebound or not, etc... However, Tom Awad wrote an excellent article for Hockey Abstract 2014 where in discussing shot quality he determined that the majority of difference in player finishing ability can be accounted for by varying levels of talent between players, not simply the factors stated earlier. Based on these findings I set out to create a baseline for how we would expect an average goalie to preform given this quality of competition.

Methodology


No playoff games were considered in this study because the idea of a shooter facing the same goalie in 4-7 consecutive games I felt might skew their data. Only 5 on 5 play was considered since we already know that it is preferable to all strength conditions. A player's finishing ability was calculated as a 110 shot running average of a player's shooting percentage. Using the same research methods I applied in earlier studies with regards to shooting stabilization, I found that at 5 on 5 a player (using both forwards and defence in this sample) will see their shooting percentage stabilize at around 110 shots. Using this rolling average instead of just a player's career average helps account for aging (player's skill sets do improve/deteriorate during their career) and changes in league environment (shooting percentage was lower in 2014 than in 2002). If a player never amassed at least 110 shots in their career, they were giving the shooting percentage of a replacement level player set at 6.48% here. (If anyone finds a better number than 110 please let me know, it wouldn't be a real inconvenience to alter it).

Analysis


I coined this new metric xSV% which is simply just the difference between the goaltenders actual save percentage and what we would expect an average goaltender to achieve in similar circumstances. Below is a density plot of of xSV% compared to a normal distribution. We see that xSV% is fairly normally distributed with a slight right skew most likely caused by the fact that we are restricting our sample. Limiting this sample to goalies with at least 500 shots faced removes outliers yet also skews the data by leaving us with a slight majority of higher quality goalies.



Below we see of the amount of shots faced increases, a goalie's expected save percentage (independent of their own talent) experiences less variance. The graph doesn't look like a drastic change but it is actually about a 33% drop. Therefore giving evidence to the fact that the larger your shot sample, the less influence shot quality shares. 

Quick Observations

  • Expected Save Percentage is highly influenced by year. Highest ever was Josh Harding in 2013-2014 (.921) while the lowest was Ed Belfour in 2005-2006 (.905), minimum 500 shots faced.
  • Tim Thomas's 2010-2011 season was one for the record books. 
  • Martin Brodeur comes out positive despite a rough last few seasons.
  • Tomas Vokoun might be one of the most under-appreciated goalies in NHL history, though this analysis doesn't account for Nashville's notorious over-counting of shots. 
  • Braden Holtby is one of the top goalies in the league whether he is appreciated it or not.
  • Luongo is great, end of story.

Results

Quick review of the stats below:
  • xSV% = Actual SV% - Expected SV%
  • xSV (Goals Saved) = Expected Goals Against - Actual Goals Against
  • xSV%+
    • xSV% rated around 100
    • 100 means Actual SV% = Expected SV%
    • Greater than 100 is good, lower than 100 is bad

Obviously, this work is far from complete but I felt like it was time to share what I have so far. I have a few tweaks in mind that I hope might improve this metric in the future along with some follow up analysis of what I have so far. Let me know any thoughts or questions.

Below is a spreadsheet with all of the relevant information, along with some Tableau visualizations to help provide a greater understanding of the data. Everything below will be stored full time on a separate xSV% page, hopefully with data for the 2014-2015 season being added soon enough. Enjoy!



63 comments:

  1. Morris Tutoring Services was started in 2010 to help people throughout the world learn and refresh their understanding of basic accounting and bookkeeping at no cost. This free website contains explanations of major topics, Q&A, quizzes, and much more. Our 1,553 glowing testimonials indicate that our materials are more clear than textbooks costing hundreds of dollars.

    ReplyDelete
    Replies
    1. HOW I WON MASSIVELY BIG IN LOTTERY WITH THE HELP OF A REAL AND GENUINE SPELL CASTER DR PETER CONTACT ON WHATSAPP +1(321)754-0649



      Hi Guys....I just want to say a big thanks to (Dr Peter) 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 Dr Peter, 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 Peter 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 Magnificentspellcast@gmail.com and Magnificentspellcast@yahoo.com or Whatsapp or Call Via +1(321)754-0649 or read more on him in his website http://MAGNIFICENTSPELLCAST.website2.me

      My Name Is Richard Wahl From Us. so contact dr peter today he can also help solve other problem like getting ex lover back, getting pregnant and cure for any kind of disease,virus,and infection so contact Dr Peter Today and your problem solved 100% guaranteed and assured.

      Delete
    2. HOW I WON MASSIVELY BIG IN LOTTERY WITH THE HELP OF A REAL AND GENUINE SPELL CASTER DR PETER CONTACT ON WHATSAPP +1(321)754-0649



      Hi Guys....I just want to say a big thanks to (Dr Peter) 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 Dr Peter, 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 Peter 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 Magnificentspellcast@gmail.com and Magnificentspellcast@yahoo.com or Whatsapp or Call Via +1(321)754-0649 or read more on him in his website http://MAGNIFICENTSPELLCAST.website2.me

      My Name Is Richard Wahl From Us. so contact dr peter today he can also help solve other problem like getting ex lover back, getting pregnant and cure for any kind of disease,virus,and infection so contact Dr Peter Today and your problem solved 100% guaranteed and assured.

      Delete
    3. THANKS DR PETER FOR YOUR SUPER LOTTERY WINNING NUMBERS I WILL FOREVER BE GREATFUL CALL/WHATSAPP +1(321)754-0649


      Hello My name is Ade Goodchild From Uk I am very happy to share this great real life testimonies, on How i won seventy one million,fifty seven thousand,four hundred thirty nine pounds. All my dreams came through when I Contacted Dr Peter . and told him needed a lottery spell. I have spend so much money on ticket just to make sure I win. But I never know that winning was so easy until the day I meant the greatest spell caster in the world. which so many people has talked about that he is very great in casting lottery spell, . so I decide to give Him a try.I contacted this great Dr Peter and he did a spell and he gave me the winning lottery numbers. But believe me when the draws was out I was among the winners. I won 71,057,439 pounds. Dr Peter truly you are the best in the world,with these great Dr Peter you can win thousands of money through lottery.I am so very happy to meet these great man now, I will forever be grateful to you Dr Peter, Email him for your own winning lottery numbers his email: Magnificentspellcast@gmail.com or WhatsApp him on +1(321)754-0649 or chechout his website http://magnificentspellcast.website2.me thanks for reading friends...

      Delete
    4. THANKS DR PETER FOR YOUR SUPER LOTTERY WINNING NUMBERS I WILL FOREVER BE GREATFUL CALL/WHATSAPP +1(321)754-0649


      Hello My name is Ade Goodchild From Uk I am very happy to share this great real life testimonies, on How i won seventy one million,fifty seven thousand,four hundred thirty nine pounds. All my dreams came through when I Contacted Dr Peter . and told him needed a lottery spell. I have spend so much money on ticket just to make sure I win. But I never know that winning was so easy until the day I meant the greatest spell caster in the world. which so many people has talked about that he is very great in casting lottery spell, . so I decide to give Him a try.I contacted this great Dr Peter and he did a spell and he gave me the winning lottery numbers. But believe me when the draws was out I was among the winners. I won 71,057,439 pounds. Dr Peter truly you are the best in the world,with these great Dr Peter you can win thousands of money through lottery.I am so very happy to meet these great man now, I will forever be grateful to you Dr Peter, Email him for your own winning lottery numbers his email: Magnificentspellcast@gmail.com or WhatsApp him on +1(321)754-0649 or chechout his website http://magnificentspellcast.website2.me thanks for reading friends...

      Delete
    5. AM SANDRA FROM CANADA, THANKS TO DR ONIHA WHO HELP ME BRING MY HUSBAND BACK, MY HUSBAND LEFT ME WITH THREE KIDS, FOR ANOTHER YOUNG GIRL, FOR OVER TWO YEARS, I TRIED ALL I COULD TO SETTLED OUR DIFFRENCES, BUT IT YIELDED NO RESULT, I WAS THE ONE TAKING CARE OF THE CHILDREN ALONE, UNTIL ONE DAY, I CAME IN CONTACT WITH SOME ARTICLES ONLINE, CONTAINING HOW DR ONIHA HAS HELP SO MANY LOVERS AND FAMILY REUNION AND REUNIT AGAIN, AND I DECIDED TO CONTACT HIM, AND HE CAST HIS SPELL ON MY HUSBAND, WITHIN FIVE DAYS, MY HUSBAND RAN BACK HOME, AND WAS BEGGING ME AND THE KIDS FOR FORGIVENESS, IN CASE YOU ARE PASSING THROUGH SIMILAR PROBLEMS, AND YOU WANTS TO CONTACT DR ONIHA, YOU CAN REACH HIM VIA HIS CONTACT NUMBER, ON CALL OR WHATSAP +2347089275769 OR EMAIL DRONIHASPELL@YAHOO.COM

      Delete
    6. Thanks to Dr oniha who helped me brought my ex lover back after eight months of leaving me with three kids and following another lady in Michigan, just because of little misunderstanding we had, but thanx to timely intervention of Dr oniha who uses his spell to bring him back to me, you can also contact him for a similar problem on his email on dronihaspell@yahoo.com or whatsap him on +2347089275769

      Delete
  2. You know how easy to find capstone project topics for your particular project but i will say you need to pay more attention in writing.

    ReplyDelete
  3. Its help him a lot and this article tell us how to solve accounting question and how complete your written project thanks for sharing orthopedic residency personal statement .

    ReplyDelete
  4. nice article great post comment information thanks for sharing.
    gclub casino
    goldenslot casino
    goldenslot

    ReplyDelete
  5. It is useful link about Percentage Accounting. I am very happy for this post. I need Accounting Capstone Project Writing Service information. I am waiting for your next post.

    ReplyDelete
  6. this is so helpful post for accounting student. But I looking for project writing service. but one thing more i find it many place I could not find it. Please help me about this.

    ReplyDelete
  7. There are various writing styles being used worldwide. These writing styles are divided into two basic categories which are formal and informal writing styles. more info is the best one place to know about the quality writing rules.

    ReplyDelete
  8. This really is therefore useful go to site publish with regard to sales college student. However We searching for task composing support. however something much more we think it is numerous location I possibly could not really think it is. Make sure you assist me personally relating to this.

    ReplyDelete
  9. Useful blog. These writing services are best for making profile. You should also read literature or can get help so visit page now and expert is here.

    ReplyDelete
  10. Vat registration is process of listing business with the government. it should be viewed carefully.
    http://vfmaccounts.ae/vat-registration/

    ReplyDelete
  11. HOW I WON MASSIVELY BIG IN LOTTERY WITH THE HELP OF A REAL AND GENUINE SPELL CASTER DR PETER CONTACT ON WHATSAPP +1(321)754-0649



    Hi Guys....I just want to say a big thanks to (Dr Peter) 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 Dr Peter, 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 Peter 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 Magnificentspellcast@gmail.com and Magnificentspellcast@yahoo.com or Whatsapp or Call Via +1(321)754-0649 or read more on him in his website http://MAGNIFICENTSPELLCAST.website2.me

    My Name Is Richard Wahl From Us. so contact dr peter today he can also help solve other problem like getting ex lover back, getting pregnant and cure for any kind of disease,virus,and infection so contact Dr Peter Today and your problem solved 100% guaranteed and assured.

    ReplyDelete
  12. HOW I WON MASSIVELY BIG IN LOTTERY WITH THE HELP OF A REAL AND GENUINE SPELL CASTER DR PETER CONTACT ON WHATSAPP +1(321)754-0649



    Hi Guys....I just want to say a big thanks to (Dr Peter) 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 Dr Peter, 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 Peter 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 Magnificentspellcast@gmail.com and Magnificentspellcast@yahoo.com or Whatsapp or Call Via +1(321)754-0649 or read more on him in his website http://MAGNIFICENTSPELLCAST.website2.me

    My Name Is Richard Wahl From Us. so contact dr peter today he can also help solve other problem like getting ex lover back, getting pregnant and cure for any kind of disease,virus,and infection so contact Dr Peter Today and your problem solved 100% guaranteed and assured.

    ReplyDelete
  13. THANKS DR PETER FOR YOUR SUPER LOTTERY WINNING NUMBERS I WILL FOREVER BE GREATFUL CALL/WHATSAPP +1(321)754-0649


    Hello My name is Ade Goodchild From Uk I am very happy to share this great real life testimonies, on How i won seventy one million,fifty seven thousand,four hundred thirty nine pounds. All my dreams came through when I Contacted Dr Peter . and told him needed a lottery spell. I have spend so much money on ticket just to make sure I win. But I never know that winning was so easy until the day I meant the greatest spell caster in the world. which so many people has talked about that he is very great in casting lottery spell, . so I decide to give Him a try.I contacted this great Dr Peter and he did a spell and he gave me the winning lottery numbers. But believe me when the draws was out I was among the winners. I won 71,057,439 pounds. Dr Peter truly you are the best in the world,with these great Dr Peter you can win thousands of money through lottery.I am so very happy to meet these great man now, I will forever be grateful to you Dr Peter, Email him for your own winning lottery numbers his email: Magnificentspellcast@gmail.com or WhatsApp him on +1(321)754-0649 or chechout his website http://magnificentspellcast.website2.me thanks for reading friends...

    ReplyDelete
  14. I am one of those people who said, “I’ll never call a psychic or a magician or whatever” to help me with my problems – least of all my love problems, but I reached the point where I knew I needed some guidance, and I’m so glad I found this man called dr.ajeghe. When I nearly lost David in one of ouar stupid,fights (he broke up with me), I thought I had lost everything.i cry all day and think that he will never come back to me again.i read so many testimony about Dr. ajeghe love spell,how he help to bring back ex lover back.I quickly email him.and also get back my husband with his love spell. And when I was at my most desperate,he didn’t take advantage of me. You performed a very good service for a person in true need. I don’t know how you did it, or how this magic works, but all I know is, IT WORKS!! David my husband and I are happily back together, and I’ll always be grateful to dr.ajeghe email him for any kinds of help is very capable and reliable for help ajeghespelltemple@gmail.com or WhatsApp him +2349069171173
    His Blog> https://ajeghespelltemple.blogspot.com

    ReplyDelete
  15. THANKS DR PETER FOR YOUR SUPER LOTTERY WINNING NUMBERS I WILL FOREVER BE GREATFUL CALL/WHATSAPP +1(321)754-0649


    Hello My name is Ade Goodchild From Uk I am very happy to share this great real life testimonies, on How i won seventy one million,fifty seven thousand,four hundred thirty nine pounds. All my dreams came through when I Contacted Dr Peter . and told him needed a lottery spell. I have spend so much money on ticket just to make sure I win. But I never know that winning was so easy until the day I meant the greatest spell caster in the world. which so many people has talked about that he is very great in casting lottery spell, . so I decide to give Him a try.I contacted this great Dr Peter and he did a spell and he gave me the winning lottery numbers. But believe me when the draws was out I was among the winners. I won 71,057,439 pounds. Dr Peter truly you are the best in the world,with these great Dr Peter you can win thousands of money through lottery.I am so very happy to meet these great man now, I will forever be grateful to you Dr Peter, Email him for your own winning lottery numbers his email: Magnificentspellcast@gmail.com or WhatsApp him on +1(321)754-0649 or chechout his website http://magnificentspellcast.website2.me thanks for reading friends...

    ReplyDelete
  16. Is a great thing to announce to the general public for I have been saved and redeemed by winning a powerball lottery with a spell and a winning number from dr.oyalospellhome@hotmail.com
    or doctoroyalospellhome@gmail.com I heard he has helped lot of people until he helped me this month to win my first $500,000 from powerball. You too can try for your self today is just a spell and a winning number. His call/WhatsApp +2348169340571. This just a beginning I will win
    🏆 more. Good 👍 luck.

    ReplyDelete
  17. i am very grateful sharing this great testimonies with you, The best thing that has ever happened in my life is how i win the lottery. I am a woman who believe that one day i will win the lottery.finally my dreams came through when i email Dr Alli . and tell him i need the lottery numbers. i have come a long way spending money on ticket just to make sure i win. But i never know that winning was so easy until the day i meant the spell caster online which so many people has talked about that he is very great in casting lottery spell, so i decide to give it a try.I contacted this man and he did a spell and he gave me the winning lottery numbers. But believe me when the draws were out i was among winners. i win 1.900.000 million Dollar. Dr. Alli truly you are the best, with these man you can will millions of money through lottery. i am so very happy to meet these man, i will forever be grateful to you. Email him for your own winning lottery numbers [ Allispellhelp1@gmail.com ]. OR Whatsapp or Call Via +2348100772528.  

    ReplyDelete
  18. CONTACT THE BEST LOTTERY SPELL CASTER FOR THE RIGHT LOTTERY NUMBERS NOW HIS LOTTERY SPELL IS 100% GUARANTEE WHATSAPP +2348118829899 

    Hello everyone am Raymond from Pennsylvania USA I want to share my wonderful testimony of how a powerful spell caster called Dr Great helped me to win lottery, i have been playing lottery for a long time now but I had no luck everything changed when I messaged Dr Great about winning the lottery he assured me that I will be the next winner he told me what to do and I did it and 24 hours later he sent me the lottery numbers and I played it I couldn't believe it I won $1,000,000 dollars it's was the best thing that have ever happened to me in my life. If you want to win a lottery WhatsApp or Call Dr Great on this number +2348118829899 or email him at infinitylovespell@gmail.com or infinitylovespell@yahoo.com you can view his website http://infinitylovespell.website2.me/

    ReplyDelete
  19. CONTACT THE BEST LOTTERY SPELL CASTER FOR THE RIGHT LOTTERY NUMBERS NOW HIS LOTTERY SPELL IS 100% GUARANTEE WHATSAPP +2348118829899 

    Hello everyone am Raymond from Pennsylvania USA I want to share my wonderful testimony of how a powerful spell caster called Dr Great helped me to win lottery, i have been playing lottery for a long time now but I had no luck everything changed when I messaged Dr Great about winning the lottery he assured me that I will be the next winner he told me what to do and I did it and 24 hours later he sent me the lottery numbers and I played it I couldn't believe it I won $1,000,000 dollars it's was the best thing that have ever happened to me in my life. If you want to win a lottery WhatsApp or Call Dr Great on this number +2348118829899 or email him at infinitylovespell@gmail.com or infinitylovespell@yahoo.com you can view his website http://infinitylovespell.website2.me/

    ReplyDelete
  20. i am very grateful sharing this great testimonies with you, The best thing that has ever happened in my life is how i win the lottery. I am a woman who believe that one day i will win the lottery.finally my dreams came through when i email Dr Alli . and tell him i need the lottery numbers. i have come a long way spending money on ticket just to make sure i win. But i never know that winning was so easy until the day i meant the spell caster online which so many people has talked about that he is very great in casting lottery spell, so i decide to give it a try.I contacted this man and he did a spell and he gave me the winning lottery numbers. But believe me when the draws were out i was among winners. i win 1.900.000 million Dollar. Dr. Alli truly you are the best, with these man you can will millions of money through lottery. i am so very happy to meet these man, i will forever be grateful to you. Email him for your own winning lottery numbers [ Allispellhelp1@gmail.com ]. OR Whatsapp or Call Via +2348100772528.  

    ReplyDelete
  21. Hello my name is Carla Fiona   i'm from Germany i want to testify of a great and powerful spell caster my husband left me and the kids for 8 weeks now when i called him he didn't pick up when he came back home the 9th week he told me he wanted a divorce i was so sad i cried all night he left again i was so lonely the next day i was searching for something online when i found a spell caster called Dr Alli who have helped so many people with their problems so i contacted him with my problems he told me it will take 48hrs and my husband will be back to me i did every thing he told me to do and the next day my husband came back kneeling and begging he canceled the divorce we are now happy together Dr Alli can help you too Email him at Allispellhelp1@gmail.com or WhatsApp +2348100772528

    ReplyDelete
  22. HOW I WON £4,369,877 WITH DR ALLI LOTTERY MAGIC SPELL

    I am  SARA KIM From UK...I had to write back and say what an amazing experience I had with Dr Alli powerful lottery spell. My Heart is fill with joy and happiness after Dr Alli cast the Lottery spell for me, And i won £4,369,877. His spell change my life into riches, I'm now out of debts and experiencing the most amazing good luck with lottery after i won a huge amount of money. My life has really change for good. I won (Four million three hundred and sixty nine thousand Eight hundred and seventy seven thousand pounds)Your Lottery spell is so real and pure. Thank you very much Dr. Alli for the lottery spell that change my life”I am totally grateful for the lottery spell Dr Alli did for me. You can email him for you own lottery number,because these is the only secret to win lottery.
    Email him:  Allispellhelp1@gmail.comWhatsApp or Call him: +2348100772528

    ReplyDelete
  23. 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 i1) love Spell
    2) Spells divorce
    3) Spells of marriage
    4.) pregnancy problems
    contact this great man if you have a problem for a lasting solution Through Email: solutioncentre911@gmail.com

    ReplyDelete
  24. HOW DR SUNNY HELP ME TO FIX MY BROKEN RELATIONSHIP.
    Contact His Email:solutioncentre911@gmail.com
    via what-app;+2349056393169

    Hello my Kathy George, Am here to testify of a great and powerful spell caster named Dr Sunny, I was so confused and devastated when my Husband left me for another girl. I needed him back desperately because i loved him so much. So i contacted this great spell caster for help. He helped me cast a return love spell on my husband and just within 40hours my husband came back to me crying and begging for my forgiveness. Dr Sunny released him to know how much i loved and wanted him back. And He also opened his eyes to picture how much love we have share together. As I am writing this testimony right now i am the most happiest woman on earth. I want to recommend this great spell caster to anyone that truly needs an urgent solution to a love break up Email him at:solutioncentre911@gmail.com or What-App his phone number on +2349056393169 Also specialize on
    1) love Spell
    2) Spells divorce
    3) Spells of marriage
    4) pregnancy problems
    5) Healing spell
    contact this great man if you have a problem for a lasting solution Through Email: solutioncentre911@gmail.com

    ReplyDelete
  25. What a wonderful and a straight forward spell caster that has brought back joy and happiness into my life! Am giving this testimony because am so happy, I want to thank Dr. Osasu for the great thing He has done in my life , He brought happiness back to my life, I never believed in spell casters until my life fell apart when my lover of 6 years decided to call it quit almost when we wanted to get married. I was so emotional breakdown to the extent i could not do anything reasonable again, after 2months in pain before an old friend of mine introduced me to a spell caster on line called Dr Osasu, this was after I have been scammed by various fake spell casters. I was introduced me to Dr Osasu a true Spell Caster. In less than 24 hours i saw wonders, my lover came back to me and my life got back just like a completed puzzle, and after 1month later we got married and it was just like a dream to me because i thought i had lost him forever. Thank you Dr. Osasu for helping me but most of all, Your Honesty and Fast Accurate Results. email: Drosasu25@gmail.com WhatsApp Number: +2347064365391

    ReplyDelete
  26. Am Lizzy Dixon from Canada, I want to quickly tell the world that there is a real online spell caster that is powerful and genuine, His name is Chief He helped me recently to reunite my relationship with my husband who left me, When i contacted Chief he cast a love spell for me, and my husband who said he doesn't have anything to do with me again called me and started begging me to come back. he is back now with so much love and care. today i am glad to let you all know that this spell caster have the powers to restore broken relationship back. because i am now happy with my husband. To anyone who is reading this article and needs any help, Chief can also offer any type of help like, Curing of all types of Diseases, Court Cases, Pregnancy Spell, Spiritual protection and lot's more. You can contact him Via his email chiefdrlucky@gmail.com call or add him on whats-app with his phone number +2348132777335 Website: http://chiefdrluckysolutionhome.website2.me/   

    ReplyDelete
  27. This is the website I read about Doctor Okaka and contacted him to help me get my ex boyfriend back to marry me during the month of December last year and I have come back here to post about him. Doctor Okaka will help you solve your problem no matter what you are going through. Posting about a spell caster is very strange to me because I never believed i will be able to say that I was helped by a spell caster in bringing my ex boyfriend back to me after 3 years of no contact. I read about his voodoo spell from other websites and contacted him to help me and in less than 48 hours my ex boyfriend called me and I was happy that he wants to get back to me. We met on Friday and he proposed to me,... It was the most beautiful ring. Please everyone out here, Contact Doctor to solve your problem for you and make you happy with your relationship that is hurting you. Love is the best feeling ever experienced. Email him at drokaka18@gmail.com or WhatsApp number:+2348141972381.

    ReplyDelete
  28. I want to thank Dr Osasu a very powerful spell caster who help me to bring
    my husband back to me, few month ago i have a serious problem with my
    husband, to the extend that he left the house, and he started dating
    another woman and he stayed with the woman, i tried all i can to bring him
    back, but all my effort was useless until till the day my friend came to my
    house and i told her every thing that had happened between me and my
    husband, then she told me of a powerful spell caster who help her when she
    was in the same problem I then contact Dr Osasu and told him every think
    and he told me not to worry my self again that my husband will come back to
    me after he has cast a spell on him,i thought it was a joke, after he had
    finish casting the spell, he told me that he had just finish casting the
    spell, to my greatest surprise within that 3 days, my husband really came
    back begging me to forgive him, if you need his help you can contact him
    with his email address [drosasu25@gmail.com or directory y on whasapp
    +2347064365391

    ReplyDelete
  29. Hello everyone , I was totally broken when the love of my life left me it was so hard for me and I almost gave up if not for a friend who directed me to a very good and powerful man called Dr jeffrey who helped me bring back the love of my life and now he treat me with so much love and care. I don’t know what kind of problem you are passing through but with what he did for me I know he can help you. So try and talk to him on WhatsApp on: +2348162061202 Or email at: dctrjeffrey@gmail.com. He has a permanent solution to any type of problems such as: Lottery Spell, Love Spell, Power Spell, Psychic reading, Success Spell, Cure of any sickness, Pregnancy Spell, Marriage Spell,Job Spell, Protection Spell,Win court Case Spell, Luck Spell and many more

    ReplyDelete
  30. 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
  31. You will enjoy The maximum entertainment that
    gclub

    ReplyDelete
  32. CONTACT [DR,IFADE] BEST ONLINE SPELL CASTER TO HELP GET YOUR EX LOVER BACK 2020 ifadesolutionspell31@gmail.com or contact him on Whatsapp +2349060120490 OR +1(551) 333-5249  
    Out of respect for you and your spells I must make this testimony known to all. I've been to other spell casters without seeing any result. I just wished I came to you earlier,I got the best from you. My ex husband was gone for a year and I went everywhere and other spell casters for help but no result until my friend introduced me to DR IFADE After the Love Spell was done, I finally got a call from him .His spells worked wonders and my husband is back with full of love. It was like a miracle! He suddenly came back with flowers saying that i should forgive him,i was truly flabbergasted and shocked when my husband kneel down begging for forgiveness and for me to accept him back..I'm really short of words and joyful,you are a God sent to me and my entire family.. And now i am a joyful woman once again. Thank you so much DR IFADE To everyone who is looking for a real spell caster contact DR IFADE On his Email ifadesolutionspell31@gmail.com or contact him on Whatsapp +2349060120490 OR +1(551) 333-5249 






    CONTACT [DR,IFADE] BEST ONLINE SPELL CASTER TO HELP GET YOUR EX LOVER BACK 2020 ifadesolutionspell31@gmail.com or contact him on Whatsapp +2349060120490 OR +1(551) 333-5249  
    Out of respect for you and your spells I must make this testimony known to all. I've been to other spell casters without seeing any result. I just wished I came to you earlier,I got the best from you. My ex husband was gone for a year and I went everywhere and other spell casters for help but no result until my friend introduced me to DR IFADE After the Love Spell was done, I finally got a call from him .His spells worked wonders and my husband is back with full of love. It was like a miracle! He suddenly came back with flowers saying that i should forgive him,i was truly flabbergasted and shocked when my husband kneel down begging for forgiveness and for me to accept him back..I'm really short of words and joyful,you are a God sent to me and my entire family.. And now i am a joyful woman once again. Thank you so much DR IFADE To everyone who is looking for a real spell caster contact DR IFADE On his Email ifadesolutionspell31@gmail.com or contact him on Whatsapp +2349060120490 OR +1(551) 333-5249 

    ReplyDelete
  33. Hello my name is Belinda 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........
    WhatsApp: +2347059630655
    email:doctorirekenagba@gmail.com

    ReplyDelete
  34. My ex-husband and I had always managed to stay friendly after our divorce in February 2017. But I always wanted to get back together with him, All it took was a visit to this spell casters website last December, because my dream was to start a new year with my husband, and live happily with him.. This spell caster requested a specific love spell for me and my husband, and I accepted it. And this powerful spell caster began to work his magic. And 48 hours after this spell caster worked for me, my husband called me back for us to be together again, and he was remorseful for all his wrong deeds. My spell is working because guess what: My “husband” is back and we are making preparations on how to go to court and withdraw our divorce papers ASAP. This is nothing short of a miracle. Thank you Dr Emu for your powerful spells. Words are not enough. here is his Email: emutemple@gmail.com or call/text him on his WhatsApp +2347012841542    

    ReplyDelete
  35. Am sharing this testimony to partners suffering in their relationships because there is an enduring solution. My husband left me and our 4 kids for another woman for 1 year. I tried to be strong just for my kids but I could not control the pains that torment my heart. I was hurt and confused. I needed a help, so i did a research on the internet and came across a site where I saw that Dr. Godday a spell caster,who can help get lot lovers back within few hours I contacted him and he did a special prayer and spells for me. To my surprises, after few days, my husband came back home. That was how we reunited again and there was a lot of love, joy and peace in the family. You can as well contact Dr. Godday, a powerful spell-caster for solutions on his contact Email: goddayspiritualhome@gmail.com Whats app only +1{919}4956404

    ReplyDelete
  36. ยินดีต้อนรับสู่ UPLAY365.COM เว็บพนันออนไลน์ All In One ที่รวมเว็บพนันออนไลน์อันดับ 1 ไว้ที่เดียวกันมากที่สุด ไม่ว่าจะเป็น เกมส์ไพ่ ที่เป็นที่นิยม เช่นบาคาร่า แบล็คแจ็ค เสือมังกร หรือจะเป็น รูเล็ต สล็อตออนไลน์ คีโน โป๊กเกอร์ forex ไก่ชน เกมส์ยิงปลา แทงบอล แทงบาส เทนนิส ESPORT แทงมวยไทย และอื่นๆอีกมากมาย พร้อมเทคโนโลยีชั้นนำจากผู้ผลิตซอฟต์แวร์เกมส์ระดับโลก ความน่าเชื่อถือได้มาเป็นอันดับ 1 สามารถเล่นได้ทั้งบนคอมพิวเตอร์ , มือถือ ระบบ android และ IOS *คาสิโนออนไลน์ : สามารถเลือกเล่นกับคาสิโนชั้นนำดังนี้ SexyBaccarat, AG Casino, GOLD Casino, SA Casino, W88 Casino, D88 Casino, WM Casino, GD Casino เป็นต้น *แทงบอล : U กีฬา (U SPORTS) , S กีฬา (S SPORTS) มั่นใจได้เลยว่า อัตราการจ่ายค่าน้ำดีที่สุดต้อง uplay365 เหมาะสำหรับทั้งนักพนันมืออาชีพและ มือใหม่ โดยทางเรามีพนักงานคอยสอนเรื่องการแทงบอลเบื้องต้น แทงง่าย อัตราจ่ายดี *สล็อตออนไลน์ ,เกมส์ยิงปลา : JOKER123,PLAYTECH และอื่นๆ อีกมากมาย ทั้งหมดนี้ สามารถเล่นได้ใน 1 ยูสเซอร์เท่านั้น สนใจสมัครสมาชิกรับเครดิตฟรี สามารถสมัครได้ตนเองที่หน้าเว็บ หรือติดต่อ Callcenter โดย ทางเรามีพนักงานไว้บริการและแก้ปัญหา ตลอด 24 ชั่วโมง สอบถามข้อมูลเพิ่มเติมได้กับแอดมินได้ตลอด 24 ชม.ค่ะ


    Casino Deluxe
    GD Casino

    ReplyDelete
  37. ยินดีต้อนรับสู่ UPLAY365.COM เว็บพนันออนไลน์ All In One ที่รวมเว็บพนันออนไลน์อันดับ 1 ไว้ที่เดียวกันมากที่สุด ไม่ว่าจะเป็น เกมส์ไพ่ ที่เป็นที่นิยม เช่นบาคาร่า แบล็คแจ็ค เสือมังกร หรือจะเป็น รูเล็ต สล็อตออนไลน์ คีโน โป๊กเกอร์ forex ไก่ชน เกมส์ยิงปลา แทงบอล แทงบาส เทนนิส ESPORT แทงมวยไทย และอื่นๆอีกมากมาย พร้อมเทคโนโลยีชั้นนำจากผู้ผลิตซอฟต์แวร์เกมส์ระดับโลก ความน่าเชื่อถือได้มาเป็นอันดับ 1 สามารถเล่นได้ทั้งบนคอมพิวเตอร์ , มือถือ ระบบ android และ IOS *คาสิโนออนไลน์ : สามารถเลือกเล่นกับคาสิโนชั้นนำดังนี้ SexyBaccarat, AG Casino, GOLD Casino, SA Casino, W88 Casino, D88 Casino, WM Casino, GD Casino เป็นต้น *แทงบอล : U กีฬา (U SPORTS) , S กีฬา (S SPORTS) มั่นใจได้เลยว่า อัตราการจ่ายค่าน้ำดีที่สุดต้อง uplay365 เหมาะสำหรับทั้งนักพนันมืออาชีพและ มือใหม่ โดยทางเรามีพนักงานคอยสอนเรื่องการแทงบอลเบื้องต้น แทงง่าย อัตราจ่ายดี *สล็อตออนไลน์ ,เกมส์ยิงปลา : JOKER123,PLAYTECH และอื่นๆ อีกมากมาย ทั้งหมดนี้ สามารถเล่นได้ใน 1 ยูสเซอร์เท่านั้น สนใจสมัครสมาชิกรับเครดิตฟรี สามารถสมัครได้ตนเองที่หน้าเว็บ หรือติดต่อ Callcenter โดย ทางเรามีพนักงานไว้บริการและแก้ปัญหา ตลอด 24 ชั่วโมง สอบถามข้อมูลเพิ่มเติมได้กับแอดมินได้ตลอด 24 ชม.ค่ะ

    Premium Casino
    AS Casino

    ReplyDelete
  38. If you want to grow your business, we are providing top qualified MCA Leads in best prices.

    ReplyDelete
  39. There are multiple vacancies that aim to be denoted concerning nmk recruitment 2020 Notification. All one needs to do is seek for job specifications and eligibility and alternative acceptable conditions that are essential for the roles. Henceforth, get to scan the subsequent section and prefer the roles that are suited in keeping with your tutorial qualifications and certifications. We will keep you updated about the nmk 2020 whenever any new vacancy arises

    ReplyDelete
  40. I love your creativity. Are you also searching for nursing writing services? we are the best solution for you. We are best known for delivering nursing writing services to students without having to break the bank.

    ReplyDelete
  41. Your blogs are great. Are you also searching for Help with my Math assignment? we are the best solution for you. We are best known for delivering quality essay writing services to students without having to break the bank

    ReplyDelete
  42. Good blog. Keep sharing. I love them Are you also searching for Cheap assignment help? we are the best solution for you. We are best known for delivering cheap assignments to students without having to break the bankv

    ReplyDelete
  43. The great website and information shared are also very appreciable. Oakland Raiders Jacket

    ReplyDelete
  44. Thanks to the authors of the post for such great information. I love your blog post, I have something to share here.
    wordpress
    blogspot
    youtube
    ភ្នាល់ប្រដាល់ថៃអនឡាញ

    ReplyDelete

  45. Inventory Tracking App for Small Business| ScaninScanout
    Need Free Inventory Tracking App for good flow management . Scan in Scan out is perfect solution for all such needs. As it has all the necessary feature like scanning feature, reporting of merchandise, and control . if you want perfect solution for your small business. Download our free app and start tracking your inventory. To download app,visit our website: https://scaninscanout.com/
    Or contact us : 1-888-334-4472, drop a line: support@erp.gold
    Free inventory app, inventory tracking app
    https://scaninscanout.com/

    ReplyDelete
  46. Nice blog and absolutely outstanding. You can do something much better but i still say this perfect.
    스포츠토토탑

    ReplyDelete
  47. Hi, this weekend is fastidious designed for me, since this
    occasion i am reading this impressive educational piece
    of writing here at my home 실시간바카라사이트

    ReplyDelete
  48. I don t have the time at the moment to fully read your site but I have bookmarked it and also add your RSS feeds. I will be back in a day or two. thanks for a great site. 룰렛사이트탑

    ReplyDelete
  49. I never thought I would be known for winning the lottery in NEW YORK. I am so grateful to DR AMBER for all he has done for me. I wouldn't have been able to win a CENT on the lottery if not for the help of DR AMBER who gave me perfect winning numbers to play the lottery that made me the winner of $10,000,000 DOLLARS in 2019. I got in touch with him again on his webpage: [ https://amberlottotemple.com ] in request for sure winning numbers to play the lottery. He told me what to do and I did all he instructed & required to get the spell prepared for me and within 3 days, he gave me the perfect numbers to play the lottery and could you believe that I won $10,000,000 DOLLARS after playing the lottery making it the second time I have won and I haven't finished spending the last one I won in 2019. DR AMBER is truly a God sent and I highly recommend him to anyone that needs help to win the lottery. You can message him on WhatsApp with +1 318-306-5044 or email: [ amberlottotemple@yahoo.com ].

    JUAN HERNANDEZ FROM UNIONDALE, NEW YORK, USA.

    ReplyDelete
  50. I admire the work of DR AMBER who uses his spells for good. This man is a very strong Haiti Voodoo Doc who gives out numbers that can never fails. I am a winner of $200,000.00 dollars today because Dr Amber casted a lottery spell for me and I am very grateful to him for giving me the right numbers to play the lottery and now, my long awaited dream has finally come to pass and I thank Dr Amber for his help. If you need his help, you can call/text him with +1 (808) 481-5132 or email: amberlottotemple@yahoo.com or you go to: https://amberlottotemple.com

    ReplyDelete
  51. MY HIV HEALING TESTIMONY

    My mouth is short of words, i am so happy because Dr voodoo has healed me
    from HIV which i have been suffering from the past 5years now, i have
    spend a lot when getting drugs from the hospital to keep me healthy, i have
    tried all means in life to always i can become HIV negative one day, but
    there was no answer until i found Dr voodoo the parish of African who
    provide me some healing herbs that i uses , now i am glad telling everyone
    that i am now HIV Negative, i am very happy, thank you Dr voodoo for
    helping my life comes back newly without any form of crisis, may the good
    lord that i serve blessed you Dr voodoo and equip you to the higher grade
    for healing my life. i am so amazed. so i will announced to everyone in
    this whole world that is HIV positive to please follow my advice and get
    healed on time, because we all knows that HIV disease is a deadly
    type,contact Dr voodoo for your HIV healing herbs today at:
    voodoospelltemple66@gmail.com He will be always happy to assist you
    online and ensure you get healed on time, contact Dr voodoo today for
    your healing hearbs immediately, you can also
    add him on whatsApp +2348140120719 thank you sir.

    ReplyDelete