Friday, July 29, 2016

Stop saying confidence intervals are "better" than p values

One of the common tropes one hears from advocates of confidence intervals is that they are superior, or should be preferred, to p values. In our paper "The Fallacy of Placing Confidence in Confidence Intervals", we outlined a number of interpretation problems in confidence interval theory. We did this from a mostly Bayesian perspective, but in the second section was an example that showed why, from a frequentist perspective, confidence intervals can fail. However, many people missed this because they assumed that the paper was all Bayesian advocacy. The purpose of this blog post is to expand on the frequentist example that many people missed; one doesn't have to be a Bayesian to see that confidence intervals can be less interpretable than the p values they are supposed to replace. Andrew Gelman briefly made this point previously, but I want to expand on it so that people (hopefully) more clearly understand the point.

Understanding the argument I'm going to lay out here is critical to understanding both p values and confidence intervals. As we'll see, fallacies about one or the other are what lead advocates of confidence intervals to falsely believe that CIs are "better".

p values and "surprise"

First, we must define a p value properly and understand its role in frequentist inference. The p value is the probability of obtaining a result at least as extreme as the one we observed, under some assumption about the true distribution of the data. A low p value is taken as indicating that the result observed was very extreme under the assumptions, and hence calls the assumptions into doubt. One might say that a low p value is "surprising" under the assumptions. I will not question this mode of inference here.

It is critical to keep in mind that a low p value can call an assumption into doubt, but a high p value does not "confirm" anything. This is consistent with falsificationist logic. We often see p values used in the context of null hypothesis significance testing (NHST), where a single p value is computed that indicates how extreme the data under the assumption of a null hypothesis; however, we can compute p values for any hypothesis we like. As an example, suppose we are interested in whether reading comprehension scores are affected by caffeine. We apply three different doses to N=10 people in each group in a between-subjects design, and test their reading comprehension. For the sake of the example, we assume normality, homogeneity of variance, etc. We apply a one-way ANOVA to the reading comprehension scores and obtain an F statistic of F(2,27)=8.

If we were to assume that there was no relationship between the reading scores and caffeine dose, then the resulting p value for this F statistic is p=0.002. This indicates that we would only expect F statistics as extreme as this one .2% of the time, if there were no true relationship.

The curve shows the distribution of F(2,27) statistics when the null hypothesis is true. The area under the curve to the right of the observed F statistic is the p value.
This low p value would typically be regarded as strong evidence against the null hypothesis, because -- as the graph above shows -- an F statistic as extreme as the observed on would be quite rare, if indeed there were no relationship between reading scores and caffeine.

So far, this is all first-year statistics (though it is often misunderstood). Although we typically see p values computed for a single hypothesis, there is nothing stopping us from computing it for multiple hypotheses. Suppose we are interested in the true size of the effect between reading scores and caffeine dosage. One statistic that quantifies this relationship is ω2, the proportion of the total variance in the reading scores that is "accounted for" by caffeine (see Steiger, 2004 for details). We won't get into the details of how this is computed; we need only know that:

  • When ω2=0, there is no relationship between caffeine and reading scores. All variance is error; that is, knowing someone's reading score does not give any information about which dose group they were in.
  • When ω2=1, there is the strongest possible relationship between caffeine and readings scores. No variance is error; that is, by knowing someone's reading score one can know with certainty which does group they were in.
  • As ωgets larger, larger and larger F statistics are predicted. 
We have computed the p value under the assumption that ω2=0, but what about all other ωvalues? Try this shiny app to find the predicted distribution of F statistics, and hence p values, for other values of ω2. Try to find the value of ωthat would yield a p value of exactly 0.05; it should be about ω2=0.108. 

A Shiny app for finding p values in a one-way ANOVA with three groups.

All values of ωless than 0.108 yield p values of less than 0.05. If we designate p<0.05 as "surprising" p values, then F=8 would be surprising under the assumption of any value of ωbetween 0 and 0.108.

Using the Shiny app, we can see that a F=8 yields a right-tailed p value of about 0.05 when ω2 is approximately 0.108. 


Notice that the p values we've computed thus far are "right-tailed" p values; that is, "extreme" is defined as "too big". We can also ask about whether the F statistic we've found is extreme in the other direction: that is, is it "too small". A p value used to indicate whether the F value is too small is called a "left-tailed" p value. Using the Shiny app, one can work out the value of ω2 such that F=8 would be "surprisingly" small at the p=0.05 level; that value is ω2=0.523. Under any true value of ωgreater than 0.523, F=8 would be surprisingly small.

Using the Shiny app, we can see that a F=8 yields a left-tailed p value of about 0.05 when ω2 is approximately 0.523.

  • If 0 ≤ ω≤ 0.108, the observed F statistic would be surprisingly large (that is, the right-tailed p ≤ 0.05)
  • If 0.523 ≤ ω≤ 1, the observed F statistic would be surprisingly small (that is, the left-tailed p ≤ 0.05)
  • If 0.108 ≤ ω0.523, the observed F statistic would not be surprisingly large or small. 

Critically, we've used p values to make all of these statements. The p values tell us whether values would be "surprisingly extreme", under particular assumptions; p values allow us, under frequentist logic, to rule out true values of ω2, but not to rule them in.

p values and confidence intervals

Many people are aware of the relationship between p values and confidence intervals. A typical X% (two-tailed) confidence interval contains all parameter values such that neither one-sided p values are less than (1-X/100)/2. That sounds complicated, but it isn't; for a 90% confidence interval, we need just need all the values for which the observed data would not be "too surprising" (p<0.05, for one of the two-sided tests).

We've already computed the 90% confidence interval for ωin our example; for all values in [0.108, 0.523], the p value for both one sided tests is p>0.05. From each of two-sided tests we get an error rate of 0.05, and hence the confidence coefficient is 100 times 1 - (0.05 + 0.05) = 90%.

How can we interpret the confidence interval? Confidence interval advocates would have us believe that the interval [0.108, 0.523] gives "plausible" or "likely" values for the parameters, and that the width of this interval tells us the precision of our estimate. But remember how the CI was computed: using p values. We know that nonsignificant high p values do not rule in parameter values as plausible; rather, the values outside the interval have been ruled out, due to the fact that if those were the true values, the observed data would be surprising.

So rather than thinking of the CI as values that are "ruled in" as "plausible" or "likely" by the data, we should rather (from a frequentist perspective, at least) think of the confidence interval as values that have not yet been ruled out by a significance test.


Does this matter?

This distinction matters a great deal for understanding both p values and confidence intervals. In order to use p values in any way that approaches reasonability, we need to understand the "surprise" interpretation, and we need to realise that we can compute p values for many hypotheses, not just the null hypothesis. In order to interpret confidence intervals well, we need to understand the "fallacy of acceptance": Just because a value is in the CI, doesn't mean it is plausible; it only means that it has not yet been ruled out.

To see the real consequences of this fallacy, consider what we would infer if F(2,27)=0.001 (p=0.999). Any competent data analyst would notice that there is something wrong; the means are surprisingly similar. Under the null hypothesis, when all error is due to error within the groups, we expect the means to vary. This F statistic indicates that the means are so similar that even under the null hypothesis -- where the true means are exactly the same -- we would expect more similar observed means only one time in a thousand.

In fact, the F statistic is so small that under all values of ω, the left-tailed p value is at most 0.001. Why? Because ωcan't be any lower than 0, and this represents the null hypothesis. If we built a 90% confidence interval, it would be empty because there are no values of ωthat yield p>0.05. For all true values of ω, the observed data are "surprising". Now this presents no particular problem for an interpretation of p values that rests solely on their relationship with p values. But note that the very high p value tells us more than the confidence interval; the CI depends on the confidence, and is simply empty. The p value and the F statistic have the information we want; they tells us that the means are much more similar than we would typically expect under any hypothesis. A competent data analyst would, at this point, check the procedure or data for problems. The entire model is suspect.

But what does this mean for a confidence interval advocate who is invested in the (incorrect) interpretation of the CI in terms of "plausible values" or "precision"? Consider Steiger (2004), who suggests replacing a missing bound with "0" in the CI for ω2. This is an awful suggestion. In the example above with F=0.001, this would imply that the confidence interval includes a single value, 0. But the observed data F=0.001 would be very surprising if ω0. Under frequentist logic, the value -- and all other values -- should be ruled out. Moreover, a CI of (0) is infinitesimally thin. Steiger admits that this obviously does not imply infinite precision, but neither Steiger nor any other CI advocate give a formal reason why CIs must, in general have an interpretation in terms of precision. When the interpretation obviously fails, this should make us doubt whether the interpretation was correct in the first place. The p value tells the story much better than the CI, without encouraging us to fall into fallacies of acceptance or precision.

Where to go from here?

It is often claimed that confidence interval is more informative than p values. This assertion is based on a flawed interpretation of confidence intervals, which we call the "likelihood" or "plausibility" fallacy, and is related to Mayo's "fallacy of acceptance". A proper interpretation of confidence intervals in, terms of the underlying significance tests, avoids this fallacy and prevents bad interpretations of the CIs, in particular when the model is suspect. The entire concept of the "confidence interval" encourages the fallacy of acceptance, and it is probably best if CIs were abandoned altogether. If one does not want to be Bayesian one option that is more useful than confidence intervals -- where all values are either rejected or not at a fixed level of significance -- is viewing curves of p values (for similar use of p value curves, see Mayo's work on "severity").
Curves of right- and left-tailed p values for the two F statistics mentioned in this post.
Consider the plot on the left above, which shows all right- and left-tailed p values for F=8. The horizontal line at p=0.05 allows us to find the 90% confidence interval. For any value of ωsuch that either the blue or red line is lower than the horizontal line, the observed data would be "surprising". It is easy to see that for p=0.05, these values are [0.108, 0.523]. The plot easily shows the necessary information without encouraging the fallacy of acceptance.

Now, consider the plot on the right. For F=0.001, however, all values of ωyield a left-tailed p value of less than 0.05, and hence F=0.001 would be "surprising". There are no values for which both the red and left lines are above p=0.05. The plot does not encourage us to believe that ωis small or 0, it also does not encourage any interpretation in terms of precision; instead, it shows that all values are suspect.

The answer to fallacious interpretations of p values is not to move to confidence intervals; confidence intervals only encourage related fallacies, which one can find in any confidence interval advocacy paper. If we wish to rid people of fallacies involving p values, more p values are needed, not fewer. Confidence intervals are not "better" than p values. The only way to interpret CIs reasonably is in terms of p values, and considering entire p value curves enables us to jettison the reliance on an arbitrary confidence coefficient, and helps us avoid fallacies.


316 comments:

  1. A very detailed information which is a lot more helpful for many. Nice Blog. Freelance Developer

    ReplyDelete
  2. Impact i Training London offering professional IT Training London by highly skilled teachers in UK for best IT Training London please Call 02086178466.

    ReplyDelete
  3. This comment has been removed by the author.

    ReplyDelete
  4. Very nice information…A virtual assistant can help you grow your business by handling your administrative support tasks. You can outsource various tasks like accounting, virtual office assistant,advertising, clerical, administrative, answering phone calls, internet research, data entry and technical support tasks to a virtual assistant. And the best part is that you can relax and enjoy your vacation or holidays while all your works are done by your virtual assistant.

    ReplyDelete
  5. Excellent Article ...thank u for sharing, such a valuable content Learners to get good knowledge after read this article..
    Data Science Training in Chennai

    ReplyDelete

  6. Thank you for your post. This is excellent information. It is amazing and wonderful to visit your site.
    sap strategic consulting and services

    ReplyDelete
  7. Its is very very helpful for all of us and I never get bored while reading your article because, they are becomes a more and more interesting from the starting lines until the end.

    salesforce admin training in hyderabad

    ReplyDelete
  8. COEPD LLC- Center of Excellence for Professional Development is the most trusted online training platform to global participants. We are primarily a community of Business Analysts who have taken the initiative to facilitate professionals of IT or Non IT background with the finest quality training. Our trainings are delivered through interactive mode with illustrative scenarios, activities and case studies to help learners start a successful career. We impart knowledge keeping in view of the challenging situations individuals will face in the real time, so that they can handle their job deliverables with at most confidence.

    http://coepd.us/

    ReplyDelete
  9. Really great post, Thank you for sharing This knowledge.Excellently written article, if only all bloggers offered the same level of content as you, the internet would be a much better place. Please keep it up!
    Click here:
    angularjs training in chennai
    Click here:
    angularjs2 training in chennai

    ReplyDelete
  10. Very good brief and this post helped me alot. Say thank you I searching for your facts. Thanks for sharing with us!
    Click here:
    Microsoft azure training in chennai
    Click here:
    Microsoft azure training in online

    ReplyDelete
  11. Down2App is an ultimate platform to download premium themes, website templates, scripts, Softwares, Down App Review and Get Reviews about that for absolutely FREE!

    ReplyDelete
  12. Thanks for this content on the blog.

    Paula

    ReplyDelete
  13. Irrespective of receiving daily oral or future injectable depot therapies, these require health care visits for medication and monitoring of safety and response. If patients are treated early enough, before a lot of immune system damage has occurred, life expectancy is close to normal, as long as they remain on successful treatment. However, when patients stop therapy, virus rebounds to high levels in most patients, sometimes associated with severe illness because i have gone through this and even an increased risk of death. The aim of “cure”is ongoing but i still do believe my government made millions of ARV drugs instead of finding a cure. for ongoing therapy and monitoring. ARV alone cannot cure HIV as among the cells that are infected are very long-living CD4 memory cells and possibly other cells that act as long-term reservoirs. HIV can hide in these cells without being detected by the body’s immune system. Therefore even when ART completely blocks subsequent rounds of infection of cells, reservoirs that have been infected before therapy initiation persist and from these reservoirs HIV rebounds if therapy is stopped. “Cure” could either mean an eradication cure, which means to completely rid the body of reservoir virus or a functional HIV cure, where HIV may remain in reservoir cells but rebound to high levels is prevented after therapy interruption.Dr Itua Herbal Medicine makes me believes there is a hope for people suffering from,Parkinson's disease,Schizophrenia,Cancer,Scoliosis,Fibromyalgia,Fluoroquinolone Toxicity
    Syndrome Fibrodysplasia Ossificans Progressiva.Fatal Familial Insomnia Factor V Leiden Mutation ,Epilepsy Dupuytren's disease,Desmoplastic small-round-cell tumor Diabetes ,Coeliac disease,Creutzfeldt–Jakob disease,Cerebral Amyloid Angiopathy, Ataxia,Arthritis,Amyotrophic Lateral Sclerosis,Alzheimer's disease,Adrenocortical carcinoma.Asthma,Allergic diseases.Hiv_ Aids,Herpes,Inflammatory bowel disease ,Copd,Diabetes,Hepatitis,I read about him online how he cure Tasha and Tara so i contacted him on drituaherbalcenter@gmail.com even talked on whatsapps +2348149277967 believe me it was easy i drank his herbal medicine for two weeks and i was cured just like that isn't Dr Itua a wonder man? Yes he is! I thank him so much so i will advise if you are suffering from one of those diseases Pls do contact him he's a nice man.

    ReplyDelete
  14. Very nice post here and thanks for it .I always like and such a super contents of these post.Excellent and very cool idea and great content of different kinds of the valuable information's.
    java training in chennai | java training in bangalore

    java online training | java training in pune

    ReplyDelete
  15. Good Post! Thank you so much for sharing this pretty post, it was so good to read and useful to improve my knowledge as updated one, keep blogging.
    Data Science training in Chennai | Data science training in bangalore
    Data science training in pune | Data science online training
    Data Science Interview questions and answers

    ReplyDelete
  16. Great Article… I love to read your articles because your writing style is too good, its is very very helpful for all of us and I never get bored while reading your article because, they are becomes a more and more interesting from the starting lines until the end.
    Java training in Marathahalli | Java training in Btm layout

    Java training in Marathahalli | Java training in Btm layout

    ReplyDelete
  17. My life is beautiful thanks to you, Mein Helfer. Lord Jesus in my life as a candle light in the darkness. You showed me the meaning of faith with your words. I know that even when I cried all day thinking about how to recover, you were not sleeping, you were dear to me. I contacted the herbal center Dr Itua, who lived in West Africa. A friend of mine here in Hamburg is also from Africa. She told me about African herbs but I was nervous. I am very afraid when it comes to Africa because I heard many terrible things about them because of my Christianity. god for direction, take a bold step and get in touch with him in the email and then move to WhatsApp, he asked me if I can come for treatment or I want a delivery, I told him I wanted to know him I buy ticket in 2 ways to Africa To meet Dr. Itua, I went there and I was speechless from the people I saw there. Patent, sick people. Itua is a god sent to the world, I told my pastor about what I am doing, Pastor Bill Scheer. We have a real battle beautifully with Spirit and Flesh. Adoration that same night. He prayed for me and asked me to lead. I spent 2 weeks and 2 days in Africa at Dr Itua Herbal Home. After the treatment, he asked me to meet his nurse for the HIV test when I did it. It was negative, I asked my friend to take me to another nearby hospital when I arrived, it was negative. I was overwhite with the result, but happy inside of me. We went with Dr. Itua, I thank him but I explain that I do not have enough to show him my appreciation, that he understands my situation, but I promise that he will testify about his good work. Thank God for my dear friend, Emma, I know I could be reading this now, I want to thank you. And many thanks to Dr. Itua Herbal Center. He gave me his calendar that I put on my wall in my house. Dr. Itua can also cure the following diseases ... Cancer, HIV, Herpes, Hepatitis B, Inflammatory Liver, Diabetis, Fribroid,Parkinson's disease,Inflammatory bowel disease ,Fibromyalgia, recover your ex. You can contact him by email or whatsapp, @ .. drituaherbalcenter@gmail.com, phone number .. + 2348149277967 .. He is a good doctor, talk to him kindly. I'm sure he will also listen to you.

    ReplyDelete
  18. You need to find a good Job? Then you need to achieve necessary requirements, Knowledge and qualifications. For that you have to follow many courses and get experiences. Therefore, Before finding a job you need to clear idea about what you have and what you need to improve. In Sri Lanka the best place of finding a job is Dinamina Jobs website. That website has many jobs related many job categories. and also they have many professional courses also. Then Dinamina Jobs website is the best place to find a good job vacancies and Professional courses advertisements.

    ReplyDelete
  19. Thanks for sharing,this blog makes me to learn new thinks.
    interesting to read and understand.keep updating it.

    Education
    Technology

    ReplyDelete
  20. Brilliant ideas that you have share with us.It is really help me lot and i hope it will help others also.update more different ideas with us.
    Angularjs courses in Bangalore
    Angular Training in Bangalore
    AngularJS Training in Anna Nagar
    AngularJS Training in T nagar

    ReplyDelete
  21. Outstanding blog thanks for sharing such wonderful blog with us ,after long time came across such knowlegeble blog. keep sharing such informative blog with us.

    top institutes for machine learning in chennai
    artificial intelligence and machine learning course in chennai
    machine learning classroom training in chennai

    ReplyDelete
  22. I am bold enough among many others to state that there is now a potent cure to this sickness but many are unaware of it. I discovered that I was infected with the virus 3 months ago, after a medical check-up. My doctor told me and I was shocked, confused and felt like my world has crumbled. I was dying slowly due to the announcement of my medical practitioner but he assured me that I could leave a normal life if I took my medications (as there was no medically known cure to Herpes). I went from churches to churches but soon found that my case needed urgent attention as I was growing lean due to fear of dying anytime soon. In a bid to look for a lasting solution to my predicament, I sought for solutions from the herbal world. I went online and searched for every powerful trado-medical practitioner that I could severe, cos I heard that the African Herbs had a cure to the Herpes syndrome. It was after a little time searching the web that I came across one Dr Itua(A powerful African Herbal Doctor), who offered to help me at a monetary fee. I had to comply as this was my final bus-stop to receiving a perfect healing. My last resolve was to take my life by myself, should this plan fail. At last it worked out well. He gave me some steps to follow and I meticulously carried out all his instructions. Last month, to be precise, I went back to the hospital to conduct another test and to my amazement, the results showed that negative,Dr Itua Can As Well Cure The Following Desease…Cancer,Hiv,Herpes, Hepatitis B,Liver Inflammatory,Diabetis,Fribroid,,Non Hodgkin Lymphoma,Skin Cancer,Uterine Cancer,Prostate Cancer Dercum,Infertility,fibromyalgia,Get Your Ex Back,Als,SYPHILLIS,Genetic disease,Epilepsy, Parkinson's disease..You can free yourself of this Herpes virus by consulting this great African Herbal Doctor via this e-mail: drituaherbalcenter@gmail.com or call and whatsapp him on +2348149277967 He will help you and his herb medication is sure. he has the cure on all disease .You can talk to me on INSTAGRAM..tashamoore219....

    ReplyDelete
  23. Dr Itua cure my HIV, I have been a ARV Consumption for 10 years. i have been in pains until i came across Dr Itua on blogs site.I emailed him about my details of my HIV and my location i explained every thing to him and he told me that there is nothing to be scared of that he will cured me, he gave me guarantee,He ask me to pay for items fees so when i'm cured I will show gratitude I did and giving testimony of his healing herbs is what I'm going to do for the rest of you out there having HIV and other disease can see the good work of Dr Itua.I received his herbal medicine through EMS Courier service who delivered to my post office within 5 working days.Dr Itua is an honest man and I appreciate him for his good work.My GrandMa called him to appreciate him and rest of my friends did too,Is a joy to me that I'm free of taking Pills and having that fat belle is a nightmare.you will understand what i'm talking about if you have same problem I was having then not now though.I'm free and healthy Big Thanks To Dr Itua Herbal Center.I have his calendar too that he recently sent me,He Cure all kind disease Like,Cancer,Herpes,Fibromyalgia,Hiv,Hepatitis B,Liver/Kidney Inflamatory,Epilepsy,Infertility,Fibroid,Diabetes,Dercum,Copd ,and also Bring back Ex Lover Back..Here his Contact .drituaherbalcenter@gmail.com Or Whats_app Number +2348149277967

    ReplyDelete
  24. I have long felt a special connection with Herbal Medicine. For one thing is natural, Charlie we went to the same small college in Southern California — Claremont Men’s College — though he dropped out and ultimately enrolled at the Julliard School of the Performing Arts in New York. Had he stayed at Claremont, he would have been a senior the year I started there; I have often kidded that I was the reason he left when he finds out I had herpes. So my life have been lonely like hell all day I couldn't bear the outbreak pain, Tasha then introduce me to Dr Itua who use his herbal medicine to cure her two weeks of drinking it. I place an order form him and he delivers to my post office then I picked it up and used for two weeks all my sore was healed completely no more outbreak I'm honestly telling you this man is a great man, I trust him and his herbal medicine so much I'm sharing this to show my appreciation also to let sick people know there is hope with Dr Itua Herbal Made Medicine.Dr Itua Contact Email.drituaherbalcenter@gmail.com,Whatsapp.+2348149277967
    He cures.
    Herpes,
    STROKE.
    Hepatitis
    H.P.V TYPE 1 TYPE 2 TYPE 3 AND TYPE 4. TYPE 5.
    HIV
    SYPHILIS.
    Liver/Kidney Inflammatory
    Epilepsy

    ReplyDelete
  25. TESTIMONY FROM MARY SMITH{UK}
    I am here to give my testimony about Dr Ogugu who helped me in my life, i want to inform the public how i was cured from (HERPES SIMPLEX VIRUS) by Dr Ogugu,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 Ogugu 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, am a free person now without problem, my HERPES result came out negative. I pray for you Dr Ogugu am cured you can also get your self cured my friends if you really need my doctor help, you can reach him now:

    Whatsapp/ call: +2348081594908
    Email: Oguguspellcaster@gmail.com
    Web Page: https://oguguspellcaster.wixsite.com/spell

    ReplyDelete
  26. Hi, Great.. Tutorial is just awesome..It is really helpful for a newbie like me.. I am a regular follower of your blog. Really very informative post you shared here. Kindly keep blogging.
    Microsoft Azure online training
    Selenium online training
    Java online training
    Python online training
    uipath online training

    ReplyDelete
  27. The Great Dr.OLIHA herbal medicine is a good or perfect cure remedy for HIV Virus, I was diagnose of HIV for almost 5 years, everyday i am always on research looking for a perfect way to get rid of this terrible disease as i always knew that what we need for our health is right here on earth though the scientist say there is know cure for this disease,on my search I saw some different testimony on how Dr. OLIHA has been able to cure HIV with is herbal medicine. I decided to contact this man, I contacted him and he guided me on how to purchase for the medicine. I asked him for solutions and he started the remedies for my health. Thank God, now everything is fine, I’m cured by Dr. OLIHA herbal med icine, I’m very grateful to Dr. OLIHA, reach him now on (oliha.miraclemedicine@gmail.com ) or you can also call him on +2349038382931.

    Dr. OLIHA Also Cures:
    1. HIV/AIDS
    2. HERPES 1/2
    3. CANCER
    4. ALS (Lou Gehrig’s disease)
    5. Hepatitis B
    6. chronic pancreatic
    7. Emphysema
    8. COPD (Chronic Obstructive Pulmonary Disease)
    9. Asthma
    10.Acute angle-closure Glaucoma
    11. Diabetes
    12.CHRONIC PANCREATIC
    13.CHLAMYDIA
    14.ZIKA VIRUS

    ReplyDelete
  28. Hello friends I want to give a big thanks to DR JOHN, for helping me with his herbs to cure my HIV
    virus right now i am now HIV proactive doctor you are the best i ever
    herbalist, and herbalist
    in African DR JOHN Cell or WhatsApp +2348147766277 or mail _ drjohnsoco@outlook.com

    ReplyDelete
  29. Great information in your article. great post.

    ExcelR Data Science

    ReplyDelete
  30. Such a very useful article. Very interesting to read this article.I would like to thank you for the efforts you had made for writing this awesome article.
    date analytics certification training courses
    data science courses training
    data analytics certification courses in Bangalore
    ExcelR Data science courses in Bangalore

    ReplyDelete

  31. Going to graduate school was a positive decision for me. I enjoyed the coursework, the presentations, the fellow students, and the professors. And since my company reimbursed 100% of the tuition, the only cost that I had to pay on my own was for books and supplies. Otherwise, I received a free master’s degree. All that I had to invest was my time.

    Big Data Course

    ReplyDelete
  32. I just got to this amazing site not long ago. I was actually captured with the piece of resources you have got here. Big thumbs up for making such wonderful blog page!data science course in dubai

    ReplyDelete
  33. Ignou Synopsis offer Help to all the students of Ignou by serving the best IGNOU MARD Project help to the learners by the experienced and high qualified project writer's who write plagiarism free project and assignment. We provide the reliable Ignou project and assignment writing services to all those learners who are looking for help in completing their project.

    ReplyDelete
  34. Are you constantly trying to look for perfect ArcGIS Assignment Writng Services online? No worries! We, at MyAssignmentHelp can assist you with the finest of all solutions on time. Being one of the renowned assignment writing service providers, we are dedicated to offering comprehensive assignment assistance on any subject matter associated with the ArcGIS project.

    ReplyDelete
  35. Very nice post. My all doubts are clear with your information and now I take my homework help from StudentsAssignmentHelp.com that offers homework help UK services.

    ReplyDelete

  36. It should be noted that whilst ordering papers for sale at paper writing service, you can get unkind attitude. In case you feel that the bureau is trying to cheat you, don't buy term paper from it.
    www.technewworld.in
    How to Start A blog 2019
    Eid AL ADHA

    ReplyDelete
  37. Make the correct choice with Online Assignment Experts and relax while our professional hands do it at affordable rates! Working round the clock with total dedication and commitment, we strive to deliver 100% satisfaction rate to our clients by providing services like assignment writing help, essay, report writing, online assignment help and many more in a vast pool of subjects.

    ReplyDelete
  38. Pretty good post. I just stumbled upon your blog and wanted to say that I have really enjoyed reading your blog posts. Any way I’ll be subscribing to your feed and I hope you post again soon.
    Data Science Courses

    ReplyDelete
  39. This comment has been removed by the author.

    ReplyDelete
  40. I am really enjoying reading your well written articles. It looks like you spend a lot of effort and time on your blog. I have bookmarked it and I am looking forward to reading new articles. Keep up the good work.
    pmp certification malaysia

    ReplyDelete
  41. I just got to this amazing site not long ago. I was actually captured with the piece of resources you have got here. Big thumbs up for making such wonderful blog page!
    data analytics course malaysia

    ReplyDelete
  42. Hey, Your blog is very informative. It is nice to read such high-quality content. Attractive information on your blog, thank you for taking the time and share with us. Myassignmenthelp delivers high-quality content related to help with new product development assignment
    .

    ReplyDelete
  43. My Assignment Services is no. 1 when it comes up to providing australia assignment help. We have a team of expert writers who are qualified in every level of econometrics, from basic to advanced econometrics. Some of these tutors are still working in this field, so they are well aware of the latest trends and are able to describe them well. Each assignment that we deliver, undergoes proper editing & proofreading and plagiarism check so that there are no errors. My Assignment Services will always be there standing tall 24x7. We provide help for a wide range of assignments and styles like a dissertation, report writing, essays, case study, etc. My Assignment Services is ready for Australian students to rely on our assignment help services due to our amazing features like plagiarism free content, after-sales service, error-free papers, etc. You don’t have to involve much, as we want you to relax and let our experts do the work for you. My Assignment Services has been serving students from past 11 years now and we have gained a good name among students due to our excellent quality of work. My Assignment Services not only help with healthcare, but also other subjects like higher business management, economics, finance, computer science, biology, etc. If you also have any unfinished management assignments, then we are here to provide you the best management assignment help. Our quality is unbeatable and we provide plagiarism free content. No need to worry now, as you can avail our online english literature assignment help services with amazing discounts and cash back. There is no need to panic, as we are here to help. So, order now.

    ReplyDelete
  44. This is a great article and great read for me. It's my first visit to your blog, and I have found it so useful and informative especially this article. Get online Assignment help in Australia.
    Assignment Help Australia

    ReplyDelete
  45. Amazing information Thanks for sharing.
    If you looking for tour packages, then I want to introduce about to Get the best exclusive World Tour Packages at Smart Travel Fair. Enjoy International Tour Packages from USA Tour Packages,California ,San Francisco,and los angeles at affordable prices. Call us @ +1 (888) 362-2444.

    ReplyDelete
  46. With our math homework help online, you can now stay assured of scoring top grades in mathematics. If there is any concept that you cannot understand, then you can just hire our mathematics homework helpers and they can give you a solution. You can reach out to them any time you want from dawn or dusk.

    ReplyDelete
  47. Runtime Errors, such as
    Norton Error 3035 6 in every system while the establishment of the product is entirely distinctive and are brought by the components like issues identified with wrong or incomplete Installation, collapse downloads, missed documents, and much more.

    ReplyDelete
  48. Ethical hackers play key role for security and protection learn on hacking course online will make to learn on ethical hacking

    ReplyDelete
  49. Allassignmenthelp is your academic caretaker. Our online assignment assistance is one of the most sought after in the US and other countries and you should give us a chance to assist you. Pay For Assignment Help

    ReplyDelete
  50. The Windows 10 update is a non- destructive process as it always recommends creating a backup of your data before you perform the update process. Sometimes it may happen that while performing the steps you perform any misstep that leads to data loss. Thus, you need to update the OS carefully. Although Windows 10 has the feature of auto-updating the OS, users can choose to disable this service, if needed. However, it is advisable to update Windows 10 timely in order to avoid errors or constant update alerts.
    Update Windows 7 |
    Update Windows 10 |
    Restore windows 7 |
    Restore windows 10

    ReplyDelete
  51. I must admit that this piece of information was worth it reading thank you, Did you know that today modern electric and gas log splitter provide versatility and convenience of splitting logs into firewood.?? Visit best log splitter for more

    ReplyDelete
  52. Finding facts and data provides them a chance to know how education affects people’s lives. It’s all a learning curve for students as they learn something new at every stage of writing University Assignment Help .

    ReplyDelete
  53. Best piece of info ever looking forward for more, if you have always desired to look like Jesse James or James Bond, your look won’t be complete without a typical full-length all-leather duster. Get one from Leather Duster Jacket

    ReplyDelete
  54. Thank you for this wonderful information looking forward for more, most people spend an average of four hours per day watching their favorite television programs. With this huge amount of time spent in front of your television, it is vital to ensure that you are getting the best quality signal. All from Long Range TV Antennas

    ReplyDelete
  55. This post is really nice and informative. The explanation given is really comprehensive and informative . Thanks for sharing such a great information..Its really nice and informative . Hope more artcles from you. I want to share about the best best java tutorial videos with free bundle videos providedand java training .

    ReplyDelete
  56. Our specialists in engineering subjects at Ideal Assignment Help are capable of giving world category, however affordable assignment facilitate service for engineering students from Australia as well as everywhere the world in completing their engineering assignments, numerical, essays, projects. IdealAssignmentHelp specialists of Engineering Assignment Help team are committed to deliver assignments even when a student is faced with the tight of point in time.

    ReplyDelete
  57. thanks for this informative post. If you are looking for assignment help then Great Assignment Help is always ready to help their customers at affordable price. To gather more information, inbox us or browse our web pages at any time.
    cheap Assignment helper
    assignment helper uk
    online assignment helper

    ReplyDelete
  58. At MyAssignmenthelp, we not only provide the necessary book report writing help for US students, but we also ensure you receive proper appreciation for the report you present on a particular book. How to start writing a book report

    ReplyDelete
  59. This comment has been removed by the author.

    ReplyDelete
  60. Thanks for Sharing This Article.It is very so much valuable content. I hope these Commenting lists will help to my website
    top workday online training
    best workday studio online training
    workday studio online training

    ReplyDelete
  61. Very clear and informative. Thank you for an outstanding content. Are you busy on other task and have limited or no time for your assignment? Worry not for we Help with online class .Is at your door step. Get help today

    ReplyDelete
  62. Nicely Explained Thank You So Much. On the other hand if you would like to see some best quality stationery product like personalized legal pads, custom legal pads, customized legal pads, custom legal pad, letter pads, leather portfolio personalized available online at a good price.

    ReplyDelete
  63. Found your post interesting to read. Sometimes, It become troublesome to make time for writing assignments. We understand such situation. We provide you probability assignment help service for students and complete it for you before the deadline.

    ReplyDelete
  64. Very informative and well-written post! Quite an interesting and nice topic chosen for the post. MyassignmenthelpAu has been a pioneer within the Best Assignment Help Sydney on-line services and within Australia and different countries ceaselessly for over Seven years. Make an order now for professional work, delivered on time and pure.

    ReplyDelete
  65. Hp is a renowned brand that offers various printer models at affordable prices. Users of HP shows high trust on this printer. The setup procedure of printer models such as HP officeJet pro 6978 can be hectic for person with non-technical background. Therefore, to restore the faith and reduce the stress, we have mentioned here compete and authoritative steps to perform the setup via 123.hp.com/setup 6978. You will also find all the relevant files to download the device driver. I any technical assistance is required dial our toll-free number.

    ReplyDelete
  66. After exploring a handful of the articles on your website, I seriously like your way of writing a blog. I bookmarked it to my bookmark site list and will be checking back in the near future. Take a look at my web site too and let me know how you feel.
    Click here to get More information.

    ReplyDelete
  67. This post was awesome thank you for sharing. Most institutions of higher learning across the globe have made it compulsory for students to have a capstone experience as part of their graduation requirements. In other words, chances are that you will have to work on a capstone research project in order for you to graduate. Learn more from Capstone Writing Help

    ReplyDelete
  68. I have to search sites with relevant information on given topic and provide them to teacher our opinion and the article.

    digital marketing course

    For more info :

    ExcelR - Data Science, Data Analytics, Business Analytics Course Training in Mumbai

    304, 3rd Floor, Pratibha Building. Three Petrol pump, Opposite Manas Tower, LBS Rd, Pakhdi, Thane West, Thane, Maharashtra 400602
    18002122120

    ReplyDelete
  69. is appropriate to liberate herself from the pains of economic sorrow.write my essay

    ReplyDelete
  70. Looking for Social Science Assignment Help to score high grades? We have experts who can do it for you. Contact us and get your assignment done today

    ReplyDelete
  71. A debt of gratitude is in order for ExcelR Data Analytics Course Pune the blog entry amigo! Keep them coming...

    ReplyDelete
  72. My Assignment services is a one-stop solution for all your assignment help needs. We offer perfect solution to complex computer science academic tasks related to programming, database, IT and computer network as well as other subjects like management, statistics, law, nursing and many more. Our services are available in any subject aiming to offer unique assignment solution leading to better results every time. You can get a clear idea about the quality of our work through a wide range of free samples available on our website.

    ReplyDelete
  73. Thank you for sharing such an informative information. I like it and recommend to others.

    7 tips to start a career in digital marketing

    “Digital marketing is the marketing of product or service using digital technologies, mainly on the Internet, but also including mobile phones, display advertising, and any other digital medium”. This is the definition that you would get when you search for the term “Digital marketing” in google. Let’s give out a simpler explanation by saying, “the form of marketing, using the internet and technologies like phones, computer etc”.

    we have offered to the advanced syllabus course digital marketing for available join now.

    more details click the link now.

    https://www.webdschool.com/digital-marketing-course-in-chennai.html

    ReplyDelete
  74. Thanks for this blog are more informative contents step by step. I here attached my site would you see this blog.

    Web designing trends in 2020

    When we look into the trends, everything which is ruling today’s world was once a start up and slowly begun getting into. But Now they have literally transformed our lives on a tremendous note. To name a few, Facebook, Whats App, Twitter can be a promising proof for such a transformation and have a true impact on the digital world.

    we have offered top the advanced syllabus course web design and development for available join now.

    more details click the link now.

    https://www.webdschool.com/web-development-course-in-chennai.html

    ReplyDelete
  75. HP printers are renowned worldwide and one of the latest offering is the ultra modern, compact and multi-purpose model called HP DeskJet 3630. This model has practically all the features that a modern machine would require. Print from mobile, scanning, 50% less use of ink toner, light weight and compact design. To know more about this amazing HP printer, visit 123.hp.com/setup.

    ReplyDelete
  76. There can be a way to fix this issue when your Aol Mail Login won’t open. You just have to launch it from the Windows instead of the AOL desktop manager shortcut. You have to open the “All Apps” and then click on the “AOL Desktop Manager” and see if it starts. If it doesn’t start, the program might be damaged and you need to get in touch with the AOL customer support team.

    ReplyDelete
  77. Do you often lose your sleep over your pending assignments? Do you end up searching for best assignment help? Well, if you are struggling to finish your assignment on your own, then you have come to the right place. ABC Assignment help is the leading academic solution provider on the internet, where you can find all the necessary assistance to complete all type of assignments. Essay help

    ReplyDelete
  78. Just saying thanks will not just be sufficient, for the fantasti c lucidity in your writing. I will instantly grab your rss feed to stay informed of any updates.
    data analytics courses

    ReplyDelete

  79. I am reading your post from the beginning, it was so interesting to read & I feel thanks to you for posting such a good blog, keep updates regularly.i want to share about informatica mdm tutorials and sap workflow tutorial

    ReplyDelete
  80. I am inspired with your post writing style & how continuously you describe this topic. After reading your post, windows azure training thanks for taking the time to discuss this, I feel happy about it and I love learning more about this topic.

    ReplyDelete
  81. I like viewing web sites which comprehend the price of delivering the excellent useful resource free of charge. I truly adored reading your posting. Thank you!
    courses in business analytics

    ReplyDelete
  82. Thanks you for sharing this unique useful information content with us. Really awesome work. keep on blogging
    Digital Marketing Course
    AWS Course
    Python Course

    ReplyDelete
  83. Effective blog with a lot of information. I just Shared you the link below for ACTE .They really provide good level of training and Placement,I just Had Database Developer Classes in ACTE , Just Check This Link You can get it more information about the Database Developer course.


    Java training in chennai | Java training in annanagar | Java training in omr | Java training in porur | Java training in tambaram | Java training in velachery

    ReplyDelete
  84. What better way to help your customer than through a quick chat on your website?

    Add Free Live Chat Support Software for Website to Increase Your Sale, Customer Support, Boost Your Online Business with -
    free chat software
    free live chat
    free live chat support
    100% free live chat support
    free live chat support software

    ReplyDelete
  85. How to eradicate the Outlook error 421?
    You may face Outlook error related to your server errors, some are because of SMTP error, or some are because of the POP error, and one of the mistakes that cause this issue is the Outlook error 421, it occurs because of SMTP, POP server settings issue. Sometimes to resolve the issue, you may need to remove the account from your device.

    ReplyDelete
  86. What a wonderful piece of article I have bookmarked for future checkup. A DNP capstone project is normally completed by nurses who want to be at the peak of the practice of nursing. In other words, this type of capstone project is completed by individuals who want to immerse themselves in the practice of nursing. Have you been wondering where you can get top quality assistance with writing DNP projects?. Learn more on DNP Capstone Writing Services.

    ReplyDelete
  87. thanks for sharing.. If you want to increase real organic instagram followers from australia and other country... then here you can go for more information and plans Buy Instagram Followers Australia

    ReplyDelete
  88. Great content comes from great writers. In order for one to graduate with a doctorate degree in nursing practice he/she must complete a capstone project. Notably, A DNP capstone is a scholarly project that demonstrates that a give student has mastered nursing specialty. Specifically, when writing a DNP capstone project, you are expected to synthesize the knowledge that has been learnt in this program and utilize conventional methods in solving a concrete nursing problem. Read more on DNP Capstone Writing Help

    ReplyDelete
  89. I admire your art of writing. Physical therapy is a specialty in the field of health care, which utilizes exercises, massage, heat treatment, and such physical methods to treat an injury, deformity, or a disease instead of using surgery or drugs. If you are interested in studying such interventions, then you should pursue physical therapy studies in an institution of higher learning. Read more on Physical Therapy Capstone Help

    ReplyDelete
  90. I admire your art of writing. Physical therapy is a specialty in the field of health care, which utilizes exercises, massage, heat treatment, and such physical methods to treat an injury, deformity, or a disease instead of using surgery or drugs. If you are interested in studying such interventions, then you should pursue physical therapy studies in an institution of higher learning. Read more on Physical Therapy Capstone Help

    ReplyDelete
  91. Data Science Training in HyderabadHey Nice Blog!! Thanks For Sharing!!!Wonderful blog & good.

    ReplyDelete
  92. Very interesting blog Thank you for sharing such a nice and interesting blog and really very helpful article.

    Oracle Apps SCM Training in Bangalore

    Best Oracle Apps SCMTraining Institutes in Bangalore

    ReplyDelete
  93. I have recently visited your blog profile. I am totally impressed by your blogging skills and knowledge.

    SAP Online Training

    SAP Classes Online

    SAP Training Online

    Online SAP Course

    SAP Course Online

    ReplyDelete
  94. At ABC Assignment Help we can provide assignment help melbourne. with full attention and supervision. Will be shared with you before your deadline so that you can submit it on time and score good grade. Our help support is available 24*7 for all past present and future clients, each of your call will be answered well.

    ReplyDelete
  95. The guidelines of assignment writing differ from university to university, but our experts are well aware of all the guidelines of different universities. Thus, My Assignment Help experts would solve all the requirements of your perfect coursework. Hire us today!

    ReplyDelete
  96. I just got to this amazing site not long ago. I was actually captured with the piece of resources you have got here. Big thumbs up for making such wonderful blog page!

    Simple Linear Regression

    Correlation vs Covariance

    ReplyDelete
  97. descargar transmac full crack are numerous. Also, it is absolutely new programming that could get you out of an opening in the event that you ever need to get access to Mac records on a Windows worked gadget. Further, TransMac 12.5 Keygen is the splendid product lets in clients to exchange files from HFS and HFS+/HFSX for Mac OS Extended and case sensitive drives to their Windows hard drives in clicks.

    ReplyDelete
  98. Good Post! , It Was So Good To Read And Useful To Improve My Knowledge As An Updated One, Keep Blogging.After Seeing Your Article I Want To Say That Also A Well-Written Article With Some Very Good Information Which Is Very Useful For The Readers....Thanks For Sharing It And Do Share More Posts Likethis. Https://Www.3ritechnologies.Com/Course/Aws-Amazon-Web-Services/

    ReplyDelete
  99. To solve any problem concerning the Criminal Law assignment in an effective manner, you will need the help of criminal law essay assignment help. We have Criminal Law Essay Assignment help experts who take pride in holding the highest credentials in law. With the strength of more than 3000 Ph.D. qualified writers, you never walk alone when you are in the process of criminal law assignment writing.

    ReplyDelete
  100. WOW WHAT A BLOG

    https://g.page/ExcelRDataScienceMumbai

    ReplyDelete
  101. This must be a popular blog. Thank you for sharing such an informative article. The goal of every student is to attain high grades no matter the level they are in. However, they may find themselves in circumstances that prompt them to look for help in online platforms like CIPD Assignment Help. Below are some of the things that make students look for assignment help. Learn more on on CIPD Assignment Help AE.

    ReplyDelete
  102. Browse for the best fitness band india under 5000 Find reviews of best fitness bands in India and buy! best fitness band india under 5000

    ReplyDelete
  103. I really enjoyed your blog Thanks for sharing such an informative post.

    want to buy crackers?

    Buy sivakasi crackers from bijili.co

    ReplyDelete
  104. We got some GOOD MEDICAL marijuana weeds,hemp oil,wax,hash and their SEEDS such as Sour Diesel,
     GrandDaddy Purple,OG Kush, Sour Og Kush, Green , Jack Dream, AK-47, Purple Kush, Bubba Kush,Bubblegum Kush,
    Blueberry,Purple-Skunk, Master Kush, Purple Haze,Banana Kush,pineapple express, Orange kush,Night Queen,Big Bud,
     Cheese, BlueDream, White Russia, White Widow, G13,hash oils and seeds etc,
    text me here with your order OR visit our website for fast delivery
    Contact via details below:


    Email:info@hightime420.shop   

    #: +1(720)-306-1632





    Kik id…….greenplug420



    website: https://www.hightime420.shop/

    ReplyDelete
  105. We specialises in custom academic papers for all levels of students. From students who are in high school, through to college graduates and undergraduates, all the way up to university students at master’s degree and even doctoral levels. Academic Writers offer an academic writing service across all subjects and their sub-topics and we offer every essay type from a thesis based argumentative essay to a literary review.

    ReplyDelete
  106. I’m impressed, I must say. Genuinely rarely can i encounter a blog that’s both educative and entertaining, and without a doubt, you have hit the nail on the head. Your concept is outstanding; the issue is something that too little individuals are speaking intelligently about. help with science assignment
    online physics assignment help

    ReplyDelete
  107. The article is very nice, “thank” you for sharing it! ?
    FinePrint Crack

    ReplyDelete
  108. This article has it all, i recommend your blog to everyone reading this article. If you are looking for a 100% unique, custom written paper delivered in strict accordance with your deadline requirements, you should consider addressing our most trusted custom essay writing service. We have created this agency keeping in mind that our primary aim is to gather a really good team of professional academic authors which can write any paper within any time frame. Get Alcove Writing

    ReplyDelete
  109. eureka carts. The logo EUREKA has been pioneering the vape enterprise and placing the gold fashionable for cannabis oil in California for almost a decade. Also, Opening a 2d department in Colorado 2016. Also, EUREKA revolutionized the cannabis vape enterprise with the primary excessive efficiency large spectrum oil free of cutting agents.

    ReplyDelete
  110. ExcelR provides Data Science course . It is a great platform for those who want to learn and become a data scientist. Students are tutored by professionals who have a degree in a particular topic. It is a great opportunity to learn and grow.

    Data Science Course
    Data science courses
    Data scientist certification
    Data scientist courses

    ReplyDelete
  111. Surely, there are a lot of shops to be had withinside the marketplace wherein you may purchase such carts, weed and different stuffs online, however the hard task is to confirm whether or not the goods they may be handing over are proper and of suitable excellent or not.BUY CALI GOLD EXTRACTS Cali Gold carts

    ReplyDelete
  112. Glitch in picture causing Cash App transfer failed? Get to client care.

    A glitch in the picture can make a cry with concession Cash App Transfer Failed reference. Thusly, it changes into the need essential to finish help steps that can be gotten from the client care by dialing the assistance number and getting related with the tech boss or you can utilize the help that is offered by the assistance gathering.

    ReplyDelete
  113. Actually, there is no fee to set up your account and getting a card. And, we also don’t charge a monthly fee as well as no minimum balance is required. So, it is clear from here that you don’t have a need to pay a monthly fee for PayPal to Cash app. If you want to know more, then contact us for support.

    ReplyDelete
  114. Informative article and your subject as well I really get amazed to read this post to everyone. We are appreciate you sharing this superb post. Please stay us informed like this article and thank you buddy. Assignment Help Adelaide -
    Assignment Help Australia -
    Assignment Help Melbourne

    ReplyDelete

  115. I’m a web developer living in the United States. I am a fan of technology, arts, and reading. I’m also interested in entrepreneurship. You can attend my event with a click on the button above.

    McAfee.com/activate |
    McAfee.com/activate|
    McAfee Login |
    McAfee Login |

    ReplyDelete
  116. Find hot models, singers, actors, makeup artists, musicians, advertising professionals, PRO, voice over artists in India for jobs. jobs for models

    ReplyDelete
  117. Great post! I am actually getting ready to across this information, is very helpful my friend. Also great blog here with all of the valuable information you have. Keep up the good work you are doing

    Epson printer error code 0x9a

    ReplyDelete
  118. Know which are the upcoming, latest, trending, top web series releasing on OTT platform. upcoming web series hindi

    ReplyDelete
  119. Nice & Informative Blog !
    you may encounter various issues in QuickBooks that can create an unwanted interruption in your work. To alter such problems, call us at QuickBooks Technical Support Phone Number 1-(855) 550-7546 and get immediate technical services for QuickBooks in less time.

    ReplyDelete
  120. population, exhaustion of resources, decreasing them to a situation near counterbalance or fixedness. theology assignment help

    ReplyDelete
  121. Assignment help is the point at which a student looks for proficient help with finishing an academic assignment, for example, an exposition, research paper, schoolwork, or proposal. There are numerous manners by which students can get quality assignment help, including on the web benefits that utilize qualified academic writers, scientists, and editors. visit - do my assignment , assignment provider

    ReplyDelete
  122. Shop best fitness band in india under 5000.Choose from a vast selection for your gym, cricket, football, skating needs and more. best fitness band in india under 5000

    ReplyDelete
  123. ExcelR provides Data Analytics courses. It is a great platform for those who want to learn and become a Data Analytics course. Students are tutored by professionals who have a degree in a particular topic. It is a great opportunity to learn and grow.


    Data Analytics courses

    ReplyDelete
  124. Nice Blog !
    Our experts at QuickBooks Phone Number are ready to give you immediate support for all QuickBooks errors in this difficult time.

    ReplyDelete
  125. Good to read such an informative blog. I find it interesting and is pretty fascinating, By reading your blog I got very useful information. Thanks for sharing this blog. Keep posting more content like this, it is very nice blog. I recommend you to visit Kotlin app development company

    ReplyDelete
  126. Nice Blog !
    Our experts at QuickBooks Customer Service offers uninterrupted support services for QuickBooks issues in this testing time.

    ReplyDelete
  127. Nice Blog !
    At QuickBooks Phone Number, we have a team of dedicated professionals who provide immediate service for QuickBooks.

    ReplyDelete
  128. It is amazing and wonderful to visit your Blog.Thanks for sharing this information,this is useful to us. Keep posting!, If you face any trouble using QuickBooks, Contact:QuickBooks Support phone numberfor solution.


    ReplyDelete