Kế Hoạch Thực Thi Spark

Giới Thiệu

Sử dụng hàm explain() trên bất kỳ đối tượng DataFrame nào để xem dòng dữ liệu của DataFrame (hoặc cách Spark sẽ thực thi truy vấn này). Kế hoạch thực thi được đọc từ trên xuống dưới, phần trên là kết quả cuối cùng và phần dưới là nguồn (hoặc các bước xử lý) của dữ liệu.

Trong ví dụ dưới đây, hãy xem từ khóa đầu tiên của mỗi dòng: FileScan, Exchange, Sort. Việc sắp xếp dữ liệu thực sự là một biến đổi rộng vì các hàng sẽ cần được so sánh với nhau.

pythonSao chép mãflight_df = spark\
.read\
.option("inferSchema", "true")\ # suy đoán schema, có nghĩa là chúng ta muốn Spark đoán schema tốt nhất cho DataFrame của chúng ta
.option("header", "true")\
.csv("/data/flight-data/csv/2015-summary.csv")
flight_df.sort("count").explain()

Kế Hoạch Thực Thi (Physical Plan)

plaintextSao chép mã== Kế Hoạch Thực Thi ==
* Sắp Xếp [count#195 ASC NULLS FIRST], true, 0
+- Trao Đổi rangepartitioning(count#195 ASC NULLS FIRST, 200)
   +- *FileScan csv [DEST_COUNTRY_NAME#193,ORIGIN_COUNTRY_NAME#194,count#195]

Dòng thứ nhất là kế hoạch thực thi của Spark, nó hiển thị các bước mà Spark sẽ thực hiện để thực hiện truy vấn này. Trong ví dụ này, chúng ta thấy một Sort và một Exchange. Sorting thực sự là một biến đổi rộng, vì các hàng sẽ cần được so sánh với nhau để sắp xếp. Exchange cũng là một bước rộng, vì nó liên quan đến việc tráo đổi dữ liệu giữa các phân vùng. Dưới đó là một FileScan, cho biết dữ liệu sẽ được đọc từ một tệp CSV.

DataFrame trong Spark

Tạo DataFrame

createDataFrame

Khi schema là một danh sách các tên cột, loại của mỗi cột sẽ được suy đoán từ dữ liệu.

Khi schema là None, nó sẽ cố gắng suy đoán schema (tên cột và loại) từ dữ liệu, dữ liệu này phải là một RDD của Row, namedtuple hoặc dict.

pythonSao chép mã# Tạo Spark Session
spark = SparkSession.builder\
        .getOrCreate()

# Tạo Spark Context
sc = spark.sparkContext

# Định nghĩa schema
schema = StructType([
   StructField("name", StringType(), True), # True - Có thể là null
   StructField("age", IntegerType(), True)
])

# Tạo DataFrame Spark từ RDD của Row, namedtuple hoặc dict
rdd = sc.parallelize([('Alice', 1)]) # Spark context -> để tạo một phiên làm việc song song
spark_df = spark.createDataFrame(rdd, schema)
spark_df.collect()
# [Row(name='Alice', age=1)]

# Tạo DataFrame Spark từ DataFrame Pandas
spark_df = spark.createDataFrame(pandas_df, schema)

Đây là cách tạo DataFrame trong Spark từ một loạt các nguồn dữ liệu khác nhau. Bạn có thể sử dụng RDD của Row, namedtuple hoặc dict để tạo DataFrame, hoặc tạo từ DataFrame Pandas. Điều này cho phép bạn làm việc với các loại dữ liệu khác nhau trong môi trường Spark một cách linh hoạt.

954 thoughts on “Kế Hoạch Thực Thi Spark

  1. Howdy, I think your web site could be having browser compatibility problems. When I take a look at your blog in Safari, it looks fine however, when opening in I.E., it’s got some overlapping issues. I just wanted to give you a quick heads up! Besides that, excellent website.

  2. Aw, this was an extremely nice post. Taking a few minutes and actual effort to generate a top notch article… but what can I say… I procrastinate a lot and don’t seem to get anything done.

  3. Can I just say what a relief to find an individual who genuinely knows what they are discussing on the internet. You certainly understand how to bring a problem to light and make it important. More people really need to read this and understand this side of your story. I can’t believe you aren’t more popular because you surely have the gift.

  4. Hello there, I do believe your website might be having web browser compatibility issues. When I look at your website in Safari, it looks fine however, when opening in Internet Explorer, it’s got some overlapping issues. I simply wanted to give you a quick heads up! Other than that, wonderful site!

  5. sugar defender Official website I have
    actually dealt with blood sugar level fluctuations
    for many years, and it really impacted my power degrees throughout the day.
    Given that starting Sugar Protector, I really feel a lot more well balanced and
    sharp, and I do not experience those mid-day slumps any longer!
    I like that it’s an all-natural solution that functions without any harsh
    negative effects. It’s genuinely been a game-changer for me

  6. you’re really a good webmaster. The website loading speed is incredible. It seems that you are doing any distinctive trick. Furthermore, The contents are masterwork. you have performed a great process on this topic!

  7. Lots of people were enthusiastic sportsmen or enjoyed music and dancing. It’s possible you’ll remember that you were most joyful on the operating track. Even so, with increasing obligations you might have found almost no time to indulge in any of the interests. Are you affected by depression and want to get free from its abysmal depths without lifelong antidepresants? You could attempt and help yourself to overcome depression naturally.

  8. A lot of thanks for all your labor on this web page. Ellie really loves doing internet research and it’s really obvious why. My partner and i notice all relating to the powerful means you present efficient information via the web blog and therefore improve contribution from others on the subject and our simple princess is really understanding a great deal. Take advantage of the remaining portion of the year. You have been carrying out a great job.

  9. Thanks a lot for giving everyone an extraordinarily memorable chance to read in detail from this site. It is often so brilliant and packed with a lot of fun for me and my office acquaintances to search your site nearly thrice in a week to read through the latest items you will have. And definitely, I’m certainly astounded considering the exceptional ideas you serve. Certain two points in this post are really the most beneficial we’ve ever had.

  10. Attractive element of content. I just stumbled upon your blog and in accession capital to say that I get in fact enjoyed account your weblog posts. Any way I’ll be subscribing in your feeds and even I success you get admission to consistently rapidly.

  11. My husband and i got now thrilled Edward managed to finish off his researching while using the ideas he gained out of the web site. It’s not at all simplistic to just continually be giving out ideas which usually some people have been selling. And we consider we now have you to give thanks to because of that. The type of explanations you’ve made, the easy blog menu, the friendships you aid to instill – it’s everything powerful, and it is helping our son in addition to our family imagine that the situation is excellent, and that is incredibly pressing. Thanks for all!

  12. I have noticed that over the course of developing a relationship with real estate homeowners, you’ll be able to get them to understand that, in every single real estate transaction, a commission is paid. In the long run, FSBO sellers will not “save” the commission. Rather, they fight to win the commission by means of doing a great agent’s job. In completing this task, they invest their money along with time to conduct, as best they will, the assignments of an broker. Those duties include getting known the home by means of marketing, representing the home to all buyers, constructing a sense of buyer desperation in order to prompt an offer, making arrangement for home inspections, taking on qualification checks with the loan company, supervising fixes, and aiding the closing of the deal.

  13. We’re a group of volunteers and starting a new scheme in our community. Your site provided us with valuable information to work on. You’ve done a formidable job and our whole community will be thankful to you.

  14. As far as me being a member here, I didnt even know that I was a member here. When the article was published I received a notification, so that I could participate in Comments, so perhaps that is it. But we’re certainly all members in the world of ideas.

  15. Great ¡V I should certainly pronounce, impressed with your site. I had no trouble navigating through all tabs as well as related info ended up being truly easy to do to access. I recently found what I hoped for before you know it at all. Quite unusual. Is likely to appreciate it for those who add forums or anything, website theme . a tones way for your client to communicate. Excellent task..

  16. I blog frequently and I seriously thank you for your content. Your article has truly peaked my interest. I am going to book mark your website and keep checking for new information about once a week. I opted in for your Feed as well.

  17. I think youve made some actually helpful factors. Not as well lots of people would actually feel about this the best way you simply did. Im genuinely impressed that theres so much about this matter thats been uncovered and you also did it so nicely, with so considerably class. Fantastic one you, man! Definitely terrific things correct here.

  18. I would like to thnkx stiforp for the efforts you have put in writing this site. I am hoping the same high-grade blog post from you in the future too. Stiforp In fact your creative writing abilities has encouraged me to get my own web site going now. Really blogging is spreading its wings and growing fast. Your Stiforp write up is a great example.

  19. I’m really loving the theme/design of your blog. Do you ever run into any web browser compatibility problems? A few of my blog audience have complained about my site not operating correctly in Explorer but looks great in Opera. Do you have any recommendations to help fix this issue?

  20. For that reason times repeatedly pretty much everything, this life definitely is ended up saving a little bit more. The program in fact saves currently the And also carbon actually motivated in to planet during these development activities. dc free mommy blog giveaways family trip home gardening house power wash baby laundry detergent

  21. Hello! I could have sworn I’ve visited this site before but after browsing through many of the posts I realized it’s new to me. Anyhow, I’m definitely happy I discovered it and I’ll be book-marking it and checking back frequently.

  22. I have to thank you for the efforts you have put in writing this blog. I really hope to view the same high-grade blog posts by you later on as well. In fact, your creative writing abilities has inspired me to get my very own blog now 😉

  23. When I originally left a comment I appear to have clicked the -Notify me when new comments are added- checkbox and from now on each time a comment is added I receive four emails with the exact same comment. Is there a way you are able to remove me from that service? Thanks a lot.

  24. Oh my goodness! Amazing article dude! Thank you, However I am having problems with your RSS. I don’t know why I am unable to join it. Is there anybody else getting the same RSS problems? Anyone that knows the solution can you kindly respond? Thanks.

  25. An impressive share! I’ve just forwarded this onto a co-worker who was doing a little homework on this. And he actually ordered me dinner simply because I found it for him… lol. So allow me to reword this…. Thanks for the meal!! But yeah, thanks for spending some time to talk about this topic here on your blog.

  26. An outstanding share! I’ve just forwarded this onto a friend who had been conducting a little homework on this. And he in fact ordered me dinner simply because I found it for him… lol. So allow me to reword this…. Thank YOU for the meal!! But yeah, thanks for spending the time to talk about this matter here on your web page.

  27. Hello there! This blog post could not be written any better! Going through this article reminds me of my previous roommate! He continually kept preaching about this. I will forward this article to him. Pretty sure he’s going to have a good read. Thank you for sharing!

  28. I truly love your site.. Very nice colors & theme. Did you make this web site yourself? Please reply back as I’m trying to create my own personal blog and want to know where you got this from or what the theme is named. Thank you.

  29. Oh my goodness! Amazing article dude! Many thanks, However I am experiencing issues with your RSS. I don’t know the reason why I am unable to subscribe to it. Is there anybody else getting similar RSS issues? Anybody who knows the answer will you kindly respond? Thanks!

  30. I have to thank you for the efforts you’ve put in penning this blog. I really hope to check out the same high-grade content by you in the future as well. In truth, your creative writing abilities has motivated me to get my own website now 😉

  31. Good post. I learn something totally new and challenging on sites I stumbleupon on a daily basis. It’s always helpful to read through content from other authors and use something from their web sites.

  32. Nice post. I learn something new and challenging on websites I stumbleupon everyday. It will always be exciting to read through content from other authors and practice a little something from their websites.

  33. I blog often and I really thank you for your information. The article has really peaked my interest. I’m going to bookmark your website and keep checking for new information about once a week. I opted in for your RSS feed too.

  34. When I initially left a comment I appear to have clicked on the -Notify me when new comments are added- checkbox and from now on every time a comment is added I recieve 4 emails with the exact same comment. There has to be an easy method you are able to remove me from that service? Thanks.

  35. Spot on with this write-up, I honestly believe that this website needs a lot more attention. I’ll probably be back again to read more, thanks for the info.

  36. I would like to thank you for the efforts you’ve put in writing this blog. I really hope to check out the same high-grade content from you later on as well. In fact, your creative writing abilities has inspired me to get my own website now 😉

  37. I would like to thank you for the efforts you have put in penning this website. I’m hoping to view the same high-grade blog posts from you in the future as well. In truth, your creative writing abilities has motivated me to get my own blog now 😉

  38. Hi! I could have sworn I’ve visited this website before but after browsing through many of the posts I realized it’s new to me. Anyhow, I’m certainly delighted I came across it and I’ll be book-marking it and checking back regularly!

  39. This is the right blog for anybody who really wants to understand this topic. You realize so much its almost hard to argue with you (not that I personally will need to…HaHa). You definitely put a fresh spin on a topic that has been written about for many years. Excellent stuff, just wonderful.

  40. Hi, I do believe this is an excellent website. I stumbledupon it 😉 I may return once again since I book marked it. Money and freedom is the greatest way to change, may you be rich and continue to guide other people.

  41. I blog often and I truly thank you for your information. The article has truly peaked my interest. I will book mark your website and keep checking for new details about once per week. I opted in for your Feed as well.

  42. I would like to thank you for the efforts you’ve put in writing this blog. I really hope to check out the same high-grade content by you in the future as well. In truth, your creative writing abilities has motivated me to get my very own website now 😉

  43. You’re so interesting! I do not suppose I’ve truly read through anything like this before. So great to find someone with a few unique thoughts on this topic. Really.. thanks for starting this up. This website is one thing that’s needed on the web, someone with a bit of originality.

  44. Having read this I believed it was very informative. I appreciate you spending some time and energy to put this informative article together. I once again find myself personally spending a lot of time both reading and posting comments. But so what, it was still worth it.

  45. Hi there! This blog post could not be written much better! Looking at this article reminds me of my previous roommate! He always kept talking about this. I most certainly will send this post to him. Fairly certain he will have a very good read. Many thanks for sharing!

  46. Next time I read a blog, Hopefully it does not fail me as much as this one. I mean, I know it was my choice to read, nonetheless I actually thought you would probably have something interesting to say. All I hear is a bunch of whining about something you can fix if you were not too busy searching for attention.

  47. I really love your website.. Very nice colors & theme. Did you make this site yourself? Please reply back as I’m looking to create my own personal site and would like to find out where you got this from or exactly what the theme is called. Thanks!

  48. Hi, I do believe this is an excellent blog. I stumbledupon it 😉 I’m going to revisit yet again since i have bookmarked it. Money and freedom is the best way to change, may you be rich and continue to guide other people.

  49. sex nhật hiếp dâm trẻ em ấu dâm buôn bán vũ khí ma túy bán súng sextoy chơi đĩ sex bạo lực sex học đường tội phạm tình dục chơi les đĩ đực người mẫu bán dâm

  50. sex nhật hiếp dâm trẻ em ấu dâm buôn bán vũ khí ma túy bán súng sextoy chơi đĩ sex bạo lực sex học đường tội phạm tình dục chơi les đĩ đực người mẫu bán dâm

  51. In addition to plants in India, the group right this moment has 9 greenfield plants in 5 international locations outdoors India namely USA, Mexico, Poland, Egypt & Dubai and the products of the nation are offered in 140 countries across the globe.

  52. Koła to bez wątpienia jedne z najważniejszych elementów każdego pojazdu. Od ich stanu w danym momencie zależy nie tylko poziom komfortu prowadzenia maszyny, ale przede wszystkim bezpieczeństwo osoby zasiadającej za kierownicą. Aby nie musiała ona w przyszłości uczestniczyć w groźnym zdarzeniu na drodze lub w miejscu pracy, należy zadbać o to, by opony oraz felgi wykorzystywane w sterowanym przez nią pojeździe charakteryzowała nienaganna forma. Wiedząc, jak wiele od tego zależy, spółka 4Lift oferuje korzystającym z jej usług osobom dostęp do najlepszych akcesoriów kompatybilnych z kołami. Sprzedaż stacjonarna: Znajdź oddział Rolki offsetowe to idealne rozwiązanie dla wszystkich Twoich potrzeb biurowych. Niezależnie od zastosowania, nasze produkty zapewniają doskonałą jakość, trwałość oraz profesjonalny wygląd dokumentów.
    https://os.mbed.com/users/leywidgiros1977/
    Dołącz do naszego klubu i otrzymuj ciekawe informacje, promocje i rabaty. K2 to jeden z czołowych producentów rolek, który cieszy się dużym uznaniem wśród użytkowników. Rolki K2 słyną z wysokiej jakości wykonania oraz innowacyjnych rozwiązań. Wyprzedaż trwa! Te pliki pozwalają nam na dokonanie analiz dotyczących naszego sklepu internetowego, co może przyczynić się do jego lepszego funkcjonowania i dostosowania do potrzeb Użytkowników.   Bezpieczeństwo jest najważniejsze podczas jazdy na rolkach, ale to nie oznacza, że musisz rezygnować ze stylowego wyglądu. Dostępne u nas ochraniacze na rolki są dostępne w różnych kolorach i wzorach, co pozwala na dopasowanie ich do osobistego stylu. Pamiętaj jednak, że wygląd ochraniaczy to nie wszystko – najważniejsza jest ich funkcjonalność i skuteczność w ochronie przed urazami. Dlatego zawsze upewnij się, że wybrane ochraniacze na rolki spełniają wszystkie niezbędne standardy bezpieczeństwa.

  53. sex nhật hiếp dâm trẻ em ấu dâm buôn bán vũ khí ma túy bán súng sextoy chơi đĩ sex bạo lực sex học đường tội phạm tình dục chơi les đĩ đực người mẫu bán dâm

  54. A revenue bond is a special type of municipal bond distinguished by its guarantee of repayment solely from revenues generated by a specified revenue-generating entity associated with the purpose of the bonds, rather than from a tax.

  55. sex nhật hiếp dâm trẻ em ấu dâm buôn bán vũ khí ma túy bán súng sextoy chơi đĩ sex bạo lực sex học đường tội phạm tình dục chơi les đĩ đực người mẫu bán dâm

  56. Hi there, I believe your blog might be having web browser compatibility issues. When I take a look at your website in Safari, it looks fine however, if opening in IE, it has some overlapping issues. I just wanted to provide you with a quick heads up! Other than that, great website!

  57. sex nhật hiếp dâm trẻ em ấu dâm buôn bán vũ khí ma túy bán súng sextoy chơi đĩ sex bạo lực sex học đường tội phạm tình dục chơi les đĩ đực người mẫu bán dâm

  58. Congress in 1789 pending the appointment of clerks and secretaries by each Houses, and he accordingly staffed the classes of the United States Senate throughout the primary few months of its existence, still signing papers underneath the title of Secretary of the Congress.

  59. An outstanding share! I’ve just forwarded this onto a co-worker who has been conducting a little homework on this. And he actually bought me lunch simply because I stumbled upon it for him… lol. So allow me to reword this…. Thanks for the meal!! But yeah, thanks for spending time to discuss this issue here on your blog.

  60. HUVIP88 – Cổng game đổi thưởng uy tín năm 2025 với hệ thống trò chơi phong phú từ game bài truyền thống đến các trò chơi mới lạ như Đua ngựa, Nổ hũ, Bắn cá, Rồng hổ, và Slot Games. Người chơi có thể trải nghiệm cảm giác hồi hộp với tài xỉu, xóc đĩa, bầu cua cùng nhiều tính năng độc đáo.

  61. You’re so awesome! I don’t think I’ve read anything like this before. So wonderful to find another person with some unique thoughts on this topic. Seriously.. thank you for starting this up. This site is something that is needed on the internet, someone with a bit of originality.

  62. Hello there! This post couldn’t be written much better! Reading through this article reminds me of my previous roommate! He continually kept preaching about this. I’ll forward this post to him. Pretty sure he will have a very good read. Thanks for sharing!

  63. HDBET là nhà cái cá cược trực tuyến hàng đầu tại Việt Nam, cung cấp đa dạng các trò chơi từ cá cược thể thao đến casino trực tuyến.

  64. I’m impressed, I have to admit. Rarely do I come across a blog that’s both educative and interesting, and let me tell you, you have hit the nail on the head. The issue is something which too few folks are speaking intelligently about. I’m very happy I found this in my hunt for something concerning this.

  65. I’m amazed, I have to admit. Rarely do I encounter a blog that’s equally educative and amusing, and let me tell you, you’ve hit the nail on the head. The issue is something not enough folks are speaking intelligently about. I’m very happy I came across this in my search for something relating to this.

  66. Hello there, I think your blog could be having internet browser compatibility issues. Whenever I take a look at your website in Safari, it looks fine however when opening in IE, it has some overlapping issues. I just wanted to give you a quick heads up! Aside from that, great website!

  67. Hello there, I do think your web site could be having internet browser compatibility problems. Whenever I take a look at your web site in Safari, it looks fine however when opening in I.E., it has some overlapping issues. I just wanted to give you a quick heads up! Aside from that, fantastic website!

  68. He made his Júbilo Iwata debut because the fifth oldest player to play in a J1 League at forty years, eleven months and 4 days and the oldest goalkeeper to do so, breaking the file of Dido Havenaar, as the membership loss 2-zero towards Vissel Kobe within the opening sport of the season.

  69. You’re so cool! I don’t think I’ve truly read through a single thing like that before. So good to discover another person with original thoughts on this issue. Seriously.. thanks for starting this up. This website is one thing that is required on the internet, someone with a little originality.

  70. Can I simply just say what a relief to uncover an individual who actually knows what they’re discussing on the web. You definitely understand how to bring a problem to light and make it important. More and more people should check this out and understand this side of the story. It’s surprising you are not more popular since you certainly have the gift.

  71. I’m impressed, I have to admit. Seldom do I come across a blog that’s equally educative and interesting, and let me tell you, you’ve hit the nail on the head. The issue is something that not enough folks are speaking intelligently about. I’m very happy I stumbled across this during my hunt for something concerning this.

  72. After exploring a few of the blog articles on your web page, I honestly like your technique of blogging. I book-marked it to my bookmark website list and will be checking back in the near future. Please check out my website as well and let me know what you think.

  73. An outstanding share! I have just forwarded this onto a co-worker who was doing a little research on this. And he in fact ordered me dinner simply because I stumbled upon it for him… lol. So let me reword this…. Thanks for the meal!! But yeah, thanks for spending time to discuss this topic here on your internet site.

  74. I’d like to thank you for the efforts you’ve put in penning this website. I really hope to see the same high-grade content from you later on as well. In truth, your creative writing abilities has encouraged me to get my own blog now 😉

  75. May I simply just say what a relief to discover someone who genuinely understands what they’re discussing on the internet. You certainly realize how to bring an issue to light and make it important. More people need to read this and understand this side of the story. I can’t believe you are not more popular given that you most certainly possess the gift.

  76. An intriguing discussion is worth comment. I do think that you need to publish more on this subject, it may not be a taboo subject but usually people don’t discuss these issues. To the next! Many thanks!

  77. A CTA typically acts as an asset manager, following a set of funding methods using futures contracts and choices on futures contracts on a wide number of bodily goods comparable to agricultural merchandise, forest products, metals, and power, plus derivative contracts on monetary devices equivalent to indices, bonds, and currencies.

  78. In different phrases, most summer colleges, winter faculties or researcher visits would be enough to be taught the usable fundamentals, that’s really all that’s required, for me at least, and I’d be tempted to say it’s largely motivation plus effort, I don’t consider myself particularly talented with language learning.

  79. This is the right website for anyone who would like to understand this topic. You understand a whole lot its almost hard to argue with you (not that I really would want to…HaHa). You definitely put a fresh spin on a subject that’s been discussed for a long time. Excellent stuff, just wonderful.

  80. An interesting discussion is definitely worth comment. There’s no doubt that that you should write more on this subject matter, it may not be a taboo matter but usually folks don’t discuss such issues. To the next! Cheers!

  81. The precise causes of character disorder are usually not fully understood, however components reminiscent of genetics, childhood trauma, dysfunctional family dynamics, and environmental influences might all contribute to its development.

  82. I blog quite often and I truly thank you for your information. The article has really peaked my interest. I will take a note of your website and keep checking for new information about once per week. I subscribed to your RSS feed as well.

  83. The next time I read a blog, Hopefully it does not fail me just as much as this one. I mean, I know it was my choice to read through, however I genuinely thought you would have something helpful to talk about. All I hear is a bunch of moaning about something you could fix if you weren’t too busy seeking attention.

  84. I seriously love your blog.. Great colors & theme. Did you build this website yourself? Please reply back as I’m looking to create my own site and would like to learn where you got this from or what the theme is named. Thanks.

  85. I’m impressed, I have to admit. Rarely do I come across a blog that’s equally educative and amusing, and without a doubt, you have hit the nail on the head. The problem is something that too few men and women are speaking intelligently about. I am very happy I stumbled across this in my search for something concerning this.

  86. Hello there! This blog post could not be written much better! Going through this article reminds me of my previous roommate! He always kept talking about this. I most certainly will forward this information to him. Pretty sure he’s going to have a great read. Thanks for sharing!

  87. After going over a few of the blog articles on your blog, I seriously like your way of writing a blog. I added it to my bookmark webpage list and will be checking back soon. Please visit my website as well and tell me what you think.

  88. I blog often and I really thank you for your information. The article has really peaked my interest. I am going to book mark your blog and keep checking for new information about once a week. I subscribed to your RSS feed too.

  89. A fascinating discussion is definitely worth comment. There’s no doubt that that you need to publish more on this topic, it may not be a taboo matter but usually folks don’t speak about these issues. To the next! Kind regards!

  90. sex nhật hiếp dâm trẻ em ấu dâm buôn bán vũ khí ma túy bán súng sextoy chơi đĩ sex bạo lực sex học đường tội phạm tình dục chơi les đĩ đực người mẫu bán dâm

  91. Having read this I thought it was very enlightening. I appreciate you taking the time and effort to put this short article together. I once again find myself personally spending way too much time both reading and commenting. But so what, it was still worth it!

  92. Oh my goodness! Incredible article dude! Thank you, However I am having problems with your RSS. I don’t understand the reason why I cannot subscribe to it. Is there anyone else having similar RSS problems? Anyone who knows the answer will you kindly respond? Thanx!!

  93. After checking out a number of the blog posts on your web page, I really like your technique of blogging. I bookmarked it to my bookmark site list and will be checking back soon. Please check out my web site as well and tell me what you think.

  94. An impressive share! I have just forwarded this onto a friend who has been conducting a little research on this. And he actually bought me breakfast simply because I stumbled upon it for him… lol. So let me reword this…. Thank YOU for the meal!! But yeah, thanks for spending the time to talk about this subject here on your web site.

  95. I really love your site.. Pleasant colors & theme. Did you develop this website yourself? Please reply back as I’m trying to create my own site and would love to learn where you got this from or exactly what the theme is called. Thank you!

  96. An outstanding share! I’ve just forwarded this onto a friend who has been conducting a little homework on this. And he in fact bought me lunch because I stumbled upon it for him… lol. So allow me to reword this…. Thank YOU for the meal!! But yeah, thanx for spending the time to talk about this topic here on your website.

  97. sex nhật hiếp dâm trẻ em ấu dâm buôn bán vũ khí ma túy bán súng sextoy chơi đĩ sex bạo lực sex học đường tội phạm tình dục chơi les đĩ đực người mẫu bán dâm

  98. Having read this I thought it was very informative. I appreciate you spending some time and energy to put this article together. I once again find myself personally spending way too much time both reading and commenting. But so what, it was still worth it.

  99. Having read this I thought it was rather informative. I appreciate you finding the time and effort to put this content together. I once again find myself personally spending a significant amount of time both reading and commenting. But so what, it was still worth it!

  100. sex nhật hiếp dâm trẻ em ấu dâm buôn bán vũ khí ma túy bán súng sextoy chơi đĩ sex bạo lực sex học đường tội phạm tình dục chơi les đĩ đực người mẫu bán dâm

  101. I was wondering if you ever thought of changing the layout of your blog? Its very well written; I love what youve got to say. But maybe you could a little more in the way of content so people could connect with it better. Youve got an awful lot of text for only having one or two pictures. Maybe you could space it out better?

  102. An outstanding share! I have just forwarded this onto a colleague who has been doing a little research on this. And he in fact ordered me lunch simply because I stumbled upon it for him… lol. So allow me to reword this…. Thank YOU for the meal!! But yeah, thanx for spending some time to discuss this topic here on your internet site.

  103. I must thank you for the efforts you have put in writing this site. I’m hoping to view the same high-grade content from you later on as well. In fact, your creative writing abilities has motivated me to get my own, personal website now 😉

  104. Hello, I do believe your web site could be having web browser compatibility problems. When I look at your site in Safari, it looks fine however, if opening in IE, it’s got some overlapping issues. I simply wanted to provide you with a quick heads up! Besides that, great site.

  105. An impressive share! I have just forwarded this onto a friend who had been doing a little homework on this. And he actually ordered me breakfast simply because I stumbled upon it for him… lol. So allow me to reword this…. Thanks for the meal!! But yeah, thanks for spending some time to discuss this matter here on your site.

  106. I discovered your blog post site on the search engines and check a few of your early posts. Always keep in the top notch operate. I extra your Feed to my MSN News Reader. Looking for forward to reading much more of your stuff down the road!…

  107. sex nhật hiếp dâm trẻ em ấu dâm buôn bán vũ khí ma túy bán súng sextoy chơi đĩ sex bạo lực sex học đường tội phạm tình dục chơi les đĩ đực người mẫu bán dâm

  108. I’m very pleased to uncover this great site. I need to to thank you for ones time for this particularly fantastic read!! I definitely appreciated every little bit of it and i also have you book-marked to check out new information in your web site.

  109. I’m amazed, I must say. Seldom do I come across a blog that’s equally educative and engaging, and without a doubt, you have hit the nail on the head. The issue is something too few folks are speaking intelligently about. Now i’m very happy I came across this in my search for something regarding this.

  110. Howdy! I could have sworn I’ve been to your blog before but after browsing through a few of the articles I realized it’s new to me. Nonetheless, I’m certainly pleased I came across it and I’ll be bookmarking it and checking back regularly!

  111. Aw, this was a really good post. Finding the time and actual effort to generate a great article… but what can I say… I put things off a whole lot and don’t manage to get anything done.

  112. Excellent goods from you, man. I have be aware your stuff previous to
    and you are simply too great. I really like what you’ve got right here, really like what you
    are stating and the way in which you say it. You make it entertaining
    and you still take care of to stay it smart. I can’t wait to learn much more from
    you. This is actually a terrific site.

  113. I really like the way you’ve structured this post! Your thoughts are clear and concise. For anyone looking for more information on this subject, here could provide valuable additional reading.

  114. This is a very well-crafted post! You’ve raised some excellent points that deserve more attention. If others want to explore this issue further, here could be a great next step.

  115. Your post is a great contribution to the discussion! I really appreciate the depth of your points. For others interested in this topic, here is a good place to look for more information.

  116. I really appreciate your insight on this topic! It’s always great to hear a fresh perspective. If anyone else wants to dive deeper into this, they can check out this for more details.

  117. Next time I read a blog, I hope that it doesn’t fail me just as much as this one. After all, Yes, it was my choice to read through, nonetheless I genuinely believed you would probably have something helpful to say. All I hear is a bunch of crying about something that you could possibly fix if you weren’t too busy seeking attention.

  118. Hi, I do believe this is an excellent blog. I stumbledupon it 😉 I’m going to come back once again since i have book-marked it. Money and freedom is the best way to change, may you be rich and continue to help others.

  119. I’m very happy to discover this site. I want to to thank you for your time due to this wonderful read!! I definitely appreciated every little bit of it and I have you saved to fav to see new information in your site.

  120. Having read this I believed it was really informative. I appreciate you finding the time and energy to put this article together. I once again find myself spending a lot of time both reading and leaving comments. But so what, it was still worthwhile!

  121. Woah! I’m really loving the template/theme of this blog. It’s simple, yet effective. A lot of times it’s very hard to get that “perfect balance” between user friendliness and visual appeal. I must say you have done a awesome job with this. In addition, the blog loads super fast for me on Chrome. Excellent Blog!

  122. Howdy! This blog post couldn’t be written much better! Going through this article reminds me of my previous roommate! He continually kept talking about this. I am going to forward this article to him. Pretty sure he’ll have a good read. I appreciate you for sharing!

  123. Having read this I believed it was extremely informative. I appreciate you spending some time and effort to put this short article together. I once again find myself spending a lot of time both reading and posting comments. But so what, it was still worthwhile!

  124. I do trust all of the concepts you’ve presented for your post. They are really convincing and can certainly work. Nonetheless, the posts are too brief for newbies. May just you please lengthen them a little from next time? Thanks for the post.

  125. Hey very cool web site!! Man .. Excellent .. Amazing .. I will bookmark your web site and take the feeds also…I’m happy to find a lot of useful info here in the post, we need develop more strategies in this regard, thanks for sharing. . . . . .

  126. You lost me, friend. I mean, I assume I get what youre indicating. I have an understanding of what you’re saying, but you just appear to have forgotten about that you will find some other people in the world who look at this matter for what it genuinely is and might not agree with you. You may be turning away a decent amount of persons who might have been fans of your blog.

  127. As a consequence of these websites and also talk computer software people today are given a better chance to come across their own lover. The reason is , everyone is provided the danger to be related wherever some might always be. Almost all different ethnicities along with strolling involving lifetime are able to meet with an effective simply click in the keyboard.

  128. Thank you for the sensible critique. Me & my neighbor were just preparing to do a little research about this. We got a book from our local library but I think I learned better from this post. I’m very glad to see such excellent info being shared freely out there.

  129. Obviously I like your web-site, however you have to test the spelling on quite a few of your posts. Several of them are rife with spelling issues and I find it very bothersome to inform you. On the other hand I will surely come again again!

  130. Oh my goodness! Incredible article dude! Many thanks, However I am encountering difficulties with your RSS. I don’t know why I cannot subscribe to it. Is there anybody else getting identical RSS problems? Anybody who knows the answer will you kindly respond? Thanks.

  131. An interesting discussion is worth comment. I think that you should publish more about this subject matter, it may not be a taboo matter but typically people do not discuss these subjects. To the next! Cheers!

  132. Attractive section of content. I just stumbled upon your web site and in accession capital to assert that I acquire in fact enjoyed account your blog posts. Anyway I’ll be subscribing to your augment and even I achievement you access consistently rapidly.

  133. After going over a few of the articles on your web page, I truly like your way of writing a blog. I added it to my bookmark website list and will be checking back in the near future. Take a look at my website as well and let me know how you feel.

  134. This is the right site for anyone who really wants to find out about this topic. You realize so much its almost tough to argue with you (not that I really will need to…HaHa). You definitely put a new spin on a topic that has been discussed for decades. Excellent stuff, just wonderful.

  135. The very next time I read a blog, Hopefully it does not fail me as much as this particular one. After all, I know it was my choice to read, but I genuinely believed you’d have something useful to talk about. All I hear is a bunch of moaning about something you could possibly fix if you weren’t too busy looking for attention.

  136. Just lately, I didnrrrt offer lots of consideration for you to departing answers on-page page accounts and still have positioned replies actually much less. Examining by using your enjoyable article, can assist myself to do this sometimes.

  137. I truly love your blog.. Excellent colors & theme. Did you build this amazing site yourself? Please reply back as I’m planning to create my own site and would love to find out where you got this from or exactly what the theme is called. Appreciate it.

  138. Next time I read a blog, Hopefully it won’t disappoint me just as much as this particular one. I mean, Yes, it was my choice to read through, however I genuinely believed you would probably have something interesting to say. All I hear is a bunch of moaning about something that you can fix if you were not too busy seeking attention.

  139. After looking at a few of the articles on your web page, I truly like your technique of blogging. I saved it to my bookmark website list and will be checking back in the near future. Take a look at my web site too and let me know your opinion.

  140. Today, I went to the beachfront with my kids.
    I found a sea shell and gave it to my 4 year old daughter and
    said “You can hear the ocean if you put this to your ear.” She put the shell to her ear
    and screamed. There was a hermit crab inside and it pinched her ear.
    She never wants to go back! LoL I know this is totally off topic but I had to tell someone!

  141. An impressive share! I’ve just forwarded this onto a coworker who was conducting a little homework on this. And he in fact ordered me lunch simply because I discovered it for him… lol. So let me reword this…. Thanks for the meal!! But yeah, thanks for spending some time to discuss this subject here on your web page.

  142. sex nhật hiếp dâm trẻ em ấu dâm buôn bán vũ khí ma túy bán súng sextoy chơi đĩ sex bạo lực sex học đường tội phạm tình dục chơi les đĩ đực người mẫu bán dâm

  143. Right here is the right webpage for anybody who wishes to find out about this topic. You realize a whole lot its almost tough to argue with you (not that I actually will need to…HaHa). You definitely put a new spin on a subject which has been discussed for decades. Excellent stuff, just great.

  144. Can I just say what a comfort to discover somebody who truly knows what they’re discussing on the internet. You definitely understand how to bring a problem to light and make it important. More and more people need to look at this and understand this side of your story. I can’t believe you are not more popular given that you surely possess the gift.

  145. I?ve been exploring for a bit for any high quality articles or blog posts in this kind of house . Exploring in Yahoo I finally stumbled upon this site. Reading this info So i am happy to convey that I have a very just right uncanny feeling I came upon just what I needed. I such a lot definitely will make certain to don?t overlook this web site and provides it a glance regularly.

  146. May I simply say what a comfort to find someone that actually knows what they are discussing on the internet. You definitely realize how to bring an issue to light and make it important. More people must look at this and understand this side of your story. I was surprised you are not more popular because you certainly possess the gift.

  147. Hi there I am so happy I found your site, I
    really found you by mistake, while I was searching on Aol for something
    else, Anyways I am here now and would just like to say many thanks for
    a tremendous post and a all round enjoyable blog (I also love the theme/design),
    I don’t have time to browse it all at the moment but I have saved it and also added in your RSS feeds, so when I have time I will be back to read more, Please do keep up the great work.

  148. I’m amazed, I have to admit. Rarely do I come across a blog that’s equally educative and amusing, and let me tell you, you’ve hit the nail on the head. The issue is something too few people are speaking intelligently about. I’m very happy I found this during my search for something concerning this.

  149. Good day! I could have sworn I’ve been to this site before but after looking at many of the posts I realized it’s new to me. Anyhow, I’m definitely pleased I discovered it and I’ll be bookmarking it and checking back frequently!

  150. The the very next time I read a weblog, Hopefully that this doesnt disappoint me as much as this one. I mean, I know it was my substitute for read, but I really thought youd have some thing fascinating to convey. All I hear is actually a handful of whining about something that you could fix should you werent too busy trying to find attention.

  151. I’m happy to see others taking the initivative and contributing to the online community. I would like to comment to show my appreciation for your blog as it’s very challenging to do, and many bloggers do not get the appreciation they truely deserve.

  152. Having read this I believed it was really enlightening. I appreciate you spending some time and effort to put this article together. I once again find myself personally spending way too much time both reading and commenting. But so what, it was still worthwhile.

  153. Youre so cool! I dont suppose Ive read something like this before. So nice to locate somebody by authentic applying for grants this subject. realy thanks for starting this up. this site is a thing that’s needed on the web, somebody after a little bit originality. helpful purpose of bringing a new challenge for the web!

  154. Right here is the perfect website for anybody who would like to find out about this topic. You realize a whole lot its almost tough to argue with you (not that I actually would want to…HaHa). You certainly put a brand new spin on a subject which has been discussed for years. Great stuff, just wonderful.

Để lại một bình luận

Email của bạn sẽ không được hiển thị công khai. Các trường bắt buộc được đánh dấu *