Cleaning Data in Excel | Excel Tutorials for Beginners

แชร์
ฝัง
  • เผยแพร่เมื่อ 29 มิ.ย. 2024
  • Take my Full Excel for Data Analytics Course! www.analystbuilder.com/course...
    Excel is one of the most used skills in the data world. In this series we will be walking through all of the most important topics that Data Analysts need to know in order to be proficient in Excel.
    Excel Data Cleaning File:
    github.com/AlexTheAnalyst/Exc...
    Unlocked by Z by HP:
    Click this link (www.clkmg.com/learnmedia/alex...) to participate in the data challenges and have a chance to win the prizes! And don't forget to RSVP for the hackathon on Saturday, March 12th from 7am PST/8:30am IST until 1pm PST/2:30am IST: hopin.com/events/hp-hackathon (Spots limited)
    "No purchase necessary. Ends April 30, 2022. See official rules at www.hp.com/us-en/workstations/industries/data-science/unlocked-with-z/rules.html for how to enter, eligibility, odds, prize details, and restrictions. "
    ____________________________________________
    SUBSCRIBE!
    Do you want to become a Data Analyst? That's what this channel is all about! My goal is to help you learn everything you need in order to start your career or even switch your career into Data Analytics. Be sure to subscribe to not miss out on any content!
    ____________________________________________
    RESOURCES:
    Coursera Courses:
    Google Data Analyst Certification: coursera.pxf.io/5bBd62
    Data Analysis with Python - coursera.pxf.io/BXY3Wy
    IBM Data Analysis Specialization - coursera.pxf.io/AoYOdR
    Tableau Data Visualization - coursera.pxf.io/MXYqaN
    Udemy Courses:
    Python for Data Analysis and Visualization- bit.ly/3hhX4LX
    Statistics for Data Science - bit.ly/37jqDbq
    SQL for Data Analysts (SSMS) - bit.ly/3fkqEij
    Tableau A-Z - bit.ly/385lYvN
    Please note I may earn a small commission for any purchase through these links - Thanks for supporting the channel!
    ____________________________________________
    SUPPORT MY CHANNEL - PATREON/MERCH
    Patreon Page - / alextheanalyst
    Alex The Analyst Shop - teespring.com/stores/alex-the...
    ____________________________________________
    Websites:
    GitHub: github.com/AlexTheAnalyst
    Instagram: @Alex_The_Analyst
    ____________________________________________
    All opinions or statements in this video are my own and do not reflect the opinion of the company I work for or have ever worked for

ความคิดเห็น • 298

  • @aonamphuong4139
    @aonamphuong4139 2 ปีที่แล้ว +349

    Thanks Alex. To sum up this video:
    - Remove duplicate
    - Edit name: use UPPER, Lower or Proper function
    - Use filter to look for spelling errors
    - Trim white space: TRIM function
    - Issue with numerical data: currency, dates

    • @harshnaidu7656
      @harshnaidu7656 ปีที่แล้ว +4

      This summary is helpful too who can not watch the full video.! keep it up man 👍

    • @mj-fm4bp
      @mj-fm4bp ปีที่แล้ว +30

      To hop in on the helping train, timestamps:
      3:45 Remove duplicate
      5:20 Edit name: use UPPER, Lower or Proper function
      8:02 Use filter to look for spelling errors
      10:42 Trim white space: TRIM function
      12:20 Issue with numerical data - currency
      13:50 Issue with date type data
      15:52 Apply the formula after calculation (get rid of reference to cells)

    • @nehpets_enem
      @nehpets_enem หลายเดือนก่อน

      THANKS MAN

  • @grantcirks362
    @grantcirks362 2 ปีที่แล้ว +594

    Hey Alex, I know this isn't related to this video but it is your most recent one. I've watched a TON of your videos and have been teaching myself how to become a Data Analyst for the past year (with your help obviously). I just accepted an offer to be a Data Analyst at a company in my city and I just wanted to thank you for all of the information and advice you put out into the world. Your videos will have literally changed my life! Keep up the great work!

    • @ugochibenitazita4209
      @ugochibenitazita4209 2 ปีที่แล้ว +2

      @Grant Cirks congratulations

    • @sodabaniazi6108
      @sodabaniazi6108 2 ปีที่แล้ว +9

      Congratulations!!
      I just wanted to ask if you did any online certification as well along watching his videos?

    • @grantcirks362
      @grantcirks362 2 ปีที่แล้ว +14

      @@sodabaniazi6108 yes, I did the Google Data Analytics Professional Certificate

    • @sodabaniazi6108
      @sodabaniazi6108 2 ปีที่แล้ว +3

      @@grantcirks362 send you a connection request

    • @dongyan8717
      @dongyan8717 2 ปีที่แล้ว +2

      Me too! The portfolio is huge! Thanks Alex and congrats

  • @saalemsadeque9516
    @saalemsadeque9516 2 ปีที่แล้ว +30

    Hi Alex, this is perfect timing from my perspective. I teach marketing analytics and one thing I emphasise to students is that it is important to be aware of data quality issues. The students are required to submit an assessment where they do basic cleaning of a dataset in Excel before they create pivot tables/charts and a dashboard. So, this video is perfect and I am sharing this with my students.👍

  • @book_tudee
    @book_tudee ปีที่แล้ว +3

    Your videos are a life changer! I never felt so confident in Excel until now! Keep making them!

  • @polokomonama6526
    @polokomonama6526 ปีที่แล้ว +8

    I cannot thank you enough for this boot-camp! Awesome video again Alex, simple but yet still informative!

  • @victorbegnini5754
    @victorbegnini5754 10 หลายเดือนก่อน +3

    Alex, I cannot thank you enough for this type of video.
    Thank you for sharing your knowledge and experience with us.

  • @davidblackman7478
    @davidblackman7478 ปีที่แล้ว +1

    This video is exactly the type of content I look for. It helps me tremendously to be able to walk through a task with someone experienced and see the steps they take themselves to get to where they are going. On to the project!

  • @searchbug
    @searchbug 9 หลายเดือนก่อน +2

    Loved your tutorial on 'Cleaning Data in Excel' for beginners. You've got such a friendly and approachable way of explaining things. The step-by-step tutorial is super easy to understand. Thanks for the awesome tutorial - keep 'em coming.

  • @mmlewis1030
    @mmlewis1030 ปีที่แล้ว +5

    Thanks Alex. This has been incredibly useful. Ingesting terrible data sets probably stops a ton of newbie data analysts and ruins their confidence. It certainly made me pause and question my grasp of the data analytics process. Sometimes a casual walkthrough and helpful tips like this video does wonders as it has for me. Thanks again.

  • @sj1795
    @sj1795 6 หลายเดือนก่อน

    Alex, I love all your videos and content. However, this video was my favorite of your Excel Bootcamp videos. I know the dataset was small and simplified for us, but I felt like you did a wonderful job breaking down the data cleaning process. So, the skills we learned in this video can easily be applied/transferred over to much larger datasets. I so appreciate everything you do for us. As always, THANK YOU!!

  • @arcadevampire
    @arcadevampire 2 ปีที่แล้ว +6

    Great video. Agree with all points. For a new dataset (never seen before and not big data), knowing your shortcuts, you'd clean it much faster than r/python/sql etc. Excel although unsexy is very useful if the turnaround time is important.

  • @chikwenduaustin2141
    @chikwenduaustin2141 ปีที่แล้ว +7

    Hi Alex, I am so grateful with what you pulled out here. Your videos has really helped me in my career as a data analyst. The decisions towards the skills I need as a data analyst and also the project I have to pull too that got me my first job. Thanks a lot

    • @deraanagor1520
      @deraanagor1520 ปีที่แล้ว

      @Chikwendu Austin please do you work as a data analyst in Nigeria. I decided to switch to data analysis and am happy I came across this awesome channel.
      Please can you tell me how long it took you to get a job in Nigeria (if you work for a Nigerian company) and where you found the job or how you applied. Thank you.

    • @chikwenduaustin2141
      @chikwenduaustin2141 ปีที่แล้ว

      @@deraanagor1520 the company I work for actually were the ones that enrolled me in the training process to learn some basic skills…so I was retained as a data analyst.

  • @nickarrigo5540
    @nickarrigo5540 2 ปีที่แล้ว +1

    another solid contribution by alex the analyst. your channel is a big asset to the data community!

  • @awedaoluwanifemi8024
    @awedaoluwanifemi8024 2 ปีที่แล้ว +6

    Great one Alex. I have certainly become a better Data analyst thanks to your videos

  • @vivianemeli
    @vivianemeli ปีที่แล้ว

    This was really helpful. First time on your channel. I have this very dirty big dataset I needed to work on and was confuse on how to drop irrelevant columns, it was soothing when I heard you say, I could trim the columns and delete any column that isn't relevant to my analysis.
    Thank you👌

  • @Mayaadyby.
    @Mayaadyby. 2 ปีที่แล้ว +4

    The way you teach and make even any complicated task so simple to understand and learn is impressive!

  • @MyteeBumbleBee
    @MyteeBumbleBee 8 หลายเดือนก่อน

    Alex, I am so grateful to you. Thank you so much for sharing your knowledge. I learned new Excel functions and your delivery of this important information was exceptional. Thank you Alex. This was a very helpful presentation.

  • @equiwave80
    @equiwave80 ปีที่แล้ว +1

    Hi Alex, This was the best video for cleaning in Excel that I have come across in TH-cam. I learnt a lot of concepts with respect to what we need to do when it comes to data cleaning in any new data set...
    Thanks for all your efforts Alex!!!

    • @AlexTheAnalyst
      @AlexTheAnalyst  ปีที่แล้ว +1

      So awesome to hear that! Thanks for watching!

  • @maitreyasharma
    @maitreyasharma 2 ปีที่แล้ว +4

    Really great Alex!!
    Just one suggestion
    we could have cleaned up Prior column to identify secretaries, vice-presidents etc.
    So now we would also be able to answer questions like how many secretaries or VP eventually became presidents etc.

  • @Tina-gp4rg
    @Tina-gp4rg ปีที่แล้ว +3

    Thank you, and I appreciate your effort and the provided files for practice.

  • @sunsetwithmee
    @sunsetwithmee 6 หลายเดือนก่อน +1

    Hi Alex, I even removed ' . ' in the name column using proper(substitute(text,".","")) formula. Tnx for these excel tutorials... i learnt a lot.

  • @habibmaryam
    @habibmaryam ปีที่แล้ว

    Thank you for this boot camp Alex. I enjoyed it such that I wasn't even aware of the time. I was wondering why the concluding message. Found it really interesting and gave me a glimpse of data cleaning. I now understand why a data analysts job involves more of cleaning than analysis. I am grateful I stumbled upon thi spage.

  • @AjStyles-ix6lq
    @AjStyles-ix6lq 11 หลายเดือนก่อน

    Hey Alex ,
    Thanks brother I have been watching your video from many past months, I got a good job today and honestly I was never aware that excel jobs are also high paying I think it’s just because of your resources and my hardwork ❤
    Keep up the content good 😊 god bless u bro

  • @ryanj748
    @ryanj748 ปีที่แล้ว +4

    Found my new favorite TH-cam channel!

  • @nabatanzijovia5328
    @nabatanzijovia5328 ปีที่แล้ว +1

    Woow Alex thank you so much for this video, you have clearly taught me and for sure am gaining skills. thank you keep it up👋👍 you are such an excellent teacher👌

  • @meshInfo-Power
    @meshInfo-Power 5 หลายเดือนก่อน

    Thank you Alex, you have really helped me in my data learning journey.

  • @loslerner
    @loslerner 2 ปีที่แล้ว +7

    I’m returning to a data analyst position after taking a few years off to do some other things. This was an excellent refresher. Thank you!

    • @shreya6115
      @shreya6115 ปีที่แล้ว

      Hey, follow this guy. He has pivoted into data analyst and has really helpful videos th-cam.com/video/axTt_5Zr46M/w-d-xo.html

  • @edwingultom9362
    @edwingultom9362 ปีที่แล้ว +1

    Thanks Alex! It's on point and really helpful.

  • @manumaravilla
    @manumaravilla ปีที่แล้ว

    "Paste as a Value" is just the functionality of excel that i need... thanks sir

  • @kirktheruler5572
    @kirktheruler5572 ปีที่แล้ว

    Thank you alex, and bravo for explaining the why behind use cases

  • @saoirb98
    @saoirb98 7 หลายเดือนก่อน

    Simple yet effective things you can do to clean data in Excel, very helpful thank you

  • @tanuibrenda5511
    @tanuibrenda5511 9 หลายเดือนก่อน

    Thank you Alex. I'm learning a lot from your videos.

  • @amehagada2846
    @amehagada2846 2 ปีที่แล้ว

    Thanks Alex for the wonderful job your are doing. I learnt a lot from this video

  • @Nico.Rabeee
    @Nico.Rabeee ปีที่แล้ว

    i m starting in the game , thanks a lot for this beginner videos, they re straight to the point and really helpful¡¡¡¡¡

  • @nosecretsfishing3661
    @nosecretsfishing3661 2 ปีที่แล้ว +4

    I can't wait to see you do a full excel project!

  • @nathanielbalmes6597
    @nathanielbalmes6597 6 หลายเดือนก่อน

    Very thankful for your help with this Excel data cleaning.

  • @lgminsight4875
    @lgminsight4875 11 หลายเดือนก่อน

    Hi Alex, thank you for all the content you provide it has really been helpful. Could you by chance share a video on how to clean up massive amounts of data that actually needs to be organized prior to being properly tabulated, that has a lot of white space and black rows etc? Many of the videos online are just for beginners to advanced with data thats already somewhat clean and takes 4-5mins to get ready.

  • @carvelialevi
    @carvelialevi หลายเดือนก่อน

    tomorrow i have an interview for market research at japan company, one of the question is about cleaning data in excel. thankyou for making this video!! you helped me a lot! thank you so much! break a leg for me !

  • @isooloyede6919
    @isooloyede6919 3 หลายเดือนก่อน

    Thank you Alex. This has been very useful

  • @rayyanzaidi3323
    @rayyanzaidi3323 5 หลายเดือนก่อน

    you are absolutely a gem and best teacher out there

  • @joeltochukwu4199
    @joeltochukwu4199 2 ปีที่แล้ว +2

    Thanks for the video Alex. Kindly do a video on using Power Query to clean data.

  • @queilamarques4646
    @queilamarques4646 ปีที่แล้ว +1

    Thanks, Alex!
    Resumindo este vídeo:
    - Remover células duplicadas;
    - Editar nome: use a função MAIÚSCULA, MINÚSCULA E E PRI.MAIÚSCULA;
    - Usar o filtro para procurar erros de ortografia
    - Aparar espaço em branco: função COMPACTAR
    - Emissão com dados numéricos: moeda, datas

  • @Deekshi-ej8wc
    @Deekshi-ej8wc 2 หลายเดือนก่อน

    Thanks alex for being my bestie and also cleaning my confused mind into sorted . a big heart for you ❤️

  • @sasas2942
    @sasas2942 2 ปีที่แล้ว

    I was the 1K th like. :) So happy that this video exists! Thank you so much. You make Excel fun. :)

  • @albedoguardian875
    @albedoguardian875 9 หลายเดือนก่อน

    I’m studying Data Analytics, hands down extremely helpful

  • @ItsGibb
    @ItsGibb 5 หลายเดือนก่อน

    Its a really helful tuitorial. I subcribed right away the minute it helped me with my problem. Thank you for your expert advice.

  • @TheTriangleOffense47
    @TheTriangleOffense47 2 ปีที่แล้ว +1

    This video came right on time, thank you Alex

  • @laneferm3539
    @laneferm3539 ปีที่แล้ว

    Hey Alex, Great video ! ! Much appreciated.

  • @johannpauldalingay7329
    @johannpauldalingay7329 ปีที่แล้ว

    Hello Alex. I am an aspiring data analyst and I find your videos very helpful. :)
    Please make a video about work flow. 😀😀
    Thank you! 😀😀

  • @evilrobots
    @evilrobots 9 หลายเดือนก่อน +1

    Quick trivia - the 'random number' at 15:15? It's the number of days since December 31, 1899.
    This is how Excel handles dates and times. Each day has a value of 1.
    Jan 1, 1900 = 1. 11/22/63 = 23337. I watched this video on 45202.
    Times during the day are portions of one expressed as a decimal.
    6:00 am is 0.25. Noon is 0.5.
    The 1899 start date was chosen so that excel could recognize and work with any date in the 20th century. Unfortunately, negative numbers are considered out of range and generate an error message, so Excel cannot work with dates before 1/1/1900.
    Cheers!
    Love the videos!

  • @stelios278
    @stelios278 2 ปีที่แล้ว +1

    Thanks for your effort keep up the great work

  • @StrumpanzerFuhrer
    @StrumpanzerFuhrer ปีที่แล้ว

    I wish i watched this before my job interview, it would have helped with everything!

  • @asmitatiwari819
    @asmitatiwari819 2 ปีที่แล้ว +1

    thankyou for this video! extremely insightful video

  • @marialeticiamartins8798
    @marialeticiamartins8798 28 วันที่ผ่านมา

    The best content on internet! Thanks for that! Do you know where I can Find more dirty data to practice and do more cleaning data projects? Thanks!

  • @danielblum5691
    @danielblum5691 ปีที่แล้ว

    Thank you for this video. I am taking the data analytics course through CareerFoundry and this was a helpful reference.

  • @AkporHari
    @AkporHari ปีที่แล้ว +2

    Great video again, Alex.
    Next - Full project

  • @berevaji5372
    @berevaji5372 2 ปีที่แล้ว +5

    Thanks, this was great! Very explanatory and to the point. As someone who is self-studying to become a Data Analyst, your content is a life saver.

    • @AlexTheAnalyst
      @AlexTheAnalyst  2 ปีที่แล้ว

      So glad to hear it!

    • @shreya6115
      @shreya6115 ปีที่แล้ว

      Hey, follow this guy. He has pivoted into data analyst and has really helpful videos th-cam.com/video/axTt_5Zr46M/w-d-xo.html

  • @AljIsHere128
    @AljIsHere128 2 ปีที่แล้ว

    I had forgotten I did this video a few months back. But I did enjoy understanding the step by step process needed of what to take care first to look at and work from there.

  • @uesleicristian
    @uesleicristian 9 หลายเดือนก่อน

    Thanks Alex, you are the best.

  • @emmanuelorazulike2288
    @emmanuelorazulike2288 9 หลายเดือนก่อน

    thank you so much , your videos are educative . im glad to be your student

  • @joe_va
    @joe_va 5 หลายเดือนก่อน

    Thank you so much Alex ❤

  • @ayanaxhye
    @ayanaxhye 10 หลายเดือนก่อน +1

    Thank you for taking time out to teach us these skills 🥹really appreciate

  • @ajaycb590
    @ajaycb590 2 ปีที่แล้ว +1

    Amazing content Alex , it would be great if you could post few videos about ETL.

  • @theabominabletrollman5763
    @theabominabletrollman5763 7 หลายเดือนก่อน

    I learned Ctrl-Y to go forward from this video which was cool. Two things I would have done differently is 1) standardize dates to yyyy-mm-dd 2) Kept decimals in salaries so it doesn’t get read as integers

  • @alfonsocordovacruz5244
    @alfonsocordovacruz5244 หลายเดือนก่อน

    Very nice presentation!!! 🎉

  • @larissasantos9354
    @larissasantos9354 4 หลายเดือนก่อน

    Amazing video!
    Thank you so much!

  • @xiskagaming3374
    @xiskagaming3374 ปีที่แล้ว

    Thanks so much, little changes make it clean 👌

  • @fernandoherranz4095
    @fernandoherranz4095 2 ปีที่แล้ว +3

    A couple of things I do when I'm working on files similar to this is first duplicate the worksheet so that my original is all the way to the left, and this stays untouched. I also check on what my client wants in terms of data formats like dates, which as you said are very fussy. Somebody recommended going with YYYY/MM/DD as a date standard, but I'd say go with what your client or boss tells you. Thanks for sharing!

    • @fernandoherranz4095
      @fernandoherranz4095 2 ปีที่แล้ว +1

      And as somebody mentioned below, I also almost immediately convert my data set into a colored table so I can more easily see blanks and such, as well as remove dupes and the like. Thanks!

  • @ElliottRopell
    @ElliottRopell 8 หลายเดือนก่อน

    I loved this! This helped a lot :)

  • @danielhutchinson6158
    @danielhutchinson6158 ปีที่แล้ว +1

    Thank you Alex.

  • @WaayoArag.
    @WaayoArag. 7 หลายเดือนก่อน

    Waaaw, I really appreciate that good work. Thank you✌🏾

  • @adwaamohamed2674
    @adwaamohamed2674 หลายเดือนก่อน

    VERY USEFUL THANK YOU

  • @missy163
    @missy163 ปีที่แล้ว +1

    Thanks Alex.I really larnt a lot

  • @sylvalineiroegbulem
    @sylvalineiroegbulem 10 หลายเดือนก่อน +1

    thanks alot. it really helped me

  • @brianbc19
    @brianbc19 ปีที่แล้ว

    Thanks Alex. Let's learn other cleaning excel functions.

  • @ShubhamChawla
    @ShubhamChawla 2 ปีที่แล้ว

    Great Video Alex!

  • @woljin
    @woljin 2 ปีที่แล้ว +1

    If your using Excel for your data manipulation I'd recommend turning all data sets into a table. Most of what you're explaining is auto corrected in the table conversation process. That and the file will be 90% smaller (without having to make it binary) if saved in a table with defined formates per column. Just my two cents man.

  • @darkangelus1987
    @darkangelus1987 2 ปีที่แล้ว

    great summary of data cleaning

  • @iheomaokam958
    @iheomaokam958 ปีที่แล้ว

    great video Alex. Thaank you

  • @keshavkarki7775
    @keshavkarki7775 ปีที่แล้ว

    Hi Alex, this was very simple and beginner friendly data cleaning can you make one advanced level data cleaning video?

  • @curryrice7510
    @curryrice7510 2 ปีที่แล้ว

    Thanks Alex!

  • @ashhardamda
    @ashhardamda 2 ปีที่แล้ว

    I knew these but this video was still helpful.

  • @haotran2314
    @haotran2314 2 ปีที่แล้ว

    Thank you!!! Plz make more videos 😇

  • @jessychellakudam4272
    @jessychellakudam4272 ปีที่แล้ว

    Thanks Alex!!

  • @Adekolaau
    @Adekolaau ปีที่แล้ว

    this was really help, I'm really grateful for this. I'm starting o feel like an expert in excel. woohoo!!!!

  • @castrolisole3773
    @castrolisole3773 5 หลายเดือนก่อน

    Great analytical skill⚡

  • @haniehsartipi9700
    @haniehsartipi9700 ปีที่แล้ว

    Great video Thanks a Ton

  • @HBplaces
    @HBplaces 2 ปีที่แล้ว +1

    Thank you for this video. I'm taking Google Analytics Certification with coursera.

  • @Q8Patriot
    @Q8Patriot 2 ปีที่แล้ว

    very helpful, thanks alot

  • @marcet2022
    @marcet2022 ปีที่แล้ว

    Hi Alex, great videos! Is there a more effective way to do find and replace. If you have a dataset similar to this one but larger and you have maybe 10 presidents' name that you have to constantly change, is there a quicker way to update their names besides find and replace? Thanks. Keep up the good work

  • @connargocken1437
    @connargocken1437 ปีที่แล้ว +1

    Great video!

  • @deinyibobraide
    @deinyibobraide ปีที่แล้ว

    Thanks for this

  • @emehnicholas1947
    @emehnicholas1947 4 หลายเดือนก่อน

    thanks Alex

  • @louisadibe3189
    @louisadibe3189 7 หลายเดือนก่อน

    Great job!

  • @Idrizly
    @Idrizly ปีที่แล้ว

    THANK YOU FOR THE CONTENT.

    • @shreya6115
      @shreya6115 ปีที่แล้ว

      Hey, follow this guy. He has pivoted into data analyst and has really helpful videos th-cam.com/video/axTt_5Zr46M/w-d-xo.html

  • @santhoshkumar8143
    @santhoshkumar8143 2 ปีที่แล้ว

    Sweet and shot 😍

  • @peaceokoroji4869
    @peaceokoroji4869 ปีที่แล้ว

    Thank you for this video. I’m having issues cleaning a column that has lots of symbols and special characters, I really don’t know how to go about it

  • @temwanitamil_
    @temwanitamil_ 8 หลายเดือนก่อน

    amazing work

  • @pseudo-black6343
    @pseudo-black6343 7 หลายเดือนก่อน

    Thank you for your endless effort for making this amazing learning video.

    • @mitulsp8873
      @mitulsp8873 7 หลายเดือนก่อน

      where did you find the data set?

    • @pseudo-black6343
      @pseudo-black6343 7 หลายเดือนก่อน

      Hey, you can get it from the description

  • @wisnubuwana5606
    @wisnubuwana5606 6 หลายเดือนก่อน

    thanks alex