Search results “Data mining free books download”
Here's a list of 10 must read book on Data Science & Machine Learning. Foundations of DATA SCIENCE Book www.cs.cornell.edu/jeh/book.pdf Understanding Machine Learning Book www.cs.huji.ac.il/~shais/UnderstandingMachineLearning/understanding-machine-learning-theory-algorithms.pdf The Elements of Statistical Learning Book web.stanford.edu/~hastie/Papers/ESLII.pdf An Introduction to Statistical Learning Book www-bcf.usc.edu/~gareth/ISL/ISLR%20First%20Printing.pdf Mining of Massive Data Sets Book infolab.stanford.edu/~ullman/mmds/book.pdf
Views: 1901 DATA SCIENCE
15 Best Free Books for Machine Learning | Download Link Available
Books links on Amazon available here: https://tinyurl.com/yb94wz3k Free Books links available here: https://openload.co/f/IX6_AKTAcTQ https://openload.co/f/qe-5ppSbmGY https://openload.co/f/kfZ88_uvHG4 https://openload.co/f/F4UtH9JQkrA https://openload.co/f/gvz5ORAGtb0 On Amazon : 1.Machine Learning For Absolute Beginners: A Plain English Introduction (Second Edition) (Machine Learning For Beginners Book 1): https://amzn.to/2S6o6sF 2.Python Machine Learning By Example:https://amzn.to/2GsfmvP 3.Learning scikit-learn: Machine Learning in Python : https://amzn.to/2GtBllY 4.Machine Learning in Python : https://amzn.to/2STxNL3 5.Building Machine Learning Systems with Python : https://amzn.to/2S7MHxt 6.Beginning Python Visualization: Crafting Visual Transformation Scripts (Books for Professionals by Professionals) : https://amzn.to/2BwQqNM 7. Data Analysis with Open Source Tools: A Hands-On Guide for Programmers and Data Scientists : https://amzn.to/2S6p34d 8.Machine Learning in Action : https://amzn.to/2BpDN7f 9.Mining The Social Web: Data Mining Facebook, Twitter, LinkedIn, Google+, GitHub and More : https://amzn.to/2S3armh 10.Advanced Machine Learning with Python : https://amzn.to/2GB5qzU 11.MACHINE LEARNING WITH PYTHON- An Approach to Applied Machine Learning : https://amzn.to/2CjMH7X 12. Machine Learning for Hackers: Case Studies and Algorithms to Get You Started : https://amzn.to/2S8jp1I 13. Vital Introduction to Machine Learning with Python: Best Practices to Improve and Optimize Machine Learning Systems and Algorithms (Computer Coding Book 2): https://amzn.to/2CkKoSb 14.Introduction to Machine Learning with Python: A Guide for Data Scientists :https://amzn.to/2GszTQH 15. Data Mining: Practical Machine Learning Tools and Techniques: https://amzn.to/2GoC3AU 16. Python: Advanced Predictive Analytics : https://amzn.to/2SapMl2 #freebooks #machinelearning #bestbooks
Views: 261 MLAIT
Food Recommendation System using Data Mining and SVM Classification
Food Recommendation System using Data Mining and SVM Classification java projects Latest IEEE Projects 2018-2019 IEEE Java Projects Topics Free IEEE Projects download Thanks & Regards, 1Crore Projects Java IEEE Projects , Head Office: No.68 & 70 ,Ground Floor, Raahat Plaza, Vadapalani,Chennai - 26. Contact: +91 7708150152 , +91 9751800789 Web :- http://1croreprojects.com/ E-Mail ID : [email protected]
Views: 102 1 Crore Projects
The Best Free Amazon Scraper 2018 - 100% Working
Link: https://quickemailhosting.com/contact/ Amazon Scraper is a chrome browser extension built for data extraction from web pages. Using this extension you can create a plan (sitemap) how a website should be traversed and what should be extracted. Using these sitemaps the Amazon Scraper will navigate the site accordingly and extract all data. Scraped data later can be exported as CSV. Background music credit: https://www.bensound.com #air scraper amazon #amazon algae scraper #amazon analysis scraper software #amazon api scraper #amazon asin scraper #amazon asin scraper free #amazon asin scraper script #amazon aws scraper #amazon aws scraping #amazon bahco scraper #amazon bench scraper #amazon best ice scraper #amazon best seller scraper #amazon book scraper #amazon boot scraper #amazon bowl scraper #amazon box scraper #amazon brass ice scraper #amazon bread dough scraper #amazon bread scraper #amazon bsr scraper #amazon cabinet scraper #amazon cake scraper #amazon car ice scraper #amazon car scraper #amazon cast iron scraper #amazon category scraper #amazon ceramic hob scraper #amazon coconut scraper #amazon code scraper #amazon copper tongue scraper #amazon crumb scraper #amazon data scraper #amazon dental scraper #amazon dough scraper #amazon ear scraper #amazon ebay dropshipping scraper #amazon ec2 scraping #amazon electric ice scraper #amazon electric scraper #amazon email scraper #amazon fba scraper #amazon floor scraper #amazon food scraper #amazon foot scraper #amazon gasket scraper #amazon gift card scraper download #amazon gift code scraper #amazon gift code scraper download #amazon glass hob scraper #amazon glass scraper #amazon glue scraper #amazon griddle scraper #amazon grill scraper #amazon grout scraper #amazon heated ice scraper #amazon hedgehog boot scraper #amazon heel scraper #amazon hob brite scraper #amazon hob scraper #amazon ice scraper #amazon ice scraper glove #amazon ice scraper mitt #amazon image scraper #amazon keyword scraper #amazon kitchen scraper #amazon kitchenaid scraper #amazon listing scraper #amazon lodge scraper #amazon metal tongue scraper #amazon mini scraper #amazon mturk hit scraper #amazon nail scraper #amazon oven scraper #amazon oxo scraper #amazon paint scraper #amazon pampered chef scraper #amazon plaque scraper #amazon price scraper #amazon product scraper #amazon product scraper download #amazon product scraper for opencart #amazon product scraper free #amazon product scraper free download #amazon product scraper software #amazon rank scraper #amazon razor blade scraper #amazon razor scraper
Views: 10514 Daily Info
Best books on Data Mining
Best books on Data Mining
Views: 330 Books Magazines
Data Mining || Download and install weka3.8 _ English
download link : https://sourceforge.net/projects/weka/
Views: 1852 Meli Tani
How to use Kaggle ?
Learn how to use Kaggle. We discuss about Competitions, Discussions, Evaluation, Submissions, Kaggle Kernels and much more.. Deep Learning book : https://amzn.to/2FTO77C Connect with us on Twitter: https://twitter.com/prajjwal_1 Please support me on Patreon : https://patreon.com/aijournal
Views: 41953 AI Journal
Learn Web Scraping, Data Mining Course , Lecture 01
Download Any web scraper from https://webscrapingtools.net/ Ultimate Extractor for Every Task Whenever you need to extract some typical data from multiple web pages, Web Content Extractor is the ultimate solution. Extract product pricing data, grab real estate data; parse Forex and stock market figures; extract book, song or movie information; gather news and articles on a certain topic; extract web content on hotels or car rentals in a given country; collect information from dating sites or job web-resources - this is merely a short list of Web Content Extractor possible applications. Of course, you are not limited with the above; the tool perfectly works with any kind of web information and thanks to fine customization it can deal with any website whatsoever. Powerful Web Crawler Engine Inside Powerful, multi-threaded web crawler engine provides for quick and efficient data extraction. Web Content Extractor supports password protected websites and can access the Internet via multiple proxy-servers ensuring speed and reliability. Not only does the crawler support downloading with up to 20 simultaneous threads, it is also highly configurable. You can set it to ignore certain URLs or include them into the extraction basing on a title or a URL match. Such flexibility means accurate web scraping at high pace, as well as is an additional way to customize the process. Wide Exporting Capabilities In addition to its immerse extracting power, the program also features wide exporting capabilities. You can save gathered data into a plain CSV or text file, export to HTML or XML, as well as to put the data right into a given database format using the built-in possibility to export information into MSSQL/MySQL script or directly into any ODBC-compatible destination. This allows you to apply the scraped data immediately - say, perform an in-depth analysis using spreadsheet application, create a summary report and upload it via FTP, or import the data into your own application or service's database. Enjoy Automation! Web Content Extractor provides serious automation of the website scraping task. Usually, you only need to specify a basic extraction pattern (done in few clicks too) and run the extraction process. The program automatically scans the provided URLs and scrapes all the info that meets the specified template. And command line options allow to set the program to work with any third-party scheduler. The program doesn't try to outsmart a user though. Yes, it determines elements on a page and the type of the data field suggesting the extraction results as a preview, but you can always make necessary changes or adjust the program's choice manually if needed. Reliable, highly automated, powerful web scraping software Web Content Extractor is certainly a tool you need if your business is somehow related to web data extraction. Being a huge time-saver, this tool has probably the best value for money, plus you can try it for free! Download the free evaluation version now!
Views: 21 WebScrapingTools
The Google Books Settlement: Data Mining and Non-Consumptive Use
Session 1 of "The Google Books Settlement and the Future of Information Access". Moderator: Eric Kansa; Panelists: Peter Brantley, Director of Access, Internet Archive; Jim Pitman, Professor of Statistics, UC Berkeley. More information: http://www.ischool.berkeley.edu/newsandevents/events/20090828googlebooksconference
Views: 1011 UC Berkeley Events
Top 5 Books For Python 3 From Beginner to Professional || Download Link Available
Here The Download Links of Book Free: In This Document You Get All Book links Link :: https://drive.google.com/open?id=1cnPQ30-hd9sm_WDgUfQSutawfIMe5iJ2 Don't Forget To Like Share And Subscribe
Views: 12 Techy Bilal
How to datamine fortnite, working 2018! - Fortnite Datamining Tutorial! (New skins, gliders, etc)
In this video, I go over how to datamine fortnite! Discord: Join for updates and new leaks and support: https://discord.gg/c5XaDsY Umodel: https://bit.ly/2OrjXgO (Update: Instead of choosing 4.19 choose 4.20) paint.net: https://www.getpaint.net/download.html
Views: 50721 Myrtics
The Terrifying Cost of "Free” Websites
If you're not paying, you're not the customer--you're the product. #AdamRuinsEverything Watch an all-new Adam Ruins Everything on truTV every Tuesday 10/9C Catch up with clips & full episodes of Adam Ruins Everything at truTV.com/adamruinseverything Like Adam Ruins Everything on Facebook at: facebook.com/truTVAdamRuinsEverything/ Follow Adam Ruins Everything on Twitter at: twitter.com/adamruins See more http://www.collegehumor.com LIKE us on: http://www.facebook.com/collegehumor FOLLOW us on: http://www.twitter.com/collegehumor FOLLOW us on: http://www.collegehumor.tumblr.com
Views: 5971955 CollegeHumor
Data Structures and Algorithms Complete Tutorial Computer Education for All
Computer Education for all provides complete lectures series on Data Structure and Applications which covers Introduction to Data Structure and its Types including all Steps involves in Data Structures:- Data Structure and algorithm Linear Data Structures and Non-Linear Data Structure on Stack Data Structure on Arrays Data Structure on Queue Data Structure on Linked List Data Structure on Tree Data Structure on Graphs Abstract Data Types Introduction to Algorithms Classifications of Algorithms Algorithm Analysis Algorithm Growth Function Array Operations Two dimensional Arrays Three Dimensional Arrays Multidimensional arrays Matrix operations Operations on linked lists Applications of linked lists Doubly linked lists Introductions to stacks Operations on stack Array based implementation of stack Queue Data Structures Operations on Queues Linked list based implementation of queues Application of Trees Binary Trees Types of Binary Trees Implementation of Binary Trees Binary Tree Traversal Preorder Post order In order Binary Search Tree Introduction to Sorting Analysis of Sorting Algorithms Bubble Sort Selection Sort Insertion Sort Shell Sort Heap Sort Merge Sort Quick Sort Applications of Graphs Matrix representation of Graphs Implementations of Graphs Breadth First Search Topological Sorting Subscribe for More https://www.youtube.com/channel/UCiV37YIYars6msmIQXopIeQ Find us on Facebook: https://web.facebook.com/Computer-Education-for-All-1484033978567298 Java Programming Complete Tutorial for Beginners to Advance | Complete Java Training for all https://youtu.be/gg2PG3TwLx4
Extract Facebook Data and save as CSV
Extract data from the Facebook Graph API using the facepager tool. Much easier for those of us who struggle with API keys ;) . Blog Post: http://davidsherlock.co.uk/using-facepager-find-comments-facebook-page-posts/
Views: 203986 David Sherlock
Data Mining Fourth Edition Practical Machine Learning Tools and Techniques Morgan Kaufmann
For read and download book Visit Link in the video
Views: 14 Sambessi
Computer science news and ebook download.
İmage processing and software engineering and machine vision and pdf download and paper download and data mining and technology news
Views: 11 Hesam Attari
Automated data scraping from websites into Excel
Our Excel training videos on YouTube cover formulas, functions and VBA. Useful for beginners as well as advanced learners. New upload every Thursday. For details you can visit our website: http://www.familycomputerclub.com You can scrape, pull or get data from websites into Excel by performing a few simple steps. 1. record a macro to find out how one or many tables or data can be scraped from the website 2. Study the code carefully 3. Create an Excel sheet containing the links that get you the data from the appropriate web pages 4. Automate the process using a loop that creates a) New worksheets b) Automatically changes the link to the web pages that have the required data You can view the complete Excel VBA code here: http://www.familycomputerclub.com/scrpae-pull-data-from-websites-into-excel.html http://www.familycomputerclub.com/get-web-page-data-int-excel-using-vba.html Interesting Links: http://www.tushar-mehta.com/publish_train/xl_vba_cases/vba_web_pages_services/index.htm Get the book Excel 2016 Power Programming with VBA: http://amzn.to/2kDP35V If you are from India you can get this book here: http://amzn.to/2jzJGqU
Views: 522992 Dinesh Kumar Takyar
Data Mining - Facebook part 1
This tutorial shows how to access,use and communicate with Facebook API using graph API explorer.It gives a brief idea about what kind of data we can retrieve from Facebook.
Views: 26911 Vikash Khairwal
Data Science from Scratch: The #1 Data Science Guide for Everything a Data Scientist Needs to Know
Data Science from Scratch: The #1 Data Science Guide for Everything a Data Scientist Needs to Know: Python, Linear Algebra, Statistics, Coding, Applications, Neural Networks, and Decision Trees 2PeGYEU Affiliate link Amazon UK - https://amzn.to/2vOqI5h Amazon Audible Free 30 Day Trial (2 book free): Affiliate link Amazon UK - https://amzn.to/2zLbceW ||||||||||||||||||||||||||||||||||||||||||||||||| Guaranteed Real FREE Traffic Anytime You Want - https://bit.ly/2SofPj2 By: Steven Cooper Narrated by: Christopher Nieten If you are looking to start a new career that is in high demand, then you need to continue reading. Data scientists are changing the way big data is used in different institutions. Big data is everywhere, but without the right person to interpret it, it means nothing. So where do business find these people to help change their business? You could be that person! It has become a universal truth that businesses are full of data. With the use of big data, the US healthcare could reduce their healthcare spending by $300 billion to $450 billion. It can easily be seen that the value of big data lies in the analysis and processing of that data, and that’s where data science comes in. Grab your copy today and learn: In-depth information about what data science is and why it is important The prerequisites you will need to get started in data science What it means to be a data scientist The roles that hacking and coding play in data science The different coding languages that can be used in data science Why python is so important How to use linear algebra and statistics The different applications for data science How to work with the data through munging, cleaning, and more And much more The use of data science adds a lot of value to businesses, and we will continue to see the need for data scientists grow. As businesses and the Internet change, so will data science. This means it’s important to be flexible. When data science can reduce spending costs by billions of dollars in the healthcare industry, why wait to jump in? If you want to get started in a new, ever-growing career, don’t wait any longer. Download your copy now! Kindle Unlimited 30-Day Free Trial: Affiliate link Amazon UK - https://amzn.to/2NkQOHX books audio free audio books audiobooks audiobook free audio book books on tape download books best audio books free audio books online talking books audio books online audio books cd best audiobooks audio books download recorded books
Views: 167 Audiobook Release
Free Machine Learning Software | Machine Learning Software | Free Machine Learning Software
Free Machine Learning Software: http://bit.ly/2gUOYKI Free Machine Learning Software for you. This software is totally free. Just click the upper link and download the Machine Learning Software Free. Top searching keywords: Free Machine Learning Software | machine learning software | data mining software | weka software | mining software | data mining tools | open source machine learning software | weka | machine learning with r | introduction to machine learning | machine learning software open source | data extraction software | machine learning software tools | machine learning open source software | download weka tool | artificial intelligence software | machine learning online course | weka data mining
Views: 50 Jamie Lopez
O'Reilly Webcast: Why Twitter Is All the Rag- A Data Miner's Perspective
In order to be successful, technology must amplify a meaningful aspect of our human experience, and Twitter's success largely has been dependent on its ability to do this quite well. Although you could describe Twitter as just a "free, high-speed, global text-messaging service," that would be to miss the much larger point that Twitter scratches some of the most fundamental itches of our humanity: - We want to be heard - We want to satisfy our curiosity - We want it easy - We want it now This webcast explains why Twitter is "all the rage" by examining Twitter in light of these questions and exposing its underlying concpeptual architecture as an *interest graph.* Even if you have minimal programming skills, you'll come away empowered with the ability to think about data mining on Twitter in more effective ways and apply a powerful collection of easily adaptable recipes to fully exploit the 5 kilobytes of metadata that decorates those 140 characters that you commonly think of as a tweet. Learn how to access Twitter's API, search for tweets, discover trending topics, process tweets in real-time from the firehose, and much more in this densely-packed webcast. About Matthew Russell Matthew Russell (@ptwobrussell) is Chief Technology Officer at Digital Reasoning, Principal at Zaffra, and author of several books on technology including Mining the Social Web (O'Reilly, 2013), now in its second edition. He is passionate about open source software development, data mining, and creating technology to amplify human intelligence. Matthew studied computer science and jumped out of airplanes at the United States Air Force Academy. When not solving hard problems, he enjoys practicing Bikram Hot Yoga, CrossFitting and participating in triathlons.
Views: 2234 O'Reilly
Free Download Mining Money Online course by Steve Clayton | affiliate internet marketing
http://freeminingmoneyonline.com download free affiliate internet marketing course by Steve Clayton, very recommended affiliate marketing course for newbie
Views: 29949 awebmark202
FREE UNLIMITED LOAD 2019 (LEGIT) - Tagalog Tutorial
for business and inquires please contact: [email protected] /// 👇👇👇SUBSCRIBE👇👇👇 /// https://www.youtube.com/channel/UCvIqKV0DV9I-G893BPlhSyw ///👇👇👇 LINK 👇👇👇/// https://bit.ly/2HloTEi 👉LIST OF VALID ID👇👇👇 ✅Passport ✅Driver's License (including Student Permits with official receipt) ✅Social Security System (SSS) Card (date of birth must be visible on the ID) ✅Professional Regulation Commission (PRC) ID ✅Postal ID (old postal IDs must have a photo of both front and back) ✅Voter's ID ✅Unified Multi-Purpose ID (UMID) ✅National Bureau of Investigation (NBI) Clearance ✅Armed Forces of the Philippines (AFP) ID ✅Philippine National Police (PNP) ID ✅Bureau of Fire Protection ID ✅Certification from the National Council for the Welfare of Disabled Persons (NCWDP) ✅Department of Social Welfare and Development (DSWD) Certification ✅Government Service Insurance System (GSIS) e-Card ✅OFW ID ✅Overseas Workers Welfare Administration (OWWA) ID ✅Police Clearance Certificate or Police Clearance Card ✅Seaman’s Books ✅National Integrated Bar of the Philippines ID ✅Alien Certification of Registration or Immigrant Certificate of Registration ❌School ID Not Valid //// MORE APPS //// Pera Swipe Get free load and GCs with PERA SWIPE! Use my referral ID - therealngtv - when you sign up and get 555 points instantly! Download now at https://bit.ly/PeraSwipe Hapo App https://www.hapoapp.com/h5/invite2register2?inviteCode=STOFHO&lang=en&hos=hapo DENTs https://dent.app.link/IZzMiz9Z2S GCash Hi, you can get P50 for you to buy load, pay bills and more on the GCash app! Just register here: https://gcsh.app/r/vV6q1Sp //// PREVIOUS VIDEOS //// VLOGS: https://www.youtube.com/playlist?list=PL0R1x6lS6d4k3HZd3aB1CB0bMjBX_Tt51 TUTORIALS & APP REVIEW: https://www.youtube.com/playlist?list=PL0R1x6lS6d4krzhIy6y5LehQK8iOtP1_v Join our Official Facebook group: https://www.facebook.com/groups/27210... Follow me on : Facebook : https://facebook.com/JerickLopezOfficial Instagram : @thereal_negative #therealnegative #CoinsPH
Views: 5384 Jerick Lopez
Case Study - Growth Through Data-Mining | Brad Stevens CEO Entreholic | Part 2 or 3 | Episode #321
Brad Stevens is a lifetime entrepreneur and has committed himself to the discipline, creativity and constant innovation required to achieve success. He has helped build multiple seven figure businesses in numerous domestic and international markets including B2B, B2C, physical products, software, and professional services. His most recent company, Entreholic, helps startups and small to medium businesses understand and implement innovative growth strategies. He and Entreholic have been featured on the Wall Street Business Network, by the Entrepreneurs’ Organization Global Innovation Forum, by Inc Magazine, and was recently featured on the cover of SmallBiz Magazine.  Brad is also the creator of the Top 200 Tools To Fuel Your Business Growth and the weekly Addictive Tools Series. In addition to working directly with businesses, Brad also enjoys educating on the topic and conducts seminars throughout the year. He serves on the board of the Atlanta Chapter of the Global Entrepreneurs’ Organization where he co-chairs the Accelerator Program to help emerging companies achieve $1 Million in annual revenue within three years. He is a graduate of LEAD Atlanta Program, serves on the High Point Civic Association, and co-founded an annual charity event for breast cancer. Brad is a native of Atlanta and lives in Sandy Springs with his daughter and wife, an inspirational third grade teacher. Brad graduated Magna Cum Laude from The Wharton School at the University of Pennsylvania with concentrations in Finance and Marketing. Visit entreholic.com/peak or email with first name in subject line to [email protected] Top 200 Tools To Fuel Your Business Growth Plus a video workshop on our top course content   PEAK PERFORMANCE NATION A community dedicated to raising your game to the next level by learning how to Execute at the highest level and eliminating the obstacles that keep you from being the leader you were born to be. Join group here:  https://www.facebook.com/groups/PeakPerformanceNation/   SPONSORS & FREE OFFERS Audible - Free Audio Book & 30 Day Trial Blue Apron -  $30 Off Your First Order   Acuity Scheduling - Stop Wasting Time Setting Up Meetings   Peak Accountability - http://www.thorconklin.com/accountability/       Thank you once again for listening   Please follow us on:   Facebook: Thor Conklin      Twitter: @ThorConklin   Website: http://www.thorconklin.com       ThorConklin.com Thor Conklin Media Peak Performers Podcast Peak Performance Nation     #1 Podcast on how to get things done.  Learn from Peak Performers in all areas of life and Business.  Do you know what to do but can't figure out why you are not executing what you already know?   If so, this Podcast will give you the tools, strategies and psychology to not only break through the choke point but to truly become a Peak Performer.   Thor will be sharing his tools and strategies as well as interviewing inspiring Peak Performers that are Entrepreneur's, Professional Athletes, Business leaders, Military, Technology guru's, Health and Fitness masters, Relationships Experts as well as Music & Entertainment superstars.   Mission and Purpose - To engage, educate, entertain and inspire listeners to excel in any area of life through mastering the science of execution and Peak Performance.  You will learn the necessary road map, strategies, tools and psychology to win this game
Views: 18 Thor Conklin
How to scrape business data and emails from Yellow pages
Please read full description and try free first. http://yellowpagesspider.com/ Hi everyone,In market there are many softwares available to scrape data from yellowpages but remember that they will not scrape all countries yellow pages website and also they will not extract business contact emails.Our softwares automatically scrape emails from the business website contact page. Today i am sharing a great software to scrape,extract or minig business data from yellow pages websites including emails , Business name, phone number, address , full address, map link, source link and many other details you can scrape easily. This software is very reliable and easy to use. Simply you need to put your business category on search box and put location, zip code,city or country where you want to extract business data. You can generate maximum leads for your business and boost your sales too.This is the main features is our software will also scrape emails. With yellow pages scrape and spider you can scrape almost 12+ countries websites like canadian yellowpages , yell UK, france , united states, australia , singapore, malaysia , UAE , and many others software.You can download and test our software free.You can contact any time our support desk is open for 24/7. Download link for Test : http://tinyurl.com/j752cj5 Download Link for Lifetime : http://tinyurl.com/pxq78md
Views: 7458 YourChoice