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What is Data Scrubbing: A Beginner's Guide To Cleaning Data The Right Way

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It should come as no surprise that data isn’t perfect. Just like everything else in life, digital data is subject to human error, inconsistencies, redundancies, spelling mistakes, and incomplete information. Since so much of our life and work now resides in databases, it’s more important than ever to make sure that data is as close to perfect as can be.

It’s time to get educated on the practice of data scrubbing, including the best tools for the job, and how data scrubbing it differs from data cleaning. Both of these are a huge part of data analytics .

What is Data Scrubbing?

If in the course of doing household chores, someone told you to clean the floor, you most likely grabbed a broom, swept the floor, then maybe ran a damp mop over it. But if that same person tells you to scrub the floor, then you will be down on your hands and knees with a scrub brush and bucket of hot soapy water and putting a major effort in cleaning. The word “scrub” implies a more intense level of cleaning, and it fits perfectly in the world of data maintenance.

Techopedia defines data scrubbing as “…the procedure of modifying or removing incomplete, incorrect, inaccurately formatted, or repeated data in a database.” The procedure improves the data’s consistency, accuracy, and reliability.

What is Data Cleaning, and is it the Same Thing?

Although many sources use the phrases “data scrubbing” and “data cleaning” interchangeably, that’s not accurate.

In Data Analytics , data cleaning , also called data cleansing, is a less involved process of tidying up your data, mostly involving correcting or deleting obsolete, redundant, corrupt, poorly formatted, or inconsistent data. Data professionals do the actual cleaning, checking the database and making corrections and edits as needed, and practicing good data entry habits.

Consider data scrubbing as a subset of data cleaning. Data scrubbing employs actual tools to do a much “deeper clean” than just having a user pore over database spreadsheets and making corrections. Here’s a glance at how you should clean your data, and how scrubbing fits into the timeline.

Learn From The Best in The Data Science Business!

Learn From The Best in The Data Science Business!

Monitor and Record Database Errors

Come up with a set of standards, validate your data, scrub duplicates from your database, have the data analyzed, inform your team, learn from renowned experts at caltech.

Learn From Renowned Experts at Caltech!

Who Should Employ Data Scrubbing, and Why?

Everyone should have clean data; that’s a no-brainer. However, there are specific sectors and industries that, due to the essential roles they play in society, must make data scrubbing a very high priority.

Unsurprisingly, data scrubbing is a high priority in data-intensive industries such as banking/finance, insurance, retail, and telecommunications.

Here’s a breakdown of the chief sources of database errors:

This article provides some sobering statistics about data quality. Among the points it touches upon:

Today’s businesses and organizations need to make data quality a higher priority, incorporating better data quality practices, and acquiring useful data cleansing tools.

The Best Data Cleansing Tools

As the old saying goes, “use the right tool for the right job.” In the spirit of these words of wisdom, here are six of the best data scrubbing tools available today, presented in no specific order.

Data Ladder

Tibco clarity, trifacta wrangler.

There are many more data cleaning utilities out there, with some that emphasize certain aspects of data cleansing over others. Every business has unique demands, so make sure to shop around for the best fit.

Start Your Data Science Career with Us!

Start Your Data Science Career with Us!

Do You Want to Learn More About Data Management?

According to this article , only 30% of businesses have a data quality strategy—the rest simply waiting until a problem arises. This practice is a short-sighted approach that is ultimately self-defeating and costly. As more organizations become aware of the importance of incorporating a data quality strategy, there will be a correspondingly higher demand for professionals who are familiar with all aspects of data management .

Data management professionals, however, have the daunting task of trying to learn all the many facets of data management. This task is especially true for professionals who are already in the data science field but want to upskill. Fortunately, Simplilearn is your one-stop source to learn everything you need to know about modern data management.

For instance, a good data manager knows about statistical analysis and data mining . Also, more organizations want data professionals to know Python for data analysis positions. Speaking of data analysis careers, you may want to brush up on some Data Science interview questions  before heading off to that important job interview!

Choose the Right Program

To assist you in making an informed decision to advance your data science career, we have prepared an extensive course comparison for your reference. This comprehensive overview allows you to assess and select the program that best aligns with your goals, equipping you with the necessary skills and knowledge to excel in the dynamic field of data science.

Program Name Data Scientist Master's Program Post Graduate Program In Data Science Post Graduate Program In Data Science Geo All Geos All Geos Not Applicable in US University Simplilearn Purdue Caltech Course Duration 11 Months 11 Months 11 Months Coding Experience Required Basic Basic No Skills You Will Learn 10+ skills including data structure, data manipulation, NumPy, Scikit-Learn, Tableau and more 8+ skills including Exploratory Data Analysis, Descriptive Statistics, Inferential Statistics, and more 8+ skills including Supervised & Unsupervised Learning Deep Learning Data Visualization, and more Additional Benefits Applied Learning via Capstone and 25+ Data Science Projects Purdue Alumni Association Membership Free IIMJobs Pro-Membership of 6 months Resume Building Assistance Upto 14 CEU Credits Caltech CTME Circle Membership Cost $$ $$$$ $$$$ Explore Program Explore Program Explore Program

Do You Want to Become a Data Scientist?

Data is the lifeblood of our personal and commercial lives, and the need for data scientists is growing . If you’re training to become a data scientist , you need to look into Simplilearn’s Data Science course.

This exclusive Data Science course co-developed with IBM. You will experience world-class training by an industry leader on the most in-demand data science and machine learning skills. The six-course program gives you hands-on exposure to key technologies, including R, SAS, Python, Tableau, Hadoop, and Spark. You will receive instruction in over 30 in-demand tools and skills, plus hands-on training courtesy of over 15 real-life projects. When you complete the course, you earn your master’s certificate and are ready to make a name for yourself in the world of data science.

Data scientists earn an annual average of USD 113,309, according to Glassdoor , and the demand for professionals shows no signs of tapering off. Check out Simplilearn today, and get your career into high gear!

Find our Data Scientist Online Bootcamp in top cities:

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Week 2 Overview


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Course 5 of 5 in the Data Visualization & Dashboarding with R Specialization

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Data visualization is a critical skill for anyone that routinely using quantitative data in his or her work - which is to say that data visualization is a tool that almost every worker needs today. One of the critical tools for data visualization today is the R statistical programming language. Especially in conjunction with the tidyverse software packages, R has become an extremely powerful and flexible platform for making figures, tables, and reproducible reports. However, R can be intimidating for first time users, and there are so many resources online that it can be difficult to sort through without guidance. This is the final course in the Specialization "Data Visualization and Dashboarding in R." Learners in this course will enter with a well-developed set of skills making a wide variety of visualizations in R. The focus on this course will applying those skills to a unique project, drawing on publicly available data to tell a compelling story using the data visualization toolkit assembled in the previous courses.

Apr 9, 2022

Excellent course! Great overview of packages and techiniques for making visualizations using R.

Jul 24, 2021

Very excellent course if you want to know everything about data visualization

From the lesson

Cleaning Your Data

In this module, we will review the requirements for the second component of your capstone project, where you will demonstrate that your data is ready for visualization. Then, we (re)introduce some important tools for cleaning data in R.


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Guide to the ALM Capstone Project


There are a number of ways to conduct research for your capstone topic, but everyone must start with the literature review in order to learn what has already been published on your topic. Because this step is so important, we've created an entire section on this topic (please see Choosing a Topic, Literature Reviews ). 

If your research methods will include the use of human subjects, please see the section on the  Use of Human Subjects .

The following are research methods commonly used in capstone research:

Case studies. Case studies are in-depth investigations of a single individual (noteworthy sustainability leader), a group (activist), or event (United Nations Framework Convention on Climate Change). Reading prior case studies is a must to inform your design. Reading case studies may also lead you to sustainability professionals who authored the published work. These experts could become part of your own exploration of the topic. Case study is a formal research method with a specific structure. For an introduction, visit Basics of Developing a Case Study from the Free Management Library and visit MIT Sloan Learning Edge and Harvard Kennedy School for examples of quality case studies.

Interviews . You may want to conduct interviews with experts in the field on a specific topic, such as wave energy or clean water regulation. Sustainability professionals have a wealth of information and are ordinarily happy to support beginning scholars. Your capstone reader and your capstone instructor can help make introductions through their own networks. Interviews are not simple tasks. You'll need to learn how to conduct interviews in such a way that avoids bias and elicits data that can be used for analysis. For an introduction, visit General Guidelines for Conducting Research Interviews from the Free Management Library.

Surveys . Conducting a survey is another way to gather research on your topic. Ordinarily, this method is chosen when you want to gather information from a large data set. Survey design is also not a straightforward task. For an introduction, visit the Harvard University Program on Survey Research.

Program evaluation . You may also consider in-depth and detailed evaluation of an aspect of a specific organization's sustainability project to understand if and how it met its intended goals. For an introduction, visit Evaluation Activities in Organization from the Free Management Library.

Life Cycle Sustainability Assessment . As a sustainability student, it is very likely that this term is familiar to you. Understanding the environmental, social, and economic impact of our decisions is in essence what your degree is preparing you to do. Life cycle assessment is also a research method that you could employ in your capstone project. Visit the Life Cycle Initiative hosted by the UN environment for additional information.

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scrubbing data for your capstone project

How To Write A Capstone Project Outline: Steps and Example

18 Dec 2021

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📑Types of Capstone Projects

✍️Choosing a Topic

📃Capstone Project Outline

✒️Outline Example

📌Mistakes to Avoid

Working on a capstone project requires a lot of effort. To write this assignment successfully, the first stage of the process is to develop an outline for this type of paper. With the capstone project outline, students can write the right structure for their paper. Are you unaware of how to write it or just need a clear example or a capstone project template with proper formats? Or do you want to learn what to include in the outline? You've come to the right place. This piece will teach you everything you need to know about these outlines.

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What Is Capstone Project?

It is a vital part of most courses in universities. You may have heard of it from the older students. The form of it can vary, but the main ideas are always similar. Generally, it is research conducted by a defined group of students to find and come up with a solution for some actual issues that happened in the world. It is crucial to take this seriously, as such a unique chance to have all the tools and supervision of the best professors on the way to finding a proposal for the issue is rare. Of course, it is time-consuming and stressful, but the reward part after the proposal is sent is priceless.

This research is always the last task of the course, so the student has the opportunity to gather all the knowledge during the course and apply it to the capstone project writing. The main aim is to prepare future specialists for finding practical solutions for the real world.

In simple terms, what is the capstone project ? This is a type of paper used to showcase the level of the skills you have developed since the beginning of the study. This type is also referred to as a capstone project. It's a significant task that must be carried out with a high level of skill and proficiency. But what is its importance? Completing this paper is an essential part of your education program because it shows that you are a professional.

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Types of Capstone Projects

As mentioned before, they can be different as well as requirements. There are ones for junior students and senior students, and postgraduate students. Depending on the degree, there are such types of research:

As they vary, they can be conducted individually or in a group. The main thing is that the instructor has to review the final capstone project proposal at the finishing stage.

Choosing a Topic

The best advice is to pick an area you are genuinely interested in. Otherwise, there is no point in research. The process is long, and the demands are high. There is some general advice on how to choose the theme for the research project format.

Should you find the task of picking the theme too challenging, there's a way out of this trouble. You can always buy capstone project online and save time and effort while getting an excellent result. Using services of trusted platforms guarantees you high-quality and timely delivery.

Detect plagiarism in your paper for free

How to create a capstone project outline.

When you begin working on this format, it's important to keep in mind that the nature and formats of the written paper may vary depending on the faculty, the topic, and the goals for the writing papers. You can buy it online or find a written template to save some time, especially since a lot of effort is required. Starting from the contents, you need to create a capstone paper outline to help you structure your content according to your instructor's rules.

Without any doubt, a capstone study will simplify everything for you. Considering the importance of it, you must learn how to write it or use outline templates. So, how do you go about it? Take note of the following steps.

If you intend to take an easy route to all the steps listed above, you may get an example of the study summary and follow it. According to experts, the best approach to writing your culmination study is by starting with a list of papers you wrote, a list of studies you have undertaken, and an article you have published or assisted in.

For most universities, you will be required to write the title and intro page. If the case warrants it, you may need to rewrite these pages a few times. The title must be catchy, and the intro urges readers to go deeper into the text. The introduction should shift from specific to general terms. It should also focus on the research, topic, and possible methodology adopted in the paper. Before starting, check whether the presentation format will be needed. You could gather information during the research project and add points from existing materials step by step. Remember, that it is an important part and you better be prepared.

If you require a detailed plan to complete your outline, write out all the elements on the subject. When designing, keep in mind that you may meet or write some sections before others. However, the most significant thing is finishing the entire paper and taking specific steps like presentation preparation to make it possible. When all the outline sections have been properly written, it's time to start your project. You may ask someone to review your progress before proceeding with the entire paper.

Build your thesis statement

This is AI-powered online tool that lets you create a thesis statement about any topic you need.

Example Of A Capstone Project Outline

It's almost impossible to come up with an example or templates that would be useful for every student in every school. There are just too many elements to take note of simultaneously. However, we can do our best by including some of the most common factors that you would find in any paper.

When compiling an outline, you can include the following chapters:

These are examples of any culmination study contents. Still, the system can vary depending on the topic in question. Make sure that you carry out research and write down inquiries from your instructor to find out the outline that will be most useful for your project.

Mistakes to Avoid in a Capstone Project Outline

Coming up with an executive summary for this type of paper is a lot of work. As a result, people tend to make simple mistakes that greatly affect the quality of their work. However, many of these mistakes are avoidable, especially if you had examined the materials given like outline templates or academic project ideas existing on the subject. Apply academic thinking, find the information on the writing process as well as format requirements, pay attention to elements required for an assignment, check the research problem and the research question properly.

If you intend to make a summary, you need to look out for the following mistakes:

Avoid topics that require a lot of calculation. You may have difficulties coming up with the best type. You may find it difficult to make a reasonable strategy. When presenting these cases, the additional emphasis on numbers will bore listeners and prevent them from keeping up with what you say.

Beware of reuse, repetitions, and self-plagiarism. This means that you should note what you have included previously. Adding too many related headings may lead to self-plagiarism later in the project.

Never underestimate the meaning of capstone projects. It's common for many students to play down the importance of this type of project. As a result, they end up handling everything haphazardly. This type of action would greatly influence the quality of the final writing.

When writing, avoid using long sentences. Understandably, you may be intent on clearly stating your points most of the time. Nevertheless, long sentences will only make it tougher. Do your best to go straight to the end. This type of project doesn't require a lot of talks, discussion, or emphasis. The only things you need to display are your academic skills and proper sentences.

When you are done, take your time to proofread and edit the final result. Make sure that you never skip this stage. Proofreading will reveal any hidden mistakes that may ruin the overall quality.

Create a summary of your text

Many students find it difficult to write their project because it requires a big one. Some may even give up initially because they doubt their abilities. But this shouldn't be the case. If you can't handle any aspect of your project yourself, it may be worth hiring capstone writing services to help out. They will approach the creation of your outline from a professional angle.

The benefit of hiring this service provider is the level of success they guarantee. Professional hands will handle your project. They can prepare a top-class project for you with all the essential details within the shortest time possible.

This type of project is one of the introductory assignments college students will do before finishing their education. Considering the importance of a capstone study, the design must be created smoothly. The system can be confusing because there are different types of capstone studies. However, with the help of PapersOwl and understandable requirements for this kind of paper, it's possible to achieve something reasonable.

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Capstone Project: Definition, Types, Structure, and Examples

scrubbing data for your capstone project

If you're reading this, chances are that you're in your final year of school and the words "capstone project" have come up somewhere in your first or second semester.

You're probably looking for a quick score on the topic - what it's about, a project template, or even a sample. If so, you're in the right place.

Before we get into it, you' need to know that you're in the hands of consummate capstone project experts.

Help for Assessment is composed of scholars at all levels of academic achievement including Masters and Ph.D., all inspired and motivated to help students like you achieve their academic goals. The expertise and experience we have spans years. Even better, this combined academic expertise is placed at your disposal. If your capstone research project is already giving you goosebumps, we will do it for you from scratch including the project proposal, research, write up, and final review before submission.

Remember, you can trust Help for Assessment to complete your capstone project successfully and earn you top grades. All you have to do is order the service here on our service page.

 In the meantime, let us explore the definition of the capstone project, types of projects for students, and a sample capstone project.

What Is a Capstone Project? 

scrubbing data for your capstone project

A capstone project in college is a final independent project undertaken in a program of study designed to assess the skills, knowledge, and expertise acquired by the student.

As the name suggests, it is the capstone or crowning achievement of academic life and the last class taken before graduation. It gives you the final credits required to pass the course, which is why every student must take the project.

Since it is designed to assess knowledge and skills gained in a particular discipline, capstone projects vary from school to school and discipline to discipline.

Such a project might involve something as simple as research on a topic, an evaluation of a new technique or method, development of a health program, research into a historical figure or event, or even composing a skit or theatre presentation.

No matter what kind of project you choose to undertake, the result is the same. You get to showcase your understanding of the coursework material learned and display your readiness to enter the professional world to start your career. It is a rewarding experience if done right, but can mess up your final year and possibly your graduation if you manage to mess it up.

Do you know that a successful capstone project also helps to land you lucrative jobs? That’s right, capstone projects are one of the ways potential employers find out just how learned, resourceful, and talented you are. Think of it as a kind of thesis.

Capstone projects are also called culminating projects, experience, senior exhibition, or other similar names. The project is usually self-directed, and most students find it a challenge to even come up with the right capstone project topic. 

Capstone Project Vs. Thesis

scrubbing data for your capstone project

A capstone project and a thesis are both very similar in that they represent a final effort from the student just before graduation.

They are done in partial fulfillment of the requirements of the course being undertaken. The comprehensive approach and assessment involved are very similar, and sometimes the structure and methodology might overlap.

Both also have to be reviewed and approved by the institution and will remain in the public domain after publishing.

However, there are some important differences.

Types of Capstone Projects

scrubbing data for your capstone project

Capstone projects vary not just in the type of project, also in the level at which they are done.

There are projects for juniors and seniors in college as well as for postgraduate students.

Here are some examples of the forms of projects depending on the academic level.

Capstone projects can be conducted either individually or in a group.

However, the key thing is to make sure that the project proposal has been reviewed and approved by the instructor/panel/institution in charge before proceeding.

Senior Capstone Project

Senior projects are so called because they are done by high school students in their senior year.

Just like other projects, they represent a culmination of the coursework with an interdisciplinary application of knowledge and skills gained so far.

The project usually takes the better part of the final academic year and will have different parts to it, depending on the type of project chosen.

It will also require a presentation where the student(s) explain and describe the project to an audience, including their classmates.

Sample Capstone Project Outline

The write up for a project consists of several parts. However, even before starting the write-up, you need to do a few things:

Using this information, you will then write a capstone project proposal for your project. It informs your instructor or review panel exactly what you intend to present so that they can approve or reject it.

Once approved, you can go on to the next stage. The final write-up has the following parts.

Note that the project is carried out in stages. Once approved, you will need to be submitting weekly or monthly status reports to your supervisor. After the project report is submitted, you will also have to make a presentation about the whole project.

This brief outline is only meant to be a rough guide. We have a much more detailed article detailing how you can do your capstone project, including a project template. 

Capstone Project Examples

Help for Assessment has extensive experience when it comes to capstone projects of all kinds.

Whether it’s a high school project, a college capstone, or a senior capstone project, you can trust us to carry it out successfully for you.

As proof, you can check out various capstone project samples here . (hyperlink to be inserted.)

Get Help With Your Capstone Project

Capstone projects in every level of school are a make or break it deal. Given that they complete the graduation credits required, it makes sense to leave this important part of your coursework to experts.

We are proud to offer you a guide on how to write a capstone project here . If you need help, you can take advantage of our capstone project writing service at affordable, student-friendly rates with amazing discounts. 

Check it out here and make your order to experience excellence, peace of mind, and success thanks to our stellar services.

Antony W is a professional writer and coach at Help for Assessment. He spends countless hours every day researching and writing great content filled with expert advice on how to write engaging essays, research papers, and assignments.

scrubbing data for your capstone project

Community Support — shika111x ha hecho una pregunta.

iam studying the html and css course there is some outdated content that is supposed to be in the FAQ but i cant even find the FAQ for the course some one please help me

scrubbing data for your capstone project

Hi @shika111x .

1- most of courses you will find the faq sections on the course home page .

2- when you enrolled in the course maybe you will find the faq section or not about the course . materials assingment and quizzes and submission …. its depends of the course you enrolled . not all courses have faq section.

hope i was helpfull to you.

best regards

scrubbing data for your capstone project

Hello @shika111x You can find a course’s FAQ section at the bottom of the course description page (where you see the enrollment button).

You can also go to your course’s discussion forums to find relevant information about your course. You can check out this article that explains how to find and use your course discussion forums.

scrubbing data for your capstone project


I am studying Meta Marketing Analytics Professional Certificate in this certification I am stuck in this subject (Assignment )Programming Assignment: Scrubbing Data for your Capstone Project I have no previous experience with python pandas. so I need to help with how I solve this project I try most of the time to solve it but fail now I am interested and want to learn python and 3 times i re-set my course deadline date

please kindly help me to solve this project and give me the chance to learn and complete this my favorite certification

Muhammad Asim Yousaf

scrubbing data for your capstone project

Jasmin R (Empleado)

Hello @User16359634635903856737 ​, I noticed that you've commented on a thread that was made more than four months ago. In the future, please create your own post so your query gets more visibility. 

In regards to your concern, we understand that you'd like to get help, so if you create your own post, you may receive assistance from other learners here in the Community, you may also want to look or post in your course’s discussion forums since there will be more people that may know how to help you with this.  You can check out this article that explains how to find and use your course discussion forums.

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Course 8 of 8 in the Google Data Analytics Professional Certificate

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Video Transcript

This course is the eighth course in the Google Data Analytics Certificate. You’ll have the opportunity to complete an optional case study, which will help prepare you for the data analytics job hunt. Case studies are commonly used by employers to assess analytical skills. For your case study, you’ll choose an analytics-based scenario. You’ll then ask questions, prepare, process, analyze, visualize and act on the data from the scenario. You’ll also learn other useful job hunt skills through videos with common interview questions and responses, helpful materials to build a portfolio online, and more. Current Google data analysts will continue to instruct and provide you with hands-on ways to accomplish common data analyst tasks with the best tools and resources. Learners who complete this certificate program will be equipped to apply for introductory-level jobs as data analysts. No previous experience is necessary. By the end of this course, you will: - Learn the benefits and uses of case studies and portfolios in the job search. - Explore real world job interview scenarios and common interview questions. - Discover how case studies can be a part of the job interview process. - Examine and consider different case study scenarios. - Have the chance to complete your own case study for your portfolio.

Skills You'll Learn

Job portfolio, Data Cleansing, Data Analysis, Data Visualization (DataViz), case study

Jul 7, 2022

A useful training course for all fields and gives expanded thinking to find problems and solve them in the best correct ways. It can be said about a method that reaches the correct thinking in life.

Aug 13, 2022

I found a new passion in data analytics. I already signed up for a data analytics boot camp to further develop my data analytics team. Thank you to the amazing Google team that taught the courses.

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Putting your certificate to work

Earning your Google Data Analytics Certificate is a badge of honor. It's also a real badge. In this part of the course, you'll learn how to claim your certificate badge and display it in your LinkedIn profile. You'll also be introduced to job search benefits that you can claim as a certificate holder, including access to the Big Interview platform and Byteboard interviews.


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  6. Data 606 Final Presentation (Capstone project)


  1. What is Data Scrubbing: A Beginner's Guide To Cleaning Data Right Way

    The word "scrub" implies a more intense level of cleaning, and it fits perfectly in the world of data maintenance. Techopedia defines data scrubbing as "…the procedure of modifying or removing incomplete, incorrect, inaccurately formatted, or repeated data in a database.". The procedure improves the data's consistency, accuracy, and ...

  2. An Exemplary Data Science Capstone, Annotated

    Making messy data clean is the most important step before starting the data science process. Without cleaning, no amount of deep learning voodoo is ever going to move the needle of your machine learning predictor. Said a different way, garbage in, garbage out. For Paul's data wrangling process, he focused on two key areas:

  3. Week 2 Overview

    96%. 4 stars. 4%. From the lesson. Cleaning Your Data. In this module, we will review the requirements for the second component of your capstone project, where you will demonstrate that your data is ready for visualization. Then, we (re)introduce some important tools for cleaning data in R. Week 2 Overview 2:09.

  4. Capstone-Project/2018-09-14 Coursera Capstone Getting and Cleaning data

    library(here) library(tm) ##Code in a the downloading of the files: set.seed(2018091413) lines <- sample(77259, 40000) ###77259 because it's the amount of lines in the news file

  5. Data-Analytics-Capstone-Project/Scrubbing.ipynb at main

    A tag already exists with the provided branch name. Many Git commands accept both tag and branch names, so creating this branch may cause unexpected behavior.

  6. Expert Guide on How to Do a Capstone Project Successfully

    Create and stick to a structure for the project and write-up. Presentation and flow of ideas play a bit part in the impression you make and the points you will get. Use only reliable, academically relevant sources. Make use of primary sources wherever possible, because this gives your project credibility.

  7. Research Methods

    The following are research methods commonly used in capstone research: Case studies. Case studies are in-depth investigations of a single individual (noteworthy sustainability leader), a group (activist), or event (United Nations Framework Convention on Climate Change). Reading prior case studies is a must to inform your design.

  8. LibGuides: CAPSTONE PROJECT: Parts of a Capstone Project

    What a Table of Contents Could Contain. I Introduction. A Statement Of Problem/Opportunity (Research Question) B Background, Context, And Significance Of Study. C Project Researcher Identification. II Literature Review. A Subheadings (Themes Discovered In Review) B Notice Of Gaps In Knowledge. III Methods.

  9. Guiudlines for Writing A Capstone Project Outline

    You can research how to create project outline templates online. Set up the structure for the headings and subheadings in the sample capstone project outline template. The number of titles and subheadings will depend on the nature of your paper. Split the headings and subheadings further.

  10. PDF UALR Master of Science in Information Quality Capstone Project

    Capstone Project: Requirements and Guidelines Students pursing the Master of Science in Information Quality may choose to complete the 33-hour program by either a 6-hour master's thesis or 6-hour capstone project. This document outlines the requirements and guidelines for students selecting the capstone project option. Table of Contents

  11. Coursera Capstone Project W3

    "source": "In this module you get to work with the cleaned dataset from the previous module.\n\nIn this assignment you will perform the task of exploratory data analysis.\nYou will find out the distribution of data, presence of outliers and also determine the correlation between different columns in the dataset.\n"}, {"metadata": {},

  12. How should I go about my data science capstone project?

    Answer (1 of 4): * pick a industry sector / business domain. * learn about the general pain points of businesses/industries in that domain. * pick an organization in that domain who suffers from any of those pain points. * identify how can data help to alleviate their pain points. * define t...

  13. Data Science

    Population census data in 2018 shows that populations that are in productive age (15-64 years old) reached 179.13 million people or around 67.6% of Indonesia's total population. Indonesia's ...


    Students should begin thinking about the Capstone Project early in their course of study. While students only enroll for Capstone Project for one semester, theproject ideally should be a work in progress leading up to enrollment in and completion of the Capstone Project. This topic should be discussed with your committee

  15. Capstone Project: Definition, Types, Structure, and Examples

    Capstone projects vary not just in the type of project, also in the level at which they are done. There are projects for juniors and seniors in college as well as for postgraduate students. Here are some examples of the forms of projects depending on the academic level. In-depth research projects. Developing the concept of a product, tool, or ...

  16. how can i find the course FAQ

    Hello . I am studying Meta Marketing Analytics Professional Certificate in this certification I am stuck in this subject (Assignment )Programming Assignment: Scrubbing Data for your Capstone Project I have no previous experience with python pandas. so I need to help with how I solve this project I try most of the time to solve it but fail now I am interested and want to learn python and 3 ...

  17. Google Colab

  18. Congratulations on completing your capstone project!

    Video created by Google for the course "Google Data Analytics Capstone: Complete a Case Study". Earning your Google Data Analytics Certificate is a badge of honor. It's also a real badge. In this part of the course, you'll learn how to claim your ...