Tech & IT
Business
Coding & Developer
Finance & Accounting
Academics
Office Applications
Art & Design
Marketing
Health & Wellness
Sounds & Music
Lifestyle
Photography
This plan includes
- Instant access to 11,000+ online courses
- Play & Pause Course Videos
HD Video Recorded Lectures- Learn on Mobile/PC/Tablet
- Quizzes and Real Projects
- Lifetime Course Certificate
- Instructor Chat Support
- Cancel Plan Anytime
This plan includes
- Instant access to 11,000+ online courses
- Play & Pause Course Videos
- HD Video Recorded Lectures
- Learn on Mobile/PC/Tablet
- Quizzes and Real Projects
- Lifetime Course Certificate
- Instructor Chat Support
- Cancel Plan Anytime
What you'll learn?
- Data Extraction
- Data Cleaning
- Data Analysis
- Pandas
Course Overview
3 Main Topics will be covered:
1) Data Extraction/ Web Scraping
2) Data Cleaning
3) Data Analysis
We start with the extraction of Real Estate Data from 10 different cities/states. Once we have collected all the necessary data, the datasets will be merged to one dataset. Then the cleaning process with the Pandas Library will start. The goal is to make the data database readable and modifying/ manipulating the data. Once our data is cleaned, we start with the Data Analysis part. That means we will answer 10 different questions, based on our extracted and cleaned dataset. To be able to answer the 10 questions, we make use of the Pandas Dataframe, PostgreSQL and Matplotlib. You will get to know different approaches to how answer real life questions based your own created dataset.
After this course you will have the knowledge and the experience to scrape your own data and create your own dataset. After the datasets is created, we will clean the data and finally focus on the data analysis.
With the help of the course resources you will always have documents you can refer to. If you have a question or if a concept just does not make sense to you, you can ask your questions anytime inside the Q&A - Forum. Either the instructor or other students will answer your question. Thanks to the community you will never have the feeling to learn alone by yourself.
What you’ll learn
-
Web Scraping
-
Pandas
-
Beautiful Soup
-
Data Extraction
-
Web Scraping for Data Science
-
Data Mining
-
Data Scraping & Data Cleaning
-
Data Analysis
-
PostgreSQL
Are there any course requirements or prerequisites?
-
Basic understanding of Python Programming
-
Basic understanding of Beautiful Soup
Who this course is for:
-
Everybody who is interested in Web Scraping (Create own dataset), Data Cleaning & Data Analysis
-
Professionals who want to create their own dataset without being dependent on some else
What you’ll learn
- Data Extraction
- Data Cleaning
- Data Analysis
- Pandas
- PostgreSQL
Are there any course requirements or prerequisites?
- Basics of Python Programming
- Basics of Beautiful Soup
Who this course is for:
- Data Scientists
- Data Analysts
- People who want to create their own dataset, clean the data and analyze the data
- Answer questions with Pandas, PostgreSQL, Matplotlib
Pre-requisites
- Basic understanding of Python Programming
- Basic understanding of Beautiful Soup
Target Audience
- Data Scientists
- Data Analysts
- People who want to create their own dataset, clean the data and analyze the data
- Answer questions with Pandas, PostgreSQL, Matplotlib
Curriculum 33 Lectures 03:46:22
-
Section 1 : Introduction
-
Section 2 : Relevant Packages
- Lecture 1 :
- Beautiful Soup & Requests
- Lecture 2 :
- Jupyter Notebook & Pandas & sqlalchemy
- Lecture 3 :
- PostgreSQL
-
Section 3 : Dataset Creation - Web Scraping
- Lecture 1 :
- Dataset Creation - Overview
- Lecture 2 :
- Initial Steps
- Lecture 3 :
- Concatenate URL Parts
- Lecture 4 :
- Extract Data from First Link
- Lecture 5 :
- Put all together and loop through results
- Lecture 6 :
- Scrape Multiple Pages
-
Section 4 : Data Cleaning
- Lecture 1 :
- Data Cleaning - Overview
- Lecture 2 :
- Imports & Merge Datasets
- Lecture 3 :
- Missing Data, Doubles & Index Change
- Lecture 4 :
- Change Price Column
- Lecture 5 :
- Change Area Column
- Lecture 6 :
- Change Bedrooms & Bathrooms Column
- Lecture 7 :
- Modify Parking Column
- Lecture 8 :
- Numbers to Integers Part 1
- Lecture 9 :
- Numbers to Integers Part 2
- Lecture 10 :
- Numbers to Integers Part 3
- Lecture 11 :
- Create New Price/Sqft Clumn
-
Section 5 : Data Analysis
- Lecture 1 :
- Data Analysis Section - Overview
- Lecture 2 :
- Imports & Output Data (Pandas/PostgreSQL)
- Lecture 3 :
- Question 1
- Lecture 4 :
- Question 2
- Lecture 5 :
- Question 3
- Lecture 6 :
- Question 4
- Lecture 7 :
- Question 5
- Lecture 8 :
- Question 6
- Lecture 9 :
- Question 7
- Lecture 10 :
- Question 8
- Lecture 11 :
- Question 9
- Lecture 12 :
- Question 10
Our learners work at
Frequently Asked Questions
-
How do i access the course after purchase?
It's simple. When you sign up, you'll immediately have unlimited viewing of thousands of expert courses, paths to guide your learning, tools to measure your skills and hands-on resources like exercise files. There’s no limit on what you can learn and you can cancel at any time. -
Are these video based online self-learning courses?
Yes. All of the courses comes with online video based lectures created by certified instructors. Instructors have crafted these courses with a blend of high quality interactive videos, lectures, quizzes & real world projects to give you an indepth knowledge about the topic. -
Can i play & pause the course as per my convenience?
Yes absolutely & thats one of the advantage of self-paced courses. You can anytime pause or resume the course & come back & forth from one lecture to another lecture, play the videos mulitple times & so on. -
How do i contact the instructor for any doubts or questions?
Most of these courses have general questions & answers already covered within the course lectures. However, if you need any further help from the instructor, you can use the inbuilt Chat with Instructor option to send a message to an instructor & they will reply you within 24 hours. You can ask as many questions as you want. -
Do i need a pc to access the course or can i do it on mobile & tablet as well?
Brilliant question? Isn't it? You can access the courses on any device like PC, Mobile, Tablet & even on a smart tv. For mobile & a tablet you can download the Learnfly android or an iOS app. If mobile app is not available in your country, you can access the course directly by visting our website, its fully mobile friendly. -
Do i get any certificate for the courses?
Yes. Once you complete any course on our platform along with provided assessments by the instructor, you will be eligble to get certificate of course completion.
-
For how long can i access my course on the platform?
You require an active subscription to access courses on our platform. If your subscription is active, you can access any course on our platform with no restrictions. -
Is there any free trial?
Currently, we do not offer any free trial. -
Can i cancel anytime?
Yes, you can cancel your subscription at any time. Your subscription will auto-renew until you cancel, but why would you want to?
Instructor
162296 Course Views
3 Courses
