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TORRENT DETAILS
Udemy - Mining And Analyzing LinkedIn Data
TORRENT SUMMARY
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Language: English | Size: 2.29 GB | Duration: 6h 18m
Apply Data Science and Artificial Intelligence techniques to extract and analyze your LinkedIn network
What you'll learn
Extract data from your LinkedIn profile using the LinkedIn API and .csv files
Extract and analyze the connections between users, invitations, and text messages
Generate fake usernames to mask real information
Explore and view data related to your contacts' companies and job titles
Use edit Levenshtein distance, n-gram similarity and Jaccard distance to measure similarity between strings
Cluster contacts based on similarity between positions, as well as generate HTML views to improve data presentation
Use location APIs to extract latitude and longitude of contacts, in order to capture the city and country of lives
View the location of contacts dynamically with Google Earth and the Basemap library
Cluster contacts using the k-means algorithm
Apply natural language processing techniques to analyze your LinkedIn text messages
Generate word cloud to view the most frequent terms
Extract name entities from text messages
Create a sentiment classifier to extract the polarity of the LinkedIn text messages
Requirements
Programming logic
Basic Python programming
No LinkedIn knowledge is necessary
Description
LinkedIn is a social network focused on professional experience in order to generate connections and relationships between professionals from different areas. Professionals can provide profissional skills and search for jobs by connecting with people around the world. For example, if you would like to work with Data Science you can connect with companies and people who work in this field, increasing your chances of getting a job. On the other hand, companies are able to search for candidates according to the curriculum and skills provided by users. In 2017, LinkedIn established itself as the largest business platform and an important strategic tool for both professionals and companies.
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FILE LIST
Filename
Size
~Get Your Files Here !/1. Introduction/1. Course content.mp4
49.1 MB
~Get Your Files Here !/1. Introduction/1. Course content.srt
7.7 KB
~Get Your Files Here !/1. Introduction/2. Course materials.html
328 B
~Get Your Files Here !/1. Introduction/3. Bonus course - valid until January 31st.html
261 B
~Get Your Files Here !/1. Introduction/Course materials/clusters.kml
3.4 KB
~Get Your Files Here !/1. Introduction/Course materials/connections.csv
94.9 KB
~Get Your Files Here !/1. Introduction/Course materials/connections.kml
270.7 KB
~Get Your Files Here !/1. Introduction/Course materials/connections_location.csv
124.9 KB
~Get Your Files Here !/1. Introduction/Course materials/connections_locations_full.csv
147.2 KB
~Get Your Files Here !/1. Introduction/Course materials/data.json
125.5 KB
~Get Your Files Here !/1. Introduction/Course materials/invitations.csv
5.5 KB
~Get Your Files Here !/1. Introduction/Course materials/invitations_locations.csv
15.1 KB
~Get Your Files Here !/1. Introduction/Course materials/messages.csv
184.3 KB
~Get Your Files Here !/1. Introduction/Course materials/Mining and Analyzing LinkedIn Data.pdf
3.2 MB
~Get Your Files Here !/1. Introduction/__MACOSX/Course materials/_clusters.kml
597 B
~Get Your Files Here !/1. Introduction/__MACOSX/Course materials/_connections.csv
312 B
~Get Your Files Here !/1. Introduction/__MACOSX/Course materials/_connections.kml
597 B
~Get Your Files Here !/1. Introduction/__MACOSX/Course materials/_connections_location.csv
312 B
~Get Your Files Here !/1. Introduction/__MACOSX/Course materials/_connections_locations_full.csv
597 B
~Get Your Files Here !/1. Introduction/__MACOSX/Course materials/_data.json
312 B
~Get Your Files Here !/1. Introduction/__MACOSX/Course materials/_invitations.csv
597 B
~Get Your Files Here !/1. Introduction/__MACOSX/Course materials/_invitations_locations.csv
312 B
~Get Your Files Here !/1. Introduction/__MACOSX/Course materials/_messages.csv
312 B
~Get Your Files Here !/1. Introduction/__MACOSX/Course materials/_Mining and Analyzing LinkedIn Data.pdf
596 B
~Get Your Files Here !/1. Introduction/__MACOSX/_Course materials
210 B
~Get Your Files Here !/2. LinkedIn datasets/1. Plan of attack.mp4
8.6 MB
~Get Your Files Here !/2. LinkedIn datasets/1. Plan of attack.srt
3.1 KB
~Get Your Files Here !/2. LinkedIn datasets/1.1 Source code - Google Colab.html
146 B
~Get Your Files Here !/2. LinkedIn datasets/10. Messages dataset.mp4
28.3 MB
~Get Your Files Here !/2. LinkedIn datasets/10. Messages dataset.srt
4.9 KB
~Get Your Files Here !/2. LinkedIn datasets/2. Creating a LinkedIn APP.mp4
24.9 MB
~Get Your Files Here !/2. LinkedIn datasets/2. Creating a LinkedIn APP.srt
5.8 KB
~Get Your Files Here !/2. LinkedIn datasets/3. LinkedIn API 1.mp4
73.8 MB
~Get Your Files Here !/2. LinkedIn datasets/3. LinkedIn API 1.srt
13.7 KB
~Get Your Files Here !/2. LinkedIn datasets/4. LinkedIn API 2.mp4
104 MB
~Get Your Files Here !/2. LinkedIn datasets/4. LinkedIn API 2.srt
11.8 KB
~Get Your Files Here !/2. LinkedIn datasets/5. Getting data from LinkedIn.mp4
14.7 MB
~Get Your Files Here !/2. LinkedIn datasets/5. Getting data from LinkedIn.srt
2.7 KB
~Get Your Files Here !/2. LinkedIn datasets/6. Connections dataset.mp4
59.6 MB
~Get Your Files Here !/2. LinkedIn datasets/6. Connections dataset.srt
11 KB
~Get Your Files Here !/2. LinkedIn datasets/7. Invitations dataset 1.mp4
28.4 MB
~Get Your Files Here !/2. LinkedIn datasets/7. Invitations dataset 1.srt
5 KB
~Get Your Files Here !/2. LinkedIn datasets/8. Invitations dataset 2.mp4
64.1 MB
~Get Your Files Here !/2. LinkedIn datasets/8. Invitations dataset 2.srt
10.6 KB
~Get Your Files Here !/2. LinkedIn datasets/9. Generating fake data.mp4
33.4 MB
~Get Your Files Here !/2. LinkedIn datasets/9. Generating fake data.srt
5 KB
~Get Your Files Here !/3. Connections between users and invitations/1. Plan of attack.mp4
35.7 MB
~Get Your Files Here !/3. Connections between users and invitations/1. Plan of attack.srt
5.1 KB
~Get Your Files Here !/3. Connections between users and invitations/1.1 Source code - Google Colab.html
146 B
~Get Your Files Here !/3. Connections between users and invitations/10. Clustering similar positions 1.mp4
54.2 MB
~Get Your Files Here !/3. Connections between users and invitations/10. Clustering similar positions 1.srt
8.4 KB
~Get Your Files Here !/3. Connections between users and invitations/11. Clustering similar positions 2.mp4
53.8 MB
~Get Your Files Here !/3. Connections between users and invitations/11. Clustering similar positions 2.srt
8.1 KB
~Get Your Files Here !/3. Connections between users and invitations/12. Clustering similar positions 3.mp4
59.6 MB
~Get Your Files Here !/3. Connections between users and invitations/12. Clustering similar positions 3.srt
8.2 KB
~Get Your Files Here !/3. Connections between users and invitations/13. Clustering similar positions 4.mp4
49.6 MB
~Get Your Files Here !/3. Connections between users and invitations/13. Clustering similar positions 4.srt
6.3 KB
~Get Your Files Here !/3. Connections between users and invitations/14. Visualizing the clusters.mp4
103.8 MB
~Get Your Files Here !/3. Connections between users and invitations/14. Visualizing the clusters.srt
11.3 KB
~Get Your Files Here !/3. Connections between users and invitations/15. Exporting to JSON.mp4
41.2 MB
~Get Your Files Here !/3. Connections between users and invitations/15. Exporting to JSON.srt
6.4 KB
~Get Your Files Here !/3. Connections between users and invitations/16. Visualizing using dendrogram.mp4
54.3 MB
~Get Your Files Here !/3. Connections between users and invitations/16. Visualizing using dendrogram.srt
6.2 KB
~Get Your Files Here !/3. Connections between users and invitations/17. Visualizing using link tree.mp4
17.4 MB
~Get Your Files Here !/3. Connections between users and invitations/17. Visualizing using link tree.srt
1.9 KB
~Get Your Files Here !/3. Connections between users and invitations/18. Google location API.mp4
48.2 MB
~Get Your Files Here !/3. Connections between users and invitations/18. Google location API.srt
9.3 KB
~Get Your Files Here !/3. Connections between users and invitations/19. Using the location API.mp4
34.2 MB
~Get Your Files Here !/3. Connections between users and invitations/19. Using the location API.srt
4.4 KB
~Get Your Files Here !/3. Connections between users and invitations/2. Connections by day.mp4
81.1 MB
~Get Your Files Here !/3. Connections between users and invitations/2. Connections by day.srt
11.2 KB
~Get Your Files Here !/3. Connections between users and invitations/20. Latitude and longitude of the contacts.mp4
31.5 MB
~Get Your Files Here !/3. Connections between users and invitations/20. Latitude and longitude of the contacts.srt
4.2 KB
~Get Your Files Here !/3. Connections between users and invitations/21. Contact map using Basemap.mp4
66.2 MB
~Get Your Files Here !/3. Connections between users and invitations/21. Contact map using Basemap.srt
9.3 KB
~Get Your Files Here !/3. Connections between users and invitations/22. Getting countries and cities.mp4
52.7 MB
~Get Your Files Here !/3. Connections between users and invitations/22. Getting countries and cities.srt
6.5 KB
~Get Your Files Here !/3. Connections between users and invitations/23. Graph of users by countries and cities.mp4
71.7 MB
~Get Your Files Here !/3. Connections between users and invitations/23. Graph of users by countries and cities.srt
8.5 KB
~Get Your Files Here !/3. Connections between users and invitations/24. Introduction to clustering.mp4
14 MB
~Get Your Files Here !/3. Connections between users and invitations/24. Introduction to clustering.srt
2.8 KB
~Get Your Files Here !/3. Connections between users and invitations/25. Introduction to k-mean algorithm.mp4
12.5 MB
~Get Your Files Here !/3. Connections between users and invitations/25. Introduction to k-mean algorithm.srt
4.6 KB
~Get Your Files Here !/3. Connections between users and invitations/26. Clustering users by location with k-means.mp4
62.3 MB
~Get Your Files Here !/3. Connections between users and invitations/26. Clustering users by location with k-means.srt
7.6 KB
~Get Your Files Here !/3. Connections between users and invitations/27. Visualizing the clusters using Google Earth.mp4
95.2 MB
~Get Your Files Here !/3. Connections between users and invitations/27. Visualizing the clusters using Google Earth.srt
7.5 KB
~Get Your Files Here !/3. Connections between users and invitations/28. Invitations dataset.mp4
16.3 MB
~Get Your Files Here !/3. Connections between users and invitations/28. Invitations dataset.srt
3.1 KB
~Get Your Files Here !/3. Connections between users and invitations/29. HOMEWORK.html
292 B
~Get Your Files Here !/3. Connections between users and invitations/3. HOMEWORK.html
347 B
~Get Your Files Here !/3. Connections between users and invitations/30. Homework solution.mp4
20.8 MB
~Get Your Files Here !/3. Connections between users and invitations/30. Homework solution.srt
2.7 KB
~Get Your Files Here !/3. Connections between users and invitations/31. Analysis of the invitations dataset.mp4
41.5 MB
~Get Your Files Here !/3. Connections between users and invitations/31. Analysis of the invitations dataset.srt
5.2 KB
~Get Your Files Here !/3. Connections between users and invitations/4. Homework solution.mp4
27 MB
~Get Your Files Here !/3. Connections between users and invitations/4. Homework solution.srt
3.9 KB
~Get Your Files Here !/3. Connections between users and invitations/5. Companies data.mp4
