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Practice Questions: Social Networks & Basic Features

Total questions: 109

Worksheet time: 55mins

Name
Class
Date
1.

Which of the following is NOT a social network?

a)

Facebook

b)

Gmail

c)

Twitter

d)

LinkedIn

2.

Quora belongs to which class of social networks?

a)

Discussion forums

b)

Bookmarking and content curation networks

c)

Consumer review networks

d)

Blogging and publishing networks

3.

Which of the following is the verified Twitter handle of Bengaluru City Police?

a)

@BlrCityPolice

b)

@blrcp

c)

@bangalore_police

d)

@bengaluru_police

4.

Which of the following Twitter handles likely belongs to a bot account (i.e., likely a fake account)?

a)

@DelhiPolice

b)

@delhipolice1

c)

@CPMumbaiPolice

d)

@Navimumbpolice

5.

Visit Dr. Ponnurangam Kumaraguru’s Twitter profile (https://twitter.com/ponguru). When did he join Twitter?

a)

September 2009

b)

January 2010

c)

October 2009

d)

August 2009

6.

Trending is a feature of which of the following networks?

a)

Twitter

b)

Facebook

c)

YouTube

d)

All of the above

7.

Which of the following is a Facebook feature?

a)

Charity Donations

b)

Groups

c)

Pages

d)

All of the above

8.

Which of the following are anonymous networks?

a)

Reddit

b)

Glassdoor

c)

Twitter

d)

Facebook

9.

When a person blocks someone on Facebook, does the other party get a notification?

a)

True

b)

False

10.

Orkut was owned by:

a)

Google

b)

Microsoft

c)

Amazon

d)

Uber

11.

Select the best rationale: Why is @delhipolice1 more likely to be a fake account than @DelhiPolice?

a)

Verified agencies never use capital letters

b)

Handles with added numbers often imitate real accounts

c)

Government accounts must include location codes

d)

Shorter handles are always unofficial

12.

Which social platform is depicted in the screenshot labeled Figure 1 showing a post about Virat Kohli's century?

a)

Whisper

b)

Facebook

c)

Reddit

d)

None of the above

13.

Which statement is true about Anonymous social networks?

a)

Content posted is connected with specific online identities or profiles

b)

They might ask for log-in details and sync contacts to personalize the experience

c)

They primarily help build a professional network and seek a job

d)

Anonymous networks are inherently safe

14.

In the Python code: import requests; response = requests.get("https://precog.iiit.ac.in/") What is the expected printed representation of response when the request succeeds?

a)

b)

c)

d)

None of the above

15.

Which platform uses a bidirectional ("mutual") connection model, where both users must accept the connection?

a)

Twitter

b)

Facebook

c)

Instagram

d)

YouTube

16.

In the context of the 5Vs of Social Media analytics, what does Value specify?

a)

Confirmation that posted information is legitimate

b)

Data can be obtained from many different sources

c)

Ability to get value out of the platform

d)

All of the above

17.

Which scenario best illustrates shoulder surfing?

a)

A phishing email claiming your account was breached

b)

Someone sees your password while standing behind you as you type without your knowledge

c)

Receiving an email saying you won a prize and must click a link

d)

None of the above

18.

You have two files in a folder: privacy.py and security.py. You want to stage only privacy.py and commit with a message. Which command sequence is correct?

a)

git add privacy.py git commit -m "Commit message"

b)

git add privacy.py git commit -m "privacy.py"

c)

git add security.py git commit -m "security.py"

d)

git add security.py git commit -m "privacy.py"

19.

Which of the following statements about Python is true?

a)

Python is primarily for drawing network graphs and not a general-purpose language

b)

It is an interpreted language

c)

Python functions have no restrictions on argument types or return values

d)

None of the above

20.

Match each social network to its primary description.

a)

1-i, 2-v, 3-i, 4-iii, 5-iv

b)

1-ii, 2-v, 3-iv, 4-iii, 5-i

c)

1-v, 2-iii, 3-ii, 4-iv, 5-i

d)

1-v, 2-iii, 3-iv, 4-ii, 5-i

21.

Choose the incorrect option about ephemeral content given the statements: (i) Instagram Stories are a type of ephemeral content. (ii) Ephemeral content helps in generating more user-generated content.

a)

Only i

b)

Only ii

c)

Both i and ii

d)

None of the above

22.

Which of the following statements is/are true? S1: Research on Hurricane Sandy and Boston blasts shows how Twitter users debunk falsehoods during disasters. S2: Boston Blasts happened on 15 April 2013.

a)

S1

b)

S2

c)

Both

d)

None

23.

Which of the following statements are true about Relational Databases? i. They provide a standard way of representing and querying data and are table-based. ii. They are a good fit for static datasets. iii. The relationships between tables in a relational database are defined by using keys.

a)

i, iii

b)

i, ii

c)

ii, iii

d)

All are correct

24.

Which systems are designed to handle large amounts of unstructured and semi-structured data?

a)

CouchDB

b)

Oracle SQL

c)

MongoDB

d)

JavaDB

25.

Which API can potentially be used to collect user-centric social data as depicted in the diagram of a user connected to posts, files, groups, notes, and messages?

a)

MySQL

b)

Graph API

c)

Facebook API

d)

RoboMongo

26.

Which features perform better to distinguish fake and legitimate tweets?

a)

Tweet-based features

b)

Meta-data features

27.

Which platform is best matched to 'Social news aggregation' from the classification list?

a)

Tinder

b)

Flickr

c)

Reddit

d)

Whisper

e)

Koo

28.

Tweet about “Floods in McDonald’s at Virginia beach” is related to which misinformation news spread?

a)

Boston’s explosion

b)

Hurricane Sandy

c)

Shootouts in the Mexican city

d)

None of the above

29.

Choose the correct statement(s):

a)

Inter-annotator agreement is used to calculate how good/bad annotations are.

b)

NoSQL databases have a flexible schema, which means that the structure of the data can change over time.

c)

Kohen’s Kappa is one of the best ways to calculate inter-annotator agreement.

d)

It is not important to report how trustworthy the annotation is.

30.

Which of the following is/are Python wrappers to collect data?

a)

PRAW

b)

reddit_api

c)

API_wrapper

d)

None of the above

31.

Which of the following option(s) is/are true about API?

a)

APIs cannot be designed for external use by third-party developers to access the functionality and data of an application.

b)

The API is a set of rules and protocols for building and interacting with software applications.

c)

An API allows different systems to communicate with each other over a network, such as through HTTP requests and responses.

d)

APIs can access a wide range of functionality and data, such as retrieving data from a database, creating or updating resources, or performing operations on a remote system.

32.

Which of the following statement(s) is/are true about Twitter and its API? S1: Twitter keys can be created from developer.twitter.com S2: Twitter API has no rate limit. We can collect any number of tweets using Twitter API. S3: Streaming API can collect all the tweets related to certain events.

a)

Only S1 is true

b)

S2 and S3 are true

c)

All S1, S2, S3 are true

d)

S1 and S3 are true

33.

Consider the following statements. Which of the following options is false? A) MySQL supports dynamic queries and is schema-free, whereas MongoDB is schema-dependent. B) MongoDB is a document-based data model. C) MongoDB is a better choice than MySQL when your data has a lot of relations. D) MongoDB is faster than MySQL.

a)

Statement A is false

b)

Statement B is false

c)

Statement C is false

d)

Statement D is false

34.

What is the full form of “WOT” in the context of website reputation scoring?

a)

Web of Technology

b)

Web of Trust

c)

World of Telemetry

d)

Wizard of Oz

35.

Which of the following is the most powerful tool to build real-time applications that can process and analyse tweets and can do sentiment analysis, trending events, etc.?

a)

Twitter API

b)

Graph API

c)

WOT API

d)

SOAP

36.

Which feature type is highlighted as most effective for detecting misinformation spread on Twitter?

a)

Network-based features

b)

Tweet-based features

c)

User-based features

d)

All the above

37.

In the context of inter-annotator agreement, which metric is specifically named as a best practice for calculating agreement?

a)

Pearson’s r

b)

Cohen’s Kappa

c)

F1-score

d)

AUC-ROC

38.

Match the following categories to the examples: Fundamentalists, Pragmatists, and Unconcerned. Example 1: A business leader who makes decisions based on what will be most profitable for the company rather than adhering to a particular business philosophy. Example 2: A person who strictly adheres to the literal interpretation of religious texts and refuses to consider other perspectives or modern interpretations. Example 3: An individual unconcerned about the environment and takes no steps to reduce their carbon footprint or conserve resources.

a)

Example 1: Pragmatist, Example 2: Fundamentalists, Example 3: Unconcerned

b)

Example 1: Pragmatist, Example 2: Unconcerned, Example 3: Unconcerned

c)

Example 1: Unconcerned, Example 2: Pragmatist, Example 3: Unconcerned

d)

Example 1: Fundamentalist, Example 2: Unconcerned, Example 3: Unconcerned

39.

Which statement(s) is/are true about fundamentalists?

a)

They generally avoid being identified, avoid being in pictures.

b)

They generally use technologies to avoid tracking them.

c)

They generally don't care about their personal information.

d)

They generally care about their personal information but don't care about professional ones.

e)

Both (A) and (B)

40.

Which of the following is true regarding credibility and reputation tools?

a)

TweetCred is a Chrome extension that helps to find tweet credibility.

b)

Web of Trust score is used to denote a website's reputation.

c)

Both (A) and (B)

d)

None of the above

41.

The basic method for adding data to MongoDB is _______. To insert a single document, use the collection’s ________ method.

a)

Insert, insertOne

b)

Insert, insertMany

c)

Add, addOne

d)

None of the above

42.

Which of the following Python command(s) is/are correct with respect to connection with MongoDB?

a)

from pymongo import MongoClient; client = MongoClient(port=27017)

b)

import pymongo; client = pymongo.MongoClient("localhost:27017")

c)

from pymongo import MongoClient; client = MongoClient('localhost:27017')

d)

from pymongo import MongoClient; db = client.business

43.

Choose the correct set of commands that establish a MongoDB connection and select the 'business' database.

a)

from pymongo import MongoClient; client = MongoClient(port=27017); db = client.business

b)

import pymongo; client = pymongo.MongoClient("localhost:27017"); db = client.business

c)

from pymongo import MongoClient; client = MongoClient('localhost:27017'); db = client.business

d)

All of the above achieve the goal

44.

Given a MongoDB database 'restaurants' with a collection 'reviews' storing documents like { 'rating': 1, '_id': ObjectId('...'), 'name': 'pizza wings', 'cuisine': 'Italian' }, choose the correct command to find the total number of restaurants rated with a 1.

a)

db.reviews.find({'rating': 1}).count()

b)

db.reviews.find_one({'rating': 1})

c)

db.reviews.find_all({'rating': 1})

d)

db.reviews.find({'rating': 1}).count

45.

Recently, there was a privacy policy change by WhatsApp; how did WhatsApp go about the situation?

a)

They notified the users with the revised policy and gave them a timeline to accept the policy.

b)

They only tell about the policy change to newly registered users.

c)

They hide this information from all users.

d)

They notify the users with the revised policy and give them a timeline, where either they can accept or reject it and continue using the product.

46.

In the context of user categories on social media privacy, which user type is most likely to employ tracking-avoidance technologies and avoid being photographed?

a)

Fundamentalists

b)

Pragmatists

c)

Unconcerned

d)

All equally likely

47.

How can you start the Jupyter Notebook server without opening a browser?

a)

jupyter notebook --no-browser

b)

jupyter notebook --browser

c)

jupyter notebook --not-browser

d)

None of the above

48.

Which statement correctly distinguishes a Python list from a NumPy array based on the given examples: 1) [2, 'dog', '3', 4.0, 5] and 2) [0., 1.23452321, 1.98675643, 3.45675423, 7.12354378]?

a)

1) can be a Python list whereas 2) can be a Python NumPy array

b)

1) can be a Python NumPy array whereas 2) can be a Python list

c)

1) can be a Python list whereas 2) can be a Python list

d)

1) can be a Python NumPy array whereas 2) can be a Python NumPy array

49.

Given the code: import numpy as np; privacy = np.array([4, 5, 6]); security = np.array([1, 2, 3]); output = np.hstack((security, privacy)). What is the resulting array?

a)

[4 5 6 1 2 3]

b)

[1 2 3 4 5 6]

c)

[1 3 2 4 6 5]

d)

[1 4 5 6 2 3]

50.

What is the core problem statement of Latanya Sweeney’s research work?

a)

Given person-specific field-structured data, produce a release of the data with scientific guarantees that the individuals who are the subjects of the data cannot be reidentified while the data remain practically useful.

b)

Identifying important attributes for the re-identification of a person; given any dataset, only ZIP, Birth Date, and Sex are the important attributes.

c)

None of the above

d)

Ensure that datasets can be freely shared without any anonymization of attributes.

51.

Which statements are true about k-anonymity?

a)

The information for each individual in the released anonymized dataset cannot be distinguished from at least k-1 individuals whose information also appears in the anonymized dataset.

b)

Any record in a k-anonymized dataset has a maximum probability 1/k of being re-identified.

c)

K-anonymity provides privacy even if the sensitive attributes in the dataset lack diversity.

d)

Both A and B are true.

52.

Consider: import numpy as np; import numpy.matlib; media = np.arange(12).reshape(2,2,3); social = np.arange(8).reshape(2,2,2); What is printed by print(np.matmul(social, media))?

a)

Value Error

b)

[[[ 4 5 6] [ 12 17 22]] [[ 92 101 119] [132 145 171]]]

c)

[[[ 3 4 5] [ 9 14 19]] [[ 69 78 87] [ 99 112 125]]]

d)

None of the above

53.

Which guideline best helps raise awareness about oversharing on social media?

a)

Develop platforms like "PleaseRobMe.com" to create awareness

b)

Change the privacy of your posts and profiles periodically

c)

Do not make birthdate, address, or children’s names-related information public

d)

All of the above

54.

What percentage of users never read the privacy policy on any website?

a)

75%

b)

25%

c)

10%

d)

80%

55.

In Jupyter and Python contexts, which is a correct statement about NumPy arrays compared to Python lists?

a)

NumPy arrays enforce a single data type across elements, enabling vectorized operations.

b)

Python lists automatically broadcast arithmetic operations across elements like arrays.

c)

NumPy arrays cannot be reshaped once created.

d)

Python lists consume less memory than NumPy arrays for large homogeneous numeric data.

56.

Which of the following aligns with the privacy goal behind k-anonymity in data releases?

a)

Ensure each released record is indistinguishable from at least k−1 others sharing the same quasi-identifier values.

b)

Maximize data utility by removing all sensitive attributes.

c)

Guarantee zero probability of re-identification for every record.

d)

Publish raw datasets as long as identifiers are hashed.

57.

With respect to the content and information provided by you, what is true about information sharing on WhatsApp?

a)

Your messages, photos, and account information, groups you are connected to are not shared with Facebook.

b)

WhatsApp does not create a favorites list of your contacts for you.

c)

WhatsApp messages are end-to-end encrypted but third parties can read them.

d)

All of the above

58.

Among content, information, and transactions made, what data does WhatsApp collect? Select the best answer.

a)

Credit Card number

b)

Transactional Information

c)

Device-specific information when you use WhatsApp services

d)

Device-specific information when you install, access WhatsApp services

59.

Choose the correct statement about WhatsApp’s data handling.

a)

WhatsApp keeps your information, even after you delete your account.

b)

The undelivered message is deleted only after 30 days.

c)

WhatsApp does not retain your messages in the ordinary course of providing Services to their customers.

d)

WhatsApp uses your data for research, analytics, and responding to customers.

60.

What types of third-parties does WhatsApp share data with?

a)

Partners who use WhatsApp analytical services.

b)

Advertisers on Facebook for making product suggestions.

c)

With Facebook to show relevant offers and ads.

d)

None of the above

61.

WhatsApp doesn’t store information about the duration of your activity.

a)

True

b)

False

62.

What percent of participants were matched to their correct Facebook profiles in Experiment 2?

a)

28%

b)

39%

c)

40%

d)

38%

63.

Photo/video taken by CCTV cameras is of more concern than someone’s smartphone according to the participants, in the context of mobile phones.

a)

True

b)

False

64.

In Experiment 1, discussed in the lecture, photos were collected from Instagram.

a)

True

b)

False

65.

In Experiment 1 discussed in the lecture, for identifying the person from an unidentified source, Government and dating websites both were used.

a)

True

b)

False

66.

For re-identification, which of the following sources was used according to Experiment 2 discussed in the lecture?

a)

CCTV cameras

b)

Facebook

c)

Government

d)

Dating Website

67.

Assume all the required libraries (if any) are already imported. What would be the output of the following code? online = lambda a: a + 15; print(online(10)); socialmedia = lambda b, c: b * c; print(socialmedia(12, 4))

a)

10 and 48

b)

25 and 48

c)

15 and 12

d)

25 and 16

68.

How are top link farmers different from spammers and random social network users?

a)

High indegree and high outdegree

b)

Low indegree and high outdegree

c)

Low indegree and low outdegree

d)

High indegree and low outdegree

69.

What topics are dominant in link farmers?

a)

Markets, business

b)

Life, friends

c)

Love, person

d)

Music, world

70.

If a URL is part of a link farm, what is the expected value of the ratio of the number of external URLs mentioned to the number of mentions received?

a)

Almost 1

b)

Much higher than 1

c)

Far lesser than 1

d)

Cannot say

71.

Nudges while using any application offer a great user experience.

a)

True

b)

False

72.

Semantic attacks take advantage of the:

a)

Context as perceived by humans

b)

Technology used by software

c)

Time of day

d)

Very weak wall of a server room

73.

Identify the three major components that make phishing emails distinguishable:

a)

Subject line

b)

Urgency in the body

c)

Links present in the email

d)

Name of the person sending the email

74.

Who among younger and older participants were more vulnerable to phishing attacks (as discussed in the lecture)?

a)

Younger

b)

Older

75.

Select all methods by which we can avoid phishing:

a)

By educating the users

b)

By using browser extensions

c)

By disclosing all private information on Facebook

d)

By opening all links present in an email

76.

Which of the following is true about PageRank?

a)

It is used to evaluate the least genuineness of a page

b)

It ranks pages based on the structure and number of links

c)

It measures CPU utilization of a web server

d)

It detects the presence of malware in an email

77.

Why is username a good candidate to link profiles?

a)

Username is public

b)

Username is heterogeneous

c)

Username is homogeneous

d)

Username cannot be changed

78.

Why is username a good candidate to link profiles? (select the best combined reason)

a)

Because it is public and homogeneous

b)

Because it is heterogeneous and private

c)

Because it is encrypted and mutable

d)

Because it contains personal IDs

79.

Clustering coefficient is the measure of:

a)

Tendency of nodes to form clusters

b)

If a cluster is possible or not

c)

Edge similarity

d)

None of the above

80.

Which network among the following has the maximum clustering coefficient, as discussed in the lecture?

a)

Instagram

b)

Facebook

c)

Twitter

d)

Gab

81.

4chan is a / an:

a)

Anonymous social network

b)

Professional networking site

c)

Dating app

d)

Live-streaming platform

82.

On anonymous networks we can see who liked a post?

a)

True

b)

False

83.

Whisper provides which of the following?

a)

Archive of a user history

b)

Links to personal information given user ID

c)

Persistent Social links

d)

Replies

84.

How to link the profile of a user on Facebook to 4chan?

a)

By searching for username and doing a semantic matching

b)

Comparing friends of a user on both the networks

c)

Both a and b

d)

Impossible

85.

We can use the visualization software Gephi to get Modularity of a given graph?

a)

True

b)

False

86.

Which of the following layout options is NOT available in Gephi?

a)

Contraction

b)

Expansion

c)

Random

d)

Classic

87.

Why is visualizing graphs necessary?

a)

It gives quantitative measures that are otherwise impossible to find

b)

Human deducible decision making

c)

To calculate the number of clusters

d)

To automatically anonymize users

88.

Which types of attacks are highlighted as possible in this context? i. Pragmatic ii. Syntactic iii. Physical Choose the correct option.

a)

Only i and ii

b)

Only ii and iii

c)

Only i and iii

d)

All of the above

89.

What is the term for generating desirable usernames and monetizing them when necessary?

a)

Username Sale

b)

Username hopping

c)

Username squatting

d)

All of the above

90.

According to the Pareto distribution of username change, which statement best describes user behavior?

a)

20% of users frequently change usernames in short intervals and 80% change rarely after long intervals

b)

80% of users frequently change usernames in short intervals and 20% change rarely after long intervals

c)

20% of users rarely change usernames in short intervals and 80% change frequently after long intervals

d)

80% of users rarely change usernames in short intervals and 20% change frequently after long intervals

91.

For anonymous social networks, which of the following statements hold true? i. Clustering coefficient is different ii. Users interact with strangers Select the best answer.

a)

Only i

b)

Only ii

c)

Both i and ii

d)

Neither i nor ii

92.

Which of the following statements is false about spammers? i. Users of less in-degree do not reciprocate to spammers ii. Users with small in-degree tend to follow back more iii. Top link farmers have very high in-degree compared to spammers

a)

Only i

b)

Only ii

c)

Only iii

d)

Both i and ii

93.

"For linking user profiles across different social media, having profile information from the past will not help in improving the efficiency or accuracy." Is this statement true or false?

a)

True

b)

False

94.

Which statements are true with respect to fake information on social media?

a)

Various user and network features can be used to classify fake information

b)

Communities of users posting fake content are usually closed

c)

Both of the above

d)

None of the above

95.

Which of the following is a location-based social network?

a)

Gab

b)

Foursquare

c)

Koo

d)

Whisper

96.

In the context of e-crime, which option correctly matches the terms to their definitions? 1-Clickbaiting, 2-Phishing, 3-Hashtag Hijacking, 4-Impersonation with i-creating fake account with photos and details sourced from social media, ii-using hashtag to post unrelated content to sell product, iii-getting you to click on links which are not legitimate, iv-Act of tricking someone into handling login credentials.

a)

1-iii ; 2-iv ; 3-ii ; 4-i

b)

1-iii ; 2-i ; 3-ii ; 4-iv

c)

1-i ; 2-iv ; 3-ii ; 4-iii

d)

1-i ; 2-iii ; 3-ii ; 4-iv

97.

For Matplotlib, which of the following parameters can be configured? i. Minor axis label ii. Intervals on both axis iii. Size of figure iv. The number of subplots in a single figure

a)

i and ii only

b)

ii and iii only

c)

i, ii and iii only

d)

All of the above

98.

Gephi allows the user to configure which set of parameters?

a)

Filter nodes and edges; add edges manually; calculate statistics of graph; change node size and colour

b)

Only change node size and colour

c)

Only calculate statistics of graph

d)

Only filter nodes and edges

99.

A case states: “Nidhi Razdan received an offer to teach journalism at Harvard University. After a few months, she realized that it was not genuine and meant to access her personal information.” Which statement is true?

a)

It is a phishing attack.

b)

It is a semantic attack.

c)

Both are true.

d)

Both are false.

100.

What are potential reasons users change their usernames?

a)

Suit a trending event

b)

Gain/lose anonymity

c)

Avoid boredom

d)

All of the above

101.

What is correct when talking about the username change frequency and indegree of users?

a)

It is strongly and positively correlated to the indegree of the users

b)

It is weakly and positively correlated to the indegree of the users

c)

It is strongly and negatively correlated to the indegree of the users

d)

It is weakly and negatively correlated to the indegree of the users

102.

Which e-crime involves creating a fake account with photos and details sourced from social media?

a)

Clickbaiting

b)

Phishing

c)

Hashtag Hijacking

d)

Impersonation

103.

True or False: Link farming will not be effective in increasing your social capital and influence.

a)

True

b)

False

104.

Which of the following option(s) show correct Python syntax for reading a CSV file with pandas?

a)

import pandas as pd; data = pd.read_csv("filename.csv", header=None, encoding='utf-8')

b)

import pandas as pd; file = "filename.csv"; data = pd.read_csv(file, header=None, encoding='utf-8')

c)

Both of the above

d)

Neither of the above

105.

Why are usernames important for linking users across social media platforms?

a)

They always include a real name

b)

They have restrictions on character and length and are a publicly available attribute

c)

They are private and thus unique

d)

They automatically verify identity with government IDs

106.

In text preprocessing, which step primarily removes commas, periods, and symbols to reduce noise?

a)

Stop word removal

b)

Lowercasing

c)

Punctuation removal

d)

Stemming

107.

Select the best reason to standardize text to lowercase during preprocessing.

a)

To reduce vocabulary variations like "Data" vs "data"

b)

To remove frequently occurring but uninformative words

c)

To detect misspellings

d)

To assign part-of-speech tags

108.

Which 3D plot example would best visualize the relationship among X, Y, and Z as a continuous surface?

a)

3D scatter plot

b)

3D surface plot

c)

2D line plot

d)

Bar chart

109.

Which method is NOT a way to create a pandas DataFrame?

a)

From a CSV using pd.read_csv

b)

From a dictionary of lists

c)

From a list of dictionaries

d)

From a JPEG image using pd.read_image