Question
Which Python library is primarily used for data
manipulation and analysis, offering tools for reshaping, merging, and aggregating datasets?Solution
The pandas library in Python is essential for data manipulation and analysis, offering powerful functions to handle data structures like DataFrames and Series. It allows users to perform operations such as filtering, reshaping, merging, and aggregating data, making it indispensable for data analysts. With pandas, data can be cleaned, organized, and prepared efficiently, allowing for transformations necessary for deeper analysis. Its versatile functionalities support complex data workflows, making it one of the most widely used libraries in data science and analytics. The other options are incorrect because: ⢠Option 1 (NumPy) is primarily for numerical operations and lacks high-level data manipulation tools. ⢠Option 3 (Matplotlib) is for data visualization, not data manipulation. ⢠Option 4 (Seaborn) extends Matplotlibās capabilities but focuses on visualization. ⢠Option 5 (scikit-learn) is used for machine learning, not data manipulation.
Consider the given paragraph and decide which of the given assumptions in the options is implicit in the paragraph.
The school, which used to ...
Consider the following series of letters and numbers.
ZBN#$MAL@23l8nS$59nhfpWn$#l 12EhaI
What comes at theĀ 5th position to the right of ...
Statement:Ā
A. Some fish are birds.
B. No cat is bird.
Conclusion:
I. No bird is cat.
II. Some birds are fish.
If a mirror is placed on the shaded line, which of the following options is the correct image of the given figure?
Select the figure from among the given that will come in place of the question mark (?) and logically complete the series
In a code language āSHE WON GOLD MEDALā is written as 'JRP VMT QMNZ KPZFN' then how will you write āDOMEā in this language?
Read the given statement and conclusions carefully. Decide which of the given conclusion/s is/are true based on the given statement.
Statement: ...
Three statements are given, followed by three conclusions numbered I, II and III.
Assuming the statements to be true, even if they seem to be at ...
Read the given statements and conclusions carefully. Assuming that the information given in the statements is true, even if it appears to be at variance...
Select the option figure which is embedded in the given figure (Rotation is NOT allowed).