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Oppiskele Understanding Series | Pandas Foundations
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Introduction to Pandas with AI

bookUnderstanding Series

AI in Action

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import pandas as pd scores = pd.Series([88, 92, 79, 93], index=["Alice", "Bob", "Carol", "Dan"], name="Exam Scores") print(scores) print(scores.index) print(scores.dtype) print(scores.size)
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Note
Definition

A Series is the simplest pandas data structure: a one-dimensional labeled array. You can think of it as a single column of a table, with values and an index that labels them.

Creating Series

You can create a Series from common Python data structures, such as dictionaries and lists.

From a Dictionary

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import pandas as pd scores = pd.Series({"Alice": 88, "Bob": 92, "Carol": 79, "Dan": 93}) print(scores)
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Here, dictionary keys become the index labels.

From a List

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import pandas as pd grades = pd.Series([88, 92, 79, 93]) print(grades)
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Pandas automatically generates an index (0, 1, 2, 3).

Metadata

A Series also carries information about itself:

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import pandas as pd grades = pd.Series([88, 92, 79, 93], name="Exam Scores") print(grades.index) print(grades.dtype) print(grades.name) print(grades.size)
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  • .index: index labels;
  • .dtype: data type of values;
  • .name: name of the Series;
  • .size: number of elements.

1. What are the two main components of a pandas Series?

2. Which attribute shows the data type of a Series?

question mark

What are the two main components of a pandas Series?

Select the correct answer

question mark

Which attribute shows the data type of a Series?

Select the correct answer

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Kysy mitä tahansa tai kokeile jotakin ehdotetuista kysymyksistä aloittaaksesi keskustelumme

Suggested prompts:

Can you explain what a pandas Series is?

What is the difference between creating a Series from a list and from a dictionary?

Can you show more examples of Series metadata?

bookUnderstanding Series

Pyyhkäise näyttääksesi valikon

AI in Action

12345678
import pandas as pd scores = pd.Series([88, 92, 79, 93], index=["Alice", "Bob", "Carol", "Dan"], name="Exam Scores") print(scores) print(scores.index) print(scores.dtype) print(scores.size)
copy
Note
Definition

A Series is the simplest pandas data structure: a one-dimensional labeled array. You can think of it as a single column of a table, with values and an index that labels them.

Creating Series

You can create a Series from common Python data structures, such as dictionaries and lists.

From a Dictionary

1234
import pandas as pd scores = pd.Series({"Alice": 88, "Bob": 92, "Carol": 79, "Dan": 93}) print(scores)
copy

Here, dictionary keys become the index labels.

From a List

1234
import pandas as pd grades = pd.Series([88, 92, 79, 93]) print(grades)
copy

Pandas automatically generates an index (0, 1, 2, 3).

Metadata

A Series also carries information about itself:

12345678
import pandas as pd grades = pd.Series([88, 92, 79, 93], name="Exam Scores") print(grades.index) print(grades.dtype) print(grades.name) print(grades.size)
copy
  • .index: index labels;
  • .dtype: data type of values;
  • .name: name of the Series;
  • .size: number of elements.

1. What are the two main components of a pandas Series?

2. Which attribute shows the data type of a Series?

question mark

What are the two main components of a pandas Series?

Select the correct answer

question mark

Which attribute shows the data type of a Series?

Select the correct answer

Oliko kaikki selvää?

Miten voimme parantaa sitä?

Kiitos palautteestasi!

Osio 1. Luku 2
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