Python: Learning Statistics and Machine Learning with the Titanic Dataset ver. 2

Last Updated on November 19, 2021 by shibatau

I. Titanic (1997)

Starring: Leonardo Dicaprio , Kate Winslet , Billy Zane and Kathy Bates
Directed by: James Cameron

 

Is Rose from The Titanic Still Alive? Was She a Real Person?

Source: https://commons.wikimedia.org/wiki/File:Titanic_cutaway_diagram.png

II. Dataset from seaborn

# import seaborn for getting sample datasets
import seaborn as sb
# import pandas for data frames
import pandas as pd
# load the dataset
df = sb.load_dataset('titanic')
df.head

Variables

Survived: Survived (1) or died (0)
Pclass: Passenger’s class
Name: Passenger’s name
Sex: Passenger’s sex
Age: Passenger’s age
SibSp: Number of siblings/spouses aboard
Parch: Number of parents/children aboard
Ticket: Ticket number
Fare: Fare
Cabin: Cabin
Embarked: Port of embarkation

III. EDA

All the scripts are here though not completed yet. You are requested to restart runtime when you have installed AutoViz.

https://colab.research.google.com/drive/1jTFlhHXL73L_nJ67TwbW7gg1XcT4VM3X?usp=sharing

IV. Machine Learning

To be continued.

About shibatau

I was born and grown up in Kyoto. I studied western philosophy at the University and specialized in analytic philosophy, especially Ludwig Wittgenstein at the postgraduate school. I'm interested in new technology, especially machine learning and have been learning R language for two years and began to learn Python last summer. Listening toParamore, Sia, Amazarashi and MIyuki Nakajima. Favorite movies I've recently seen: "FREEHELD". Favorite actors and actresses: Anthony Hopkins, Denzel Washington, Ellen Page, Meryl Streep, Mia Wasikowska and Robert DeNiro. Favorite books: Fyodor Mikhailovich Dostoyevsky, "The Karamazov Brothers", Shinran, "Lamentations of Divergences". Favorite phrase: Salvation by Faith. Twitter: @shibatau

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