From 8e412c8f0a3472fc6015f433cbcaac7751390b8f Mon Sep 17 00:00:00 2001 From: Joseph Timothy Foley Date: Fri, 5 Dec 2025 19:43:21 +0000 Subject: [PATCH] Going through pandas and matplot lib examples --- .gitignore | 1 + normdist.py | 16 + pandas-test.py | 23 ++ titanic.csv | 892 +++++++++++++++++++++++++++++++++++++++++++++++++ titanic.xlsx | Bin 0 -> 63199 bytes 5 files changed, 932 insertions(+) create mode 100644 .gitignore create mode 100644 normdist.py create mode 100755 pandas-test.py create mode 100644 titanic.csv create mode 100644 titanic.xlsx diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..b25c15b --- /dev/null +++ b/.gitignore @@ -0,0 +1 @@ +*~ diff --git a/normdist.py b/normdist.py new file mode 100644 index 0000000..6483e1f --- /dev/null +++ b/normdist.py @@ -0,0 +1,16 @@ +#!/usr/bin/env python +# From https://www.geeksforgeeks.org/python/how-to-plot-a-normal-distribution-with-matplotlib-in-python/ +import numpy as np +import matplotlib.pyplot as plt +from scipy.stats import norm + +mean = 1 +stddev = 5 +x = np.linspace(-10, 10 + , 1000) +plt.plot(x, norm.pdf(x, mean, stddev), 'b-', label='Normal Distribution') +plt.xlabel('X') +plt.ylabel('Probability Density') +plt.legend() +plt.grid(True) +plt.show() diff --git a/pandas-test.py b/pandas-test.py new file mode 100755 index 0000000..a009249 --- /dev/null +++ b/pandas-test.py @@ -0,0 +1,23 @@ +#!/usr/bin/env python +import pandas as pd + +df = pd.DataFrame( + { + "Name": [ + "Braund, Mr. Owen Harris", + "Allen, Mr. William Hentry", + "Bonnell, Miss. Elizabeth", + ], + "Age": [22, 35, 58], + "Sex": ["male", "male", "female"], + } +) + +print(df.describe()) + +titanic = pd.read_csv("titanic.csv") +print(titanic.head(8)) +titanic.to_excel("titanic.xlsx", sheet_name="passengers", index=False) +titanic_xltest = pd.read_excel("titanic.xlsx", sheet_name="passengers") +print("INFO") +print(titanic.info()) diff --git a/titanic.csv b/titanic.csv new file mode 100644 index 0000000..0f7d184 --- /dev/null +++ b/titanic.csv @@ -0,0 +1,892 @@ +PassengerId,Survived,Pclass,Name,Sex,Age,SibSp,Parch,Ticket,Fare,Cabin,Embarked +1,0,3,"Braund, Mr. Owen Harris",male,22,1,0,A/5 21171,7.25,,S +2,1,1,"Cumings, Mrs. John Bradley (Florence Briggs Thayer)",female,38,1,0,PC 17599,71.2833,C85,C +3,1,3,"Heikkinen, Miss Laina",female,26,0,0,STON/O2. 3101282,7.925,,S +4,1,1,"Futrelle, Mrs. Jacques Heath (Lily May Peel)",female,35,1,0,113803,53.1,C123,S +5,0,3,"Allen, Mr. William Henry",male,35,0,0,373450,8.05,,S +6,0,3,"Moran, Mr. James",male,,0,0,330877,8.4583,,Q +7,0,1,"McCarthy, Mr. Timothy J",male,54,0,0,17463,51.8625,E46,S +8,0,3,"Palsson, Master Gosta Leonard",male,2,3,1,349909,21.075,,S +9,1,3,"Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)",female,27,0,2,347742,11.1333,,S +10,1,2,"Nasser, Mrs. Nicholas (Adele Achem)",female,14,1,0,237736,30.0708,,C +11,1,3,"Sandstrom, Miss Marguerite Rut",female,4,1,1,PP 9549,16.7,G6,S +12,1,1,"Bonnell, Miss Elizabeth",female,58,0,0,113783,26.55,C103,S +13,0,3,"Saundercock, Mr. William Henry",male,20,0,0,A/5. 2151,8.05,,S +14,0,3,"Andersson, Mr. Anders Johan",male,39,1,5,347082,31.275,,S +15,0,3,"Vestrom, Miss Hulda Amanda Adolfina",female,14,0,0,350406,7.8542,,S +16,1,2,"Hewlett, Mrs. (Mary D Kingcome) ",female,55,0,0,248706,16,,S +17,0,3,"Rice, Master Eugene",male,2,4,1,382652,29.125,,Q +18,1,2,"Williams, Mr. Charles Eugene",male,,0,0,244373,13,,S +19,0,3,"Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele)",female,31,1,0,345763,18,,S +20,1,3,"Masselmani, Mrs. Fatima",female,,0,0,2649,7.225,,C +21,0,2,"Fynney, Mr. Joseph J",male,35,0,0,239865,26,,S +22,1,2,"Beesley, Mr. Lawrence",male,34,0,0,248698,13,D56,S +23,1,3,"McGowan, Miss Anna ""Annie""",female,15,0,0,330923,8.0292,,Q +24,1,1,"Sloper, Mr. William Thompson",male,28,0,0,113788,35.5,A6,S +25,0,3,"Palsson, Miss Torborg Danira",female,8,3,1,349909,21.075,,S +26,1,3,"Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)",female,38,1,5,347077,31.3875,,S +27,0,3,"Emir, Mr. Farred Chehab",male,,0,0,2631,7.225,,C +28,0,1,"Fortune, Mr. Charles Alexander",male,19,3,2,19950,263,C23 C25 C27,S +29,1,3,"O'Dwyer, Miss Ellen ""Nellie""",female,,0,0,330959,7.8792,,Q +30,0,3,"Todoroff, Mr. Lalio",male,,0,0,349216,7.8958,,S +31,0,1,"Uruchurtu, Don. 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