Created
September 17, 2024 06:13
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Fluent interfaces technically return self or this from each chained function. Pandas returns new instances of the same type. Technically, that isn't fluent. I suspect it is meant to be indistinguishable for optimization reasons.
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#!/usr/bin/env python | |
import pandas as pd | |
def getDataframe(url_table, ind): | |
df = pd.read_html(url_table)[ind] | |
return df | |
# Chaining functions | |
df = ( | |
getDataframe("https://en.wikipedia.org/wiki/Historical_population_of_Ireland", 1) | |
.drop(columns=["Rank"]) | |
.rename(columns=lambda x: x.lower()) | |
.query("province == 'Leinster'") | |
.sort_values("density (/ km2)", ascending=True) | |
) | |
print(df) | |
# But, is this a fluent interface? It creates new objects each time | |
df = getDataframe("https://en.wikipedia.org/wiki/Historical_population_of_Ireland", 1) | |
print(id(df)) | |
df = df.drop(columns=["Rank"]) | |
print(id(df)) | |
df = df.rename(columns=lambda x: x.lower()) | |
print(id(df)) | |
df = df.query("province == 'Leinster'") | |
print(id(df)) | |
df = df.sort_values("density (/ km2)", ascending=True) | |
print(id(df)) |
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