Skip to main content

How to reorder rows in pandas dataframe by factor level in python?

I've created a small dataset comparing coffee drink prices per cup size.

When I pivot my dataset the output automatically reorders the index (the 'Size' column) alphabetically.

Is there a way to assign the different sizes a numerical level (e.g. small = 0, medium = 1, large = 2) and reorder the rows this way instead?

I'm know this can be done in R using the forcats library (using fct_relevel for example), but I'm not aware of how to do this in python. I would prefer to keep the solution to using numpy and pandas.

data = {'Item': np.repeat(['Latte', 'Americano', 'Cappuccino'], 3),
        'Size': ['Small', 'Medium', 'Large']*3,
        'Price': [2.25, 2.60, 2.85, 1.95, 2.25, 2.45, 2.65, 2.95, 3.25]
       }

df = pd.DataFrame(data, columns = ['Item', 'Size', 'Price'])
df = pd.pivot_table(df, index = ['Size'], columns = 'Item')
df

#         Price
# Item    Americano Cappuccino  Latte
#   Size            
#  Large       2.45       3.25   2.85
# Medium       2.25       2.95   2.60
#  Small       1.95       2.65   2.25


source https://stackoverflow.com/questions/70174054/how-to-reorder-rows-in-pandas-dataframe-by-factor-level-in-python

Comments

Popular posts from this blog

Why is my reports service not connecting?

I am trying to pull some data from a Postgres database using Node.js and node-postures but I can't figure out why my service isn't connecting. my routes/index.js file: const express = require('express'); const router = express.Router(); const ordersCountController = require('../controllers/ordersCountController'); const ordersController = require('../controllers/ordersController'); const weeklyReportsController = require('../controllers/weeklyReportsController'); router.get('/orders_count', ordersCountController); router.get('/orders', ordersController); router.get('/weekly_reports', weeklyReportsController); module.exports = router; My controllers/weeklyReportsController.js file: const weeklyReportsService = require('../services/weeklyReportsService'); const weeklyReportsController = async (req, res) => { try { const data = await weeklyReportsService; res.json({data}) console...

How to show number of registered users in Laravel based on usertype?

i'm trying to display data from the database in the admin dashboard i used this: <?php use Illuminate\Support\Facades\DB; $users = DB::table('users')->count(); echo $users; ?> and i have successfully get the correct data from the database but what if i want to display a specific data for example in this user table there is "usertype" that specify if the user is normal user or admin i want to user the same code above but to display a specific usertype i tried this: <?php use Illuminate\Support\Facades\DB; $users = DB::table('users')->count()->WHERE usertype =admin; echo $users; ?> but it didn't work, what am i doing wrong? source https://stackoverflow.com/questions/68199726/how-to-show-number-of-registered-users-in-laravel-based-on-usertype

The number of nodes and edges I calculated manually and by a method provided by networkx library dont match

I am trying to analyse a graph using networkx library in Python. I have implemented a function that returns the nodes and edges of that graph. After that I counted the number of nodes and edges by implementing the len() function for nodes and edges, which gave me 17 for both nodes and edges. However, when I used the method graph.number_of_nodes() of networkx library it gave me 53. My code: import pandas as pd import networkx as nx import matplotlib.pyplot as plt header_list = ["a","b","w"] E =pd.read_csv("aves-barn-swallow-contact-network.edges",sep=" ",header= None,names=header_list) # print(E.head()) # prints first few rows of the csv file G = nx.from_pandas_edgelist(E,"a","b",["w"]) nx.draw(G) plt.show() class GraphAnalyse: #finding nodes and edges def nodeEdge(self,Graph): nodes = Graph.nodes() edges = Graph.edges() ...