#dataframe
Just posted a fairly big release of DFLib - a Java #DataFrame library.
The core structures (DataFrame, Series) have a lot of methods, so it is sometimes hard to find your way around. The release provides a better logical naming and introduces a simple rule - "no operations on a DataFrame should return a Series". This results in a more "flowable" and intuitive API.
Also, there are a few new Exp functions and bug fixes.
ChatGPT Coding - Creating a Data Frame in R!
Check out this helpful R tutorial for initializing a dataframe with ChatGPT!
ChatGPT Coding - Removing Bottom Row from Python Data Frame!
Check out this useful ChatGPT Python tutorial for removing a bottom row from a dataframe!
ChatGPT Coding - Creating a Data Frame in Python!
Check out this useful Python tutorial for initializing a new dataframe with ChatGPT!
No Mess in R Data Frames!
How to clean the column names of a data frame in the R programming language.
To review the (draft) update of national #SSP projections for #GDP and #population, you can...
1. View the data via our interactive #ScenarioExplorer hosted by the #IIASA #ScenarioServices team
2. Download the full dataset as xlsx
3. Access the data via our #Python or #Rstats API
And with our #opensource package #pyam_iamc, it's as easy as the snippet below...
... to get something that's just like a #pandas #DataFrame - but better!
At least there are couple of options when we are working with Multi-index data that can be particularly helpful for slicing or filtering data:
#python #pandas #datascience #dataframe
- pandas.DataFrame.xs
- pandas.IndexSlice
https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.xs.html
Don't Make This MISTAKE with R Data Classes !!!
How to convert factors to the numeric data type without changing the factor level numbers in the R programming language.
Great TRICK for DATAFRAMES in Python!!!
How to compare two pandas DataFrames and find differences between rows in the Python programming language.
Python Indices Can Really Be Used Like This???
This video explains how to insert a new row at a certain index position of a pandas DataFrame. We have to slice our data!!!

MERGE Two Data Sets in 55 SECONDS in R!
How to join multiple data frames using the merge() function in the R programming language.
Not much data yet, but I have kinda finished my static #Jupyter based #Photovoltaics dashboard build around a pink database approach on #DuckDB, using their #Python #Dataframe abstraction: http://simons.ac/pv/
Hoy traigo una librería de #Python que desconocía, sidetable, tal vez sea conocido pero yo no me lo había encontrado.
:python: https://pypi.org/project/sidetable/
Más información:
🔗🇬🇧 https://pbpython.com/sidetable.html
🔗🇪🇸 https://www.analyticslane.com/2021/12/13/creacion-de-tablas-resumen-en-python-con-sidetable/
#DataScience #Pandas #Dataframe #Tables #DataScientist #analysis #análisis #Librería #research #Investigación #Library #openscience #OpenAccess
Today I got stuck in automation hell 🔥 . Wanted a script that performs #simulations, read the results, push them into a #DataFrame and write that frame to a #CSV. While that sounds reasonable I quickly encountered the fact that I didn't use a coherent naming scheme for my simulations 😩
Wrote up benchmark difference between #python #pandas #dataframe `iloc` and `to_dict`
In one hour I will be giving a talk about #Polars, my new favourite #Python #dataframe library! Join me at #PyDataGlobal:
Hoy traigo una librería de #Python que desconocía, sidetable, tal vez sea conocido pero yo no me lo había encontrado.
:python: https://pypi.org/project/sidetable/
Más información:
Fuente de la imagen: Avi Chawla.
#DataScience #Pandas #Dataframe #Tables #DataScientist #analysis #análisis #Librería #research #Investigación #Library

#JuliaBeginners #JuliaTipOfTheDay
2022-11-26
When you see `foo.bar` in your #JuliaLang code, Julia sees that as the call `getproperty(foo, :bar)`.
Let's say you load data into a #DataFrame `df`. When you access `df.Species`, that calls `getproperty(df, :Species)`.
DataFrames.jl has a matching method for that call, which returns `df[!, :Species]` i.e. makes it a column access.
You can do that for your custom types too! (Useful to understand "fields" before that, a post on those is upcoming.)
RT @psycopg@twitter.com
Hey, #DataScience there!
I want to improve communication between #Pandas #dataframe and #PostgreSQL, making it faster and easier to use!
What is the typical use case? What data types are dataframes usually stored as, in PostgreSQL?
Thank you!
Pandas ist die Standard-Bibliothek für alle, die mit Python Daten verarbeiten möchten. So lässt sich auch die erste Bundesligasaison einfach analysieren.
Datenanalyse mit Python: Erste Schritte mit Pandas – Fussballdaten auswerten
A new article is up.
How to filter for a specific value in a dataframe in pandas #pandas #DataScience #dataframe
https://linuxwebdevelopment.com/how-to-filter-for-a-specific-value-in-a-dataframe-in-pandas/
Here's a great #Python #DataScience tutorial: https://www.pythondaddy.com/python/data-manipulation-in-python-pandas/
You will learn a lot about different techniques to carry out data manipulation with the excellent Python package called Pandas.
#Programming #machinelearning #data #bigdata #dataframe #tutorial #ai #ml #artificialintelligence #science
Useful overview of how to add #rows (and columns) to a #pandas #dataframe: https://kanoki.org/2019/08/03/add-new-rows-and-columns-to-pandas-dataframe/ Includes „Insert row at specific Index Position“ which I didn't find easily elsewhere. Tip: when using df.iterrows() for cycling and inserting rows at specific conditions, don't resort/reset the index after each insertion but after the loop has ended. (; #python
RT @oleks_lviv@twitter.com #Pharo #DataFrame just reached 301 green unit tests and 90% code coverage 🥳 Soon we will release DataFrame v2.0 accompanied with a dedicated booklet
https://t.co/y4Dy7zBrBX
@pharoproject@twitter.com @poly_math_org@twitter.com
Rule number 1 of #r : never use #tibble or #dataframe if you don't have to. 🤐
RT @oleks_lviv@twitter.com Celebrating 200 commits to #DataFrame repository!
@poly_math_org@twitter.com #Pharo
https://t.co/y4Dy7zBrBX
