filmov
tv
Python Missing Data Filling Techniques - Simple Methods To Handle Missing Values

Показать описание
Missing data is probably one of the most common issues when working with real datasets. Data can be missing for a multitude of reasons, including sensor failure, data vintage, improper data management, and even human error. Missing data can occur as single values, multiple values within one feature, or entire features may be missing.
It is important that missing data is identified and handled appropriately prior to further data analysis or machine learning. Many machine learning algorithms can’t handle missing data and require entire rows, where a single missing value is present, to be deleted or replaced (imputed) with a new value.
----
Books I Recommend:
As an Amazon Associate I earn from qualifying purchases. By buying through any of the links below I will earn commission at no extra cost to you.
PYTHON FOR DATA ANALYSIS: Data Wrangling with Pandas, NumPy, and IPython
FUNDAMENTALS OF PETROPHYSICS
PETROPHYSICS: Theory and Practice of Measuring Reservoir Rock and Fluid Transport Properties
WELL LOGGING FOR EARTH SCIENTISTS
GEOLOGICAL INTERPRETATION OF WELL LOGS
----
Libraries used in this video:
-----
Thanks for watching, if you want to connect you can find me at the links below:
#missingdata #petrophysics #machinelearning #geoscience #missingno #python
It is important that missing data is identified and handled appropriately prior to further data analysis or machine learning. Many machine learning algorithms can’t handle missing data and require entire rows, where a single missing value is present, to be deleted or replaced (imputed) with a new value.
----
Books I Recommend:
As an Amazon Associate I earn from qualifying purchases. By buying through any of the links below I will earn commission at no extra cost to you.
PYTHON FOR DATA ANALYSIS: Data Wrangling with Pandas, NumPy, and IPython
FUNDAMENTALS OF PETROPHYSICS
PETROPHYSICS: Theory and Practice of Measuring Reservoir Rock and Fluid Transport Properties
WELL LOGGING FOR EARTH SCIENTISTS
GEOLOGICAL INTERPRETATION OF WELL LOGS
----
Libraries used in this video:
-----
Thanks for watching, if you want to connect you can find me at the links below:
#missingdata #petrophysics #machinelearning #geoscience #missingno #python
Комментарии