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How would you rate your experience with pandas python?
It's basically a necessary package for anyone involved in Data Science/Analytics using Python. Review collected by and hosted on G2.com.
There's really nothing to dislike about it. Review collected by and hosted on G2.com.
Pandas Dataframe structure makes it very simple to arrange and adjust data. When used with SciPy it makes Machine Learning an easy process. Review collected by and hosted on G2.com.
Some of the code examples do not always make the process of manipulating the data easy. I have found examples on other websites that are more effective with Dataframes. So, yes, the documentation is sometimes lacking the reality of programming in Python. Review collected by and hosted on G2.com.
The library is very intuitive. Most operation follow verb_noun pattern and even if you are a new user, you can "guess" what possibly the operation will be. It makes working with series and data frames very easy and most of times, you will find a highly optimized function in the library for whatever operation you want to perform. Review collected by and hosted on G2.com.
When it comes to plotting, it can take some time getting used to the terminology and approach used. However, once you are familiar with the approach, then creating insightful and beautiful graphs becomes easy. Review collected by and hosted on G2.com.
To play with data one of the best modules in python. One can import data a lot of file formats and then use it as required. It has a lot of functionalities which helps to get the data in the required format Review collected by and hosted on G2.com.
Needs a lot of study to get used to it and manipulate data Review collected by and hosted on G2.com.
The built in function which helps to provide the insight Review collected by and hosted on G2.com.
Sometimes for complicated data, it seems bit confusing but depends person to person Review collected by and hosted on G2.com.
Best Package for Predicting the outcomes and Visualizing data , ease implementation of functions in python Review collected by and hosted on G2.com.
It lags in terms of accuracy where Programming Languages like R gives best result in terms of accuracy Review collected by and hosted on G2.com.
It has the best, most straightforward functions for data analysis and visual representation Review collected by and hosted on G2.com.
There is ALOT to learn here. To be an expert in pandas you need months and months of training and using it Review collected by and hosted on G2.com.
Using pandas we can easily load data's and work with the datas Review collected by and hosted on G2.com.
Sometimes CSV file data files extraction is little confusable Review collected by and hosted on G2.com.
Ease of usage and wide popularity with open source support Review collected by and hosted on G2.com.
It's a little difficult to understand till you get hands on with it Review collected by and hosted on G2.com.
Pandas library in python let's you work with your data in a data frame. It let's you play with the data and is an important library for data wrangling and data munging. Review collected by and hosted on G2.com.
It can only deal majorly with data frames. You'll have to import other libraries like numpy for any kind of arethmetic. However, it gets your basic work done. Review collected by and hosted on G2.com.
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What is your experience with pandas for data analysis, and what features do you find most useful?
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