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Difference between Spark DataFrame and Pandas DataFrame
2022-10-27 00:28:57

Difference between Spark DataFrame and Pandas DataFrame

Spark and Pandas are the libraries of the Python. Both Spark and Pandas are used in the Data Science, and Data Analytics. Basically, a DataFrame can be defined as a particular column or a row present in the table that is required in data analysis. In all programming languages present in the market mostly have similar types or same DataFrames. But the Spark and Panda DataFrames are mostly used in the Python. Both have a lot of similarities as well as the differences. So, we are going to understand and know how Spark DataFrame is different from the Pandas DataFrame.

Spark DataFrame

Spark is a tool for the Data Analytics. Spark is one of the clusters computing tools and it have some advantages over the other cluster computing tools like Hadoop. The Spark DataFrame is faster than most of the cluster computing present in the market. Spark DataFrame uses the high-level APIs of java and python. Spark DataFrame was developed, and it is maintained by the Apache organization. With the help of Spark DataFrame, a large number of datasets can be processed. Spark is also used in machine learning operations. It is also processing engine for the Data Analytics using python. Spark DataFrame cannot be changed once it is created. The Spark DataFrames will only execute when all the actions will be called. Spark DataFrames forms cluster with different other machines and the data can be stored in other machines also.

Pandas DataFrame

Pandas are widely used for Data Analytics by using python. Pandas are the inbuilt libraries and they are open-source libraries of python. They are used in the analysis of structured data. They can also be used in the machine learning and data science projects. Pandas can work on different type of file formats. They can extract the data from the CSV, SQL, and many other formats. The data extracted will be created into a DataFrame and The DataFrame will be in the form of tabular data. The Pandas DataFrames are always changeable, and the statistical functions are applied on the each and every column of the table. Data, Rows and Columns are treated as the most important components in the Pandas DataFrames. These type of DataFrames store the homogeneous data and the data will be two dimensional.

Advantages of Spark DataFrame

  • The API operations on the large datasets will be easy with the use of Spark DataFrames.
  • By the help of Spark DataFrames, Machine learning techniques can also be carried out and different process like MAP and Reduce, Graph Algorithms can be easily performed.

Advantages of Pandas DataFrame

  • Using the Pandas DataFrames, the Data Manipulation is possible.
  • The Row and Column operations like Updating, Inserting and Deleting are very easily carried out when Pandas DataFrames are used.
  • The Pandas DataFrame can extract the data from the wide range of file formats.

Disadvantages of Spark DataFrame

  • In Spark DataFrames, there will be no auto optimization process.
  • This type of DataFrames can work on very few algorithms.
  •  By using the Spark DataFrames, we will face a lot of small file issue.

Disadvantages of Pandas DataFrame

  • The Data Manipulation process will become very complex when the large datasets are used by the Pandas DataFrames.
  • This type of DataFrames is very slow and it takes more processing time to process the manipulation process.

Difference between Spark DataFrame and Pandas DataFrame in Tabular Form

Spark DataFramePandas DataFrame
The Data Parallelization is possible in the Spark DataFrame.The Data Parallelization is not possible in the Pandas DataFrame.
The Spark DataFrames cannot be changes once they are created. The Data Manipulation is not possible in this type DataFrames.The Pandas DataFrames is always changeable and Data manipulation is possible in this type of DataFrames.
It is very hard to perform the complex operations using the Spark DataFrames.It is somewhat easy to perform complex operations using the Pandas DataFrames.
The Spark DataFrame is faster when it is compared to the Pandas DataFrame.The Pandas DataFrame is slow when it is compared to the Spark DataFrame.
The scalable applications can be built using the Spark DataFrame.The scalable application cannot be built using the Pandas DataFrame.