# Pandas Excel: Exercises, Practice, Solution

[The purpose of the following exercises to show various Excel tasks. We have executed Python code in Jupyter QtConsole and used coalpublic2013.xlsl (Historical Coal Production Data: 2013) as reference data (modified version). To get Jupyter QtConsole download Anaconda from here. Download original coalpublic2013.xls file from here. ]

## Pandas Excel [25 exercises with solution]

**1.** Write a Pandas program to import excel data (coalpublic2013.xlsx ) into a Pandas dataframe. Go to Excel data

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**2.** Write a Pandas program to get the data types of the given excel data (coalpublic2013.xlsx ) fields. Go to Excel data

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**3.** Write a Pandas program to read specific columns from a given excel file. Go to Excel data

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**4.** Write a Pandas program to find the sum, mean, max, min value of 'Production (short tons)' column of coalpublic2013.xlsx file. Go to Excel data

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**5.** Write a Pandas program to insert a column in the sixth position of the said excel sheet and fill it with NaN values. Go to Excel data

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**6.** Write a Pandas program to import excel data (coalpublic2013.xlsx ) skipping first twenty rows into a Pandas dataframe. Go to Excel data

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**7.** Write a Pandas program to add summation to a row of the given excel file. Go to Excel data

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**8.** Write a Pandas program to import excel data (coalpublic2013.xlsx ) into a Pandas dataframe and display the last ten rows. Go to Excel data

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**9.** Write a Pandas program to create a subtotal of "Labor Hours" against MSHA ID from the given excel data (coalpublic2013.xlsx ). Go to Excel data

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**10.** Write a Pandas program to import excel data (coalpublic2013.xlsx ) into a dataframe and find a specific MSHA ID. Go to Excel data

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**11.** Write a Pandas program to import excel data (coalpublic2013.xlsx ) into a dataframe and find details where "Labor Hours" > 20000. Go to Excel data

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**12.** Write a Pandas program to import excel data (coalpublic2013.xlsx ) into a dataframe and find details where "Mine Name" starts with "P". Go to Excel data

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**13.** Write a Pandas program to import excel data (coalpublic2013.xlsx ) into a dataframe and find all records that include two specific MSHA ID. Go to Excel data

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**14.** Write a Pandas program to import excel data (coalpublic2013.xlsx ) into a Pandas dataframe and find a list of specified customers by name. Go to Excel data

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**15.** Write a Pandas program to import excel data (employee.xlsx ) into a Pandas dataframe and find a list of employees where hire_date> 01-01-07. Go to Excel data

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**16.** Write a Pandas program to import excel data (employee.xlsx ) into a Pandas dataframe and to sort the records by the hire_date column. Go to Excel data

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**17.** Write a Pandas program to import excel data (employee.xlsx ) into a Pandas dataframe and find a list of employees where hire_date between two specific month and year. Go to Excel data

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**18.** Write a Pandas program to import excel data (employee.xlsx ) into a Pandas dataframe and find a list of employees of a specified year. Go to Excel data

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**19.** Write a Pandas program to import excel data (employee.xlsx ) into a Pandas dataframe and convert the data to use the hire_date as the index. Go to Excel data

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**20.** Write a Pandas program to import given excel data (employee.xlsx ) into a Pandas dataframe and sort based on multiple given columns. Go to Excel data

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**21.** Write a Pandas program to import sheet2 data from a given excel data (employee.xlsx ) into a Pandas dataframe. Go to Excel data

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**22.** Write a Pandas program to import three datasheets from a given excel data (coalpublic2013.xlsx ) in to a single dataframe. Go to Excel data

Note: Structure of the three datasheets are same.

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**23.** Write a Pandas program to import excel data (coalpublic2013.xlsx ) into a dataframe and draw a bar plot where each bar will represent one of the top 10 production. Go to Excel data

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**24.** Write a Pandas program to import excel data (coalpublic2013.xlsx ) into a dataframe and draw a bar plot comparing year, MSHA ID, Production and Labor_hours of first ten records. Go to Excel data

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**25.** Write a Pandas program to import three datasheets from a given excel data (employee.xlsx ) into a single dataframe and export the result into new Excel file. Go to Excel data

Note: Structure of the three datasheets are same.

Click me to see the sample solution

**Excel Data:**

*coalpublic2013.xlsx:*

*employee.xlsx:*

**Sheet-1**

**Sheet-2**

**Sheet-3**

**Download (Coalpublic2013.xlsx) from here**

**Download (employee.xlsx) from here**

**More to Come !**

**Do not submit any solution of the above exercises at here, if you want to contribute go to the appropriate exercise page.**

## Python: Tips of the Day

**Returns a list of elements that exist in both lists, after applying the provided function to each list element of both.**

Example:

def tips_intersection_by(a, b, fn): _b = set(map(fn, b)) return [item for item in a if fn(item) in _b] from math import floor print(tips_intersection_by([2.1, 1.2], [2.3, 3.4],floor))

Output:

[2.1]

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