Description
Potential Formatting Improvements
Replace '%matplotlib inline' with 'plt.rcParams['figure.figsize'] = [15, 7]' to set the default figure size.
Remove the unnecessary '1' argument in 'plt.figure(1, figsize=(15,7))'. Use 'fig = plt.figure(figsize=(15, 7))' instead.
Remove the magic command '%matplotlib inline' as it is specific to Jupyter Notebooks and may cause issues in other environments.
Consider using f-strings for better readability when printing the versions of Python, Numpy, and Pandas.
Add spaces around the assignment operator '=' for better readability.
Consider removing the 'sys' import as it is not used in the code.
Consider using a constant or a variable for the figsize values.
Consider using a constant or a variable for the range and step values.
Consider using a more descriptive variable name for 'item_list' to better convey its purpose.
Add spaces around the assignment operator for better readability.
Add a space after the assignment operator for better readability.
Potential Unwanted Behaviors
Handle the case when x=0, as log(0) is undefined. Use 'y2 = x * np.log(x + 1e-10)' to avoid this issue.
Handle the case when x=0, as log(0) is undefined. Use 'y3 = np.log(x + 1e-10)' to avoid this issue.
Replace 'usecols=1' with 'usecols=[1]' to correctly specify the column to be read.
Replace 'COL_NAME' with the actual column name to sort the DataFrame correctly.
Potential Code Design Improvements
Use 'ax = plt.gca()' to get the current axis instead of creating a new subplot with 'fig.add_subplot(111)'.
Consider using a loop to create the figures and set their properties, to avoid code duplication.
Move this line before the first loop to avoid repeating the same operation in each loop.
Replace the magic number 5 with a constant or variable that describes its purpose.
Replace the magic number 1 with a constant or variable that describes its purpose.
Replace the magic number 2 with a constant or variable that describes its purpose.
Replace the magic number 5 with a constant or variable that describes its purpose.
Replace the magic numbers 8 and 9 with constants or variables that describe their purpose.
Performance Issues
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Potential Formatting Improvements
Replace '%matplotlib inline' with 'plt.rcParams['figure.figsize'] = [15, 7]' to set the default figure size.
Remove the unnecessary '1' argument in 'plt.figure(1, figsize=(15,7))'. Use 'fig = plt.figure(figsize=(15, 7))' instead.
Remove the magic command '%matplotlib inline' as it is specific to Jupyter Notebooks and may cause issues in other environments.
Consider using f-strings for better readability when printing the versions of Python, Numpy, and Pandas.
Add spaces around the assignment operator '=' for better readability.
Consider removing the 'sys' import as it is not used in the code.
Consider using a constant or a variable for the figsize values.
Consider using a constant or a variable for the range and step values.
Consider using a more descriptive variable name for 'item_list' to better convey its purpose.
Add spaces around the assignment operator for better readability.
Add a space after the assignment operator for better readability.
Potential Unwanted Behaviors
Handle the case when x=0, as log(0) is undefined. Use 'y2 = x * np.log(x + 1e-10)' to avoid this issue.
Handle the case when x=0, as log(0) is undefined. Use 'y3 = np.log(x + 1e-10)' to avoid this issue.
Replace 'usecols=1' with 'usecols=[1]' to correctly specify the column to be read.
Replace 'COL_NAME' with the actual column name to sort the DataFrame correctly.
Potential Code Design Improvements
Use 'ax = plt.gca()' to get the current axis instead of creating a new subplot with 'fig.add_subplot(111)'.
Consider using a loop to create the figures and set their properties, to avoid code duplication.
Move this line before the first loop to avoid repeating the same operation in each loop.
Replace the magic number 5 with a constant or variable that describes its purpose.
Replace the magic number 1 with a constant or variable that describes its purpose.
Replace the magic number 2 with a constant or variable that describes its purpose.
Replace the magic number 5 with a constant or variable that describes its purpose.
Replace the magic numbers 8 and 9 with constants or variables that describe their purpose.
Performance Issues
Consider removing this loop as it is slower and less efficient than other methods.
Consider removing this loop as it is slower and less efficient than using 'itertuples'.