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Data Analysis Pythondata~10 mins

Saving figures in Data Analysis Python - Step-by-Step Execution

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Concept Flow - Saving figures
Create plot with data
Call save function
Specify filename and format
File saved to disk
Check file exists
Done
This flow shows how a figure is created, saved to a file, and then confirmed saved.
Execution Sample
Data Analysis Python
import matplotlib.pyplot as plt
plt.plot([1, 2, 3], [4, 5, 6])
plt.savefig('myplot.png')
plt.close()
This code creates a simple line plot and saves it as 'myplot.png' in the current folder.
Execution Table
StepActionInput/ParametersResult/Output
1Import matplotlib.pyplotNoneModule loaded as plt
2Create plotx=[1,2,3], y=[4,5,6]Plot object created with line
3Save figureFilename='myplot.png'File 'myplot.png' written to disk
4Close plotNonePlot resources freed
5Check fileFilename='myplot.png'File exists on disk
💡 All steps completed, figure saved successfully
Variable Tracker
VariableStartAfter Step 2After Step 3After Step 4Final
pltmodule loadedplot createdfile savedplot closedplot closed
filenameNoneNone'myplot.png''myplot.png''myplot.png'
Key Moments - 2 Insights
Why do we call plt.close() after saving the figure?
plt.close() frees memory and closes the figure window. Without it, plots may accumulate in memory. See execution_table step 4.
What happens if we save the figure before plotting?
Saving before plotting writes an empty or blank file. The plot must be created first. See execution_table step 2 then 3.
Visual Quiz - 3 Questions
Test your understanding
Look at the execution table, what is the result after step 3?
APlot object created
BFile 'myplot.png' written to disk
CPlot resources freed
DModule loaded as plt
💡 Hint
Check the 'Result/Output' column for step 3 in execution_table
At which step is the plot closed to free resources?
AStep 4
BStep 2
CStep 3
DStep 5
💡 Hint
Look at the 'Action' column in execution_table for when plt.close() is called
If we change the filename to 'plot.pdf', what changes in the execution table?
AStep 4 is skipped
BStep 2 action changes to create PDF plot
CStep 3 result changes to 'File plot.pdf written to disk'
DNo changes at all
💡 Hint
Filename is used in step 3 for saving the file, see execution_table step 3
Concept Snapshot
Saving figures in Python with matplotlib:
1. Create plot with plt.plot()
2. Save with plt.savefig('filename.ext')
3. Close plot with plt.close() to free memory
Supports formats like PNG, PDF, SVG
Always save after plotting, before closing
Full Transcript
This lesson shows how to save figures using matplotlib in Python. First, we import matplotlib.pyplot as plt. Then we create a plot using plt.plot() with data points. Next, we save the figure to a file using plt.savefig() and specify the filename and format. After saving, we call plt.close() to free memory and close the plot. Finally, we can check that the file exists on disk. This process ensures the figure is saved correctly and resources are managed well.