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Analyzing and Visualizing Real-World Data
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Course Content

Analyzing and Visualizing Real-World Data

Analyzing and Visualizing Real-World Data

1. Preprocessing Data: Part I
Loading the DataData TypesColumns OverviewRemoving Characters: Method 1Removing Characters: Method 2Checking ColumnsReplacing Characters
2. Preprocessing Data: Part II
Analyzing ColumnsRemoving and ReplacingProcessing DatesWrong Convertation?Proper ConvertingThat's All?
3. Analyzing Data
Superficial AnalysisThe Most Profitable StoreDate RangeHow Periodic the Data is?The Most Profitable PeriodsThe Best CombinationHolidays EffectWhat Holidays are we Considering?The Most Profitable Holiday
4. Visualizing Data
First Look at the DataComparing DynamicsFinding RelationDoes Temperature Affect?Or is it Holiday Effect?Comparing ShopsAdding Holidays to Comparison

bookOr is it Holiday Effect?

Let's find out if holidays could be the cause. To do this, we will display the dates next to the points.

Task

  1. Add a hue parameter to the .scatterplot() function so that the points will be colored in accordance to the values in the 'Holiday_Flag' column.
  2. Initialize a for loop to display the dates next to the points. Iterate over the indexes of data using index as the dummy variable.
  3. Within the loop, use the .text() method of plt to display text on the plot. The method should have 4 parameters:
    • the first is responsible for the x-coordinate of the text, which should be the index value of the 'Temperature' column with a 0.2 offset;
    • the second is responsible for the y-coordinate of text, which should be the index value of the 'Weekly_Sales' column;
    • the third is the text that should be displayed which should be the index value of the 'Date' column, transformed into a date;
    • the fourth is the color parameter, responsible for color of the text, which should be 'black'.

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Section 4. Chapter 5
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bookOr is it Holiday Effect?

Let's find out if holidays could be the cause. To do this, we will display the dates next to the points.

Task

  1. Add a hue parameter to the .scatterplot() function so that the points will be colored in accordance to the values in the 'Holiday_Flag' column.
  2. Initialize a for loop to display the dates next to the points. Iterate over the indexes of data using index as the dummy variable.
  3. Within the loop, use the .text() method of plt to display text on the plot. The method should have 4 parameters:
    • the first is responsible for the x-coordinate of the text, which should be the index value of the 'Temperature' column with a 0.2 offset;
    • the second is responsible for the y-coordinate of text, which should be the index value of the 'Weekly_Sales' column;
    • the third is the text that should be displayed which should be the index value of the 'Date' column, transformed into a date;
    • the fourth is the color parameter, responsible for color of the text, which should be 'black'.

Switch to desktopSwitch to desktop for real-world practiceContinue from where you are using one of the options below
Everything was clear?

How can we improve it?

Thanks for your feedback!

Section 4. Chapter 5
toggle bottom row

bookOr is it Holiday Effect?

Let's find out if holidays could be the cause. To do this, we will display the dates next to the points.

Task

  1. Add a hue parameter to the .scatterplot() function so that the points will be colored in accordance to the values in the 'Holiday_Flag' column.
  2. Initialize a for loop to display the dates next to the points. Iterate over the indexes of data using index as the dummy variable.
  3. Within the loop, use the .text() method of plt to display text on the plot. The method should have 4 parameters:
    • the first is responsible for the x-coordinate of the text, which should be the index value of the 'Temperature' column with a 0.2 offset;
    • the second is responsible for the y-coordinate of text, which should be the index value of the 'Weekly_Sales' column;
    • the third is the text that should be displayed which should be the index value of the 'Date' column, transformed into a date;
    • the fourth is the color parameter, responsible for color of the text, which should be 'black'.

Switch to desktopSwitch to desktop for real-world practiceContinue from where you are using one of the options below
Everything was clear?

How can we improve it?

Thanks for your feedback!

Let's find out if holidays could be the cause. To do this, we will display the dates next to the points.

Task

  1. Add a hue parameter to the .scatterplot() function so that the points will be colored in accordance to the values in the 'Holiday_Flag' column.
  2. Initialize a for loop to display the dates next to the points. Iterate over the indexes of data using index as the dummy variable.
  3. Within the loop, use the .text() method of plt to display text on the plot. The method should have 4 parameters:
    • the first is responsible for the x-coordinate of the text, which should be the index value of the 'Temperature' column with a 0.2 offset;
    • the second is responsible for the y-coordinate of text, which should be the index value of the 'Weekly_Sales' column;
    • the third is the text that should be displayed which should be the index value of the 'Date' column, transformed into a date;
    • the fourth is the color parameter, responsible for color of the text, which should be 'black'.

Switch to desktopSwitch to desktop for real-world practiceContinue from where you are using one of the options below
Section 4. Chapter 5
Switch to desktopSwitch to desktop for real-world practiceContinue from where you are using one of the options below
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