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Analyzing and Visualizing Real-World Data
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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

Or 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.

Завдання

  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'.

Завдання

  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'.

Все було зрозуміло?

Секція 4. Розділ 5
toggle bottom row

Or 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.

Завдання

  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'.

Завдання

  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'.

Все було зрозуміло?

Секція 4. Розділ 5
toggle bottom row

Or 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.

Завдання

  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'.

Завдання

  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'.

Все було зрозуміло?

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

Завдання

  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'.

Секція 4. Розділ 5
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