$1.$ Create a dataset containing $2000$ rows and consists of the following columns:

$$ Date: The date of the donation.

$$ Day of Week: The day of the week when the donation was made.

$$ Amount Donated: The amount donated in each transaction.

$$ Gender: The gender of the donor.

$2.$ Create a swarm plot to visualise the distribution of donations made each day based on the gender of the donors. Each point in the swarm plot should represent a donation made on a particular day by a person of a specific gender.

$3.$ Generate a heatmap to illustrate the average amount donated each day of the week for each month. The heatmap should have the days of the week on the x$-$axis and the months on the y$-$axis, with the average amount donated displayed in each cell.