spelling mistakes

[ChristopherWu1]

"I also decided to compared the population" should be "A better way to analyze the data is to compare the population"

"Looking at the map" should be "Looking at the chart"

"Not too many residents" should be "Not many people will notice the need for a bin at an intersection or an overflowing one, since most of them are visiting or going to work"

Add introduction to the interactive map paragraph

"Trash is always on the sidewalks and litter baskets are always full" should be "Trash is always on the sidewalks and not properly discarded"

[ChristopherWu1]

"All the city has to do is place these trash cans around the city and empty them out before it gets full." should be "The city can place litter baskets where the most complaints are and have the DSNY collect them on their routes". change placement of sentence to

Rewrite whole paragraph One solution would be to add more trash cans throughout the city where litter complaints are high. The Department of Sanitiation, or DSNY is the department responsible for the litter baskets and trash cleanup. The city can place litter baskets where the most complaints are and have the DSNY collect them on their routes. The city provides various kinds data about litter, such as litter complaints and locations of litter baskets. Residents of New York City can call 311 to report any complaints they have. The city then uploads these 311 complaints to openNYC, where anyone can access the data for free. I used Python and various Python libraries to load, manipulate, and visualize the data about litter.

[ChristopherWu1]

For first bar chart This bar chart represents the different types of litter complaints and counts the amount of times it appears in 311 complaints. First, I filtered out the 311 dataset to only include complaints with a complaint type that had the key word "litter". I then group by complaint types and count how many times it appears in the dataset.

[ChristopherWu1]

folium map This interactive map shows all the litter baskets and litter complaints located in the city. There are three different layers to this map.

"This one intersection has had 24 complaints, most of it coming between 2018 and 2019." to "This one intersection has 24 complaints alone, most of it coming in 2018 and 2019."

[ChristopherWu1]

The cycle of complaints starts in 2018.

"This then lead to more complaints" should be "This then led to more complaints"

This intersection currently does not have a litter basket.

[ChristopherWu1]

Add litter baskets markers to small folium map

[ChristopherWu1]

conclusion

"Recently, the city hired workers to pick up trash on the street as a solution to the litter problem, but that is not a preventative solution" -remove this.