Month: September 2023
Pulse of the City: Blue Bikes
Author : Eleni Kalantzi Background The pulse of a city is a reflection of its dynamic rhythm, and Blue Bikes data provides a unique window into the heartbeat of urban life in Boston. As residents and visitors pedal through its streets, each ride represents a beat in the symphony of city movement. Blue Bikes’ expansion … More Pulse of the City: Blue Bikes
Pulse of The City – 311
Pulse of the City–CRAIGSLIST
The dataset covers listings from the years 2020 to 2023, with a median year of 2021. This indicates that the majority of the listings are from 2021. The median listing day is the 15th of the month, suggesting that there might be some seasonality or patterns in when listings are posted. Analyzing listings over time … More Pulse of the City–CRAIGSLIST
Pulse of the City – 311 Calls
R Notebook library(tidyverse) ## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──## ✔ dplyr 1.1.3 ✔ readr 2.1.4## ✔ forcats 1.0.0 ✔ stringr 1.5.0## ✔ ggplot2 3.4.3 ✔ tibble 3.2.1## ✔ lubridate 1.9.2 ✔ tidyr 1.3.0## ✔ purrr 1.0.2 ## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──## ✖ dplyr::filter() masks stats::filter()## ✖ dplyr::lag() masks stats::lag()## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors bos_311 <- read.csv(‘/Users/victoriagralla/Desktop/BOS311.csv’) I … More Pulse of the City – 311 Calls
Pulse of the City- Food Establishment Inspections
#Introduction Food safety is a critical concern for urban environments, involving regular inspections by food regulatory agencies to monitor restaurants and food service establishments for compliance with safety standards. This report is based on food establishment inspection data from the city of Boston and aims to provide a comprehensive analysis of the city’s food safety … More Pulse of the City- Food Establishment Inspections
Pulse of the City: Food Establishment Inspections
Alan Cheung 2023-09-27 Introduction Continuing our data exploration on Boston’s food establishment inspections data, we will use new R tools, such as pipelines, to discover deeper insights about the data and the dynamics of the city of Boston. By the end of this post, you will learn how to: Approach analyzing an unfamiliar data set … More Pulse of the City: Food Establishment Inspections
Pulse of the City: BlueBikes
Introduction I used BlueBikes trip data from September 2022 to investigate interesting information that alludes to how the City of Boston’s bikeshare system operates in the city. This analysis will focus on ways in which BlueBikes provide insight into students’ commutes around Boston during the Orange Line Shutdown. A robust bikeshare network is critical for … More Pulse of the City: BlueBikes
Pulse of the City – Jingtong Shan
Results and Analysis In this assignment, I will continue to explore valuable information based on the foundation established in the first assignment. The 2022 trip history data from Bluebikes were collected, which comprised of 14 metrics and 3,757,271 rows in total. In terms of content, these metrics can be divided into two parts: trip data … More Pulse of the City – Jingtong Shan