Investigating the Impact of Open Green Spaces on Airbnb Rates with Python 1. Introduction The industry of tourism in Barcelona has seen a major hike in the past couple years. Post-covid Barcelona has also become an educational hub for students from across the globe. The increase in Inflow of people has also made platform urbanism … Read more
As we move further into the 21st century, our chances of averting climate change have all but disappeared. Analysis shows that global temperatures now sit 1.1? above pre-industrial levels and are set to rise to 1.5? by the early 2030s (Jotzo and Howden, 2023). This rapid increase in temperatures has led to loss of land … Read more
Enlarging the great… Emanuel Ginobili is one of the most -if not the most- accomplished Argentinian basketball players. During his 16 season basketball career in the NBA, that went on from 2002 to 2018, he won 4 championships as one of the San Antonio Spurs “Big Three”, was named an All-Star twice, was selected for … Read more
In this blog post, we will walk through a comprehensive data analysis exercise using two datasets related to Barcelona – Airbnb listings and real estate prices. This exercise shows how the data was cleaned, transformed, explored, and visualized using Python alongside popular data science libraries such as Pandas and Plotly. Step 1: Download and Load … Read more
Visualizing dataframes using Geopandas and Plotly in Python introduction Python is a versatile and easy-to-learn programming language. GeoPandas extends the data manipulation capabilities of pandas to spatial data, providing a familiar and convenient environment for working with both tabular and geographical data. GeoPandas makes it easy to load, explore, and analyze geographical data. You can … Read more
“Start the machine” …was the first operation in mind when asked to perform a task with Python script. One of the motivations to learn Python as an urban designer is to organize geospatial data with accuracy and legibility. Before we dive into the digital wilderness, of data trees and data frames, it’s important to note … Read more
Introduction Airbnb is a well know marketplace that connects people who want to rent out their property with people who are looking for accommodations, typically for short stays (Investopedia, 2023). As a powerful tool to connect people to hospitality supply around the world, and provide them quality spaces to stay, it heavily relies on the … Read more
Introduction In today’s data-driven world, the ability to visualize data effectively is a key skill. This blog post introduces the fundamentals of data visualization using Python, a powerhouse in the data science toolkit. We’ll explore essential libraries like GeoPandas, Plotly and Contextily, guiding you through the process of transforming raw data into insightful, visually appealing … Read more
In this exercise, I visualised the relationship between the price of Airbnb accommodations compared to the price that the regular housing market puts. The visualisation consists of two datasets in csv format as well as a shapefile. The process started by cleaning the data so that equivalent columns in the csv’s could be matched. After … Read more
Music is visualized everyday – but is there any accuracy to its representation? Can sound be accurately represented? If so, what does it look like? How is accuracy measured? While not fully satisfied with the answers found to these questions, Python’s mido package shed light on the how sound and color may be linked through … Read more
1.Geospatial Mapping using GeoPandas in Python In Python, GeoPandas plays a crucial role in facilitating geospatial analysis through its powerful functions. I will illustrate the concise process of leveraging GeoPandas to create maps of Barcelona. This involves a systematic application of GeoPandas’ functions for effective geospatial data synthesis and mapping. Step 1: Loading GeoDataFrame from … Read more
The second year students of Master in Advanced Architecture (MAA) and Master in Robotics and Advanced Construction (MRAC) participate in Llum BCN 2024 with LA CREMADA / THE BURN, an immersive interactive installation that delves deep into the world of wildfires, their origins, impacts, and the critical need for understanding and prevention. The installation, located at Plaça Les Arts, C/ … Read more
Mapping America’s Genrescape Promised Land, Chuck Berry’s early representation of modern rock and roll, blurs racialized difference in genre origin, fueling the hybridization of genre categorizes, resulting in America’s current rich music tapestry. MIDI data correlated to synaesthetic representations of color is crystalized and in a dense three-dimensional mesh and place qualities are correlated to … Read more
Innovation is a buzzword these days, and everyone seems to be talking about it. However, truly understanding it is a different ball game. Take the Global Innovation Index by the World Intellectual Property Organization (WIPO), for example. It’s a massive framework that pulls data from top-tier organizations worldwide, scoring countries on 100+ indicators. It’s a … Read more
Shining Rebirth is a project about the circular lives of float glass, aluminium frame and polycarbonate roofing. Related materials are taken from IAAC atelier, with numbers, dimensions and conditions properly analysed. Carbon footprint as each stage of life is calculated, with deconstruction steps properly considered. In order to propose a new life for these materials, … Read more
Brief Our curiosity brought us to an intriguing investigation at the nexus of technology, craftsmanship, and acoustics in the quest to elevate spatial design. This blog shares the story of our journey, where we used a cutting-edge multi-material 3D printing technique to produce personalized sound-diffusing walls—a first for the industry. Our concept began with a … Read more
Abstract Generative design has always been a very hot topic in recent times. Over the past few years, machine learning tools have emerged as invaluable aids in the creation of more precise and diverse 2D or 3D building models, fostering greater user engagement in the design process. A retrospective examination of previous approaches shows that … Read more
Abstract This study delves into the innovative fusion of graph theory with architectural design and planning, facilitated by a structured BIM to Graph workflow. By conceptualizing architectural elements as nodes and their interconnections as edges within a graph, architects gain an adaptable and multifunctional tool for representation, analysis, and strategic planning. The graph’s inherent scalability … Read more
Intro Russian full-scale invasion of Ukraine, which started on 24.02.2022, is the biggest war in Europe since WWII. It took the lives of dozens of thousands of Ukrainians a brought massive destruction [1] and ecological catastrophes. Some cities are completely erased. A massive piece of land is still occupied. This war and its consequences are … Read more
Abstract Architecture enthusiasts face a dilemma when planning their travel visits. Either they spend a lot of time and effort researching and planning their routes, or they can rely on mainstream websites and blogs that tend to recommend well-known works, ruling out works with the same architectural interest that have received less media coverage. The … Read more
Our project website can be accessed at bit.ly/graphml Introduction Our research focused on hosting a machine learning model on the web that accesses Rhino.Compute. It receives an input of a polyline drawn on a Leaflet.js map by a user to indicate the central corridor spine of a building and returns a graph of that building … Read more
Harnessing the power of drone-based photogrammetry and artificial intelligence to create a low-cost urban wildfire diagnostic tool. In recent years, the global community has witnessed a significant upsurge in the frequency and intensity of wildfires. Driven by a combination of climate change, urban expansion, and land-use practices, these fires have not only devastated vast natural … Read more
Building Therapy is a project of IAAC, Institute for Advanced Architecture of Catalonia developed in the Master in Advanced Architecture 02 – 2022-2023 by the student(s) aishwarya.arun during the course MAA02 & MRAC02 22/23 Business Innovation with Davide Rovera.
The industry of construction creates most of the waste in the world. By 2025 we expect to reach 2.2 billion tons globally. As a solution of this problem, industry 4.0 proposed the Additive manufacturing process, which is looking for the optimization of fabrication and construction adding layer by layer different materials; this process started being … Read more
