Break Free From Plastic-Sentiment and Time Series Analysis

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For The Women Foundation

An in-depth look into the response of Twitter users to the #breakfreefromplastic campaign.

Environment

Break Free From Plastic-Sentiment and Time Series Analysis

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Today, electricity has become one of our basic needs. As consumers, it has become quite impossible to be independent of it to the point that it has been taken for granted. Behind the ease of flicking a switch to turn on the lights is a convoluted market for electricity. Just like any other good, electricity is trade-able and its trading is as complicated as it gets. To help AC Energy understand the market better, generation and bidding profiling of gencos was conducted by Alyssa Katelyn Castillo. By identifying the activities and tendencies of each plant, more informed actions in the market are made available. Add to that being able to assess the bidding behavior of competitors, a competitive advantage is created. These days, electricity has become a basic good, but it is rarely understood. It's a little known fact that there is a market for electricity. Even more so, that electricity in the Philippines is a tradable commodity. Knowing how this market works and what power plants actually do is both informative and interesting to know.

Generation and Bidding Profiling In The Electricity Market

For The Women Foundation

As the world of Data Science emerges here in the Philippines, where does the future lie for a consulting company who depends on Data Science and Analytics to help improve their clients? For The Wine Team composed of Gladys Joyce Yu and Jan Stephanie Roxas helped a consulting company to group clients and analyze who brings the most profit to the company. They also helped identify the qualities of a productive consultant that will help every data scientist to be more effective in this field. Given only the billable hours from projects, the focus of this study was to find out which client types are most profitable and which employee types are most productive. With the results of our study, a Data Science consulting firm could: strategize if they should target certain industries as clients identify a high potential employee based on their profile monitor the productivity rate of employees to have a check and balance

A Closer Look: Data Science Consulting Firm - Business Analysis on Clients an...

For The Women Foundation

About less than 5% of Filipinos invest in the Philippine Stock Exchange. It can be daunting to learn how, when and if to trade at all. Team MCU members Isabel Mañalac, Alexis Canaria and Erika Ureta took on the challenge of helping more Filipinos get into trading and increase their financial literacy. But by being part of the 95%, themselves, the team first learned how traders think, and that the market moves with their sentiment. Using Twitter as one medium for reading the market, tweets and stock quotes from 2012 to 2020 were scraped and modeled together to analyze movement affecting factors.

Tweet Trend Trade: An analysis of Twitter sentiments about members of the Ph...

For The Women Foundation

The Bangsamoro Autonomous Region of Muslim Mindanao (BARMM) has been hit by 232 earthquakes in tha past 50 years, including the 3 consecutive earthquakes that rocked Cotabato City in October 2019. To help the BARMM government become more resilient, Team Spyce Girls composed of Elaine Cotoner, Kimberly Cris Estrella and Sarah Khey Ebido deployed a hazard map that indicates low, medium, and high-risk municipalities based on magnitude, depth, and how often earthquakes occur in the area. Using data from the SHP file from Open Bangsamoro and earthquake data set from USGS, the team focused on making a specific earthquake hazard map to give a clearer picture of where the hazard areas are. This information will help in earthquake preparedness, disaster management program, and urban planning of BARMM.

EARTHQUAKE HAZARD MAPPING OF BANGSAMORO ARMM

For The Women Foundation

We may be nowhere near eradicating Dengue, but we may be able to prevent it more effectively. Through Time-Series Modeling and geospatial mapping, Team Flex was able to predict and forecast cases and deaths up to 4 months and identify potential dengue hotspots in selected cities of the CALABARZON region. The global threat of disease outbreaks is real and it is felt more than ever now as the world struggles to contain the spread of a certain virus. But before it even created a pandemic, there is already another disease that threatens our existence, perhaps has been doing so for the longest time – Dengue. Dengue affects thousands of lives each year and continues to be a major public health problem in the Philippines. In the last year alone, the Philippines experienced the worst dengue outbreak since 2012 as reported cases reached beyond epidemic thresholds. On top of that, the delayed reporting of official case and death counts makes it even more difficult to pinpoint heavily dengue affected areas early on and initiate a targeted public health response. To address this problem, Team Flex members, Janine Padilla, Mox Ballo, and Rache Melendres, developed a publicly accessible web application that can be used by concerned government agencies and public health officials to predict the spread of dengue and visualize potential breeding sites of mosquitoes.

Fighting Dengue with Data

For The Women Foundation

There are many students applying for a loan but only a few complete the process. Diosa Jamila Angsioco, Kathlyn Cacho, and Hanceely Villa were motivated to make a study regarding student loans to improve access to education. Tropang South was able to determine the bottlenecks in the application process and as a result, they provided better marketing strategy for Bukas Finance Corp. The scholars performed classification and clustering algorithms to address the drop off issue of many interested applicants on an online student loan company. In addition, they gathered significant information regarding the personas of the applicants and recommended ways to gather leads for the company.

Improving Access to Higher Education with Student Loans

For The Women Foundation

For The Women (FTW) Foundation is a nonprofit, dynamic learning community for data science and artificial intelligence in Manila! Our community is where people and companies who believe the Philippines can be one of the data capitals of the world. Every year, lives and properties are lost because of fires. With this in mind, our scholars wanted to do their part in helping prevent these incidents using data analysis. Using information scraped from Twitter, Team Data Trippers: Aida Ellaine Abalos, Alyssandra Raiza del Valle, and Kathleen Criselle Reverente, explored data surrounding fire incidents in Metro Manila from Jan 2017-Jul 2019. In addition to mapping these incidents, the team explored various historical trends, as well as the relationship between the number and duration of fire incidents to certain features.

Fired Up: An Analysis of Fire Incidents In Metro Manila

For The Women Foundation

The Best Capstone Award is bestowed upon the capstone team chosen by the judges that best displayed a well-rounded package of the core skills essential to Data Scientists: math & statistics expertise, computing & modeling competency, domain knowledge and presentation skills. For The Women Foundation is proud to bestow this honor to Team Money which consists of Jeroselle Santos, Elyse Katrina Go, Nicole Lumagui and Bernardette Misa. They made an app that uses machine learning to estimate fair market value for used cars trained on the Philippine market. It's incredible what they have achieved in this short program! Their team has shown committed effort, strong teamwork, and a willingness to be bold with its insights and recommendations to CARLOVE.

Second Hand Cars in the Philippines: A Buyer's Guide

For The Women Foundation

National Achievement Test or NAT is a standardized test given to Grades 6, 10 and 12 students to determine their academic performance in different subject areas. With that, Maria Theresa Capule-Navarro, Edlyn Oligario, and Jean Estadilla identified the key factors that affect NAT result using machine learning model that can help in making policies for the development of education. The team wanted to predict the NAT exam result of a public school. The features used for prediction are school location, internet connectivity, power connectivity, budget per school, student-teacher ratio, and poverty index.

Predicting NAT Scores of Public Schools

For The Women Foundation

Leona Mei Villanueva and Alyssa Melody Frias Paglumotan tried to find out the factors that could be affecting the success of a game and suggest possible considerations in creating one in the future. The capstone project of Team Data Guardians describes and predicts the performance of games across different genres in an online gaming platform, such as Steam, and identify the factors critical to the product’s success. The capstone project uses clustering algorithms to group the games based on key indicators of its success such as rating and achievement percentage.

Good Game, Well Played : The Makings of a Successful Video Game

For The Women Foundation

Cortex sponsored a capstone project made by Team FRIENDS which is all about user segmentation of app behavior. It aims to determine different user behavior on the app through the use of various techniques such as visualization, clustering, and RF Analysis. Renzy Bantigue, Nyssa Michelle Kho, and Frances Erika Claravall provided the company facts and figures on how the customers use the mobile application through data analytics and then crafted a machine learning model that will cluster the customers based on their app usage. The group used these insights to provide recommendations to the company, such as marketing campaigns and product improvement.

Segmentation of app users

For The Women Foundation

With mobile phones in most people’s pockets, Telus International sponsored Team Data Saiyans to make a study on mobile app games. Ivy Grace Gayo, Julie Diana Paglinawan, and Rachel Anne Fernandez made a sentiment analysis study on mobile app games via natural language processing. Such study can help provide businesses information regarding actual product impact spanning from survey results to raw data feedback which is key in creating better products to meet client demands and improve gaming experience.

Sentiment Analysis on Mobile App Games

For The Women Foundation

With the heavy use of social media by most Filipinos to review products and services, Team Unicorn was sponsored by TELUS International Philippines to study the reactions to different posts to help companies improve information dissemination and customer experience. Jen Marquez, Cherry Bondal and Leia made an NLP study on a FinTech company's publicly available social media comments. They used SVM for sentiment analysis and Random Forest classifier for their final model which can predict the reactions of a social media post with 65% accuracy. Want to hire a #datascientist? http://bit.ly/hireFTW

Fintech Facebook Sentiment Analysis

For The Women Foundation

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Generation and Bidding Profiling In The Electricity Market

A Closer Look: Data Science Consulting Firm - Business Analysis on Clients an...

Tweet Trend Trade: An analysis of Twitter sentiments about members of the Ph...

EARTHQUAKE HAZARD MAPPING OF BANGSAMORO ARMM

Fighting Dengue with Data

Improving Access to Higher Education with Student Loans

Fired Up: An Analysis of Fire Incidents In Metro Manila

Second Hand Cars in the Philippines: A Buyer's Guide

Predicting NAT Scores of Public Schools

Good Game, Well Played : The Makings of a Successful Video Game

Segmentation of app users

Sentiment Analysis on Mobile App Games

Fintech Facebook Sentiment Analysis

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