Francis Emmanuel Calingo

Aspiring Geospatial Data Scientist

🚀 Projects

Visualizing Migration in Canada

#Data-viz #Spatial-analysis #Time-series-analysis #Python #Plotly #Seaborn #Demographic-data #QGIS

Investigated several aspects of migration and settlement patterns in Canada (e.g., age, gender, geographic distribution, countries and continents of origins, non-permanent residence) using data from Statistics Canada.

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Demographic Analysis of the Filipino Canadian Community (Two Elections Canada Research Projects)

#Data-viz #Spatial-analysis #Exploratory-data-analysis #Correlation-analysis #Regression-analysis #R #Shiny #ggplot2 #plotly #dplyr #sf #Demographic-data #QGIS

As the very first Filipino to work in Elections Canada's Environmental Monitoring Centre, I lead two special projects to help Elections Canada better understand the general Filipino Canadian community and Ilocano speaking community, as well as their media presence. The two demographic research projects (Project 1=Filipino Canadian Demographic Report, Project 2=Ilocano Speakers to Canada) are meant to complement the two larger research efforts.

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Categorical Data Analysis Using R (Canadian Census Divisions)

#Statistical-analysis #R #car-package #spida2-package #lattice-package #Socioeconomic-data #Demographic-data

With huge variations within its population in terms of ethnicity, and educational, health and economic indices, I used R to investigate which socioeconomic variables had the biggest causal effect on each Canadian census division's net migration.

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Mapping the Decline of Philippine Regional Languages

#ArcGIS #StoryMap #Socioeconomic-data #Demographic-data

Scraping data from the Philippine Statistics Authority and linguistic data from Ethnologue, as well as using ArcGIS' StoryMap, I created an interactive that will educate users on the spatial component of the state of regional languages in the Philippines.

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Machine Learning Predictive Model, Canadian Immigration and Rental Prices

#Machine-learning #Linear-regression #Predictive-modelling #Python #Random-forest #Socioeconomic-data #Demographic-data

With housing and immigration projected to be amongst the most widely-discussed topics in the upcoming 2025 Canadian general elections, our group created regression models to predict rent prices across several cities using rent and migration data.

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OMNI News Filipino's 2024 Year-in-Review: Ethnic Media Analysis using YouTube API

#Python #API #NLP #Data-visualization #Pandas

Using YouTube API to scrape data on Omni News' Filipino playlist, then executed data cleaning, manipulation, visualization, and analysis in Python to ascertain online user engagement.

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Choropleth Map of Poverty in the Philippines

#Spatial-analysis #Choropleth-map #Socioeconomic-data #ArcGIS-pro

Generated a choropleth map visualizing poverty indices in the Philippines (i.e., 5 most impoverished cities (poverty incidence % among famillies, 2023), wage gap by region in the Philippines, PHP, as of December 2024.

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Proprietary Data Projects

#Excel #NextCloud #Oracle #Oracle-sql #Label-studio #PowerShell #Google-sheets #Mail-merge

Completed several data tasks and projects on proprietary data, drawing valuable insights for several employers and organizations.

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Dashboard Visualization of the Philippines' Socioeconomic Crisis (🚧UNDER CONSTRUCTION🚧)

#Data-viz #Python #Dashboard #Streamlit #SQL #Spatial-analysis #Choropleth-map #Socioeconomic-data

Developed an interactive web dashboard analyzing the Philippines' socioeconomic performance both in absolute terms as well as in terms of other countries, as well as how Martil Law-era policies affected its economic outlook today.

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Philippine Emigration Trends Since 1981 (Tableau Dashboard)

#Data-viz #Tableau #Dashboard #Emigration #Philippines #Time-series-analysis #Spatial-analysis #Choropleth-map #Socioeconomic-data

Developed an interactive Tableau based on registered emigrants data from the Philippines' Commission on Filipinos Overseas' (CFO) registered emigrants data, with a corresponding Github Repo providing further analysis beyond the data visualizations.

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