Part 1: Building Citrics, an App that Facilitates Your Moving Process

Cross-functionally designing our project here at Lambda Labs

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To avoid confusion, Citric’s is the name of the organization and the app we’ve designed

Product Breakdown

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Trello board outlining user stories, broken down by team and individual contributors
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A user story detailed out within our Trello board

How I Learned to Stop Worrying and Love the Data

Historical Population and City Demographics

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Population data and visualization provided by my API endpoint

Sourcing, Cleaning, and Analyzing years of demographic data

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Census data being displayed in an ipynb before cleaning
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Cleaned data frame with precise column headers, mappable city names, and unnecessary data removed
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Feature engineering the age categories and removing old redundant columns we pulled that data from

A challenger appears

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Unemployment endpoint returning city_state, rank, and unemployment rate data
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Area chart showing Anchorage Alaska’s change in unemployment rate from 2015 to 2020

Where are you going, where do you go?

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Comparison of up to three cities displaying their unique metric data
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Individual city breakdown of metrics
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Visualization that appears under the 3 city comparison above, separated for aesthetic purposes

Moving Forward

My Takeaways

Self Reflection

Data scientist with a passion for solving complex problems, exploring algorithms, and working alongside others to achieve goals that alone may not seem possible

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