childhood

19
childHood Finding a kid-friendly place to live

Upload: joshua-ainsley

Post on 07-Dec-2014

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DESCRIPTION

Insight data science app.

TRANSCRIPT

Page 1: childHood

childHood

Finding a kid-friendlyplace to live

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Challenge

I am moving to NYC for the Insight Data Science fellowship!

But... I have kids.

Are the places we can afford good for kids?

Page 3: childHood

Problem

I am moving to NYC for the AMAZING Insight Data Science fellowship!

But... I have kids. Where should I live?

Page 4: childHood

Problem

Page 5: childHood

Problem

I am moving to NYC for the AMAZING Insight Data Science fellowship!

But... I have kids. Where should I live?

Page 6: childHood

Problem

I am moving to NYC for the AMAZING Insight Data Science fellowship!

But... I have kids. Where should I live?

Page 7: childHood

Problem

I am moving to NYC for the AMAZING Insight Data Science fellowship!

But... I have kids. Where should I live?

Page 8: childHood

Problem

I am moving to NYC for the AMAZING Insight Data Science fellowship!

But... I have kids. Where should I live?

Page 9: childHood

Solution

Rank addresses based on:

school quality

crime rate

number of children who live nearby

traffic

childHood

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Sampling

100 locations in each of 266 neighborhoods

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Sampling

1 km radius drawn around each location

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Sampling

6000 traffic monitors

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Sampling

~100,000 major crimes in 2013

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Analysis

● For each sampled location:

– Determine public school quality

– Find the number of major crimes

– Use census data to see how many kids live nearby

– Identify nearby traffic monitoring sites● Calculate z scores for each neighborhood and across NYC

● User address scores are calculated and ranked compared to the sampled locations in the same neighborhood and across NYC

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Does it work?

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Joshua Ainsley

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