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<!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<title>Entrepreneurs d'Intérêt Général #2 - Défi Prévisecours</title>
<meta name="description" content="aider les sapeurs-pompiers à intervenir plus efficacement avec des modèles prédictifs">
<meta name="author" content="Tiphaine Phe-Neau et Guillaume Lancrenon">
<meta name="apple-mobile-web-app-capable" content="yes">
<meta name="apple-mobile-web-app-status-bar-style" content="black-translucent">
<meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no">
<link rel="stylesheet" href="css/reveal.css">
<link rel="stylesheet" href="css/theme/white.css" id="theme">
<!-- Theme used for syntax highlighting of code -->
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<script>
var link = document.createElement( 'link' );
link.rel = 'stylesheet';
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</head>
<body>
<div class="reveal">
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<div class="slides">
<section>
<section data-markdown>
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### Entrepreneurs d'Intérêt Général
#### Défi Prévisecours
<img width="550" style="background-color:white;border:0px;box-shadow:0" data-src="img/eig_previsecours.svg" alt="EIG logo">
<p style="font-size: 32px">March 27th 2018 @ Etalab</p>
<a href="https://previsecours.fr" style="font-size: 32px">previsecours.fr</a>
<p style="font-size: 28px">Guillaume Lancrenon, Tiphaine Phe-Neau, <br>
Daniel Ansellem, Fabien Antoine and Fabrice Barret</p>
<img width="280" style="background-color:white;border:0px;box-shadow:0" data-src="img/etalab_mi_logos.svg" alt="Etalab Ministère de l'Intérieur"><img width="75" style="background-color:white;border:0px;box-shadow:0" data-src="img/sdis91_logo.jpg" alt="SDIS 91">
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## Défi Prévisecours / EIG #2
Using predictive modeling to help firefighters make better resource allocation and improve their services
- Predictive models for firefighters interventions
- amount
- location
- Data from the <a href="http://www.sdis-91.fr" target="_blank">Essonne department fire brigades</a> (SDIS 91)
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</section>
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#### Where is the<br> Essonne department ?
<img width="480" style="background-color:white;border:0px;box-shadow:0" data-src="img/essonne.svg" alt="Etalab Ministère de l'Intérieur">
</textarea>
</section>
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## Défi Prévisecours / EIG #2
- 10 months
- 2 profiles
- Full Stack Developer / Guillaume Lancrenon
- Data Scientist / Tiphaine Phe-Neau
- <a href="https://www.etalab.gouv.fr" target="_blank">Etalab</a> and <a href="https://www.interieur.gouv.fr/" target="_blank">Ministère de l'Intérieur</a> / MGMSIC
- More info <a target="_blank" href="http://dai.ly/x6fp47d">about our EIG promotion in video !</a>
</textarea>
</section>
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## <img width="500" style="background-color:white;border:0px;box-shadow:0" data-src="img/eig_logo.png" alt="EIG logo">
<iframe frameborder="0" width="800" height="448" src="http://www.dailymotion.com/embed/video/x6fp47d" allowfullscreen allow="autoplay"></iframe>
</textarea>
</section>
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#### So this is all nice but...
## Can we really do it?
### in 10 months
- 2 persons
- Starting from scratch
- Get both operational and open data
- Automate data retrieving, preparation and integration
- Get a useful and usable product
</textarea>
</section>
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<p style="color:white;font-size:50px"><b>CAN WE REALLY DO IT?</b></p>
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## Prévisecours... <br>we begin !
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### 0. Understanding fire brigades
<img width="700" data-src="img/pompiers.jpg" alt="Metiers">
- Integrate how they work with data
- Workshops focusing on people rescue
</textarea>
</section>
<section data-markdown>
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### 1. Retrieving intervention data
<img width="600" data-src="img/interventions.png" alt="Screen interventions">
- Check and analysis
- Aggregation
- Anonymization
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### 2. Retrieving open data
<img width="600" data-src="img/opendata.png" alt="Screen opendata">
- INSEE population, families, education, IDH2
- Pollens, pollution, transports
- Calendar, weather
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### 3. Feature engineering
<img width="550" data-src="img/featuring.png" alt="Screen feature engineering">
- Creation of features for machine learning models using firefighters intuition
- Joining open and intervention data
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## So, <br>where are we <br>now ?
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### 4. Machine learning : models v0
<img width="600" data-src="img/mling.png" alt="Prévisecours models">
- Model farming
- ROC AUC: 0.918 sans tweaking
</textarea>
</section>
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### 5. POC visualization
<img width="650" data-src="img/map.png" alt="Screen interventions">
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### 5. POC visualization
#### Number of interventions per town
<iframe id="freshwidget-frame" src="https://algo.previsecours.fr/dip/api/webapps/view?projectKey=PRVISECOURSVISUALISATION&webAppId=kwi1cbb&apiKey=nJxRZkRr0NK7sBS3gOSBKIVipz8Q5G6W" scrolling="auto" allowtransparency="true" style="height: 500px; width: 100%;" frameborder="0"> </div></iframe>
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### 5. POC visualization
#### Evolution of interventions per town
<iframe id="freshwidget-frame" src="https://algo.previsecours.fr/dip/api/webapps/view?projectKey=PRVISECOURSVISUALISATION&webAppId=W0kS5vF&apiKey=932QkDr6PUcppTtKPUfoDWlOM8BHhSz6" scrolling="auto" allowtransparency="true" style="height: 500px; width: 100%;" frameborder="0"> </div></iframe>
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### Current workflow
<img width="550" data-src="img/workflow.png" alt="Screen workflow">
- Dividing into bricks for an improved reuse of collected open data by other projects
- Project division for specific temporal aggregation
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## Timeline for the <br>first month
1. Intervention data - 1 week
2. Open data - 1 week and ongoing
3. Basic feature engineering - 1 week
4. Model farming - 1 week in //
5. POC for visualization - 1 week in //
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## Prévisecours... <br>What's next?
<a target="_blank" href="https://previsecours.fr">previsecours.fr</a><br>
<a target="_blank" href="https://twitter.com/datatiph">@datatiph</a>
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<p style="color:white;font-size:50px"><b> TEAM PREVISECOURS / EIG #2</b></p>
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<p style="color:white;font-size:50px"><b>MEANWHILE, WE KEEP ON WORKING...</b></p>
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</section>
</section>
</div>
</div>
<script src="lib/js/head.min.js"></script>
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