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Hot Selling Street Finder – France

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Goal : Help real estate agencies to spot the most favourable streets in France with dynamic reports

Goal : spot the most interesting streets for a real estate agent (number of sales, total turnover )

Data available : Open Data

Various GEOJSON files adding up to5 giga-byte and 25 million lines provided by the government listing 9 years of individual sales

Difficulties : all data had to be heavily cleaned as manyAnti notaries did not respect the standards while entering their sales into the system.

Result : success with this Power BI, with one clean single master data database gathering all sales in a place. Easy dynamic report generation allowing any real estate agent to sport the best streets in their zone in a few clicks .

Access : Corporate use – Not publicly available

Anti-Money Laundering / KY

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Adress of most electricity-consuming residential buildings

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Goal : Allow French city to spot the most electricity-consuming residential buildings of the city in order to prioritize improvements.

Data available : private energy company providing nationwide electic meter data as open data

Difficulties : heterogeneous ways of entering data by private employees

Success : Ability to type in a city and obtain immediately the exact address of the worst building in terms of electricity consumption

Access : Corporate use – Not publicly available..

Global coffee exporter historical race

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.https://public.flourish.studio/visualisation/12217842/

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Quick animation for education about the coffee producer race since 1961

Target : social networks

Site : https://public.flourish.studio/visualisation/12217842/

.COFF

Global coffee exporter historical analysis

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Goal : as coffee is becoming a scarce commodity, allowing managers to study the rise of emergent coffee exporters allows for a better sourcing diversification, thus decrease the coffee refiners and coffee retailers sourcing risk.

Data available : World Economic Forum

Difficulties : Minimal data cleaning and transforming as data is well formatted at the source.

Success : very effective tool for corporate risk managers

Access : Corporate use. Not publicly available

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Price estimation of real estate properties

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Goal : Use historical sales for a linear regression price estimation according to square meters and location, then ask user to input more personal criteria about the relevant property, to obtain a fair estimated value

Data available : historical sales as government open-data

Difficulties : data totaly unclean, very large data files.

Success : solid first self-price estimation of any real estate property in France, to be refined by the further visit of a real estate agent.

Internet site :

Goal : Allow French city to spot the most electricity-consuming residential buildings of the city in order to prioritize improvements.

Data available : private energy company providing nationwide electic meter data as open data

Difficulties : heterogeneous ways of entering data by private employees

Success : Ability to type in a city and obtain immediately the exact address of the worst building in terms of electricity consumption

Access : Corporate use. Not publicly available.

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Anti-money laundering tool for financial institutions

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Goal : gather all Sanction lists / Interpol Red Alert to allow the AML department to reduce time spent on searching though the different databases

Data available : public databases provided by different governments and entities

Difficulties : limited access ( Interpol ) and heterogeneous governmental databases

Result : One HTML / AJAX page written on PHP/MySQL allowing staff to simply write the few letters of a name and obtain immediate results. The application works on computers but also on smartphones.

Access : Publicly available at https://swissdove.ch

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Guess the GPS location of properties described in real estate ads

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Goal : automatically provide the exact GPS locations of properties according to the vocabulary and photographies used in real estate advertising on the French Riviera

Data available : government administrative open-data

Difficulties : availability of data, some real estate agents mistaking of lying when writing the property description, the massiveness number of properties.

Success : user became able to guess the exact GPS location of about 90% of the provided ads

Access : Publicly available : https://lapanthererose.com