figure the rise of graph databases spaghetti bolognese possible ingredients the cypher query merely lists the ingredients linked to spaghetti bolognese figure shows the result in the neo web interface let' remind ourselves of the remark we made when indexing the data in elasticsearch quick elasticsearch search on spaghetti bolognese shows us it occurs multiple timesand all these instances were used to link ingredients to spaghetti bolognese as recipe we don' have to look at spaghetti bolognese as single recipe but more as collection of ways people create their own "spaghetti bolognese this makes for an interesting way to look at this data people can create their version of the dish with ketchupred wineand chicken or they might even add soup with "spaghetti bologneseas dish being so open to interpretationno wonder so many people love it the spaghetti bolognese story was an interesting distraction but not what we came for it' time to recommend dishes to our gourmand "ragnarstep data modeling with our knowledge of the data slightly enrichedwe get to the goal of this exercisethe recommendations