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code/process
创建日期：2024-09-13 09:13:34
标签： code
code/process

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DoorDash    Take    Home     Prompt-Operations    Research    Scientist


Gwendelivery data fora couplo hours in tho Bay Aroa in 2015.writea solworthat assignsdoiveriosto dashers to maxmize the average dellveries/hour across dashers,with a target level of service of awernge delvery

duration beng<45 mnutes.The deliverables we'd like are:

For your soluton.theaverage delverieshour acrossalldashers and awerage dellvery duration across

alldeliverios.Noto thatyour solution mus take<1 minuto to nun.

A list of assumptions made,beyond the ones descibedbelow.

Your code/process iself.Please make this radable /understandable,as we wl berevewing it too. ·Acswfile for your solution output (seofie"Ouput for DoorDash take home pdf for more dotails)

Data

·Deliver  ID:Uniqueidentiher  for  adellvery  in  the  DoorDashsystem

·Created at The datetime whenthe order was submitted into the syslem.Notethat imes are glven in UTC.

·Food ready time:.The datetme at which thetood was ready to be picked up.Note that times are gven in UTC.

·    Region ID:We splt up DoorDash intovarlous reglons,e g.Palo Aio,Mountan Mew.ete The region

ID iells to which region a delivery belongs:you can usethisif you'd likein yoursoluion,but not

required.

Pickup lat Latude of the pickuplocation for thedelivery (the restaurant)

Pickup long Longlude of the pickup location for the delivery(the restaurant)

Dropoff lat: Latude of he dropofflocation for the delivery (the consumers address)

Dropoff long:Longtude of the dropofflocation for the delivery the consumers address)

Details/Assumptions

·Delvery duration for a delwery=(timethe delvery is dropped off)-(delivery created_at).Average ·   

delivery duration =sumidelivery duration for each deliveny)/(0otal i of delis)

service of<45min appies to the averago deliery duration.

Average deliverieshour =(lotal deliveries deivered)/sum(time spent on each route)

·A roule'is the sequence of pickups and drop-ofls given to a pariculardasher.For example.Pickup

Deivery 1.Dropoff Deivery i.Pickup Deivery 2.Dropoff Delivery 2]is anexampleof aroute,and the ·   total tme for the route is(Time of lastdropoffl-Time when the dasher started the route)

UTC.

·(·)Just to be expleit deliveries need to be pickedup belore theycan be dropped off.

Assume there areno capacily constraints fordashers.

·Assume that we dont have to wory about the dashers originalocalions (ie.they can start at the kocation of thestore wherethey have thei first pickup)

Assume food is ready for a given deliveryat delivery.food_ready_time,no earfier.

·Donit worry about the stochastic element presentin the real-world problem,ie.you can assume that

  you know about al dellverles from the very beghning.

Bonus question :Can you solve the problem using fewer than 50 dashers?Note that this is not requlred for submission


Outputfor     DoorDash     Take-home

The  results  should  be  acsv  withthefollowing  columns: 1.Route     ID

2.Route  Poin  Index(starts  with  0,increment  by1  for  every  addlional  routepoint) 3.Dellvery     iD

4.Route  Point  Type(Pickup  or  Dropoff)

5.Route  Point Time  in  unix time  (number of seconds that  have  elapsed since00:00:00 Thursday.

1  January  1970,UTC).The  time  that  thedasher  finishes  pickup  or  dropoff.

Hereis  a  sample:

Route ID,Route Point Index,Delivery ID,Route Point Type,Route Point Time

0.0,18,Pickup,1567546083    0,1,18,Dropoff,1567546183   0.2,25,Pickup,1567546283    0.,3,34,Pickup,1567546383   0,4,25,Dropoff,1567546483   0.5,34,Dropoff,1567546583   1,0,164,Pickup,1567546683  1,1,153,Pickup,1567546783  1,2,164,Dropoff,1567546883 1,3,153,Dropof,1567546983


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