Merge branch 'research-clean-data' into main
Some checks failed
CI / tests (push) Has been cancelled
Some checks failed
CI / tests (push) Has been cancelled
This commit is contained in:
commit
6e852c8e06
2 changed files with 7674 additions and 2 deletions
20
README.md
20
README.md
|
@ -1,7 +1,7 @@
|
||||||
# Urban Meal Delivery
|
# Urban Meal Delivery
|
||||||
|
|
||||||
This repository holds code
|
This repository holds code
|
||||||
analyzing the data of an undisclosed urban meal delivery platform
|
analyzing the data of an undisclosed urban meal delivery platform (UDP)
|
||||||
operating in France from January 2016 to January 2017.
|
operating in France from January 2016 to January 2017.
|
||||||
The goal is to
|
The goal is to
|
||||||
optimize the platform's delivery process involving independent couriers.
|
optimize the platform's delivery process involving independent couriers.
|
||||||
|
@ -9,9 +9,25 @@ optimize the platform's delivery process involving independent couriers.
|
||||||
|
|
||||||
## Structure
|
## Structure
|
||||||
|
|
||||||
The analysis is structured into three aspects
|
The analysis is structured into the following stages
|
||||||
that iteratively build on each other.
|
that iteratively build on each other.
|
||||||
|
|
||||||
|
|
||||||
|
### Data Cleaning
|
||||||
|
|
||||||
|
The UDP provided its raw data as a PostgreSQL dump.
|
||||||
|
This [notebook](https://nbviewer.jupyter.org/github/webartifex/urban-meal-delivery/blob/main/notebooks/00_clean_data.ipynb)
|
||||||
|
cleans the data extensively
|
||||||
|
and maps them onto the [ORM models](https://github.com/webartifex/urban-meal-delivery/tree/main/src/urban_meal_delivery/db)
|
||||||
|
defined in the `urban-meal-delivery` package
|
||||||
|
that is developed in the [src/](https://github.com/webartifex/urban-meal-delivery/tree/main/src) folder
|
||||||
|
and contains all source code to drive the analyses.
|
||||||
|
|
||||||
|
Due to a non-disclosure agreement with the UDP,
|
||||||
|
neither the raw nor the cleaned data are published as of now.
|
||||||
|
However, previews of the data can be seen throughout the [notebooks/](https://github.com/webartifex/urban-meal-delivery/tree/main/notebooks) folders.
|
||||||
|
|
||||||
|
|
||||||
### Real-time Demand Forecasting
|
### Real-time Demand Forecasting
|
||||||
|
|
||||||
### Predictive Routing
|
### Predictive Routing
|
||||||
|
|
7656
notebooks/00_clean_data.ipynb
Normal file
7656
notebooks/00_clean_data.ipynb
Normal file
File diff suppressed because it is too large
Load diff
Loading…
Reference in a new issue