recommend system for instacart dataset
Project description
INSTARECSYS
DESCRIPTION
This package is for make recommendation on instacart dataset for entry users
For recommendation used two features:
- total quantity of purchase same item
- add to cart order
Some features of this package:
- loading fast dataset (using engine - 'pyarrow' of pandas library)
- reduce size of dataset used memory by changing type of values
- easy to use. Just load dataset - build features - make recommendation
- recommendation for: all users, set of users, one user
- have build in sample dataset
INSTALLATION
Use the package manager pip to install instarecsys.
pip install instarecsys
USAGE
# import
from instarecsys import Insta
# create Insta instance
my_insta = Insta()
# we load sample dataset which is build in this library
df = my_insta.load_sample()
# make features
df_final = my_insta.feature(df)
# make recommendation for one user
recsys_one_user = my_insta.recommend(df_final, users = [1])
# make recommendation fo set of users
recsys_set_users = my_insta.recommend(df_final, users = [1, 2, 7])
# make recommendation for all users
recsys_all_users = my_insta.recommend(df_final)
LICENSE
CONTACTS
my e-mail: sanchelo2006@yandex.ru
any suggestions, questions, discussion always welcome.
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file instarecsys-0.1.3.tar.gz.
File metadata
- Download URL: instarecsys-0.1.3.tar.gz
- Upload date:
- Size: 1.3 MB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/5.0.0 CPython/3.8.10
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
62065bf5915e73788a279ad6a210156ae9085f537b7ddc6a17a1741269ac43ba
|
|
| MD5 |
a3a0e16403126602d1b7f4c297d41a2a
|
|
| BLAKE2b-256 |
0e89b9d477ea7ce35838c3e48678d92b9a19bd99349bed5980f97935f183b732
|
File details
Details for the file instarecsys-0.1.3-py3-none-any.whl.
File metadata
- Download URL: instarecsys-0.1.3-py3-none-any.whl
- Upload date:
- Size: 1.3 MB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/5.0.0 CPython/3.8.10
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
259dca597db48007f5b071e720f7b1b7de869236b7d405b9b04ca8674ffe240b
|
|
| MD5 |
076a66a26607de9b988577d3a1e0e52b
|
|
| BLAKE2b-256 |
f7b627e7d2699dcc5e76c253e00176d9154b342f414c425db218a3fe9a642b22
|