NLGRF / Back-End-API-Test

FastAPI(Python)

Createder-Back-End

• fork this repository
• clone and coding
• push and pull request to this repository

User API and TodoList API with FastAPI(Python)

• Database : Sqlite3 or PostgreSQL or Microsoft SQL Server with ORM (SQLAlchemy/Pydantic)
• Programming Language : Python 3

Part 0 : Data Schema

• user schema

{
"id": ?,
"userName":?,
"password": ?,
"email": ?,
"firstName": ?,
"lastName": ?,
"phoneNumber": ?,
"role": ?
}

• todolist schema

{
"id": ?,
"title":?,
"dueDate": ?,
"description": ?,
"userId": ?,
"completed": ?
}

Part 1 : CRUD Endpoint User/TodoList (Create, Read, Update and Delete)

Authentication and Authorization with JWT for using TodoList API role admin and user

• async/await
• pytest
• swagger ui
• add data to database
• show all data
• show data by id
• edit data and update to database
• delete data by id
• sort by last time created
• sort by last time updated
• select completed only
• show 5 data by page number
• show data by page number and limit data
  • show x data by page number ; x = limit data

Part 2 : Run with Docker

• dockerfile
• docker-compose

Aggregation API with FastAPI(Python)

• Database : (Sqlite3 or PostgreSQL or Microsoft SQL Server) and BigQuery with ORM (SQLAlchemy/Pydantic)
• Programming Language : Python 3

Part 0 : Data Schema

• propertyType

{
    "บ้านเดี่ยว": "S",
    "บ้านแฝด": "D",
    "บ้านเเฝด": "D",
    "ทาวน์โฮม": "T",
    "คอนโดมิเนี่ยม": "C",
    "อาคารพาณิชย์": "B",
}

• bigquery-public-data.country_codes.country_codes

{
    "country_name" : string,
    "alpha_2_code" : string,
    "alpha_3_code" : string
}

• main schema
  • projects.csv to your database

  {
  }

• other schema
  • import 2023-02-01_2023-02-28.csv to script

  {
  }

Part 1 : Aggregation Endpoint (Read and Update)

• async/await
• pytest
• swagger ui
• Aggregation data 2023-02-01_2023-02-28.csv and projects.csv
• group by and summary data 2023-02-01_2023-02-28.csv by ga:pagePathLevel1 and ga:pagePathLevel2
• add country_name by cityCode (xxyy) from bigquery-public-data.country_codes.country_codes by start xx code
  • example : 6644 (cityCode) -> 66yy -> Thailand (country_name)
• logoMediaId to logoMediaUrl (https://www.createder.com/media/xxxxx.jpg)
• filter by propertyType
• filter by country_name
• filter by cityCode
• filter price range

Part 2 : Run with Docker

• dockerfile
• docker-compose

DS with Python (Extra)

• NLP with PythaiNLP (custom corpus)
• OCR for Thai Language
• Search Engine with Elasticsearch and Kibana and PythaiNLP (custom corpus)
• Recommendation System with Image and Text

Good Luck!