carbon_bot_conversion.py

import json
import requests

def get_auth_token(host, user, pw):
    url = f"{host}/api/auth"
    payload = {"username": user, "password": pw}
    response = requests.post(url, json=payload)
    try:
        token = response.json()["access_token"]
        return token
    except:
        return None
      
def get_conversations(host, token, limit=100):
    url = f"{host}/api/conversations?limit={limit}&exclude_self=true"
    headers = {"Authorization": f"Bearer {token}"}
    try:
        data = requests.get(url, headers=headers).json()
        return data
    except:
        return None

def calculate_conversion(convos):
    n_convos = len(convos)
    n_clicks = len([c for c in convos if len(c["tags"])>0])
    print(f"total conversations: {n_convos}")
    print(f"conversations with at least one click: {n_clicks}")
    print(f"conversion: {100*n_clicks/n_convos:.1f}%")

def main():
    host = "https://carbon.rasa.com"
    user = "me"
    pw = "pw"
    max_conversations = 200
    token = get_auth_token(host, user, pw)
    convos = get_conversations(host, token, limit=max_conversations)
    calculate_conversion(convos)
 
if __name__ == "__main__":
    main()