Streaming data - Data to Decision - IND320

Data that can be loaded chunk-wise (single or a few at the time).
Data flowing through a socket/pipe/streaming API/...
Typically requires:
- Checking if stream is active.
- A reactive reading mechanism or time delayed loop to check for updates.
- Error/exception checking/handling.
- A receiving enitity that can use the incomming data, e.g., printing to screen, updating graphics, updating a model, predicting some outcome/state/quantity, ...

Live reading of Twitch chat¶

Requires a free account on Twitch and obtaining an oauth autentication token.
We will use River’s TwitchChatStream to handle the live streamed data.

# Check if user is logged in ("==" active chat)
import requests
user = "summit1g" # Change this to the user you want to check, e.g., epicdan22, zackrawrr, summit1g, 
# mizkif, cohhcarnage, k3soju, etc.
response = requests.get("https://decapi.me/twitch/uptime/"+user).text
is_online = response != user+" is offline"
print(is_online)

False

# Connect to the Twitch chat using River
from river import stream

if is_online:
    oauth = open('../../../No_sync/twitch_oauth','r').read()
    twitch_chat = stream.TwitchChatStream(
        nickname="khliland", # Exchange with your Twitch username
        token=oauth,
        channels=[user]
    )

# If the user is online, print the first 2 messages
if is_online:
    messages = 10
    for item in twitch_chat:
        print(item)
        if messages > 1:
            messages -= 1
        else:
            print("Puh, that's enough!")
            break

Comments¶

Here, River has formated everything nicely for us as dictionaries.
- River’s streaming format is based on dictionaries to minimize overhead.
See escpecially the datetime formatting.
We will return to River and streaming Machine Learning later in the book.

Exercise¶

Make a clock using TimeAPI.io

Pull the current time from https://timeapi.io/api/time/current/zone?timeZone=Europe%2FOslo every second using requests.get().
Print only the hours:minutes:seconds.decimals
Print an error message if this fails.
Stop after 10 seconds