A simple script that will watch a stream for you and earn the channel points.

Overview

Twitch Channel Points Miner - v2

License Python3 PRsWelcome GitHub Repo stars GitHub closed issues GitHub last commit

Credits

A simple script that will watch a stream for you and earn the channel points.

It can wait for a streamer to go live (+450 points when the stream starts), it will automatically click the bonus button (+50 points), and it will follow raids (+250 points).

Read more about channels point here

Main difference from the original repository:

  • Improve the logging
  • Final report with all the datas
  • Rewrite the entire code using classe instead of module with global variables
  • Automatic download the followers list and use as input
  • Better 'Watch Streak' strategy in priority system #11
  • Auto claim game drops from Twitch inventory #21 Read more about game drops here
  • Place the bet / make prediction and won or lose ( πŸ€ ) your channel points! No browser needed. #41 (@lay295)

Full logs

%d/%m/%y %H:%M:%S - INFO - [run]: πŸ’£  Start session: '9eb934b0-1684-4a62-b3e2-ba097bd67d35'
%d/%m/%y %H:%M:%S - INFO - [run]: πŸ€“  Loading data for x streamers. Please wait ...
%d/%m/%y %H:%M:%S - INFO - [set_offline]: 😴  Streamer(username=streamer-username1, channel_id=0000000, channel_points=67247) is Offline!
%d/%m/%y %H:%M:%S - INFO - [set_offline]: 😴  Streamer(username=streamer-username2, channel_id=0000000, channel_points=4240) is Offline!
%d/%m/%y %H:%M:%S - INFO - [set_offline]: 😴  Streamer(username=streamer-username3, channel_id=0000000, channel_points=61365) is Offline!
%d/%m/%y %H:%M:%S - INFO - [set_offline]: 😴  Streamer(username=streamer-username4, channel_id=0000000, channel_points=3760) is Offline!
%d/%m/%y %H:%M:%S - INFO - [set_online]: πŸ₯³  Streamer(username=streamer-username, channel_id=0000000, channel_points=61365) is Online!
%d/%m/%y %H:%M:%S - INFO - [start_bet]: πŸ”§  Start betting for EventPrediction(event_id=xxxx-xxxx-xxxx-xxxx, title=Please star this repo) owned by Streamer(username=streamer-username, channel_id=0000000, channel_points=61365)
%d/%m/%y %H:%M:%S - INFO - [__open_coins_menu]: πŸ”§  Open coins menu for EventPrediction(event_id=xxxx-xxxx-xxxx-xxxx, title=Please star this repo)
%d/%m/%y %H:%M:%S - INFO - [__click_on_bet]: πŸ”§  Click on the bet for EventPrediction(event_id=xxxx-xxxx-xxxx-xxxx, title=Please star this repo)
%d/%m/%y %H:%M:%S - INFO - [__enable_custom_bet_value]: πŸ”§  Enable input of custom value for EventPrediction(event_id=xxxx-xxxx-xxxx-xxxx, title=Please star this repo)
%d/%m/%y %H:%M:%S - INFO - [on_message]: ⏰  Place the bet after: 89.99s for: EventPrediction(event_id=xxxx-xxxx-xxxx-xxxx-15c61914ef69, title=Please star this repo)
%d/%m/%y %H:%M:%S - INFO - [on_message]: πŸš€  +12 β†’ Streamer(username=streamer-username, channel_id=0000000, channel_points=61377) - Reason: WATCH.
%d/%m/%y %H:%M:%S - INFO - [make_predictions]: πŸ€  Going to complete bet for EventPrediction(event_id=xxxx-xxxx-xxxx-xxxx-15c61914ef69, title=Please star this repo) owned by Streamer(username=streamer-username, channel_id=0000000, channel_points=61377)
%d/%m/%y %H:%M:%S - INFO - [make_predictions]: πŸ€  Place 5k channel points on: SI (BLUE), Points: 848k, Users: 190 (70.63%), Odds: 1.24 (80.65%)
%d/%m/%y %H:%M:%S - INFO - [on_message]: πŸš€  +6675 β†’ Streamer(username=streamer-username, channel_id=0000000, channel_points=64206) - Reason: PREDICTION.
%d/%m/%y %H:%M:%S - INFO - [on_message]: πŸ“Š  EventPrediction(event_id=xxxx-xxxx-xxxx-xxxx, title=Please star this repo) - Result: WIN, Points won: 6675
%d/%m/%y %H:%M:%S - INFO - [on_message]: πŸš€  +12 β†’ Streamer(username=streamer-username, channel_id=0000000, channel_points=64218) - Reason: WATCH.
%d/%m/%y %H:%M:%S - INFO - [on_message]: πŸš€  +12 β†’ Streamer(username=streamer-username, channel_id=0000000, channel_points=64230) - Reason: WATCH.
%d/%m/%y %H:%M:%S - INFO - [claim_bonus]: 🎁  Claiming the bonus for Streamer(username=streamer-username, channel_id=0000000, channel_points=64230)!
%d/%m/%y %H:%M:%S - INFO - [on_message]: πŸš€  +60 β†’ Streamer(username=streamer-username, channel_id=0000000, channel_points=64290) - Reason: CLAIM.
%d/%m/%y %H:%M:%S - INFO - [on_message]: πŸš€  +12 β†’ Streamer(username=streamer-username, channel_id=0000000, channel_points=64326) - Reason: WATCH.
%d/%m/%y %H:%M:%S - INFO - [on_message]: πŸš€  +400 β†’ Streamer(username=streamer-username, channel_id=0000000, channel_points=64326) - Reason: WATCH_STREAK.
%d/%m/%y %H:%M:%S - INFO - [claim_bonus]: 🎁  Claiming the bonus for Streamer(username=streamer-username, channel_id=0000000, channel_points=64326)!
%d/%m/%y %H:%M:%S - INFO - [on_message]: πŸš€  +60 β†’ Streamer(username=streamer-username, channel_id=0000000, channel_points=64386) - Reason: CLAIM.
%d/%m/%y %H:%M:%S - INFO - [on_message]: πŸš€  +12 β†’ Streamer(username=streamer-username, channel_id=0000000, channel_points=64398) - Reason: WATCH.
%d/%m/%y %H:%M:%S - INFO - [update_raid]: 🎭  Joining raid from Streamer(username=streamer-username, channel_id=0000000, channel_points=64398) to another-username!
%d/%m/%y %H:%M:%S - INFO - [on_message]: πŸš€  +250 β†’ Streamer(username=streamer-username, channel_id=0000000, channel_points=6845) - Reason: RAID.

Less logs

%d/%m %H:%M:%S - πŸ’£  Start session: '9eb934b0-1684-4a62-b3e2-ba097bd67d35'
%d/%m %H:%M:%S - πŸ€“  Loading data for 13 streamers. Please wait ...
%d/%m %H:%M:%S - 😴  streamer-username1 (xxx points) is Offline!
%d/%m %H:%M:%S - 😴  streamer-username2 (xxx points) is Offline!
%d/%m %H:%M:%S - 😴  streamer-username3 (xxx points) is Offline!
%d/%m %H:%M:%S - 😴  streamer-username4 (xxx points) is Offline!
%d/%m %H:%M:%S - πŸ₯³  streamer-username (xxx points) is Online!
%d/%m %H:%M:%S - πŸ”§  Start betting for EventPrediction: Please star this repo owned by streamer-username (xxx points)
%d/%m %H:%M:%S - πŸ”§  Open coins menu for EventPrediction: Please star this repo
%d/%m %H:%M:%S - πŸ”§  Click on the bet for EventPrediction: Please star this repo
%d/%m %H:%M:%S - πŸ”§  Enable input of custom value for EventPrediction: Please star this repo
%d/%m %H:%M:%S - ⏰  Place the bet after: 89.99s EventPrediction: Please star this repo
%d/%m %H:%M:%S - πŸš€  +12 β†’ streamer-username (xxx points) - Reason: WATCH.
%d/%m %H:%M:%S - πŸ€  Going to complete bet for EventPrediction: Please star this repo owned by streamer-username (xxx points)
%d/%m %H:%M:%S - πŸ€  Place 5k channel points on: SI (BLUE), Points: 848k, Users: 190 (70.63%), Odds: 1.24 (80.65%)
%d/%m %H:%M:%S - πŸš€  +6675 β†’ streamer-username (xxx points) - Reason: PREDICTION.
%d/%m %H:%M:%S - πŸ“Š  EventPrediction: Please star this repo - Result: WIN, Points won: 6675
%d/%m %H:%M:%S - πŸš€  +12 β†’ streamer-username (xxx points) - Reason: WATCH.
%d/%m %H:%M:%S - πŸš€  +12 β†’ streamer-username (xxx points) - Reason: WATCH.
%d/%m %H:%M:%S - πŸš€  +60 β†’ streamer-username (xxx points) - Reason: CLAIM.
%d/%m %H:%M:%S - πŸš€  +12 β†’ streamer-username (xxx points) - Reason: WATCH.
%d/%m %H:%M:%S - πŸš€  +400 β†’ streamer-username (xxx points) - Reason: WATCH_STREAK.
%d/%m %H:%M:%S - πŸš€  +60 β†’ streamer-username (xxx points) - Reason: CLAIM.
%d/%m %H:%M:%S - πŸš€  +12 β†’ streamer-username (xxx points) - Reason: WATCH.
%d/%m %H:%M:%S - 🎭  Joining raid from streamer-username (xxx points) to another-username!
%d/%m %H:%M:%S - πŸš€  +250 β†’ streamer-username (xxx points) - Reason: RAID.

Final report:

%d/%m/%y %H:%M:%S - πŸ›‘  End session 'f738d438-cdbc-4cd5-90c4-1517576f1299'
%d/%m/%y %H:%M:%S - πŸ“„  Logs file: /.../path/Twitch-Channel-Points-Miner-v2/logs/username.timestamp.log
%d/%m/%y %H:%M:%S - βŒ›  Duration 10:29:19.547371

%d/%m/%y %H:%M:%S - πŸ“Š  BetSettings(Strategy=Strategy.SMART, Percentage=7, PercentageGap=20, MaxPoints=7500
%d/%m/%y %H:%M:%S - πŸ“Š  EventPrediction(event_id=xxxx-xxxx-xxxx-xxxx, title="Event Title1")
		Streamer(username=streamer-username, channel_id=0000000, channel_points=67247)
		Bet(TotalUsers=1k, TotalPoints=11M), Decision={'choice': 'B', 'amount': 5289, 'id': 'xxxx-yyyy-zzzz'})
		Outcome0(YES (BLUE) Points: 7M, Users: 641 (58.49%), Odds: 1.6, (5}%)
		Outcome1(NO (PINK),Points: 4M, Users: 455 (41.51%), Odds: 2.65 (37.74%))
		Result: {'type': 'LOSE', 'won': 0}
%d/%m/%y %H:%M:%S - πŸ“Š  EventPrediction(event_id=yyyy-yyyy-yyyy-yyyy, title="Event Title2")
		Streamer(username=streamer-username, channel_id=0000000, channel_points=3453464)
		Bet(TotalUsers=921, TotalPoints=11M), Decision={'choice': 'A', 'amount': 4926, 'id': 'xxxx-yyyy-zzzz'})
		Outcome0(YES (BLUE) Points: 9M, Users: 562 (61.02%), Odds: 1.31 (76.34%))
		Outcome1(YES (PINK) Points: 3M, Users: 359 (38.98%), Odds: 4.21 (23.75%))
		Result: {'type': 'WIN', 'won': 6531}
%d/%m/%y %H:%M:%S - πŸ“Š  EventPrediction(event_id=ad152117-251b-4666-b683-18e5390e56c3, title="Event Title3")
		Streamer(username=streamer-username, channel_id=0000000, channel_points=45645645)
		Bet(TotalUsers=260, TotalPoints=3M), Decision={'choice': 'A', 'amount': 5054, 'id': 'xxxx-yyyy-zzzz'})
		Outcome0(YES (BLUE) Points: 689k, Users: 114 (43.85%), Odds: 4.24 (23.58%))
		Outcome1(NO (PINK) Points: 2M, Users: 146 (56.15%), Odds: 1.31 (76.34%))
		Result: {'type': 'LOSE', 'won': 0}

%d/%m/%y %H:%M:%S - πŸ€–  Streamer(username=streamer-username, channel_id=0000000, channel_points=67247), Total points gained (after farming - before farming): -7838
%d/%m/%y %H:%M:%S - πŸ’°  WATCH(35 times, 350 gained), CLAIM(11 times, 550 gained), PREDICTION(1 times, 6531 gained)
%d/%m/%y %H:%M:%S - πŸ€–  Streamer(username=streamer-username1, channel_id=0000000, channel_points=4240), Total points gained (after farming - before farming): 0
%d/%m/%y %H:%M:%S - πŸ€–  Streamer(username=streamer-username2, channel_id=0000000, channel_points=61365), Total points gained (after farming - before farming): 977
%d/%m/%y %H:%M:%S - πŸ’°  WATCH(11 times, 132 gained), REFUND(1 times, 605 gained), CLAIM(4 times, 240 gained)
%d/%m/%y %H:%M:%S - πŸ€–  Streamer(username=streamer-username3, channel_id=0000000, channel_points=6815), Total points gained (after farming - before farming): 0
%d/%m/%y %H:%M:%S - πŸ€–  Streamer(username=streamer-username4, channel_id=0000000, channel_points=16386), Total points gained (after farming - before farming): 0
%d/%m/%y %H:%M:%S - πŸ€–  Streamer(username=streamer-username5, channel_id=0000000, channel_points=25960), Total points gained (after farming - before farming): 1680
%d/%m/%y %H:%M:%S - πŸ’°  WATCH(53 times, 530 gained), CLAIM(17 times, 850 gained)
%d/%m/%y %H:%M:%S - πŸ€–  Streamer(username=streamer-username6, channel_id=0000000, channel_points=9430), Total points gained (after farming - before farming): 1120
%d/%m/%y %H:%M:%S - πŸ’°  WATCH(42 times, 420 gained), WATCH_STREAK(1 times, 450 gained), CLAIM(14 times, 700 gained)
%d/%m/%y %H:%M:%S - πŸ€–  Streamer(username=streamer-username7, channel_id=0000000, channel_points=2380), Total points gained (after farming - before farming): 0
%d/%m/%y %H:%M:%S - πŸ€–  Streamer(username=streamer-username8, channel_id=0000000, channel_points=10230), Total points gained (after farming - before farming): 0

How to use:

  1. Clone this repository git clone https://github.com/Tkd-Alex/Twitch-Channel-Points-Miner-v2
  2. Install all the requirements pip install -r requirements.txt
  3. Create your run.py file start from example.py
# -*- coding: utf-8 -*-

import logging
from TwitchChannelPointsMiner import TwitchChannelPointsMiner
from TwitchChannelPointsMiner.logger import LoggerSettings
from TwitchChannelPointsMiner.classes.entities.Bet import Strategy, BetSettings, Condition, OutcomeKeys, FilterCondition
from TwitchChannelPointsMiner.classes.entities.Streamer import Streamer, StreamerSettings

twitch_miner = TwitchChannelPointsMiner(
    username="your-twitch-username",
    claim_drops_startup=False,                  # If you want to auto claim all drops from Twitch inventory on startup
    logger_settings=LoggerSettings(
        save=True,                              # If you want to save logs in file (suggested)
        console_level=logging.INFO,             # Level of logs - use logging.DEBUG for more info)
        file_level=logging.DEBUG,               # Level of logs - If you think the log file it's too big use logging.INFO
        emoji=True,                             # On Windows we have a problem to print emoji. Set to false if you have a problem
        less=False                              # If you think that the logs are too much verborse set this to True
    ),
    streamer_settings=StreamerSettings(
        make_predictions=True,                  # If you want to Bet / Make prediction
        follow_raid=True,                       # Follow raid to obtain more points
        claim_drops=True,                       # We can't filter rewards base on stream. Set to False for skip viewing counter increase and you will never obtain a drop reward from this script. Issue #21
        watch_streak=True,                      # If a streamer go online change the priotiry of streamers array and catch the watch screak. Issue #11
        bet=BetSettings(
            strategy=Strategy.SMART,            # Choose you strategy!
            percentage=5,                       # Place the x% of your channel points
            percentage_gap=20,                  # Gap difference between outcomesA and outcomesB (for SMART stragegy)
            max_points=50000,                   # If the x percentage of your channel points is gt bet_max_points set this value
            stealth_mode=True,                  # If the calculated amount of channel points is GT the highest bet, place the highest value minus 1-2 points #33
            filter_condition=FilterCondition(
                by=OutcomeKeys.TOTAL_USERS,    # Where apply the filter. Allowed [PERCENTAGE_USERS, ODDS_PERCENTAGE, ODDS, TOP_POINTS, TOTAL_USERS, TOTAL_POINTS]
                where=Condition.LTE,           # 'by' must be [GT, LT, GTE, LTE] than value
                value=800
            )
        )
    )
)

# You can customize the settings for each streamer. If not settings was provided the script will use the streamer_settings from TwitchChannelPointsMiner.
# If no streamer_settings provided in TwitchChannelPointsMiner the script will use default settings.
# The streamers array can be a String -> username or Streamer instance.

# The settings priority are: settings in mine function, settings in TwitchChannelPointsMiner instance, default settings.
# For example if in the mine function you don't provide any value for 'make_prediction' but you have set it on TwitchChannelPointsMiner instance the script will take the value from here.
# If you haven't set any value even in the instance the default one will be used

twitch_miner.mine(
    [
        Streamer("streamer-username01", settings=StreamerSettings(make_predictions=True  , follow_raid=False , claim_drops=True  , watch_streak=True , bet=BetSettings(strategy=Strategy.SMART      , percentage=5 , stealth_mode=True,  percentage_gap=20 , max_points=234   , filter_condition=FilterCondition(by=OutcomeKeys.TOTAL_USERS,      where=Condition.LTE, value=800 ) ) )),
        Streamer("streamer-username02", settings=StreamerSettings(make_predictions=False , follow_raid=True  , claim_drops=False ,                     bet=BetSettings(strategy=Strategy.PERCENTAGE , percentage=5 , stealth_mode=False, percentage_gap=20 , max_points=1234  , filter_condition=FilterCondition(by=OutcomeKeys.TOTAL_POINTS,     where=Condition.GTE, value=250 ) ) )),
        Streamer("streamer-username03", settings=StreamerSettings(make_predictions=True  , follow_raid=False ,                     watch_streak=True , bet=BetSettings(strategy=Strategy.SMART      , percentage=5 , stealth_mode=False, percentage_gap=30 , max_points=50000 , filter_condition=FilterCondition(by=OutcomeKeys.ODDS,             where=Condition.LT,  value=300 ) ) )),
        Streamer("streamer-username04", settings=StreamerSettings(make_predictions=False , follow_raid=True  ,                     watch_streak=True                                                                                                                                                                                                                                 )),
        Streamer("streamer-username05", settings=StreamerSettings(make_predictions=True  , follow_raid=True  , claim_drops=True ,  watch_streak=True , bet=BetSettings(strategy=Strategy.HIGH_ODDS  , percentage=7 , stealth_mode=True,  percentage_gap=20 , max_points=90    , filter_condition=FilterCondition(by=OutcomeKeys.PERCENTAGE_USERS, where=Condition.GTE, value=300 ) ) )),
        Streamer("streamer-username06"),
        Streamer("streamer-username07"),
        Streamer("streamer-username08"),
        "streamer-username09",
        "streamer-username10",
        "streamer-username11"
    ],                                 # Array of streamers (order = priority)
    followers=False                    # Automatic download the list of your followers (unable to set custom settings for you followers list)
)

You can also use all the default values except for your username obv. Short version:

from TwitchChannelPointsMiner import TwitchChannelPointsMiner
twitch_miner = TwitchChannelPointsMiner("your-twitch-username")
twitch_miner.mine(["streamer1", "streamer2"])                   # Array of streamers OR
twitch_miner.mine(followers=True)                               # Automatic use the followers list OR
twitch_miner.mine(["streamer1", "streamer2"], followers=True)   # Mixed
  1. Start mining! python run.py

Limits

Twitch has a limit - you can't watch more than 2 channels at one time. We take the first two streamers from the list as they have the highest priority.

Make sure to write the streamers array in order of priority from left to right. If you use followers=True Twitch return the streamers order by followed_at. So your last follow have the highest priority.

Settings

LoggerSettings

Key Type Default Description
save bool True If you want to save logs in file (suggested)
less bool False Reduce the logging format and message verbosity #10
console_level level logging.INFO Level of logs in terminal - Use logging.DEBUG for more helpful messages.
file_level level logging.DEBUG Level of logs in file save - If you think the log file it's too big use logging.INFO
emoji bool For Windows is False else True On Windows we have a problem to print emoji. Set to false if you have a problem

StreamerSettings

Key Type Default Description
make_predictions bool True Choose if you want to make predictions / bet or not
follow_raid bool True Choose if you want to follow raid +250 points
claim_drops bool True If this values is True the script will increase the watch-time for the current game. With this you are able to claim the drops from Twitch Inventory #21
watch_streak bool True Choose if you want to change priority for this streamers and try to catch the Watch Streak event #11
bet BetSettings Rules to follow for the bet

BetSettings

Key Type Default Description
strategy Strategy SMART Choose your strategy! See above for more info
percentage int 5 Place the x% of your channel points
percentage_gap int 20 Gap difference between outcomesA and outcomesB (for SMART stragegy)
max_points int 50000 If the x percentage of your channel points is GT bet_max_points set this value
stealth_mode bool False If the calculated amount of channel points is GT the highest bet, place the highest value minus 1-2 points #33
filter_condition FilterCondition None Based on this filter the script will skip some bet #29

Bet strategy

  • MOST_VOTED: Select the option most voted based on users count
  • HIGH_ODDS: Select the option with the highest odds
  • PERCENTAGE: Select the option with the highest percentage based on odds (It's the same that show Twitch) - Should be the same of select LOWEST_ODDS
  • SMART: If the majority in percent chose an option then follow the other users, otherwise choose the option with the highest odds

Screenshot

Here a concrete example:

  • MOST_VOTED: 21 Users have select 'over 7.5', instead of 9 'under 7.5'
  • HIGH_ODDS: The highest odd is 2.27 on 'over 7.5' vs 1.79 on 'under 7.5'
  • PERCENTAGE: The highest percentage is 56% for 'under 7.5'
  • SMART: Calculate the percentage based on the users. The percentage are: 'over 7.5': 70% and 'under 7.5': 30%. If the difference between the two percatage are highter thant percentage_gap select the highest percentage, else the highest odds. In this case if percentage_gap = 20 ; 70-30 = 40 > percentage_gap, so the bot will select 'over 7.5'

FilterCondition

Key Type Default Description
by OutcomeKeys None Key to apply the filter
where Condition None Condition that should match for place bet
value number None Value to compare

Allowed values for by are:

  • PERCENTAGE_USERS (no sum) [Would never want a sum as it'd always be 100%]
  • ODDS_PERCENTAGE (no sum) [Doesn't make sense to sum odds]
  • ODDS (no sum) [Doesn't make sense to sum odds]
  • DECISION_USERS (no sum)
  • DECISION_POINTS (no sum)
  • TOP_POINTS (no sum) [Doesn't make sense to the top points of both sides]
  • TOTAL_USERS (sum)
  • TOTAL_POINTS (sum)

Allowed values for where are: GT, LT, GTE, LTE

Example

  • If you want to place the bet ONLY if the total of users participants in the bet are greater than 200 FilterCondition(by=OutcomeKeys.TOTAL_USERS, where=Condition.GT, value=200)
  • If you want to place the bet ONLY if the winning odd of your decision is greater than or equal 1.3 FilterCondition(by=OutcomeKeys.ODDS, where=Condition.GTE, value=1.3)
  • If you want to place the bet ONLY if highest bet is lower than 2000 FilterCondition(by=OutcomeKeys.TOP_POINTS, where=Condition.LT, value=2000)

Migrating from old repository (the original one):

If you already have a twitch-cookies.pkl and you don't want to login again please create a cookies/ folder in the current directory and then copy the .pkl file with a new name your-twitch-username.pkl

.
+-- run.py
+-- cookies
|   +-- your-twitch-username.pkl

Windows

Other users have find multiple problems on Windows my suggestion are:

  • Stop use Windows 😝
  • Suppress the emoji in logs with logger_settings=LoggerSettings(emoji=False)

Other usefully infos can be founded here: https://github.com/gottagofaster236/Twitch-Channel-Points-Miner/issues/31

Issue / Debug

When you open a new issue please use the correct template. Please provide at least the following information/files:

  • Operation System
  • Python Version
  • logs/ LoggerSettings(file_level=logging.DEBUG)

Make sure also to have the latest commit.

Disclaimer

This project comes with no gurantee or warranty. You are responsible for whatever happens from using this project. It is possible to get soft or hard banned by using this project if you are not careful. This is a personal project and is in no way affiliated with Twitch.

Owner
Alessandro Maggio
Tkd-AlexΒ© UNICT DMI Student
Alessandro Maggio
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