import json

# Load the JSON data from your file
with open('discord_logs.json', 'r') as json_file:
    data = json.load(json_file)

# Define the minimum values for filtering
minimum_average_token_length = 125  # Set your desired minimum average token length
minimum_median_token_length = 125  # Set your desired minimum median token length
minimum_conversations_length = 6   # Set your desired minimum length of the 'conversations' array

# Filter the items that meet the minimum criteria
filtered_items = [
    item for item in data
    if item.get('average_token_length', 0) >= minimum_average_token_length
    and item.get('median_token_length', 0) >= minimum_median_token_length
    and len(item.get('conversations', [])) >= minimum_conversations_length
]

# Save the filtered items to a new JSON file
with open(f'{minimum_median_token_length}_tokens_{minimum_conversations_length}_messages.json', 'w') as filtered_json_file:
    json.dump(filtered_items, filtered_json_file, indent=4)

# Optionally, you can print the filtered items
for i, item in enumerate(filtered_items):
    print(f"Filtered Item {i + 1} - Average Token Length: {item.get('average_token_length')}, Conversations Length: {len(item.get('conversations', []))}")