dash-whales-spaces / utils /scrap_etherscan.py
mohcineelharras's picture
working scheduler
349c960
raw
history blame
5.68 kB
# ---------------------- Library Imports ----------------------
import time
import os
import json
import pandas as pd
import logging
import requests
from dotenv import load_dotenv
# ---------------------- Environment Variables ----------------------
load_dotenv()
url_etherscan = os.getenv("URL_ETHERSCAN")
api_key_etherscan = os.getenv("API_KEY_ETHERSCAN")
log_folder = os.getenv("LOG_FOLDER")
os.makedirs(log_folder, exist_ok=True)
log_file = os.path.join(log_folder, "etherscan_scrap.log")
log_format = "%(asctime)s [%(levelname)s] - %(message)s"
logging.basicConfig(filename=log_file, level=logging.INFO, format=log_format)
# Load the JSON file into a dictionary
with open("ressources/dict_tokens_addr.json", "r") as file:
dict_addresses = json.load(file)
L_created = []
L_updated = []
n_blocks = 20000
n_loop = n_blocks // 10_000
# ---------------------- Helper Functions ----------------------
def log_execution_time(func):
def wrapper(*args, **kwargs):
start_time = time.time()
result = func(*args, **kwargs)
end_time = time.time()
logging.info(f"Function {func.__name__} executed in {end_time - start_time:.2f} seconds")
return result
return wrapper
def latest_block(start_block=None):
params = {
"module": "proxy",
"action": "eth_blockNumber",
"apikey": api_key_etherscan
}
response = requests.get(url_etherscan, params=params)
if response.status_code == 200:
try:
latest_block_number = int(response.json()["result"], 16)
if start_block is not None:
return latest_block_number, latest_block_number - start_block
return latest_block_number
except (ValueError, KeyError):
logging.error(f"Invalid response format or missing data in response: {response.json()}")
return None, None
else:
logging.error(f"API call failed with status code {response.status_code}: {response.json()}")
return None, None
def get_coin_data(contractAddr, n):
latest_block_number = latest_block()
if latest_block_number is None:
logging.error(f"Could not retrieve latest block number for contract address {contractAddr}")
return pd.DataFrame() # Return an empty DataFrame
df_transactions = pd.DataFrame()
transactions_per_call = 10_000
for i in range(n):
start_block = latest_block_number - (n - i) * transactions_per_call
end_block = latest_block_number - (n - 1 - i) * transactions_per_call
params = {
"module": "account",
"action": "tokentx",
"contractaddress": contractAddr,
"startblock": start_block,
"endblock": end_block,
"sort": "asc",
"apikey": api_key_etherscan
}
response = requests.get(url_etherscan, params=params)
transactions = response.json().get("result", [])
if not isinstance(transactions, list) or not all(isinstance(item, dict) for item in transactions):
logging.error(f"Invalid data format for transactions: {transactions}")
continue # Skip this iteration if transactions data is invalid
df_temp = pd.DataFrame(transactions)
if not df_temp.empty:
df_transactions = pd.concat([df_transactions, df_temp])
time.sleep(1)
if 'timeStamp' in df_transactions:
df_transactions['timeStamp'] = pd.to_datetime(df_transactions['timeStamp'].astype(int), unit='s')
else:
logging.error("'timeStamp' key not found in the response data.")
return pd.DataFrame() # Return an empty DataFrame if key is missing
df_transactions['value'] = df_transactions['value'].astype(float) / 1e18
return df_transactions
# ---------------------- Main Function ----------------------
@log_execution_time
def fetch_and_update_etherscan():
for tokenSymbol, contractAddr in dict_addresses.items():
file = f"output/transactions_{tokenSymbol}.csv"
if not os.path.exists(file):
L_created.append(file)
df_transactions = get_coin_data(contractAddr, n_loop)
df_transactions_no_dup = df_transactions.drop(["confirmations", "input"], axis=1).drop_duplicates(subset="hash")
df_transactions_no_dup.to_csv(file, sep=",", index=False)
else:
L_updated.append(file)
df_temp = pd.read_csv(file, sep=",")
df_temp = df_temp.sort_values("blockNumber", ascending=False)
start_block = df_temp["blockNumber"].iloc[0]
latest_block_number, diff = latest_block(start_block)
if latest_block_number is None:
logging.error(f"Failed to retrieve latest block number for token: {tokenSymbol}")
continue
n_loop_to_concat = (diff // 10000) + 1
df_transactions = get_coin_data(contractAddr, n_loop_to_concat)
df_latest = pd.concat([df_transactions, df_temp]).drop(["confirmations", "input"], axis=1)
df_latest_no_dup = df_latest.drop_duplicates(subset="hash")
df_latest_no_dup.loc[:, "blockNumber"] = df_latest_no_dup["blockNumber"].astype(int)
df_latest_no_dup = df_latest_no_dup.sort_values(by="blockNumber")
df_latest_no_dup.to_csv(file, sep=",", index=False)
logging.info("Created files: " + ", ".join(L_created))
logging.info("Updated files: " + ", ".join(L_updated))
logging.info("Etherscan scraping script execution completed.")
# ---------------------- Script Execution ----------------------
if __name__ == "__main__":
fetch_and_update_etherscan()