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main.py
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import matplotlib.pyplot as plt
import networkx as nx
import chartalist
from chartalist.common.bitcoin_graph_maker import BitcoinGraphMaker
from chartalist.common.dashcoin_graph_maker import DashcoinGraphMaker
def main():
print("Started\n")
#
# Ethereum Transaction Network
ethereumTn = chartalist.get_dataset(dataset='ethereum', version=chartalist.EthereumLoader.TRANSACTION_NETWORK_BANCOR,
download=True, data_frame=True)
# Ethereum Multilayer Task
ethereumBytomTn = chartalist.get_dataset(dataset='ethereum', version=chartalist.EthereumLoader.MULTILAYER_BYTOM,
download=True, data_frame=True)
ethereumCybermilesTn = chartalist.get_dataset(dataset='ethereum',
version=chartalist.EthereumLoader.MULTILAYER_CYBERMILES,
download=True,
data_frame=True)
ethereumDecentralandTn = chartalist.get_dataset(dataset='ethereum',
version=chartalist.EthereumLoader.MULTILAYER_DECENTRALAND,
download=True,
data_frame=True)
ethereumTierionTn = chartalist.get_dataset(dataset='ethereum', version=chartalist.EthereumLoader.MULTILAYER_TIERION,
download=True,
data_frame=True)
ethereumVechainTn = chartalist.get_dataset(dataset='ethereum', version=chartalist.EthereumLoader.MULTILAYER_VECHAIN,
download=True,
data_frame=True)
ethereumZrxTn = chartalist.get_dataset(dataset='ethereum', version=chartalist.EthereumLoader.MULTILAYER_ZRX,
download=True,
data_frame=True)
# Ethereum Stable Coin ERC20
ethereumStableCoinERC20 = chartalist.get_dataset(dataset='ethereum',
version=chartalist.EthereumLoader.STABLECOIN_ERC20, download=True,
data_frame=True)
# Ethereum Type Prediction
ethereumTypePredictionTn = chartalist.get_dataset(dataset='ethereum',
version=chartalist.EthereumLoader.TYPE_PREDICTION_LABELS,
download=True, data_frame=True)
ethereumTypePredictionLables = chartalist.get_dataset(dataset='ethereum',
version=chartalist.EthereumLoader.TYPE_PREDICTION_TRANSACTIONS,
download=True, data_frame=True)
# Ethereum Price Prediction
ethereumTypePricePredictionZRX = chartalist.get_dataset(dataset='ethereum',
version=chartalist.EthereumLoader.PRICE_PREDICTION_ZRX,
download=True, data_frame=True)
ethereumTypePricePredictionVechain = chartalist.get_dataset(dataset='ethereum',
version=chartalist.EthereumLoader.PRICE_PREDICTION_VECHAIN,
download=True, data_frame=True)
# Ethereum anomaly detection
ethereumANomalyDetectionEDP = chartalist.get_dataset(dataset='ethereum',
version=chartalist.EthereumLoader.ANOMALY_DETECTION_ETHER_DOLLAR_PRICE,
download=True, data_frame=True)
ethereumANomalyDetectionEDT = chartalist.get_dataset(dataset='ethereum',
version=chartalist.EthereumLoader.ANOMALY_DETECTION_ETHER_DELTA_TRADES,
download=True, data_frame=True)
ethereumANomalyDetectionIDEX = chartalist.get_dataset(dataset='ethereum',
version=chartalist.EthereumLoader.ANOMALY_DETECTION_IDEX,
download=True, data_frame=True)
# Bitcoin Trans Net
bitcoinTnOut = chartalist.get_dataset(dataset='bitcoin',
version=chartalist.BitcoinLoaders.TRANSACTION_NETWORK_OUTPUT_SAMPLE,
download=True, data_frame=True)
bitcoinTnIn = chartalist.get_dataset(dataset='bitcoin',
version=chartalist.BitcoinLoaders.TRANSACTION_NETWORK_INPUT_SAMPLE,
download=True, data_frame=True)
# Bitcoin Graph Maker Example
graphMaker = BitcoinGraphMaker()
G = graphMaker.make_graph(in_df=bitcoinTnIn, out_df=bitcoinTnOut)
colormap = graphMaker.get_graph_color_map(G)
nx.draw(G, node_color=colormap, with_labels=True)
plt.show()
print(G)
# Bitcoin Price Prediction
bitcoinTnPricePredict = chartalist.get_dataset(dataset='bitcoin',
version=chartalist.BitcoinLoaders.PRICE_PREDICTION, download=True,
data_frame=True)
# Bitcoin Type Prediction
bitcoinTnTypePredict = chartalist.get_dataset(dataset='bitcoin', version=chartalist.BitcoinLoaders.TYPE_PREDICTION,
download=True,
data_frame=True)
# Bitcoin Block Time
bitcoinBlockTime = chartalist.get_dataset(dataset='bitcoin', version=chartalist.BitcoinLoaders.BLOCK_TIME,
download=True,
data_frame=True)
# Dashcoin Trans Net
dashcoinTnOut = chartalist.get_dataset(dataset='dashcoin',
version=chartalist.DashcoinLoader.TRANSACTION_NETWORK_OUTPUT_SAMPLE,
download=True,
data_frame=True)
dashcoinTnIn = chartalist.get_dataset(dataset='dashcoin',
version=chartalist.DashcoinLoader.TRANSACTION_NETWORK_INPUT_SAMPLE,
download=True,
data_frame=True)
# Bitcoin Graph Maker Example
graphMaker = DashcoinGraphMaker()
G = graphMaker.make_graph(in_df=dashcoinTnIn, out_df=dashcoinTnOut)
colormap = graphMaker.get_graph_color_map(G)
nx.draw(G, node_color=colormap, with_labels=True)
plt.show()
chartalist.get_info()
print("Finished \n")
if __name__ == '__main__':
main()