{
"cells": [
{
"cell_type": "code",
"execution_count": 44,
"id": "931fc11c",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt \n",
"import seaborn as sns\n",
"\n",
"from sklearn.preprocessing import PowerTransformer\n",
"from sklearn.decomposition import PCA\n",
"from sklearn.manifold import TSNE\n",
"\n",
"import warnings \n",
"warnings.filterwarnings('ignore')\n",
"\n",
"pd.set_option('display.max_columns', 200)\n",
"random_state = 42"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "9ac37672",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Dataset Shape: (1221, 17)\n"
]
},
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" wallet_address | \n",
" first_tx_date | \n",
" last_tx_date | \n",
" tx_count | \n",
" active_days | \n",
" avg_tx_per_day | \n",
" total_gas_spent | \n",
" total_nft_buys | \n",
" total_nft_sells | \n",
" total_nft_volume_usd | \n",
" unique_nfts_owned | \n",
" dex_trades | \n",
" avg_trade_size_usd | \n",
" total_traded_usd | \n",
" erc20_receive_usd | \n",
" erc20_send_usd | \n",
" native_balance_delta | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 0x000000000000000000000000000000000000dead | \n",
" 2025-08-30 18:40:11.000 UTC | \n",
" 2025-11-28 16:08:23.000 UTC | \n",
" 1767.0 | \n",
" 90 | \n",
" 19 | \n",
" 0.759658 | \n",
" 17963024.0 | \n",
" 17558.0 | \n",
" 3.844577e+08 | \n",
" 112763 | \n",
" 10150882.0 | \n",
" 107.003156 | \n",
" 1.048650e+09 | \n",
" 1.148467e+15 | \n",
" 1.201438e+05 | \n",
" 0.232431 | \n",
"
\n",
" \n",
" | 1 | \n",
" 0x0000000000000792b907283999351c9587689a82 | \n",
" 2025-08-30 16:36:23.000 UTC | \n",
" 2025-11-28 16:23:59.000 UTC | \n",
" 28450.0 | \n",
" 91 | \n",
" 312 | \n",
" 14.849973 | \n",
" 2005.0 | \n",
" 0.0 | \n",
" 0.000000e+00 | \n",
" 1698 | \n",
" 74571.0 | \n",
" 916.841248 | \n",
" 5.984039e+07 | \n",
" 0.000000e+00 | \n",
" 4.635820e+01 | \n",
" -1.610003 | \n",
"
\n",
" \n",
" | 2 | \n",
" 0x00000000000124d994209fbb955e0217b5c2eca1 | \n",
" 2025-08-30 16:30:23.000 UTC | \n",
" 2025-11-28 16:23:35.000 UTC | \n",
" 27499.0 | \n",
" 91 | \n",
" 302 | \n",
" 3.315592 | \n",
" 3799.0 | \n",
" 0.0 | \n",
" 7.126536e-02 | \n",
" 3124 | \n",
" 18769.0 | \n",
" 1050.425660 | \n",
" 1.971544e+07 | \n",
" 0.000000e+00 | \n",
" 0.000000e+00 | \n",
" -14.261347 | \n",
"
\n",
" \n",
" | 3 | \n",
" 0x00000000009e50a7ddb7a7b0e2ee6604fd120e49 | \n",
" 2025-09-28 09:43:59.000 UTC | \n",
" 2025-11-13 14:47:11.000 UTC | \n",
" 2.0 | \n",
" 2 | \n",
" 1 | \n",
" 0.000075 | \n",
" 27468.0 | \n",
" 5376.0 | \n",
" 6.836220e-05 | \n",
" 9310 | \n",
" 2717068.0 | \n",
" 7172.788042 | \n",
" 1.927236e+10 | \n",
" 2.208333e+13 | \n",
" 2.208333e+13 | \n",
" 0.000000 | \n",
"
\n",
" \n",
" | 4 | \n",
" 0x000000002a634f97eef66251b538046514d94f4a | \n",
" 2025-08-30 16:54:11.000 UTC | \n",
" 2025-11-28 16:22:23.000 UTC | \n",
" 25859.0 | \n",
" 91 | \n",
" 284 | \n",
" 12.010983 | \n",
" 2326.0 | \n",
" 0.0 | \n",
" 3.463276e-03 | \n",
" 1971 | \n",
" 84857.0 | \n",
" 953.686072 | \n",
" 7.616614e+07 | \n",
" 7.271904e-04 | \n",
" 0.000000e+00 | \n",
" -5.570000 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" wallet_address first_tx_date \\\n",
"0 0x000000000000000000000000000000000000dead 2025-08-30 18:40:11.000 UTC \n",
"1 0x0000000000000792b907283999351c9587689a82 2025-08-30 16:36:23.000 UTC \n",
"2 0x00000000000124d994209fbb955e0217b5c2eca1 2025-08-30 16:30:23.000 UTC \n",
"3 0x00000000009e50a7ddb7a7b0e2ee6604fd120e49 2025-09-28 09:43:59.000 UTC \n",
"4 0x000000002a634f97eef66251b538046514d94f4a 2025-08-30 16:54:11.000 UTC \n",
"\n",
" last_tx_date tx_count active_days avg_tx_per_day \\\n",
"0 2025-11-28 16:08:23.000 UTC 1767.0 90 19 \n",
"1 2025-11-28 16:23:59.000 UTC 28450.0 91 312 \n",
"2 2025-11-28 16:23:35.000 UTC 27499.0 91 302 \n",
"3 2025-11-13 14:47:11.000 UTC 2.0 2 1 \n",
"4 2025-11-28 16:22:23.000 UTC 25859.0 91 284 \n",
"\n",
" total_gas_spent total_nft_buys total_nft_sells total_nft_volume_usd \\\n",
"0 0.759658 17963024.0 17558.0 3.844577e+08 \n",
"1 14.849973 2005.0 0.0 0.000000e+00 \n",
"2 3.315592 3799.0 0.0 7.126536e-02 \n",
"3 0.000075 27468.0 5376.0 6.836220e-05 \n",
"4 12.010983 2326.0 0.0 3.463276e-03 \n",
"\n",
" unique_nfts_owned dex_trades avg_trade_size_usd total_traded_usd \\\n",
"0 112763 10150882.0 107.003156 1.048650e+09 \n",
"1 1698 74571.0 916.841248 5.984039e+07 \n",
"2 3124 18769.0 1050.425660 1.971544e+07 \n",
"3 9310 2717068.0 7172.788042 1.927236e+10 \n",
"4 1971 84857.0 953.686072 7.616614e+07 \n",
"\n",
" erc20_receive_usd erc20_send_usd native_balance_delta \n",
"0 1.148467e+15 1.201438e+05 0.232431 \n",
"1 0.000000e+00 4.635820e+01 -1.610003 \n",
"2 0.000000e+00 0.000000e+00 -14.261347 \n",
"3 2.208333e+13 2.208333e+13 0.000000 \n",
"4 7.271904e-04 0.000000e+00 -5.570000 "
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv('wallet_dataset.csv')\n",
"\n",
"print(\"Dataset Shape:\", df.shape)\n",
"\n",
"df.head(5)"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "6b2650f3",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"RangeIndex: 1221 entries, 0 to 1220\n",
"Data columns (total 17 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 wallet_address 1221 non-null object \n",
" 1 first_tx_date 1221 non-null object \n",
" 2 last_tx_date 1221 non-null object \n",
" 3 tx_count 1221 non-null float64\n",
" 4 active_days 1221 non-null int64 \n",
" 5 avg_tx_per_day 1221 non-null int64 \n",
" 6 total_gas_spent 1221 non-null float64\n",
" 7 total_nft_buys 1221 non-null float64\n",
" 8 total_nft_sells 1221 non-null float64\n",
" 9 total_nft_volume_usd 1221 non-null float64\n",
" 10 unique_nfts_owned 1221 non-null int64 \n",
" 11 dex_trades 1221 non-null float64\n",
" 12 avg_trade_size_usd 1221 non-null float64\n",
" 13 total_traded_usd 1221 non-null float64\n",
" 14 erc20_receive_usd 1221 non-null float64\n",
" 15 erc20_send_usd 1221 non-null float64\n",
" 16 native_balance_delta 1221 non-null float64\n",
"dtypes: float64(11), int64(3), object(3)\n",
"memory usage: 162.3+ KB\n"
]
}
],
"source": [
"df.info()"
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "d0eddd05",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" tx_count | \n",
" active_days | \n",
" avg_tx_per_day | \n",
" total_gas_spent | \n",
" total_nft_buys | \n",
" total_nft_sells | \n",
" total_nft_volume_usd | \n",
" unique_nfts_owned | \n",
" dex_trades | \n",
" avg_trade_size_usd | \n",
" total_traded_usd | \n",
" erc20_receive_usd | \n",
" erc20_send_usd | \n",
" native_balance_delta | \n",
"
\n",
" \n",
" \n",
" \n",
" | count | \n",
" 1.221000e+03 | \n",
" 1221.000000 | \n",
" 1221.000000 | \n",
" 1221.000000 | \n",
" 1.221000e+03 | \n",
" 1.221000e+03 | \n",
" 1.221000e+03 | \n",
" 1221.000000 | \n",
" 1.221000e+03 | \n",
" 1221.000000 | \n",
" 1.221000e+03 | \n",
" 1.221000e+03 | \n",
" 1.221000e+03 | \n",
" 1.221000e+03 | \n",
"
\n",
" \n",
" | mean | \n",
" 4.062119e+04 | \n",
" 45.772318 | \n",
" 484.177723 | \n",
" 10.046141 | \n",
" 3.351003e+04 | \n",
" 3.879629e+04 | \n",
" 1.219260e+06 | \n",
" 3385.015561 | \n",
" 1.205063e+06 | \n",
" 1925.278005 | \n",
" 1.824506e+09 | \n",
" 2.801619e+13 | \n",
" 2.761978e+13 | \n",
" -1.716877e+04 | \n",
"
\n",
" \n",
" | std | \n",
" 1.336338e+05 | \n",
" 37.829478 | \n",
" 1505.857915 | \n",
" 93.537523 | \n",
" 5.168388e+05 | \n",
" 5.943086e+05 | \n",
" 2.877651e+07 | \n",
" 5064.686039 | \n",
" 1.554723e+07 | \n",
" 8189.218314 | \n",
" 1.963480e+10 | \n",
" 5.496949e+14 | \n",
" 5.492323e+14 | \n",
" 2.270375e+05 | \n",
"
\n",
" \n",
" | min | \n",
" 1.000000e+00 | \n",
" 1.000000 | \n",
" 1.000000 | \n",
" 0.000002 | \n",
" 0.000000e+00 | \n",
" 0.000000e+00 | \n",
" -2.486846e+08 | \n",
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" 0.000000e+00 | \n",
" 0.000000 | \n",
" 0.000000e+00 | \n",
" 0.000000e+00 | \n",
" 0.000000e+00 | \n",
" -4.831991e+06 | \n",
"
\n",
" \n",
" | 25% | \n",
" 1.400000e+01 | \n",
" 6.000000 | \n",
" 2.000000 | \n",
" 0.001101 | \n",
" 1.652000e+03 | \n",
" 0.000000e+00 | \n",
" 0.000000e+00 | \n",
" 492.000000 | \n",
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" 0.000000e+00 | \n",
" 0.000000e+00 | \n",
" -4.060448e+00 | \n",
"
\n",
" \n",
" | 50% | \n",
" 1.950000e+02 | \n",
" 39.000000 | \n",
" 5.000000 | \n",
" 0.025455 | \n",
" 6.208000e+03 | \n",
" 1.000000e+00 | \n",
" 0.000000e+00 | \n",
" 1898.000000 | \n",
" 5.700000e+01 | \n",
" 73.498919 | \n",
" 6.431853e+03 | \n",
" 3.755238e+01 | \n",
" 9.717360e+01 | \n",
" -2.052813e-02 | \n",
"
\n",
" \n",
" | 75% | \n",
" 2.680500e+04 | \n",
" 91.000000 | \n",
" 308.000000 | \n",
" 2.268926 | \n",
" 1.516900e+04 | \n",
" 2.925000e+03 | \n",
" 7.251043e-03 | \n",
" 4694.000000 | \n",
" 7.790000e+02 | \n",
" 574.837671 | \n",
" 3.273444e+05 | \n",
" 4.805854e+04 | \n",
" 9.082151e+04 | \n",
" 0.000000e+00 | \n",
"
\n",
" \n",
" | max | \n",
" 1.816037e+06 | \n",
" 91.000000 | \n",
" 19956.000000 | \n",
" 2325.040368 | \n",
" 1.796302e+07 | \n",
" 1.737792e+07 | \n",
" 6.549682e+08 | \n",
" 112763.000000 | \n",
" 4.735565e+08 | \n",
" 170858.829978 | \n",
" 4.810422e+11 | \n",
" 1.749981e+16 | \n",
" 1.749981e+16 | \n",
" 4.822952e+05 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" tx_count active_days avg_tx_per_day total_gas_spent \\\n",
"count 1.221000e+03 1221.000000 1221.000000 1221.000000 \n",
"mean 4.062119e+04 45.772318 484.177723 10.046141 \n",
"std 1.336338e+05 37.829478 1505.857915 93.537523 \n",
"min 1.000000e+00 1.000000 1.000000 0.000002 \n",
"25% 1.400000e+01 6.000000 2.000000 0.001101 \n",
"50% 1.950000e+02 39.000000 5.000000 0.025455 \n",
"75% 2.680500e+04 91.000000 308.000000 2.268926 \n",
"max 1.816037e+06 91.000000 19956.000000 2325.040368 \n",
"\n",
" total_nft_buys total_nft_sells total_nft_volume_usd \\\n",
"count 1.221000e+03 1.221000e+03 1.221000e+03 \n",
"mean 3.351003e+04 3.879629e+04 1.219260e+06 \n",
"std 5.168388e+05 5.943086e+05 2.877651e+07 \n",
"min 0.000000e+00 0.000000e+00 -2.486846e+08 \n",
"25% 1.652000e+03 0.000000e+00 0.000000e+00 \n",
"50% 6.208000e+03 1.000000e+00 0.000000e+00 \n",
"75% 1.516900e+04 2.925000e+03 7.251043e-03 \n",
"max 1.796302e+07 1.737792e+07 6.549682e+08 \n",
"\n",
" unique_nfts_owned dex_trades avg_trade_size_usd total_traded_usd \\\n",
"count 1221.000000 1.221000e+03 1221.000000 1.221000e+03 \n",
"mean 3385.015561 1.205063e+06 1925.278005 1.824506e+09 \n",
"std 5064.686039 1.554723e+07 8189.218314 1.963480e+10 \n",
"min 0.000000 0.000000e+00 0.000000 0.000000e+00 \n",
"25% 492.000000 0.000000e+00 0.000000 0.000000e+00 \n",
"50% 1898.000000 5.700000e+01 73.498919 6.431853e+03 \n",
"75% 4694.000000 7.790000e+02 574.837671 3.273444e+05 \n",
"max 112763.000000 4.735565e+08 170858.829978 4.810422e+11 \n",
"\n",
" erc20_receive_usd erc20_send_usd native_balance_delta \n",
"count 1.221000e+03 1.221000e+03 1.221000e+03 \n",
"mean 2.801619e+13 2.761978e+13 -1.716877e+04 \n",
"std 5.496949e+14 5.492323e+14 2.270375e+05 \n",
"min 0.000000e+00 0.000000e+00 -4.831991e+06 \n",
"25% 0.000000e+00 0.000000e+00 -4.060448e+00 \n",
"50% 3.755238e+01 9.717360e+01 -2.052813e-02 \n",
"75% 4.805854e+04 9.082151e+04 0.000000e+00 \n",
"max 1.749981e+16 1.749981e+16 4.822952e+05 "
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.describe()"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "466622f0",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"wallet_address 0\n",
"first_tx_date 0\n",
"last_tx_date 0\n",
"tx_count 0\n",
"active_days 0\n",
"avg_tx_per_day 0\n",
"total_gas_spent 0\n",
"total_nft_buys 0\n",
"total_nft_sells 0\n",
"total_nft_volume_usd 0\n",
"unique_nfts_owned 0\n",
"dex_trades 0\n",
"avg_trade_size_usd 0\n",
"total_traded_usd 0\n",
"erc20_receive_usd 0\n",
"erc20_send_usd 0\n",
"native_balance_delta 0\n",
"dtype: int64"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.isnull().sum()"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "905cef1d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"is_contract_guess\n",
"0 1024\n",
"1 197\n",
"Name: count, dtype: int64"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# df[\"is_contract_guess\"] = (\n",
"# ((df[\"tx_count\"] > 50000) & (df[\"active_days\"] < 3)) |\n",
"# (df[\"total_gas_spent\"] == 0)\n",
"# ).astype(int)\n",
"df[\"is_contract_guess\"] = (\n",
" ((df[\"tx_count\"] > 50000)) |\n",
" (df[\"total_gas_spent\"] == 0)\n",
").astype(int)\n",
"df[\"is_contract_guess\"].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "d00eb752",
"metadata": {},
"outputs": [],
"source": [
"feature_cols = [\n",
" 'tx_count',\n",
" 'active_days',\n",
" 'avg_tx_per_day',\n",
" 'total_gas_spent',\n",
" 'total_nft_buys',\n",
" 'total_nft_sells',\n",
" 'total_nft_volume_usd',\n",
" 'unique_nfts_owned',\n",
" 'dex_trades',\n",
" 'avg_trade_size_usd',\n",
" 'total_traded_usd',\n",
" 'erc20_receive_usd',\n",
" 'erc20_send_usd',\n",
" 'native_balance_delta'\n",
"]\n",
"\n",
"X = df[feature_cols].copy()"
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "c0134720",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"native_balance_delta 1.191020\n",
"total_gas_spent 0.778021\n",
"erc20_receive_usd 0.380222\n",
"total_nft_sells 0.353499\n",
"erc20_send_usd 0.322833\n",
"avg_tx_per_day 0.310397\n",
"dex_trades 0.187883\n",
"total_nft_buys 0.146421\n",
"tx_count 0.078047\n",
"total_traded_usd 0.065175\n",
"avg_trade_size_usd 0.031014\n",
"unique_nfts_owned -0.188586\n",
"active_days -0.268884\n",
"total_nft_volume_usd -4.440570\n",
"dtype: float64\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" tx_count | \n",
" active_days | \n",
" avg_tx_per_day | \n",
" total_gas_spent | \n",
" total_nft_buys | \n",
" total_nft_sells | \n",
" total_nft_volume_usd | \n",
" unique_nfts_owned | \n",
" dex_trades | \n",
" avg_trade_size_usd | \n",
" total_traded_usd | \n",
" erc20_receive_usd | \n",
" erc20_send_usd | \n",
" native_balance_delta | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 0.395368 | \n",
" 1.051592 | \n",
" 0.162342 | \n",
" 0.379833 | \n",
" 7.791747 | \n",
" 1.367354 | \n",
" 9.689606 | \n",
" 4.734346 | \n",
" 1.883089 | \n",
" 0.263732 | \n",
" 1.620410 | \n",
" 1.916464 | \n",
" 0.895243 | \n",
" 0.012352 | \n",
"
\n",
" \n",
" | 1 | \n",
" 1.037846 | \n",
" 1.064996 | \n",
" 1.082939 | \n",
" 1.704029 | \n",
" -0.376973 | \n",
" -0.930812 | \n",
" -0.006943 | \n",
" 0.007302 | \n",
" 1.419572 | \n",
" 0.912443 | \n",
" 1.307675 | \n",
" -0.970378 | \n",
" -0.181149 | \n",
" 0.012332 | \n",
"
\n",
" \n",
" | 2 | \n",
" 1.030423 | \n",
" 1.064996 | \n",
" 1.074859 | \n",
" 1.268653 | \n",
" -0.119640 | \n",
" -0.930812 | \n",
" -0.006943 | \n",
" 0.406425 | \n",
" 1.238731 | \n",
" 0.952495 | \n",
" 1.179900 | \n",
" -0.970378 | \n",
" -1.007410 | \n",
" 0.012211 | \n",
"
\n",
" \n",
" | 3 | \n",
" -1.391791 | \n",
" -1.383252 | \n",
" -1.136381 | \n",
" -0.777438 | \n",
" 0.875981 | \n",
" 1.225514 | \n",
" -0.006943 | \n",
" 1.310731 | \n",
" 1.781803 | \n",
" 1.504464 | \n",
" 1.914957 | \n",
" 1.859771 | \n",
" 1.882361 | \n",
" 0.012349 | \n",
"
\n",
" \n",
" | 4 | \n",
" 1.016970 | \n",
" 1.064996 | \n",
" 1.059471 | \n",
" 1.669017 | \n",
" -0.319610 | \n",
" -0.930812 | \n",
" -0.006943 | \n",
" 0.098850 | \n",
" 1.435171 | \n",
" 0.924058 | \n",
" 1.334944 | \n",
" -0.970180 | \n",
" -1.007410 | \n",
" 0.012292 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" tx_count active_days avg_tx_per_day total_gas_spent total_nft_buys \\\n",
"0 0.395368 1.051592 0.162342 0.379833 7.791747 \n",
"1 1.037846 1.064996 1.082939 1.704029 -0.376973 \n",
"2 1.030423 1.064996 1.074859 1.268653 -0.119640 \n",
"3 -1.391791 -1.383252 -1.136381 -0.777438 0.875981 \n",
"4 1.016970 1.064996 1.059471 1.669017 -0.319610 \n",
"\n",
" total_nft_sells total_nft_volume_usd unique_nfts_owned dex_trades \\\n",
"0 1.367354 9.689606 4.734346 1.883089 \n",
"1 -0.930812 -0.006943 0.007302 1.419572 \n",
"2 -0.930812 -0.006943 0.406425 1.238731 \n",
"3 1.225514 -0.006943 1.310731 1.781803 \n",
"4 -0.930812 -0.006943 0.098850 1.435171 \n",
"\n",
" avg_trade_size_usd total_traded_usd erc20_receive_usd erc20_send_usd \\\n",
"0 0.263732 1.620410 1.916464 0.895243 \n",
"1 0.912443 1.307675 -0.970378 -0.181149 \n",
"2 0.952495 1.179900 -0.970378 -1.007410 \n",
"3 1.504464 1.914957 1.859771 1.882361 \n",
"4 0.924058 1.334944 -0.970180 -1.007410 \n",
"\n",
" native_balance_delta \n",
"0 0.012352 \n",
"1 0.012332 \n",
"2 0.012211 \n",
"3 0.012349 \n",
"4 0.012292 "
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pt = PowerTransformer(method='yeo-johnson', standardize=True)\n",
"\n",
"X_transformed = pt.fit_transform(X)\n",
"\n",
"X_scaled = pd.DataFrame(X_transformed, columns=X.columns)\n",
"\n",
"print(X_scaled.skew().sort_values(ascending=False))\n",
"X_scaled.head()"
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "2ed7f23c",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10, 6))\n",
"sns.heatmap(X_scaled.corr(), annot=True, fmt=\".2f\", cmap='coolwarm')\n",
"plt.title(\"Correlation Matrix (Yeo-Johnson Transformed)\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 53,
"id": "79d2370a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"PCA for dimentionality insights\n"
]
}
],
"source": [
"print(\"\\nPCA for dimentionality insights\")\n",
"pca = PCA(n_components=None, random_state=random_state)\n",
"\n",
"pca_results = pca.fit_transform(X_scaled)"
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "af57b567",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Explained Variance Ratios by PCA Components: [0.35 0.243 0.1 0.08 0.071 0.07 0.027 0.019 0.019 0.008 0.007 0.005\n",
" 0.001 0. ]\n"
]
}
],
"source": [
"print(\"Explained Variance Ratios by PCA Components:\", np.round(pca.explained_variance_ratio_, 3))"
]
},
{
"cell_type": "code",
"execution_count": 55,
"id": "63a4eea1",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(np.cumsum(pca.explained_variance_ratio_))\n",
"plt.xlabel(\"Components\")\n",
"plt.ylabel(\"Cumulative Explained Variance\")\n",
"plt.title(\"PCA Explained Variance\")\n",
"plt.grid()\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 56,
"id": "5808b97e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 13.301581, 23.916388],\n",
" [ 11.76024 , -32.26595 ],\n",
" [ 10.38491 , -30.407473],\n",
" ...,\n",
" [-13.283132, -25.563719],\n",
" [-26.138165, -17.641403],\n",
" [ 35.322453, -16.372799]], shape=(1221, 2), dtype=float32)"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tsne = TSNE(n_components=2, perplexity=50, learning_rate=200, random_state=random_state, n_jobs=-1)\n",
"tsne_result = tsne.fit_transform(X_scaled)\n",
"\n",
"tsne_result"
]
},
{
"cell_type": "code",
"execution_count": 57,
"id": "0519a69e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df[\"tsne1\"] = tsne_result[:,0]\n",
"df[\"tsne2\"] = tsne_result[:,1]\n",
"\n",
"plt.figure(figsize=(10, 6))\n",
"sns.scatterplot(\n",
" x=\"tsne1\", y=\"tsne2\", \n",
" data=df, hue=\"is_contract_guess\", \n",
" palette=\"viridis\", alpha=0.7, s= 20,\n",
" legend=\"full\"\n",
")\n",
"plt.title(\"t-SNE Wallet Landscape (Colored by Contract Guess)\")\n",
"plt.xlabel(\"t-SNE Component 1\")\n",
"plt.ylabel(\"t-SNE Component 2\")\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 58,
"id": "4b74c17a",
"metadata": {},
"outputs": [],
"source": [
"cleaned_df = df.copy()\n",
"cleaned_df_features = X_scaled.copy()\n",
"cleaned_df_features[\"wallet_address\"] = df[\"wallet_address\"]\n",
"cleaned_df_features[\"is_contract_guess\"] = df[\"is_contract_guess\"]\n",
"cleaned_df_features.to_csv(\"wallet_features_scaled.csv\", index=False)\n"
]
},
{
"cell_type": "code",
"execution_count": 59,
"id": "8b9914d1",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['wallet_power_transformer.pkl']"
]
},
"execution_count": 59,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import joblib\n",
"joblib.dump(pt, \"wallet_power_transformer.pkl\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "4923b9f5",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": ".venv",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}