{ "cells": [ { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "import json\n", "import sys\n", "from pathlib import Path\n", "from typing import Any, List\n", "import requests\n", "from tqdm import tqdm\n", "from web3 import Web3\n", "import pandas as pd\n", "import pickle\n", "from concurrent.futures import ThreadPoolExecutor, as_completed\n", "\n", "NUM_WORKERS = 10\n", "DEPRECATED_STAKING_PROGRAMS = {\n", " \"quickstart_alpha_everest\": \"0x5add592ce0a1B5DceCebB5Dcac086Cd9F9e3eA5C\",\n", " \"quickstart_alpha_alpine\": \"0x2Ef503950Be67a98746F484DA0bBAdA339DF3326\",\n", " \"quickstart_alpha_coastal\": \"0x43fB32f25dce34EB76c78C7A42C8F40F84BCD237\",\n", "}\n", "STAKING_PROGRAMS_QS = {\n", " \"quickstart_beta_hobbyist\": \"0x389B46c259631Acd6a69Bde8B6cEe218230bAE8C\",\n", " \"quickstart_beta_hobbyist_2\": \"0x238EB6993b90a978ec6AAD7530d6429c949C08DA\",\n", " \"quickstart_beta_expert\": \"0x5344B7DD311e5d3DdDd46A4f71481bD7b05AAA3e\",\n", " \"quickstart_beta_expert_2\": \"0xb964e44c126410df341ae04B13aB10A985fE3513\",\n", " \"quickstart_beta_expert_3\": \"0x80faD33Cadb5F53f9D29F02Db97D682E8b101618\",\n", "}\n", "\n", "STAKING_PROGRAMS_PEARL = {\n", " \"pearl_alpha\": \"0xEE9F19b5DF06c7E8Bfc7B28745dcf944C504198A\",\n", " \"pearl_beta\": \"0xeF44Fb0842DDeF59D37f85D61A1eF492bbA6135d\",\n", " \"pearl_beta_2\": \"0x1c2F82413666d2a3fD8bC337b0268e62dDF67434\",\n", "}\n", "SERVICE_REGISTRY_ADDRESS = \"0x9338b5153AE39BB89f50468E608eD9d764B755fD\"\n", "\n", "\n", "\n", "\n", "def check_owner_staking_contract(owner_address: str) -> str:\n", " staking = \"\"\n", " owner_address = owner_address.lower()\n", " # check quickstart staking contracts\n", " qs_list = [x.lower() for x in STAKING_PROGRAMS_QS.values()]\n", " if owner_address in qs_list:\n", " return \"quickstart\"\n", "\n", " # check pearl staking contracts\n", " pearl_list = [x.lower() for x in STAKING_PROGRAMS_PEARL.values()]\n", " if owner_address in pearl_list:\n", " return \"pearl\"\n", "\n", " # check legacy staking contracts\n", " deprec_list = [x.lower() for x in DEPRECATED_STAKING_PROGRAMS.values()]\n", " if owner_address in deprec_list:\n", " return \"quickstart\"\n", "\n", " return staking\n", "\n", "\n", "def get_trader_address_staking(trader_address: str) -> str:\n", " # check if there is any service id linked with that trader address\n", " with open(\"../data/service_map.pkl\", \"rb\") as f:\n", " service_map = pickle.load(f)\n", " found_key = -1\n", " for key, value in service_map.items():\n", " if value[\"safe_address\"].lower() == trader_address.lower():\n", " # found a service\n", " found_key = key\n", " break\n", "\n", " if found_key == -1:\n", " print(\"trader address not found in the service map\")\n", " return \"\"\n", " owner = service_map[found_key][\"owner_address\"]\n", " return check_owner_staking_contract(owner_address=owner)\n", "\n", "\n", "def label_trades_by_staking(trades_df: pd.DataFrame) -> pd.DataFrame:\n", " all_traders = trades_df.trader_address.unique()\n", " trades_df[\"staking\"] = \"\"\n", " for trader in tqdm(all_traders, desc=\"Labeling traders by staking\", unit=\"trader\"):\n", " #tqdm.write(f\"checking trader {trader}\")\n", " staking_label = get_trader_address_staking(trader)\n", " if staking_label != \"\":\n", " trades_df.loc[trades_df[\"trader_address\"] == trader, \"staking\"] = staking_label\n", " #tqdm.write(f\"staking label {staking_label}\")\n", " return trades_df" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Labeling traders by staking: 100%|██████████| 204/204 [00:00<00:00, 1620.67trader/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "trader address not found in the service map\n", "trader address not found in the service map\n", "trader address not found in the service map\n", "trader address not found in the service map\n", "trader address not found in the service map\n", "trader address not found in the service map\n", "trader address not found in the service map\n", "trader address not found in the service map\n", "trader address not found in the service map\n", "trader address not found in the service map\n", "trader address not found in the service map\n", "trader address not found in the service map\n", "trader address not found in the service map\n", "trader address not found in the service map\n", "trader address not found in the service map\n", "trader address not found in the service map\n", "trader address not found in the service map\n", "trader address not found in the service map\n", "trader address not found in the service map\n", "trader address not found in the service map\n", "trader address not found in the service map\n", "trader address not found in the service map\n", " trader_address creation_timestamp \\\n", "0 0x022b36c50b85b8ae7addfb8a35d76c59d5814834 2024-08-25 02:37:35+00:00 \n", "1 0x022b36c50b85b8ae7addfb8a35d76c59d5814834 2024-08-30 03:24:45+00:00 \n", "2 0x022b36c50b85b8ae7addfb8a35d76c59d5814834 2024-08-26 02:48:20+00:00 \n", "3 0x022b36c50b85b8ae7addfb8a35d76c59d5814834 2024-08-27 00:23:25+00:00 \n", "4 0x022b36c50b85b8ae7addfb8a35d76c59d5814834 2024-08-28 01:41:30+00:00 \n", "... ... ... \n", "4867 0x35ba3f37a5d44ffba63aee80c74fefa6f6ac0599 2024-08-18 17:16:50+00:00 \n", "4868 0x5813be58870670255d8694aed4c8d54bbc7286cf 2024-08-26 20:28:00+00:00 \n", "4869 0x6e5d93fdcc14db02a58ace636c2dcff8db36039d 2024-09-27 17:30:25+00:00 \n", "4870 0xbc7adca303cdda308b379e8b7925789f64296ef4 2024-09-03 08:47:50+00:00 \n", "4871 0x312a3a73155aab4033134c22205d9788c3fffcfc 2024-09-05 02:04:55+00:00 \n", "\n", " market_creator staking collateral_amount \n", "0 quickstart 0.450426 \n", "1 quickstart 0.419662 \n", "2 quickstart 0.641732 \n", "3 quickstart 0.482506 \n", "4 quickstart 0.567930 \n", "... ... ... ... \n", "4867 pearl pearl 0.274184 \n", "4868 pearl pearl 1.000000 \n", "4869 pearl pearl 0.559664 \n", "4870 pearl pearl 1.000000 \n", "4871 pearl pearl 1.000000 \n", "\n", "[4872 rows x 5 columns]\n", "staking\n", " 2503\n", "quickstart 1699\n", "pearl 670\n", "Name: count, dtype: int64\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "trades_df = pd.read_parquet(\"../data/all_trades_profitability.parquet\")\n", "trades_df = label_trades_by_staking(trades_df=trades_df)\n", "print(\n", " trades_df[\n", " [\n", " \"trader_address\",\n", " \"creation_timestamp\",\n", " \"market_creator\",\n", " \"staking\",\n", " \"collateral_amount\",\n", " ]\n", " ]\n", ")\n", "print(trades_df.staking.value_counts())" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "trades_df = pd.read_parquet(\"../data/all_trades_profitability.parquet\")" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "staking\n", "non_agent 736\n", "pearl 670\n", "non_staking 72\n", "Name: count, dtype: int64" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "trades_df.loc[trades_df[\"market_creator\"]==\"pearl\"].staking.value_counts()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "with open(\"../data/service_map.pkl\", \"rb\") as f:\n", " service_map = pickle.load(f)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{6: {'safe_address': '0x6B47A6a481dD717526Feaad358fF873f7760B074',\n", " 'state': [6],\n", " 'owner_address': '0xEB2A22b27C7Ad5eeE424Fd90b376c745E60f914E'},\n", " 2: {'safe_address': '0x3F7276ED933F4cAA2bf5B8ca44688E4A1bbD2691',\n", " 'state': [9],\n", " 'owner_address': '0x38c15A20cd3507d53385B039ff21819Cabe13DE4'},\n", " 8: {'safe_address': '0xb407Ba7Fa8844de0CA0B7fE40Ae6fCbbf8900309',\n", " 'state': [10],\n", " 'owner_address': '0xEB2A22b27C7Ad5eeE424Fd90b376c745E60f914E'},\n", " 3: {'safe_address': '0x5e1D1eb61E1164D5a50b28C575dA73A29595dFf7',\n", " 'state': [9],\n", " 'owner_address': '0x38c15A20cd3507d53385B039ff21819Cabe13DE4'},\n", " 10: {'safe_address': '0xDF5d21397543Eb0fB47aFc616073cD922E020635',\n", " 'state': [12],\n", " 'owner_address': '0x38c15A20cd3507d53385B039ff21819Cabe13DE4'},\n", " 1: {'safe_address': '0xEC58BEDB8DcFD77ca2BAf8B2D8D31204DD3D12ce',\n", " 'state': [9],\n", " 'owner_address': '0xEB2A22b27C7Ad5eeE424Fd90b376c745E60f914E'},\n", " 9: {'safe_address': '0x1073e60E34226565005f0b0DD88F6bB1ec294c87',\n", " 'state': [11],\n", " 'owner_address': '0xEB2A22b27C7Ad5eeE424Fd90b376c745E60f914E'},\n", " 4: {'safe_address': '0x71eF1F10009d98FB4ABEf463aF7bF2D8fb731366',\n", " 'state': [3],\n", " 'owner_address': '0x2A2cc739Be3902E32B79a20Af503d6686aBee145'},\n", " 5: {'safe_address': '0x78C573c188DaDE7Fe337761622744d157457F007',\n", " 'state': [1],\n", " 'owner_address': '0x07b5302e01D44bD5b90C63C6Fb24807946704bFC'},\n", " 12: {'safe_address': '0x10DDEA37aa2604359E917c5421889d73e71c1EBb',\n", " 'state': [12],\n", " 'owner_address': '0x269EEF14E96011C2C012AB360B36d574f1529DDF'},\n", " 11: {'safe_address': '0x89c5cc945dd550BcFfb72Fe42BfF002429F46Fec',\n", " 'state': [13],\n", " 'owner_address': '0x38c15A20cd3507d53385B039ff21819Cabe13DE4'},\n", " 15: {'safe_address': '0x57cC4826e56ce2cC90A2ED4bce62De454BBAc6A9',\n", " 'state': [12],\n", " 'owner_address': '0xee95333D0E1be393EB5d8bA09eE0b5cF71e34453'},\n", " 13: {'safe_address': '0x3A0123F1Ad7FD30ED698D7F90B049B5a5cdfB26A',\n", " 'state': [10],\n", " 'owner_address': '0x79063d9173C09887d536924E2F6eADbaBAc099f5'},\n", " 20: {'safe_address': '0x57c4d31a91dedD15c48030f9334e484E6f4d6fb1',\n", " 'state': [12],\n", " 'owner_address': '0x588d91aBF5192A0f0dc026bF05f510253bD1CF51'},\n", " 16: {'safe_address': '0xbAAeD66B70F88ca8D50219ba8Bf3cbfA8fBEe4A7',\n", " 'state': [12],\n", " 'owner_address': '0x77B2d88299A40845e8FfbE9Edc4BF6e89136c60d'},\n", " 14: {'safe_address': '0xbb30B2E1137B6a0A7f065E341b92677F71e2361C',\n", " 'state': [12],\n", " 'owner_address': '0xC523433AC1Cc396fA58698739b3B0531Fe6C4268'},\n", " 17: {'safe_address': '0x3bb7AA646425c7D17824D4e6cc35829C4dB0333d',\n", " 'state': [12],\n", " 'owner_address': '0xd95c1043Ab5c5206496C26992026e3c0e954022D'},\n", " 19: {'safe_address': '0xb866339Cd8AD051Be97a5659871743962DD93fff',\n", " 'state': [12],\n", " 'owner_address': '0x437D0a021Cc402B0FB60d8D29513E531484cb524'},\n", " 22: {'safe_address': '0x80F49eC29033d11434e4f1eD7574eF50fA37B804',\n", " 'state': [12],\n", " 'owner_address': '0xa131b980e91EddA73f0F879cC2470b423D8f20E8'},\n", " 23: {'safe_address': '0x81F42F9f3c88aC0195865F5A5fCBa73c0cD3C7e2',\n", " 'state': [12],\n", " 'owner_address': '0xB0AC66D71FD3e926B117A21e64bD072f5557c635'},\n", " 26: {'safe_address': '0x48fB5ef17b634b19846E016feC797E66CF5a5631',\n", " 'state': [12],\n", " 'owner_address': '0xC86770DDE01B8CdEb5a4dd18B217A52E4894215F'},\n", " 37: {'safe_address': '0x7A96982c0a20BA8296689Ef13E511fb1A9C38292',\n", " 'state': [12],\n", " 'owner_address': '0x3E0a5A7847a1EcE1598e9485490863641aD47887'},\n", " 38: {'safe_address': '0xD63176e0095d0f7680B0A5877CE5d767f1a130c9',\n", " 'state': [12],\n", " 'owner_address': '0x532310B148cb3BBb16290F161794cec547692148'},\n", " 39: {'safe_address': '0x5119F03D2d15D3c06F5E35Be25030543Af41715C',\n", " 'state': [12],\n", " 'owner_address': '0xa399B5e6c6A29CE5d27B33608268E10e952EEAee'},\n", " 40: {'safe_address': '0x69f46a5ed075afb20B646010Ddd3179789D0a3Aa',\n", " 'state': [12],\n", " 'owner_address': '0x3699D3aFC5C99BEC9c345efB3475A87016Ac1f14'},\n", " 43: {'safe_address': '0x2B21ebDAa02c703a61E1C3D4d2e351A1C60c23CB',\n", " 'state': [12],\n", " 'owner_address': '0x9cE3B72900CE7870e5A4911b8fbdD2c5422F0EEe'},\n", " 42: {'safe_address': '0xB3DfbA00Ff5D64F1b4AAc4cF2aB638bE701b3852',\n", " 'state': [12],\n", " 'owner_address': '0x92Ef19163d5948EF52932C69adf83994505CDa4E'},\n", " 41: {'safe_address': '0xeCFbaB56ff293551A5130A735cc3EeB0fE49cA82',\n", " 'state': [12],\n", " 'owner_address': '0x4e7a56269962Cbf19A65924D650a71718723C679'},\n", " 45: {'safe_address': '0x760456D897254362757dD61105Faa3Ff55bD9A87',\n", " 'state': [12],\n", " 'owner_address': '0x0e91bA709E8134A957788a99752953a04283f58C'},\n", " 46: {'safe_address': '0x6E7277E12405f732Ddb474d7fA1A78384AA6BC9F',\n", " 'state': [12],\n", " 'owner_address': '0x4Bde091754F1A3459C436967F4Ba8A3Cf898f824'},\n", " 49: {'safe_address': '0x4AD17F55fa57769D2e4b6c76f2d1f4406AF154D6',\n", " 'state': [12],\n", " 'owner_address': '0x1287A2AACB0B3DF744815Ea11eFA2AFe487F46F1'},\n", " 47: {'safe_address': '0x551A3fFc457d4b2B44917859FB3Ac529F2C8a6cb',\n", " 'state': [12],\n", " 'owner_address': '0x87c739786e00DB313C457EdeD19518c6A72EFbEF'},\n", " 48: {'safe_address': '0xba33c7f59cCC650032086858fce27896089df2fC',\n", " 'state': [12],\n", " 'owner_address': '0x1850A0820387e4B32919055c4bcd2be9b21edFB0'},\n", " 44: {'safe_address': '0xEeBd717842Cc21017B994fBE0a0066eEa0C7CaEE',\n", " 'state': [12],\n", " 'owner_address': '0x85526028DEE4deA622C7C79130bFa457dB0347d8'},\n", " 50: {'safe_address': '0xcA74E5Dc5a8941B41858D597125071284572e9c6',\n", " 'state': [12],\n", " 'owner_address': '0xd11DD9832659912Bf72bDCB3C59797f31E5eDF61'},\n", " 51: {'safe_address': '0x1975f13062559f2cBD0861C26BFd1FD1B0102c29',\n", " 'state': [12],\n", " 'owner_address': '0x72848f2e1370E34703fA27526dF67e57e4a8950e'},\n", " 52: {'safe_address': '0x027F67C7FEcEF3a25Edd1314296e555088C4Fe35',\n", " 'state': [12],\n", " 'owner_address': '0x225691649F662814ce684f1511daFdE65229B636'},\n", " 53: {'safe_address': '0xc6CfCC8F88E660A0c93332520cf204f62f9b5a87',\n", " 'state': [12],\n", " 'owner_address': '0x9F1376B8C5dbB50b768C1215daDe3979C9479767'},\n", " 54: {'safe_address': '0xd19181fF3d8e3f3600d55A0e0a1218B91270404B',\n", " 'state': [12],\n", " 'owner_address': '0x87537253c20c3F8bdFF462Ec6CCC55Ed3530347c'},\n", " 55: {'safe_address': '0xcA5e6c0A3146cd847577c9b3fEEB4139e76aA1BB',\n", " 'state': [12],\n", " 'owner_address': '0x04A621f8513566b27518f98Cad4A027dAD684A1a'},\n", " 59: {'safe_address': '0xC63089D8a68883b75Ad99009724d78c4A32d11e1',\n", " 'state': [12],\n", " 'owner_address': '0x77E2c3eE42f1f84399a11A8C71720Fc9372F9102'},\n", " 57: {'safe_address': '0xF8980526b117bce7A64B948255Db22999c7Af80F',\n", " 'state': [12],\n", " 'owner_address': '0x2597f5E957EFf52A31A8CE370Ff0Ed58b29a1229'},\n", " 58: {'safe_address': '0xbd5aA77b29F5669aAbB2eFEe39A5DF94C40A079a',\n", " 'state': [12],\n", " 'owner_address': '0x52520697a01E177d147Ab50d7CeA6472656ee420'},\n", " 56: {'safe_address': '0x7fbB9396d2659aE193305D9114bbff8532C8A871',\n", " 'state': [12],\n", " 'owner_address': '0xa95722A62d03E57657f5dc6a70d263511070A653'},\n", " 60: {'safe_address': '0x7A980512664351f785536498b27CFe3410bf0775',\n", " 'state': [12],\n", " 'owner_address': '0xfb502784aD7a03DCB89b2e9edeEC7a7A2e570001'},\n", " 61: {'safe_address': 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'0xA2247313E3a32C21866D5a7484bcc4FE466A3B94',\n", " 'state': [25],\n", " 'owner_address': '0xeF44Fb0842DDeF59D37f85D61A1eF492bbA6135d'},\n", " 762: {'safe_address': '0x1dca126328C3B61AfaE980E4E39D56D4F4A70Ca9',\n", " 'state': [25],\n", " 'owner_address': '0xeF44Fb0842DDeF59D37f85D61A1eF492bbA6135d'},\n", " 764: {'safe_address': '0xE61Aacd2218ddA951d0d0a0C014b5Cd2c0D79D9e',\n", " 'state': [25],\n", " 'owner_address': '0xeF44Fb0842DDeF59D37f85D61A1eF492bbA6135d'},\n", " 765: {'safe_address': '0x6ED7BC860d385B0222ec41f6D3564FAAbd00037a',\n", " 'state': [25],\n", " 'owner_address': '0x1c2F82413666d2a3fD8bC337b0268e62dDF67434'},\n", " 766: {'safe_address': '0x38a7ffc1bA87b729d1f84dB3d448aB64B8648c38',\n", " 'state': [25],\n", " 'owner_address': '0x1c2F82413666d2a3fD8bC337b0268e62dDF67434'},\n", " 767: {'safe_address': '0x137865936529B395fD9E26ae5c1EcD3059D3D05c',\n", " 'state': [25],\n", " 'owner_address': '0x1c2F82413666d2a3fD8bC337b0268e62dDF67434'},\n", " 768: {'safe_address': 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'0x299D12678E846fC29daEb9f054A8CB908D1666b3',\n", " 'state': [25],\n", " 'owner_address': '0xeF44Fb0842DDeF59D37f85D61A1eF492bbA6135d'},\n", " 781: {'safe_address': '0xcBb7f0dc4DAaC0654d6f18638B4416666A01dfF2',\n", " 'state': [25],\n", " 'owner_address': '0x1c2F82413666d2a3fD8bC337b0268e62dDF67434'},\n", " 782: {'safe_address': '0xcA6A7735745Ab50bA3831AD92437FBB4a49474E4',\n", " 'state': [25],\n", " 'owner_address': '0x6903af94bFffB8b11e4bc5Efbd7970E6c3E49075'},\n", " 783: {'safe_address': '0x6aa7Dd83cDCaCFE73712A978EADB1D5a253c043B',\n", " 'state': [25],\n", " 'owner_address': '0x1c2F82413666d2a3fD8bC337b0268e62dDF67434'},\n", " 784: {'safe_address': '0x2Dfed7766fFc4432a846CAc18cb0E10FbA561e5F',\n", " 'state': [25],\n", " 'owner_address': '0x708d524CfC59A7C50Ebc68370cE83270f57965e3'},\n", " 787: {'safe_address': '0x50B940b232C749c2D5E5C952809aAA897201f871',\n", " 'state': [25],\n", " 'owner_address': '0x1c2F82413666d2a3fD8bC337b0268e62dDF67434'},\n", " 786: {'safe_address': '0xAba2d139ed175ad9aa0c53Ca9948721fB3122D26',\n", " 'state': [25],\n", " 'owner_address': '0xeF44Fb0842DDeF59D37f85D61A1eF492bbA6135d'},\n", " 790: {'safe_address': '0x5D1205130709c4f56C5EF3565041fc188A22aE03',\n", " 'state': [25],\n", " 'owner_address': '0xeF44Fb0842DDeF59D37f85D61A1eF492bbA6135d'},\n", " 788: {'safe_address': '0x8D72cE4AC3Ea45B4B186a2ada987F7Aa3bb92eFD',\n", " 'state': [25],\n", " 'owner_address': '0x54Df89e8B60C81680eB4069Bb6B2834d729a34Eb'},\n", " 789: {'safe_address': '0x96D56Cf7C906ab13752D5770e93e69330d050f5B',\n", " 'state': [25],\n", " 'owner_address': '0xeF44Fb0842DDeF59D37f85D61A1eF492bbA6135d'},\n", " 791: {'safe_address': '0x528907630bfdA4f3b00580c0d7D3a69cCEC62173',\n", " 'state': [25],\n", " 'owner_address': '0xeF44Fb0842DDeF59D37f85D61A1eF492bbA6135d'},\n", " 793: {'safe_address': '0xeF47691318AE45C735d8D1b560770d1e72733b1F',\n", " 'state': [25],\n", " 'owner_address': '0xeF44Fb0842DDeF59D37f85D61A1eF492bbA6135d'},\n", " 792: {'safe_address': '0x8cEdB179299B99eeeF4f6b231bc194952a339557',\n", " 'state': [25],\n", " 'owner_address': '0xeF44Fb0842DDeF59D37f85D61A1eF492bbA6135d'},\n", " 794: {'safe_address': '0x2405a191Bc2196E038F272c86bCCD4D272215ff9',\n", " 'state': [25],\n", " 'owner_address': '0xBA78C0570eE381453a2651c715fB9C145FEC8552'},\n", " 795: {'safe_address': '0x95B85953686036076Fe54b29f5F3c3AC258828fc',\n", " 'state': [25],\n", " 'owner_address': '0xa3d7815700AE36865B291D0643c1Ff665d798A35'},\n", " 796: {'safe_address': '0xFA76103F0aE4791c21bbc1c9837e39D5B42bc3d3',\n", " 'state': [25],\n", " 'owner_address': '0xA8be57CDAF3A1A2FA9EF9705f29337C0632E0992'},\n", " 797: {'safe_address': '0xD462C0CD9041db6146761F97AaFe13de92714984',\n", " 'state': [25],\n", " 'owner_address': '0x0767cD034129542dc0AA39C05d8258CC5309BC2F'},\n", " 798: {'safe_address': '0x536390916d0d05dFC2726AbB451A5Af854cA1fEe',\n", " 'state': [25],\n", " 'owner_address': '0xeF44Fb0842DDeF59D37f85D61A1eF492bbA6135d'},\n", " 799: {'safe_address': '0x6C1c2B412e0b92042617aB95481777B3cb82432d',\n", " 'state': [25],\n", " 'owner_address': '0xeF44Fb0842DDeF59D37f85D61A1eF492bbA6135d'},\n", " 800: {'safe_address': '0xBf8580e9Fb52139152514152F9CdF1aC8735C380',\n", " 'state': [25],\n", " 'owner_address': '0xeF44Fb0842DDeF59D37f85D61A1eF492bbA6135d'},\n", " 804: {'safe_address': '0x724d12Ade31E2C6616753397C29bcF36816A2759',\n", " 'state': [25],\n", " 'owner_address': '0xeF44Fb0842DDeF59D37f85D61A1eF492bbA6135d'},\n", " 802: {'safe_address': '0xeD789aA79208f04a3dA88B9FDeAeE75b54ddb89d',\n", " 'state': [25],\n", " 'owner_address': '0xeF44Fb0842DDeF59D37f85D61A1eF492bbA6135d'},\n", " 801: {'safe_address': '0xf6cEB932Cd176F3095dc6BbEf4653a77E95298C0',\n", " 'state': [25],\n", " 'owner_address': '0xeF44Fb0842DDeF59D37f85D61A1eF492bbA6135d'},\n", " 803: {'safe_address': '0xcA34f087c76caC152F432Fa3F110430578b6e329',\n", " 'state': [25],\n", " 'owner_address': '0xA37F025a260DF4636AC2718d59131495D4E96644'},\n", " 806: {'safe_address': '0xFA0c85B719Cf4A098af65a44b70eAdd30Ca28ABB',\n", " 'state': [25],\n", " 'owner_address': '0xb964e44c126410df341ae04B13aB10A985fE3513'},\n", " 805: {'safe_address': '0x23Cb97b71d921ef39cA4a28CE7c94d9A3AE2ead1',\n", " 'state': [25],\n", " 'owner_address': '0xeF44Fb0842DDeF59D37f85D61A1eF492bbA6135d'},\n", " 807: {'safe_address': '0x21C96384747754965206C1EBAdA23fE2250b498C',\n", " 'state': [25],\n", " 'owner_address': '0xeF44Fb0842DDeF59D37f85D61A1eF492bbA6135d'},\n", " 808: {'safe_address': '0xbFA1247856569C5ed5EcF521db3DD2c1E3f788af',\n", " 'state': [25],\n", " 'owner_address': '0xeF44Fb0842DDeF59D37f85D61A1eF492bbA6135d'},\n", " 809: {'safe_address': '0x9f8F734c6893aEcd9fC6A897753e929480BD2F22',\n", " 'state': [25],\n", " 'owner_address': '0xeF44Fb0842DDeF59D37f85D61A1eF492bbA6135d'},\n", " 811: {'safe_address': '0xAC187885190D47EBC3512C9218fb21f6a06067Ba',\n", " 'state': [25],\n", " 'owner_address': '0xeF44Fb0842DDeF59D37f85D61A1eF492bbA6135d'},\n", " 810: {'safe_address': '0xa4850c616bc2A76839d3fCc72883940A5f014044',\n", " 'state': [25],\n", " 'owner_address': '0x389B46c259631Acd6a69Bde8B6cEe218230bAE8C'},\n", " 812: {'safe_address': '0xae52f5485a77E6a3f7b9946F450158cB8D6BAd0A',\n", " 'state': [25],\n", " 'owner_address': '0xeF44Fb0842DDeF59D37f85D61A1eF492bbA6135d'}}" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "service_map" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "trades_df['staking'] = trades_df['staking'].replace({\n", " \"\": \"non_staking\",\n", " \"pearl\": \"staking\"\n", "})" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "staking\n", "non_agent 736\n", "pearl 670\n", "non_staking 72\n", "Name: count, dtype: int64" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "trades_df.loc[trades_df[\"market_creator\"]==\"pearl\"].staking.value_counts()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "19" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "qs_trades = trades_df.loc[trades_df[\"market_creator\"]==\"quickstart\"]\n", "non_agent_qs_trades = qs_trades.loc[qs_trades[\"staking\"]==\"non_agent\"]\n", "len(non_agent_qs_trades.trader_address.unique())" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "585" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(non_agent_qs_trades)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "21" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pearl_trades = trades_df.loc[trades_df[\"market_creator\"]==\"pearl\"]\n", "non_agent_pearl_trades = pearl_trades.loc[pearl_trades[\"staking\"]==\"non_agent\"]\n", "len(non_agent_pearl_trades.trader_address.unique())" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "113" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(pearl_trades.trader_address.unique())" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['0x034c4ad84f7ac6638bf19300d5bbe7d9b981e736',\n", " '0x2dd9f5678484c1f59f97ed334725858b938b4102',\n", " '0x3666da333dadd05083fef9ff6ddee588d26e4307',\n", " '0x559480d7892f1934ca93ab9cb9100c048057fb32',\n", " '0x77ca61cb789799bd8918036edb3ca8e6c4ca76f1',\n", " '0xa8efa5bb5c6ad476c9e0377dbf66cc41cb6d5bdd',\n", " '0xb611a9f02b318339049264c7a66ac3401281cc3c',\n", " '0xe7aa88a1d044e5c987ecce55ae8d2b562a41b72d',\n", " 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'0x7ddbfbebbec1635315f9217cbf9de8afd272c8de',\n", " '0x3badd0a1beb34fc1532f6c717fa857b3325da184',\n", " '0xe0d01efee7a9740f8e702f086dd4fcae87926abf',\n", " '0xd75859beb7a211f44ae613743aaae48f87844e43',\n", " '0x86c250c602f9afefac6eb559bb2e2ade96c460de',\n", " '0x35ba3f37a5d44ffba63aee80c74fefa6f6ac0599',\n", " '0x5813be58870670255d8694aed4c8d54bbc7286cf',\n", " '0x6e5d93fdcc14db02a58ace636c2dcff8db36039d',\n", " '0xbc7adca303cdda308b379e8b7925789f64296ef4',\n", " '0x312a3a73155aab4033134c22205d9788c3fffcfc'], dtype=object)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pearl_traders = pearl_trades.trader_address.unique()\n", "pearl_traders" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "market_creator\n", "quickstart 3394\n", "pearl 1478\n", "Name: count, dtype: int64" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "trades_df.market_creator.value_counts()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "trades_all = trades_df.copy(deep=True)\n", "trades_all[\"market_creator\"] = \"all\"" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "\n", "# merging both dataframes\n", "all_filtered_trades = pd.concat([trades_df, trades_all], ignore_index=True)\n", "all_filtered_trades = all_filtered_trades.sort_values(\n", " by=\"creation_timestamp\", ascending=True\n", ")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "market_creator\n", "all 4872\n", "quickstart 3394\n", "pearl 1478\n", "Name: count, dtype: int64" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "all_filtered_trades.market_creator.value_counts()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "all_filtered_trades = all_filtered_trades.loc[\n", " all_filtered_trades[\"market_creator\"] == \"all\"\n", "]" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "staking\n", " 2503\n", "quickstart 1699\n", "pearl 670\n", "Name: count, dtype: int64" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "all_filtered_trades.staking.value_counts()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "hf_dashboards", "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": "3.12.2" } }, "nbformat": 4, "nbformat_minor": 2 }