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DanielVF/amo_balancing.ipynb

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amo_balancing.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 40,
"id": "e85318fd-3c03-44af-a981-2f3c447d776d",
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"%config InlineBackend.figure_format = 'retina'\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 98,
"id": "24f03ffd-ee30-4f9a-bb12-16619d2a1ab7",
"metadata": {},
"outputs": [
{
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" <th>before_mix</th>\n",
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"text/plain": [
" Unnamed: 0 before_pool_eth before_pool_oeth \\\n",
"128 128 66287968327486068126487 49286967825677386787235 \n",
"48 48 66287968327486068126487 49286967825677386787235 \n",
"355 355 66287968327486068126487 49286967825677386787235 \n",
"61 61 66287968327486068126487 49286967825677386787235 \n",
"351 351 66287968327486068126487 49286967825677386787235 \n",
".. ... ... ... \n",
"96 96 66287968327486068126487 49286967825677386787235 \n",
"380 380 66287968327486068126487 49286967825677386787235 \n",
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"184 184 66287968327486068126487 49286967825677386787235 \n",
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"\n",
" before_vault_oeth before_strat_balance \\\n",
"128 31229838193053809760462 30210676624609256334223 \n",
"48 31229838193053809760462 30210676624609256334223 \n",
"355 31229838193053809760462 30210676624609256334223 \n",
"61 31229838193053809760462 30210676624609256334223 \n",
"351 31229838193053809760462 30210676624609256334223 \n",
".. ... ... \n",
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"384 31229838193053809760462 30210676624609256334223 \n",
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"354 31229838193053809760462 30210676624609256334223 \n",
"\n",
" after_pool_eth after_pool_oeth \\\n",
"128 66287968327486068126487 49286967825677386787235 \n",
"48 66287968327486068126487 49286967825677386787235 \n",
"355 66287968327486068126487 49286967825677386787235 \n",
"61 66287968327486068126487 49286967825677386787235 \n",
"351 66287968327486068126487 49286967825677386787235 \n",
".. ... ... \n",
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"\n",
" after_vault_oeth after_strat_balance \\\n",
"128 31229838193053809760462 30210676624609256334223 \n",
"48 31229838193053809760462 30210676624609256334223 \n",
"355 31229838193053809760462 30210676624609256334223 \n",
"61 31229838193053809760462 30210676624609256334223 \n",
"351 31229838193053809760462 30210676624609256334223 \n",
".. ... ... \n",
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"\n",
" o_token_change eth_to_vault \\\n",
"128 0 0 \n",
"48 0 0 \n",
"355 0 0 \n",
"61 0 0 \n",
"351 0 0 \n",
".. ... ... \n",
"96 16881682140063265193984 0 \n",
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"184 16994667790271363678208 0 \n",
"354 0 16996874522046861787475 \n",
"\n",
" strat_balance_change profit before_mix after_mix \\\n",
"128 0 0 0.42645 0.42645 \n",
"48 0 0 0.42645 0.42645 \n",
"355 0 0 0.42645 0.42645 \n",
"61 0 0 0.42645 0.42645 \n",
"351 0 0 0.42645 0.42645 \n",
".. ... ... ... ... \n",
"96 16881684370260278433744 2230197013239760 0.42645 0.49955 \n",
"380 16921189315366293976341 -4776163377564395 0.42645 0.499699 \n",
"384 -16942236512935071492269 490679194866442559 0.42645 0.499712 \n",
"184 16994649911403249492092 -17878868114186116 0.42645 0.499976 \n",
"354 -16996393106183028505216 481415863833282259 0.42645 0.499986 \n",
"\n",
" mix_change \n",
"128 0.0 \n",
"48 0.0 \n",
"355 0.0 \n",
"61 0.0 \n",
"351 0.0 \n",
".. ... \n",
"96 0.073099 \n",
"380 0.073249 \n",
"384 0.073262 \n",
"184 0.073526 \n",
"354 0.073536 \n",
"\n",
"[400 rows x 16 columns]"
]
},
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" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>52</th>\n",
" <td>52</td>\n",
" <td>36289575686541249574298</td>\n",
" <td>49288575149943360985898</td>\n",
" <td>31229838193053809760462</td>\n",
" <td>30209773296205326990840</td>\n",
" <td>36289575686541249574298</td>\n",
" <td>49288575149943360985898</td>\n",
" <td>31229838193053809760462</td>\n",
" <td>30209773296205326990840</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.575948</td>\n",
" <td>0.575948</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>48</th>\n",
" <td>48</td>\n",
" <td>36289575686541249574298</td>\n",
" <td>49288575149943360985898</td>\n",
" <td>31229838193053809760462</td>\n",
" <td>30209773296205326990840</td>\n",
" <td>36289575686541249574298</td>\n",
" <td>49288575149943360985898</td>\n",
" <td>31229838193053809760462</td>\n",
" <td>30209773296205326990840</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.575948</td>\n",
" <td>0.575948</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>362</th>\n",
" <td>362</td>\n",
" <td>36289575686541249574298</td>\n",
" <td>49288575149943360985898</td>\n",
" <td>31229838193053809760462</td>\n",
" <td>30209773296205326990840</td>\n",
" <td>36289575686541249574298</td>\n",
" <td>49288575149943360985898</td>\n",
" <td>31229838193053809760462</td>\n",
" <td>30209773296205326990840</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.575948</td>\n",
" <td>0.575948</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>368</th>\n",
" <td>368</td>\n",
" <td>36289575686541249574298</td>\n",
" <td>49288575149943360985898</td>\n",
" <td>31229838193053809760462</td>\n",
" <td>30209773296205326990840</td>\n",
" <td>36289575686541249574298</td>\n",
" <td>49288575149943360985898</td>\n",
" <td>31229838193053809760462</td>\n",
" <td>30209773296205326990840</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.575948</td>\n",
" <td>0.575948</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>36289575686541249574298</td>\n",
" <td>49288575149943360985898</td>\n",
" <td>31229838193053809760462</td>\n",
" <td>30209773296205326990840</td>\n",
" <td>36289575686541249574298</td>\n",
" <td>49288575149943360985898</td>\n",
" <td>31229838193053809760462</td>\n",
" <td>30209773296205326990840</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.575948</td>\n",
" <td>0.575948</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>400 rows × 16 columns</p>\n",
"</div>"
],
"text/plain": [
" Unnamed: 0 before_pool_eth before_pool_oeth \\\n",
"189 189 36289575686541249574298 49288575149943360985898 \n",
"256 256 36289575686541249574298 49288575149943360985898 \n",
"385 385 36289575686541249574298 49288575149943360985898 \n",
"382 382 36289575686541249574298 49288575149943360985898 \n",
"326 326 36289575686541249574298 49288575149943360985898 \n",
".. ... ... ... \n",
"52 52 36289575686541249574298 49288575149943360985898 \n",
"48 48 36289575686541249574298 49288575149943360985898 \n",
"362 362 36289575686541249574298 49288575149943360985898 \n",
"368 368 36289575686541249574298 49288575149943360985898 \n",
"0 0 36289575686541249574298 49288575149943360985898 \n",
"\n",
" before_vault_oeth before_strat_balance \\\n",
"189 31229838193053809760462 30209773296205326990840 \n",
"256 31229838193053809760462 30209773296205326990840 \n",
"385 31229838193053809760462 30209773296205326990840 \n",
"382 31229838193053809760462 30209773296205326990840 \n",
"326 31229838193053809760462 30209773296205326990840 \n",
".. ... ... \n",
"52 31229838193053809760462 30209773296205326990840 \n",
"48 31229838193053809760462 30209773296205326990840 \n",
"362 31229838193053809760462 30209773296205326990840 \n",
"368 31229838193053809760462 30209773296205326990840 \n",
"0 31229838193053809760462 30209773296205326990840 \n",
"\n",
" after_pool_eth after_pool_oeth \\\n",
"189 36289575686541249574298 36311680247283788192352 \n",
"256 36289575686541249574298 36336101102923385736886 \n",
"385 36289575686541249574298 36451787496833467180438 \n",
"382 36289575686541249574298 36464920602188205482744 \n",
"326 36289575686541249574298 36495240163513870485035 \n",
".. ... ... \n",
"52 36289575686541249574298 49288575149943360985898 \n",
"48 36289575686541249574298 49288575149943360985898 \n",
"362 36289575686541249574298 49288575149943360985898 \n",
"368 36289575686541249574298 49288575149943360985898 \n",
"0 36289575686541249574298 49288575149943360985898 \n",
"\n",
" after_vault_oeth after_strat_balance \\\n",
"189 31229838193053809760462 17234558867540329274813 \n",
"256 31229838193053809760462 17258981555768222388046 \n",
"385 31229838193053809760462 17374676336446187719619 \n",
"382 31229838193053809760462 17387810363213513657821 \n",
"326 31229838193053809760462 17418132027904786299484 \n",
".. ... ... \n",
"52 31229838193053809760462 30209773296205326990840 \n",
"48 31229838193053809760462 30209773296205326990840 \n",
"362 31229838193053809760462 30209773296205326990840 \n",
"368 31229838193053809760462 30209773296205326990840 \n",
"0 31229838193053809760462 30209773296205326990840 \n",
"\n",
" o_token_change eth_to_vault strat_balance_change \\\n",
"189 -12975794200666513058598 0 -12975214428664997716027 \n",
"256 -12951375415414715263446 0 -12950791740437104602794 \n",
"385 -12835698829398316001035 0 -12835096959759139271221 \n",
"382 -12822566837474598188489 0 -12821962932991813333019 \n",
"326 -12792249846660822577700 0 -12791641268300540691356 \n",
".. ... ... ... \n",
"52 0 0 0 \n",
"48 0 0 0 \n",
"362 0 0 0 \n",
"368 0 0 0 \n",
"0 0 0 0 \n",
"\n",
" profit before_mix after_mix mix_change \n",
"189 579772001515342571 0.575948 0.500152 -0.075796 \n",
"256 583674977610660652 0.575948 0.50032 -0.075628 \n",
"385 601869639176729814 0.575948 0.501115 -0.074833 \n",
"382 603904482784855470 0.575948 0.501205 -0.074743 \n",
"326 608578360281886344 0.575948 0.501413 -0.074535 \n",
".. ... ... ... ... \n",
"52 0 0.575948 0.575948 0.0 \n",
"48 0 0.575948 0.575948 0.0 \n",
"362 0 0.575948 0.575948 0.0 \n",
"368 0 0.575948 0.575948 0.0 \n",
"0 0 0.575948 0.575948 0.0 \n",
"\n",
"[400 rows x 16 columns]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 454,
"width": 580
}
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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2beXr62s9LiIiwqnvB1lKem0TExP13XffacyYMWrbtq0qV64sb29vVa1aVWFhYXrllVf0999/O/dNwaqk1zc6Oloffvihhg4dqlatWik4OFh+fn4KDAxUvXr1dM8992jp0qUyDMO5bwx2/X9udomJiapXr571+Lp16zokP/JW0ms7Z86cQvcxZ84cp763ss7en9uff/5ZDz30kBo0aKDAwEBVrFhRjRo10l133aXp06fr4sWLjn1DsCrJtT169Gihj+d3c9nhZXYAwFWkp6dr9OjRmj17tk378ePHdfz4cS1ZskQjR47UjBkz5OFBfbW0+PLLL/XQQw+ZHQN2tmvXLnXq1CnXv4TGx8dry5Yt2rJli6ZOnaqZM2fqnnvuMSElSuL111/XV199leu2I0eO6MiRI/r2228VHh6uxYsXq2rVqk5OCHt7+eWXdeTIEbNjAMjH2bNnNWzYMC1dujTHtoSEBB04cECLFy9WWFiYWrZs6fyAcLjrr7/e7AhwMIpEcCtjxozRo48+muf2wMDAPLe99NJL1gJRaGionn32WdWvX1+HDh3S5MmTFRUVpVmzZql69ep644037J4d+Svutc1+l4G3t7eaN2+ulJQU7d692+4ZUTzFubYJCQnWAlGnTp3Uu3dvtWnTRlWrVlVcXJy+++47ffrpp0pISND999+vChUqqEePHg57D8hbcT+7Xl5eat++vTp16qTmzZvrmmuuUfXq1XX27Fnt27dPM2bM0J49e7R27Vrdeeed2rBhAwV8JyvJ/3OvFhUVpffee09+fn7y9vbWhQsX7BERxWSPa7ty5UoFBQXluT04OLhY2VAyJbm258+fV/fu3fXbb79Jkvr376+77rpL9evXl6enp2JiYrR27VotXrzY7rlRsOJc29q1axfq78Rvvvmmvv76a0nS0KFDix8SpYMBuAFJhiRj4sSJxTr+zz//NLy8vAxJRps2bYzExESb7ZcuXTLatGljSDK8vLyMAwcO2CE1CqOk13br1q3GBx98YGzevNm4fPmyYRiGMXHiRGu/a9assV9YFElJru3GjRuNQYMGGX/88Uee+yxZssSwWCyGJKN+/fpGenp6CdKiqEr62U1JScl3e2pqqjFgwADreZYuXVqs86DoSnptr5aammq0bt3akGS8+uqrRp06dQxJRp06dezSPwqvpNf2888/t/Zx5MgRu2ZDydjjc/vggw8akgxfX998f+emp6cX+Dsc9mPv38lXS01NNYKCggxJRvny5XN8T4L74Z/cAEnvvfeeUlNTJUnTpk2Tv7+/zfaAgABNmzZNkpSamqqpU6c6PSOKp127dnriiSfUoUMH+fn5mR0HdtKxY0ctWLBATZs2zXOfvn37asCAAZKkQ4cOKSoqylnxYAdeXvnf7Ozp6alnnnnGur5+/XpHR4KDvP/++/rtt990/fXX67nnnjM7DoBcbNiwQV9++aUk6T//+Y/69OmT574Wi6XA3+EoPX7++WedOHFCknTXXXfl+J4E90ORCGWeYRjWcdWNGzdWhw4dct2vQ4cO1jG4TJYKlA4333yzdfnQoUMmJoEjlC9f3rqclJRkYhIU17Fjx/Tyyy9Lkj755BP5+PiYnAhAbj788ENJUsWKFfX444+bnAbONHfuXOsyQ83KBopEKPOOHDlirY6Hh4fnu2/m9uPHj+vo0aOOjgaghK5cuWJd9vT0NDEJHGH+/PnW5caNG5uYBMX16KOP6tKlS3rwwQeL/DQ0AM6RnJxs/QfV7t27W+/MTktLU0xMjI4ePUqh3k1duHBBS5YskSTVrVtXXbp0MTcQnIIiEdzKwoUL1bRpUwUEBKh8+fJq2LChhg4dqjVr1uR5zN69e63LBX3JyL49Ojq65IFRaMW5tigdHHlt165da11u0qRJiftD0dn7+p45c0abN2/WiBEj9Prrr0uSqlWrpvvvv9+esVEIJb228+fP108//aTKlSvrnXfecXBaFIU9PrfDhg1TUFCQfHx8VK1aNXXo0EETJkzQ8ePHHZgcBSnOtf3999+tRaDmzZsrISFB48aNU7Vq1XTttdfquuuuU8WKFdW9e3dFREQ46Z3gao74+9SiRYuUmJgoSXrwwQdlsVjsFReuzOxJkQB70P8mbMvv1a9fP+PcuXM5jp0+fbp1n4ULF+Z7noULF1r3/eSTTxz1dpBNSa5tXpi42jU44tpmt3PnTsPT09OQZDRv3tzO6VEQe17f8PDwPPuoVq2asX79eie8I2Syx7WNj483atasaUgyZsyYYbONiavNU9Jrm33i6rxefn5+/B3KBCW5tnPmzLGZHLlhw4Z59mGxWIy33nrLhHdYdjny71Ndu3a19sGDe8oOZhSDWwgICFCfPn3UrVs3NW7cWOXKlVNcXJzWrl2rTz75RP/884+WLFmivn37avXq1fL29rYem/0xu+XKlcv3PNkfHZn5+G04VkmuLVybI6/tlStXNHLkSKWlpUmS9Y4TOI8zPrtjx47V//3f/6latWoOeAfIiz2u7TPPPKNTp04pLCxMo0aNMuFdIDf2uLb16tXTgAEDFBYWppCQEEnS4cOHtXjxYi1atEhJSUl65JFHZLFYNHr0aGe/xTKrJNc2Pj7eujxp0iQlJSXpjjvu0Kuvvqobb7xRCQkJWrx4sZ5//nmdP39ezz//vBo3bqy+ffua8VbLHEf9//avv/6y3pHdsWNHNWjQwJFvA67E7CoVYA9nz57Nc9vff/9thIaGWqvg77//vs32V1991brtl19+yfc8v/zyi3Xf1157zR7RUYCSXNu8cCeRa3DEtc00cuRI67FDhw4tWVAUiz2v7+HDh43du3cbu3btMtatW2e8++67RsOGDQ0PDw+jd+/ext9//23n9MhPSa/t2rVrDYvFYnh5eRm///57ju3cSWSekl7bc+fOGenp6Xn28eOPPxre3t6GJCMgIMA4efKkPWKjEEpybV977TWbu1K6d+9upKam5uhn/fr1hoeHhyHJaNKkSb4/C7AfR/196vXXX2cERRlFkQhlwqFDh6x/KWnQoIHNtsmTJ1t/Aa5YsSLffn766SfrvlOmTHFkZBRSftc2LxSJSofiXFvDMIw33njDen3btm1rXLx40YEpUVzFvb6ZLl++bPTu3duQZISEhBgxMTEOSIniyO/aJiUlGddff70hyRg/fnyux1Mkcl0l/dwahm3B4T//+Y+dE6K48ru2b7/9tk2RaMeOHXn2c9ddd1n3y60IDOcr7ue2cePGhiTD19c330IU3A8TV6NMqFevnrp37y5JOnjwoPVpZpLtI5QLGkJ26dIl63JBQ9PgHPldW5Ruxbm2M2bM0IsvvigpY6L5n376yWaYKFxHST+7fn5++vzzzxUQEKCYmBg9++yzjoiJYsjv2r7++uv6888/FRISon//+99mRUQx2eP/uaNHj7ZOfpv94QIwV2H/rly9enWFhobm2c/tt99uXd6+fbsDkqKoivO53bZtm/bt2ydJ6tOnjypVquTIiHAxFIlQZjRt2tS6nP3JGsHBwdbl2NjYfPuIiYmxLmeOs4f58rq2KP2Kcm2/+eYbPfroo5KkOnXqaPXq1cxV4+JK+tmtVq2aOnXqJElaunSpUlJS7JYNJZPXtZ00aZIk6dZbb9WPP/6o+fPn53hl/oPMpUuXrG2//vqrc98A8lTSz22NGjVUtWrVYh8Px8nr2mb/O2/2vzfnJvu+cXFxdkyHkijq53bu3LnW5SFDhjgkE1wXE1ejzMjrkY3Zf2lmVszzkn07j9N2HTyO030V9tr+8MMPGjJkiNLT01WrVi398ssvBf5FFuazx2e3evXqkqTExESdOXNGtWrVKnGfKLm8rm1ycrIk6fPPP9fnn3+ebx9nzpzRvffeK0kKDw/XLbfcYt+QKBZ7fG75/7Zryuu63HDDDdblzAdC5CX7di8vvmq6iqJ85lJSUjR//nxJGUXdO+64w1Gx4KK4kwhlxt69e63LQUFB1uXrrrvOul7Qbc/r1q2TJNWuXVt169a1f0gUS17XFqVfYa7tL7/8okGDBik1NVVVq1bV6tWrVb9+fWdFRAnY47Ob/V9EGQbsOvi97L5Kem3j4uJ05syZYh8Px8nr2tapU0fXXnutJOno0aMyDCPPPg4dOmRdrl27tgNSojiK8rldvny5/vnnH0nSfffdR7GvDKJIhDLhyJEjWr16tSSpfv36Nv/Tslgs1kd07tu3T1u2bMm1jy1btljvJOrbty//CuYi8ru2KN0Kc203bdqkvn376sqVK6pYsaJWrlxp8y+ecF32+OzGxsZq8+bNkjK+xGSfNwPmye/aGhkPTcn3VadOHUkZ1zSzLSIiwoy3gqvY43M7c+ZMa5EhPDzcrvlQfAVd24EDB0qSEhIS9Msvv+TZz3fffWdd7ty5swOSoqiK+rnNPtRs6NChDs0G10SRCKXejz/+qNTU1Dy3nzp1SgMHDrTe4p45Z0l248aNk6enpyTpiSee0OXLl222X758WU888YSkjFtnx40bZ6f0yI89ri1ckz2u7c6dO9WrVy9dunRJgYGBWr58uVq3bu2wzCi8kl7f/fv3FzgHzfnz53XfffdZ+2DOBOfg97L7Kum1PXr0qKKiovI9x7Jly/Tqq69Kkvz9/TVs2LASpkZh2Ovvyn5+fpKkp59+WgkJCTn2mTdvnrWg26tXL+bvdAJ7/06Oj4/X8uXLJUnNmzdXy5Yt7ZYVpYfFyO9+QaAUqFu3rlJSUjRw4ECFhYWpbt268vf315kzZxQREaEZM2ZYb2vu3Lmzfv75Z/n6+ubo54UXXtBbb70lSQoNDdVzzz2n+vXr69ChQ5o0aZL1Lz4vvPCC3njjDee9wTLMXtd2zpw5NutLlizR0qVLJUnPPfecGjdubN3WoEED/uXLCUp6bQ8dOqSOHTvq9OnTkqSpU6fq1ltvzfecNWrUUI0aNRz3pmBV0usbERGhm2++WS1atFC/fv3UunVrXXPNNfLy8tLff/+tjRs3avbs2fr7778lSc2aNdPWrVsVEBBgyvstS+z1e7mgcxw7dkx16tTR0aNHHfAukBt7fW7DwsJ05513qkWLFtbfuYcPH9aiRYu0aNEi611EH330EUVEJ7HX5/btt9+2Pkny+uuv13PPPacbb7xRCQkJ+u677zR9+nSlpaWpQoUKioyMVMOGDZ36Pssie/9O/vjjj/XYY49JkqZMmaLx48c75X3AxRhAKVenTh1DUoGvgQMHGmfPns2zn7S0NGP48OH59jFixAgjLS3NeW+ujLPXtS1MH5mvoUOHOu39lWUlvbaff/55ka6rJGPixIlOf59lVUmv75o1awp9XXv16mWcPn3a+W+yjLLX7+XCnKNOnTp2zY78OetzGxAQYMyYMcP5b7AMs+fn9vnnnzcsFkuefdSoUcPYtGmTc94Y7P47uX379oYkw9PT0zh58qTj3wBcErNQodT74osvtHbtWm3evFmHDx/WmTNnlJCQoHLlyikkJEQdO3bU0KFDFRYWlm8/Hh4emj17tgYOHKiZM2dq+/btOnPmjKpVq6a2bdvq4YcfVo8ePZz0riDZ79rC9XBt3VtJr2+nTp20cuVK/fzzz4qMjFRsbKxOnTqlxMREVahQQdddd506dOige++9V506dXLyuyvb+Oy6r5Je29atW2vevHnavHmzIiMjdfLkSZ05c0apqamqXLmybrjhBnXr1k0jR47krk4ns+fn9s0331SfPn00ffp0rV+/XidPnpSfn58aNWqkPn366IknnlDFihWd8K4g2ffaHjhwQFu3bpUkde/eXddcc42j48NFMdwMAAAAAAAATFwNAAAAAAAAikQAAAAAAAAQRSIAAAAAAACIIhEAAAAAAABEkQgAAAAAAACiSAQAAAAAAABRJAIAAAAAAIAoEgEAAAAAAEAUiQAAAAAAACCKRAAAAAAAABBFIgAAAAAAAIgiEQAAAAAAAESRCAAAAAAAAKJIBAAAAAAAAFEkAgAAAAAAgCgSAQAAAAAAQBSJAACAgxw9elQWi0UWi0Vz5szJsf2VV16xbgfKgoiICOvPfEREhNlxCsRnFADKHopEAACUAtm/XBb2NW7cOLNjl2mHDh3Sq6++qk6dOql27dry9fVVtWrVdOONN2rs2LFav359ofrp2rVrka/9uXPnJKnIx+X2Onr0qCTbn8FXXnmlUNkfeuihHP0AAADX5WV2AAAAAHdy5coVPf/88/roo4+UkpJis+2ff/7RP//8o927d2vatGnq2bOnZsyYoeDgYJPSAgAAZKFIBABAKTNmzBg9+uijBe5XrVo1J6QpvldeeaXQd6SUFhcuXFDfvn21Zs0aSVKVKlX00EMPqVu3bqpZs6bOnz+vyMhIffbZZ/rzzz/1008/KSwsTKtWrVKTJk0K7H/37t2FylGhQoUC97/99tt14sQJBQUFaeXKlXnuV7t27UKdE+7HHT+jAID8USQCAKCUqVGjhpo1a2Z2DORixIgR1gLRzTffrPnz56tGjRo2+9xyyy166qmn9Pzzz+vdd99VbGys7rzzTkVFRal8+fL59l/U657f/t7e3tb/8vMEAAAk5iQCAACwi2+//VYLFy6UJLVo0ULLli3LUSDK5O3trXfeeUcjR46UlDF/0fPPP++0rAAAALmhSAQAQBlSt25dWSwWPfTQQ5KkP//8U6NGjVLdunXl6+urmjVrqn///tqyZUuBfaWlpenjjz9W+/btVaFCBVWsWFGtWrXSlClTdOXKlQKPL+jJSfbMmpqaqg8++EDt2rVThQoVVKlSJbVp00ZTp05VcnJygU9iK4y33nrLujxz5kwFBAQUeMw777yjmjVrSpI+++wzxcXFFevc7ixz4u6uXbtKyvg5GD16tK677jr5+fmpVq1aGjRoUKF+DiRpw4YNevDBB1W3bl35+fmpUqVKCg0N1YQJEwr95//jjz/qrrvuUnBwsHx9fVW1alWFhYXprbfe0sWLF4v7Vgvl6j+PgwcP6pFHHlG9evXk7++vunXrasSIETp27JjNcXv27NGwYcNUr149+fn5KSQkRGPGjNHp06fzPFden1HDMHT77bfLYrHIy8tLmzdvzrOPDz74wNrHxIkTi//GAQDOYQAAAJe3Zs0aQ5IhyZg4cWKx+6lTp44hyRg6dKjx3XffGQEBAdZ+s788PT2N+fPn59nPhQsXjJtuuinXYyUZrVq1Mnbs2GFd//zzz3P0MXHiROt2R2Y9f/680aFDhzyztmvXzoiKiso3a0F+//136/FhYWFFOvb555+3Hvv+++/n2B4eHp7vn1NxZf751qlTp1D7F+dncOjQodZjjhw5Uqycme8/PDzc+Omnn4zAwMBcr6OHh4cxderUPPtJS0szHnvssTx/DiQZFStWNFatWpVnH5cvXzb69++fbx9BQUFGVFRUrsdn/zNcs2ZNif88Vq9ebZQvXz7XHDVq1DCio6MNwzCMr7/+2vDx8cl1vzp16hjHjx/P9Vz5fUZPnDhhVK1a1ZBk1KtXz0hISMixz549eww/Pz9DktG+fXsjJSWlWO8ZAOA83EkEAEAZtHv3bt13332qWbOmPvzwQ23ZskWbN2/WK6+8Ij8/P6WlpWn06NF53lnxwAMPWB/h3q5dO33zzTeKjIzU8uXLdffdd2vHjh16+OGHXSLr4MGDrXeZdOrUSfPnz1dkZKRWrFih+++/X9u2bdMjjzxSoozr1q2zLt95551FOrZPnz7W5cw/U+R04sQJ3XffffLy8tIbb7yhTZs2adOmTXr99ddVoUIFpaen66mnntKSJUtyPT7ziXOSdN111+mTTz7Rtm3btGbNGj311FPy9vbW+fPn1bt3b/3++++59jF06FB9//33kjKGFM6dO1fbt2/XypUrNWzYMFksFp04cULdunXT8ePHHfLnkOnEiRMaNGiQKlWqpGnTpmnr1q1av369xo0bJ4vFotOnT2vkyJHavn27hgwZovr162vWrFnW9/zggw9Kko4dO6ann366yOevVauWZs2aJUk6fPiwxo4da7P9ypUruu+++5SUlKTAwEDNmzdPXl5MhwoAro7f1AAAlDKnT5/Wnj17Ctzv+uuvt05OfLUdO3aodevW+vXXX61PwpKkDh06qEGDBnrggQeUkJCgefPm6amnnrI5dvny5Vq6dKkkqWfPnlq6dKnNl7+ePXvq1VdftdvQkpJkXbp0qVasWCFJGjBggBYuXCgPj6x/I7vjjjsUGhqqf/3rXyXKmL2o0KpVqyId27JlS3l4eCg9PT3P4kSmwlz3ypUrO/yJZIX9GTx37pzdznngwAFVrFhRmzdvtnkSXFhYmPr27auOHTsqISFBjz/+uHr16mXzs79792698847kjIm816/fr0qVapk3d61a1fddttt6tWrl5KTkzV69Ght3brV5vzLly/Xt99+K0nq1q2bfvrpJ/n4+Fi333bbbQoLC9Po0aMVHx+vp59+WgsWLLDb+7/agQMH1LBhQ23cuFHVq1e3tnfu3FleXl6aMmWKNm7cqF69eqldu3ZavXq1zRDIrl27KikpSQsXLtTixYsVFxdn009h9OvXTyNHjtSsWbM0Z84c9erVS3fddZck6cUXX9SuXbskSe+9954aNGhgh3cNAHA4s29lAgAABcs+TKWwr9yG92QOMZJk/P7777meKz093QgKCjIkGf3798+xvWfPnoYkw9fXN89hKmlpaUazZs3sMtysJFnvuOMOQ5Lh7+9vnD59Os8+WrVqVaLhZv369bMev3PnziIfX7FiRUOSUaVKlRzbsg83K8xr6NChhTpnSYabFedV0uFmkowpU6bkud+kSZOs+y1cuNBm25gxY6zbtmzZkmcfI0eOtO63bds2m209evQwJBne3t7GX3/9lWcft956qyHJ8PLyMk6cOGGzzZ7DzSQZK1asyHWfw4cPW/exWCzG3r17c93v119/te63dOnSHNsL+owahmFcvHjRaNiwofXnNzY21li9erVhsVgMSUa/fv2K9T4BAOZguBkAAGVQ8+bNdeONN+a6zWKxKDQ0VFLGMJLs0tLSFBERISnjzomgoKBc+/Dw8NDQoUNNzZqamqq1a9dKyrhjKK+7JCwWi3XoTXFduHDBulyuXLkiH595TEJCQolyuDOLxZLvz1TmcC9J+vnnn222Za7fcMMNat++fZ59jBo1Kscxku3P0m233aaQkJAC+0hNTbV+VhyhUqVKuv3223Pddt1116l8+fKSpBtvvNHmzqvsWrRoYV2++vNTWNmHksXHx+u+++7TQw89JMMwVKtWLX366afF6hcAYA6KRAAAlDITJ06UYRgFvurWrZtnH40bN873HFWqVJFkW/yQMh7VnpiYKElq27Ztvn20a9euEO+mYCXJevnyZUlS69at8+2jTZs2JUgo6xdyScV6ulXmMdmH0+WmMNe9uE9nK4rC/gzaq1AoZRQ+qlWrluf26tWrW3/md+/ebW2/cuWKDhw4IEn5FogkKTQ01DpMLftwusOHD1t/7gvqI/v2wgzJK66GDRvm+WRASdbhdI0aNSpwHynn56co2rVrZx1eum7dOh0/flwWi0Wff/55vtcMAOB6KBIBAFAGFfR49sx5e9LS0mza4+Pjrcs1atTIt4/MR7uXVHGznj171rpc0FwrRZ2L5WrZvwj//fffRTr28uXL1i/oVatWLVEOd1bQz5uU9TOX/ec0+89BQX14e3tbr0H2Poryc3/NNdfkepy9FfZzkd9+2efnuvrzU1QvvPCC6tWrZ10fOXJknnc6AQBcF0UiAABQLPndxVDWZB8OFxUVVaRjd+7cqfT0dEm2w39gyx4/b67Shztavny5zZC1DRs2WO/kAwCUHhSJAABAoVWuXNm6fOrUqXz3LWi7o2XPGhcXl+++BW0vSJcuXazLP/zwQ5GOzb5/9n5gqzA/T5n7ZA5BlIr2M5uamqp//vknRx/ZlwvqI/udZNmPc2enTp3SyJEjJWUNmYyOjtYzzzxjZiwAQDFQJAIAAIVWv359+fv7S5K2b9+e774FbXe0+vXry8/PT5L022+/5btvZGRkic7VokULtWzZUpK0efPmQvd34cIF6xxCfn5+Gjx4cIlyuLMjR45YCzi5iYuL09GjRyVlPOY+k6+vrxo2bChJOR5rf7WoqCilpKTk6KNevXrWYVsF9bFt2zbrcvY+3Nnw4cMVFxcnDw8PLVu2TAMHDpQkffTRR/rvf/9rcjoAQFFQJAIAAIXm5eWlrl27SpJWrVqlkydP5rpfenq6vvjiCycmy8nLy8t6Z85///vfPO8WMgxDX375ZYnP99xzz1mXR48eXaihNs8884z1zpPhw4eXeG4kd2YYhubOnZvn9jlz5sgwDEnSrbfearMtc/2PP/6wKeJcbdasWTmOkTJ+lsLDwyVJq1evVmxsbIF9ZP+suLOPP/5YP/30k6SMz8BNN92kmTNnqnbt2pIynjp35swZMyMCAIqAIhEAACiSMWPGSMp4atTDDz+c64S3b775ps0Tpszy8MMPS8qYHPqRRx6xzv2T3bvvvqsdO3aU+FyDBw/WgAEDJGXckdKnT588C1MpKSl69tlnNWPGDEkZdz299dZbJc7g7l577TX9+eefOdqjo6P1+uuvS5Jq1aqlvn372mwfM2aMdZLm0aNHKyEhIUcfq1at0uzZsyVlPK3r6qf3PfbYY5Kk5ORkjRgxwnrHUXafffaZVq1aJUkaMGCAatWqVdS3WKr8+eef1iFlrVu31r///W9JGcPs5syZI4vFor///lujR482MyYAoAi8zA4AAACK5vTp04V6tLa/v7/q169v9/PfeeeduvPOO/Xjjz/qxx9/VKdOnfTUU0+pYcOGOn36tObMmaMFCxaoTZs2JR7GVVIDBgzQbbfdplWrVum7775Tly5dNHbsWDVo0EBxcXGaN2+e5s2bp3bt2lnvMCnJxMSfffaZzpw5o3Xr1unnn39W48aNNXz4cN1yyy2qWbOmEhISFBkZqdmzZ2vfvn2SpODgYP3www8qX758gf0X9pHqderUKVR/pUnmNevQoYOee+456106EREReuutt3T+/HlJ0rRp0+Tj42NzbPPmzTV+/Hi9/fbb+v3339WqVSs999xzCg0N1aVLl/Tjjz/qgw8+UFpamnx8fKzFu+x69eqlu+++WwsXLtSqVavUoUMHPf3002rcuLHOnj2r+fPn67PPPpOUUSR59913HfsHYrKUlBTdf//9SkxMlL+/v+bNmydvb2/r9ltvvVVPPvmk3nvvPX3//ff67LPPNHz4cBMTAwAKgyIRAAClzPTp0zV9+vQC92vRooV27tzpkAxfffWVevTooY0bN2rr1q055tIJDQ3VjBkz1Lp1a4ecvygWLFig22+/Xdu2bdPGjRu1ceNGm+2hoaH6+OOP1aZNG0myzmNUHBUrVtTKlSv17LPPavr06YqPj9eUKVM0ZcqUXPe/4447NHPmTIWEhBSq/+bNmxdqv++//179+vUrbOxSoXbt2nrvvfc0aNAgvfDCCzm2e3h4aPLkydb5cK721ltv6dKlS/r444916NChXO9uqVixor799lvr/FJXmzt3rlJTU/X9999rx44deuCBB3LsExQUpOXLl1uHW7mriRMnWuf6mjJliho3bpxjn7feeks///yz9uzZoyeffFJdu3ZVvXr1nB0VAFAEDDcDAABFVr58eUVERGjatGlq27atypUrp/Lly6tly5Z68803tWnTJpd5slOlSpW0YcMGTZ06Va1bt841q6enp3X/ihUrluh8fn5++uCDDxQdHa2JEyeqQ4cOuuaaa+Tt7a0qVaqoWbNmeuyxx7R27VqtWLGi0AUiZNzNExkZqWHDhqlOnTry8fFRjRo1NHDgQG3YsEHjx4/P81gPDw999NFHWrdune6//35de+218vX1VYUKFdSyZUu9+OKLOnDggG677bY8+/Dz89N3332nH374QQMGDFBQUJB8fHxUuXJltW/fXm+++ab+/PPPPItM7mLDhg2aNGmSJKlnz5569NFHc93P19dXX331lXx9fXXx4kU98MADuQ5PBQC4DouROcMfAABAGTVv3jw9+OCDkqSDBw86ZJgeiqdr165au3atwsPDFRERYXYcAADcGncSAQCAMu+bb76RJFWvXp3hMAAAoMyiSAQAANza8ePH830c/axZs6yP8B4yZEiJJq4GAAAozZi4GgAAuLXVq1fr2Wef1eDBg9W1a1fVqVNH6enpOnTokBYsWKAlS5ZIkmrWrJnrhMgAAABlBUUiAADg9uLi4jRt2jRNmzYt1+21atXS8uXLVbVqVScnAwAAcB0UiQAAgFvr3bu3pk+frpUrV2rv3r2Ki4vThQsXVKlSJTVp0kR33nmnHnnkEZUvX97sqAAAAKbi6WYAAAAAAABg4moAAAAAAABQJAIAAAAAAIAoEgEAAAAAAEAUiQAAAAAAACCKRAAAAAAAABBFIgAAAAAAAIgiEQAAAAAAAESRCAAAAAAAAKJIBAAAAAAAAFEkAgAAAAAAgCgSAQAAAAAAQBSJAAAAAAAAIIpEAAAAAAAAEEUiAAAAAAAAiCIRAAAAAAAARJEIAAAAAAAAokgEAAAAAAAAUSQCAAAAAACAKBIBAAAAAABA0v8DwOG8BY19iX4AAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 454,
"width": 580
}
},
"output_type": "display_data"
}
],
"source": [
"def display_runs(title, filename):\n",
" base = pd.read_csv(filename)\n",
" for x in base:\n",
" if not \" \" in x:\n",
" base[x] = base[x].apply(int)\n",
" \n",
" \n",
" base['eth_to_vault'] = base['after_vault_oeth'] - base['before_vault_oeth']\n",
" base['strat_balance_change'] = base['after_strat_balance'] - base['before_strat_balance']\n",
" base['profit'] = (base['strat_balance_change'] + base['eth_to_vault']) - base['o_token_change']\n",
" \n",
" base['before_mix'] = base['before_pool_oeth'] / (base['before_pool_eth'] + base['before_pool_oeth'])\n",
" base['after_mix'] = base['after_pool_oeth'] / (base['after_pool_eth'] + base['after_pool_oeth'])\n",
" base['mix_change'] = base['after_mix'] - base['before_mix']\n",
"\n",
"\n",
" # Charts\n",
" plt.figure()\n",
" df = base.sort_values('after_mix')\n",
" dfburn = df[df['o_token_change'] < 0]\n",
" dfmint = df[df['o_token_change'] > 0]\n",
" dfeth = df[df['eth_to_vault'] != 0]\n",
"\n",
" if dfmint.size:\n",
" plt.plot(dfmint['after_mix']*100, dfmint['profit']/1e18*1800, label=\"Mint OETH\", c=\"C0\")\n",
" if dfburn.size:\n",
" plt.plot(dfburn['after_mix']*100, dfburn['profit']/1e18*1800, label=\"Burn OETH\", c=\"C1\")\n",
" if dfeth.size:\n",
" plt.plot(dfeth['after_mix']*100, dfeth['profit']/1e18*1800, label=\"Collect ETH\", c=\"C2\")\n",
" \n",
"\n",
" plt.title(title)\n",
" plt.xlabel(\"Ending OETH pool mix\")\n",
" plt.ylabel(\"Profit in dollars\")\n",
" plt.legend()\n",
" plt.plot()\n",
" display(df)\n",
"\n",
"display_runs(\"42.5% OETH in pool\", \"amo_tools_eth_results.csv\")\n",
"display_runs(\"57.5% OETH in pool\", \"amo_tools_oeth_results.csv\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "95a5a4c2-2374-44af-a31d-b8a2aa02b0b1",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.11.4"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
Raw
amo_tools_eth_results.csv
before_pool_eth before_pool_oeth before_vault_oeth before_strat_balance after_pool_eth after_pool_oeth after_vault_oeth after_strat_balance o_token_change
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1 66287968327486068126487 49286967825677386787235 31229838193053809760462 30210676624609256334223 66287140309499071622457 63719344741945923796446 31229838193053809760462 44644262090394990438629 14433204582077584900096
2 66287968327486068126487 49286967825677386787235 31229838193053809760462 30210676624609256334223 53054947107486294740167 49286967825677386787235 44461730528688460763277 16979727641978574463854 0
3 66287968327486068126487 49286967825677386787235 31229838193053809760462 30210676624609256334223 63589502453316423147998 49286967825677386787235 33928073808139504484868 27512927203521590746687 0
4 66287968327486068126487 49286967825677386787235 31229838193053809760462 30210676624609256334223 66287128969129920240858 63917041023156579795124 31229838193053809760462 44841943265020784670977 14630912202167004692480
5 66287968327486068126487 49286967825677386787235 31229838193053809760462 30210676624609256334223 52268558066573589083369 49286967825677386787235 45248052508300999756667 16193338898048279514906 0
6 66287968327486068126487 49286967825677386787235 31229838193053809760462 30210676624609256334223 66287274438322249809386 61381141760908762907008 31229838193053809760462 42306180510086339936518 12094867495882237935616
7 66287968327486068126487 49286967825677386787235 31229838193053809760462 30210676624609256334223 66287505946371572658705 57345651768942674019684 31229838193053809760462 38270636198282753009005 8059146064515442933760
8 66287968327486068126487 49286967825677386787235 31229838193053809760462 30210676624609256334223 66287286968231136207626 61162719734959335685411 31229838193053809760462 42087764299893513664534 11876432942816980631552
9 66287968327486068126487 49286967825677386787235 31229838193053809760462 30210676624609256334223 53742507726676133422065 49286967825677386787235 43774228545383098858021 17667275646687767742321 0
10 66287968327486068126487 49286967825677386787235 31229838193053809760462 30210676624609256334223 53251076470701181082336 49286967825677386787235 44265617891361035506681 17175854572122851088066 0
11 66287968327486068126487 49286967825677386787235 31229838193053809760462 30210676624609256334223 66287028047317053388514 65676441479489836813624 31229838193053809760462 46601177198070295783222 16390413570432280035328
12 66287968327486068126487 49286967825677386787235 31229838193053809760462 30210676624609256334223 66287482460256933823407 57755028679100743265967 31229838193053809760462 38680034742304910160190 8468546452125837688832
13 66287968327486068126487 49286967825677386787235 31229838193053809760462 30210676624609256334223 53928475800821292592967 49286967825677386787235 43588276331171439530992 17853238355983235543542 0
14 66287968327486068126487 49286967825677386787235 31229838193053809760462 30210676624609256334223 61462280201483824649177 49286967825677386787235 36055114565006361673853 25386168868552091965391 0
15 66287968327486068126487 49286967825677386787235 31229838193053809760462 30210676624609256334223 56686311601322529377371 49286967825677386787235 40830675745987419908419 20610899776082696554342 0
16 66287968327486068126487 49286967825677386787235 31229838193053809760462 30210676624609256334223 66287221738854931671680 62299812655326528117684 31229838193053809760462 43224816478696981671804 13013591079122978734080
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Raw
amo_tools_oeth_results.csv
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Raw
brownie_fork.py
import json
import random
import hexbytes
from world import *
import pandas as pd
deploy = json.load(open("contracts/deployments/localhost/ConvexEthMetaStrategy.json"))
strat = Contract.from_abi("new_oeth_strat", OETH_CONVEX_OETH_ETH_STRAT, deploy["abi"], owner=STRATEGIST, persist=False)
pool = Contract.from_explorer("0x94b17476a93b3262d87b9a326965d1e91f9c13e7")
zapper = Contract.from_explorer(OETH_ZAPPER)
# Imbalance Pool
# Pick too much OETH
filename = "amo_tools_oeth_results.csv"
zapper.deposit({'from': BINANCE, 'value': 10000e18})
oeth.approve(pool, 1e70, {'from': BINANCE})
pool.add_liquidity([0, 10000e18], 0, {'from': BINANCE})
# Or too much ETH
filename = "amo_tools_eth_results.csv"
pool.add_liquidity([20000e18,0], 0, {'value': 20000e18, 'from': BINANCE})
## The goal is to test the new tools under a varity of randomized circumstances
ZERO_HEX = hexbytes.HexBytes('0x0000000000000000000000000000000000000000000000000000000000000000')
TRANSFER_HEX = hexbytes.HexBytes('0xddf252ad1be2c89b69c2b068fc378daa952ba7f163c4a11628f55a4df523b3ef')
STRAT_HEX = hexbytes.HexBytes('0x0000000000000000000000001827f9ea98e0bf96550b2fc20f7233277fcd7e63')
eth_balance = pool.balances(0)
oeth_balance = pool.balances(1)
virtual_price = pool.get_virtual_price()
NUM_RUNS = 400
rows = []
for i in range(0,NUM_RUNS):
with TemporaryFork():
correction_factor = random.random() * 1.10 - 0.05
print(i, correction_factor)
diff = oeth_balance - eth_balance
negative_change_amount = int(diff * correction_factor)
row = {}
row['before_pool_eth'] = pool.balances(0)
row['before_pool_oeth'] = pool.balances(1)
row['before_vault_oeth'] = weth.balanceOf(oeth_vault_core)
row['before_strat_balance'] = strat.checkBalance(weth)
o_token_change = 0
if negative_change_amount > 0:
try:
tx = strat.removeAndBurnOTokens(negative_change_amount * 1e18 / virtual_price)
for x in tx.logs:
if (
len(x.topics) == 3
and x.address == oeth.address
and x.topics[0] == TRANSFER_HEX
and x.topics[1] == STRAT_HEX
and x.topics[2] == ZERO_HEX
):
o_token_change = int(x.data, 16) * -1
break
except:
pass
else:
if random.randint(0,1) == 1:
try:
tx = strat.mintAndAddOTokens(0-negative_change_amount)
for x in tx.logs:
if (
len(x.topics) == 3
and x.address == oeth.address
and x.topics[0] == TRANSFER_HEX
and x.topics[1] == ZERO_HEX
and x.topics[2] == STRAT_HEX
):
o_token_change = int(x.data, 16)
break
except:
pass
else:
try:
strat.removeOnlyAssets((0-negative_change_amount) * 1e18 / virtual_price)
except:
pass
row['after_pool_eth'] = pool.balances(0)
row['after_pool_oeth'] = pool.balances(1)
row['after_vault_oeth'] = weth.balanceOf(oeth_vault_core)
row['after_strat_balance'] = strat.checkBalance(weth)
row['o_token_change'] = o_token_change
rows.append(row)
print(pd.DataFrame.from_records(rows).to_csv(filename))
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